﻿{"id":8932,"date":"2019-06-27T13:31:26","date_gmt":"2019-06-27T11:31:26","guid":{"rendered":"http:\/\/www.sigterritoires.fr\/?p=8932"},"modified":"2019-09-18T11:16:30","modified_gmt":"2019-09-18T09:16:30","slug":"qgis-3-8-hotspot-analysis-plugin-et-pysal","status":"publish","type":"post","link":"https:\/\/www.sigterritoires.fr\/index.php\/qgis-3-8-hotspot-analysis-plugin-et-pysal\/","title":{"rendered":"QGis 3.8, HotSpot Analysis Plugin et PySal"},"content":{"rendered":"\n<p>Tout d&rsquo;abord, la date: on est le 26 juin 2019.<\/p>\n\n\n\n<p>J&rsquo;ai eu des probl\u00e8mes pour installer le plugin HotSpot Analysis et le plus dur quand on cherche sur le net c&rsquo;est qu&rsquo;on tombe pelle m\u00eale sur des solutions du mois dernier et d&rsquo;il y a 10 ans. Mais il faut un travail de d\u00e9tective pour savoir de quand elles datent.<\/p>\n\n\n\n<p>Donc, si vous \u00eates en 2025, il est fort probable que les solutions que je propose dans cet article ne soient plus les bonnes&#8230;<\/p>\n\n\n\n<p>Le plugin HotSpot Analysis est une bonne alternative pour la <a href=\"https:\/\/www.sigterritoires.fr\/\">cartographie<\/a> d&rsquo;auto-correlations spatiales. Par contre, il souffre, actuellement d&rsquo;un manque de \u00ab\u00a0finition\u00a0\u00bb dans son processus d&rsquo;installation et d&rsquo;un petit retard de maintenance.<!--more--><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Installation dans QGis 3.8<\/h2>\n\n\n\n<p>Si vous allez dans la fen\u00eatre d&rsquo;installation des extensions, lisez bien le texte:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im6.png?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"283\" data-attachment-id=\"8933\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/qgis-3-8-hotspot-analysis-plugin-et-pysal\/im6-5\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im6.png?fit=857%2C379&amp;ssl=1\" data-orig-size=\"857,379\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"im6\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im6.png?fit=640%2C283&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im6.png?resize=640%2C283&#038;ssl=1\" alt=\"\" class=\"wp-image-8933\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im6.png?w=857&amp;ssl=1 857w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im6.png?resize=300%2C133&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im6.png?resize=768%2C340&amp;ssl=1 768w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/a><\/figure>\n\n\n\n<p>Ce n&rsquo;est pas comme d&rsquo;habitude, un clic sur Installer l&rsquo;extension et puis c&rsquo;est pr\u00eat.<\/p>\n\n\n\n<p>Il faut commencer par v\u00e9rifier si vous avez d\u00e9j\u00e0 le paquet PySal dans votre installation Python. Si ce n&rsquo;est pas le cas, il faudra l&rsquo;installer avant d&rsquo;installer le plugin HotSpot Analysis.<\/p>\n\n\n\n<p>Pour savoir si PySal est Install\u00e9, ouvrez la console Python (Extension-&gt;Console Python)<\/p>\n\n\n\n<p>Tapez apr\u00e8s &gt;&gt;&gt; import pysal<\/p>\n\n\n\n<p>Si vous n&rsquo;avez pas de message d&rsquo;erreur, le paquet est install\u00e9. Si non, vous aurez:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im7.png?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"184\" data-attachment-id=\"8934\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/qgis-3-8-hotspot-analysis-plugin-et-pysal\/im7-4\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im7.png?fit=940%2C270&amp;ssl=1\" data-orig-size=\"940,270\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"im7\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im7.png?fit=640%2C184&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im7.png?resize=640%2C184&#038;ssl=1\" alt=\"\" class=\"wp-image-8934\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im7.png?w=940&amp;ssl=1 940w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im7.png?resize=300%2C86&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im7.png?resize=768%2C221&amp;ssl=1 768w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Installer un paquet Python pour QGis<\/h2>\n\n\n\n<p>Fermez QGis. L&rsquo;installation doit se faire en dehors. Dans la fen\u00eatre de programmes, sous la rubrique QGis vous trouverez le programme OSGeo4W Shell.<\/p>\n\n\n\n<p>Ce programme ouvre une fen\u00eatre de commandes. Il faut l&rsquo;ex\u00e9cuter en tant qu&rsquo;administrateur, donc, cliquez droit sur le OSGeo4W Shell-&gt;plus-&gt;Ouvrir l&#8217;emplacement du fichier<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im8.png?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"236\" data-attachment-id=\"8935\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/qgis-3-8-hotspot-analysis-plugin-et-pysal\/im8-3\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im8.png?fit=667%2C246&amp;ssl=1\" data-orig-size=\"667,246\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"im8\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im8.png?fit=640%2C236&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im8.png?resize=640%2C236&#038;ssl=1\" alt=\"\" class=\"wp-image-8935\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im8.png?w=667&amp;ssl=1 667w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im8.png?resize=300%2C111&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/a><\/figure>\n\n\n\n<p>Clic droit sur le nom du fichier-&gt;Ex\u00e9cuter en tant qu&rsquo;administrateur<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im9.png?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"296\" data-attachment-id=\"8936\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/qgis-3-8-hotspot-analysis-plugin-et-pysal\/im9-4\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im9.png?fit=708%2C328&amp;ssl=1\" data-orig-size=\"708,328\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"im9\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im9.png?fit=640%2C296&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im9.png?resize=640%2C296&#038;ssl=1\" alt=\"\" class=\"wp-image-8936\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im9.png?w=708&amp;ssl=1 708w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im9.png?resize=300%2C139&amp;ssl=1 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/a><\/figure>\n\n\n\n<p>Si c&rsquo;est la premi\u00e8re fois que vous installez un paquet il se peut que la commande <strong>pip<\/strong>, n\u00e9cessaire pour l&rsquo;installation, ne soit pas d\u00e9j\u00e0 install\u00e9e .<\/p>\n\n\n\n<p>Pour l&rsquo;installer tapez:<\/p>\n\n\n\n<p><strong>curl https:\/\/bootstrap.pypa.io\/get-pip.py -o get-pip.py<\/strong><\/p>\n\n\n\n<p>puis:<\/p>\n\n\n\n<p><strong>python get-pip.py<\/strong><\/p>\n\n\n\n<p>On peut maintenant installer le paquet pysal dans votre installation Python:<\/p>\n\n\n\n<p><strong>pip install pysal<\/strong><\/p>\n\n\n\n<p>Mais ce n&rsquo;est pas tout, il faut aussi installer pysal dans l&rsquo;environnement Python3 pour pouvoir l&rsquo;utiliser.<\/p>\n\n\n\n<p>Tapez:<\/p>\n\n\n\n<p><strong>py3_env<\/strong><\/p>\n\n\n\n<p>pour passer dans l&rsquo;environnement PYthon3, puis:<\/p>\n\n\n\n<p><strong>pip install pysal<\/strong><\/p>\n\n\n\n<p>Fermez la fen\u00eatre de commande et relancez QGis. On va v\u00e9rifier si l&rsquo;installation du paquet s&rsquo;est bien pass\u00e9e ou s&rsquo;il faut la r\u00e9installer avec certaines options.<\/p>\n\n\n\n<p>Ouvrez la fen\u00eatre de console Python et tapez<\/p>\n\n\n\n<p>&gt;&gt;&gt;import pysal<\/p>\n\n\n\n<p>S&rsquo;il n&rsquo;y a pas d&rsquo;erreur, vous avez fini. Par contre s&rsquo;il y a toujours la m\u00eame erreur il faut r\u00e9installer le paquet:<\/p>\n\n\n\n<p>Ouvrez la fen\u00eatre Shell comme d\u00e9crit ci-dessus et rentrez, une \u00e0 une les lignes suivantes, en r\u00e9pondant \u00ab\u00a0Y\u00a0\u00bb \u00e0 la question pos\u00e9e:<\/p>\n\n\n\n<p><strong>python get-pip.py<br>pip uninstall pysal<br>pip install &#8211;no-cache-dir pysal<\/strong> <br><strong>py3_env<br>pip uninstall pysal<br>pip install &#8211;no-cache-dir pysal<\/strong><\/p>\n\n\n\n<p>Fermez la fen\u00eatre de Shell et relancez QGis. cette fois le paquet pysal devrait \u00eatre charg\u00e9 sans erreur.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Installation du plugin<\/h2>\n\n\n\n<p>Une fois que vous aurez cliqu\u00e9 sur Installer le plugin , vous aurez la mauvaise surprise d&rsquo;avoir un message d&rsquo;erreur, du type:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im10.png?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"503\" height=\"316\" data-attachment-id=\"8937\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/qgis-3-8-hotspot-analysis-plugin-et-pysal\/im10-5\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im10.png?fit=503%2C316&amp;ssl=1\" data-orig-size=\"503,316\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"im10\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im10.png?fit=503%2C316&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im10.png?resize=503%2C316&#038;ssl=1\" alt=\"\" class=\"wp-image-8937\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im10.png?w=503&amp;ssl=1 503w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im10.png?resize=300%2C188&amp;ssl=1 300w\" sizes=\"auto, (max-width: 503px) 100vw, 503px\" \/><\/a><\/figure>\n\n\n\n<p>Ceci est du au fait que la biblioth\u00e8que pysal a subi des modifications est que les concepteurs du plugin ne l&rsquo;ont pas encore mis \u00e0 jour.<\/p>\n\n\n\n<p>Si vous ne l&rsquo;avez pas, c&rsquo;est qu&rsquo;ils ont mis \u00e0 jour le plugin.<\/p>\n\n\n\n<p>Pour l&rsquo;instant, il faut utiliser une solution de contournement un peu fastidieuse.<\/p>\n\n\n\n<p>Il faut modifier le fichier <code>hotspot_analysis.py<\/code> situ\u00e9 dans le r\u00e9pertoire C:\\Users\\USER\\AppData\\Roaming\\QGIS\\QGIS3\\profiles\\default\\python\\plugins\\HotspotAnalysis<\/p>\n\n\n\n<p>Il faut remplacer une s\u00e9rie de lignes de code. (Le num\u00e9ro de ligne ici n&rsquo;est pas forc\u00e9ment le m\u00eame que celui de votre installation)<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Line 39 from pysal.esda.getisord import *\nLine 40 from pysal.esda.moran import *\nLine 41 from pysal.weights.Distance import DistanceBand\n.\nLine 472 thresh = pysal.min_threshold_dist_from_shapefile(path)\n.\nLine 600 moran = pysal.Moran(y, w)\n.\nLine 608 w = pysal.knnW_from_shapefile(layerName.split(\"|\")[0], k=weightValue, p=1)\n.\nLine 613 w = pysal.queen_from_shapefile(layerName.split(\"|\")[0])<\/code><\/pre>\n\n\n\n<p>Les trois premi\u00e8res lignes doivent \u00eatre remplac\u00e9es par:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from pysal.explore.esda.getisord import *\nfrom pysal.explore.esda.moran import *\nfrom pysal.lib.weights import DistanceBand, Queen, KNN, user<\/code><\/pre>\n\n\n\n<p>La ligne ~472 par<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>thresh = user.min_threshold_dist_from_shapefile(path)<\/code><\/pre>\n\n\n\n<p>La ligne ~600 par<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>moran = Moran(y, w)<\/code><\/pre>\n\n\n\n<p>La ligne ~608 par<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>w = KNN.from_shapefile(layerName.split(\"|\")[0], k=weightValue, p=1)<\/code><\/pre>\n\n\n\n<p>Et enfin la ligne ~613 par<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>w = Queen.from_shapefile(layerName.split(\"|\")[0])<\/code><\/pre>\n\n\n\n<p>Redemarrez QGis.<\/p>\n\n\n\n<p>Allez dans Vecteur-&gt;HotSpot Analysis et vous verrez enfin appara\u00eetre la fen\u00eatre du plugin. N&rsquo;oubliez pas de charger une couche de points avec un attribut num\u00e9rique, si non la fen\u00eatre ne s&rsquo;ouvre pas, sans afficher aucun message&#8230;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im11.png?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"439\" height=\"654\" data-attachment-id=\"8938\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/qgis-3-8-hotspot-analysis-plugin-et-pysal\/im11-4\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im11.png?fit=439%2C654&amp;ssl=1\" data-orig-size=\"439,654\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"im11\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im11.png?fit=439%2C654&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im11.png?resize=439%2C654&#038;ssl=1\" alt=\"\" class=\"wp-image-8938\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im11.png?w=439&amp;ssl=1 439w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2019\/06\/im11.png?resize=201%2C300&amp;ssl=1 201w\" sizes=\"auto, (max-width: 439px) 100vw, 439px\" \/><\/a><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Tout d&rsquo;abord, la date: on est le 26 juin 2019. J&rsquo;ai eu des probl\u00e8mes pour installer le plugin HotSpot Analysis et le plus dur quand on cherche sur le net c&rsquo;est qu&rsquo;on tombe pelle m\u00eale sur&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"give_campaign_id":0,"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"sfsi_plus_gutenberg_text_before_share":"","sfsi_plus_gutenberg_show_text_before_share":"","sfsi_plus_gutenberg_icon_type":"","sfsi_plus_gutenberg_icon_alignemt":"","sfsi_plus_gutenburg_max_per_row":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[152,26,62],"tags":[1613,279,1615,1476],"class_list":["post-8932","post","type-post","status-publish","format-standard","hentry","category-outils_divers","category-outils-et-methodes","category-qgis-2","tag-hotspot-analysis","tag-plugin","tag-pysal","tag-qgis-3"],"aioseo_notices":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p6XU0A-2k4","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/posts\/8932","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/comments?post=8932"}],"version-history":[{"count":0,"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/posts\/8932\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/media?parent=8932"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/categories?post=8932"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/tags?post=8932"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}