added danbooru taxonomy jupyter notebook

jupyter_notebooks/SuppM_Figure_12_Danbooru_Taxonomy.ipynb

@@ -5,12 +5,20 @@
    "id": "68a6e559-6ef4-4c7f-8736-93bc8588e3bc",
    "metadata": {},
    "source": [
-    "# Getting Tags and Categories from Danbooru.donmai.us"
+    "# \"Danbooru\" Taxonomy"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "36aff030",
+   "metadata": {},
+   "source": [
+    "### Getting Tags and Categories from Danbooru.donmai.us"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 14,
    "id": "a97e3a64-5990-44a9-809d-45030e85f161",
    "metadata": {
     "execution": {
@@ -39,7 +47,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 2,
    "id": "1f50a910-66c2-472a-8027-dd589b6ae755",
    "metadata": {
     "execution": {
@@ -57,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "id": "a0f846e3-1fcc-4839-a459-c974f9c46d06",
    "metadata": {
     "execution": {
@@ -92,7 +100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "id": "00ffaf5f-a4ae-408a-8a7c-e6b174f091f8",
    "metadata": {
     "execution": {
@@ -104,20 +112,13 @@
     }
    },
    "outputs": [
-    {
-     "name": "stdin",
-     "output_type": "stream",
-     "text": [
-      "Enter a single tag to test:  wombat\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "🚀 Fetching tag details for 'wombat'...\n",
       "🔎 Running cURL: curl -s -L --user parodyofsomething:FkzGApb17bfJayJMqKTzeyTw -X GET https://danbooru.donmai.us/tags.json?search%5Bname%5D=wombat&only=id,name,category,post_count,is_deprecated,created_at,updated_at,wiki_page,artist,antecedent_alias,consequent_aliases,antecedent_implications,consequent_implications,dtext_links\n",
-      "✅ Test complete! Data saved to `/shares/weddigen.ki.uzh/laura_wagner/Civitai_page_analysis/Civitai_visualizations/misc/danbooru/tag_info_test/wombat_tag_info.json`.\n"
+      "✅ Test complete! Data saved to `/home/lauhp/000_PHD/000_010_PUBLICATION/2025_SAGE/CODE/pm-paper_uzh_gitlab/pm-paper/misc/danbooru/tag_info_test/wombat_tag_info.json`.\n"
      ]
     }
    ],
@@ -196,7 +197,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "id": "1a58f2d1-909b-41c0-bcb8-0a55e6835f53",
    "metadata": {
     "execution": {
@@ -454,7 +455,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "id": "557cdd69-f6b1-4c33-9f67-a13b00c0146b",
    "metadata": {
     "execution": {
@@ -707,7 +708,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "id": "c4759995-396a-4ec1-9f35-e75b3875e13c",
    "metadata": {
     "execution": {
@@ -871,7 +872,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "id": "8f8b6b29-e7bd-4814-8705-2b7a68f2d660",
    "metadata": {
     "execution": {
@@ -891,7 +892,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 12,
    "id": "79234bc5-b287-4306-85cd-a27ddba769ea",
    "metadata": {
     "execution": {
@@ -912,7 +913,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "id": "64d47678-78a4-4d55-a3a0-1c1b251b03b6",
    "metadata": {
     "execution": {
@@ -932,66 +933,66 @@
       "❌ No data found for attire_and_body_accessories in any format\n",
       "✅ Added 91 tags directly under attire_and_body_accessories.attire.dress\n",
       "✅ Added 100 tags directly under attire_and_body_accessories.attire.handwear\n",
-      "✅ Added 252 tags directly under attire_and_body_accessories.attire.headwear\n",
-      "✅ Added 72 tags directly under attire_and_body_accessories.attire.legwear\n",
+      "✅ Added 251 tags directly under attire_and_body_accessories.attire.headwear\n",
+      "✅ Added 69 tags directly under attire_and_body_accessories.attire.legwear\n",
       "✅ Added 64 tags directly under attire_and_body_accessories.attire.mask\n",
-      "✅ Added 263 tags directly under attire_and_body_accessories.attire.neck_and_neckwear\n",
+      "✅ Added 264 tags directly under attire_and_body_accessories.attire.neck_and_neckwear\n",
       "✅ Added 54 tags directly under attire_and_body_accessories.attire.sexual_attire.bra\n",
       "✅ Added 83 tags directly under attire_and_body_accessories.attire.sexual_attire.panties\n",
       "✅ Added 87 tags directly under attire_and_body_accessories.attire.sleeves\n",
       "✅ Added 83 tags directly under attire_and_body_accessories.attire.swimsuit\n",
       "✅ Added 4 tags directly under attire_and_body_accessories.embellishment\n",
       "✅ Added 94 tags directly under attire_and_body_accessories.eyewear\n",
-      "✅ Added 55 tags directly under attire_and_body_accessories.fashion_style\n",
+      "✅ Added 62 tags directly under attire_and_body_accessories.fashion_style\n",
       "✅ Added 189 tags directly under attire_and_body_accessories.nudity\n",
       "❌ No data found for body in any format\n",
-      "✅ Added 39 tags directly under body.body_parts.ass\n",
+      "✅ Added 40 tags directly under body.body_parts.ass\n",
       "✅ Added 213 tags directly under body.body_parts.breasts_tags\n",
-      "✅ Added 52 tags directly under body.body_parts.ears_tags\n",
+      "✅ Added 54 tags directly under body.body_parts.ears_tags\n",
       "✅ Added 200 tags directly under body.body_parts.face_tags.eyes_tags\n",
       "✅ Added 31 tags directly under body.body_parts.hair.hair_color\n",
-      "✅ Added 156 tags directly under body.body_parts.hair.hair_styles\n",
-      "✅ Added 114 tags directly under body.body_parts.hands.gestures\n",
-      "✅ Added 263 tags directly under body.body_parts.neck_and_neckwear\n",
+      "✅ Added 157 tags directly under body.body_parts.hair.hair_styles\n",
+      "✅ Added 117 tags directly under body.body_parts.hands.gestures\n",
+      "✅ Added 264 tags directly under body.body_parts.neck_and_neckwear\n",
       "✅ Added 74 tags directly under body.body_parts.penis\n",
-      "✅ Added 229 tags directly under body.body_parts.posture\n",
-      "✅ Added 49 tags directly under body.body_parts.pussy\n",
-      "✅ Added 63 tags directly under body.body_parts.shoulders\n",
+      "✅ Added 230 tags directly under body.body_parts.posture\n",
+      "✅ Added 50 tags directly under body.body_parts.pussy\n",
+      "✅ Added 64 tags directly under body.body_parts.shoulders\n",
       "✅ Added 26 tags directly under body.body_parts.skin_color\n",
       "✅ Added 79 tags directly under body.body_parts.tail\n",
-      "✅ Added 89 tags directly under body.body_parts.wings\n",
-      "✅ Added 54 tags directly under body.injury\n",
+      "✅ Added 90 tags directly under body.body_parts.wings\n",
+      "✅ Added 55 tags directly under body.injury\n",
       "❌ No data found for characters in any format\n",
       "✅ Added 300 tags directly under characters.ace_attorney\n",
-      "✅ Added 572 tags directly under characters.arknights\n",
+      "✅ Added 579 tags directly under characters.arknights\n",
       "✅ Added 296 tags directly under characters.atelier\n",
       "✅ Added 706 tags directly under characters.azur_lane\n",
       "✅ Added 223 tags directly under characters.bleach\n",
       "✅ Added 98 tags directly under characters.bokujou_monogatari\n",
       "✅ Added 46 tags directly under characters.brave_girl_ravens\n",
-      "✅ Added 143 tags directly under characters.cardcaptor_sakura\n",
+      "✅ Added 144 tags directly under characters.cardcaptor_sakura\n",
       "✅ Added 128 tags directly under characters.danganronpa\n",
       "✅ Added 240 tags directly under characters.digimon.digimon_characters\n",
-      "✅ Added 605 tags directly under characters.dragon_ball\n",
-      "✅ Added 225 tags directly under characters.dragon_quest\n",
-      "✅ Added 812 tags directly under characters.fate_series\n",
+      "✅ Added 613 tags directly under characters.dragon_ball\n",
+      "✅ Added 331 tags directly under characters.dragon_quest\n",
+      "✅ Added 814 tags directly under characters.fate_series\n",
       "✅ Added 566 tags directly under characters.final_fantasy\n",
-      "✅ Added 722 tags directly under characters.fire_emblem\n",
+      "✅ Added 727 tags directly under characters.fire_emblem\n",
       "✅ Added 441 tags directly under characters.flower_knight_girl\n",
       "✅ Added 221 tags directly under characters.genderswap\n",
       "✅ Added 431 tags directly under characters.gensou_suikoden\n",
       "❌ No data found for girls_frontline_characters in any format\n",
       "✅ Added 0 tags directly under characters.girls_frontline\n",
       "✅ Added 305 tags directly under characters.girls_und_panzer\n",
-      "✅ Added 13 tags directly under characters.gundam_mechas\n",
+      "✅ Added 267 tags directly under characters.gundam_mechas\n",
       "✅ Added 313 tags directly under characters.hunter_x_hunter\n",
       "✅ Added 348 tags directly under characters.jojo_no_kimyou_na_bouken\n",
-      "✅ Added 265 tags directly under characters.kamen_rider\n",
-      "✅ Added 462 tags directly under characters.kantai_collection\n",
+      "✅ Added 308 tags directly under characters.kamen_rider\n",
+      "✅ Added 465 tags directly under characters.kantai_collection\n",
       "✅ Added 64 tags directly under characters.kingdom_hearts\n",
       "✅ Added 72 tags directly under characters.mahou_sensei_negima\n",
-      "✅ Added 155 tags directly under characters.meitantei_conan\n",
-      "✅ Added 151 tags directly under characters.minecraft\n",
+      "✅ Added 158 tags directly under characters.meitantei_conan\n",
+      "✅ Added 153 tags directly under characters.minecraft\n",
       "✅ Added 198 tags directly under characters.naruto\n",
       "✅ Added 336 tags directly under characters.nippon_ichi\n",
       "✅ Added 375 tags directly under characters.official_mascots\n",
@@ -1001,22 +1002,22 @@
       "✅ Added 165 tags directly under characters.pokemon.families_of_pokemon_main_characters\n",
       "✅ Added 100 tags directly under characters.pokemon.gym_leaders\n",
       "✅ Added 37 tags directly under characters.pokemon.pokemon_ranger_characters\n",
-      "✅ Added 126 tags directly under characters.pokemon.pokemon_trainer_classes\n",
+      "✅ Added 149 tags directly under characters.pokemon.pokemon_trainer_classes\n",
       "✅ Added 925 tags directly under characters.pretty_cure\n",
       "✅ Added 1214 tags directly under characters.ragnarok_online\n",
-      "✅ Added 397 tags directly under characters.real_life_racehorses\n",
+      "✅ Added 434 tags directly under characters.real_life_racehorses\n",
       "✅ Added 23 tags directly under characters.rosenkreuzstilette\n",
-      "✅ Added 310 tags directly under characters.sailor_moon\n",
-      "✅ Added 169 tags directly under characters.street_fighter\n",
+      "✅ Added 320 tags directly under characters.sailor_moon\n",
+      "✅ Added 170 tags directly under characters.street_fighter\n",
       "❌ No data found for super_smash_bros_characters in any format\n",
       "✅ Added 0 tags directly under characters.super_smash_bros\n",
       "❌ No data found for tales_of_characters in any format\n",
       "✅ Added 0 tags directly under characters.tales_of\n",
       "✅ Added 189 tags directly under characters.toaru_majutsu_no_index\n",
-      "✅ Added 380 tags directly under characters.touhou\n",
+      "✅ Added 381 tags directly under characters.touhou\n",
       "✅ Added 128 tags directly under characters.touken_ranbu\n",
-      "✅ Added 511 tags directly under characters.ultra_series\n",
-      "✅ Added 248 tags directly under characters.umamusume\n",
+      "✅ Added 540 tags directly under characters.ultra_series\n",
+      "✅ Added 250 tags directly under characters.umamusume\n",
       "✅ Added 140 tags directly under characters.vocaloid\n",
       "✅ Added 184 tags directly under characters.world_witches_series\n",
       "❌ No data found for yu_gi_oh_characters in any format\n",
@@ -1025,27 +1026,27 @@
       "❌ No data found for genres_of_video_games in any format\n",
       "✅ Added 175 tags directly under copyrights_artists_projects_and_media.genres_of_video_games.fighting_games\n",
       "✅ Added 42 tags directly under copyrights_artists_projects_and_media.genres_of_video_games.platform_games\n",
-      "✅ Added 514 tags directly under copyrights_artists_projects_and_media.genres_of_video_games.role-playing_games\n",
+      "✅ Added 515 tags directly under copyrights_artists_projects_and_media.genres_of_video_games.role-playing_games\n",
       "✅ Added 114 tags directly under copyrights_artists_projects_and_media.genres_of_video_games.shooter_games\n",
       "✅ Added 185 tags directly under copyrights_artists_projects_and_media.genres_of_video_games.visual_novel_games\n",
       "❌ No data found for creatures in any format\n",
-      "✅ Added 231 tags directly under creatures.animals.birds\n",
+      "✅ Added 232 tags directly under creatures.animals.birds\n",
       "✅ Added 224 tags directly under creatures.animals.cats\n",
       "✅ Added 237 tags directly under creatures.animals.dogs\n",
       "✅ Added 285 tags directly under creatures.legendary_creatures\n",
-      "✅ Added 54 tags directly under drawing_software\n",
+      "✅ Added 55 tags directly under drawing_software\n",
       "❌ No data found for games in any format\n",
       "✅ Added 21 tags directly under games.board_games\n",
       "✅ Added 175 tags directly under games.fighting_games\n",
       "✅ Added 61 tags directly under games.game_activities\n",
-      "✅ Added 417 tags directly under games.sports\n",
+      "✅ Added 420 tags directly under games.sports\n",
       "✅ Added 144 tags directly under games.video_game\n",
-      "✅ Added 214 tags directly under metatags\n",
+      "✅ Added 213 tags directly under metatags\n",
       "❌ No data found for more in any format\n",
       "✅ Added 110 tags directly under more.dances\n",
       "✅ Added 29 tags directly under more.family_relationships\n",
       "✅ Added 68 tags directly under more.fire\n",
-      "✅ Added 1036 tags directly under more.food_tags\n",
+      "✅ Added 1051 tags directly under more.food_tags\n",
       "✅ Added 31 tags directly under more.groups\n",
       "✅ Added 76 tags directly under more.phrases\n",
       "✅ Added 35 tags directly under more.scan\n",
@@ -1054,30 +1055,30 @@
       "✅ Added 446 tags directly under more.verbs_and_gerunds\n",
       "✅ Added 54 tags directly under more.water\n",
       "❌ No data found for objects in any format\n",
-      "✅ Added 409 tags directly under objects.airplanes\n",
-      "✅ Added 139 tags directly under objects.armor\n",
-      "✅ Added 367 tags directly under objects.audio_tags\n",
+      "✅ Added 410 tags directly under objects.airplanes\n",
+      "✅ Added 145 tags directly under objects.armor\n",
+      "✅ Added 377 tags directly under objects.audio_tags\n",
       "✅ Added 66 tags directly under objects.cards.playing_card_faces\n",
-      "✅ Added 79 tags directly under objects.computer\n",
+      "✅ Added 80 tags directly under objects.computer\n",
       "✅ Added 94 tags directly under objects.eyewear\n",
       "✅ Added 407 tags directly under objects.ground_vehicles\n",
       "✅ Added 25 tags directly under objects.helicopters\n",
       "✅ Added 48 tags directly under objects.piercings\n",
-      "✅ Added 93 tags directly under objects.pokemon_objects\n",
-      "✅ Added 104 tags directly under objects.sex_objects\n",
+      "✅ Added 94 tags directly under objects.pokemon_objects\n",
+      "✅ Added 105 tags directly under objects.sex_objects\n",
       "✅ Added 256 tags directly under objects.ships\n",
       "✅ Added 917 tags directly under objects.weapons\n",
       "✅ Added 21 tags directly under plant.flowers\n",
-      "✅ Added 57 tags directly under plant.plant\n",
+      "✅ Added 59 tags directly under plant.plant\n",
       "✅ Added 44 tags directly under plant.tree\n",
-      "✅ Added 57 tags directly under plants\n",
+      "✅ Added 59 tags directly under plants\n",
       "❌ No data found for real_world in any format\n",
       "✅ Added 363 tags directly under real_world.companies_and_brand_names\n",
       "✅ Added 138 tags directly under real_world.holidays_and_celebrations\n",
       "✅ Added 75 tags directly under real_world.jobs\n",
       "✅ Added 263 tags directly under real_world.locations\n",
-      "✅ Added 1511 tags directly under real_world.people\n",
-      "✅ Added 458 tags directly under real_world.real_world_locations\n",
+      "✅ Added 1526 tags directly under real_world.people\n",
+      "✅ Added 463 tags directly under real_world.real_world_locations\n",
       "❌ No data found for sex in any format\n",
       "✅ Added 16 tags directly under sex.sex_acts.simulated_sex_acts\n",
       "✅ Added 56 tags directly under sex.sexual_positions\n",
@@ -1127,22 +1128,30 @@
       "❌ No data found for visual_characteristics in any format\n",
       "❌ No data found for image_composition_and_style in any format\n",
       "✅ Added 73 tags directly under visual_characteristics.image_composition_and_style.artistic_license\n",
-      "✅ Added 113 tags directly under visual_characteristics.image_composition_and_style.image_composition.backgrounds\n",
+      "✅ Added 115 tags directly under visual_characteristics.image_composition_and_style.image_composition.backgrounds\n",
       "✅ Added 90 tags directly under visual_characteristics.image_composition_and_style.image_composition.censorship\n",
-      "✅ Added 52 tags directly under visual_characteristics.image_composition_and_style.image_composition.colors\n",
+      "✅ Added 54 tags directly under visual_characteristics.image_composition_and_style.image_composition.colors\n",
       "✅ Added 28 tags directly under visual_characteristics.image_composition_and_style.image_composition.focus_tags\n",
       "✅ Added 55 tags directly under visual_characteristics.image_composition_and_style.image_composition.lighting\n",
-      "✅ Added 67 tags directly under visual_characteristics.image_composition_and_style.image_composition.prints\n",
+      "✅ Added 76 tags directly under visual_characteristics.image_composition_and_style.image_composition.prints\n",
       "✅ Added 495 tags directly under visual_characteristics.image_composition_and_style.image_composition.style_parodies\n",
       "✅ Added 41 tags directly under visual_characteristics.image_composition_and_style.patterns\n",
       "✅ Added 310 tags directly under visual_characteristics.image_composition_and_style.symbols\n",
       "✅ Added 242 tags directly under visual_characteristics.image_composition_and_style.text\n",
       "✅ Added 62 tags directly under visual_characteristics.image_composition_and_style.year_tags\n",
-      "✅ Finished building hierarchy.\n",
-      "\n",
-      "✅ Hierarchy saved to `/shares/weddigen.ki.uzh/laura_wagner/Civitai_page_analysis/Civitai_visualizations/misc/danbooru/danbooru_tags_step_01.json`\n",
-      "📊 Total tags in the final hierarchy: 36726\n",
-      "⚠️ The following tag groups were not found: ['attire_and_body_accessories', 'body', 'characters', 'girls_frontline_characters', 'super_smash_bros_characters', 'tales_of_characters', 'yu_gi_oh_characters', 'copyrights_artists_projects_and_media', 'genres_of_video_games', 'creatures', 'games', 'more', 'objects', 'real_world', 'sex', 'subject', 'anthro', 'cat_boy', 'cat_girl', 'dog_girl', 'fox_girl', 'furry', 'female', '1girl', '2girls', 'female_general', 'koma', '1koma', '2koma', 'male', '1boy', '2boys', '3boys', '4boys', '5boys', '6+boys', 'boy', 'man', 'multiple_boys', 'visual_characteristics', 'image_composition_and_style']\n"
+      "✅ Finished building hierarchy.\n"
+     ]
+    },
+    {
+     "ename": "FileNotFoundError",
+     "evalue": "[Errno 2] No such file or directory: '/home/lauhp/000_PHD/000_010_PUBLICATION/2025_SAGE/CODE/pm-paper_uzh_gitlab/pm-paper/misc/danbooru_donmai/danbooru_tags_step_01.json'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[13], line 198\u001b[0m\n\u001b[1;32m    196\u001b[0m \u001b[38;5;66;03m# Save cleaned JSON\u001b[39;00m\n\u001b[1;32m    197\u001b[0m output_file \u001b[38;5;241m=\u001b[39m current_dir\u001b[38;5;241m.\u001b[39mparent \u001b[38;5;241m/\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmisc/danbooru_donmai/danbooru_tags_step_01.json\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 198\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43moutput_file\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mw\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mutf-8\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[1;32m    199\u001b[0m     json\u001b[38;5;241m.\u001b[39mdump(manual_hierarchy, f, indent\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m4\u001b[39m, ensure_ascii\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m    201\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m✅ Hierarchy saved to `\u001b[39m\u001b[38;5;132;01m{\u001b[39;00moutput_file\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m`\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/IPython/core/interactiveshell.py:324\u001b[0m, in \u001b[0;36m_modified_open\u001b[0;34m(file, *args, **kwargs)\u001b[0m\n\u001b[1;32m    317\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m file \u001b[38;5;129;01min\u001b[39;00m {\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m}:\n\u001b[1;32m    318\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m    319\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIPython won\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt let you open fd=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfile\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m by default \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    320\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mas it is likely to crash IPython. If you know what you are doing, \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    321\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124myou can use builtins\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m open.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    322\u001b[0m     )\n\u001b[0;32m--> 324\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mio_open\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfile\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/home/lauhp/000_PHD/000_010_PUBLICATION/2025_SAGE/CODE/pm-paper_uzh_gitlab/pm-paper/misc/danbooru_donmai/danbooru_tags_step_01.json'"
      ]
     }
    ],
@@ -1817,7 +1826,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "latm",
    "language": "python",
    "name": "python3"
   },
@@ -1831,7 +1840,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.7"
+   "version": "3.10.15"
   }
  },
  "nbformat": 4,

misc/danbooru/tag_info_test/wombat_tag_info.json

@@ -0,0 +1,27 @@
+{
+    "tag_details": [
+        {
+            "id": 462478,
+            "name": "wombat",
+            "post_count": 32,
+            "category": 0,
+            "created_at": "2013-02-28T04:35:29.653-05:00",
+            "updated_at": "2019-08-30T03:37:52.993-04:00",
+            "is_deprecated": false,
+            "consequent_aliases": [],
+            "antecedent_implications": [],
+            "consequent_implications": [],
+            "dtext_links": [
+                {
+                    "id": 11937824,
+                    "created_at": "2024-07-30T13:49:16.169-04:00",
+                    "updated_at": "2024-07-30T13:49:16.169-04:00",
+                    "model_type": "WikiPage",
+                    "model_id": 57363,
+                    "link_type": "wiki_link",
+                    "link_target": "wombat"
+                }
+            ]
+        }
+    ]
+}