{"id":1907,"date":"2023-02-18T14:22:41","date_gmt":"2023-02-18T04:52:41","guid":{"rendered":"https:\/\/cosmicheroes.space\/blog\/?p=1907"},"modified":"2023-02-18T14:28:56","modified_gmt":"2023-02-18T04:58:56","slug":"advanced-dungeons-and-dragons-monster-clustering","status":"publish","type":"post","link":"https:\/\/cosmicheroes.space\/blog\/index.php\/2023\/02\/18\/advanced-dungeons-and-dragons-monster-clustering\/","title":{"rendered":"Advanced Dungeons and Dragons Monster Clustering"},"content":{"rendered":"\n<p>A few years ago I looked at this, have found it again, so here&#8217;s a start.<\/p>\n\n\n\n<p>Not, many mess categories as you know, but here&#8217;s a plot from 2 that will fit on a screen.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" 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\" alt=\"\"\/><\/figure>\n\n\n\n<p>Vermin and plants, some animals and common humanoids and your garden variety monstrous humanoids when you lump it at this very joined together level.<\/p>\n\n\n\n<p>Kmodes method, just have to find where I put that part.<\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/bluetyson\/ADnD-Monster-Cluster-Analysis\/blob\/main\/ADnD-Monster-Clustering-Basic.ipynb\">https:\/\/github.com\/bluetyson\/ADnD-Monster-Cluster-Analysis\/blob\/main\/ADnD-Monster-Clustering-Basic.ipynb<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A few years ago I looked at this, have found it again, so here&#8217;s a start. Not, many mess categories as you know, but here&#8217;s a plot from 2 that will fit on a screen. Vermin and plants, some animals and common humanoids and your garden variety monstrous humanoids when you lump it at this &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/cosmicheroes.space\/blog\/index.php\/2023\/02\/18\/advanced-dungeons-and-dragons-monster-clustering\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Advanced Dungeons and Dragons Monster Clustering&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","jetpack_publicize_message":"","jetpack_is_tweetstorm":false,"jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[217,17,3],"tags":[39,378,568,100,570,569,28,325],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/paET2V-uL","jetpack-related-posts":[{"id":1482,"url":"https:\/\/cosmicheroes.space\/blog\/index.php\/2022\/12\/22\/ai-monster-manual\/","url_meta":{"origin":1907,"position":0},"title":"AI Monster Manual","author":"richard","date":"December 22, 2022","format":false,"excerpt":"Here's a cool use of ChatGPT https:\/\/aeonsnaugauries.blogspot.com\/2022\/12\/ai-assistance-in-campaign-creation.html Where asking for 6 monsters for a particular campaign started with:- Sure! Here are six unique monster entries for a campaign called \"The Menace of the Flowered Towers,\" inspired by the style of the AD&D Monster Manual: Monster Name: Floral Horror Armor Class:\u2026","rel":"","context":"In &quot;Fantasy&quot;","block_context":{"text":"Fantasy","link":"https:\/\/cosmicheroes.space\/blog\/index.php\/category\/fantasy\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":784,"url":"https:\/\/cosmicheroes.space\/blog\/index.php\/2018\/10\/30\/d100-kaiju-monster-apocalypses\/","url_meta":{"origin":1907,"position":1},"title":"d100 Kaiju Monster Apocalypses","author":"richard","date":"October 30, 2018","format":false,"excerpt":"From Chris Tamm d100 Kaiju Monster Apocalypse","rel":"","context":"In &quot;RPG&quot;","block_context":{"text":"RPG","link":"https:\/\/cosmicheroes.space\/blog\/index.php\/category\/rpg\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1691,"url":"https:\/\/cosmicheroes.space\/blog\/index.php\/2023\/01\/22\/monster-manual-experience-points\/","url_meta":{"origin":1907,"position":2},"title":"Monster Manual Experience Points","author":"richard","date":"January 22, 2023","format":false,"excerpt":"The AD&D Monster Manual didn't list experience points. A spreadsheet has been compiled by Adrano Silverbow here https:\/\/www.dropbox.com\/s\/5sx6kswtjf5885a\/Monster%20Manual%20XPs.ods?dl=0 From dragonsfoot https:\/\/www.dragonsfoot.org\/forums\/viewtopic.php?f=1&t=81048","rel":"","context":"In &quot;Fantasy&quot;","block_context":{"text":"Fantasy","link":"https:\/\/cosmicheroes.space\/blog\/index.php\/category\/fantasy\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1589,"url":"https:\/\/cosmicheroes.space\/blog\/index.php\/2023\/01\/05\/add-1e-monster-tables-combination\/","url_meta":{"origin":1907,"position":3},"title":"AD&#038;D 1e Monster tables combination","author":"richard","date":"January 5, 2023","format":false,"excerpt":"\"Random monster encounter charts featuring all the dungeon appropriate (i.e. no aquatic, sylvan, etc.) creatures listed in the 1st Edition Advanced Dungeons and Dragons Monster Manual, Fiend Folio, and Monster Manual II.\" PDF link is below - the post comes from : https:\/\/boardgamegeek.com\/filepage\/116456\/comprehensive-1e-dungeon-monster-encounter-charts https:\/\/s3.amazonaws.com\/geekdo-files.com\/bgg142931?response-content-disposition=inline%3B%20filename%3D%221E_Encounter_Tables.pdf%22&response-content-type=application%2Fpdf&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAJYFNCT7FKCE4O6TA%2F20230105%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230105T012240Z&X-Amz-SignedHeaders=host&X-Amz-Expires=120&X-Amz-Signature=99bebbf64191336eb66e1b62bb33ff1ef031c6e423300891de6d94d54a669f72","rel":"","context":"In &quot;Fantasy&quot;","block_context":{"text":"Fantasy","link":"https:\/\/cosmicheroes.space\/blog\/index.php\/category\/fantasy\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1728,"url":"https:\/\/cosmicheroes.space\/blog\/index.php\/2023\/01\/26\/the-1000-dungeon-project\/","url_meta":{"origin":1907,"position":4},"title":"The 1000 Dungeon Project","author":"richard","date":"January 26, 2023","format":false,"excerpt":"Thanks to the AD&D Random Dungeon Generator I wrote https:\/\/github.com\/bluetyson\/ADnD1e-Random-Dungeon-Generator, I can parallelise, so doing this only takes less than a minute. The basic random walk theory these talk is 'Ahead' is the y positive direction and always follow exits - e.g. stairs down (and can go up sometimes too).\u2026","rel":"","context":"In &quot;Data Science&quot;","block_context":{"text":"Data Science","link":"https:\/\/cosmicheroes.space\/blog\/index.php\/category\/data-science\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/cosmicheroes.space\/blog\/wp-content\/uploads\/2023\/01\/1000_Dungeon_Project_Wandering_Monsters.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":1594,"url":"https:\/\/cosmicheroes.space\/blog\/index.php\/2023\/01\/05\/add-1e-random-monster-encounters-in-spreadsheet\/","url_meta":{"origin":1907,"position":5},"title":"AD&#038;D 1e Random Monster encounters in spreadsheet","author":"richard","date":"January 5, 2023","format":false,"excerpt":"https:\/\/docs.google.com\/spreadsheets\/d\/1DSWJLDterZUlpLkH-SE6H-h4ODR0Rsbw\/edit#gid=1607109534","rel":"","context":"In &quot;Data Science&quot;","block_context":{"text":"Data Science","link":"https:\/\/cosmicheroes.space\/blog\/index.php\/category\/data-science\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/cosmicheroes.space\/blog\/index.php\/wp-json\/wp\/v2\/posts\/1907"}],"collection":[{"href":"https:\/\/cosmicheroes.space\/blog\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cosmicheroes.space\/blog\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cosmicheroes.space\/blog\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cosmicheroes.space\/blog\/index.php\/wp-json\/wp\/v2\/comments?post=1907"}],"version-history":[{"count":2,"href":"https:\/\/cosmicheroes.space\/blog\/index.php\/wp-json\/wp\/v2\/posts\/1907\/revisions"}],"predecessor-version":[{"id":1909,"href":"https:\/\/cosmicheroes.space\/blog\/index.php\/wp-json\/wp\/v2\/posts\/1907\/revisions\/1909"}],"wp:attachment":[{"href":"https:\/\/cosmicheroes.space\/blog\/index.php\/wp-json\/wp\/v2\/media?parent=1907"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cosmicheroes.space\/blog\/index.php\/wp-json\/wp\/v2\/categories?post=1907"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cosmicheroes.space\/blog\/index.php\/wp-json\/wp\/v2\/tags?post=1907"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}