{"id":125,"date":"2026-01-02T22:24:42","date_gmt":"2026-01-02T22:24:42","guid":{"rendered":"https:\/\/topicstotalkabout.com\/blog\/?p=125"},"modified":"2026-01-02T22:24:42","modified_gmt":"2026-01-02T22:24:42","slug":"topicstotalkabout-now-works-in-100-languages","status":"publish","type":"post","link":"https:\/\/topicstotalkabout.com\/blog\/topicstotalkabout-now-works-in-100-languages\/","title":{"rendered":"Topicstotalkabout Now Works in 100+ Languages"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Topicstotalkabout.com now builds&nbsp;<strong>semantic and topical maps<\/strong>&nbsp;using data from&nbsp;<strong>over 100 Wikipedia language editions<\/strong>.<br>The platform doesn\u2019t just translate topics &#8211; it analyzes how each linguistic community connects concepts, categories, and entities inside its own version of Wikipedia.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Wikipedia isn\u2019t a single source of truth, rather it\u2019s a network of independently maintained encyclopedias, each with its own semantic structure.<br>For example:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>English Wikipedia<\/strong>\u00a0has over\u00a0<strong>6.8 million articles<\/strong>,<\/li>\n\n\n\n<li><strong>Cebuano<\/strong>\u00a0has\u00a0<strong>6.4 million<\/strong>,<\/li>\n\n\n\n<li><strong>German<\/strong>\u00a0~2.9 million,<\/li>\n\n\n\n<li><strong>French<\/strong>\u00a0~2.6 million,<\/li>\n\n\n\n<li><strong>Japanese<\/strong>\u00a0~1.4 million,<\/li>\n\n\n\n<li><strong>Slovak<\/strong>\u00a0just over\u00a0<strong>250,000<\/strong>.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Topicstotalkabout connects all these worlds through one multilingual interface.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/topicstotalkabout.com\/blog\/wp-content\/uploads\/2026\/01\/100-languages.png\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"mcetoc_1j9qgr6cbarg\">Semantic Mapping Across Wikipedia Languages<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">When a user searches a term (e.g.&nbsp;<em>\u201cforest\u201d<\/em>&nbsp;or&nbsp;<em>\u201cAI\u201d<\/em>), Topicstotalkabout retrieves its structure directly from the chosen Wikipedia language edition.<br>The system extracts:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>entities and relationship,<\/li>\n\n\n\n<li>context clusters,<\/li>\n\n\n\n<li>categories (entity groupings),<\/li>\n\n\n\n<li>and cross-language Wikidata identifiers.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Each map reflects how that language conceptualizes the topic &#8211; not just how it translates it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example,&nbsp;<em>\u201cArtificial Intelligence\u201d<\/em>&nbsp;in English emphasizes research fields and ethics, while the Japanese&nbsp;<em>\u4eba\u5de5\u77e5\u80fd<\/em>&nbsp;version prioritizes robotics and automation. Both are semantically valid but reveal different cognitive maps.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"mcetoc_1j9qgr6cbarh\">How the Multilingual Engine Works<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Topicstotalkabout\u2019s backend combines multiple open data layers:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Wikipedia APIs (mobile HTML &amp; REST)<\/strong>\u00a0\u2013 parsed separately per language.<\/li>\n\n\n\n<li><strong>Wikidata Entity Alignment<\/strong>\u00a0\u2013 merges identical entities across languages.<\/li>\n\n\n\n<li><strong>Cache Layer<\/strong>\u00a0\u2013 stores structured entity graphs for faster rendering.<\/li>\n\n\n\n<li><strong>Unified Map Renderer<\/strong>\u00a0\u2013 visualizes nodes and outlines in the user\u2019s query language.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">The entire process is language-agnostic. From extraction to visualization, users can explore semantic structures in English, German, Arabic, or Tamil using the same interface.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"mcetoc_1j9qgr6cbari\">Supported Wikipedia Languages<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Below is the current list of supported languages in Topicstotalkabout. Each entry corresponds to a live Wikipedia edition from which semantic maps can be generated.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Code<\/th><th>Language (English)<\/th><th>Language (native)<\/th><\/tr><\/thead><tbody><tr><td>en<\/td><td>English<\/td><td>English<\/td><\/tr><tr><td>ceb<\/td><td>Cebuano<\/td><td>Cebuano<\/td><\/tr><tr><td>de<\/td><td>German<\/td><td>Deutsch<\/td><\/tr><tr><td>fr<\/td><td>French<\/td><td>Fran\u00e7ais<\/td><\/tr><tr><td>sv<\/td><td>Swedish<\/td><td>Svenska<\/td><\/tr><tr><td>nl<\/td><td>Dutch<\/td><td>Nederlands<\/td><\/tr><tr><td>ru<\/td><td>Russian<\/td><td>\u0420\u0443\u0441\u0441\u043a\u0438\u0439<\/td><\/tr><tr><td>es<\/td><td>Spanish<\/td><td>Espa\u00f1ol<\/td><\/tr><tr><td>it<\/td><td>Italian<\/td><td>Italiano<\/td><\/tr><tr><td>pl<\/td><td>Polish<\/td><td>Polski<\/td><\/tr><tr><td>arz<\/td><td>Egyptian Arabic<\/td><td>\u0645\u0635\u0631\u0649<\/td><\/tr><tr><td>zh<\/td><td>Chinese<\/td><td>\u4e2d\u6587<\/td><\/tr><tr><td>ja<\/td><td>Japanese<\/td><td>\u65e5\u672c\u8a9e<\/td><\/tr><tr><td>uk<\/td><td>Ukrainian<\/td><td>\u0423\u043a\u0440\u0430\u0457\u043d\u0441\u044c\u043a\u0430<\/td><\/tr><tr><td>vi<\/td><td>Vietnamese<\/td><td>Ti\u1ebfng Vi\u1ec7t<\/td><\/tr><tr><td>ar<\/td><td>Arabic<\/td><td>\u0627\u0644\u0639\u0631\u0628\u064a\u0629<\/td><\/tr><tr><td>war<\/td><td>Waray<\/td><td>Winaray<\/td><\/tr><tr><td>pt<\/td><td>Portuguese<\/td><td>Portugu\u00eas<\/td><\/tr><tr><td>fa<\/td><td>Persian<\/td><td>\u0641\u0627\u0631\u0633\u06cc<\/td><\/tr><tr><td>ca<\/td><td>Catalan<\/td><td>Catal\u00e0<\/td><\/tr><tr><td>id<\/td><td>Indonesian<\/td><td>Bahasa Indonesia<\/td><\/tr><tr><td>ko<\/td><td>Korean<\/td><td>\ud55c\uad6d\uc5b4<\/td><\/tr><tr><td>sr<\/td><td>Serbian<\/td><td>\u0421\u0440\u043f\u0441\u043a\u0438 \/ Srpski<\/td><\/tr><tr><td>no<\/td><td>Norwegian (Bokm\u00e5l)<\/td><td>Norsk bokm\u00e5l<\/td><\/tr><tr><td>tr<\/td><td>Turkish<\/td><td>T\u00fcrk\u00e7e<\/td><\/tr><tr><td>ce<\/td><td>Chechen<\/td><td>\u041d\u043e\u0445\u0447\u0438\u0439\u043d<\/td><\/tr><tr><td>fi<\/td><td>Finnish<\/td><td>Suomi<\/td><\/tr><tr><td>cs<\/td><td>Czech<\/td><td>\u010ce\u0161tina<\/td><\/tr><tr><td>hu<\/td><td>Hungarian<\/td><td>Magyar<\/td><\/tr><tr><td>tt<\/td><td>Tatar<\/td><td>\u0422\u0430\u0442\u0430\u0440\u0447\u0430<\/td><\/tr><tr><td>ro<\/td><td>Romanian<\/td><td>Rom\u00e2n\u0103<\/td><\/tr><tr><td>eu<\/td><td>Basque<\/td><td>Euskara<\/td><\/tr><tr><td>sh<\/td><td>Serbo-Croatian<\/td><td>Srpskohrvatski<\/td><\/tr><tr><td>zh-min-nan<\/td><td>Southern Min<\/td><td>\u95a9\u5357\u8a9e \/ B\u00e2n-l\u00e2m-g\u00ed<\/td><\/tr><tr><td>ms<\/td><td>Malay<\/td><td>Bahasa Melayu<\/td><\/tr><tr><td>he<\/td><td>Hebrew<\/td><td>\u05e2\u05d1\u05e8\u05d9\u05ea<\/td><\/tr><tr><td>eo<\/td><td>Esperanto<\/td><td>Esperanto<\/td><\/tr><tr><td>hy<\/td><td>Armenian<\/td><td>\u0540\u0561\u0575\u0565\u0580\u0565\u0576<\/td><\/tr><tr><td>da<\/td><td>Danish<\/td><td>Dansk<\/td><\/tr><tr><td>uz<\/td><td>Uzbek<\/td><td>O\u02bbzbekcha<\/td><\/tr><tr><td>bg<\/td><td>Bulgarian<\/td><td>\u0411\u044a\u043b\u0433\u0430\u0440\u0441\u043a\u0438<\/td><\/tr><tr><td>cy<\/td><td>Welsh<\/td><td>Cymraeg<\/td><\/tr><tr><td>simple<\/td><td>Simple English<\/td><td>Simple English<\/td><\/tr><tr><td>el<\/td><td>Greek<\/td><td>\u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac<\/td><\/tr><tr><td>be<\/td><td>Belarusian<\/td><td>\u0411\u0435\u043b\u0430\u0440\u0443\u0441\u043a\u0430\u044f<\/td><\/tr><tr><td>sk<\/td><td>Slovak<\/td><td>Sloven\u010dina<\/td><\/tr><tr><td>et<\/td><td>Estonian<\/td><td>Eesti<\/td><\/tr><tr><td>azb<\/td><td>South Azerbaijani<\/td><td>\u062a\u0648\u0631\u06a9\u062c\u0647<\/td><\/tr><tr><td>kk<\/td><td>Kazakh<\/td><td>\u049a\u0430\u0437\u0430\u049b\u0448\u0430<\/td><\/tr><tr><td>ur<\/td><td>Urdu<\/td><td>\u0627\u0631\u062f\u0648<\/td><\/tr><tr><td>min<\/td><td>Minangkabau<\/td><td>Minangkabau<\/td><\/tr><tr><td>hr<\/td><td>Croatian<\/td><td>Hrvatski<\/td><\/tr><tr><td>gl<\/td><td>Galician<\/td><td>Galego<\/td><\/tr><tr><td>lt<\/td><td>Lithuanian<\/td><td>Lietuvi\u0173<\/td><\/tr><tr><td>az<\/td><td>Azerbaijani<\/td><td>Az\u0259rbaycanca<\/td><\/tr><tr><td>sl<\/td><td>Slovenian<\/td><td>Sloven\u0161\u010dina<\/td><\/tr><tr><td>ka<\/td><td>Georgian<\/td><td>\u10e5\u10d0\u10e0\u10d7\u10e3\u10da\u10d8<\/td><\/tr><tr><td>lld<\/td><td>Ladin<\/td><td>Ladin<\/td><\/tr><tr><td>ta<\/td><td>Tamil<\/td><td>\u0ba4\u0bae\u0bbf\u0bb4\u0bcd<\/td><\/tr><tr><td>th<\/td><td>Thai<\/td><td>\u0e44\u0e17\u0e22<\/td><\/tr><tr><td>bn<\/td><td>Bengali<\/td><td>\u09ac\u09be\u0982\u09b2\u09be<\/td><\/tr><tr><td>nn<\/td><td>Norwegian (Nynorsk)<\/td><td>Nynorsk<\/td><\/tr><tr><td>hi<\/td><td>Hindi<\/td><td>\u0939\u093f\u0928\u094d\u0926\u0940<\/td><\/tr><tr><td>mk<\/td><td>Macedonian<\/td><td>\u041c\u0430\u043a\u0435\u0434\u043e\u043d\u0441\u043a\u0438<\/td><\/tr><tr><td>zh-yue<\/td><td>Cantonese<\/td><td>\u7cb5\u8a9e<\/td><\/tr><tr><td>la<\/td><td>Latin<\/td><td>Latina<\/td><\/tr><tr><td>lv<\/td><td>Latvian<\/td><td>Latvie\u0161u<\/td><\/tr><tr><td>ast<\/td><td>Asturian<\/td><td>Asturianu<\/td><\/tr><tr><td>af<\/td><td>Afrikaans<\/td><td>Afrikaans<\/td><\/tr><tr><td>te<\/td><td>Telugu<\/td><td>\u0c24\u0c46\u0c32\u0c41\u0c17\u0c41<\/td><\/tr><tr><td>tg<\/td><td>Tajik<\/td><td>\u0422\u043e\u04b7\u0438\u043a\u04e3<\/td><\/tr><tr><td>my<\/td><td>Burmese<\/td><td>\u1019\u103c\u1014\u103a\u1019\u102c\u1018\u102c\u101e\u102c<\/td><\/tr><tr><td>sq<\/td><td>Albanian<\/td><td>Shqip<\/td><\/tr><tr><td>sw<\/td><td>Swahili<\/td><td>Kiswahili<\/td><\/tr><tr><td>mg<\/td><td>Malagasy<\/td><td>Malagasy<\/td><\/tr><tr><td>mr<\/td><td>Marathi<\/td><td>\u092e\u0930\u093e\u0920\u0940<\/td><\/tr><tr><td>bs<\/td><td>Bosnian<\/td><td>Bosanski<\/td><\/tr><tr><td>ku<\/td><td>Kurdish<\/td><td>Kurd\u00ee<\/td><\/tr><tr><td>oc<\/td><td>Occitan<\/td><td>Occitan<\/td><\/tr><tr><td>be-tarask<\/td><td>Belarusian (Tara\u0161kievica)<\/td><td>\u0431\u0435\u043b\u0430\u0440\u0443\u0441\u043a\u0430\u044f (\u0442\u0430\u0440\u0430\u0448\u043a\u0435\u0432\u0456\u0446\u0430)<\/td><\/tr><tr><td>br<\/td><td>Breton<\/td><td>Brezhoneg<\/td><\/tr><tr><td>ml<\/td><td>Malayalam<\/td><td>\u0d2e\u0d32\u0d2f\u0d3e\u0d33\u0d02<\/td><\/tr><tr><td>nds<\/td><td>Low German<\/td><td>Plattd\u00fc\u00fctsch<\/td><\/tr><tr><td>lmo<\/td><td>Lombard<\/td><td>Lumbaart<\/td><\/tr><tr><td>ckb<\/td><td>Central Kurdish (Sorani)<\/td><td>\u06a9\u0648\u0631\u062f\u06cc\u06cc \u0633\u06c6\u0631\u0627\u0646\u06cc<\/td><\/tr><tr><td>ky<\/td><td>Kyrgyz<\/td><td>\u041a\u044b\u0440\u0433\u044b\u0437\u0447\u0430<\/td><\/tr><tr><td>jv<\/td><td>Javanese<\/td><td>Basa Jawa<\/td><\/tr><tr><td>pnb<\/td><td>Western Punjabi<\/td><td>\u067e\u0646\u062c\u0627\u0628\u06cc<\/td><\/tr><tr><td>new<\/td><td>Newar<\/td><td>\u0928\u0947\u092a\u093e\u0932 \u092d\u093e\u0937\u093e<\/td><\/tr><tr><td>ht<\/td><td>Haitian Creole<\/td><td>Krey\u00f2l ayisyen<\/td><\/tr><tr><td>pms<\/td><td>Piedmontese<\/td><td>Piemont\u00e8is<\/td><\/tr><tr><td>ha<\/td><td>Hausa<\/td><td>Hausa<\/td><\/tr><tr><td>vec<\/td><td>Venetian<\/td><td>V\u00e8neto<\/td><\/tr><tr><td>lb<\/td><td>Luxembourgish<\/td><td>L\u00ebtzebuergesch<\/td><\/tr><tr><td>mzn<\/td><td>Mazanderani<\/td><td>\u0645\u0627\u0632\u0646\u062f\u0631\u0627\u0646\u06cc<\/td><\/tr><tr><td>ba<\/td><td>Bashkir<\/td><td>\u0411\u0430\u0448\u04a1\u043e\u0440\u0442\u0441\u0430<\/td><\/tr><tr><td>ga<\/td><td>Irish<\/td><td>Gaeilge<\/td><\/tr><tr><td>su<\/td><td>Sundanese<\/td><td>Basa Sunda<\/td><\/tr><tr><td>is<\/td><td>Icelandic<\/td><td>\u00cdslenska<\/td><\/tr><tr><td>io<\/td><td>Ido<\/td><td>Ido<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"mcetoc_1j9qgr6cbarj\">Data Coverage and Semantic Differences<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Each language edition varies in&nbsp;<strong>page count<\/strong>,&nbsp;<strong>semantic density<\/strong>, and&nbsp;<strong>link depth<\/strong>.<br>Topicstotalkabout preserves these differences instead of normalizing them,&nbsp;because they reveal how each culture organizes knowledge.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>Cebuano Wikipedia<\/em>\u00a0focuses on geographic and biological data, mostly auto-generated.<\/li>\n\n\n\n<li><em>German Wikipedia<\/em>\u00a0has richer conceptual hierarchies and human-edited entity links.<\/li>\n\n\n\n<li><em>Arabic<\/em>\u00a0and\u00a0<em>Japanese<\/em>\u00a0editions show distinct topical biases in philosophy and technology respectively.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">These differences make cross-language comparison valuable for&nbsp;<strong>semantic SEO research<\/strong>,&nbsp;<strong>entity analysis<\/strong>, and&nbsp;<strong>knowledge graph development<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"mcetoc_1j9qgr6cbark\">Practical Use Cases for Multilingual Semantic Maps<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Entity SEO<\/strong>: discover how entities and related terms appear in other language ecosystems.<\/li>\n\n\n\n<li><strong>Cross-cultural content planning<\/strong>: identify topics under-represented in your language but dominant elsewhere.<\/li>\n\n\n\n<li><strong>Topical authority mapping<\/strong>: see how subject clusters evolve between major Wikipedias.<\/li>\n\n\n\n<li><strong>Knowledge research<\/strong>: observe semantic drift and localization of concepts.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"mcetoc_1j9qgr6cbarl\">One Interface, Many Semantic Worlds<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Topicstotalkabout makes it possible to analyze&nbsp;<strong>Wikipedia\u2019s multilingual semantic web<\/strong>&nbsp;through a single lens.<br>Think about it as&nbsp;<strong>cross-lingual topology<\/strong>&nbsp;of human knowledge.<br>Whether your focus is SEO, research, or just your owm curiosity, you can now explore how different cultures describe the same idea &#8211; one map, one entity, in many languages.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Topicstotalkabout.com now builds&nbsp;semantic and topical maps&nbsp;using data from&nbsp;over 100 Wikipedia language editions.The platform doesn\u2019t just translate topics &#8211; it analyzes how each linguistic community connects concepts, categories, and entities inside its own version of Wikipedia. Wikipedia isn\u2019t a single source of truth, rather it\u2019s a network of independently maintained encyclopedias, each with its own semantic [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-125","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/topicstotalkabout.com\/blog\/wp-json\/wp\/v2\/posts\/125","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/topicstotalkabout.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/topicstotalkabout.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/topicstotalkabout.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/topicstotalkabout.com\/blog\/wp-json\/wp\/v2\/comments?post=125"}],"version-history":[{"count":1,"href":"https:\/\/topicstotalkabout.com\/blog\/wp-json\/wp\/v2\/posts\/125\/revisions"}],"predecessor-version":[{"id":127,"href":"https:\/\/topicstotalkabout.com\/blog\/wp-json\/wp\/v2\/posts\/125\/revisions\/127"}],"wp:attachment":[{"href":"https:\/\/topicstotalkabout.com\/blog\/wp-json\/wp\/v2\/media?parent=125"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/topicstotalkabout.com\/blog\/wp-json\/wp\/v2\/categories?post=125"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/topicstotalkabout.com\/blog\/wp-json\/wp\/v2\/tags?post=125"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}