{"id":40401,"date":"2026-04-14T17:14:27","date_gmt":"2026-04-14T15:14:27","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/20m-indian-court-cases-structured-metadata-citation-graphs-vector-embeddings-api-bulk-export\/"},"modified":"2026-04-14T17:14:27","modified_gmt":"2026-04-14T15:14:27","slug":"20m-indian-court-cases-structured-metadata-citation-graphs-vector-embeddings-api-bulk-export","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/20m-indian-court-cases-structured-metadata-citation-graphs-vector-embeddings-api-bulk-export\/","title":{"rendered":"20M+ Indian Court Cases &#8211; Structured Metadata, Citation Graphs, Vector Embeddings (API + Bulk Export)"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>I spent 6 years indexing Indian court cases from the Supreme Court, all 25 High Courts, and 14 Tribunals. Sharing because I haven&#8217;t seen a structured Indian legal dataset at this scale anywhere.<\/p>\n<p>What&#8217;s in it:<\/p>\n<p>&#8211; 20M+ cases with pdf, structured metadata (court, bench, date, parties, sections cited, acts referenced, case type, headnotes)<\/p>\n<p>&#8211; Citation graph across the full corpus (which case cites, follows, distinguishes, or overrules which)<\/p>\n<p>&#8211; 23,122 Indian Acts and Statutes (Central, State, Regulatory) with full text and amendment tracking<\/p>\n<p>&#8211; Vector embeddings (Voyage AI, 1024d) for every case<\/p>\n<p>&#8211; Bilingual legal translation pairs across 11 Indian languages (Hindi, Tamil, Telugu, Bangla, Marathi, Gujarati, Kannada, Malayalam, Punjabi, Odia, Urdu) paired with English<\/p>\n<p>For context: India has the world&#8217;s largest common law system.<\/p>\n<p>40M+ pending cases. Court judgments are public domain under Indian law (no copyright on judicial decisions). But the raw data is scattered across 25+ different court websites, each with different formats, and many orders are scanned image PDFs with no searchable text.<\/p>\n<p>Available as:<\/p>\n<p>&#8211; REST API (sub-500ms hybrid semantic + keyword search)<\/p>\n<p>&#8211; Bulk export (JSON \/ Parquet)<\/p>\n<p>&#8211; Vector search via Qdrant<\/p>\n<p>The bilingual legal translation pairs might be interesting for NLP<\/p>\n<p>researchers working on low-resource Indian languages. Legal text is formal register with precise terminology, which is hard to find in most Indian language corpora.<\/p>\n<p>Details: vaquill ai <\/p>\n<p>Happy to answer questions about the data collection process, schema, or coverage gaps.<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/zriyansh\"> \/u\/zriyansh <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1sl9jmp\/20m_indian_court_cases_structured_metadata\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1sl9jmp\/20m_indian_court_cases_structured_metadata\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-40401 jlk' href='javascript:void(0)' data-task='like' data-post_id='40401' data-nonce='65e0e39b87' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-40401 lc'>0<\/span><\/a><\/div><\/div> <div class='status-40401 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>I spent 6 years indexing Indian court cases from the Supreme Court, all 25 High Courts, and&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-40401","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/40401","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=40401"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/40401\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=40401"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=40401"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=40401"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}