{"id":422,"date":"2022-06-22T16:23:06","date_gmt":"2022-06-22T14:23:06","guid":{"rendered":"https:\/\/kairntech.com\/doc\/?p=422"},"modified":"2025-08-01T15:25:03","modified_gmt":"2025-08-01T13:25:03","slug":"how-to-customize-the-suggestion-engine","status":"publish","type":"post","link":"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/","title":{"rendered":"How to customize the suggestion engine?"},"content":{"rendered":"\n<p>The &#8220;suggestion engine\u201c is a component that by default runs in the background, constantly updating a model based on your annotations in the documents. The objective is to speed up annotations by offering suggestions to the user that they then only need to accept or reject rather than adding annotations manually.<\/p>\n\n\n\n<p>By default a solid and fast algorithm is used for this job, but it is possible to finetune and build your own suggestion model.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Go to the <em>Settings <\/em>| <em>Suggestions <\/em>view<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"468\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167-1024x468.png\" alt=\"\" class=\"wp-image-5451\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167-1024x468.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167-300x137.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167-768x351.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167-1536x702.png 1536w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The default suggestion engines are:\n<ul class=\"wp-block-list\">\n<li><strong>CRF-Suite<\/strong> engine for Entity detection project (name=Sherpa)<\/li>\n\n\n\n<li><strong>Sklearn <\/strong>for Text classification project (name=Sklearn)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>It is possible to duplicate the engine, modify its parameters or create a new one to address specific needs. <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Create a new&nbsp;<strong>Suggestion<\/strong> <strong>producer<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"628\" height=\"422\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-168.png\" alt=\"\" class=\"wp-image-5452\" style=\"width:472px;height:auto\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-168.png 628w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-168-300x202.png 300w\" sizes=\"auto, (max-width: 628px) 100vw, 628px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Select <strong>CRFSuite<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"782\" height=\"411\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-169.png\" alt=\"\" class=\"wp-image-5454\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-169.png 782w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-169-300x158.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-169-768x404.png 768w\" sizes=\"auto, (max-width: 782px) 100vw, 782px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Define <strong>parameters<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"594\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-171-1024x594.png\" alt=\"\" class=\"wp-image-5456\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-171-1024x594.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-171-300x174.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-171-768x446.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-171.png 1516w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Save and launch the<strong> suggestion producer<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"468\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-173-1024x468.png\" alt=\"\" class=\"wp-image-5458\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-173-1024x468.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-173-300x137.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-173-768x351.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-173-1536x702.png 1536w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-173.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Go to the <em>Suggestions <\/em>view when job is completed<\/li>\n<\/ul>\n\n\n\n<p>It is also possible to produce suggestions with&nbsp;<strong>Wikidata<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Create a new <strong>suggestion producer<\/strong> with the Wikidata&nbsp;<strong>EntityFishing<\/strong>&nbsp;engine<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"721\" height=\"485\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-175.png\" alt=\"\" class=\"wp-image-5460\" style=\"width:605px;height:auto\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-175.png 721w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-175-300x202.png 300w\" sizes=\"auto, (max-width: 721px) 100vw, 721px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Define <strong>parameters<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"706\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-176-1024x706.png\" alt=\"\" class=\"wp-image-5461\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-176-1024x706.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-176-300x207.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-176-768x529.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-176.png 1178w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Save <\/strong>and <strong>launch <\/strong>the suggestion producer<\/li>\n\n\n\n<li>Go to the <em>Suggestions <\/em>view when job is completed. <\/li>\n\n\n\n<li>See also:<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-kairntech-documentation wp-block-embed-kairntech-documentation\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"NbfQzNwNYO\"><a href=\"https:\/\/kairntech.com\/doc\/how-to-use-entities-suggestions\/\">How to use entity suggestions?<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;How to use entity suggestions?&#8221; &#8212; Kairntech Documentation\" src=\"https:\/\/kairntech.com\/doc\/how-to-use-entities-suggestions\/embed\/#?secret=S88C9xgXaD#?secret=NbfQzNwNYO\" data-secret=\"NbfQzNwNYO\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-kairntech-documentation wp-block-embed-kairntech-documentation\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"kAGCDaRbW9\"><a href=\"https:\/\/kairntech.com\/doc\/how-to-use-categories-suggestions\/\">How to use category suggestions?<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;How to use category suggestions?&#8221; &#8212; Kairntech Documentation\" src=\"https:\/\/kairntech.com\/doc\/how-to-use-categories-suggestions\/embed\/#?secret=lhQizegn6c#?secret=kAGCDaRbW9\" data-secret=\"kAGCDaRbW9\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>The &#8220;suggestion engine\u201c is a component that by default runs in the background, constantly updating a model based on your annotations in the documents. The objective is to speed up annotations by offering suggestions to the user that they then only need to accept or reject rather than adding annotations manually. By default a solid [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[14],"tags":[],"class_list":["post-422","post","type-post","status-publish","format-standard","hentry","category-advanced-topics"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to customize the suggestion engine? - Kairntech Documentation<\/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:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to customize the suggestion engine? - Kairntech Documentation\" \/>\n<meta property=\"og:description\" content=\"The &#8220;suggestion engine\u201c is a component that by default runs in the background, constantly updating a model based on your annotations in the documents. The objective is to speed up annotations by offering suggestions to the user that they then only need to accept or reject rather than adding annotations manually. By default a solid [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/\" \/>\n<meta property=\"og:site_name\" content=\"Kairntech Documentation\" \/>\n<meta property=\"article:published_time\" content=\"2022-06-22T14:23:06+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-01T13:25:03+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"878\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"kairntech\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"kairntech\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated 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:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/\"},\"author\":{\"name\":\"kairntech\",\"@id\":\"https:\/\/kairntech.com\/doc\/#\/schema\/person\/a365548dd164374256996280f16999a4\"},\"headline\":\"How to customize the suggestion engine?\",\"datePublished\":\"2022-06-22T14:23:06+00:00\",\"dateModified\":\"2025-08-01T13:25:03+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/\"},\"wordCount\":202,\"image\":{\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167-1024x468.png\",\"articleSection\":[\"Advanced Topics\"],\"inLanguage\":\"en-GB\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/\",\"url\":\"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/\",\"name\":\"How to customize the suggestion engine? - Kairntech Documentation\",\"isPartOf\":{\"@id\":\"https:\/\/kairntech.com\/doc\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167-1024x468.png\",\"datePublished\":\"2022-06-22T14:23:06+00:00\",\"dateModified\":\"2025-08-01T13:25:03+00:00\",\"author\":{\"@id\":\"https:\/\/kairntech.com\/doc\/#\/schema\/person\/a365548dd164374256996280f16999a4\"},\"breadcrumb\":{\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#primaryimage\",\"url\":\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167.png\",\"contentUrl\":\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167.png\",\"width\":1920,\"height\":878},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/kairntech.com\/doc\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"How to customize the suggestion engine?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/kairntech.com\/doc\/#website\",\"url\":\"https:\/\/kairntech.com\/doc\/\",\"name\":\"Kairntech Documentation\",\"description\":\"All the information you need to use Kairntech Software, methodology,  user and installation guides.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/kairntech.com\/doc\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/kairntech.com\/doc\/#\/schema\/person\/a365548dd164374256996280f16999a4\",\"name\":\"kairntech\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/kairntech.com\/doc\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/d14681f6de1176d95124e9a1b865c480db72dc77623eb2400ef08f018e54db4f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/d14681f6de1176d95124e9a1b865c480db72dc77623eb2400ef08f018e54db4f?s=96&d=mm&r=g\",\"caption\":\"kairntech\"},\"url\":\"https:\/\/kairntech.com\/doc\/author\/kairntech\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"How to customize the suggestion engine? - Kairntech Documentation","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:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/","og_locale":"en_GB","og_type":"article","og_title":"How to customize the suggestion engine? - Kairntech Documentation","og_description":"The &#8220;suggestion engine\u201c is a component that by default runs in the background, constantly updating a model based on your annotations in the documents. The objective is to speed up annotations by offering suggestions to the user that they then only need to accept or reject rather than adding annotations manually. By default a solid [&hellip;]","og_url":"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/","og_site_name":"Kairntech Documentation","article_published_time":"2022-06-22T14:23:06+00:00","article_modified_time":"2025-08-01T13:25:03+00:00","og_image":[{"width":1920,"height":878,"url":"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167.png","type":"image\/png"}],"author":"kairntech","twitter_card":"summary_large_image","twitter_misc":{"Written by":"kairntech","Estimated reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#article","isPartOf":{"@id":"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/"},"author":{"name":"kairntech","@id":"https:\/\/kairntech.com\/doc\/#\/schema\/person\/a365548dd164374256996280f16999a4"},"headline":"How to customize the suggestion engine?","datePublished":"2022-06-22T14:23:06+00:00","dateModified":"2025-08-01T13:25:03+00:00","mainEntityOfPage":{"@id":"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/"},"wordCount":202,"image":{"@id":"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#primaryimage"},"thumbnailUrl":"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167-1024x468.png","articleSection":["Advanced Topics"],"inLanguage":"en-GB"},{"@type":"WebPage","@id":"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/","url":"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/","name":"How to customize the suggestion engine? - Kairntech Documentation","isPartOf":{"@id":"https:\/\/kairntech.com\/doc\/#website"},"primaryImageOfPage":{"@id":"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#primaryimage"},"image":{"@id":"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#primaryimage"},"thumbnailUrl":"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167-1024x468.png","datePublished":"2022-06-22T14:23:06+00:00","dateModified":"2025-08-01T13:25:03+00:00","author":{"@id":"https:\/\/kairntech.com\/doc\/#\/schema\/person\/a365548dd164374256996280f16999a4"},"breadcrumb":{"@id":"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#primaryimage","url":"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167.png","contentUrl":"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2022\/06\/image-167.png","width":1920,"height":878},{"@type":"BreadcrumbList","@id":"https:\/\/kairntech.com\/doc\/how-to-customize-the-suggestion-engine\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/kairntech.com\/doc\/"},{"@type":"ListItem","position":2,"name":"How to customize the suggestion engine?"}]},{"@type":"WebSite","@id":"https:\/\/kairntech.com\/doc\/#website","url":"https:\/\/kairntech.com\/doc\/","name":"Kairntech Documentation","description":"All the information you need to use Kairntech Software, methodology,  user and installation guides.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/kairntech.com\/doc\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Person","@id":"https:\/\/kairntech.com\/doc\/#\/schema\/person\/a365548dd164374256996280f16999a4","name":"kairntech","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/kairntech.com\/doc\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/d14681f6de1176d95124e9a1b865c480db72dc77623eb2400ef08f018e54db4f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/d14681f6de1176d95124e9a1b865c480db72dc77623eb2400ef08f018e54db4f?s=96&d=mm&r=g","caption":"kairntech"},"url":"https:\/\/kairntech.com\/doc\/author\/kairntech\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/posts\/422","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/comments?post=422"}],"version-history":[{"count":6,"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/posts\/422\/revisions"}],"predecessor-version":[{"id":5462,"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/posts\/422\/revisions\/5462"}],"wp:attachment":[{"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/media?parent=422"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/categories?post=422"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/tags?post=422"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}