{"id":36861,"date":"2025-12-02T07:27:51","date_gmt":"2025-12-02T06:27:51","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/96-million-inaturalist-research-grade-plant-records-dataset-free-and-open-source\/"},"modified":"2025-12-02T07:27:51","modified_gmt":"2025-12-02T06:27:51","slug":"96-million-inaturalist-research-grade-plant-records-dataset-free-and-open-source","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/96-million-inaturalist-research-grade-plant-records-dataset-free-and-open-source\/","title":{"rendered":"96 Million INaturalist Research-grade Plant Records Dataset (free And Open Source)"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>I\u2019ve built a large-scale plant dataset from iNaturalist research-grade observations:<br \/> 96.1 million rows containing:<\/p>\n<ul>\n<li>species \/ genus \/ family names<\/li>\n<li>GBIF taxonomy IDs<\/li>\n<li>lat \/ lon<\/li>\n<li>event dates<\/li>\n<li>image URLs (iNat open data)<\/li>\n<li>license information<\/li>\n<li>dataset keys \/ source info<\/li>\n<\/ul>\n<p>It\u2019s meant for anyone doing:<\/p>\n<ul>\n<li>image classification (plants, ecology, biodiversity)<\/li>\n<li>large-scale ViT\/ConvNext pretraining<\/li>\n<li>location-aware species modelling<\/li>\n<li>weak-supervised learning from image URLs<\/li>\n<li>training LoRA adapters for regional plant ID<\/li>\n<\/ul>\n<p>Dataset (parquet, streamable via HF Datasets):<br \/> <a href=\"https:\/\/huggingface.co\/datasets\/juppy44\/gbif-plants-raw\">https:\/\/huggingface.co\/datasets\/juppy44\/gbif-plants-raw<\/a><\/p>\n<p>let me know what you build with it!<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/Lonely-Marzipan-9473\"> \/u\/Lonely-Marzipan-9473 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1pc0g07\/96_million_inaturalist_researchgrade_plant\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1pc0g07\/96_million_inaturalist_researchgrade_plant\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-36861 jlk' href='javascript:void(0)' data-task='like' data-post_id='36861' 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-36861 lc'>0<\/span><\/a><\/div><\/div> <div class='status-36861 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>I\u2019ve built a large-scale plant dataset from iNaturalist research-grade observations: 96.1 million rows containing: species \/ genus&#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-36861","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\/36861","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=36861"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/36861\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=36861"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=36861"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=36861"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}