Document procedural prompt factors, distributions and deduplicated location inventories

README.md

@@ -1,3 +1,413 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+language:
+- en
+size_categories:
+- 10M<n<100M
+pretty_name: Anim-E procedural anime prompt collection
+configs:
+- config_name: default
+  default: true
+  data_files:
+  - split: train
+    path:
+    - location_description_*.csv
+    - person_description_*.csv
+---
+
+# Anim-E: procedural prompts, inventories and distributions
+
+Anim-E contains **54,425,654 text prompts** for anime-style locations and characters. The original payload is **180 CSV files**, with one `caption` string column and **34.611 GB** of CSV data. No image assets or TAR files are present in the analyzed source revision.
+
+The large apparent size comes mainly from Cartesian combinations of short reusable phrase banks. After removing the repeated modifier blocks, the location data reduces to **231 distinct base descriptions**. Clothing reduces to **271 distinct outfit description strings**. Regular human prompts use **5 age-band labels**, **5 ethnicity/skin-label strings** representing **4 broader label groups**, **6 body-build labels**, **9 hair colors**, and **16 hairstyle descriptions** conditioned on gender.
+
+This overview analyzes source revision [`0c939cef5a586292950724b6500f10ffc5bfa24f`](https://huggingface.co/datasets/laion/Anim-E/tree/0c939cef5a586292950724b6500f10ffc5bfa24f). Counts for large procedural families were reconstructed from their factor inventories and validated against every block boundary and shard byte size. Four representative large CSVs were fully parsed and SHA-verified; all 36 special-character CSVs were fully read and verified. The full original generation program and its seed are not included in that source revision. The procedures below describe the structure recovered from the data, rather than undocumented claims about the author's tooling.
+
+## Quick inventory
+
+| Property | Count / meaning |
+| --- | --- |
+| Total prompt rows | 54,425,654 |
+| Derived distinct full captions | 54,391,622 |
+| Derived exact duplicate rows | 34,032 |
+| Location rows | 1,262,142 |
+| Location source slots | 371; each expands into 3,402 modifier combinations |
+| Exact distinct location descriptions including weather | 361; ten source slots repeat exactly |
+| Base location descriptions after weather removal | 231 |
+| Sparse lexical location groups | 213 at cosine 0.45; threshold-dependent, not semantic ground truth |
+| Outfit description strings | 271 |
+| Gender-conditioned outfit slots | 326 |
+| Age bands | 5 |
+| Ethnicity/skin labels | 5 literal strings;4 broad groups |
+| Body builds | 6 |
+| Hair colors | 9 |
+| Hair styles | 8 Male +8 Female |
+| Expression descriptions | 40 adults;38 kids;39 teens |
+| Special-character rows | 1,592;1,580 distinct captions |
+| Header-only CSV shards | 40 |
+
+
+Full inventories: [locations](statistics/locations.md), [outfits](statistics/outfits.md), [factor banks](statistics/person-factor-samples.json), [special characters](statistics/special-characters.json), [machine-readable summary](statistics/summary.json).
+
+## Files, schema and totals
+
+| Family | CSV files | Nonempty | Header only | Rows | Share of all rows | CSV bytes |
+| --- | --- | --- | --- | --- | --- | --- |
+| Locations | 36 | 34 | 2 | 1,262,142 | 2.3190% | 796,295,124 |
+| Adults | 36 | 25 | 11 | 38,361,600 | 70.4844% | 24,628,953,924 |
+| Kids | 36 | 23 | 13 | 7,387,200 | 13.5730% | 4,561,874,964 |
+| Teens | 36 | 22 | 14 | 7,413,120 | 13.6206% | 4,623,435,684 |
+| Special characters | 36 | 36 | 0 | 1,592 | 0.0029% | 474,156 |
+
+
+The numbered suffix is a **shard index**, not a semantic location ID, outfit ID or age. Each family has 36 filenames. Nonempty location shards normally contain 11 source location slots; the final nonempty shard contains 8. Adult shards normally contain 3 clothing entries per gender, kid and teen shards normally contain 2. The final adult/kid shard is shorter. Remaining files contain only the 9-byte `caption\r\n` header. The exact per-shard rows, sizes and source hashes are in [repository-manifest.json](statistics/repository-manifest.json), [location reconstruction](statistics/locations-reconstructed.json) and [outfit reconstruction](statistics/outfits-reconstructed.json).
+
+All original CSVs belong to the default `train` split. The explicit file patterns above keep the analysis CSVs under `statistics/` out of the prompt split. They do not establish a held-out evaluation split.
+
+The Hub preview previously displayed an estimated 53,520,320 rows and a partial 7,742,942-row preview of the first 5 GB. Those UI estimates are not the full-corpus count used here. The inventory-derived full count is 54,425,654.
+
+## What is a unique location?
+
+There are several useful levels:
+
+1. **371 source slots:** the ordered source list, including exact repeats and weather suffixes.
+2. **361 exact description strings:** ten slots duplicate earlier location descriptions. Repeated slots each contribute the same 3,402 caption combinations, creating 34,020 duplicate location rows.
+3. **231 base descriptions:** remove exact duplicates and only the terminal `(Sunny)`, `(Rainy)` or `(Snowy)` suffix. This preserves the actual place description and removes procedural weather variation.
+4. **213 lexical groups:** sparse TF-IDF merges some similar base descriptions, such as multiple master bedrooms or home offices. This is an analytical grouping, not an authoritative count of semantic place types.
+
+For choosing diverse background subjects, use the 231-entry [base location catalog](statistics/locations-catalog.csv) first. Several entries still describe the same broad type with different furnishings or world context. The searchable [offline catalog](statistics/index.html) shows descriptions, categories, world groups, weights and cluster IDs. Download that HTML file and open it locally for the filters.
+
+### Repeated location modifiers
+
+Every source slot is expanded across:
+
+```text
+3 organization/cleanliness ×3 quality/luxury ×3 lighting ×6 moods ×21 design styles
+=3,402 captions per source slot
+371 ×3,402 =1,262,142 rows
+361 ×3,402 =1,228,122 distinct location captions
+```
+
+The recovered template is:
+
+```text
+high quality anime color drawing, SFW, aesthetic cinematic and beautiful, looking frontally at the camera.:
+Located at {base_location}{optional_weather_suffix}.
+{organization}. {quality}. {lighting}. {mood}. {design_style}
+```
+
+The five modifier banks are identical across the reconstructed location blocks. Their exact wording and counts are in [locations-reconstructed.json](statistics/locations-reconstructed.json). The next tables list their values; the final design-style strings already include a trailing period.
+
+### Organization (3)
+
+- The area is impeccably organized and pristinely maintained with attention to every detail
+- There is a balanced mix of order and quirky disarray that adds character
+- The scene is wildly disordered and chaotic
+
+### Quality (3)
+
+- It exudes luxurious elegance with superior craftsmanship and refined opulence
+- It has a modest charm with functional design and average quality finishes
+- It appears quite modest, plain, and unassuming
+
+### Lighting (3)
+
+- The lighting is dim, casting mysterious soft shadows that enhance the enigmatic mood
+- The lighting is natural and balanced, perfectly illuminating the scene in a pleasing manner
+- The area is bathed in bright, dazzling light that creates a vivid and eye-catching spectacle
+
+### Mood (6)
+
+- The atmosphere radiates comforting warmth and inviting friendliness that makes you smile
+- A cheerful, upbeat vibe fills the space, evoking joy and light-hearted energy
+- The mood is balanced and neutral, offering a calm and steady ambiance
+- An aura of mystery and subtle gloom pervades the setting, adding a dramatic touch
+- The environment carries a menacing, foreboding presence that sends shivers down your spine
+- The ambiance is gentle and pleasantly mild, creating a soothing, relaxed feel
+
+### Design Style (21)
+
+- It reflects sleek modern contemporary design with clean lines and innovative materials.
+- The style is hip and trendy, bursting with fresh youthful energy and fashionable accents.
+- The setting is understated and conservative, emphasizing timeless classic elegance.
+- It maintains an elegantly reserved look with minimalist elements and subtle sophistication.
+- Opulence abounds with an extravagant display of detail.
+- The design exudes delicate, very feminine grace through soft hues and gentle curves.
+- Bold, robust, and very masculine elements are evident.
+- The vibe is cold and futuristic, almost otherworldly in its stark design.
+- The scene is epic and awe-inspiring in its grandeur.
+- Mystical elements imbue the area with enchanting allure and an air of ancient magic.
+- A gritty, shadowy atmosphere gives it an urban edge.
+- The setting carries a charming vintage rustic appeal with weathered textures and nostalgic details.
+- It boasts a free-spirited, bohemian flair filled with eclectic patterns and vibrant colors.
+- A minimalist aesthetic with clean, uncluttered lines prevails.
+- Raw, edgy urban industrial influences are clear in its functional design.
+- Classic elegance is tastefully showcased with refined details and timeless style.
+- It harkens back to a warm, old-fashioned era with charming vintage accents and traditional craftsmanship.
+- The design is sleek and distinctly modern, reflecting current trends.
+- Bold futuristic elements dominate the scene with innovative materials and avant-garde forms.
+- The ambiance is vibrant with contemporary urban energy and dynamic design elements.
+- Cutting-edge high-tech design defines the space with state-of-the-art features and sleek functionality.
+
+### Weather and location weights
+
+65 base descriptions have three explicit weather variants: Sunny, Rainy and Snowy. Each suffix occurs 65 times in the source list, contributing 221,130 captions per weather.176 slots have no weather suffix; ten of those are repeats, leaving 166 distinct unsuffixed descriptions.
+
+After canonicalization,156 base descriptions have one source slot, ten have two identical slots and 65 have three weather slots. Thus random uniform sampling of CSV rows does **not** give uniform coverage of the 231 base places: a weather-enabled base contributes 10,206 rows, a duplicated base 6,804, and a single ordinary base 3,402. The modifier values themselves are uniform within each slot.
+
+The first ten place descriptions are repeated later, at source slots 41–50. Their repeated full captions account for 34,020 exact duplicate rows. The catalog retains source filenames and byte offsets for inspecting this directly.
+
+### Structure of the remaining place descriptions
+
+The coarse world labels and topic categories below are assigned by this analysis; they are not separate columns supplied by the original dataset. The observed source order contains contemporary, science-fiction and fantasy/historical sections. The weather-enabled subsets are explicit, while the unsuffixed subsets are mostly interiors and include some exceptions such as ship decks and a grove.
+
+| World group | Base descriptions | Prompt rows | Share of location rows |
+| --- | --- | --- | --- |
+| Contemporary | 90 | 408,240 | 32.35% |
+| Science fiction | 60 | 340,200 | 26.95% |
+| Fantasy and historical | 81 | 513,702 | 40.70% |
+
+| Topic category | Base descriptions |
+| --- | --- |
+| Bedrooms and private cabins | 38 |
+| Food, restaurants and dining | 33 |
+| Nature, gardens and landscapes | 25 |
+| Royal, magical and religious interiors | 19 |
+| Space habitats, transport and vessels | 17 |
+| Homes and living spaces | 15 |
+| Offices, study and cultural spaces | 15 |
+| Cities, streets, plazas and markets | 14 |
+| Labs and medical spaces | 11 |
+| Prisons, security and command facilities | 9 |
+| Ruins, castles, caves and dungeons | 9 |
+| Industry, workshops and mining | 8 |
+| Battlefields and arenas | 7 |
+| Games, fitness and recreation | 6 |
+| Bathrooms | 5 |
+
+### Fast sparse-text grouping
+
+The repeated modifier sentences are stripped before vectorization. The remaining 231 texts use word unigrams/bigrams with TF-IDF weights; extracted place-name phrases receive extra weight. Cosine similarity is grouped with greedy complete-link clustering within the same coarse world and weather-support subset. No GPU or downloaded embedding model is used.
+
+The run used **3,671 sparse features** and completed the grouping in about **0.076 s** on CPU, excluding network reconstruction. It produced the following sensitivity check:
+
+| Minimum cosine similarity | Lexical groups |
+| --- | --- |
+| 0.35 | 204 |
+| 0.45 | 213 |
+| 0.55 | 219 |
+
+
+At 0.45,213 groups are useful for browsing candidate repeats. Raising the threshold leaves more entries separate. Similar text does not establish identical places, and weak lexical overlap can miss synonyms. [location-structure.json](statistics/location-structure.json) includes cluster members and 75 high-similarity candidate pairs for review. The count 231 remains the transparent exact description count;213 is not a replacement semantic ground-truth count.
+
+Many base descriptions themselves mention people, occupations, crowds, creatures or ongoing events. These are scene prompts, not guaranteed empty-background prompts. Some weather suffixes also occur on fictional or space settings. An exhaustive cross-product can combine otherwise conflicting cues, such as a menacing mood and an inviting place or weather on an orbital exterior.
+
+## Human-character generation
+
+Regular adult, kid and teen captions share this template:
+
+```text
+high quality anime color drawing, SFW, aesthetic cinematic and beautiful, looking frontally at the camera.:
+A {age_band} individual with a {body_build} build,
+featuring {gender_specific_hairstyle} and {hair_color} hair.
+Their expression conveys {expression}.
+They are {gender} with {ethnicity_skin_label} skin, dressed in {outfit} attire.
+in front of a fully green background (green screen). full-body shot, full-length portrait
+```
+
+The recovered fast-to-slow factor order within an outfit block is hairstyle → ethnicity/skin label → expression → hair color → body build → age band. Gender conditions both the hairstyle bank and the outfit list. It is not a cross-product of all 16 hairstyles with both genders.
+
+| Family | Age labels | Builds | Hair colors | Expressions | Skin labels | Hairstyles per gender | Rows per outfit/gender |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| adult | 3 | 6 | 9 | 40 | 5 | 8 | 259,200 |
+| kid | 1 | 6 | 9 | 38 | 5 | 8 | 82,080 |
+| teen | 1 | 6 | 9 | 39 | 5 | 8 | 84,240 |
+
+```text
+Adults:3 ×6 ×9 ×40 ×5 ×8 =259,200 rows per outfit/gender
+Kids:  1 ×6 ×9 ×38 ×5 ×8 =82,080 rows per outfit/gender
+Teens: 1 ×6 ×9 ×39 ×5 ×8 =84,240 rows per outfit/gender
+
+Adults:148 slots ×259,200 =38,361,600 rows
+Kids:   90 slots ×82,080  =7,387,200 rows
+Teens:  88 slots ×84,240  =7,413,120 rows
+```
+
+Within a family/outfit block each eligible factor value is represented equally. The overall corpus is dominated by adult prompts because that family has more age bands, more clothing slots and a slightly larger expression bank. It is a combinatorial inventory, not a sample from demographic population frequencies.
+
+### Age bands
+
+| Literal age label | Rows | Share of regular-human rows |
+| --- | --- | --- |
+| Elderly adults aged 60+ | 12,787,200 | 24.053% |
+| Middle-aged adults aged 28-50 | 12,787,200 | 24.053% |
+| Young adult aged 18-28 | 12,787,200 | 24.053% |
+| Kids aged 6-12 | 7,387,200 | 13.896% |
+| Teens aged 12-17 | 7,413,120 | 13.944% |
+
+These are label bands, not observations of separately sampled exact ages. The labels overlap at 12 and 28. Ages 51–59 are not explicitly covered by the adult bands; ages below 6 are not a regular-human family. Special-character captions are outside this structured age accounting.
+
+### Clothing inventories
+
+| Family | Slots per gender | Slots across genders | Distinct outfit descriptions | Descriptions shared by both genders |
+| --- | --- | --- | --- | --- |
+| adult | 74 | 148 | 128 | 20 |
+| kid | 45 | 90 | 69 | 21 |
+| teen | 44 | 88 | 74 | 14 |
+
+There are 271 distinct outfit description strings across the three families; these inventories do not share exact descriptions across families.326 gender-conditioned slots are larger because 55 descriptions occur in both gender lists. That shared wording does not duplicate complete character captions: gender and hairstyle fields still differ.
+
+The 74 adult,45 kid and 44 teen positions **per gender** are a second useful inventory view. A shared position should not automatically be interpreted as a unique semantic fashion category: multiple strings can belong to the same broad style, and some paired male/female descriptions differ substantially. The exact inventory is in [outfits-catalog.csv](statistics/outfits-catalog.csv), with family, eligible gender(s), row weight and description. [outfits.md](statistics/outfits.md) groups all entries by family.
+
+### Gender and ethnicity/skin labels
+
+Regular-human rows are split equally between the literal labels Male and Female, each contributing 26,580,960 captions. These are the generator's text categories; special characters are not classified by this field.
+
+The source uses the following five literal ethnicity/skin-label strings. They mix broad ancestry labels with skin-tone descriptors:
+
+| Literal source label | Rows | Share of regular-human rows |
+| --- | --- | --- |
+| Afro-American Chocolate Brown | 10,632,384 | 20% |
+| Afro-American Dark Black | 10,632,384 | 20% |
+| Asian (Japanese/Chinese) | 10,632,384 | 20% |
+| Latino (Latin American) | 10,632,384 | 20% |
+| White Caucasian | 10,632,384 | 20% |
+
+At the literal-label level the distribution is uniform. If the two Afro-American labels are grouped together, the broader distribution becomes 40% Afro-American and 20% each White Caucasian, Latino and Asian. Japanese/Chinese are written as one combined source label; they are not two independently sampled categories. These labels are not a comprehensive ethnicity ontology.
+
+### Body builds, hair colors and hairstyles
+
+| Body build | Rows | Share |
+| --- | --- | --- |
+| Average Build | 8,860,320 | 16.667% |
+| Heavily Overweight | 8,860,320 | 16.667% |
+| Slightly Overweight | 8,860,320 | 16.667% |
+| Slim | 8,860,320 | 16.667% |
+| Very Athletic | 8,860,320 | 16.667% |
+| Very Thin | 8,860,320 | 16.667% |
+
+| Hair color | Rows | Share |
+| --- | --- | --- |
+| deep black | 5,906,880 | 11.111% |
+| fiery red | 5,906,880 | 11.111% |
+| golden blonde | 5,906,880 | 11.111% |
+| rich brown | 5,906,880 | 11.111% |
+| smoky grey | 5,906,880 | 11.111% |
+| sparkling platinum blonde | 5,906,880 | 11.111% |
+| vibrant violet | 5,906,880 | 11.111% |
+| vivid blue | 5,906,880 | 11.111% |
+| warm auburn | 5,906,880 | 11.111% |
+
+There are eight hairstyle descriptions for each gender, sixteen distinct strings in total. Each specific hairstyle contributes 3,322,620 regular-human rows, or 6.25% overall; it accounts for 12.5% within its eligible gender. The source describes some haircuts in explicitly gendered language. Exact descriptions and gender eligibility are listed in [person-factor-samples.json](statistics/person-factor-samples.json).
+
+### Expression inventories and distribution
+
+Adults have 40 descriptions. Teens omit the adult `lust, carnal desire, and passionate arousal` entry, leaving 39. Kids also omit `romantic desire, adoration, and fluttering butterflies`, leaving 38. The other 38 descriptions occur in all three regular-human families. Their global frequencies differ because the family sizes differ.
+
+| Expression text | Eligible families | Rows |
+| --- | --- | --- |
+| anger, rage, and uncontrollable fury | adult, kid, teen | 1,343,520 |
+| awe, wonder, and profound admiration | adult, kid, teen | 1,343,520 |
+| confusion, bewilderment, and utter perplexity | adult, kid, teen | 1,343,520 |
+| contemplation, reflection, and thoughtful pondering | adult, kid, teen | 1,343,520 |
+| contempt, scorn, and cutting disdain | adult, kid, teen | 1,343,520 |
+| curiosity, fascination, and deep intrigue | adult, kid, teen | 1,343,520 |
+| disappointment, regret, and crushing letdown | adult, kid, teen | 1,343,520 |
+| disgust, revulsion, and intense repulsion | adult, kid, teen | 1,343,520 |
+| doubt, suspicion, and cautious skepticism | adult, kid, teen | 1,343,520 |
+| ecstasy, bliss, and a sense of rapture | adult, kid, teen | 1,343,520 |
+| embarrassment, awkwardness, and acute self-consciousness | adult, kid, teen | 1,343,520 |
+| exhaustion, lethargy, and crippling burnout | adult, kid, teen | 1,343,520 |
+| fear, terror, and paralyzing dread | adult, kid, teen | 1,343,520 |
+| focus, absorption, and intense concentration | adult, kid, teen | 1,343,520 |
+| gratitude, appreciation, and heartfelt thankfulness | adult, kid, teen | 1,343,520 |
+| helplessness, desperation, and overwhelming powerlessness | adult, kid, teen | 1,343,520 |
+| hope, enthusiasm, and unwavering determination | adult, kid, teen | 1,343,520 |
+| impatience, exasperation, and restless energy | adult, kid, teen | 1,343,520 |
+| intoxication, stupor, and disorienting confusion | adult, kid, teen | 1,343,520 |
+| jealousy, envy, and burning covetousness | adult, kid, teen | 1,343,520 |
+| joy, jubilation, and overwhelming exhilaration | adult, kid, teen | 1,343,520 |
+| lust, carnal desire, and passionate arousal | adult | 959,040 |
+| mirth, playfulness, and contagious laughter | adult, kid, teen | 1,343,520 |
+| numbness, detachment, and cold apathy | adult, kid, teen | 1,343,520 |
+| pain, torment, and excruciating agony | adult, kid, teen | 1,343,520 |
+| pride, dignity, and unshakeable self-confidence | adult, kid, teen | 1,343,520 |
+| relaxation, serenity, and complete fulfillment | adult, kid, teen | 1,343,520 |
+| relief, solace, and comforting ease | adult, kid, teen | 1,343,520 |
+| resentment, bitterness, and burning cynicism | adult, kid, teen | 1,343,520 |
+| romantic desire, adoration, and fluttering butterflies | adult, teen | 1,149,120 |
+| sadness, grief, and profound melancholy | adult, kid, teen | 1,343,520 |
+| shame, guilt, and piercing remorse | adult, kid, teen | 1,343,520 |
+| sourness, acerbity, and biting sharpness | adult, kid, teen | 1,343,520 |
+| spite, malice, and cruel schadenfreude | adult, kid, teen | 1,343,520 |
+| surprise, amazement, and sudden shock | adult, kid, teen | 1,343,520 |
+| teasing, ribbing, and playful mockery | adult, kid, teen | 1,343,520 |
+| triumph and a feeling of absolute superiority | adult, kid, teen | 1,343,520 |
+| warmth, tenderness, and genuine devotion | adult, kid, teen | 1,343,520 |
+| worry, anxiety, and deep trepidation | adult, kid, teen | 1,343,520 |
+| yearning, nostalgia, and burning desire | adult, kid, teen | 1,343,520 |
+
+The fixed `SFW` phrase is present in the style prefix; the inventories above document the actual expression text. No image content or independently measured visual demographic statistics are part of this text-only analysis.
+
+## Special characters
+
+All 36 `person_description_special_*.csv` files are small and were read in full. They contain 1,592 rows and 1,580 distinct full captions, with 12 exact duplicate rows. They contain individually described fantasy/science-fiction beings and named character concepts, such as fairies, orcs, djinn and machine creatures, followed by the common green-screen/full-body suffix.
+
+These are not expanded with the regular age/body/ethnicity/clothing Cartesian template. The regular-human factor counts and distributions exclude this family. Its complete text inventory is in [special-characters.json](statistics/special-characters.json).
+
+## Method, verification and reproducibility
+
+The analysis recovered the factor banks from bounded byte ranges, then jumped between predicted location/outfit block offsets. For a CSV block, the byte length is the sum of the repeated fixed prefix and every factor value, including UTF-8 encoding, CSV quote escaping and CRLF line endings. The end of **every inferred block** was checked against the expected final factor tuple, and the summed block bytes had to equal the complete shard size. Header-only shards were counted separately.
+
+Independent full-file audits were run for:
+
+| File | Fully counted rows | Verification |
+| --- | --- | --- |
+| location_description_1.csv | 37,422 | Full CSV parse + source SHA256 |
+| person_description_adult_1.csv | 1,555,200 | Full CSV parse + source SHA256 |
+| person_description_kid_1.csv | 328,320 | Full CSV parse + source SHA256 |
+| person_description_teen_1.csv | 336,960 | Full CSV parse + source SHA256 |
+
+These four audits cover **2,257,902 rows** and **1.458 GB** of original CSVs. All 36 special-character files were also fully verified. Bounded range cache size was approximately 29.9 MB. The 34.6 GB corpus was not downloaded or semantically embedded in full. Source revision, all original filenames and hashes, block offsets, counts, factor inventories and audit records are published under `statistics/`.
+
+This validates the reconstructed procedural layout strongly; it is not an independent full-corpus row-by-row hash/dedup scan. Semantic clustering and the editorial world/topic labels are separate from byte-validated exact textual counts.
+
+The source revision contains CSVs and a license-only dataset card, with no original generator or authoritative source lists. It is therefore possible to recover the observable templates and distributions, but not the original phrase-authoring model, authoring instructions, random seed or complete development history.
+
+### Re-run the analysis
+
+Download this repository's `statistics/` and `tools/` directories; the original large CSVs can remain remote. The scripts use the pinned source revision from `statistics/repository-manifest.json` and public HTTP byte ranges. They write range caches to `statistics/range-cache/`. Full audits additionally cache selected source CSVs under `/tmp/vivarium-anime-overview/`.
+
+```bash
+pip install -r tools/requirements.txt
+python tools/analyze_anime_prompts.py --boundaries --person-factors --locations --outfits
+python tools/analyze_anime_prompts.py --audit-person-shards
+python tools/structure_anime_locations.py
+```
+
+The location reconstruction uses the published fully audited first-shard modifier bank. Reconstructing one block does not require inspecting all 3,402 prompts. The sparse grouping operates on 231 residual descriptions rather than repeating the same place millions of times. Word TF-IDF provides a fast candidate grouping; a later semantic review or embedding model can refine individual synonym groups without changing the exact inventories.
+
+### Load or select prompts
+
+```python
+from datasets import load_dataset
+data = load_dataset("laion/Anim-E", split="train", streaming=True)
+print(next(iter(data))["caption"])
+```
+
+To select only the original location family:
+
+```python
+locations = load_dataset(
+    "laion/Anim-E", data_files="location_description_*.csv",
+    split="train", streaming=True,
+)
+```
+
+For diverse subjects, select base IDs uniformly from [locations-catalog.json](statistics/locations-catalog.json), then choose a supported weather suffix and one value from each modifier bank. This avoids overweighting the duplicated/weather-expanded bases. The catalog includes the original source filenames and byte offsets, allowing a representative source prompt to be read directly with a range request.
+
+## License and provenance
+
+The dataset declares **Apache-2.0**, retained from the original card. The statistics describe only the pinned text payload. They do not establish rights or licensing for separately generated images, and no such images are included in the source corpus.
+
+The additional catalog CSVs are explicitly excluded from the original `train` data patterns, following the [Hub manual-configuration format](https://huggingface.co/docs/hub/datasets-manual-configuration). The original 180 prompt CSVs are retained byte for byte.

statistics/location-first-shard-audit.json

@@ -0,0 +1,68 @@
+{
+  "file": "location_description_1.csv",
+  "rows": 37422,
+  "unique_locations": 11,
+  "locations": {
+    "a spacious, elegantly decorated master bedroom featuring plush bedding, ambient lighting, and luxurious decor details": 3402,
+    "a cheerful and vibrant children\u2019s bedroom with playful, colorful decor, whimsical motifs, and soft, inviting furnishings": 3402,
+    "a modern teenager\u2019s bedroom boasting trendy minimalist design, personalized accents, and energetic, stylish details": 3402,
+    "a bright and airy living room adorned with contemporary artwork, comfortable seating, and sophisticated modern accents": 3402,
+    "a state-of-the-art gourmet kitchen with high-end appliances, exquisite countertops, and innovative ambient lighting": 3402,
+    "an opulent dining room with refined table settings, rich textures, and a warm, inviting atmosphere for memorable meals": 3402,
+    "a cutting-edge home office featuring sleek design, ergonomic furniture, and integrated high-tech solutions for productivity": 3402,
+    "a luxurious hotel lobby exuding elegance with high ceilings, intricate architectural details, and refined decor elements": 3402,
+    "a historic museum exhibit room bursting with classic art, meticulous craftsmanship, and inspiring historical narratives": 3402,
+    "a modern co-working space with innovative design, collaborative zones, and state-of-the-art facilities that spark creativity": 3402,
+    "a small cozy caf\u00e9 with exposed brick walls, warm lighting, and the aroma of freshly brewed espresso": 3402
+  },
+  "factors": {
+    "0": {
+      "The area is impeccably organized and pristinely maintained with attention to every detail": 12474,
+      "There is a balanced mix of order and quirky disarray that adds character": 12474,
+      "The scene is wildly disordered and chaotic": 12474
+    },
+    "1": {
+      "It exudes luxurious elegance with superior craftsmanship and refined opulence": 12474,
+      "It has a modest charm with functional design and average quality finishes": 12474,
+      "It appears quite modest, plain, and unassuming": 12474
+    },
+    "2": {
+      "The lighting is dim, casting mysterious soft shadows that enhance the enigmatic mood": 12474,
+      "The lighting is natural and balanced, perfectly illuminating the scene in a pleasing manner": 12474,
+      "The area is bathed in bright, dazzling light that creates a vivid and eye-catching spectacle": 12474
+    },
+    "3": {
+      "The atmosphere radiates comforting warmth and inviting friendliness that makes you smile": 6237,
+      "A cheerful, upbeat vibe fills the space, evoking joy and light-hearted energy": 6237,
+      "The mood is balanced and neutral, offering a calm and steady ambiance": 6237,
+      "An aura of mystery and subtle gloom pervades the setting, adding a dramatic touch": 6237,
+      "The environment carries a menacing, foreboding presence that sends shivers down your spine": 6237,
+      "The ambiance is gentle and pleasantly mild, creating a soothing, relaxed feel": 6237
+    },
+    "4": {
+      "It reflects sleek modern contemporary design with clean lines and innovative materials.": 1782,
+      "The style is hip and trendy, bursting with fresh youthful energy and fashionable accents.": 1782,
+      "The setting is understated and conservative, emphasizing timeless classic elegance.": 1782,
+      "It maintains an elegantly reserved look with minimalist elements and subtle sophistication.": 1782,
+      "Opulence abounds with an extravagant display of detail.": 1782,
+      "The design exudes delicate, very feminine grace through soft hues and gentle curves.": 1782,
+      "Bold, robust, and very masculine elements are evident.": 1782,
+      "The vibe is cold and futuristic, almost otherworldly in its stark design.": 1782,
+      "The scene is epic and awe-inspiring in its grandeur.": 1782,
+      "Mystical elements imbue the area with enchanting allure and an air of ancient magic.": 1782,
+      "A gritty, shadowy atmosphere gives it an urban edge.": 1782,
+      "The setting carries a charming vintage rustic appeal with weathered textures and nostalgic details.": 1782,
+      "It boasts a free-spirited, bohemian flair filled with eclectic patterns and vibrant colors.": 1782,
+      "A minimalist aesthetic with clean, uncluttered lines prevails.": 1782,
+      "Raw, edgy urban industrial influences are clear in its functional design.": 1782,
+      "Classic elegance is tastefully showcased with refined details and timeless style.": 1782,
+      "It harkens back to a warm, old-fashioned era with charming vintage accents and traditional craftsmanship.": 1782,
+      "The design is sleek and distinctly modern, reflecting current trends.": 1782,
+      "Bold futuristic elements dominate the scene with innovative materials and avant-garde forms.": 1782,
+      "The ambiance is vibrant with contemporary urban energy and dynamic design elements.": 1782,
+      "Cutting-edge high-tech design defines the space with state-of-the-art features and sleek functionality.": 1782
+    }
+  },
+  "first": "high quality anime color drawing, SFW, aesthetic cinematic and beautiful, looking frontally at the camera.: Located at a spacious, elegantly decorated master bedroom featuring plush bedding, ambient lighting, and luxurious decor details. The area is impeccably organized and pristinely maintained with attention to every detail. It exudes luxurious elegance with superior craftsmanship and refined opulence. The lighting is dim, casting mysterious soft shadows that enhance the enigmatic mood. The atmosphere radiates comforting warmth and inviting friendliness that makes you smile. It reflects sleek modern contemporary design with clean lines and innovative materials.",
+  "last": "high quality anime color drawing, SFW, aesthetic cinematic and beautiful, looking frontally at the camera.: Located at a small cozy caf\u00e9 with exposed brick walls, warm lighting, and the aroma of freshly brewed espresso. The scene is wildly disordered and chaotic. It appears quite modest, plain, and unassuming. The area is bathed in bright, dazzling light that creates a vivid and eye-catching spectacle. The ambiance is gentle and pleasantly mild, creating a soothing, relaxed feel. Cutting-edge high-tech design defines the space with state-of-the-art features and sleek functionality."
+}

statistics/location-structure.json

@@ -0,0 +1,2317 @@
+{
+  "method": "Sparse word unigram/bigram TF-IDF on residual descriptions. Core phrases receive extra weight. Cosine similarity, greedy complete-link grouping within the same coarse world, threshold0.45. These are lexical similarity groups, not ground-truth counts of semantic place types.",
+  "runtime_seconds": 0.07575911283493042,
+  "base_descriptions": 231,
+  "features": 3671,
+  "clustering_threshold": 0.45,
+  "lexical_cluster_count": 213,
+  "sensitivity": {
+    "0.35": 204,
+    "0.45": 213,
+    "0.55": 219
+  },
+  "world_counts": {
+    "Contemporary": 90,
+    "Science fiction": 60,
+    "Fantasy and historical": 81
+  },
+  "category_counts": {
+    "Bedrooms and private cabins": 38,
+    "Homes and living spaces": 15,
+    "Food, restaurants and dining": 33,
+    "Offices, study and cultural spaces": 15,
+    "Labs and medical spaces": 11,
+    "Prisons, security and command facilities": 9,
+    "Royal, magical and religious interiors": 19,
+    "Industry, workshops and mining": 8,
+    "Games, fitness and recreation": 6,
+    "Bathrooms": 5,
+    "Nature, gardens and landscapes": 25,
+    "Cities, streets, plazas and markets": 14,
+    "Space habitats, transport and vessels": 17,
+    "Battlefields and arenas": 7,
+    "Ruins, castles, caves and dungeons": 9
+  },
+  "clusters": [
+    {
+      "id": "tfidf-001",
+      "label": "a spacious, elegantly decorated master bedroom",
+      "members": [
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+      "world": "Contemporary"
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+    {
+      "id": "tfidf-002",
+      "label": "a cheerful and vibrant children’s bedroom",
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+      "world": "Contemporary"
+    },
+    {
+      "id": "tfidf-003",
+      "label": "a modern teenager’s bedroom",
+      "members": [
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+      ],
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+      "world": "Contemporary"
+    },
+    {
+      "id": "tfidf-004",
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+    {
+      "id": "tfidf-006",
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+    {
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+    {
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+      "id": "tfidf-015",
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+    },
+    {
+      "id": "tfidf-016",
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+    {
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+      "id": "tfidf-018",
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+      "id": "tfidf-019",
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+      ],
+      "minimum_pair_similarity": 1.0,
+      "world": "Contemporary"
+    },
+    {
+      "id": "tfidf-020",
+      "label": "a grand university lecture hall",
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+    {
+      "id": "tfidf-021",
+      "label": "a bustling hospital emergency room",
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+      "world": "Contemporary"
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+    {
+      "id": "tfidf-022",
+      "label": "a well-lit police interrogation room",
+      "members": [
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+      "world": "Contemporary"
+    },
+    {
+      "id": "tfidf-023",
+      "label": "a high-security prison cell",
+      "members": [
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+      "minimum_pair_similarity": 1.0,
+      "world": "Contemporary"
+    },
+    {
+      "id": "tfidf-024",
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+      "world": "Contemporary"
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+    {
+      "id": "tfidf-026",
+      "label": "a military barracks dormitory",
+      "members": [
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+    {
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+    {
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+    {
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+      "label": "a cluttered basement workshop",
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+      "id": "tfidf-032",
+      "label": "a sunlit breakfast nook",
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+    {
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+      "minimum_pair_similarity": 1.0,
+      "world": "Contemporary"
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+    {
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+      "id": "tfidf-040",
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+    {
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+    {
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+      "label": "a shared sibling bedroom",
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+    {
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+      "label": "a penthouse master suite",
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+    {
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+      "label": "a compact guest bathroom",
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+      "world": "Contemporary"
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+    {
+      "id": "tfidf-049",
+      "label": "a vintage-style bathroom",
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+    },
+    {
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+      "minimum_pair_similarity": 1.0,
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+    {
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+      "id": "tfidf-056",
+      "label": "a minimalist open-plan living room",
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+      "world": "Contemporary"
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+    {
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+      "label": "a cozy family room",
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+      "minimum_pair_similarity": 1.0,
+      "world": "Contemporary"
+    },
+    {
+      "id": "tfidf-058",
+      "label": "a sunroom",
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+      "minimum_pair_similarity": 1.0000001192092896,
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+    },
+    {
+      "id": "tfidf-059",
+      "label": "a high-rise apartment balcony",
+      "members": [
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+      "world": "Contemporary"
+    },
+    {
+      "id": "tfidf-060",
+      "label": "a music room",
+      "members": [
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+      "minimum_pair_similarity": 1.000000238418579,
+      "world": "Contemporary"
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+    {
+      "id": "tfidf-061",
+      "label": "a home library",
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+      "world": "Contemporary"
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+    {
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+      "label": "a creative studio",
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+    },
+    {
+      "id": "tfidf-063",
+      "label": "a student study room",
+      "members": [
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+      ],
+      "minimum_pair_similarity": 1.0,
+      "world": "Contemporary"
+    },
+    {
+      "id": "tfidf-064",
+      "label": "a quiet writing den",
+      "members": [
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+      "minimum_pair_similarity": 0.9999998211860657,
+      "world": "Contemporary"
+    },
+    {
+      "id": "tfidf-065",
+      "label": "a cluttered but charming basement",
+      "members": [
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+      ],
+      "minimum_pair_similarity": 1.0,
+      "world": "Contemporary"
+    },
+    {
+      "id": "tfidf-066",
+      "label": "a sleek underground wine cellar",
+      "members": [
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+      ],
+      "minimum_pair_similarity": 0.9999998211860657,
+      "world": "Contemporary"
+    },
+    {
+      "id": "tfidf-067",
+      "label": "a peaceful meditation room",
+      "members": [
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+      "minimum_pair_similarity": 1.000000238418579,
+      "world": "Contemporary"
+    },
+    {
+      "id": "tfidf-068",
+      "label": "a spacious garage converted into a workshop",
+      "members": [
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+      "world": "Contemporary"
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+      "left_phrase": "a zero-gravity space station hub",
+      "right_phrase": "a floating space station",
+      "cosine": 0.4303097128868103
+    },
+    {
+      "left": "base-151",
+      "right": "base-166",
+      "left_phrase": "an ancient castle throne room",
+      "right_phrase": "a fairy queen’s throne room",
+      "cosine": 0.42821910977363586
+    },
+    {
+      "left": "base-210",
+      "right": "base-221",
+      "left_phrase": "a cursed battlefield",
+      "right_phrase": "an ancient battlefield",
+      "cosine": 0.4242435395717621
+    },
+    {
+      "left": "base-031",
+      "right": "base-180",
+      "left_phrase": "a spacious attic",
+      "right_phrase": "a warm, candle-lit attic suite",
+      "cosine": 0.4227031469345093
+    },
+    {
+      "left": "base-094",
+      "right": "base-106",
+      "left_phrase": "a cutting-edge cybernetic modification lab",
+      "right_phrase": "a cybernetic research lab",
+      "cosine": 0.4094604253768921
+    },
+    {
+      "left": "base-167",
+      "right": "base-229",
+      "left_phrase": "a druid’s sacred grove",
+      "right_phrase": "a sacred elven grove",
+      "cosine": 0.4087766110897064
+    },
+    {
+      "left": "base-154",
+      "right": "base-163",
+      "left_phrase": "a dark necromancer’s lair",
+      "right_phrase": "a dark sorcerer’s lair",
+      "cosine": 0.4068619906902313
+    },
+    {
+      "left": "base-059",
+      "right": "base-060",
+      "left_phrase": "a warm family kitchen",
+      "right_phrase": "a spacious kitchen",
+      "cosine": 0.40406909584999084
+    },
+    {
+      "left": "base-132",
+      "right": "base-146",
+      "left_phrase": "a floating space colony exterior",
+      "right_phrase": "a floating space station",
+      "cosine": 0.4005638360977173
+    },
+    {
+      "left": "base-056",
+      "right": "base-059",
+      "left_phrase": "a sleek modern kitchen",
+      "right_phrase": "a warm family kitchen",
+      "cosine": 0.3929958641529083
+    },
+    {
+      "left": "base-145",
+      "right": "base-221",
+      "left_phrase": "a cybernetic battlefield",
+      "right_phrase": "an ancient battlefield",
+      "cosine": 0.38661691546440125
+    },
+    {
+      "left": "base-005",
+      "right": "base-060",
+      "left_phrase": "a state-of-the-art gourmet kitchen",
+      "right_phrase": "a spacious kitchen",
+      "cosine": 0.3853490650653839
+    },
+    {
+      "left": "base-032",
+      "right": "base-072",
+      "left_phrase": "a cluttered basement workshop",
+      "right_phrase": "a cluttered but charming basement",
+      "cosine": 0.3777638375759125
+    },
+    {
+      "left": "base-209",
+      "right": "base-227",
+      "left_phrase": "a floating island",
+      "right_phrase": "a mystical floating island covered in luminescent blue moss, waterfalls cascading into the clouds below",
+      "cosine": 0.37394624948501587
+    },
+    {
+      "left": "base-059",
+      "right": "base-062",
+      "left_phrase": "a warm family kitchen",
+      "right_phrase": "a cozy family room",
+      "cosine": 0.36748695373535156
+    },
+    {
+      "left": "base-220",
+      "right": "base-221",
+      "left_phrase": "a mystical battlefield",
+      "right_phrase": "an ancient battlefield",
+      "cosine": 0.3661344647407532
+    },
+    {
+      "left": "base-093",
+      "right": "base-146",
+      "left_phrase": "a sprawling orbital space station corridor",
+      "right_phrase": "a floating space station",
+      "cosine": 0.36158010363578796
+    },
+    {
+      "left": "base-043",
+      "right": "base-044",
+      "left_phrase": "a teenage boy’s bedroom",
+      "right_phrase": "a teenage girl’s bedroom",
+      "cosine": 0.35653284192085266
+    },
+    {
+      "left": "base-004",
+      "right": "base-061",
+      "left_phrase": "a bright and airy living room",
+      "right_phrase": "a minimalist open-plan living room",
+      "cosine": 0.35276052355766296
+    }
+  ]
+}

statistics/locations-catalog.csv

@@ -0,0 +1,232 @@
+id,description,core_phrase,world,category,prompt_count,exact_unique_prompt_count,source_variant_count,lexical_cluster_id
+base-001,"a spacious, elegantly decorated master bedroom featuring plush bedding, ambient lighting, and luxurious decor details","a spacious, elegantly decorated master bedroom",Contemporary,Bedrooms and private cabins,6804,3402,2,tfidf-001
+base-002,"a cheerful and vibrant children’s bedroom with playful, colorful decor, whimsical motifs, and soft, inviting furnishings",a cheerful and vibrant children’s bedroom,Contemporary,Bedrooms and private cabins,6804,3402,2,tfidf-002
+base-003,"a modern teenager’s bedroom boasting trendy minimalist design, personalized accents, and energetic, stylish details",a modern teenager’s bedroom,Contemporary,Bedrooms and private cabins,6804,3402,2,tfidf-003
+base-004,"a bright and airy living room adorned with contemporary artwork, comfortable seating, and sophisticated modern accents",a bright and airy living room,Contemporary,Homes and living spaces,6804,3402,2,tfidf-004
+base-005,"a state-of-the-art gourmet kitchen with high-end appliances, exquisite countertops, and innovative ambient lighting",a state-of-the-art gourmet kitchen,Contemporary,"Food, restaurants and dining",6804,3402,2,tfidf-005
+base-006,"an opulent dining room with refined table settings, rich textures, and a warm, inviting atmosphere for memorable meals",an opulent dining room,Contemporary,"Food, restaurants and dining",6804,3402,2,tfidf-006
+base-007,"a cutting-edge home office featuring sleek design, ergonomic furniture, and integrated high-tech solutions for productivity",a cutting-edge home office,Contemporary,"Offices, study and cultural spaces",6804,3402,2,tfidf-007
+base-008,"a luxurious hotel lobby exuding elegance with high ceilings, intricate architectural details, and refined decor elements",a luxurious hotel lobby,Contemporary,Homes and living spaces,6804,3402,2,tfidf-008
+base-009,"a historic museum exhibit room bursting with classic art, meticulous craftsmanship, and inspiring historical narratives",a historic museum exhibit room,Contemporary,"Offices, study and cultural spaces",6804,3402,2,tfidf-009
+base-010,"a modern co-working space with innovative design, collaborative zones, and state-of-the-art facilities that spark creativity",a modern co-working space,Contemporary,"Offices, study and cultural spaces",6804,3402,2,tfidf-010
+base-011,"a small cozy café with exposed brick walls, warm lighting, and the aroma of freshly brewed espresso",a small cozy café,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-011
+base-012,"a bustling sushi bar with skilled chefs slicing fish, rotating conveyor belts, and customers enjoying sashimi",a bustling sushi bar,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-012
+base-013,"a five-star restaurant with candlelit tables, live violin music, and a waiter in a tuxedo serving gourmet dishes",a five-star restaurant,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-013
+base-014,"a lively pizzeria with a wood-fired oven, chefs tossing dough in the air, and the scent of melted cheese",a lively pizzeria,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-014
+base-015,"a traditional diner with red leather booths, a jukebox in the corner, and the sound of waitresses taking orders",a traditional diner,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-015
+base-016,"a dimly lit jazz lounge with round tables, a smoky atmosphere, and a pianist playing smooth melodies",a dimly lit jazz lounge,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-016
+base-017,"a modern rooftop bar with glass walls, neon lights, and a city skyline stretching in the background",a modern rooftop bar,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-017
+base-018,"a themed medieval tavern with wooden beams, flickering candle chandeliers, and a bartender serving ale",a themed medieval tavern,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-018
+base-019,"a futuristic cyber café with holographic menus, neon signage, and robotic waiters delivering drinks",a futuristic cyber café,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-011
+base-020,"a bustling food court with diverse cuisines, customers chatting, and trays of steaming meals being carried around",a bustling food court,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-019
+base-021,"a grand university lecture hall filled with wooden desks, large blackboards, and eager students taking notes",a grand university lecture hall,Contemporary,"Offices, study and cultural spaces",3402,3402,1,tfidf-020
+base-022,"a bustling hospital emergency room with nurses rushing around, beeping monitors, and a line of patients waiting",a bustling hospital emergency room,Contemporary,Labs and medical spaces,3402,3402,1,tfidf-021
+base-023,"a well-lit police interrogation room with a single chair, a metal table, and a large one-way mirror",a well-lit police interrogation room,Contemporary,"Prisons, security and command facilities",3402,3402,1,tfidf-022
+base-024,"a high-security prison cell with cold metal bars, a hard bed, and a small barred window",a high-security prison cell,Contemporary,"Prisons, security and command facilities",3402,3402,1,tfidf-023
+base-025,"a busy courthouse with a judge presiding over a case, lawyers presenting evidence, and a jury watching attentively",a busy courthouse,Contemporary,"Prisons, security and command facilities",3402,3402,1,tfidf-024
+base-026,"a large public library with long wooden tables, shelves filled with old books, and the faint smell of parchment",a large public library,Contemporary,"Offices, study and cultural spaces",3402,3402,1,tfidf-025
+base-027,"a military barracks dormitory with neatly arranged bunk beds, footlockers, and a group of soldiers in uniform",a military barracks dormitory,Contemporary,Bedrooms and private cabins,3402,3402,1,tfidf-026
+base-028,"a silent monastery with monks in robes walking down stone corridors, candle-lit halls, and sacred texts",a silent monastery,Contemporary,"Royal, magical and religious interiors",3402,3402,1,tfidf-027
+base-029,"a forensic laboratory with microscopes, DNA samples, and crime scene photos pinned on a board",a forensic laboratory,Contemporary,Labs and medical spaces,3402,3402,1,tfidf-028
+base-030,"a fire station garage with red fire trucks lined up, firefighters in gear, and an alarm bell waiting to ring",a fire station garage,Contemporary,"Industry, workshops and mining",3402,3402,1,tfidf-029
+base-031,a spacious attic transformed into a cozy reading nook with soft bean bags and fairy lights,a spacious attic,Contemporary,Homes and living spaces,3402,3402,1,tfidf-030
+base-032,"a cluttered basement workshop with scattered tools, half-finished wood projects, and shelves of supplies",a cluttered basement workshop,Contemporary,Homes and living spaces,3402,3402,1,tfidf-031
+base-033,"a sunlit breakfast nook with a round wooden table, fresh flowers in a vase, and the smell of morning coffee",a sunlit breakfast nook,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-032
+base-034,"a warm nursery room with pastel-colored walls, a rocking chair, and a crib with plush toys",a warm nursery room,Contemporary,Bedrooms and private cabins,3402,3402,1,tfidf-033
+base-035,"a private home gym with a mirrored wall, dumbbells neatly arranged, and a treadmill facing a large TV",a private home gym,Contemporary,"Games, fitness and recreation",3402,3402,1,tfidf-034
+base-036,"a sleek home theater with reclining leather seats, a massive projector screen, and surround sound speakers",a sleek home theater,Contemporary,"Games, fitness and recreation",3402,3402,1,tfidf-035
+base-037,"a rustic pantry stocked with glass jars of homemade jams, bags of flour, and fresh vegetables",a rustic pantry stocked,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-036
+base-038,a luxurious walk-in closet with endless rows of hanging designer clothes and a full-length mirror,a luxurious walk-in closet,Contemporary,Homes and living spaces,3402,3402,1,tfidf-037
+base-039,"a high-tech home office with dual monitors, a mechanical keyboard, and a smart assistant voice control system",a high-tech home office,Contemporary,"Offices, study and cultural spaces",3402,3402,1,tfidf-007
+base-040,"a traditional dining room with a long oak table, crystal chandeliers, and antique silverware",a traditional dining room,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-006
+base-041,"a cozy master bedroom with a four-poster bed, soft ambient lighting, and a reading nook by the window",a cozy master bedroom,Contemporary,Bedrooms and private cabins,3402,3402,1,tfidf-001
+base-042,"a small but stylish urban bedroom with minimalist decor, floating shelves, and warm accent lighting",a small but stylish urban bedroom,Contemporary,Bedrooms and private cabins,3402,3402,1,tfidf-038
+base-043,"a teenage boy’s bedroom with neon gaming lights, a high-end gaming setup, and walls covered in posters",a teenage boy’s bedroom,Contemporary,Bedrooms and private cabins,3402,3402,1,tfidf-039
+base-044,"a teenage girl’s bedroom with a pastel color scheme, a vanity mirror with LED lights, and cozy plush rugs",a teenage girl’s bedroom,Contemporary,Bedrooms and private cabins,3402,3402,1,tfidf-040
+base-045,"a children’s room with a castle-themed bunk bed, glow-in-the-dark ceiling stars, and a toy chest overflowing with stuffed animals",a children’s room,Contemporary,Bedrooms and private cabins,3402,3402,1,tfidf-041
+base-046,"an elderly couple’s bedroom with antique wooden furniture, floral-patterned wallpaper, and a rocking chair near the window",an elderly couple’s bedroom,Contemporary,Bedrooms and private cabins,3402,3402,1,tfidf-042
+base-047,"a guest bedroom with soft neutral tones, fresh linens, and a welcoming basket of toiletries on the nightstand",a guest bedroom,Contemporary,Bedrooms and private cabins,3402,3402,1,tfidf-043
+base-048,"a shared sibling bedroom with twin beds, colorful wallpaper, and a ceiling fan spinning lazily",a shared sibling bedroom,Contemporary,Bedrooms and private cabins,3402,3402,1,tfidf-044
+base-049,"a toddler’s bedroom with padded flooring, a low bookshelf filled with picture books, and a play corner with a tiny tea set",a toddler’s bedroom,Contemporary,Bedrooms and private cabins,3402,3402,1,tfidf-045
+base-050,"a penthouse master suite with floor-to-ceiling windows, a private balcony, and a king-sized bed draped in luxury linens",a penthouse master suite,Contemporary,Bedrooms and private cabins,3402,3402,1,tfidf-046
+base-051,"a modern spa-like bathroom with a rainfall shower, a freestanding tub, and soft white towels neatly folded",a modern spa-like bathroom,Contemporary,Bathrooms,3402,3402,1,tfidf-047
+base-052,"a compact guest bathroom with bright subway tiles, a stylish vanity mirror, and a potted plant for a fresh touch",a compact guest bathroom,Contemporary,Bathrooms,3402,3402,1,tfidf-048
+base-053,"a vintage-style bathroom with a clawfoot bathtub, antique brass fixtures, and patterned floor tiles",a vintage-style bathroom,Contemporary,Bathrooms,3402,3402,1,tfidf-049
+base-054,"a high-tech smart bathroom with a heated toilet seat, ambient LED lighting, and a digital shower system",a high-tech smart bathroom,Contemporary,Bathrooms,3402,3402,1,tfidf-050
+base-055,"a children’s bathroom with vibrant colors, cartoon-themed shower curtains, and non-slip mats in fun shapes",a children’s bathroom,Contemporary,Bathrooms,3402,3402,1,tfidf-051
+base-056,"a sleek modern kitchen with white marble countertops, stainless steel appliances, and an island with bar seating",a sleek modern kitchen,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-052
+base-057,"a cozy country-style kitchen with rustic wooden cabinets, a farmhouse sink, and fresh herbs growing in window pots",a cozy country-style kitchen,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-053
+base-058,"a minimalist monochrome kitchen with black cabinets, a waterfall island, and hidden smart storage solutions",a minimalist monochrome kitchen,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-054
+base-059,"a warm family kitchen with colorful ceramic tiles, an old-fashioned gas stove, and an apron hanging by the oven",a warm family kitchen,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-055
+base-060,"a spacious kitchen with a walk-in pantry, an industrial oven, and a double-door fridge stocked with fresh produce",a spacious kitchen,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-052
+base-061,"a minimalist open-plan living room with a neutral color palette, a large sectional sofa, and floor-to-ceiling windows",a minimalist open-plan living room,Contemporary,Homes and living spaces,3402,3402,1,tfidf-056
+base-062,"a cozy family room with a crackling fireplace, mismatched cushions, and a large bookshelf filled with novels",a cozy family room,Contemporary,Homes and living spaces,3402,3402,1,tfidf-057
+base-063,"a sunroom filled with potted plants, rattan chairs, and a small wooden table set for afternoon tea",a sunroom,Contemporary,Homes and living spaces,3402,3402,1,tfidf-058
+base-064,"a high-rise apartment balcony with a hanging egg chair, twinkling fairy lights, and a view of the city skyline",a high-rise apartment balcony,Contemporary,Homes and living spaces,3402,3402,1,tfidf-059
+base-065,"a music room with a glossy grand piano, elegant acoustic panels, and walls lined with violins and guitars",a music room,Contemporary,"Offices, study and cultural spaces",3402,3402,1,tfidf-060
+base-066,"a home library with floor-to-ceiling bookshelves, a leather armchair, and an antique globe in the corner",a home library,Contemporary,"Offices, study and cultural spaces",3402,3402,1,tfidf-061
+base-067,"a modern home office with a standing desk, dual monitors, and an ergonomic chair facing a scenic garden view",a modern home office,Contemporary,"Offices, study and cultural spaces",3402,3402,1,tfidf-007
+base-068,"a creative studio with splashes of paint on the floor, unfinished canvases, and a well-used drafting table",a creative studio,Contemporary,"Offices, study and cultural spaces",3402,3402,1,tfidf-062
+base-069,"a student study room with a whiteboard wall, a height-adjustable desk, and a small coffee machine on the shelf",a student study room,Contemporary,"Offices, study and cultural spaces",3402,3402,1,tfidf-063
+base-070,"a quiet writing den with a vintage typewriter, stacks of handwritten notes, and a softly humming desk lamp",a quiet writing den,Contemporary,"Offices, study and cultural spaces",3402,3402,1,tfidf-064
+base-071,"a luxurious home theater with velvet reclining seats, surround sound, and a popcorn machine on the side",a luxurious home theater,Contemporary,"Games, fitness and recreation",3402,3402,1,tfidf-035
+base-072,"a cluttered but charming basement filled with old books, vintage suitcases, and forgotten childhood toys",a cluttered but charming basement,Contemporary,Homes and living spaces,3402,3402,1,tfidf-065
+base-073,"a sleek underground wine cellar with wooden barrels, dim lighting, and a tasting table for guests",a sleek underground wine cellar,Contemporary,"Food, restaurants and dining",3402,3402,1,tfidf-066
+base-074,"a peaceful meditation room with soft floor cushions, a small indoor fountain, and the scent of burning incense",a peaceful meditation room,Contemporary,"Royal, magical and religious interiors",3402,3402,1,tfidf-067
+base-075,"a spacious garage converted into a workshop with neatly organized tools, a workbench, and half-finished projects",a spacious garage converted into a workshop,Contemporary,"Industry, workshops and mining",3402,3402,1,tfidf-068
+base-076,"a grand entrance hall with a spiraling staircase, a large ornate mirror, and a welcoming chandelier",a grand entrance hall,Contemporary,Homes and living spaces,3402,3402,1,tfidf-069
+base-077,"a rustic farmhouse mudroom with hooks for coats, a sturdy wooden bench, and baskets filled with shoes",a rustic farmhouse mudroom,Contemporary,Homes and living spaces,3402,3402,1,tfidf-070
+base-078,"a sleek urban apartment entryway with a floating shoe rack, a digital keyless entry pad, and ambient lighting",a sleek urban apartment entryway,Contemporary,Homes and living spaces,3402,3402,1,tfidf-071
+base-079,a small but elegant hallway lined with framed family portraits and soft recessed lighting,a small but elegant hallway,Contemporary,Homes and living spaces,3402,3402,1,tfidf-072
+base-080,"a modern loft-style staircase with exposed brick walls, floating wooden steps, and an industrial metal railing",a modern loft-style staircase,Contemporary,Homes and living spaces,3402,3402,1,tfidf-073
+base-081,"a vast public park characterized by lush, verdant greenery, meandering trails, and vibrant communal spaces under an expansive sky",a vast public park,Contemporary,"Nature, gardens and landscapes",10206,10206,3,tfidf-074
+base-082,"an enchanting botanical garden brimming with colorful blossoms, winding walkways, and tranquil water features that soothe the soul",an enchanting botanical garden,Contemporary,"Nature, gardens and landscapes",10206,10206,3,tfidf-075
+base-083,"a bustling urban street lined with dynamic storefronts, captivating public art, and the energetic pulse of city life",a bustling urban street,Contemporary,"Cities, streets, plazas and markets",10206,10206,3,tfidf-076
+base-084,"a serene waterfront promenade where gentle waves kiss the shore, set against a backdrop of a brilliant sunset",a serene waterfront promenade,Contemporary,"Cities, streets, plazas and markets",10206,10206,3,tfidf-077
+base-085,"a picturesque rural farmland featuring expansive fields, rustic barns, and rolling hills that stretch under a clear blue sky",a picturesque rural farmland,Contemporary,"Nature, gardens and landscapes",10206,10206,3,tfidf-078
+base-086,"a historic town square rich in architectural heritage, cobblestone paths, and a lively cultural atmosphere steeped in tradition",a historic town square,Contemporary,"Cities, streets, plazas and markets",10206,10206,3,tfidf-079
+base-087,"a modern urban plaza adorned with innovative sculptures, contemporary landscaping, and a vibrant community spirit",a modern urban plaza,Contemporary,"Cities, streets, plazas and markets",10206,10206,3,tfidf-080
+base-088,"a charming suburban park with meticulously manicured lawns, playful fountains, and inviting picnic areas for families",a charming suburban park,Contemporary,"Nature, gardens and landscapes",10206,10206,3,tfidf-081
+base-089,"a lively farmers’ market teeming with fresh produce, artisanal crafts, and the colorful energy of local vendors",a lively farmers’ market,Contemporary,"Cities, streets, plazas and markets",10206,10206,3,tfidf-082
+base-090,"an expansive city skyline viewpoint offering panoramic urban vistas, twinkling nighttime lights, and architectural marvels",an expansive city skyline viewpoint,Contemporary,"Cities, streets, plazas and markets",10206,10206,3,tfidf-083
+base-091,"a futuristic spaceship cockpit brimming with advanced digital interfaces, holographic displays, and sleek aerodynamic design",a futuristic spaceship cockpit,Science fiction,"Prisons, security and command facilities",3402,3402,1,tfidf-084
+base-092,"an expansive cryogenic storage bay featuring state-of-the-art preservation technology, clinical lighting, and ultra-modern apparatus",an expansive cryogenic storage bay,Science fiction,Labs and medical spaces,3402,3402,1,tfidf-085
+base-093,"a sprawling orbital space station corridor lined with high-tech panels, ambient neon glows, and innovative architectural curves",a sprawling orbital space station corridor,Science fiction,"Space habitats, transport and vessels",3402,3402,1,tfidf-086
+base-094,"a cutting-edge cybernetic modification lab equipped with sophisticated instruments, glowing accents, and futuristic scientific tools",a cutting-edge cybernetic modification lab,Science fiction,Labs and medical spaces,3402,3402,1,tfidf-087
+base-095,"a deep-space research vessel interior illuminated by dynamic pulsating lights, digital control systems, and avant-garde design elements",a deep-space research vessel interior,Science fiction,Labs and medical spaces,3402,3402,1,tfidf-088
+base-096,"an alien planet observation chamber with surreal extraterrestrial interfaces, vibrant motifs, and high-tech sensory arrays",an alien planet observation chamber,Science fiction,"Royal, magical and religious interiors",3402,3402,1,tfidf-089
+base-097,"a high-tech AI research lab filled with intelligent machines, streaming data visuals, and minimalist modern decor",a high-tech AI research lab,Science fiction,Labs and medical spaces,3402,3402,1,tfidf-090
+base-098,"a virtual reality arcade boasting immersive holographic environments, vibrant digital projections, and interactive futuristic elements",a virtual reality arcade,Science fiction,"Games, fitness and recreation",3402,3402,1,tfidf-091
+base-099,"a holographic concert hall with breathtaking visual displays, rhythmic neon pulses, and an immersive sonic atmosphere",a holographic concert hall,Science fiction,"Offices, study and cultural spaces",3402,3402,1,tfidf-092
+base-100,"an intergalactic embassy interior showcasing futuristic elegance, luminous panels, and a refined diplomatic aesthetic",an intergalactic embassy interior,Science fiction,"Offices, study and cultural spaces",3402,3402,1,tfidf-093
+base-101,"a sleek starship command bridge with blinking consoles, crew members in uniform, and a captain staring at the galaxy ahead",a sleek starship command bridge,Science fiction,"Prisons, security and command facilities",3402,3402,1,tfidf-094
+base-102,"a cryogenic sleep chamber lined with frost-covered pods, dim blue lighting, and fog swirling around the floor",a cryogenic sleep chamber,Science fiction,Labs and medical spaces,3402,3402,1,tfidf-095
+base-103,a robotic assembly factory with towering mechanical arms constructing advanced androids on conveyor belts,a robotic assembly factory,Science fiction,"Industry, workshops and mining",3402,3402,1,tfidf-096
+base-104,"a secret underground bunker filled with high-tech screens, flashing alarms, and a holographic war map",a secret underground bunker,Science fiction,Bedrooms and private cabins,3402,3402,1,tfidf-097
+base-105,"a deep space observatory with massive telescopes peering into the void, and scientists analyzing data on floating screens",a deep space observatory,Science fiction,"Space habitats, transport and vessels",3402,3402,1,tfidf-098
+base-106,"a cybernetic research lab with augmented humans plugged into AI interfaces, neon-lit tubes pulsating with energy",a cybernetic research lab,Science fiction,Labs and medical spaces,3402,3402,1,tfidf-090
+base-107,a futuristic VR gaming arena where players in full-body suits fight in a holographic battlefield,a futuristic VR gaming arena,Science fiction,"Games, fitness and recreation",3402,3402,1,tfidf-099
+base-108,"a zero-gravity space station hub with astronauts floating, airlocks leading to docking bays, and digital maps displayed on walls",a zero-gravity space station hub,Science fiction,"Space habitats, transport and vessels",3402,3402,1,tfidf-100
+base-109,"a dystopian mega-corporation headquarters with a glass skyscraper, black-suited executives, and robotic guards patrolling",a dystopian mega-corporation headquarters,Science fiction,Bedrooms and private cabins,3402,3402,1,tfidf-101
+base-110,"a sleek underground cyberpunk hideout with neon graffiti, hackers typing on keyboards, and drones flying overhead",a sleek underground cyberpunk hideout,Science fiction,"Prisons, security and command facilities",3402,3402,1,tfidf-102
+base-111,"a sleek captain’s quarters with an expansive viewport overlooking deep space, a minimalist workstation, and a holographic library",a sleek captain’s quarters,Science fiction,Bedrooms and private cabins,3402,3402,1,tfidf-103
+base-112,"a compact officer’s cabin with a smartly designed sleeping pod, an interactive wall console, and a personal effects display",a compact officer’s cabin,Science fiction,Bedrooms and private cabins,3402,3402,1,tfidf-104
+base-113,"a luxury diplomat’s suite with soft ambient lighting, elegant furnishings, and a private meditation alcove with an artificial waterfall",a luxury diplomat’s suite,Science fiction,Bedrooms and private cabins,3402,3402,1,tfidf-105
+base-114,"a shared ensign’s dormitory with two fold-out beds, personal storage lockers, and a compact communal workstation",a shared ensign’s dormitory,Science fiction,Bedrooms and private cabins,3402,3402,1,tfidf-106
+base-115,"a high-tech medical officer’s cabin with built-in biometric scanners, a retractable examination table, and neatly arranged medical tools",a high-tech medical officer’s cabin,Science fiction,Bedrooms and private cabins,3402,3402,1,tfidf-104
+base-116,"a tactical officer’s quarters with reinforced walls, a weapons storage locker, and a high-resolution mission planning console",a tactical officer’s quarters,Science fiction,Bedrooms and private cabins,3402,3402,1,tfidf-107
+base-117,"a scientist’s research quarters featuring floating display screens, an adjustable gravity bed, and sample containment chambers",a scientist’s research quarters,Science fiction,Bedrooms and private cabins,3402,3402,1,tfidf-108
+base-118,a holodeck-connected cabin where the occupant can transform the walls into immersive virtual landscapes for relaxation,a holodeck-connected cabin,Science fiction,Bedrooms and private cabins,3402,3402,1,tfidf-109
+base-119,"a minimalist deep-space explorer’s room with adaptive lighting, multi-functional furniture, and a sleep chamber with biofeedback monitors",a minimalist deep-space explorer’s room,Science fiction,Bedrooms and private cabins,3402,3402,1,tfidf-110
+base-120,"a communal crew lounge with modular sleeping pods, holographic entertainment stations, and an automated drink dispenser",a communal crew lounge,Science fiction,"Food, restaurants and dining",3402,3402,1,tfidf-111
+base-121,"a massive engine control room with glowing plasma conduits, humming fusion reactors, and a team of engineers monitoring core stability",a massive engine control room,Science fiction,"Industry, workshops and mining",3402,3402,1,tfidf-112
+base-122,"a high-tech medical bay with auto-adjusting bio-beds, floating diagnostic drones, and sterilization fields humming softly",a high-tech medical bay,Science fiction,Labs and medical spaces,3402,3402,1,tfidf-113
+base-123,"a futuristic mess hall with automated food dispensers, a central holographic menu display, and a panoramic view of distant galaxies",a futuristic mess hall,Science fiction,"Food, restaurants and dining",3402,3402,1,tfidf-114
+base-124,"a state-of-the-art holodeck chamber with shimmering energy grids, capable of creating fully immersive virtual environments",a state-of-the-art holodeck chamber,Science fiction,"Games, fitness and recreation",3402,3402,1,tfidf-115
+base-125,"a secure armory with neatly arranged energy rifles, classified prototype weapons, and a force-field protected storage vault",a secure armory,Science fiction,"Prisons, security and command facilities",3402,3402,1,tfidf-116
+base-126,"a dimly lit cybernetics lab where AI interfaces merge with organic components, monitored by robotic surgical arms",a dimly lit cybernetics lab,Science fiction,Labs and medical spaces,3402,3402,1,tfidf-117
+base-127,"a vast shuttle bay with automated docking controls, maintenance drones buzzing around small spacecraft, and emergency launch pods",a vast shuttle bay,Science fiction,"Space habitats, transport and vessels",3402,3402,1,tfidf-118
+base-128,"a war room featuring an interactive holographic battlefield projection, strategic analysis stations, and encrypted communication consoles",a war room,Science fiction,"Prisons, security and command facilities",3402,3402,1,tfidf-119
+base-129,"a hydroponics bay with glowing artificial sunlight, genetically modified plants floating in nutrient-rich zero-G chambers",a hydroponics bay,Science fiction,"Nature, gardens and landscapes",3402,3402,1,tfidf-120
+base-130,"a deep-space observatory deck with a transparent reinforced dome, displaying breathtaking views of distant nebulae and black holes",a deep-space observatory deck,Science fiction,"Space habitats, transport and vessels",3402,3402,1,tfidf-098
+base-131,"a vast alien planet surface marked by surreal rock formations, exotic flora, and an eerie, otherworldly glow",a vast alien planet surface,Science fiction,"Nature, gardens and landscapes",10206,10206,3,tfidf-121
+base-132,"a floating space colony exterior with transparent domes, futuristic structural designs, and expansive cosmic vistas",a floating space colony exterior,Science fiction,"Space habitats, transport and vessels",10206,10206,3,tfidf-122
+base-133,"a cyberpunk city skyline awash in neon brilliance, towering skyscrapers, and pulsating digital billboards","a cyberpunk city skyline awash in neon brilliance, towering skyscrapers, and pulsating digital billboards",Science fiction,"Cities, streets, plazas and markets",10206,10206,3,tfidf-123
+base-134,"a neon-lit alleyway in a dystopian metropolis replete with flickering signs, rain-soaked pavement, and unmistakable urban grit",a neon-lit alleyway in a dystopian metropolis replete,Science fiction,"Cities, streets, plazas and markets",10206,10206,3,tfidf-124
+base-135,"an asteroid mining station exterior featuring rugged metallic structures, industrial lighting, and raw, unrefined surfaces",an asteroid mining station exterior,Science fiction,"Industry, workshops and mining",10206,10206,3,tfidf-125
+base-136,a deep-space research vessel exterior set against a star-studded cosmos with dynamic cosmic radiation hues,a deep-space research vessel exterior,Science fiction,Labs and medical spaces,10206,10206,3,tfidf-126
+base-137,"a lunar base exterior featuring modern modular architecture, stark crater landscapes, and glistening regolith textures",a lunar base exterior,Science fiction,"Space habitats, transport and vessels",10206,10206,3,tfidf-127
+base-138,"a Martian desert outpost with rusty red terrain, futuristic habitat modules, and a surreal barren landscape",a Martian desert outpost,Science fiction,"Space habitats, transport and vessels",10206,10206,3,tfidf-128
+base-139,"an abandoned space colony exterior with weathered structures, eerie silence, and remnants of lost advanced technology",an abandoned space colony exterior,Science fiction,"Space habitats, transport and vessels",10206,10206,3,tfidf-122
+base-140,"an orbital habitat exterior boasting sleek curved panels, reflective surfaces, and panoramic views of Earth from space",an orbital habitat exterior,Science fiction,"Space habitats, transport and vessels",10206,10206,3,tfidf-129
+base-141,"a barren alien desert with two suns setting over endless dunes, strange creatures scurrying in the sand",a barren alien desert,Science fiction,"Nature, gardens and landscapes",10206,10206,3,tfidf-130
+base-142,"a futuristic mega-city with towering skyscrapers, flying cars zooming between neon holograms",a futuristic mega-city,Science fiction,"Cities, streets, plazas and markets",10206,10206,3,tfidf-131
+base-143,"a massive space elevator stretching from Earth to orbit, cargo being transported along its glowing track",a massive space elevator,Science fiction,"Space habitats, transport and vessels",10206,10206,3,tfidf-132
+base-144,an asteroid mining colony with massive drills extracting rare minerals from the rock,an asteroid mining colony,Science fiction,"Industry, workshops and mining",10206,10206,3,tfidf-125
+base-145,a cybernetic battlefield where robotic warriors clash under the glow of an artificial sky,a cybernetic battlefield,Science fiction,Battlefields and arenas,10206,10206,3,tfidf-133
+base-146,"a floating space station with artificial gravity, docking ships arriving from distant galaxies",a floating space station,Science fiction,"Space habitats, transport and vessels",10206,10206,3,tfidf-134
+base-147,"a domed colony on Mars, with red dust swirling outside and humans living in climate-controlled habitats",a domed colony on Mars,Science fiction,"Space habitats, transport and vessels",10206,10206,3,tfidf-135
+base-148,"a time portal in a remote facility, crackling with unstable energy, shifting between past and future","a time portal in a remote facility, crackling",Science fiction,"Space habitats, transport and vessels",10206,10206,3,tfidf-136
+base-149,"a space pirate outpost hidden on a drifting asteroid, filled with stolen goods and shady smugglers",a space pirate outpost hidden on a drifting asteroid,Science fiction,"Space habitats, transport and vessels",10206,10206,3,tfidf-137
+base-150,"a synthetic jungle on a terraformed exoplanet, filled with bioengineered plants and unknown alien species",a synthetic jungle on a terraformed exoplanet,Science fiction,"Nature, gardens and landscapes",10206,10206,3,tfidf-138
+base-151,"an ancient castle throne room adorned with weathered stone, ornate tapestries, and an atmosphere of regal history",an ancient castle throne room,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-139
+base-152,"a mystical wizard’s tower interior filled with arcane symbols, soaring vaulted ceilings, and ethereal, glowing enchantments",a mystical wizard’s tower interior,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-140
+base-153,"an underground dwarven forge resonating with rhythmic clanging, fiery furnaces, and rugged, masterful craftsmanship",an underground dwarven forge,Fantasy and historical,"Industry, workshops and mining",3402,3402,1,tfidf-141
+base-154,"a dark necromancer’s lair shrouded in eerie shadows, cryptic runes, and a chilling, supernatural presence",a dark necromancer’s lair,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-142
+base-155,"a floating mage academy hall featuring enchanted architecture, mystical runes, and an aura of scholarly magic",a floating mage academy hall,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-143
+base-156,"a sacred temple of light imbued with spiritual serenity, intricate carvings, and a luminous, otherworldly glow",a sacred temple of light,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-144
+base-157,"a forgotten underground catacomb with ancient relics, haunting silence, and mysterious spectral apparitions",a forgotten underground catacomb,Fantasy and historical,"Ruins, castles, caves and dungeons",3402,3402,1,tfidf-145
+base-158,"a grand royal ballroom draped in opulent tapestries, glittering chandeliers, and an air of timeless, majestic elegance",a grand royal ballroom,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-146
+base-159,"a rustic medieval tavern interior bursting with warm wooden decor, lively chatter, and authentic historical charm",a rustic medieval tavern interior,Fantasy and historical,"Food, restaurants and dining",3402,3402,1,tfidf-147
+base-160,"a gothic cathedral interior with soaring arches, vibrant stained-glass windows, and a profound sense of solemnity",a gothic cathedral interior,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-148
+base-161,"a wizard's study with ancient tomes stacked high, bubbling potions, and a glowing crystal ball on a desk",a wizard's study,Fantasy and historical,"Offices, study and cultural spaces",3402,3402,1,tfidf-149
+base-162,"a royal banquet hall with golden chandeliers, an endless feast, and knights standing at attention",a royal banquet hall,Fantasy and historical,"Food, restaurants and dining",3402,3402,1,tfidf-150
+base-163,"a dark sorcerer’s lair filled with ominous artifacts, glowing runes, and chains hanging from the ceiling",a dark sorcerer’s lair,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-151
+base-164,"an ancient dwarven forge with molten metal pouring into molds, sturdy anvils, and echoes of hammer strikes",an ancient dwarven forge,Fantasy and historical,"Industry, workshops and mining",3402,3402,1,tfidf-141
+base-165,"a thief’s hideout in a hidden underground tunnel, with stolen treasures piled in wooden chests",a thief’s hideout in a hidden underground tunnel,Fantasy and historical,"Prisons, security and command facilities",3402,3402,1,tfidf-152
+base-166,"a fairy queen’s throne room with shimmering light, floating petals, and a throne made of woven vines",a fairy queen’s throne room,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-153
+base-167,"a druid’s sacred grove, with massive oak trees forming a natural cathedral, glowing mushrooms illuminating the ground",a druid’s sacred grove,Fantasy and historical,"Nature, gardens and landscapes",3402,3402,1,tfidf-154
+base-168,"a vampire lord’s chamber with red velvet curtains, candelabras, and a luxurious black coffin at the center",a vampire lord’s chamber,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-155
+base-169,"a grand temple of the sun, with towering golden statues, a warm radiance filling the hall, and monks chanting",a grand temple of the sun,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-156
+base-170,"a pirate captain’s quarters with a massive wooden desk covered in treasure maps, and a window overlooking the sea",a pirate captain’s quarters,Fantasy and historical,Bedrooms and private cabins,3402,3402,1,tfidf-157
+base-171,"a rustic wooden tavern with low-beamed ceilings, roaring hearth fires, and tankards of mead being slammed onto rough-hewn tables",a rustic wooden tavern,Fantasy and historical,"Food, restaurants and dining",3402,3402,1,tfidf-158
+base-172,"a grand stone-walled inn with an intricately carved bar, soft candlelight, and a bard playing a lively tune on his lute",a grand stone-walled inn,Fantasy and historical,"Food, restaurants and dining",3402,3402,1,tfidf-159
+base-173,"a smoky pirate tavern by the docks, where sea-worn sailors gamble, brawl, and drink rum from chipped wooden mugs",a smoky pirate tavern by the docks,Fantasy and historical,"Food, restaurants and dining",3402,3402,1,tfidf-160
+base-174,"a mystical elven tavern with tree-root tables, glowing crystal lanterns, and exotic, otherworldly drinks served in leaf-carved goblets",a mystical elven tavern,Fantasy and historical,"Food, restaurants and dining",3402,3402,1,tfidf-161
+base-175,"a dark underground dwarf alehouse, with thick stone walls, rows of heavy wooden kegs, and a barmaid carrying massive jugs of ale",a dark underground dwarf alehouse,Fantasy and historical,"Food, restaurants and dining",3402,3402,1,tfidf-162
+base-176,"a royal suite adorned with deep red velvet drapes, an enormous four-poster bed, and golden candelabras flickering in the night",a royal suite,Fantasy and historical,Bedrooms and private cabins,3402,3402,1,tfidf-163
+base-177,"a cozy adventurer's inn room with a simple straw mattress, a wooden basin for washing, and a small window overlooking the town",a cozy adventurer's inn room,Fantasy and historical,"Food, restaurants and dining",3402,3402,1,tfidf-164
+base-178,"a grand merchant’s guest chamber with elaborate tapestries, shelves filled with rare books, and a private writing desk",a grand merchant’s guest chamber,Fantasy and historical,Bedrooms and private cabins,3402,3402,1,tfidf-165
+base-179,"a dark gothic-style chamber with heavy black curtains, wrought-iron chandeliers, and an ominous sense of quiet luxury",a dark gothic-style chamber,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-166
+base-180,"a warm, candle-lit attic suite with rustic wooden beams, fur-lined bedding, and a stone fireplace crackling in the corner","a warm, candle-lit attic suite",Fantasy and historical,Bedrooms and private cabins,3402,3402,1,tfidf-167
+base-181,"a grand feasting hall with towering stone pillars, a long oak table filled with roasted meats, and a great fire roaring at the end",a grand feasting hall,Fantasy and historical,"Food, restaurants and dining",3402,3402,1,tfidf-168
+base-182,"a regal throne room with golden banners, a gleaming red carpet leading to an elaborate throne, and armored guards standing at attention",a regal throne room,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-139
+base-183,"a knight’s training hall with weapon racks lining the walls, straw dummies filled with slashes, and the sound of clashing steel",a knight’s training hall,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-169
+base-184,"a shadowy wizard’s court with floating candles, glowing runes etched into the stone floor, and robed mages whispering in hushed tones",a shadowy wizard’s court,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-170
+base-185,"a ceremonial great hall, where nobles in extravagant robes whisper beneath stained-glass windows depicting legendary battles",a ceremonial great hall,Fantasy and historical,"Royal, magical and religious interiors",3402,3402,1,tfidf-171
+base-186,"a warmly lit guest chamber with thick fur rugs, a stone fireplace, and a soft feather bed beneath an embroidered canopy",a warmly lit guest chamber,Fantasy and historical,Bedrooms and private cabins,3402,3402,1,tfidf-165
+base-187,"a dimly lit sorcerer’s guest room with arcane symbols drawn in chalk, old scrolls stacked on a wooden desk, and a glowing scrying orb",a dimly lit sorcerer’s guest room,Fantasy and historical,Bedrooms and private cabins,3402,3402,1,tfidf-172
+base-188,"a lavish foreign emissary’s suite with silken tapestries from distant lands, golden-framed paintings, and an ornate brass bathtub",a lavish foreign emissary’s suite,Fantasy and historical,Bedrooms and private cabins,3402,3402,1,tfidf-173
+base-189,"a knight’s sparse guest quarters with a simple wooden cot, an armor stand, and a sword resting beside a wooden chest",a knight’s sparse guest quarters,Fantasy and historical,Bedrooms and private cabins,3402,3402,1,tfidf-174
+base-190,"a secluded tower room with panoramic views of the kingdom, a dusty writing desk, and a mysterious book left open on a stand",a secluded tower room,Fantasy and historical,Bedrooms and private cabins,3402,3402,1,tfidf-175
+base-191,"a grand pirate captain’s quarters with a massive desk covered in treasure maps, a hammock swaying gently, and a locked chest at the foot of the bed",a grand pirate captain’s quarters,Fantasy and historical,Bedrooms and private cabins,3402,3402,1,tfidf-157
+base-192,"a cramped crew bunk filled with hammocks swinging with the waves, the scent of salt in the air, and a single lantern swaying from the ceiling",a cramped crew bunk,Fantasy and historical,Bedrooms and private cabins,3402,3402,1,tfidf-176
+base-193,"a pirate officer’s private cabin with a polished cutlass hanging on the wall, a weathered logbook on the table, and a fine bottle of aged rum resting nearby",a pirate officer’s private cabin,Fantasy and historical,Bedrooms and private cabins,3402,3402,1,tfidf-177
+base-194,"a rugged pirate ship deck with tattered sails billowing in the wind, barrels of gunpowder stacked against the wooden railings",a rugged pirate ship deck,Fantasy and historical,"Space habitats, transport and vessels",3402,3402,1,tfidf-178
+base-195,"a candlelit pirate mess hall, filled with rowdy crewmates drinking rum, throwing dice, and loudly singing sea shanties",a candlelit pirate mess hall,Fantasy and historical,"Food, restaurants and dining",3402,3402,1,tfidf-179
+base-196,"a ghostly cursed ship with glowing blue spectral figures, a hull covered in eerie barnacles, and an unearthly silence in the air",a ghostly cursed ship,Fantasy and historical,"Space habitats, transport and vessels",3402,3402,1,tfidf-180
+base-197,"an ancient castle courtyard encircled by ivy-draped walls, moss-covered stones, and a storied regal past",an ancient castle courtyard,Fantasy and historical,"Ruins, castles, caves and dungeons",10206,10206,3,tfidf-181
+base-198,"a bustling medieval market square filled with colorful stalls, animated vendors, and vibrant historical ambiance",a bustling medieval market square,Fantasy and historical,"Cities, streets, plazas and markets",10206,10206,3,tfidf-182
+base-199,"an enchanted forest with towering ancient trees, twinkling magical lights, and an atmosphere of mystical wonder",an enchanted forest,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-183
+base-200,"a majestic mystical waterfall cascading over rugged rocks, enveloped in a veil of sparkling, dreamy mist","a majestic mystical waterfall cascading over rugged rocks, enveloped in a veil of sparkling, dreamy mist",Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-184
+base-201,"a shadowy goblin-infested cave with eerie stalactites, labyrinthine passages, and an aura of untamed peril",a shadowy goblin-infested cave,Fantasy and historical,"Ruins, castles, caves and dungeons",10206,10206,3,tfidf-185
+base-202,"an elven tree city exterior with gracefully intertwined wooden platforms, intricate carvings, and ethereal natural beauty",an elven tree city exterior,Fantasy and historical,"Cities, streets, plazas and markets",10206,10206,3,tfidf-186
+base-203,"the lost ruins of an ancient civilization with crumbling pillars, overgrown vines, and a haunting historical mystery",the lost ruins of an ancient civilization,Fantasy and historical,"Ruins, castles, caves and dungeons",10206,10206,3,tfidf-187
+base-204,"a cursed battlefield littered with relics of war, ghostly silhouettes, and a palpable air of sorrow and loss",a cursed battlefield littered,Fantasy and historical,Battlefields and arenas,10206,10206,3,tfidf-188
+base-205,"a giant’s mountain fortress exterior boasting imposing stone walls, rugged natural formations, and epic legendary scale",a giant’s mountain fortress exterior,Fantasy and historical,"Ruins, castles, caves and dungeons",10206,10206,3,tfidf-189
+base-206,"a haunted cemetery shrouded in rolling mist, ancient tombstones, and an ambiance of eternal melancholy",a haunted cemetery,Fantasy and historical,"Ruins, castles, caves and dungeons",10206,10206,3,tfidf-190
+base-207,"an enchanted glade with glowing blue mushrooms, mystical fireflies, and the sound of distant harp music",an enchanted glade,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-191
+base-208,"a colossal dragon’s cave filled with mountains of gold, jeweled goblets, and a slumbering beast guarding its hoard",a colossal dragon’s cave,Fantasy and historical,"Ruins, castles, caves and dungeons",10206,10206,3,tfidf-192
+base-209,"a floating island with cascading waterfalls, lush greenery, and an ancient temple suspended in the sky",a floating island,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-193
+base-210,a cursed battlefield where ghostly warriors still clash under a blood-red moon,a cursed battlefield,Fantasy and historical,Battlefields and arenas,10206,10206,3,tfidf-188
+base-211,"an ancient elven city built into towering trees, glowing bridges weaving between massive canopies","an ancient elven city built into towering trees, glowing bridges weaving between massive canopies",Fantasy and historical,"Cities, streets, plazas and markets",10206,10206,3,tfidf-194
+base-212,"a merfolk kingdom deep beneath the ocean, with shimmering coral castles and bioluminescent sea creatures",a merfolk kingdom deep beneath the ocean,Fantasy and historical,"Cities, streets, plazas and markets",10206,10206,3,tfidf-195
+base-213,"a massive coliseum where knights, monsters, and champions battle for glory before a roaring crowd",a massive coliseum,Fantasy and historical,Battlefields and arenas,10206,10206,3,tfidf-196
+base-214,"a frost-covered tundra where a lone castle stands against the raging blizzards, torches flickering in the storm",a frost-covered tundra,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-197
+base-215,"a labyrinthine dungeon filled with deadly traps, flickering torches, and hidden treasure chambers",a labyrinthine dungeon,Fantasy and historical,"Ruins, castles, caves and dungeons",10206,10206,3,tfidf-198
+base-216,a forbidden wasteland where ancient magical ruins still pulse with remnants of forgotten power,a forbidden wasteland,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-199
+base-217,"a vast open field with knights in gleaming armor locked in battle, banners waving above charging cavalry",a vast open field,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-200
+base-218,"a blood-soaked battlefield littered with broken spears, shattered shields, and the distant sound of retreating soldiers",a blood-soaked battlefield littered,Fantasy and historical,Battlefields and arenas,10206,10206,3,tfidf-201
+base-219,a ruined fortress courtyard where defenders make their final stand against an overwhelming enemy force,a ruined fortress courtyard,Fantasy and historical,"Ruins, castles, caves and dungeons",10206,10206,3,tfidf-202
+base-220,"a mystical battlefield with sorcerers unleashing fireballs, dragons soaring overhead, and magical barriers shimmering in the air",a mystical battlefield,Fantasy and historical,Battlefields and arenas,10206,10206,3,tfidf-203
+base-221,"an ancient battlefield surrounded by eerie fog, haunted by the spirits of long-forgotten warriors still locked in eternal combat",an ancient battlefield,Fantasy and historical,Battlefields and arenas,10206,10206,3,tfidf-204
+base-222,"an endless golden desert with towering dunes, shifting sands, and the distant mirage of an ancient ruin",an endless golden desert,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-205
+base-223,"a misty enchanted forest where glowing mushrooms light the path, and whispers seem to echo from the trees",a misty enchanted forest,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-183
+base-224,"a vast mountain pass with jagged peaks stretching into the sky, an old stone bridge spanning a deep chasm below",a vast mountain pass,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-206
+base-225,"a sun-dappled glade filled with vibrant wildflowers, crystal-clear streams, and a magical stag drinking from the water",a sun-dappled glade,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-207
+base-226,a dense jungle where ancient ruins are barely visible beneath the creeping vines and strange bird calls fill the air,a dense jungle,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-208
+base-227,"a mystical floating island covered in luminescent blue moss, waterfalls cascading into the clouds below","a mystical floating island covered in luminescent blue moss, waterfalls cascading into the clouds below",Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-209
+base-228,"a cursed swamp with bubbling black water, twisted trees reaching like skeletal fingers, and ghostly lanterns flickering in the distance",a cursed swamp,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-210
+base-229,"a sacred elven grove with spiraling tree houses, shimmering waterfalls, and soft music drifting through the leaves",a sacred elven grove,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-211
+base-230,"a volcanic wasteland with rivers of molten lava snaking between cracked obsidian rocks, the air thick with sulfur",a volcanic wasteland,Fantasy and historical,"Nature, gardens and landscapes",10206,10206,3,tfidf-212
+base-231,"a hidden valley with a crystalline lake, surrounded by towering cliffs, where unicorns drink beneath the light of a full moon",a hidden valley,Fantasy and historical,"Cities, streets, plazas and markets",10206,10206,3,tfidf-213

statistics/locations.md

@@ -0,0 +1,416 @@
+# Base location inventory
+
+231 distinct residual descriptions after exact duplication and explicit Sunny/Rainy/Snowy suffix removal. Topic and world labels are analytical. Counts are original corpus weights, not a balanced selection.
+
+## Contemporary
+
+### Bedrooms and private cabins
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-001 | a spacious, elegantly decorated master bedroom featuring plush bedding, ambient lighting, and luxurious decor details | 6,804 | 2 | tfidf-001 |
+| base-002 | a cheerful and vibrant children’s bedroom with playful, colorful decor, whimsical motifs, and soft, inviting furnishings | 6,804 | 2 | tfidf-002 |
+| base-003 | a modern teenager’s bedroom boasting trendy minimalist design, personalized accents, and energetic, stylish details | 6,804 | 2 | tfidf-003 |
+| base-027 | a military barracks dormitory with neatly arranged bunk beds, footlockers, and a group of soldiers in uniform | 3,402 | 1 | tfidf-026 |
+| base-034 | a warm nursery room with pastel-colored walls, a rocking chair, and a crib with plush toys | 3,402 | 1 | tfidf-033 |
+| base-041 | a cozy master bedroom with a four-poster bed, soft ambient lighting, and a reading nook by the window | 3,402 | 1 | tfidf-001 |
+| base-042 | a small but stylish urban bedroom with minimalist decor, floating shelves, and warm accent lighting | 3,402 | 1 | tfidf-038 |
+| base-043 | a teenage boy’s bedroom with neon gaming lights, a high-end gaming setup, and walls covered in posters | 3,402 | 1 | tfidf-039 |
+| base-044 | a teenage girl’s bedroom with a pastel color scheme, a vanity mirror with LED lights, and cozy plush rugs | 3,402 | 1 | tfidf-040 |
+| base-045 | a children’s room with a castle-themed bunk bed, glow-in-the-dark ceiling stars, and a toy chest overflowing with stuffed animals | 3,402 | 1 | tfidf-041 |
+| base-046 | an elderly couple’s bedroom with antique wooden furniture, floral-patterned wallpaper, and a rocking chair near the window | 3,402 | 1 | tfidf-042 |
+| base-047 | a guest bedroom with soft neutral tones, fresh linens, and a welcoming basket of toiletries on the nightstand | 3,402 | 1 | tfidf-043 |
+| base-048 | a shared sibling bedroom with twin beds, colorful wallpaper, and a ceiling fan spinning lazily | 3,402 | 1 | tfidf-044 |
+| base-049 | a toddler’s bedroom with padded flooring, a low bookshelf filled with picture books, and a play corner with a tiny tea set | 3,402 | 1 | tfidf-045 |
+| base-050 | a penthouse master suite with floor-to-ceiling windows, a private balcony, and a king-sized bed draped in luxury linens | 3,402 | 1 | tfidf-046 |
+
+### Homes and living spaces
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-004 | a bright and airy living room adorned with contemporary artwork, comfortable seating, and sophisticated modern accents | 6,804 | 2 | tfidf-004 |
+| base-008 | a luxurious hotel lobby exuding elegance with high ceilings, intricate architectural details, and refined decor elements | 6,804 | 2 | tfidf-008 |
+| base-031 | a spacious attic transformed into a cozy reading nook with soft bean bags and fairy lights | 3,402 | 1 | tfidf-030 |
+| base-032 | a cluttered basement workshop with scattered tools, half-finished wood projects, and shelves of supplies | 3,402 | 1 | tfidf-031 |
+| base-038 | a luxurious walk-in closet with endless rows of hanging designer clothes and a full-length mirror | 3,402 | 1 | tfidf-037 |
+| base-061 | a minimalist open-plan living room with a neutral color palette, a large sectional sofa, and floor-to-ceiling windows | 3,402 | 1 | tfidf-056 |
+| base-062 | a cozy family room with a crackling fireplace, mismatched cushions, and a large bookshelf filled with novels | 3,402 | 1 | tfidf-057 |
+| base-063 | a sunroom filled with potted plants, rattan chairs, and a small wooden table set for afternoon tea | 3,402 | 1 | tfidf-058 |
+| base-064 | a high-rise apartment balcony with a hanging egg chair, twinkling fairy lights, and a view of the city skyline | 3,402 | 1 | tfidf-059 |
+| base-072 | a cluttered but charming basement filled with old books, vintage suitcases, and forgotten childhood toys | 3,402 | 1 | tfidf-065 |
+| base-076 | a grand entrance hall with a spiraling staircase, a large ornate mirror, and a welcoming chandelier | 3,402 | 1 | tfidf-069 |
+| base-077 | a rustic farmhouse mudroom with hooks for coats, a sturdy wooden bench, and baskets filled with shoes | 3,402 | 1 | tfidf-070 |
+| base-078 | a sleek urban apartment entryway with a floating shoe rack, a digital keyless entry pad, and ambient lighting | 3,402 | 1 | tfidf-071 |
+| base-079 | a small but elegant hallway lined with framed family portraits and soft recessed lighting | 3,402 | 1 | tfidf-072 |
+| base-080 | a modern loft-style staircase with exposed brick walls, floating wooden steps, and an industrial metal railing | 3,402 | 1 | tfidf-073 |
+
+### Food, restaurants and dining
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-005 | a state-of-the-art gourmet kitchen with high-end appliances, exquisite countertops, and innovative ambient lighting | 6,804 | 2 | tfidf-005 |
+| base-006 | an opulent dining room with refined table settings, rich textures, and a warm, inviting atmosphere for memorable meals | 6,804 | 2 | tfidf-006 |
+| base-011 | a small cozy café with exposed brick walls, warm lighting, and the aroma of freshly brewed espresso | 3,402 | 1 | tfidf-011 |
+| base-012 | a bustling sushi bar with skilled chefs slicing fish, rotating conveyor belts, and customers enjoying sashimi | 3,402 | 1 | tfidf-012 |
+| base-013 | a five-star restaurant with candlelit tables, live violin music, and a waiter in a tuxedo serving gourmet dishes | 3,402 | 1 | tfidf-013 |
+| base-014 | a lively pizzeria with a wood-fired oven, chefs tossing dough in the air, and the scent of melted cheese | 3,402 | 1 | tfidf-014 |
+| base-015 | a traditional diner with red leather booths, a jukebox in the corner, and the sound of waitresses taking orders | 3,402 | 1 | tfidf-015 |
+| base-016 | a dimly lit jazz lounge with round tables, a smoky atmosphere, and a pianist playing smooth melodies | 3,402 | 1 | tfidf-016 |
+| base-017 | a modern rooftop bar with glass walls, neon lights, and a city skyline stretching in the background | 3,402 | 1 | tfidf-017 |
+| base-018 | a themed medieval tavern with wooden beams, flickering candle chandeliers, and a bartender serving ale | 3,402 | 1 | tfidf-018 |
+| base-019 | a futuristic cyber café with holographic menus, neon signage, and robotic waiters delivering drinks | 3,402 | 1 | tfidf-011 |
+| base-020 | a bustling food court with diverse cuisines, customers chatting, and trays of steaming meals being carried around | 3,402 | 1 | tfidf-019 |
+| base-033 | a sunlit breakfast nook with a round wooden table, fresh flowers in a vase, and the smell of morning coffee | 3,402 | 1 | tfidf-032 |
+| base-037 | a rustic pantry stocked with glass jars of homemade jams, bags of flour, and fresh vegetables | 3,402 | 1 | tfidf-036 |
+| base-040 | a traditional dining room with a long oak table, crystal chandeliers, and antique silverware | 3,402 | 1 | tfidf-006 |
+| base-056 | a sleek modern kitchen with white marble countertops, stainless steel appliances, and an island with bar seating | 3,402 | 1 | tfidf-052 |
+| base-057 | a cozy country-style kitchen with rustic wooden cabinets, a farmhouse sink, and fresh herbs growing in window pots | 3,402 | 1 | tfidf-053 |
+| base-058 | a minimalist monochrome kitchen with black cabinets, a waterfall island, and hidden smart storage solutions | 3,402 | 1 | tfidf-054 |
+| base-059 | a warm family kitchen with colorful ceramic tiles, an old-fashioned gas stove, and an apron hanging by the oven | 3,402 | 1 | tfidf-055 |
+| base-060 | a spacious kitchen with a walk-in pantry, an industrial oven, and a double-door fridge stocked with fresh produce | 3,402 | 1 | tfidf-052 |
+| base-073 | a sleek underground wine cellar with wooden barrels, dim lighting, and a tasting table for guests | 3,402 | 1 | tfidf-066 |
+
+### Offices, study and cultural spaces
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-007 | a cutting-edge home office featuring sleek design, ergonomic furniture, and integrated high-tech solutions for productivity | 6,804 | 2 | tfidf-007 |
+| base-009 | a historic museum exhibit room bursting with classic art, meticulous craftsmanship, and inspiring historical narratives | 6,804 | 2 | tfidf-009 |
+| base-010 | a modern co-working space with innovative design, collaborative zones, and state-of-the-art facilities that spark creativity | 6,804 | 2 | tfidf-010 |
+| base-021 | a grand university lecture hall filled with wooden desks, large blackboards, and eager students taking notes | 3,402 | 1 | tfidf-020 |
+| base-026 | a large public library with long wooden tables, shelves filled with old books, and the faint smell of parchment | 3,402 | 1 | tfidf-025 |
+| base-039 | a high-tech home office with dual monitors, a mechanical keyboard, and a smart assistant voice control system | 3,402 | 1 | tfidf-007 |
+| base-065 | a music room with a glossy grand piano, elegant acoustic panels, and walls lined with violins and guitars | 3,402 | 1 | tfidf-060 |
+| base-066 | a home library with floor-to-ceiling bookshelves, a leather armchair, and an antique globe in the corner | 3,402 | 1 | tfidf-061 |
+| base-067 | a modern home office with a standing desk, dual monitors, and an ergonomic chair facing a scenic garden view | 3,402 | 1 | tfidf-007 |
+| base-068 | a creative studio with splashes of paint on the floor, unfinished canvases, and a well-used drafting table | 3,402 | 1 | tfidf-062 |
+| base-069 | a student study room with a whiteboard wall, a height-adjustable desk, and a small coffee machine on the shelf | 3,402 | 1 | tfidf-063 |
+| base-070 | a quiet writing den with a vintage typewriter, stacks of handwritten notes, and a softly humming desk lamp | 3,402 | 1 | tfidf-064 |
+
+### Labs and medical spaces
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-022 | a bustling hospital emergency room with nurses rushing around, beeping monitors, and a line of patients waiting | 3,402 | 1 | tfidf-021 |
+| base-029 | a forensic laboratory with microscopes, DNA samples, and crime scene photos pinned on a board | 3,402 | 1 | tfidf-028 |
+
+### Prisons, security and command facilities
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-023 | a well-lit police interrogation room with a single chair, a metal table, and a large one-way mirror | 3,402 | 1 | tfidf-022 |
+| base-024 | a high-security prison cell with cold metal bars, a hard bed, and a small barred window | 3,402 | 1 | tfidf-023 |
+| base-025 | a busy courthouse with a judge presiding over a case, lawyers presenting evidence, and a jury watching attentively | 3,402 | 1 | tfidf-024 |
+
+### Royal, magical and religious interiors
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-028 | a silent monastery with monks in robes walking down stone corridors, candle-lit halls, and sacred texts | 3,402 | 1 | tfidf-027 |
+| base-074 | a peaceful meditation room with soft floor cushions, a small indoor fountain, and the scent of burning incense | 3,402 | 1 | tfidf-067 |
+
+### Industry, workshops and mining
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-030 | a fire station garage with red fire trucks lined up, firefighters in gear, and an alarm bell waiting to ring | 3,402 | 1 | tfidf-029 |
+| base-075 | a spacious garage converted into a workshop with neatly organized tools, a workbench, and half-finished projects | 3,402 | 1 | tfidf-068 |
+
+### Games, fitness and recreation
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-035 | a private home gym with a mirrored wall, dumbbells neatly arranged, and a treadmill facing a large TV | 3,402 | 1 | tfidf-034 |
+| base-036 | a sleek home theater with reclining leather seats, a massive projector screen, and surround sound speakers | 3,402 | 1 | tfidf-035 |
+| base-071 | a luxurious home theater with velvet reclining seats, surround sound, and a popcorn machine on the side | 3,402 | 1 | tfidf-035 |
+
+### Bathrooms
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-051 | a modern spa-like bathroom with a rainfall shower, a freestanding tub, and soft white towels neatly folded | 3,402 | 1 | tfidf-047 |
+| base-052 | a compact guest bathroom with bright subway tiles, a stylish vanity mirror, and a potted plant for a fresh touch | 3,402 | 1 | tfidf-048 |
+| base-053 | a vintage-style bathroom with a clawfoot bathtub, antique brass fixtures, and patterned floor tiles | 3,402 | 1 | tfidf-049 |
+| base-054 | a high-tech smart bathroom with a heated toilet seat, ambient LED lighting, and a digital shower system | 3,402 | 1 | tfidf-050 |
+| base-055 | a children’s bathroom with vibrant colors, cartoon-themed shower curtains, and non-slip mats in fun shapes | 3,402 | 1 | tfidf-051 |
+
+### Nature, gardens and landscapes
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-081 | a vast public park characterized by lush, verdant greenery, meandering trails, and vibrant communal spaces under an expansive sky | 10,206 | 3 | tfidf-074 |
+| base-082 | an enchanting botanical garden brimming with colorful blossoms, winding walkways, and tranquil water features that soothe the soul | 10,206 | 3 | tfidf-075 |
+| base-085 | a picturesque rural farmland featuring expansive fields, rustic barns, and rolling hills that stretch under a clear blue sky | 10,206 | 3 | tfidf-078 |
+| base-088 | a charming suburban park with meticulously manicured lawns, playful fountains, and inviting picnic areas for families | 10,206 | 3 | tfidf-081 |
+
+### Cities, streets, plazas and markets
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-083 | a bustling urban street lined with dynamic storefronts, captivating public art, and the energetic pulse of city life | 10,206 | 3 | tfidf-076 |
+| base-084 | a serene waterfront promenade where gentle waves kiss the shore, set against a backdrop of a brilliant sunset | 10,206 | 3 | tfidf-077 |
+| base-086 | a historic town square rich in architectural heritage, cobblestone paths, and a lively cultural atmosphere steeped in tradition | 10,206 | 3 | tfidf-079 |
+| base-087 | a modern urban plaza adorned with innovative sculptures, contemporary landscaping, and a vibrant community spirit | 10,206 | 3 | tfidf-080 |
+| base-089 | a lively farmers’ market teeming with fresh produce, artisanal crafts, and the colorful energy of local vendors | 10,206 | 3 | tfidf-082 |
+| base-090 | an expansive city skyline viewpoint offering panoramic urban vistas, twinkling nighttime lights, and architectural marvels | 10,206 | 3 | tfidf-083 |
+
+## Science fiction
+
+### Bedrooms and private cabins
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-104 | a secret underground bunker filled with high-tech screens, flashing alarms, and a holographic war map | 3,402 | 1 | tfidf-097 |
+| base-109 | a dystopian mega-corporation headquarters with a glass skyscraper, black-suited executives, and robotic guards patrolling | 3,402 | 1 | tfidf-101 |
+| base-111 | a sleek captain’s quarters with an expansive viewport overlooking deep space, a minimalist workstation, and a holographic library | 3,402 | 1 | tfidf-103 |
+| base-112 | a compact officer’s cabin with a smartly designed sleeping pod, an interactive wall console, and a personal effects display | 3,402 | 1 | tfidf-104 |
+| base-113 | a luxury diplomat’s suite with soft ambient lighting, elegant furnishings, and a private meditation alcove with an artificial waterfall | 3,402 | 1 | tfidf-105 |
+| base-114 | a shared ensign’s dormitory with two fold-out beds, personal storage lockers, and a compact communal workstation | 3,402 | 1 | tfidf-106 |
+| base-115 | a high-tech medical officer’s cabin with built-in biometric scanners, a retractable examination table, and neatly arranged medical tools | 3,402 | 1 | tfidf-104 |
+| base-116 | a tactical officer’s quarters with reinforced walls, a weapons storage locker, and a high-resolution mission planning console | 3,402 | 1 | tfidf-107 |
+| base-117 | a scientist’s research quarters featuring floating display screens, an adjustable gravity bed, and sample containment chambers | 3,402 | 1 | tfidf-108 |
+| base-118 | a holodeck-connected cabin where the occupant can transform the walls into immersive virtual landscapes for relaxation | 3,402 | 1 | tfidf-109 |
+| base-119 | a minimalist deep-space explorer’s room with adaptive lighting, multi-functional furniture, and a sleep chamber with biofeedback monitors | 3,402 | 1 | tfidf-110 |
+
+### Food, restaurants and dining
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-120 | a communal crew lounge with modular sleeping pods, holographic entertainment stations, and an automated drink dispenser | 3,402 | 1 | tfidf-111 |
+| base-123 | a futuristic mess hall with automated food dispensers, a central holographic menu display, and a panoramic view of distant galaxies | 3,402 | 1 | tfidf-114 |
+
+### Offices, study and cultural spaces
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-099 | a holographic concert hall with breathtaking visual displays, rhythmic neon pulses, and an immersive sonic atmosphere | 3,402 | 1 | tfidf-092 |
+| base-100 | an intergalactic embassy interior showcasing futuristic elegance, luminous panels, and a refined diplomatic aesthetic | 3,402 | 1 | tfidf-093 |
+
+### Labs and medical spaces
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-092 | an expansive cryogenic storage bay featuring state-of-the-art preservation technology, clinical lighting, and ultra-modern apparatus | 3,402 | 1 | tfidf-085 |
+| base-094 | a cutting-edge cybernetic modification lab equipped with sophisticated instruments, glowing accents, and futuristic scientific tools | 3,402 | 1 | tfidf-087 |
+| base-095 | a deep-space research vessel interior illuminated by dynamic pulsating lights, digital control systems, and avant-garde design elements | 3,402 | 1 | tfidf-088 |
+| base-097 | a high-tech AI research lab filled with intelligent machines, streaming data visuals, and minimalist modern decor | 3,402 | 1 | tfidf-090 |
+| base-102 | a cryogenic sleep chamber lined with frost-covered pods, dim blue lighting, and fog swirling around the floor | 3,402 | 1 | tfidf-095 |
+| base-106 | a cybernetic research lab with augmented humans plugged into AI interfaces, neon-lit tubes pulsating with energy | 3,402 | 1 | tfidf-090 |
+| base-122 | a high-tech medical bay with auto-adjusting bio-beds, floating diagnostic drones, and sterilization fields humming softly | 3,402 | 1 | tfidf-113 |
+| base-126 | a dimly lit cybernetics lab where AI interfaces merge with organic components, monitored by robotic surgical arms | 3,402 | 1 | tfidf-117 |
+| base-136 | a deep-space research vessel exterior set against a star-studded cosmos with dynamic cosmic radiation hues | 10,206 | 3 | tfidf-126 |
+
+### Prisons, security and command facilities
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-091 | a futuristic spaceship cockpit brimming with advanced digital interfaces, holographic displays, and sleek aerodynamic design | 3,402 | 1 | tfidf-084 |
+| base-101 | a sleek starship command bridge with blinking consoles, crew members in uniform, and a captain staring at the galaxy ahead | 3,402 | 1 | tfidf-094 |
+| base-110 | a sleek underground cyberpunk hideout with neon graffiti, hackers typing on keyboards, and drones flying overhead | 3,402 | 1 | tfidf-102 |
+| base-125 | a secure armory with neatly arranged energy rifles, classified prototype weapons, and a force-field protected storage vault | 3,402 | 1 | tfidf-116 |
+| base-128 | a war room featuring an interactive holographic battlefield projection, strategic analysis stations, and encrypted communication consoles | 3,402 | 1 | tfidf-119 |
+
+### Royal, magical and religious interiors
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-096 | an alien planet observation chamber with surreal extraterrestrial interfaces, vibrant motifs, and high-tech sensory arrays | 3,402 | 1 | tfidf-089 |
+
+### Industry, workshops and mining
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-103 | a robotic assembly factory with towering mechanical arms constructing advanced androids on conveyor belts | 3,402 | 1 | tfidf-096 |
+| base-121 | a massive engine control room with glowing plasma conduits, humming fusion reactors, and a team of engineers monitoring core stability | 3,402 | 1 | tfidf-112 |
+| base-135 | an asteroid mining station exterior featuring rugged metallic structures, industrial lighting, and raw, unrefined surfaces | 10,206 | 3 | tfidf-125 |
+| base-144 | an asteroid mining colony with massive drills extracting rare minerals from the rock | 10,206 | 3 | tfidf-125 |
+
+### Games, fitness and recreation
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-098 | a virtual reality arcade boasting immersive holographic environments, vibrant digital projections, and interactive futuristic elements | 3,402 | 1 | tfidf-091 |
+| base-107 | a futuristic VR gaming arena where players in full-body suits fight in a holographic battlefield | 3,402 | 1 | tfidf-099 |
+| base-124 | a state-of-the-art holodeck chamber with shimmering energy grids, capable of creating fully immersive virtual environments | 3,402 | 1 | tfidf-115 |
+
+### Nature, gardens and landscapes
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-129 | a hydroponics bay with glowing artificial sunlight, genetically modified plants floating in nutrient-rich zero-G chambers | 3,402 | 1 | tfidf-120 |
+| base-131 | a vast alien planet surface marked by surreal rock formations, exotic flora, and an eerie, otherworldly glow | 10,206 | 3 | tfidf-121 |
+| base-141 | a barren alien desert with two suns setting over endless dunes, strange creatures scurrying in the sand | 10,206 | 3 | tfidf-130 |
+| base-150 | a synthetic jungle on a terraformed exoplanet, filled with bioengineered plants and unknown alien species | 10,206 | 3 | tfidf-138 |
+
+### Cities, streets, plazas and markets
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-133 | a cyberpunk city skyline awash in neon brilliance, towering skyscrapers, and pulsating digital billboards | 10,206 | 3 | tfidf-123 |
+| base-134 | a neon-lit alleyway in a dystopian metropolis replete with flickering signs, rain-soaked pavement, and unmistakable urban grit | 10,206 | 3 | tfidf-124 |
+| base-142 | a futuristic mega-city with towering skyscrapers, flying cars zooming between neon holograms | 10,206 | 3 | tfidf-131 |
+
+### Space habitats, transport and vessels
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-093 | a sprawling orbital space station corridor lined with high-tech panels, ambient neon glows, and innovative architectural curves | 3,402 | 1 | tfidf-086 |
+| base-105 | a deep space observatory with massive telescopes peering into the void, and scientists analyzing data on floating screens | 3,402 | 1 | tfidf-098 |
+| base-108 | a zero-gravity space station hub with astronauts floating, airlocks leading to docking bays, and digital maps displayed on walls | 3,402 | 1 | tfidf-100 |
+| base-127 | a vast shuttle bay with automated docking controls, maintenance drones buzzing around small spacecraft, and emergency launch pods | 3,402 | 1 | tfidf-118 |
+| base-130 | a deep-space observatory deck with a transparent reinforced dome, displaying breathtaking views of distant nebulae and black holes | 3,402 | 1 | tfidf-098 |
+| base-132 | a floating space colony exterior with transparent domes, futuristic structural designs, and expansive cosmic vistas | 10,206 | 3 | tfidf-122 |
+| base-137 | a lunar base exterior featuring modern modular architecture, stark crater landscapes, and glistening regolith textures | 10,206 | 3 | tfidf-127 |
+| base-138 | a Martian desert outpost with rusty red terrain, futuristic habitat modules, and a surreal barren landscape | 10,206 | 3 | tfidf-128 |
+| base-139 | an abandoned space colony exterior with weathered structures, eerie silence, and remnants of lost advanced technology | 10,206 | 3 | tfidf-122 |
+| base-140 | an orbital habitat exterior boasting sleek curved panels, reflective surfaces, and panoramic views of Earth from space | 10,206 | 3 | tfidf-129 |
+| base-143 | a massive space elevator stretching from Earth to orbit, cargo being transported along its glowing track | 10,206 | 3 | tfidf-132 |
+| base-146 | a floating space station with artificial gravity, docking ships arriving from distant galaxies | 10,206 | 3 | tfidf-134 |
+| base-147 | a domed colony on Mars, with red dust swirling outside and humans living in climate-controlled habitats | 10,206 | 3 | tfidf-135 |
+| base-148 | a time portal in a remote facility, crackling with unstable energy, shifting between past and future | 10,206 | 3 | tfidf-136 |
+| base-149 | a space pirate outpost hidden on a drifting asteroid, filled with stolen goods and shady smugglers | 10,206 | 3 | tfidf-137 |
+
+### Battlefields and arenas
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-145 | a cybernetic battlefield where robotic warriors clash under the glow of an artificial sky | 10,206 | 3 | tfidf-133 |
+
+## Fantasy and historical
+
+### Bedrooms and private cabins
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-170 | a pirate captain’s quarters with a massive wooden desk covered in treasure maps, and a window overlooking the sea | 3,402 | 1 | tfidf-157 |
+| base-176 | a royal suite adorned with deep red velvet drapes, an enormous four-poster bed, and golden candelabras flickering in the night | 3,402 | 1 | tfidf-163 |
+| base-178 | a grand merchant’s guest chamber with elaborate tapestries, shelves filled with rare books, and a private writing desk | 3,402 | 1 | tfidf-165 |
+| base-180 | a warm, candle-lit attic suite with rustic wooden beams, fur-lined bedding, and a stone fireplace crackling in the corner | 3,402 | 1 | tfidf-167 |
+| base-186 | a warmly lit guest chamber with thick fur rugs, a stone fireplace, and a soft feather bed beneath an embroidered canopy | 3,402 | 1 | tfidf-165 |
+| base-187 | a dimly lit sorcerer’s guest room with arcane symbols drawn in chalk, old scrolls stacked on a wooden desk, and a glowing scrying orb | 3,402 | 1 | tfidf-172 |
+| base-188 | a lavish foreign emissary’s suite with silken tapestries from distant lands, golden-framed paintings, and an ornate brass bathtub | 3,402 | 1 | tfidf-173 |
+| base-189 | a knight’s sparse guest quarters with a simple wooden cot, an armor stand, and a sword resting beside a wooden chest | 3,402 | 1 | tfidf-174 |
+| base-190 | a secluded tower room with panoramic views of the kingdom, a dusty writing desk, and a mysterious book left open on a stand | 3,402 | 1 | tfidf-175 |
+| base-191 | a grand pirate captain’s quarters with a massive desk covered in treasure maps, a hammock swaying gently, and a locked chest at the foot of the bed | 3,402 | 1 | tfidf-157 |
+| base-192 | a cramped crew bunk filled with hammocks swinging with the waves, the scent of salt in the air, and a single lantern swaying from the ceiling | 3,402 | 1 | tfidf-176 |
+| base-193 | a pirate officer’s private cabin with a polished cutlass hanging on the wall, a weathered logbook on the table, and a fine bottle of aged rum resting nearby | 3,402 | 1 | tfidf-177 |
+
+### Food, restaurants and dining
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-159 | a rustic medieval tavern interior bursting with warm wooden decor, lively chatter, and authentic historical charm | 3,402 | 1 | tfidf-147 |
+| base-162 | a royal banquet hall with golden chandeliers, an endless feast, and knights standing at attention | 3,402 | 1 | tfidf-150 |
+| base-171 | a rustic wooden tavern with low-beamed ceilings, roaring hearth fires, and tankards of mead being slammed onto rough-hewn tables | 3,402 | 1 | tfidf-158 |
+| base-172 | a grand stone-walled inn with an intricately carved bar, soft candlelight, and a bard playing a lively tune on his lute | 3,402 | 1 | tfidf-159 |
+| base-173 | a smoky pirate tavern by the docks, where sea-worn sailors gamble, brawl, and drink rum from chipped wooden mugs | 3,402 | 1 | tfidf-160 |
+| base-174 | a mystical elven tavern with tree-root tables, glowing crystal lanterns, and exotic, otherworldly drinks served in leaf-carved goblets | 3,402 | 1 | tfidf-161 |
+| base-175 | a dark underground dwarf alehouse, with thick stone walls, rows of heavy wooden kegs, and a barmaid carrying massive jugs of ale | 3,402 | 1 | tfidf-162 |
+| base-177 | a cozy adventurer's inn room with a simple straw mattress, a wooden basin for washing, and a small window overlooking the town | 3,402 | 1 | tfidf-164 |
+| base-181 | a grand feasting hall with towering stone pillars, a long oak table filled with roasted meats, and a great fire roaring at the end | 3,402 | 1 | tfidf-168 |
+| base-195 | a candlelit pirate mess hall, filled with rowdy crewmates drinking rum, throwing dice, and loudly singing sea shanties | 3,402 | 1 | tfidf-179 |
+
+### Offices, study and cultural spaces
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-161 | a wizard's study with ancient tomes stacked high, bubbling potions, and a glowing crystal ball on a desk | 3,402 | 1 | tfidf-149 |
+
+### Prisons, security and command facilities
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-165 | a thief’s hideout in a hidden underground tunnel, with stolen treasures piled in wooden chests | 3,402 | 1 | tfidf-152 |
+
+### Royal, magical and religious interiors
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-151 | an ancient castle throne room adorned with weathered stone, ornate tapestries, and an atmosphere of regal history | 3,402 | 1 | tfidf-139 |
+| base-152 | a mystical wizard’s tower interior filled with arcane symbols, soaring vaulted ceilings, and ethereal, glowing enchantments | 3,402 | 1 | tfidf-140 |
+| base-154 | a dark necromancer’s lair shrouded in eerie shadows, cryptic runes, and a chilling, supernatural presence | 3,402 | 1 | tfidf-142 |
+| base-155 | a floating mage academy hall featuring enchanted architecture, mystical runes, and an aura of scholarly magic | 3,402 | 1 | tfidf-143 |
+| base-156 | a sacred temple of light imbued with spiritual serenity, intricate carvings, and a luminous, otherworldly glow | 3,402 | 1 | tfidf-144 |
+| base-158 | a grand royal ballroom draped in opulent tapestries, glittering chandeliers, and an air of timeless, majestic elegance | 3,402 | 1 | tfidf-146 |
+| base-160 | a gothic cathedral interior with soaring arches, vibrant stained-glass windows, and a profound sense of solemnity | 3,402 | 1 | tfidf-148 |
+| base-163 | a dark sorcerer’s lair filled with ominous artifacts, glowing runes, and chains hanging from the ceiling | 3,402 | 1 | tfidf-151 |
+| base-166 | a fairy queen’s throne room with shimmering light, floating petals, and a throne made of woven vines | 3,402 | 1 | tfidf-153 |
+| base-168 | a vampire lord’s chamber with red velvet curtains, candelabras, and a luxurious black coffin at the center | 3,402 | 1 | tfidf-155 |
+| base-169 | a grand temple of the sun, with towering golden statues, a warm radiance filling the hall, and monks chanting | 3,402 | 1 | tfidf-156 |
+| base-179 | a dark gothic-style chamber with heavy black curtains, wrought-iron chandeliers, and an ominous sense of quiet luxury | 3,402 | 1 | tfidf-166 |
+| base-182 | a regal throne room with golden banners, a gleaming red carpet leading to an elaborate throne, and armored guards standing at attention | 3,402 | 1 | tfidf-139 |
+| base-183 | a knight’s training hall with weapon racks lining the walls, straw dummies filled with slashes, and the sound of clashing steel | 3,402 | 1 | tfidf-169 |
+| base-184 | a shadowy wizard’s court with floating candles, glowing runes etched into the stone floor, and robed mages whispering in hushed tones | 3,402 | 1 | tfidf-170 |
+| base-185 | a ceremonial great hall, where nobles in extravagant robes whisper beneath stained-glass windows depicting legendary battles | 3,402 | 1 | tfidf-171 |
+
+### Industry, workshops and mining
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-153 | an underground dwarven forge resonating with rhythmic clanging, fiery furnaces, and rugged, masterful craftsmanship | 3,402 | 1 | tfidf-141 |
+| base-164 | an ancient dwarven forge with molten metal pouring into molds, sturdy anvils, and echoes of hammer strikes | 3,402 | 1 | tfidf-141 |
+
+### Nature, gardens and landscapes
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-167 | a druid’s sacred grove, with massive oak trees forming a natural cathedral, glowing mushrooms illuminating the ground | 3,402 | 1 | tfidf-154 |
+| base-199 | an enchanted forest with towering ancient trees, twinkling magical lights, and an atmosphere of mystical wonder | 10,206 | 3 | tfidf-183 |
+| base-200 | a majestic mystical waterfall cascading over rugged rocks, enveloped in a veil of sparkling, dreamy mist | 10,206 | 3 | tfidf-184 |
+| base-207 | an enchanted glade with glowing blue mushrooms, mystical fireflies, and the sound of distant harp music | 10,206 | 3 | tfidf-191 |
+| base-209 | a floating island with cascading waterfalls, lush greenery, and an ancient temple suspended in the sky | 10,206 | 3 | tfidf-193 |
+| base-214 | a frost-covered tundra where a lone castle stands against the raging blizzards, torches flickering in the storm | 10,206 | 3 | tfidf-197 |
+| base-216 | a forbidden wasteland where ancient magical ruins still pulse with remnants of forgotten power | 10,206 | 3 | tfidf-199 |
+| base-217 | a vast open field with knights in gleaming armor locked in battle, banners waving above charging cavalry | 10,206 | 3 | tfidf-200 |
+| base-222 | an endless golden desert with towering dunes, shifting sands, and the distant mirage of an ancient ruin | 10,206 | 3 | tfidf-205 |
+| base-223 | a misty enchanted forest where glowing mushrooms light the path, and whispers seem to echo from the trees | 10,206 | 3 | tfidf-183 |
+| base-224 | a vast mountain pass with jagged peaks stretching into the sky, an old stone bridge spanning a deep chasm below | 10,206 | 3 | tfidf-206 |
+| base-225 | a sun-dappled glade filled with vibrant wildflowers, crystal-clear streams, and a magical stag drinking from the water | 10,206 | 3 | tfidf-207 |
+| base-226 | a dense jungle where ancient ruins are barely visible beneath the creeping vines and strange bird calls fill the air | 10,206 | 3 | tfidf-208 |
+| base-227 | a mystical floating island covered in luminescent blue moss, waterfalls cascading into the clouds below | 10,206 | 3 | tfidf-209 |
+| base-228 | a cursed swamp with bubbling black water, twisted trees reaching like skeletal fingers, and ghostly lanterns flickering in the distance | 10,206 | 3 | tfidf-210 |
+| base-229 | a sacred elven grove with spiraling tree houses, shimmering waterfalls, and soft music drifting through the leaves | 10,206 | 3 | tfidf-211 |
+| base-230 | a volcanic wasteland with rivers of molten lava snaking between cracked obsidian rocks, the air thick with sulfur | 10,206 | 3 | tfidf-212 |
+
+### Cities, streets, plazas and markets
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-198 | a bustling medieval market square filled with colorful stalls, animated vendors, and vibrant historical ambiance | 10,206 | 3 | tfidf-182 |
+| base-202 | an elven tree city exterior with gracefully intertwined wooden platforms, intricate carvings, and ethereal natural beauty | 10,206 | 3 | tfidf-186 |
+| base-211 | an ancient elven city built into towering trees, glowing bridges weaving between massive canopies | 10,206 | 3 | tfidf-194 |
+| base-212 | a merfolk kingdom deep beneath the ocean, with shimmering coral castles and bioluminescent sea creatures | 10,206 | 3 | tfidf-195 |
+| base-231 | a hidden valley with a crystalline lake, surrounded by towering cliffs, where unicorns drink beneath the light of a full moon | 10,206 | 3 | tfidf-213 |
+
+### Space habitats, transport and vessels
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-194 | a rugged pirate ship deck with tattered sails billowing in the wind, barrels of gunpowder stacked against the wooden railings | 3,402 | 1 | tfidf-178 |
+| base-196 | a ghostly cursed ship with glowing blue spectral figures, a hull covered in eerie barnacles, and an unearthly silence in the air | 3,402 | 1 | tfidf-180 |
+
+### Battlefields and arenas
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-204 | a cursed battlefield littered with relics of war, ghostly silhouettes, and a palpable air of sorrow and loss | 10,206 | 3 | tfidf-188 |
+| base-210 | a cursed battlefield where ghostly warriors still clash under a blood-red moon | 10,206 | 3 | tfidf-188 |
+| base-213 | a massive coliseum where knights, monsters, and champions battle for glory before a roaring crowd | 10,206 | 3 | tfidf-196 |
+| base-218 | a blood-soaked battlefield littered with broken spears, shattered shields, and the distant sound of retreating soldiers | 10,206 | 3 | tfidf-201 |
+| base-220 | a mystical battlefield with sorcerers unleashing fireballs, dragons soaring overhead, and magical barriers shimmering in the air | 10,206 | 3 | tfidf-203 |
+| base-221 | an ancient battlefield surrounded by eerie fog, haunted by the spirits of long-forgotten warriors still locked in eternal combat | 10,206 | 3 | tfidf-204 |
+
+### Ruins, castles, caves and dungeons
+
+| ID | Base description | Rows | Source slots | TF-IDF group |
+| --- | --- | --- | --- | --- |
+| base-157 | a forgotten underground catacomb with ancient relics, haunting silence, and mysterious spectral apparitions | 3,402 | 1 | tfidf-145 |
+| base-197 | an ancient castle courtyard encircled by ivy-draped walls, moss-covered stones, and a storied regal past | 10,206 | 3 | tfidf-181 |
+| base-201 | a shadowy goblin-infested cave with eerie stalactites, labyrinthine passages, and an aura of untamed peril | 10,206 | 3 | tfidf-185 |
+| base-203 | the lost ruins of an ancient civilization with crumbling pillars, overgrown vines, and a haunting historical mystery | 10,206 | 3 | tfidf-187 |
+| base-205 | a giant’s mountain fortress exterior boasting imposing stone walls, rugged natural formations, and epic legendary scale | 10,206 | 3 | tfidf-189 |
+| base-206 | a haunted cemetery shrouded in rolling mist, ancient tombstones, and an ambiance of eternal melancholy | 10,206 | 3 | tfidf-190 |
+| base-208 | a colossal dragon’s cave filled with mountains of gold, jeweled goblets, and a slumbering beast guarding its hoard | 10,206 | 3 | tfidf-192 |
+| base-215 | a labyrinthine dungeon filled with deadly traps, flickering torches, and hidden treasure chambers | 10,206 | 3 | tfidf-198 |
+| base-219 | a ruined fortress courtyard where defenders make their final stand against an overwhelming enemy force | 10,206 | 3 | tfidf-202 |
+

statistics/outfits-catalog.csv

@@ -0,0 +1,272 @@
+id,description,families,genders,prompt_count
+outfit-001,"a meticulously tailored navy business suit with a crisp white dress shirt, refined silk tie, and polished leather dress shoes",adult,Male,259200
+outfit-002,"a smart business casual ensemble featuring a fitted blazer, subtly patterned shirt, elegant chinos, and classic loafers",adult,Male,259200
+outfit-003,"a stylish cocktail outfit with a well-cut blazer and tailored trousers, accented by subtle embroidery and polished accessories",adult,Male,259200
+outfit-004,"a meticulously tailored navy business suit for women featuring a crisp white blouse, refined silk scarf, and polished leather heels",adult,Female,259200
+outfit-005,"a smart business casual ensemble with a fitted blazer, subtly patterned blouse, elegant trousers, and classic flats",adult,Female,259200
+outfit-006,"a stylish cocktail dress with a knee-length, form-fitting silhouette accented by delicate embroidery and sparkling accessories",adult,Female,259200
+outfit-007,"an opulent black tie formal suit with exquisite detailing, a tailored vest, and polished dress shoes",adult,Male,259200
+outfit-008,"a tailored three-piece tuxedo with a satin lapel jacket, perfectly pleated dress pants, a silk bow tie, and glossy patent leather shoes",adult,Male,259200
+outfit-009,"a tailored navy-blue business suit with a silk tie, polished leather shoes, and a matching pocket square",adult,Male,259200
+outfit-010,"an opulent black tie formal gown with exquisite embellishments, flowing chiffon fabric, and tastefully matching accessories",adult,Female,259200
+outfit-011,"a tailored women's three-piece suit with a satin lapel jacket, perfectly tailored trousers, a chic silk bow accessory, and glossy patent leather shoes",adult,Female,259200
+outfit-012,"a tailored navy-blue business suit for women with a silk scarf, polished leather shoes, and a matching pocket square",adult,Female,259200
+outfit-013,"a stylish business casual outfit featuring a fitted blazer, tailored trousers, and a fashionable wristwatch",adult,Male,259200
+outfit-014,"a formal business suit with a crisp white shirt, a subtle tie, and polished dress shoes",adult,Male,259200
+outfit-015,"a sophisticated professor’s attire featuring a tweed blazer, round glasses, a vest, and polished oxfords",adult,Male,259200
+outfit-016,"a stylish business casual outfit with a fitted blazer, tailored trousers, and an elegant wristwatch",adult,Female,259200
+outfit-017,"a formal black pencil skirt paired with a crisp white blouse, pearl earrings, and sleek black heels",adult,Female,259200
+outfit-018,"a sophisticated professor’s attire featuring a tweed blazer, stylish glasses, a fitted vest, and polished oxfords",adult,Female,259200
+outfit-019,"a journalist’s outfit with a fitted trench coat, comfortable slacks, a press badge, and durable walking shoes",adult,"Female,Male",518400
+outfit-020,"a teacher’s professional yet approachable outfit with a smart sweater, a collared shirt, and dress shoes",adult,Male,259200
+outfit-021,"a factory worker’s durable denim overalls, a long-sleeve work shirt, and steel-toe boots",adult,Male,259200
+outfit-022,"a teacher’s professional yet approachable outfit with a colorful cardigan, a knee-length skirt, and ballet flats",adult,Female,259200
+outfit-023,a factory worker’s durable denim overalls paired with a soft long-sleeve work shirt and sturdy work boots,adult,Female,259200
+outfit-024,"a plumber’s practical uniform with reinforced cargo pants, a sturdy work belt, a tool pouch, and heavy-duty gloves",adult,Male,259200
+outfit-025,"a construction worker’s neon safety vest, rugged cargo pants, a hard hat, and reinforced work boots",adult,Male,259200
+outfit-026,"a lab scientist’s sterile white coat, latex gloves, protective goggles, and professional dress shoes",adult,Male,259200
+outfit-027,"a plumber’s practical uniform with reinforced cargo pants, a stylish work belt, a tool pouch, and protective gloves",adult,Female,259200
+outfit-028,"a construction worker’s neon safety vest, rugged cargo pants, a hard hat, and durable work boots",adult,Female,259200
+outfit-029,"a lab scientist’s pristine white coat, latex gloves, protective goggles, and professional closed-toe shoes",adult,Female,259200
+outfit-030,"a librarian’s cozy attire featuring a wool cardigan, a neatly buttoned-up shirt, plaid trousers, and stylish reading glasses",adult,Male,259200
+outfit-031,"a flight attendant’s tailored navy uniform, a crisp shirt, a matching cap, and polished shoes",adult,Male,259200
+outfit-032,a postal worker’s comfortable blue-gray uniform with a crossbody mail bag and sturdy sneakers,adult,Male,259200
+outfit-033,"a librarian’s cozy attire featuring a wool cardigan, a neatly buttoned-up blouse, plaid trousers, and chic reading glasses",adult,Female,259200
+outfit-034,"a flight attendant’s tailored navy uniform designed for women, complete with a silk scarf, matching hat, and polished flats",adult,Female,259200
+outfit-035,a postal worker’s comfortable blue-gray uniform with a crossbody mail bag and practical sneakers,adult,Female,259200
+outfit-036,"a firefighter’s full protective gear including a fire-resistant jacket, helmet, and thick utility gloves",adult,"Female,Male",518400
+outfit-037,a lawyer’s powerful navy pinstripe suit with a crisp collared shirt and polished black dress shoes,adult,Male,259200
+outfit-038,"a farmer’s practical outfit with durable denim overalls, a plaid button-up shirt, and sturdy leather boots",adult,"Female,Male",518400
+outfit-039,a lawyer’s powerful navy pinstripe suit for women with a crisp collared blouse and polished black dress shoes,adult,Female,259200
+outfit-040,"a chef’s double-breasted white jacket, comfortable non-slip clogs, and a neatly folded toque hat",adult,"Female,Male",518400
+outfit-041,"a surgeon’s clean scrubs in green tones, a disposable face mask, latex gloves, and practical sneakers",adult,Male,259200
+outfit-042,"a waiter’s classic uniform featuring a smart vest, white button-up shirt, dark slacks, and polished dress shoes",adult,Male,259200
+outfit-043,"a surgeon’s clean green scrubs, a disposable face mask, latex gloves, and practical sneakers",adult,Female,259200
+outfit-044,"a waiter’s classic uniform adapted for women featuring a tailored vest, a white blouse, dark slacks, and polished shoes",adult,Female,259200
+outfit-045,"a security guard’s tactical uniform with a utility belt, protective vest, and sturdy boots",adult,"Female,Male",518400
+outfit-046,"a cashier’s simple retail uniform with a fitted polo shirt, name tag, dark pants, and casual sneakers",adult,"Female,Male",518400
+outfit-047,"a well-fitted airline pilot uniform with a navy double-breasted jacket, gold epaulets, matching trousers, and polished black shoes",adult,Male,259200
+outfit-048,"a well-fitted airline pilot uniform for women with a navy double-breasted jacket, gold epaulets, matching trousers, and polished shoes",adult,Female,259200
+outfit-049,"a neatly pressed police uniform with a crisp navy-blue shirt, reinforced tactical pants, and sturdy black boots",adult,Male,259200
+outfit-050,"a professional chef’s uniform featuring a white double-breasted jacket, black trousers, a classic chef’s hat, and slip-resistant shoes",adult,"Female,Male",518400
+outfit-051,"a stylish flight attendant outfit with a fitted navy-blue suit, silk tie, and polished dress shoes",adult,Male,259200
+outfit-052,"a neatly pressed police uniform with a crisp navy-blue blouse, reinforced tactical pants, and sturdy boots",adult,Female,259200
+outfit-053,"a stylish flight attendant outfit with a fitted navy-blue skirt, silk scarf, a buttoned blazer, and polished low heels",adult,Female,259200
+outfit-054,"a construction worker's gear with a neon safety vest, hard hat, rugged work jeans, and durable steel-toe boots",adult,Male,259200
+outfit-055,"a nurse’s uniform adapted for men with soft pastel-colored scrubs, practical sneakers, and a neatly styled hairdo",adult,Male,259200
+outfit-056,"a firefighter’s full protective suit with reflective yellow stripes, a thick fire-resistant jacket, and reinforced safety boots",adult,"Female,Male",518400
+outfit-057,"a construction worker's gear with a neon safety vest, hard hat, durable work jeans, and robust steel-toe boots",adult,Female,259200
+outfit-058,"a nurse’s uniform with soft pastel-colored scrubs, practical sneakers, and neatly styled hair",adult,Female,259200
+outfit-059,"a paramedic uniform featuring a bright red jacket with emergency service patches, cargo pants, and high-traction boots",adult,"Female,Male",518400
+outfit-060,"a high-tech lab scientist's attire including a sterile white lab coat, latex gloves, safety goggles, and professional dress shoes",adult,Male,259200
+outfit-061,"a barista outfit with a fitted apron, a long-sleeve roll-up shirt, and comfortable work sneakers",adult,Male,259200
+outfit-062,"a high-tech lab scientist's attire including a pristine white lab coat, latex gloves, safety goggles, and professional shoes",adult,Female,259200
+outfit-063,"a barista outfit with a fitted apron, a long-sleeve roll-up blouse, and comfortable work sneakers",adult,Female,259200
+outfit-064,"a military soldier’s combat uniform with camouflage print, tactical vest, knee pads, and rugged boots",adult,Male,259200
+outfit-065,"a zookeeper's outfit consisting of durable khaki cargo pants, a buttoned safari shirt, and reinforced hiking boots",adult,Male,259200
+outfit-066,"a professional ballroom ensemble with a tailored suit, a crisp dress shirt, and elegant accessories",adult,Male,259200
+outfit-067,"a military soldier’s combat uniform adapted for women with camouflage print, tactical vest, knee pads, and rugged boots",adult,Female,259200
+outfit-068,"a zookeeper's outfit consisting of durable khaki cargo pants, a buttoned safari blouse, and sturdy hiking boots",adult,Female,259200
+outfit-069,a professional ballroom ensemble with a flowing red gown adorned with sequins and elegant accessories,adult,Female,259200
+outfit-070,"a seasoned surgeon’s operating room attire with sterile blue scrubs, a disposable cap, and protective eyewear",adult,"Female,Male",518400
+outfit-071,"a compassionate pediatric nurse’s uniform featuring soft pastel scrubs, comfortable clogs, and a cheerful badge reel",adult,"Female,Male",518400
+outfit-072,a dedicated paramedic’s high-visibility EMS jacket over durable cargo pants and sturdy black boots,adult,"Female,Male",518400
+outfit-073,"a dynamic fitness instructor’s sporty yet polished look with fitted leggings, a moisture-wicking top, and brand-new running shoes",adult,"Female,Male",518400
+outfit-074,"a confident real estate agent’s sharp outfit with a structured blazer, a crisp white blouse, and elegant nude heels",adult,"Female,Male",518400
+outfit-075,"a charismatic talk show host’s outfit featuring a tailored three-piece suit, designer watch, and subtle pocket square",adult,"Female,Male",518400
+outfit-076,"a meticulous pharmacist’s professional look with a pressed white lab coat, dress slacks, and a neatly organized pocket for prescriptions",adult,"Female,Male",518400
+outfit-077,"a skilled anesthesiologist’s hospital-ready outfit with dark-colored scrubs, a disposable face mask, and slip-resistant shoes",adult,"Female,Male",518400
+outfit-078,"a fashion-forward influencer outfit with a cropped puffer jacket, baggy cargo pants, chunky sneakers, and oversized sunglasses",adult,Male,259200
+outfit-079,"a fashion-forward influencer outfit with a cropped puffer jacket, tailored cargo pants, chunky sneakers, and oversized sunglasses",adult,Female,259200
+outfit-080,"a model-off-duty look with a sleek monochrome jumpsuit, a designer messenger bag, and polished dress shoes",adult,Male,259200
+outfit-081,"a social media star’s trendy outfit with a tie-dye oversized hoodie, distressed denim jeans, and stylish sneakers",adult,Male,259200
+outfit-082,"a sleek minimalist style featuring a long trench coat, slim-fit trousers, and leather loafers",adult,"Female,Male",518400
+outfit-083,"a model-off-duty look with a sleek monochrome jumpsuit, a designer tote bag, and pointed-toe stilettos",adult,Female,259200
+outfit-084,"a social media star’s trendy outfit with a tie-dye oversized hoodie, distressed denim shorts, and platform sneakers",adult,Female,259200
+outfit-085,"a chic blush pink brunch outfit featuring a floral wrap dress, delicate gold jewelry, and strappy rose-gold espadrille sandals",adult,Female,259200
+outfit-086,"a vibrant streetwear ensemble with a graffiti-print hoodie, neon joggers, and high-top sneakers",adult,"Female,Male",518400
+outfit-087,"a hipster-chic look with a plaid flannel shirt, rolled-up skinny jeans, and vintage round glasses",adult,"Female,Male",518400
+outfit-088,"a chic brunch outfit featuring a smart casual blazer, a crisp shirt, and sleek loafers",adult,Male,259200
+outfit-089,"a pastel pink athleisure look with seamless leggings, a cropped hoodie, and bubblegum pink high-performance sneakers",adult,Female,259200
+outfit-090,"a dreamy Barbie-core party outfit with a hot pink satin mini dress, diamond-studded heels, and a glittery clutch",adult,Female,259200
+outfit-091,"a soft and flirty date night look with a baby pink off-the-shoulder ruffle dress, pearl earrings, and strappy blush heels",adult,Female,259200
+outfit-092,"a trendy athleisure outfit with seamless athletic pants, a cropped workout jacket, and high-performance sneakers",adult,Male,259200
+outfit-093,"a bohemian festival look with a casual fitted top, loose trousers, and comfortable sandals",adult,Male,259200
+outfit-094,"a stylish K-pop inspired outfit with a fitted jacket, tailored pants, and contemporary sneakers",adult,Male,259200
+outfit-095,"a preppy pink tennis outfit with a pleated mini skirt, a cropped polo top, and white-and-pink sneakers",adult,Female,259200
+outfit-096,"a glamorous evening look with a rose-gold sequined gown, blush-colored satin gloves, and crystal-embellished stilettos",adult,Female,259200
+outfit-097,"a bubblegum pink Y2K-inspired outfit with a cropped fur-trim cardigan, low-rise jeans, and platform pink heels",adult,Female,259200
+outfit-098,"a classic elegant outfit featuring a beige wool cardigan, wide-legged trousers, and a classic watch",adult,Male,259200
+outfit-099,"a relaxed and cozy outfit with a fleece-lined zip-up jacket, comfortable pants, and supportive shoes",adult,Male,259200
+outfit-100,"a stylish senior’s ensemble with a tailored cashmere sweater, comfortable chinos, and dress shoes",adult,Male,259200
+outfit-101,"a cozy pink winter outfit with a fuzzy oversized sweater, a blush plaid mini skirt, and knee-high pastel boots",adult,Female,259200
+outfit-102,"a dazzling New Year's Eve look with a fuchsia sequin mini dress, bold pink lipstick, and diamond-studded heels",adult,Female,259200
+outfit-103,"a soft pink garden party look with a tiered tulle midi dress, delicate floral earrings, and lace-up ballet flats",adult,Female,259200
+outfit-104,"a vintage-style formal outfit with subtle patterns, a refined blazer, and elegant dress shoes",adult,Male,259200
+outfit-105,"a warm winter outfit with a quilted coat, a thick wool scarf, a knitted hat, and lined boots",adult,Male,259200
+outfit-106,"a senior’s resort wear ensemble featuring a light linen shirt, breezy slacks, and comfortable slip-ons",adult,Male,259200
+outfit-107,"a Malibu Barbie-inspired beach outfit with a pink one-piece swimsuit, a matching sarong, and heart-shaped sunglasses",adult,Female,259200
+outfit-108,"a stylish jet-setter airport look with a bubblegum pink blazer, comfy wide-leg trousers, and a designer pink handbag",adult,Female,259200
+outfit-109,"a sparkly disco-themed outfit with a holographic pink mini dress, metallic platform heels, and bold statement earrings",adult,Female,259200
+outfit-110,"a golf club outfit with tailored khakis, a breathable polo shirt, and a soft cashmere pullover",adult,Male,259200
+outfit-111,"a stylish but functional hiking outfit with waterproof cargo pants, a lightweight windbreaker, and sturdy hiking boots",adult,Male,259200
+outfit-112,"a relaxed beachwear outfit featuring a smart casual shirt, tailored trousers, and loafers",adult,Male,259200
+outfit-113,"a Parisian café look with a pastel pink tweed blazer, a blush pencil skirt, and a chic beret",adult,Female,259200
+outfit-114,"a glamorous shopping day outfit with a hot pink wrap dress, oversized sunglasses, and a designer-inspired handbag",adult,Female,259200
+outfit-115,"a cute picnic outfit with a gingham pink sundress, a woven heart-shaped bag, and dainty white ankle-strap flats",adult,Female,259200
+outfit-116,"a sporty rock-climbing outfit with reinforced climbing pants, a moisture-wicking athletic top, and secure climbing shoes",adult,Male,259200
+outfit-117,"a safari explorer outfit with a beige button-up shirt, tailored shorts, a wide-brim hat, and hiking boots",adult,Male,259200
+outfit-118,"a winter skiing outfit with an insulated ski jacket, thermal leggings, and high-performance snow boots",adult,Male,259200
+outfit-119,"a Barbie prom queen outfit with a satin pink ballgown, silver heels, and a sparkling tiara",adult,Female,259200
+outfit-120,"a festival-ready outfit with a neon-colored shirt, distressed denim shorts, glittery accessories, and sturdy boots",adult,Male,259200
+outfit-121,"a fisherman’s ensemble with waterproof overalls, a rugged flannel shirt, rubber boots, and a utility cap",adult,Male,259200
+outfit-122,"a marathon runner’s gear featuring compression shorts, a breathable running top, and performance sneakers",adult,Male,259200
+outfit-123,"a chic brunch outfit featuring a floral wrap dress, delicate gold jewelry, and strappy espadrille sandals",adult,Female,259200
+outfit-124,"a trendy athleisure outfit with seamless leggings, a cropped workout top, and high-performance sneakers",adult,Female,259200
+outfit-125,"a professional scuba diver’s wetsuit with functional design, complete with oxygen tank, goggles, and high-tech flippers",adult,Male,259200
+outfit-126,"a motorcyclist’s leather riding jacket, reinforced pants, knee-high armored boots, and a full-face helmet",adult,Male,259200
+outfit-127,"a bohemian festival look with a crochet crop top, wide-legged palazzo pants, and beaded sandals",adult,Female,259200
+outfit-128,"a stylish K-pop inspired outfit with a pleated mini skirt, knee-high socks, and a cropped varsity jacket",adult,Female,259200
+outfit-129,"a playful and brightly colored t-shirt paired with comfortable, loose-fitting shorts and whimsical printed sneakers",kid,Male,82080
+outfit-130,"a cheerful cartoon-themed outfit with vibrant, imaginative prints, soft fabrics, and adorable design details",kid,"Female,Male",164160
+outfit-131,a playful and brightly colored t-shirt paired with a cute skirt and whimsical printed sneakers,kid,Female,82080
+outfit-132,"a sporty tracksuit designed with breathable, high-quality materials and bold accent colors for energetic play",kid,"Female,Male",164160
+outfit-133,"a classic school uniform featuring a smart, well-fitted blazer, crisp shirt, and neatly pressed trousers",kid,Male,82080
+outfit-134,"a classic school uniform featuring a smart, well-fitted blazer, a crisp blouse, and a neatly pressed skirt",kid,Female,82080
+outfit-135,a cute casual ensemble consisting of a smart vest and comfortable trousers for youthful energy,kid,Male,82080
+outfit-136,a comfortable polo shirt and chinos set that balances style with practicality for an effortlessly smart look,kid,Male,82080
+outfit-137,a cute casual ensemble consisting of a charming dress with delightful patterns and cozy leggings for youthful innocence,kid,Female,82080
+outfit-138,a comfortable blouse and tailored shorts set that balances style with practicality for an effortlessly smart look,kid,Female,82080
+outfit-139,a fun printed t-shirt combined with well-worn jeans showcasing bright colors and imaginative designs for active days,kid,"Female,Male",164160
+outfit-140,"a colorful hoodie paired with soft, durable sweatpants ideal for outdoor adventures and relaxed moments",kid,"Female,Male",164160
+outfit-141,"a lightweight summer outfit featuring a breathable t-shirt, playful shorts, and sturdy sandals for sunny escapades",kid,Male,82080
+outfit-142,"a festive party ensemble with charming details, whimsical patterns, and a touch of elegance for special occasions",kid,Male,82080
+outfit-143,"a lightweight summer outfit featuring a breezy top, a flirty skirt, and comfortable sandals for sunny escapades",kid,Female,82080
+outfit-144,"a festive party ensemble with charming details, whimsical patterns, and a touch of elegance appropriate for celebrations",kid,Female,82080
+outfit-145,"a colorful graphic t-shirt with cartoon characters, paired with comfy elastic-waist jeans and velcro sneakers",kid,"Female,Male",164160
+outfit-146,a cheerful striped polo shirt matched with stretchy cotton shorts and light-up sneakers,kid,"Female,Male",164160
+outfit-147,"a cozy hoodie with a fun dinosaur print, worn with jogger pants and soft wool socks",kid,"Female,Male",164160
+outfit-148,a smart jumper paired with a collared shirt and comfortable trousers,kid,Male,82080
+outfit-149,"a cute jumper dress with playful embroidered animals, paired with warm leggings and ballet flats",kid,Female,82080
+outfit-150,"a lightweight summer shirt with playful patterns, a matching sun hat, and open-toe sandals",kid,Male,82080
+outfit-151,"a warm knitted sweater with a fluffy pom-pom beanie, fleece-lined pants, and cozy winter boots",kid,"Female,Male",164160
+outfit-152,"a lightweight summer sundress with polka dots, a matching sun hat, and open-toe sandals",kid,Female,82080
+outfit-153,"a neatly pressed school uniform featuring a pleated vest, knee-high socks, a white collared shirt, and smart shoes",kid,Male,82080
+outfit-154,"a sporty zip-up tracksuit with breathable mesh lining, comfy sneakers, and a baseball cap",kid,"Female,Male",164160
+outfit-155,"a neatly pressed school uniform with a pleated skirt, knee-high socks, a white collared blouse, and black Mary Janes",kid,Female,82080
+outfit-156,"a waterproof raincoat with a dinosaur pattern, rubber rain boots, and a matching umbrella",kid,"Female,Male",164160
+outfit-157,"a safari explorer outfit with a khaki vest, cargo shorts, sturdy hiking boots, and a fun magnifying glass accessory",kid,"Female,Male",164160
+outfit-158,"a fisherman’s outfit with a wide-brimmed hat, denim overalls, a cozy flannel shirt, and waterproof boots",kid,Male,82080
+outfit-159,"a fun beach outfit with a rash guard, swim trunks, water shoes, and a colorful inflatable swim ring",kid,Male,82080
+outfit-160,"a fisherman’s outfit with a wide-brimmed hat, denim dungarees, a cozy flannel shirt, and waterproof boots",kid,Female,82080
+outfit-161,"a fun beach outfit with a rash guard, a playful swim dress, and water shoes",kid,Female,82080
+outfit-162,"a warm winter outfit with a puffy jacket, snow pants, thermal gloves, and a fleece scarf",kid,"Female,Male",164160
+outfit-163,"a camping outfit with a bug-repellent hoodie, sturdy cargo pants, and a headlamp for night adventures",kid,"Female,Male",164160
+outfit-164,"a professional-looking kid’s soccer uniform with a jersey, breathable shorts, knee-high socks, and cleats",kid,"Female,Male",164160
+outfit-165,"a tennis outfit featuring a lightweight polo, comfortable shorts, and non-slip sneakers",kid,Male,82080
+outfit-166,"a tennis outfit featuring a lightweight polo, a comfortable pleated skirt, and non-slip sneakers",kid,Female,82080
+outfit-167,"a dynamic gym outfit with a fitted t-shirt, athletic shorts, and flexible sneakers",kid,Male,82080
+outfit-168,"a karate uniform with a crisp white gi, a tied beginner belt, and padded sparring gloves",kid,"Female,Male",164160
+outfit-169,"a ballet leotard with a frilly tutu, ballet slippers, and a neat hair bun with a matching ribbon",kid,Female,82080
+outfit-170,"a gymnastics training set with a vibrant athletic top, flexible shorts, and slip-resistant socks",kid,Male,82080
+outfit-171,"a royal prince’s regal tunic with golden embroidery, velvet trousers, and a shiny toy sword",kid,Male,82080
+outfit-172,"a gymnastics training set with a sparkly leotard, stretchy leggings, and slip-resistant socks",kid,Female,82080
+outfit-173,"a royal princess’s regal gown with golden embroidery, delicate details, and a shiny toy wand",kid,Female,82080
+outfit-174,"a brave knight’s outfit with a sturdy tunic, a protective shield, and a toy sword",kid,Male,82080
+outfit-175,"a tiny warrior’s armor set with a foam chest plate, a toy shield, and soft leather-like boots",kid,"Female,Male",164160
+outfit-176,"a princess gown with glittering layers of soft tulle, a jeweled tiara, and lace-up ballet slippers",kid,Female,82080
+outfit-177,"a woodland elf’s tunic with leafy embroidery, leather bracers, and a small wooden bow",kid,Male,82080
+outfit-178,"a magical wizard costume with a starry cloak, a pointed hat, and glittering accessories",kid,Male,82080
+outfit-179,"a woodland elf’s flowing tunic with leafy embroidery, leather bracers, and a tiny wooden bow",kid,Female,82080
+outfit-180,"a fairy costume with shimmering pastel wings, a lace-trimmed dress, and a flower crown",kid,Female,82080
+outfit-181,"a dragon rider’s protective cloak with padded shoulder areas, knee-high boots, and a toy lance",kid,Male,82080
+outfit-182,"a futuristic space pilot jumpsuit with silver paneling, LED wristbands, and a toy laser gun",kid,"Female,Male",164160
+outfit-183,"a dragon rider’s protective cloak with armored shoulder pads, knee-high boots, and a toy lance",kid,Female,82080
+outfit-184,"a cyber-kid’s neon jacket with digital wristbands, dark sunglasses, and sci-fi sneakers",kid,"Female,Male",164160
+outfit-185,"a robot costume with metallic-plated armor, blinking LED circuits, and robotic gloves",kid,"Female,Male",164160
+outfit-186,"a time traveler’s steampunk-inspired coat, aviator goggles, and a small pocket watch accessory",kid,"Female,Male",164160
+outfit-187,"a galaxy explorer’s astronaut suit with a mini oxygen backpack, knee pads, and glow-in-the-dark gloves",kid,"Female,Male",164160
+outfit-188,"a fancy party outfit with a pastel-colored blazer, a bow tie, and neatly pressed trousers",kid,Male,82080
+outfit-189,"a cool Halloween jumpsuit with a fun design, an adorable hat, and soft slip-on shoes",kid,Male,82080
+outfit-190,"a fancy party outfit with a pastel-colored blazer, a cute bow, and a smart skirt",kid,Female,82080
+outfit-191,a cute Halloween pumpkin jumpsuit with an adorable hat and soft slip-on shoes,kid,Female,82080
+outfit-192,"a Christmas-themed sweater with jingle bells, plaid leggings, and festive accessories",kid,Male,82080
+outfit-193,"a New Year’s Eve sparkly outfit with glittery suspenders, a stylish vest, and tiny formal shoes",kid,Male,82080
+outfit-194,"a Christmas-themed sweater with jingle bells, plaid leggings, and reindeer antlers",kid,Female,82080
+outfit-195,"a New Year’s Eve sparkly outfit with glittery suspenders, a velvet vest, and tiny formal shoes",kid,Female,82080
+outfit-196,"a birthday celebration outfit with a smart casual shirt, a colorful sash, and a festive party hat",kid,Male,82080
+outfit-197,"a birthday celebration outfit with a bright tutu skirt, a colorful sash, and a festive party hat",kid,Female,82080
+outfit-198,"a stylish oversized hoodie with graffiti designs, ripped skinny jeans, and chunky sneakers",teen,Male,84240
+outfit-199,a modern cropped jacket paired with high-waisted denim shorts and rugged lace-up boots,teen,Male,84240
+outfit-200,"a stylish oversized hoodie with bold graffiti designs, paired with distressed skinny jeans and fashionable platform sneakers",teen,Female,84240
+outfit-201,a modern cropped jacket paired with high-waisted denim shorts and trendy lace-up ankle boots,teen,Female,84240
+outfit-202,a trendy monochrome tracksuit with a zip-up windbreaker and branded sports sneakers,teen,Male,84240
+outfit-203,"a vintage-inspired grunge outfit with an oversized plaid flannel, distressed black jeans, and combat boots",teen,Male,84240
+outfit-204,a trendy monochrome tracksuit with a zip-up windbreaker and sleek sports sneakers,teen,Female,84240
+outfit-205,"a vintage-inspired grunge outfit with an oversized plaid flannel, distressed denim jeans, and combat boots",teen,Female,84240
+outfit-206,a soft aesthetic pastel sweater over relaxed-fit trousers and white platform sneakers,teen,Male,84240
+outfit-207,a preppy outfit featuring a polo shirt tucked into fitted chinos with a stylish leather belt,teen,Male,84240
+outfit-208,a soft aesthetic pastel cardigan over a pleated tennis skirt and white platform sneakers,teen,Female,84240
+outfit-209,a preppy outfit featuring a fitted blouse tucked into tailored shorts with a stylish belt,teen,Female,84240
+outfit-210,"an alternative punk-rock look with a studded denim vest, black skinny jeans, and a bold graphic tee",teen,Male,84240
+outfit-211,"a casual brunch look with a smart casual shirt, tailored trousers, and loafers",teen,Male,84240
+outfit-212,"an alternative punk-rock look with a studded denim vest, fishnet tights, and a bold graphic tee",teen,Female,84240
+outfit-213,"a casual brunch look with a light summer dress, delicate accessories, and chic wedge sandals",teen,Female,84240
+outfit-214,"a basketball player’s outfit with breathable mesh shorts, a tank top, and supportive high-top sneakers",teen,"Female,Male",168480
+outfit-215,"a runner’s athletic set featuring compression shorts, a moisture-wicking tee, and cushioned running shoes",teen,Male,84240
+outfit-216,"a runner’s athletic set featuring compression leggings, a moisture-wicking tee, and cushioned running shoes",teen,Female,84240
+outfit-217,"a tennis player’s uniform with tailored shorts, a performance polo, and lightweight sneakers",teen,Male,84240
+outfit-218,"a baseball player’s sporty uniform with a team logo jersey, a fitted cap, and cleats",teen,Male,84240
+outfit-219,"a tennis outfit featuring a lightweight polo, a pleated skirt, and lightweight performance sneakers",teen,Female,84240
+outfit-220,"a sporty outfit with a team logo tee, a fitted cap, and trendy sneakers",teen,Female,84240
+outfit-221,"a fitness influencer’s coordinated athletic set with a performance t-shirt and track pants, complemented by an oversized zip-up hoodie",teen,Male,84240
+outfit-222,"a medieval rogue’s leather vest with a hooded cloak, dagger straps, and sturdy travel boots",teen,Male,84240
+outfit-223,a fitness influencer’s coordinated sports bra and leggings set paired with an oversized zip-up hoodie,teen,Female,84240
+outfit-224,"a medieval rogue’s leather corset with a hooded cloak, dagger straps, and elegant travel boots",teen,Female,84240
+outfit-225,a dark sorcerer’s shimmering velvet robe with intricate silver embroidery and mystical rune engravings,teen,Male,84240
+outfit-226,"a brave knight’s full suit of armor, a crest-emblazoned tunic, and a metal-plated toy sword",teen,Male,84240
+outfit-227,a dark sorceress’s shimmering velvet gown with intricate silver embroidery and mystical rune engravings,teen,Female,84240
+outfit-228,"a brave knight’s full suit of armor with a feminine cut, a crest-emblazoned tunic, and a decorative toy sword",teen,Female,84240
+outfit-229,"an elven warrior’s flowing tunic, silver-laced shoulder guards, and a feathered quiver",teen,"Female,Male",168480
+outfit-230,"a Viking warrior’s rugged fur-lined cloak, thick leather boots, and a carved wooden shield",teen,Male,84240
+outfit-231,"a Viking warrior’s rugged fur-lined cloak, sturdy leather boots, and a carved wooden shield",teen,Female,84240
+outfit-232,"a castle bard’s elaborate embroidered vest, puffy-sleeved shirt, and a miniature lute slung over the shoulder",teen,Male,84240
+outfit-233,"a cyberpunk-inspired leather jacket with glowing circuitry, sleek black pants, and augmented reality goggles",teen,Male,84240
+outfit-234,"a castle bard’s elaborate embroidered vest, puffy-sleeved blouse, and a petite lute slung stylishly",teen,Female,84240
+outfit-235,"a cyberpunk-inspired leather jacket with glowing circuitry, sleek black leggings, and augmented reality glasses",teen,Female,84240
+outfit-236,"a space adventurer’s armored jumpsuit with a reinforced chest plate, a holographic wrist device, and LED-lit boots",teen,Male,84240
+outfit-237,"a high-tech hacker’s urban outfit with a hooded tactical coat, utility gloves, and digital wristbands",teen,Male,84240
+outfit-238,"a space adventurer’s fitted armored jumpsuit with a reinforced chest plate, a holographic wrist device, and LED-lit boots",teen,Female,84240
+outfit-239,"a high-tech hacker’s urban outfit with a hooded tactical jacket, slim-fit trousers, and digital wristbands",teen,Female,84240
+outfit-240,a neon bounty hunter’s reinforced suit with dual holster belts and a multi-functional visor,teen,Male,84240
+outfit-241,a robotic combat trainee’s exoskeleton suit with lightweight energy armor and retractable arm gauntlets,teen,Male,84240
+outfit-242,a neon bounty hunter’s tailored suit with dual holster belts and a multi-functional visor,teen,Female,84240
+outfit-243,a robotic combat trainee’s exosuit with lightweight energy armor and retractable arm gauntlets,teen,Female,84240
+outfit-244,"a stylish café barista uniform with a fitted apron, rolled-up sleeves, and neatly pressed black trousers",teen,"Female,Male",168480
+outfit-245,"a fashion-forward young journalist’s outfit with a wool trench coat, stylish reading glasses, and a vintage camera",teen,"Female,Male",168480
+outfit-246,"a trendy retail associate’s uniform with a color-coordinated polo, sleek name tag, and fitted black pants",teen,Male,84240
+outfit-247,a doctor-in-training’s crisp white coat over neatly ironed medical scrubs and clean sneakers,teen,"Female,Male",168480
+outfit-248,"a trendy retail associate’s uniform with a color-coordinated blouse, sleek name tag, and fitted black pants",teen,Female,84240
+outfit-249,"a tech start-up intern’s polished outfit featuring a relaxed blazer, slim-fit jeans, and minimalist sneakers",teen,"Female,Male",168480
+outfit-250,"a stylish clubbing outfit with a sequined blazer, leather pants, and smart dress shoes",teen,Male,84240
+outfit-251,"a stylish clubbing outfit with a sequined crop top, leather leggings, and high-heeled ankle boots",teen,Female,84240
+outfit-252,"a summer music festival ensemble with a trendy short-sleeve shirt, distressed denim shorts, and casual sneakers",teen,Male,84240
+outfit-253,"a Halloween costume featuring a gothic vampire cape, a dramatic cravat, and bold makeup",teen,Male,84240
+outfit-254,"a summer music festival ensemble with a crochet halter top, distressed denim shorts, and beaded bracelets",teen,Female,84240
+outfit-255,"a Halloween costume featuring a gothic vampire cape, a lace choker, and dramatic dark makeup",teen,Female,84240
+outfit-256,"a sophisticated prom suit with tailored details, delicate accents, and polished dress shoes",teen,Male,84240
+outfit-257,"a sleek New Year’s Eve tuxedo with a bow tie, matching cufflinks, and polished dress shoes",teen,Male,84240
+outfit-258,"a sophisticated prom dress with layers of flowing chiffon, delicate beaded accents, and crystal heels",teen,Female,84240
+outfit-259,"a sleek New Year’s Eve dress with an elegant cut, shimmering accessories, and polished heels",teen,Female,84240
+outfit-260,"a trendy hoodie paired with slim-fit jeans and stylish sneakers for a cool, urban look",teen,"Female,Male",168480
+outfit-261,"a graphic t-shirt with bold prints combined with relaxed joggers for a modern, laid-back style",teen,"Female,Male",168480
+outfit-262,"a fashionable bomber jacket layered over a crisp t-shirt, paired with contemporary denim and stylish sneakers",teen,Male,84240
+outfit-263,"a sleek urban streetwear outfit featuring edgy designs, distressed denim, and statement accessories for a rebellious vibe",teen,"Female,Male",168480
+outfit-264,"a fashionable bomber jacket layered over a crisp t-shirt, paired with contemporary denim and chic sneakers",teen,Female,84240
+outfit-265,a modern casual ensemble with a layered look blending a trendy sweatshirt with smart trousers for versatility,teen,"Female,Male",168480
+outfit-266,a minimalist all-black outfit with clean lines and subtle details exuding understated sophistication,teen,"Female,Male",168480
+outfit-267,"a preppy style with a neat sweater over a collared shirt, paired with well-fitted chinos and classic loafers",teen,Male,84240
+outfit-268,a stylish varsity jacket paired with contemporary jeans and sporty sneakers radiating energetic youthfulness,teen,"Female,Male",168480
+outfit-269,"a preppy style with a neat sweater over a collared blouse, paired with well-fitted chinos and classic flats",teen,Female,84240
+outfit-270,an edgy band tee with ripped denim and bold accessories for a distinctly rebellious yet fashionable appearance,teen,"Female,Male",168480
+outfit-271,a comfortable athleisure set that seamlessly blends sporty elements with modern street style for a cool look,teen,"Female,Male",168480

statistics/outfits.md

@@ -0,0 +1,290 @@
+# Outfit inventory
+
+271 distinct description strings. Some identical strings are eligible for both source genders, creating326 gender-conditioned slots. Descriptions remain separate when wording differs.
+
+## Adult
+
+| ID | Outfit description | Eligible gender(s) | Rows |
+| --- | --- | --- | --- |
+| outfit-001 | a meticulously tailored navy business suit with a crisp white dress shirt, refined silk tie, and polished leather dress shoes | Male | 259,200 |
+| outfit-002 | a smart business casual ensemble featuring a fitted blazer, subtly patterned shirt, elegant chinos, and classic loafers | Male | 259,200 |
+| outfit-003 | a stylish cocktail outfit with a well-cut blazer and tailored trousers, accented by subtle embroidery and polished accessories | Male | 259,200 |
+| outfit-004 | a meticulously tailored navy business suit for women featuring a crisp white blouse, refined silk scarf, and polished leather heels | Female | 259,200 |
+| outfit-005 | a smart business casual ensemble with a fitted blazer, subtly patterned blouse, elegant trousers, and classic flats | Female | 259,200 |
+| outfit-006 | a stylish cocktail dress with a knee-length, form-fitting silhouette accented by delicate embroidery and sparkling accessories | Female | 259,200 |
+| outfit-007 | an opulent black tie formal suit with exquisite detailing, a tailored vest, and polished dress shoes | Male | 259,200 |
+| outfit-008 | a tailored three-piece tuxedo with a satin lapel jacket, perfectly pleated dress pants, a silk bow tie, and glossy patent leather shoes | Male | 259,200 |
+| outfit-009 | a tailored navy-blue business suit with a silk tie, polished leather shoes, and a matching pocket square | Male | 259,200 |
+| outfit-010 | an opulent black tie formal gown with exquisite embellishments, flowing chiffon fabric, and tastefully matching accessories | Female | 259,200 |
+| outfit-011 | a tailored women's three-piece suit with a satin lapel jacket, perfectly tailored trousers, a chic silk bow accessory, and glossy patent leather shoes | Female | 259,200 |
+| outfit-012 | a tailored navy-blue business suit for women with a silk scarf, polished leather shoes, and a matching pocket square | Female | 259,200 |
+| outfit-013 | a stylish business casual outfit featuring a fitted blazer, tailored trousers, and a fashionable wristwatch | Male | 259,200 |
+| outfit-014 | a formal business suit with a crisp white shirt, a subtle tie, and polished dress shoes | Male | 259,200 |
+| outfit-015 | a sophisticated professor’s attire featuring a tweed blazer, round glasses, a vest, and polished oxfords | Male | 259,200 |
+| outfit-016 | a stylish business casual outfit with a fitted blazer, tailored trousers, and an elegant wristwatch | Female | 259,200 |
+| outfit-017 | a formal black pencil skirt paired with a crisp white blouse, pearl earrings, and sleek black heels | Female | 259,200 |
+| outfit-018 | a sophisticated professor’s attire featuring a tweed blazer, stylish glasses, a fitted vest, and polished oxfords | Female | 259,200 |
+| outfit-019 | a journalist’s outfit with a fitted trench coat, comfortable slacks, a press badge, and durable walking shoes | Female, Male | 518,400 |
+| outfit-020 | a teacher’s professional yet approachable outfit with a smart sweater, a collared shirt, and dress shoes | Male | 259,200 |
+| outfit-021 | a factory worker’s durable denim overalls, a long-sleeve work shirt, and steel-toe boots | Male | 259,200 |
+| outfit-022 | a teacher’s professional yet approachable outfit with a colorful cardigan, a knee-length skirt, and ballet flats | Female | 259,200 |
+| outfit-023 | a factory worker’s durable denim overalls paired with a soft long-sleeve work shirt and sturdy work boots | Female | 259,200 |
+| outfit-024 | a plumber’s practical uniform with reinforced cargo pants, a sturdy work belt, a tool pouch, and heavy-duty gloves | Male | 259,200 |
+| outfit-025 | a construction worker’s neon safety vest, rugged cargo pants, a hard hat, and reinforced work boots | Male | 259,200 |
+| outfit-026 | a lab scientist’s sterile white coat, latex gloves, protective goggles, and professional dress shoes | Male | 259,200 |
+| outfit-027 | a plumber’s practical uniform with reinforced cargo pants, a stylish work belt, a tool pouch, and protective gloves | Female | 259,200 |
+| outfit-028 | a construction worker’s neon safety vest, rugged cargo pants, a hard hat, and durable work boots | Female | 259,200 |
+| outfit-029 | a lab scientist’s pristine white coat, latex gloves, protective goggles, and professional closed-toe shoes | Female | 259,200 |
+| outfit-030 | a librarian’s cozy attire featuring a wool cardigan, a neatly buttoned-up shirt, plaid trousers, and stylish reading glasses | Male | 259,200 |
+| outfit-031 | a flight attendant’s tailored navy uniform, a crisp shirt, a matching cap, and polished shoes | Male | 259,200 |
+| outfit-032 | a postal worker’s comfortable blue-gray uniform with a crossbody mail bag and sturdy sneakers | Male | 259,200 |
+| outfit-033 | a librarian’s cozy attire featuring a wool cardigan, a neatly buttoned-up blouse, plaid trousers, and chic reading glasses | Female | 259,200 |
+| outfit-034 | a flight attendant’s tailored navy uniform designed for women, complete with a silk scarf, matching hat, and polished flats | Female | 259,200 |
+| outfit-035 | a postal worker’s comfortable blue-gray uniform with a crossbody mail bag and practical sneakers | Female | 259,200 |
+| outfit-036 | a firefighter’s full protective gear including a fire-resistant jacket, helmet, and thick utility gloves | Female, Male | 518,400 |
+| outfit-037 | a lawyer’s powerful navy pinstripe suit with a crisp collared shirt and polished black dress shoes | Male | 259,200 |
+| outfit-038 | a farmer’s practical outfit with durable denim overalls, a plaid button-up shirt, and sturdy leather boots | Female, Male | 518,400 |
+| outfit-039 | a lawyer’s powerful navy pinstripe suit for women with a crisp collared blouse and polished black dress shoes | Female | 259,200 |
+| outfit-040 | a chef’s double-breasted white jacket, comfortable non-slip clogs, and a neatly folded toque hat | Female, Male | 518,400 |
+| outfit-041 | a surgeon’s clean scrubs in green tones, a disposable face mask, latex gloves, and practical sneakers | Male | 259,200 |
+| outfit-042 | a waiter’s classic uniform featuring a smart vest, white button-up shirt, dark slacks, and polished dress shoes | Male | 259,200 |
+| outfit-043 | a surgeon’s clean green scrubs, a disposable face mask, latex gloves, and practical sneakers | Female | 259,200 |
+| outfit-044 | a waiter’s classic uniform adapted for women featuring a tailored vest, a white blouse, dark slacks, and polished shoes | Female | 259,200 |
+| outfit-045 | a security guard’s tactical uniform with a utility belt, protective vest, and sturdy boots | Female, Male | 518,400 |
+| outfit-046 | a cashier’s simple retail uniform with a fitted polo shirt, name tag, dark pants, and casual sneakers | Female, Male | 518,400 |
+| outfit-047 | a well-fitted airline pilot uniform with a navy double-breasted jacket, gold epaulets, matching trousers, and polished black shoes | Male | 259,200 |
+| outfit-048 | a well-fitted airline pilot uniform for women with a navy double-breasted jacket, gold epaulets, matching trousers, and polished shoes | Female | 259,200 |
+| outfit-049 | a neatly pressed police uniform with a crisp navy-blue shirt, reinforced tactical pants, and sturdy black boots | Male | 259,200 |
+| outfit-050 | a professional chef’s uniform featuring a white double-breasted jacket, black trousers, a classic chef’s hat, and slip-resistant shoes | Female, Male | 518,400 |
+| outfit-051 | a stylish flight attendant outfit with a fitted navy-blue suit, silk tie, and polished dress shoes | Male | 259,200 |
+| outfit-052 | a neatly pressed police uniform with a crisp navy-blue blouse, reinforced tactical pants, and sturdy boots | Female | 259,200 |
+| outfit-053 | a stylish flight attendant outfit with a fitted navy-blue skirt, silk scarf, a buttoned blazer, and polished low heels | Female | 259,200 |
+| outfit-054 | a construction worker's gear with a neon safety vest, hard hat, rugged work jeans, and durable steel-toe boots | Male | 259,200 |
+| outfit-055 | a nurse’s uniform adapted for men with soft pastel-colored scrubs, practical sneakers, and a neatly styled hairdo | Male | 259,200 |
+| outfit-056 | a firefighter’s full protective suit with reflective yellow stripes, a thick fire-resistant jacket, and reinforced safety boots | Female, Male | 518,400 |
+| outfit-057 | a construction worker's gear with a neon safety vest, hard hat, durable work jeans, and robust steel-toe boots | Female | 259,200 |
+| outfit-058 | a nurse’s uniform with soft pastel-colored scrubs, practical sneakers, and neatly styled hair | Female | 259,200 |
+| outfit-059 | a paramedic uniform featuring a bright red jacket with emergency service patches, cargo pants, and high-traction boots | Female, Male | 518,400 |
+| outfit-060 | a high-tech lab scientist's attire including a sterile white lab coat, latex gloves, safety goggles, and professional dress shoes | Male | 259,200 |
+| outfit-061 | a barista outfit with a fitted apron, a long-sleeve roll-up shirt, and comfortable work sneakers | Male | 259,200 |
+| outfit-062 | a high-tech lab scientist's attire including a pristine white lab coat, latex gloves, safety goggles, and professional shoes | Female | 259,200 |
+| outfit-063 | a barista outfit with a fitted apron, a long-sleeve roll-up blouse, and comfortable work sneakers | Female | 259,200 |
+| outfit-064 | a military soldier’s combat uniform with camouflage print, tactical vest, knee pads, and rugged boots | Male | 259,200 |
+| outfit-065 | a zookeeper's outfit consisting of durable khaki cargo pants, a buttoned safari shirt, and reinforced hiking boots | Male | 259,200 |
+| outfit-066 | a professional ballroom ensemble with a tailored suit, a crisp dress shirt, and elegant accessories | Male | 259,200 |
+| outfit-067 | a military soldier’s combat uniform adapted for women with camouflage print, tactical vest, knee pads, and rugged boots | Female | 259,200 |
+| outfit-068 | a zookeeper's outfit consisting of durable khaki cargo pants, a buttoned safari blouse, and sturdy hiking boots | Female | 259,200 |
+| outfit-069 | a professional ballroom ensemble with a flowing red gown adorned with sequins and elegant accessories | Female | 259,200 |
+| outfit-070 | a seasoned surgeon’s operating room attire with sterile blue scrubs, a disposable cap, and protective eyewear | Female, Male | 518,400 |
+| outfit-071 | a compassionate pediatric nurse’s uniform featuring soft pastel scrubs, comfortable clogs, and a cheerful badge reel | Female, Male | 518,400 |
+| outfit-072 | a dedicated paramedic’s high-visibility EMS jacket over durable cargo pants and sturdy black boots | Female, Male | 518,400 |
+| outfit-073 | a dynamic fitness instructor’s sporty yet polished look with fitted leggings, a moisture-wicking top, and brand-new running shoes | Female, Male | 518,400 |
+| outfit-074 | a confident real estate agent’s sharp outfit with a structured blazer, a crisp white blouse, and elegant nude heels | Female, Male | 518,400 |
+| outfit-075 | a charismatic talk show host’s outfit featuring a tailored three-piece suit, designer watch, and subtle pocket square | Female, Male | 518,400 |
+| outfit-076 | a meticulous pharmacist’s professional look with a pressed white lab coat, dress slacks, and a neatly organized pocket for prescriptions | Female, Male | 518,400 |
+| outfit-077 | a skilled anesthesiologist’s hospital-ready outfit with dark-colored scrubs, a disposable face mask, and slip-resistant shoes | Female, Male | 518,400 |
+| outfit-078 | a fashion-forward influencer outfit with a cropped puffer jacket, baggy cargo pants, chunky sneakers, and oversized sunglasses | Male | 259,200 |
+| outfit-079 | a fashion-forward influencer outfit with a cropped puffer jacket, tailored cargo pants, chunky sneakers, and oversized sunglasses | Female | 259,200 |
+| outfit-080 | a model-off-duty look with a sleek monochrome jumpsuit, a designer messenger bag, and polished dress shoes | Male | 259,200 |
+| outfit-081 | a social media star’s trendy outfit with a tie-dye oversized hoodie, distressed denim jeans, and stylish sneakers | Male | 259,200 |
+| outfit-082 | a sleek minimalist style featuring a long trench coat, slim-fit trousers, and leather loafers | Female, Male | 518,400 |
+| outfit-083 | a model-off-duty look with a sleek monochrome jumpsuit, a designer tote bag, and pointed-toe stilettos | Female | 259,200 |
+| outfit-084 | a social media star’s trendy outfit with a tie-dye oversized hoodie, distressed denim shorts, and platform sneakers | Female | 259,200 |
+| outfit-085 | a chic blush pink brunch outfit featuring a floral wrap dress, delicate gold jewelry, and strappy rose-gold espadrille sandals | Female | 259,200 |
+| outfit-086 | a vibrant streetwear ensemble with a graffiti-print hoodie, neon joggers, and high-top sneakers | Female, Male | 518,400 |
+| outfit-087 | a hipster-chic look with a plaid flannel shirt, rolled-up skinny jeans, and vintage round glasses | Female, Male | 518,400 |
+| outfit-088 | a chic brunch outfit featuring a smart casual blazer, a crisp shirt, and sleek loafers | Male | 259,200 |
+| outfit-089 | a pastel pink athleisure look with seamless leggings, a cropped hoodie, and bubblegum pink high-performance sneakers | Female | 259,200 |
+| outfit-090 | a dreamy Barbie-core party outfit with a hot pink satin mini dress, diamond-studded heels, and a glittery clutch | Female | 259,200 |
+| outfit-091 | a soft and flirty date night look with a baby pink off-the-shoulder ruffle dress, pearl earrings, and strappy blush heels | Female | 259,200 |
+| outfit-092 | a trendy athleisure outfit with seamless athletic pants, a cropped workout jacket, and high-performance sneakers | Male | 259,200 |
+| outfit-093 | a bohemian festival look with a casual fitted top, loose trousers, and comfortable sandals | Male | 259,200 |
+| outfit-094 | a stylish K-pop inspired outfit with a fitted jacket, tailored pants, and contemporary sneakers | Male | 259,200 |
+| outfit-095 | a preppy pink tennis outfit with a pleated mini skirt, a cropped polo top, and white-and-pink sneakers | Female | 259,200 |
+| outfit-096 | a glamorous evening look with a rose-gold sequined gown, blush-colored satin gloves, and crystal-embellished stilettos | Female | 259,200 |
+| outfit-097 | a bubblegum pink Y2K-inspired outfit with a cropped fur-trim cardigan, low-rise jeans, and platform pink heels | Female | 259,200 |
+| outfit-098 | a classic elegant outfit featuring a beige wool cardigan, wide-legged trousers, and a classic watch | Male | 259,200 |
+| outfit-099 | a relaxed and cozy outfit with a fleece-lined zip-up jacket, comfortable pants, and supportive shoes | Male | 259,200 |
+| outfit-100 | a stylish senior’s ensemble with a tailored cashmere sweater, comfortable chinos, and dress shoes | Male | 259,200 |
+| outfit-101 | a cozy pink winter outfit with a fuzzy oversized sweater, a blush plaid mini skirt, and knee-high pastel boots | Female | 259,200 |
+| outfit-102 | a dazzling New Year's Eve look with a fuchsia sequin mini dress, bold pink lipstick, and diamond-studded heels | Female | 259,200 |
+| outfit-103 | a soft pink garden party look with a tiered tulle midi dress, delicate floral earrings, and lace-up ballet flats | Female | 259,200 |
+| outfit-104 | a vintage-style formal outfit with subtle patterns, a refined blazer, and elegant dress shoes | Male | 259,200 |
+| outfit-105 | a warm winter outfit with a quilted coat, a thick wool scarf, a knitted hat, and lined boots | Male | 259,200 |
+| outfit-106 | a senior’s resort wear ensemble featuring a light linen shirt, breezy slacks, and comfortable slip-ons | Male | 259,200 |
+| outfit-107 | a Malibu Barbie-inspired beach outfit with a pink one-piece swimsuit, a matching sarong, and heart-shaped sunglasses | Female | 259,200 |
+| outfit-108 | a stylish jet-setter airport look with a bubblegum pink blazer, comfy wide-leg trousers, and a designer pink handbag | Female | 259,200 |
+| outfit-109 | a sparkly disco-themed outfit with a holographic pink mini dress, metallic platform heels, and bold statement earrings | Female | 259,200 |
+| outfit-110 | a golf club outfit with tailored khakis, a breathable polo shirt, and a soft cashmere pullover | Male | 259,200 |
+| outfit-111 | a stylish but functional hiking outfit with waterproof cargo pants, a lightweight windbreaker, and sturdy hiking boots | Male | 259,200 |
+| outfit-112 | a relaxed beachwear outfit featuring a smart casual shirt, tailored trousers, and loafers | Male | 259,200 |
+| outfit-113 | a Parisian café look with a pastel pink tweed blazer, a blush pencil skirt, and a chic beret | Female | 259,200 |
+| outfit-114 | a glamorous shopping day outfit with a hot pink wrap dress, oversized sunglasses, and a designer-inspired handbag | Female | 259,200 |
+| outfit-115 | a cute picnic outfit with a gingham pink sundress, a woven heart-shaped bag, and dainty white ankle-strap flats | Female | 259,200 |
+| outfit-116 | a sporty rock-climbing outfit with reinforced climbing pants, a moisture-wicking athletic top, and secure climbing shoes | Male | 259,200 |
+| outfit-117 | a safari explorer outfit with a beige button-up shirt, tailored shorts, a wide-brim hat, and hiking boots | Male | 259,200 |
+| outfit-118 | a winter skiing outfit with an insulated ski jacket, thermal leggings, and high-performance snow boots | Male | 259,200 |
+| outfit-119 | a Barbie prom queen outfit with a satin pink ballgown, silver heels, and a sparkling tiara | Female | 259,200 |
+| outfit-120 | a festival-ready outfit with a neon-colored shirt, distressed denim shorts, glittery accessories, and sturdy boots | Male | 259,200 |
+| outfit-121 | a fisherman’s ensemble with waterproof overalls, a rugged flannel shirt, rubber boots, and a utility cap | Male | 259,200 |
+| outfit-122 | a marathon runner’s gear featuring compression shorts, a breathable running top, and performance sneakers | Male | 259,200 |
+| outfit-123 | a chic brunch outfit featuring a floral wrap dress, delicate gold jewelry, and strappy espadrille sandals | Female | 259,200 |
+| outfit-124 | a trendy athleisure outfit with seamless leggings, a cropped workout top, and high-performance sneakers | Female | 259,200 |
+| outfit-125 | a professional scuba diver’s wetsuit with functional design, complete with oxygen tank, goggles, and high-tech flippers | Male | 259,200 |
+| outfit-126 | a motorcyclist’s leather riding jacket, reinforced pants, knee-high armored boots, and a full-face helmet | Male | 259,200 |
+| outfit-127 | a bohemian festival look with a crochet crop top, wide-legged palazzo pants, and beaded sandals | Female | 259,200 |
+| outfit-128 | a stylish K-pop inspired outfit with a pleated mini skirt, knee-high socks, and a cropped varsity jacket | Female | 259,200 |
+
+## Kid
+
+| ID | Outfit description | Eligible gender(s) | Rows |
+| --- | --- | --- | --- |
+| outfit-129 | a playful and brightly colored t-shirt paired with comfortable, loose-fitting shorts and whimsical printed sneakers | Male | 82,080 |
+| outfit-130 | a cheerful cartoon-themed outfit with vibrant, imaginative prints, soft fabrics, and adorable design details | Female, Male | 164,160 |
+| outfit-131 | a playful and brightly colored t-shirt paired with a cute skirt and whimsical printed sneakers | Female | 82,080 |
+| outfit-132 | a sporty tracksuit designed with breathable, high-quality materials and bold accent colors for energetic play | Female, Male | 164,160 |
+| outfit-133 | a classic school uniform featuring a smart, well-fitted blazer, crisp shirt, and neatly pressed trousers | Male | 82,080 |
+| outfit-134 | a classic school uniform featuring a smart, well-fitted blazer, a crisp blouse, and a neatly pressed skirt | Female | 82,080 |
+| outfit-135 | a cute casual ensemble consisting of a smart vest and comfortable trousers for youthful energy | Male | 82,080 |
+| outfit-136 | a comfortable polo shirt and chinos set that balances style with practicality for an effortlessly smart look | Male | 82,080 |
+| outfit-137 | a cute casual ensemble consisting of a charming dress with delightful patterns and cozy leggings for youthful innocence | Female | 82,080 |
+| outfit-138 | a comfortable blouse and tailored shorts set that balances style with practicality for an effortlessly smart look | Female | 82,080 |
+| outfit-139 | a fun printed t-shirt combined with well-worn jeans showcasing bright colors and imaginative designs for active days | Female, Male | 164,160 |
+| outfit-140 | a colorful hoodie paired with soft, durable sweatpants ideal for outdoor adventures and relaxed moments | Female, Male | 164,160 |
+| outfit-141 | a lightweight summer outfit featuring a breathable t-shirt, playful shorts, and sturdy sandals for sunny escapades | Male | 82,080 |
+| outfit-142 | a festive party ensemble with charming details, whimsical patterns, and a touch of elegance for special occasions | Male | 82,080 |
+| outfit-143 | a lightweight summer outfit featuring a breezy top, a flirty skirt, and comfortable sandals for sunny escapades | Female | 82,080 |
+| outfit-144 | a festive party ensemble with charming details, whimsical patterns, and a touch of elegance appropriate for celebrations | Female | 82,080 |
+| outfit-145 | a colorful graphic t-shirt with cartoon characters, paired with comfy elastic-waist jeans and velcro sneakers | Female, Male | 164,160 |
+| outfit-146 | a cheerful striped polo shirt matched with stretchy cotton shorts and light-up sneakers | Female, Male | 164,160 |
+| outfit-147 | a cozy hoodie with a fun dinosaur print, worn with jogger pants and soft wool socks | Female, Male | 164,160 |
+| outfit-148 | a smart jumper paired with a collared shirt and comfortable trousers | Male | 82,080 |
+| outfit-149 | a cute jumper dress with playful embroidered animals, paired with warm leggings and ballet flats | Female | 82,080 |
+| outfit-150 | a lightweight summer shirt with playful patterns, a matching sun hat, and open-toe sandals | Male | 82,080 |
+| outfit-151 | a warm knitted sweater with a fluffy pom-pom beanie, fleece-lined pants, and cozy winter boots | Female, Male | 164,160 |
+| outfit-152 | a lightweight summer sundress with polka dots, a matching sun hat, and open-toe sandals | Female | 82,080 |
+| outfit-153 | a neatly pressed school uniform featuring a pleated vest, knee-high socks, a white collared shirt, and smart shoes | Male | 82,080 |
+| outfit-154 | a sporty zip-up tracksuit with breathable mesh lining, comfy sneakers, and a baseball cap | Female, Male | 164,160 |
+| outfit-155 | a neatly pressed school uniform with a pleated skirt, knee-high socks, a white collared blouse, and black Mary Janes | Female | 82,080 |
+| outfit-156 | a waterproof raincoat with a dinosaur pattern, rubber rain boots, and a matching umbrella | Female, Male | 164,160 |
+| outfit-157 | a safari explorer outfit with a khaki vest, cargo shorts, sturdy hiking boots, and a fun magnifying glass accessory | Female, Male | 164,160 |
+| outfit-158 | a fisherman’s outfit with a wide-brimmed hat, denim overalls, a cozy flannel shirt, and waterproof boots | Male | 82,080 |
+| outfit-159 | a fun beach outfit with a rash guard, swim trunks, water shoes, and a colorful inflatable swim ring | Male | 82,080 |
+| outfit-160 | a fisherman’s outfit with a wide-brimmed hat, denim dungarees, a cozy flannel shirt, and waterproof boots | Female | 82,080 |
+| outfit-161 | a fun beach outfit with a rash guard, a playful swim dress, and water shoes | Female | 82,080 |
+| outfit-162 | a warm winter outfit with a puffy jacket, snow pants, thermal gloves, and a fleece scarf | Female, Male | 164,160 |
+| outfit-163 | a camping outfit with a bug-repellent hoodie, sturdy cargo pants, and a headlamp for night adventures | Female, Male | 164,160 |
+| outfit-164 | a professional-looking kid’s soccer uniform with a jersey, breathable shorts, knee-high socks, and cleats | Female, Male | 164,160 |
+| outfit-165 | a tennis outfit featuring a lightweight polo, comfortable shorts, and non-slip sneakers | Male | 82,080 |
+| outfit-166 | a tennis outfit featuring a lightweight polo, a comfortable pleated skirt, and non-slip sneakers | Female | 82,080 |
+| outfit-167 | a dynamic gym outfit with a fitted t-shirt, athletic shorts, and flexible sneakers | Male | 82,080 |
+| outfit-168 | a karate uniform with a crisp white gi, a tied beginner belt, and padded sparring gloves | Female, Male | 164,160 |
+| outfit-169 | a ballet leotard with a frilly tutu, ballet slippers, and a neat hair bun with a matching ribbon | Female | 82,080 |
+| outfit-170 | a gymnastics training set with a vibrant athletic top, flexible shorts, and slip-resistant socks | Male | 82,080 |
+| outfit-171 | a royal prince’s regal tunic with golden embroidery, velvet trousers, and a shiny toy sword | Male | 82,080 |
+| outfit-172 | a gymnastics training set with a sparkly leotard, stretchy leggings, and slip-resistant socks | Female | 82,080 |
+| outfit-173 | a royal princess’s regal gown with golden embroidery, delicate details, and a shiny toy wand | Female | 82,080 |
+| outfit-174 | a brave knight’s outfit with a sturdy tunic, a protective shield, and a toy sword | Male | 82,080 |
+| outfit-175 | a tiny warrior’s armor set with a foam chest plate, a toy shield, and soft leather-like boots | Female, Male | 164,160 |
+| outfit-176 | a princess gown with glittering layers of soft tulle, a jeweled tiara, and lace-up ballet slippers | Female | 82,080 |
+| outfit-177 | a woodland elf’s tunic with leafy embroidery, leather bracers, and a small wooden bow | Male | 82,080 |
+| outfit-178 | a magical wizard costume with a starry cloak, a pointed hat, and glittering accessories | Male | 82,080 |
+| outfit-179 | a woodland elf’s flowing tunic with leafy embroidery, leather bracers, and a tiny wooden bow | Female | 82,080 |
+| outfit-180 | a fairy costume with shimmering pastel wings, a lace-trimmed dress, and a flower crown | Female | 82,080 |
+| outfit-181 | a dragon rider’s protective cloak with padded shoulder areas, knee-high boots, and a toy lance | Male | 82,080 |
+| outfit-182 | a futuristic space pilot jumpsuit with silver paneling, LED wristbands, and a toy laser gun | Female, Male | 164,160 |
+| outfit-183 | a dragon rider’s protective cloak with armored shoulder pads, knee-high boots, and a toy lance | Female | 82,080 |
+| outfit-184 | a cyber-kid’s neon jacket with digital wristbands, dark sunglasses, and sci-fi sneakers | Female, Male | 164,160 |
+| outfit-185 | a robot costume with metallic-plated armor, blinking LED circuits, and robotic gloves | Female, Male | 164,160 |
+| outfit-186 | a time traveler’s steampunk-inspired coat, aviator goggles, and a small pocket watch accessory | Female, Male | 164,160 |
+| outfit-187 | a galaxy explorer’s astronaut suit with a mini oxygen backpack, knee pads, and glow-in-the-dark gloves | Female, Male | 164,160 |
+| outfit-188 | a fancy party outfit with a pastel-colored blazer, a bow tie, and neatly pressed trousers | Male | 82,080 |
+| outfit-189 | a cool Halloween jumpsuit with a fun design, an adorable hat, and soft slip-on shoes | Male | 82,080 |
+| outfit-190 | a fancy party outfit with a pastel-colored blazer, a cute bow, and a smart skirt | Female | 82,080 |
+| outfit-191 | a cute Halloween pumpkin jumpsuit with an adorable hat and soft slip-on shoes | Female | 82,080 |
+| outfit-192 | a Christmas-themed sweater with jingle bells, plaid leggings, and festive accessories | Male | 82,080 |
+| outfit-193 | a New Year’s Eve sparkly outfit with glittery suspenders, a stylish vest, and tiny formal shoes | Male | 82,080 |
+| outfit-194 | a Christmas-themed sweater with jingle bells, plaid leggings, and reindeer antlers | Female | 82,080 |
+| outfit-195 | a New Year’s Eve sparkly outfit with glittery suspenders, a velvet vest, and tiny formal shoes | Female | 82,080 |
+| outfit-196 | a birthday celebration outfit with a smart casual shirt, a colorful sash, and a festive party hat | Male | 82,080 |
+| outfit-197 | a birthday celebration outfit with a bright tutu skirt, a colorful sash, and a festive party hat | Female | 82,080 |
+
+## Teen
+
+| ID | Outfit description | Eligible gender(s) | Rows |
+| --- | --- | --- | --- |
+| outfit-198 | a stylish oversized hoodie with graffiti designs, ripped skinny jeans, and chunky sneakers | Male | 84,240 |
+| outfit-199 | a modern cropped jacket paired with high-waisted denim shorts and rugged lace-up boots | Male | 84,240 |
+| outfit-200 | a stylish oversized hoodie with bold graffiti designs, paired with distressed skinny jeans and fashionable platform sneakers | Female | 84,240 |
+| outfit-201 | a modern cropped jacket paired with high-waisted denim shorts and trendy lace-up ankle boots | Female | 84,240 |
+| outfit-202 | a trendy monochrome tracksuit with a zip-up windbreaker and branded sports sneakers | Male | 84,240 |
+| outfit-203 | a vintage-inspired grunge outfit with an oversized plaid flannel, distressed black jeans, and combat boots | Male | 84,240 |
+| outfit-204 | a trendy monochrome tracksuit with a zip-up windbreaker and sleek sports sneakers | Female | 84,240 |
+| outfit-205 | a vintage-inspired grunge outfit with an oversized plaid flannel, distressed denim jeans, and combat boots | Female | 84,240 |
+| outfit-206 | a soft aesthetic pastel sweater over relaxed-fit trousers and white platform sneakers | Male | 84,240 |
+| outfit-207 | a preppy outfit featuring a polo shirt tucked into fitted chinos with a stylish leather belt | Male | 84,240 |
+| outfit-208 | a soft aesthetic pastel cardigan over a pleated tennis skirt and white platform sneakers | Female | 84,240 |
+| outfit-209 | a preppy outfit featuring a fitted blouse tucked into tailored shorts with a stylish belt | Female | 84,240 |
+| outfit-210 | an alternative punk-rock look with a studded denim vest, black skinny jeans, and a bold graphic tee | Male | 84,240 |
+| outfit-211 | a casual brunch look with a smart casual shirt, tailored trousers, and loafers | Male | 84,240 |
+| outfit-212 | an alternative punk-rock look with a studded denim vest, fishnet tights, and a bold graphic tee | Female | 84,240 |
+| outfit-213 | a casual brunch look with a light summer dress, delicate accessories, and chic wedge sandals | Female | 84,240 |
+| outfit-214 | a basketball player’s outfit with breathable mesh shorts, a tank top, and supportive high-top sneakers | Female, Male | 168,480 |
+| outfit-215 | a runner’s athletic set featuring compression shorts, a moisture-wicking tee, and cushioned running shoes | Male | 84,240 |
+| outfit-216 | a runner’s athletic set featuring compression leggings, a moisture-wicking tee, and cushioned running shoes | Female | 84,240 |
+| outfit-217 | a tennis player’s uniform with tailored shorts, a performance polo, and lightweight sneakers | Male | 84,240 |
+| outfit-218 | a baseball player’s sporty uniform with a team logo jersey, a fitted cap, and cleats | Male | 84,240 |
+| outfit-219 | a tennis outfit featuring a lightweight polo, a pleated skirt, and lightweight performance sneakers | Female | 84,240 |
+| outfit-220 | a sporty outfit with a team logo tee, a fitted cap, and trendy sneakers | Female | 84,240 |
+| outfit-221 | a fitness influencer’s coordinated athletic set with a performance t-shirt and track pants, complemented by an oversized zip-up hoodie | Male | 84,240 |
+| outfit-222 | a medieval rogue’s leather vest with a hooded cloak, dagger straps, and sturdy travel boots | Male | 84,240 |
+| outfit-223 | a fitness influencer’s coordinated sports bra and leggings set paired with an oversized zip-up hoodie | Female | 84,240 |
+| outfit-224 | a medieval rogue’s leather corset with a hooded cloak, dagger straps, and elegant travel boots | Female | 84,240 |
+| outfit-225 | a dark sorcerer’s shimmering velvet robe with intricate silver embroidery and mystical rune engravings | Male | 84,240 |
+| outfit-226 | a brave knight’s full suit of armor, a crest-emblazoned tunic, and a metal-plated toy sword | Male | 84,240 |
+| outfit-227 | a dark sorceress’s shimmering velvet gown with intricate silver embroidery and mystical rune engravings | Female | 84,240 |
+| outfit-228 | a brave knight’s full suit of armor with a feminine cut, a crest-emblazoned tunic, and a decorative toy sword | Female | 84,240 |
+| outfit-229 | an elven warrior’s flowing tunic, silver-laced shoulder guards, and a feathered quiver | Female, Male | 168,480 |
+| outfit-230 | a Viking warrior’s rugged fur-lined cloak, thick leather boots, and a carved wooden shield | Male | 84,240 |
+| outfit-231 | a Viking warrior’s rugged fur-lined cloak, sturdy leather boots, and a carved wooden shield | Female | 84,240 |
+| outfit-232 | a castle bard’s elaborate embroidered vest, puffy-sleeved shirt, and a miniature lute slung over the shoulder | Male | 84,240 |
+| outfit-233 | a cyberpunk-inspired leather jacket with glowing circuitry, sleek black pants, and augmented reality goggles | Male | 84,240 |
+| outfit-234 | a castle bard’s elaborate embroidered vest, puffy-sleeved blouse, and a petite lute slung stylishly | Female | 84,240 |
+| outfit-235 | a cyberpunk-inspired leather jacket with glowing circuitry, sleek black leggings, and augmented reality glasses | Female | 84,240 |
+| outfit-236 | a space adventurer’s armored jumpsuit with a reinforced chest plate, a holographic wrist device, and LED-lit boots | Male | 84,240 |
+| outfit-237 | a high-tech hacker’s urban outfit with a hooded tactical coat, utility gloves, and digital wristbands | Male | 84,240 |
+| outfit-238 | a space adventurer’s fitted armored jumpsuit with a reinforced chest plate, a holographic wrist device, and LED-lit boots | Female | 84,240 |
+| outfit-239 | a high-tech hacker’s urban outfit with a hooded tactical jacket, slim-fit trousers, and digital wristbands | Female | 84,240 |
+| outfit-240 | a neon bounty hunter’s reinforced suit with dual holster belts and a multi-functional visor | Male | 84,240 |
+| outfit-241 | a robotic combat trainee’s exoskeleton suit with lightweight energy armor and retractable arm gauntlets | Male | 84,240 |
+| outfit-242 | a neon bounty hunter’s tailored suit with dual holster belts and a multi-functional visor | Female | 84,240 |
+| outfit-243 | a robotic combat trainee’s exosuit with lightweight energy armor and retractable arm gauntlets | Female | 84,240 |
+| outfit-244 | a stylish café barista uniform with a fitted apron, rolled-up sleeves, and neatly pressed black trousers | Female, Male | 168,480 |
+| outfit-245 | a fashion-forward young journalist’s outfit with a wool trench coat, stylish reading glasses, and a vintage camera | Female, Male | 168,480 |
+| outfit-246 | a trendy retail associate’s uniform with a color-coordinated polo, sleek name tag, and fitted black pants | Male | 84,240 |
+| outfit-247 | a doctor-in-training’s crisp white coat over neatly ironed medical scrubs and clean sneakers | Female, Male | 168,480 |
+| outfit-248 | a trendy retail associate’s uniform with a color-coordinated blouse, sleek name tag, and fitted black pants | Female | 84,240 |
+| outfit-249 | a tech start-up intern’s polished outfit featuring a relaxed blazer, slim-fit jeans, and minimalist sneakers | Female, Male | 168,480 |
+| outfit-250 | a stylish clubbing outfit with a sequined blazer, leather pants, and smart dress shoes | Male | 84,240 |
+| outfit-251 | a stylish clubbing outfit with a sequined crop top, leather leggings, and high-heeled ankle boots | Female | 84,240 |
+| outfit-252 | a summer music festival ensemble with a trendy short-sleeve shirt, distressed denim shorts, and casual sneakers | Male | 84,240 |
+| outfit-253 | a Halloween costume featuring a gothic vampire cape, a dramatic cravat, and bold makeup | Male | 84,240 |
+| outfit-254 | a summer music festival ensemble with a crochet halter top, distressed denim shorts, and beaded bracelets | Female | 84,240 |
+| outfit-255 | a Halloween costume featuring a gothic vampire cape, a lace choker, and dramatic dark makeup | Female | 84,240 |
+| outfit-256 | a sophisticated prom suit with tailored details, delicate accents, and polished dress shoes | Male | 84,240 |
+| outfit-257 | a sleek New Year’s Eve tuxedo with a bow tie, matching cufflinks, and polished dress shoes | Male | 84,240 |
+| outfit-258 | a sophisticated prom dress with layers of flowing chiffon, delicate beaded accents, and crystal heels | Female | 84,240 |
+| outfit-259 | a sleek New Year’s Eve dress with an elegant cut, shimmering accessories, and polished heels | Female | 84,240 |
+| outfit-260 | a trendy hoodie paired with slim-fit jeans and stylish sneakers for a cool, urban look | Female, Male | 168,480 |
+| outfit-261 | a graphic t-shirt with bold prints combined with relaxed joggers for a modern, laid-back style | Female, Male | 168,480 |
+| outfit-262 | a fashionable bomber jacket layered over a crisp t-shirt, paired with contemporary denim and stylish sneakers | Male | 84,240 |
+| outfit-263 | a sleek urban streetwear outfit featuring edgy designs, distressed denim, and statement accessories for a rebellious vibe | Female, Male | 168,480 |
+| outfit-264 | a fashionable bomber jacket layered over a crisp t-shirt, paired with contemporary denim and chic sneakers | Female | 84,240 |
+| outfit-265 | a modern casual ensemble with a layered look blending a trendy sweatshirt with smart trousers for versatility | Female, Male | 168,480 |
+| outfit-266 | a minimalist all-black outfit with clean lines and subtle details exuding understated sophistication | Female, Male | 168,480 |
+| outfit-267 | a preppy style with a neat sweater over a collared shirt, paired with well-fitted chinos and classic loafers | Male | 84,240 |
+| outfit-268 | a stylish varsity jacket paired with contemporary jeans and sporty sneakers radiating energetic youthfulness | Female, Male | 168,480 |
+| outfit-269 | a preppy style with a neat sweater over a collared blouse, paired with well-fitted chinos and classic flats | Female | 84,240 |
+| outfit-270 | an edgy band tee with ripped denim and bold accessories for a distinctly rebellious yet fashionable appearance | Female, Male | 168,480 |
+| outfit-271 | a comfortable athleisure set that seamlessly blends sporty elements with modern street style for a cool look | Female, Male | 168,480 |
+

statistics/person-factor-samples.json

@@ -0,0 +1,422 @@
+{
+  "adult": {
+    "sampled_rows": 10324,
+    "fields": {
+      "age": [
+        "Elderly adults aged 60+",
+        "Middle-aged adults aged 28-50",
+        "Young adult aged 18-28"
+      ],
+      "body": [
+        "Average Build",
+        "Heavily Overweight",
+        "Slightly Overweight",
+        "Slim",
+        "Very Athletic",
+        "Very Thin"
+      ],
+      "expression": [
+        "anger, rage, and uncontrollable fury",
+        "awe, wonder, and profound admiration",
+        "confusion, bewilderment, and utter perplexity",
+        "contemplation, reflection, and thoughtful pondering",
+        "contempt, scorn, and cutting disdain",
+        "curiosity, fascination, and deep intrigue",
+        "disappointment, regret, and crushing letdown",
+        "disgust, revulsion, and intense repulsion",
+        "doubt, suspicion, and cautious skepticism",
+        "ecstasy, bliss, and a sense of rapture",
+        "embarrassment, awkwardness, and acute self-consciousness",
+        "exhaustion, lethargy, and crippling burnout",
+        "fear, terror, and paralyzing dread",
+        "focus, absorption, and intense concentration",
+        "gratitude, appreciation, and heartfelt thankfulness",
+        "helplessness, desperation, and overwhelming powerlessness",
+        "hope, enthusiasm, and unwavering determination",
+        "impatience, exasperation, and restless energy",
+        "intoxication, stupor, and disorienting confusion",
+        "jealousy, envy, and burning covetousness",
+        "joy, jubilation, and overwhelming exhilaration",
+        "lust, carnal desire, and passionate arousal",
+        "mirth, playfulness, and contagious laughter",
+        "numbness, detachment, and cold apathy",
+        "pain, torment, and excruciating agony",
+        "pride, dignity, and unshakeable self-confidence",
+        "relaxation, serenity, and complete fulfillment",
+        "relief, solace, and comforting ease",
+        "resentment, bitterness, and burning cynicism",
+        "romantic desire, adoration, and fluttering butterflies",
+        "sadness, grief, and profound melancholy",
+        "shame, guilt, and piercing remorse",
+        "sourness, acerbity, and biting sharpness",
+        "spite, malice, and cruel schadenfreude",
+        "surprise, amazement, and sudden shock",
+        "teasing, ribbing, and playful mockery",
+        "triumph and a feeling of absolute superiority",
+        "warmth, tenderness, and genuine devotion",
+        "worry, anxiety, and deep trepidation",
+        "yearning, nostalgia, and burning desire"
+      ],
+      "gender": [
+        "Female",
+        "Male"
+      ],
+      "ethnicity": [
+        "Afro-American Chocolate Brown",
+        "Afro-American Dark Black",
+        "Asian (Japanese/Chinese)",
+        "Latino (Latin American)",
+        "White Caucasian"
+      ],
+      "outfit": [
+        "a meticulously tailored navy business suit for women featuring a crisp white blouse, refined silk scarf, and polished leather heels",
+        "a meticulously tailored navy business suit with a crisp white dress shirt, refined silk tie, and polished leather dress shoes",
+        "a smart business casual ensemble featuring a fitted blazer, subtly patterned shirt, elegant chinos, and classic loafers",
+        "a smart business casual ensemble with a fitted blazer, subtly patterned blouse, elegant trousers, and classic flats",
+        "a stylish cocktail dress with a knee-length, form-fitting silhouette accented by delicate embroidery and sparkling accessories",
+        "a stylish cocktail outfit with a well-cut blazer and tailored trousers, accented by subtle embroidery and polished accessories"
+      ],
+      "ending": [
+        "in front of a fully green background (green screen). full-body shot, full-length portrait"
+      ],
+      "hairstyle": [
+        "a chic shoulder-length curly style with bouncy, well-defined curls radiating delicate feminine charm",
+        "a classic undercut featuring sharply contrasted short sides and a slightly longer, stylish top",
+        "a clean, precisely trimmed short haircut with modern, streamlined edges and a subtle fade",
+        "a daring Mohawk with a bold strip of longer hair flanked by closely shaven sides for an edgy look",
+        "a gracefully styled long cascade with abundant, shimmering curls that captivate every eye",
+        "a luxuriously long hairstyle with voluminous, glossy tresses exuding refined grace and glamour",
+        "a meticulously maintained dreadlocks style that radiates cultural richness and rugged individuality",
+        "a naturally wavy haircut, expertly cut to reveal rugged texture and timeless classic charm",
+        "a neatly styled buzz cut with a uniform, crisp finish that exudes bold masculinity",
+        "a sleek, polished bob cut with sharp lines and an unmistakably contemporary refined edge",
+        "a smooth, wavy look that elegantly frames the face with soft, refined texture and masculine appeal",
+        "a stylish curly style with perfectly defined natural curls that add dynamic character",
+        "a trendy wavy bob with soft, textured layers that impart modern sophistication",
+        "an elegant, flowing ponytail with silky, cascading locks that shimmer in gentle light",
+        "an intricate braided style featuring elaborately interwoven strands and timeless, classic elegance",
+        "an opulent updo with artfully arranged strands and an aura of timeless ethereal beauty"
+      ],
+      "hair_color": [
+        "deep black",
+        "fiery red",
+        "golden blonde",
+        "rich brown",
+        "smoky grey",
+        "sparkling platinum blonde",
+        "vibrant violet",
+        "vivid blue",
+        "warm auburn"
+      ]
+    },
+    "counts": {
+      "age": 3,
+      "body": 6,
+      "expression": 40,
+      "gender": 2,
+      "ethnicity": 5,
+      "outfit": 6,
+      "ending": 1,
+      "hairstyle": 16,
+      "hair_color": 9
+    },
+    "hairstyles_by_gender": {
+      "Male": [
+        "a classic undercut featuring sharply contrasted short sides and a slightly longer, stylish top",
+        "a clean, precisely trimmed short haircut with modern, streamlined edges and a subtle fade",
+        "a daring Mohawk with a bold strip of longer hair flanked by closely shaven sides for an edgy look",
+        "a meticulously maintained dreadlocks style that radiates cultural richness and rugged individuality",
+        "a naturally wavy haircut, expertly cut to reveal rugged texture and timeless classic charm",
+        "a neatly styled buzz cut with a uniform, crisp finish that exudes bold masculinity",
+        "a smooth, wavy look that elegantly frames the face with soft, refined texture and masculine appeal",
+        "a stylish curly style with perfectly defined natural curls that add dynamic character"
+      ],
+      "Female": [
+        "a chic shoulder-length curly style with bouncy, well-defined curls radiating delicate feminine charm",
+        "a gracefully styled long cascade with abundant, shimmering curls that captivate every eye",
+        "a luxuriously long hairstyle with voluminous, glossy tresses exuding refined grace and glamour",
+        "a sleek, polished bob cut with sharp lines and an unmistakably contemporary refined edge",
+        "a trendy wavy bob with soft, textured layers that impart modern sophistication",
+        "an elegant, flowing ponytail with silky, cascading locks that shimmer in gentle light",
+        "an intricate braided style featuring elaborately interwoven strands and timeless, classic elegance",
+        "an opulent updo with artfully arranged strands and an aura of timeless ethereal beauty"
+      ]
+    }
+  },
+  "kid": {
+    "sampled_rows": 10683,
+    "fields": {
+      "age": [
+        "Kids aged 6-12"
+      ],
+      "body": [
+        "Average Build",
+        "Heavily Overweight",
+        "Slightly Overweight",
+        "Slim",
+        "Very Athletic",
+        "Very Thin"
+      ],
+      "expression": [
+        "anger, rage, and uncontrollable fury",
+        "awe, wonder, and profound admiration",
+        "confusion, bewilderment, and utter perplexity",
+        "contemplation, reflection, and thoughtful pondering",
+        "contempt, scorn, and cutting disdain",
+        "curiosity, fascination, and deep intrigue",
+        "disappointment, regret, and crushing letdown",
+        "disgust, revulsion, and intense repulsion",
+        "doubt, suspicion, and cautious skepticism",
+        "ecstasy, bliss, and a sense of rapture",
+        "embarrassment, awkwardness, and acute self-consciousness",
+        "exhaustion, lethargy, and crippling burnout",
+        "fear, terror, and paralyzing dread",
+        "focus, absorption, and intense concentration",
+        "gratitude, appreciation, and heartfelt thankfulness",
+        "helplessness, desperation, and overwhelming powerlessness",
+        "hope, enthusiasm, and unwavering determination",
+        "impatience, exasperation, and restless energy",
+        "intoxication, stupor, and disorienting confusion",
+        "jealousy, envy, and burning covetousness",
+        "joy, jubilation, and overwhelming exhilaration",
+        "mirth, playfulness, and contagious laughter",
+        "numbness, detachment, and cold apathy",
+        "pain, torment, and excruciating agony",
+        "pride, dignity, and unshakeable self-confidence",
+        "relaxation, serenity, and complete fulfillment",
+        "relief, solace, and comforting ease",
+        "resentment, bitterness, and burning cynicism",
+        "sadness, grief, and profound melancholy",
+        "shame, guilt, and piercing remorse",
+        "sourness, acerbity, and biting sharpness",
+        "spite, malice, and cruel schadenfreude",
+        "surprise, amazement, and sudden shock",
+        "teasing, ribbing, and playful mockery",
+        "triumph and a feeling of absolute superiority",
+        "warmth, tenderness, and genuine devotion",
+        "worry, anxiety, and deep trepidation",
+        "yearning, nostalgia, and burning desire"
+      ],
+      "gender": [
+        "Female",
+        "Male"
+      ],
+      "ethnicity": [
+        "Afro-American Chocolate Brown",
+        "Afro-American Dark Black",
+        "Asian (Japanese/Chinese)",
+        "Latino (Latin American)",
+        "White Caucasian"
+      ],
+      "outfit": [
+        "a cheerful cartoon-themed outfit with vibrant, imaginative prints, soft fabrics, and adorable design details",
+        "a playful and brightly colored t-shirt paired with a cute skirt and whimsical printed sneakers",
+        "a playful and brightly colored t-shirt paired with comfortable, loose-fitting shorts and whimsical printed sneakers"
+      ],
+      "ending": [
+        "in front of a fully green background (green screen). full-body shot, full-length portrait"
+      ],
+      "hairstyle": [
+        "a chic shoulder-length curly style with bouncy, well-defined curls radiating delicate feminine charm",
+        "a classic undercut featuring sharply contrasted short sides and a slightly longer, stylish top",
+        "a clean, precisely trimmed short haircut with modern, streamlined edges and a subtle fade",
+        "a daring Mohawk with a bold strip of longer hair flanked by closely shaven sides for an edgy look",
+        "a gracefully styled long cascade with abundant, shimmering curls that captivate every eye",
+        "a luxuriously long hairstyle with voluminous, glossy tresses exuding refined grace and glamour",
+        "a meticulously maintained dreadlocks style that radiates cultural richness and rugged individuality",
+        "a naturally wavy haircut, expertly cut to reveal rugged texture and timeless classic charm",
+        "a neatly styled buzz cut with a uniform, crisp finish that exudes bold masculinity",
+        "a sleek, polished bob cut with sharp lines and an unmistakably contemporary refined edge",
+        "a smooth, wavy look that elegantly frames the face with soft, refined texture and masculine appeal",
+        "a stylish curly style with perfectly defined natural curls that add dynamic character",
+        "a trendy wavy bob with soft, textured layers that impart modern sophistication",
+        "an elegant, flowing ponytail with silky, cascading locks that shimmer in gentle light",
+        "an intricate braided style featuring elaborately interwoven strands and timeless, classic elegance",
+        "an opulent updo with artfully arranged strands and an aura of timeless ethereal beauty"
+      ],
+      "hair_color": [
+        "deep black",
+        "fiery red",
+        "golden blonde",
+        "rich brown",
+        "smoky grey",
+        "sparkling platinum blonde",
+        "vibrant violet",
+        "vivid blue",
+        "warm auburn"
+      ]
+    },
+    "counts": {
+      "age": 1,
+      "body": 6,
+      "expression": 38,
+      "gender": 2,
+      "ethnicity": 5,
+      "outfit": 3,
+      "ending": 1,
+      "hairstyle": 16,
+      "hair_color": 9
+    },
+    "hairstyles_by_gender": {
+      "Male": [
+        "a classic undercut featuring sharply contrasted short sides and a slightly longer, stylish top",
+        "a clean, precisely trimmed short haircut with modern, streamlined edges and a subtle fade",
+        "a daring Mohawk with a bold strip of longer hair flanked by closely shaven sides for an edgy look",
+        "a meticulously maintained dreadlocks style that radiates cultural richness and rugged individuality",
+        "a naturally wavy haircut, expertly cut to reveal rugged texture and timeless classic charm",
+        "a neatly styled buzz cut with a uniform, crisp finish that exudes bold masculinity",
+        "a smooth, wavy look that elegantly frames the face with soft, refined texture and masculine appeal",
+        "a stylish curly style with perfectly defined natural curls that add dynamic character"
+      ],
+      "Female": [
+        "a chic shoulder-length curly style with bouncy, well-defined curls radiating delicate feminine charm",
+        "a gracefully styled long cascade with abundant, shimmering curls that captivate every eye",
+        "a luxuriously long hairstyle with voluminous, glossy tresses exuding refined grace and glamour",
+        "a sleek, polished bob cut with sharp lines and an unmistakably contemporary refined edge",
+        "a trendy wavy bob with soft, textured layers that impart modern sophistication",
+        "an elegant, flowing ponytail with silky, cascading locks that shimmer in gentle light",
+        "an intricate braided style featuring elaborately interwoven strands and timeless, classic elegance",
+        "an opulent updo with artfully arranged strands and an aura of timeless ethereal beauty"
+      ]
+    }
+  },
+  "teen": {
+    "sampled_rows": 10972,
+    "fields": {
+      "age": [
+        "Teens aged 12-17"
+      ],
+      "body": [
+        "Average Build",
+        "Heavily Overweight",
+        "Slightly Overweight",
+        "Slim",
+        "Very Athletic",
+        "Very Thin"
+      ],
+      "expression": [
+        "anger, rage, and uncontrollable fury",
+        "awe, wonder, and profound admiration",
+        "confusion, bewilderment, and utter perplexity",
+        "contemplation, reflection, and thoughtful pondering",
+        "contempt, scorn, and cutting disdain",
+        "curiosity, fascination, and deep intrigue",
+        "disappointment, regret, and crushing letdown",
+        "disgust, revulsion, and intense repulsion",
+        "doubt, suspicion, and cautious skepticism",
+        "ecstasy, bliss, and a sense of rapture",
+        "embarrassment, awkwardness, and acute self-consciousness",
+        "exhaustion, lethargy, and crippling burnout",
+        "fear, terror, and paralyzing dread",
+        "focus, absorption, and intense concentration",
+        "gratitude, appreciation, and heartfelt thankfulness",
+        "helplessness, desperation, and overwhelming powerlessness",
+        "hope, enthusiasm, and unwavering determination",
+        "impatience, exasperation, and restless energy",
+        "intoxication, stupor, and disorienting confusion",
+        "jealousy, envy, and burning covetousness",
+        "joy, jubilation, and overwhelming exhilaration",
+        "mirth, playfulness, and contagious laughter",
+        "numbness, detachment, and cold apathy",
+        "pain, torment, and excruciating agony",
+        "pride, dignity, and unshakeable self-confidence",
+        "relaxation, serenity, and complete fulfillment",
+        "relief, solace, and comforting ease",
+        "resentment, bitterness, and burning cynicism",
+        "romantic desire, adoration, and fluttering butterflies",
+        "sadness, grief, and profound melancholy",
+        "shame, guilt, and piercing remorse",
+        "sourness, acerbity, and biting sharpness",
+        "spite, malice, and cruel schadenfreude",
+        "surprise, amazement, and sudden shock",
+        "teasing, ribbing, and playful mockery",
+        "triumph and a feeling of absolute superiority",
+        "warmth, tenderness, and genuine devotion",
+        "worry, anxiety, and deep trepidation",
+        "yearning, nostalgia, and burning desire"
+      ],
+      "gender": [
+        "Female",
+        "Male"
+      ],
+      "ethnicity": [
+        "Afro-American Chocolate Brown",
+        "Afro-American Dark Black",
+        "Asian (Japanese/Chinese)",
+        "Latino (Latin American)",
+        "White Caucasian"
+      ],
+      "outfit": [
+        "a modern cropped jacket paired with high-waisted denim shorts and rugged lace-up boots",
+        "a modern cropped jacket paired with high-waisted denim shorts and trendy lace-up ankle boots",
+        "a stylish oversized hoodie with bold graffiti designs, paired with distressed skinny jeans and fashionable platform sneakers",
+        "a stylish oversized hoodie with graffiti designs, ripped skinny jeans, and chunky sneakers"
+      ],
+      "ending": [
+        "in front of a fully green background (green screen). full-body shot, full-length portrait"
+      ],
+      "hairstyle": [
+        "a chic shoulder-length curly style with bouncy, well-defined curls radiating delicate feminine charm",
+        "a classic undercut featuring sharply contrasted short sides and a slightly longer, stylish top",
+        "a clean, precisely trimmed short haircut with modern, streamlined edges and a subtle fade",
+        "a daring Mohawk with a bold strip of longer hair flanked by closely shaven sides for an edgy look",
+        "a gracefully styled long cascade with abundant, shimmering curls that captivate every eye",
+        "a luxuriously long hairstyle with voluminous, glossy tresses exuding refined grace and glamour",
+        "a meticulously maintained dreadlocks style that radiates cultural richness and rugged individuality",
+        "a naturally wavy haircut, expertly cut to reveal rugged texture and timeless classic charm",
+        "a neatly styled buzz cut with a uniform, crisp finish that exudes bold masculinity",
+        "a sleek, polished bob cut with sharp lines and an unmistakably contemporary refined edge",
+        "a smooth, wavy look that elegantly frames the face with soft, refined texture and masculine appeal",
+        "a stylish curly style with perfectly defined natural curls that add dynamic character",
+        "a trendy wavy bob with soft, textured layers that impart modern sophistication",
+        "an elegant, flowing ponytail with silky, cascading locks that shimmer in gentle light",
+        "an intricate braided style featuring elaborately interwoven strands and timeless, classic elegance",
+        "an opulent updo with artfully arranged strands and an aura of timeless ethereal beauty"
+      ],
+      "hair_color": [
+        "deep black",
+        "fiery red",
+        "golden blonde",
+        "rich brown",
+        "smoky grey",
+        "sparkling platinum blonde",
+        "vibrant violet",
+        "vivid blue",
+        "warm auburn"
+      ]
+    },
+    "counts": {
+      "age": 1,
+      "body": 6,
+      "expression": 39,
+      "gender": 2,
+      "ethnicity": 5,
+      "outfit": 4,
+      "ending": 1,
+      "hairstyle": 16,
+      "hair_color": 9
+    },
+    "hairstyles_by_gender": {
+      "Male": [
+        "a classic undercut featuring sharply contrasted short sides and a slightly longer, stylish top",
+        "a clean, precisely trimmed short haircut with modern, streamlined edges and a subtle fade",
+        "a daring Mohawk with a bold strip of longer hair flanked by closely shaven sides for an edgy look",
+        "a meticulously maintained dreadlocks style that radiates cultural richness and rugged individuality",
+        "a naturally wavy haircut, expertly cut to reveal rugged texture and timeless classic charm",
+        "a neatly styled buzz cut with a uniform, crisp finish that exudes bold masculinity",
+        "a smooth, wavy look that elegantly frames the face with soft, refined texture and masculine appeal",
+        "a stylish curly style with perfectly defined natural curls that add dynamic character"
+      ],
+      "Female": [
+        "a chic shoulder-length curly style with bouncy, well-defined curls radiating delicate feminine charm",
+        "a gracefully styled long cascade with abundant, shimmering curls that captivate every eye",
+        "a luxuriously long hairstyle with voluminous, glossy tresses exuding refined grace and glamour",
+        "a sleek, polished bob cut with sharp lines and an unmistakably contemporary refined edge",
+        "a trendy wavy bob with soft, textured layers that impart modern sophistication",
+        "an elegant, flowing ponytail with silky, cascading locks that shimmer in gentle light",
+        "an intricate braided style featuring elaborately interwoven strands and timeless, classic elegance",
+        "an opulent updo with artfully arranged strands and an aura of timeless ethereal beauty"
+      ]
+    }
+  }
+}

statistics/person-full-shard-audits.json

@@ -0,0 +1,408 @@
+[
+  {
+    "file": "person_description_adult_1.csv",
+    "sha256": "c04bf614a2321c73ea3b359fc1ca4158865daf3acd23274d4cd91a95c1963009",
+    "sha_verified": true,
+    "rows": 1555200,
+    "outfit_blocks": [
+      {
+        "gender": "Male",
+        "description": "a meticulously tailored navy business suit with a crisp white dress shirt, refined silk tie, and polished leather dress shoes",
+        "rows": 259200
+      },
+      {
+        "gender": "Male",
+        "description": "a smart business casual ensemble featuring a fitted blazer, subtly patterned shirt, elegant chinos, and classic loafers",
+        "rows": 259200
+      },
+      {
+        "gender": "Male",
+        "description": "a stylish cocktail outfit with a well-cut blazer and tailored trousers, accented by subtle embroidery and polished accessories",
+        "rows": 259200
+      },
+      {
+        "gender": "Female",
+        "description": "a meticulously tailored navy business suit for women featuring a crisp white blouse, refined silk scarf, and polished leather heels",
+        "rows": 259200
+      },
+      {
+        "gender": "Female",
+        "description": "a smart business casual ensemble with a fitted blazer, subtly patterned blouse, elegant trousers, and classic flats",
+        "rows": 259200
+      },
+      {
+        "gender": "Female",
+        "description": "a stylish cocktail dress with a knee-length, form-fitting silhouette accented by delicate embroidery and sparkling accessories",
+        "rows": 259200
+      }
+    ],
+    "fields": {
+      "age": [
+        "Elderly adults aged 60+",
+        "Middle-aged adults aged 28-50",
+        "Young adult aged 18-28"
+      ],
+      "body": [
+        "Average Build",
+        "Heavily Overweight",
+        "Slightly Overweight",
+        "Slim",
+        "Very Athletic",
+        "Very Thin"
+      ],
+      "expression": [
+        "anger, rage, and uncontrollable fury",
+        "awe, wonder, and profound admiration",
+        "confusion, bewilderment, and utter perplexity",
+        "contemplation, reflection, and thoughtful pondering",
+        "contempt, scorn, and cutting disdain",
+        "curiosity, fascination, and deep intrigue",
+        "disappointment, regret, and crushing letdown",
+        "disgust, revulsion, and intense repulsion",
+        "doubt, suspicion, and cautious skepticism",
+        "ecstasy, bliss, and a sense of rapture",
+        "embarrassment, awkwardness, and acute self-consciousness",
+        "exhaustion, lethargy, and crippling burnout",
+        "fear, terror, and paralyzing dread",
+        "focus, absorption, and intense concentration",
+        "gratitude, appreciation, and heartfelt thankfulness",
+        "helplessness, desperation, and overwhelming powerlessness",
+        "hope, enthusiasm, and unwavering determination",
+        "impatience, exasperation, and restless energy",
+        "intoxication, stupor, and disorienting confusion",
+        "jealousy, envy, and burning covetousness",
+        "joy, jubilation, and overwhelming exhilaration",
+        "lust, carnal desire, and passionate arousal",
+        "mirth, playfulness, and contagious laughter",
+        "numbness, detachment, and cold apathy",
+        "pain, torment, and excruciating agony",
+        "pride, dignity, and unshakeable self-confidence",
+        "relaxation, serenity, and complete fulfillment",
+        "relief, solace, and comforting ease",
+        "resentment, bitterness, and burning cynicism",
+        "romantic desire, adoration, and fluttering butterflies",
+        "sadness, grief, and profound melancholy",
+        "shame, guilt, and piercing remorse",
+        "sourness, acerbity, and biting sharpness",
+        "spite, malice, and cruel schadenfreude",
+        "surprise, amazement, and sudden shock",
+        "teasing, ribbing, and playful mockery",
+        "triumph and a feeling of absolute superiority",
+        "warmth, tenderness, and genuine devotion",
+        "worry, anxiety, and deep trepidation",
+        "yearning, nostalgia, and burning desire"
+      ],
+      "gender": [
+        "Female",
+        "Male"
+      ],
+      "ethnicity": [
+        "Afro-American Chocolate Brown",
+        "Afro-American Dark Black",
+        "Asian (Japanese/Chinese)",
+        "Latino (Latin American)",
+        "White Caucasian"
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+      "path": "person_description_teen_2.csv",
+      "size": 207935289,
+      "blob_id": "523ed0ef9946a2b4614246ab1ddc690bb5d7550a",
+      "lfs": {
+        "size": 207935289,
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+      }
+    },
+    {
+      "path": "person_description_teen_20.csv",
+      "size": 211473369,
+      "blob_id": "41899f89e20bd62f875566272702676d4a349dec",
+      "lfs": {
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+        "pointer_size": 134
+      }
+    },
+    {
+      "path": "person_description_teen_21.csv",
+      "size": 212568489,
+      "blob_id": "a54676a5b2f9a616b980f5e553dbe83ce9df394e",
+      "lfs": {
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+        "pointer_size": 134
+      }
+    },
+    {
+      "path": "person_description_teen_22.csv",
+      "size": 212989689,
+      "blob_id": "40e46ece80ab84a2a4227526a103ce5c6b888296",
+      "lfs": {
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+      }
+    },
+    {
+      "path": "person_description_teen_23.csv",
+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
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+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
+      "path": "person_description_teen_25.csv",
+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
+      "path": "person_description_teen_26.csv",
+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
+      "path": "person_description_teen_27.csv",
+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
+      "path": "person_description_teen_28.csv",
+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
+      "path": "person_description_teen_29.csv",
+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
+      "path": "person_description_teen_3.csv",
+      "size": 206082009,
+      "blob_id": "daed0d285196f5db99e96fd705a258003608c38c",
+      "lfs": {
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+        "sha256": "3b01b29af6232363582fb2278d56bb17ae55f59f87b2e4fff2e41474acca75e9",
+        "pointer_size": 134
+      }
+    },
+    {
+      "path": "person_description_teen_30.csv",
+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
+      "path": "person_description_teen_31.csv",
+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
+      "path": "person_description_teen_32.csv",
+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
+      "path": "person_description_teen_33.csv",
+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
+      "path": "person_description_teen_34.csv",
+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
+      "path": "person_description_teen_35.csv",
+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
+      "path": "person_description_teen_36.csv",
+      "size": 9,
+      "blob_id": "b3474d9f41bc2760e6bdf953a2bd0f53f3c6512f",
+      "lfs": null
+    },
+    {
+      "path": "person_description_teen_4.csv",
+      "size": 206924409,
+      "blob_id": "6336e598da9d63e16cdb087492b24cc4e0bbf87b",
+      "lfs": {
+        "size": 206924409,
+        "sha256": "09e92f341dc03a1bc95f3f6ddf21310ed9ca2522042e1285daf397cadfb61f7a",
+        "pointer_size": 134
+      }
+    },
+    {
+      "path": "person_description_teen_5.csv",
+      "size": 211978809,
+      "blob_id": "e4bafe81cf1bf37b194feef9e9621170d02980f7",
+      "lfs": {
+        "size": 211978809,
+        "sha256": "9db0e7dc7d74508487400018116a894da660de8749fc7060182bb09f7c8582a3",
+        "pointer_size": 134
+      }
+    },
+    {
+      "path": "person_description_teen_6.csv",
+      "size": 205745049,
+      "blob_id": "d4dbcfbe4cd66b2f09a18b2b651486e20240c04d",
+      "lfs": {
+        "size": 205745049,
+        "sha256": "80662c03835ff368105ef8feb24d899b93f3e19d7b86938c0dc6b9f5ac99be5b",
+        "pointer_size": 134
+      }
+    },
+    {
+      "path": "person_description_teen_7.csv",
+      "size": 212315769,
+      "blob_id": "38d0cc9d55f63ed54f2dbb8a8fcffcf6eecfe292",
+      "lfs": {
+        "size": 212315769,
+        "sha256": "e85826219181bb9cee6ba99b2eb87f663bab95ca0b22fe6c51f430c49a6fb71e",
+        "pointer_size": 134
+      }
+    },
+    {
+      "path": "person_description_teen_8.csv",
+      "size": 211052169,
+      "blob_id": "8a86198b24a23b7239d76fa25f639b975fd24149",
+      "lfs": {
+        "size": 211052169,
+        "sha256": "8afa582581679af4c2bdd5f48fb75d247b506f3cf16955dcd7a28ff73fc44064",
+        "pointer_size": 134
+      }
+    },
+    {
+      "path": "person_description_teen_9.csv",
+      "size": 206671689,
+      "blob_id": "5f641e0b2bb40eb1df718214a7b92b99d04475c1",
+      "lfs": {
+        "size": 206671689,
+        "sha256": "259f627edfd28e841005c23888e4f3b40690fced7c45ab59b6c7e345828fb337",
+        "pointer_size": 134
+      }
+    }
+  ],
+  "card_data": {
+    "license": "apache-2.0"
+  }
+}

statistics/summary.json

@@ -0,0 +1,204 @@
+{
+  "source_repo": "laion/Anim-E",
+  "source_revision": "0c939cef5a586292950724b6500f10ffc5bfa24f",
+  "analysis_utc": "2026-10-06T13:06:18.326438+00:00",
+  "cardinality_method": "Derived from reconstructed and byte-validated Cartesian blocks for locations/regular people; counted from all special-character files. Independently full-parsed and SHA-verified four representative large shards.",
+  "original_files": 182,
+  "csv_files": 180,
+  "nonempty_csv_files": 140,
+  "header_only_csv_files": 40,
+  "csv_bytes": 34611033852,
+  "total_prompts": 54425654,
+  "derived_distinct_full_captions": 54391622,
+  "derived_exact_duplicate_rows": 34032,
+  "rows_by_family": {
+    "locations": 1262142,
+    "adult": 38361600,
+    "kid": 7387200,
+    "teen": 7413120,
+    "special": 1592
+  },
+  "locations": {
+    "source_slots": 371,
+    "unique_exact_variant_descriptions": 361,
+    "canonical_base_descriptions": 231,
+    "variants_per_slot": 3402,
+    "duplicate_base_slots": 10,
+    "explicit_weather_bases": 65,
+    "weather_suffix_counts": {
+      "None": 598752,
+      "Sunny": 221130,
+      "Rainy": 221130,
+      "Snowy": 221130
+    },
+    "world_base_counts": {
+      "Contemporary": 90,
+      "Science fiction": 60,
+      "Fantasy and historical": 81
+    },
+    "world_prompt_counts": {
+      "Contemporary": 408240,
+      "Science fiction": 340200,
+      "Fantasy and historical": 513702
+    },
+    "category_counts": {
+      "Bedrooms and private cabins": 38,
+      "Homes and living spaces": 15,
+      "Food, restaurants and dining": 33,
+      "Offices, study and cultural spaces": 15,
+      "Labs and medical spaces": 11,
+      "Prisons, security and command facilities": 9,
+      "Royal, magical and religious interiors": 19,
+      "Industry, workshops and mining": 8,
+      "Games, fitness and recreation": 6,
+      "Bathrooms": 5,
+      "Nature, gardens and landscapes": 25,
+      "Cities, streets, plazas and markets": 14,
+      "Space habitats, transport and vessels": 17,
+      "Battlefields and arenas": 7,
+      "Ruins, castles, caves and dungeons": 9
+    },
+    "lexical_tfidf_groups": 213,
+    "lexical_threshold_sensitivity": {
+      "0.35": 204,
+      "0.45": 213,
+      "0.55": 219
+    },
+    "semantic_note": "231 is the count of distinct base description strings after exact duplicate and weather removal. It is not a count of independently verified physical places.213 groups is threshold-dependent lexical clustering, not an authoritative semantic unique count."
+  },
+  "clothing": {
+    "unique_description_strings": 271,
+    "gender_conditioned_slots": 326,
+    "families": {
+      "adult": {
+        "slots": 148,
+        "unique_description_strings": 128,
+        "per_gender_slots": {
+          "Male": 74,
+          "Female": 74
+        }
+      },
+      "kid": {
+        "slots": 90,
+        "unique_description_strings": 69,
+        "per_gender_slots": {
+          "Male": 45,
+          "Female": 45
+        }
+      },
+      "teen": {
+        "slots": 88,
+        "unique_description_strings": 74,
+        "per_gender_slots": {
+          "Male": 44,
+          "Female": 44
+        }
+      }
+    }
+  },
+  "age_groups": {
+    "Elderly adults aged 60+": 12787200,
+    "Middle-aged adults aged 28-50": 12787200,
+    "Young adult aged 18-28": 12787200,
+    "Kids aged 6-12": 7387200,
+    "Teens aged 12-17": 7413120
+  },
+  "raw_ethnicity_skin_labels": {
+    "Afro-American Chocolate Brown": 10632384,
+    "Afro-American Dark Black": 10632384,
+    "Asian (Japanese/Chinese)": 10632384,
+    "Latino (Latin American)": 10632384,
+    "White Caucasian": 10632384
+  },
+  "coarse_label_groups": {
+    "White Caucasian": 10632384,
+    "Afro-American (two skin-tone labels)": 21264768,
+    "Asian (Japanese/Chinese)": 10632384,
+    "Latino (Latin American)": 10632384
+  },
+  "gender": {
+    "Male": 26580960,
+    "Female": 26580960
+  },
+  "body_builds": {
+    "Average Build": 8860320,
+    "Heavily Overweight": 8860320,
+    "Slightly Overweight": 8860320,
+    "Slim": 8860320,
+    "Very Athletic": 8860320,
+    "Very Thin": 8860320
+  },
+  "hair_colors": {
+    "deep black": 5906880,
+    "fiery red": 5906880,
+    "golden blonde": 5906880,
+    "rich brown": 5906880,
+    "smoky grey": 5906880,
+    "sparkling platinum blonde": 5906880,
+    "vibrant violet": 5906880,
+    "vivid blue": 5906880,
+    "warm auburn": 5906880
+  },
+  "hairstyle_descriptions": {
+    "total": 16,
+    "per_gender": 8
+  },
+  "expression_counts": {
+    "anger, rage, and uncontrollable fury": 1343520,
+    "awe, wonder, and profound admiration": 1343520,
+    "confusion, bewilderment, and utter perplexity": 1343520,
+    "contemplation, reflection, and thoughtful pondering": 1343520,
+    "contempt, scorn, and cutting disdain": 1343520,
+    "curiosity, fascination, and deep intrigue": 1343520,
+    "disappointment, regret, and crushing letdown": 1343520,
+    "disgust, revulsion, and intense repulsion": 1343520,
+    "doubt, suspicion, and cautious skepticism": 1343520,
+    "ecstasy, bliss, and a sense of rapture": 1343520,
+    "embarrassment, awkwardness, and acute self-consciousness": 1343520,
+    "exhaustion, lethargy, and crippling burnout": 1343520,
+    "fear, terror, and paralyzing dread": 1343520,
+    "focus, absorption, and intense concentration": 1343520,
+    "gratitude, appreciation, and heartfelt thankfulness": 1343520,
+    "helplessness, desperation, and overwhelming powerlessness": 1343520,
+    "hope, enthusiasm, and unwavering determination": 1343520,
+    "impatience, exasperation, and restless energy": 1343520,
+    "intoxication, stupor, and disorienting confusion": 1343520,
+    "jealousy, envy, and burning covetousness": 1343520,
+    "joy, jubilation, and overwhelming exhilaration": 1343520,
+    "lust, carnal desire, and passionate arousal": 959040,
+    "mirth, playfulness, and contagious laughter": 1343520,
+    "numbness, detachment, and cold apathy": 1343520,
+    "pain, torment, and excruciating agony": 1343520,
+    "pride, dignity, and unshakeable self-confidence": 1343520,
+    "relaxation, serenity, and complete fulfillment": 1343520,
+    "relief, solace, and comforting ease": 1343520,
+    "resentment, bitterness, and burning cynicism": 1343520,
+    "romantic desire, adoration, and fluttering butterflies": 1149120,
+    "sadness, grief, and profound melancholy": 1343520,
+    "shame, guilt, and piercing remorse": 1343520,
+    "sourness, acerbity, and biting sharpness": 1343520,
+    "spite, malice, and cruel schadenfreude": 1343520,
+    "surprise, amazement, and sudden shock": 1343520,
+    "teasing, ribbing, and playful mockery": 1343520,
+    "triumph and a feeling of absolute superiority": 1343520,
+    "warmth, tenderness, and genuine devotion": 1343520,
+    "worry, anxiety, and deep trepidation": 1343520,
+    "yearning, nostalgia, and burning desire": 1343520
+  },
+  "special": {
+    "rows": 1592,
+    "unique_prompts": 1580,
+    "duplicate_rows": 12
+  },
+  "verification": {
+    "full_audit_csv_bytes": 1458149070,
+    "full_audit_rows": 2257902,
+    "full_large_shards": 4,
+    "full_special_shards": 36,
+    "bounded_range_cache_bytes": 29861727,
+    "all_location_blocks_and_shards_byte_validated": true,
+    "all_person_outfit_blocks_and_shards_byte_validated": true
+  },
+  "source_generator_available": false,
+  "original_generation_seed_known": false
+}

statistics/validation.json

@@ -0,0 +1,13 @@
+{
+  "status": "passed",
+  "portable_cli_location_and_outfit_reconstruction_identical": true,
+  "portable_clustering_identical": true,
+  "source_shards_byte_validated": 144,
+  "full_source_sha_audits": 4,
+  "full_special_sha_audits": 36,
+  "header_only_git_hashes_verified": 40,
+  "original_prompt_csvs": 180,
+  "default_train_patterns_exclude_statistics": true,
+  "credential_scan_passed": true,
+  "readme_local_links_passed": true
+}

tools/analyze_anime_prompts.py

@@ -0,0 +1,239 @@
+"""Recover procedural inventories from pinned CSV shards with bounded HTTP ranges.
+
+No credentials are written. Published Anim-E is public. Byte-range responses are
+checked and partial UTF-8/CSV records are dropped before decoding.
+"""
+import argparse
+import collections
+import concurrent.futures
+import csv
+import io
+import json
+import re
+import time
+import math
+import hashlib
+import os
+from pathlib import Path
+import requests
+
+ROOT=Path(__file__).resolve().parents[1]
+OUT=Path(os.environ.get('ANIME_ANALYSIS_OUTPUT',str(ROOT/'experiments/anime-overview' if (ROOT/'experiments/anime-overview/repository-manifest.json').exists() else ROOT/'statistics')))
+MANIFEST=json.loads((OUT/'repository-manifest.json').read_text())
+REV=MANIFEST['revision']
+CACHE=OUT/'range-cache'
+CACHE.mkdir(exist_ok=True)
+
+def fetch_range(name,start,end):
+    target=CACHE/(name+f'.{start}-{end}.bin')
+    if target.exists():return target.read_bytes()
+    url=f'https://huggingface.co/datasets/laion/Anim-E/resolve/{REV}/{name}'
+    last=None
+    for attempt in range(5):
+        try:
+            with requests.get(url,headers={'Range':f'bytes={start}-{end}'},stream=True,timeout=60) as r:
+                r.raise_for_status()
+                assert r.status_code==206,(name,r.status_code)
+                assert r.headers.get('Content-Range','').startswith(f'bytes {start}-{end}/'),(name,r.headers.get('Content-Range'))
+                data=b''.join(r.iter_content(1024*1024))
+                assert len(data)==end-start+1,(name,len(data),end-start+1)
+            target.write_bytes(data)
+            return data
+        except Exception as e:
+            last=e
+            time.sleep(min(2**attempt,8))
+    raise RuntimeError(f'Range failed for {name}:{start}-{end}: {last}')
+
+def captions(data,start,end,size,aligned=False):
+    parts=data.split(b'\r\n')
+    if start==0:
+        assert parts[0]==b'caption';parts=parts[1:]
+    elif not aligned:parts=parts[1:]
+    if end<size-1:parts=parts[:-1]
+    else:
+        if parts[-1]==b'':parts=parts[:-1]
+    rows=list(csv.reader([p.decode('utf8') for p in parts if p]))
+    assert all(len(r)==1 for r in rows)
+    return [r[0] for r in rows]
+
+def read_window(f,start,count,aligned=False):
+    end=min(f['size']-1,start+count-1)
+    return captions(fetch_range(f['path'],start,end),start,end,f['size'],aligned)
+
+PERSON=re.compile(r'^.+?: A (?P<age>.+?) individual with a (?P<body>.+?) build, featuring (?P<appearance>.+?) hair\. Their expression conveys (?P<expression>.+?)\. They are (?P<gender>Male|Female) with (?P<ethnicity>.+?) skin, dressed in (?P<outfit>.+?) attire\. (?P<ending>.+)$')
+def parse_person(text):
+    m=PERSON.match(text)
+    if not m:raise ValueError('Unmatched person template: '+text[:170])
+    d=m.groupdict(); d['hairstyle'],d['hair_color']=d.pop('appearance').rsplit(' and ',1)
+    return d
+
+def sample_shards():
+    files=[f for f in MANIFEST['files'] if f['path'].endswith('.csv') and f['size']>9]
+    def task(f):
+        size=min(f['size'],32768)
+        return dict(file=f['path'],size=f['size'],head=read_window(f,0,size),tail=read_window(f,max(0,f['size']-size),size))
+    result=[]
+    with concurrent.futures.ThreadPoolExecutor(max_workers=16) as pool:
+        for row in pool.map(task,files):
+            result.append(row)
+            if len(result)%20==0: print('Boundary samples',len(result),'/',len(files),flush=True)
+    (OUT/'shard-samples.json').write_text(json.dumps(result,indent=2)+'\n')
+    print('Boundary sampling complete:',len(result),flush=True)
+
+def recover_person_factors():
+    families=['adult','kid','teen']
+    def task(job):
+        family,start,count=job
+        f=next(f for f in MANIFEST['files'] if f['path']==f'person_description_{family}_1.csv')
+        return family,[parse_person(s) for s in read_window(f,start,count)]
+    jobs=[]
+    for family in families:
+        f=next(f for f in MANIFEST['files'] if f['path']==f'person_description_{family}_1.csv')
+        jobs.append((family,0,4*1024*1024))
+        for i in range(1,40):jobs.append((family,int((f['size']-65536)*i/39),65536))
+    inventories={family:collections.defaultdict(set) for family in families}
+    hair_by_gender={family:collections.defaultdict(set) for family in families}
+    totals=collections.Counter()
+    with concurrent.futures.ThreadPoolExecutor(max_workers=16) as pool:
+        for family,rows in pool.map(task,jobs):
+            totals[family]+=len(rows)
+            for row in rows:
+                hair_by_gender[family][row['gender']].add(row['hairstyle'])
+                for k,v in row.items():inventories[family][k].add(v)
+    record={family:dict(sampled_rows=totals[family],fields={k:sorted(v) for k,v in inv.items()},counts={k:len(v) for k,v in inv.items()},hairstyles_by_gender={k:sorted(v) for k,v in hair_by_gender[family].items()}) for family,inv in inventories.items()}
+    (OUT/'person-factor-samples.json').write_text(json.dumps(record,indent=2)+'\n')
+    for family,record in record.items():print(family,record['counts'],flush=True)
+
+def recover_locations():
+    audit=json.loads((OUT/'location-first-shard-audit.json').read_text())
+    prefix=audit['first'].split(': Located at ',1)[0]+': Located at '
+    factors=[list(audit['factors'][str(i)]) for i in range(5)]
+    repetitions=math.prod(len(v) for v in factors)
+    assert repetitions==3402
+    def render(description,last=False):
+        vals=[v[-1] if last else v[0] for v in factors]
+        return prefix+description+'. '+'. '.join(vals)
+    def serialized(text):
+        stream=io.StringIO(newline='');csv.writer(stream,lineterminator='\r\n').writerow([text])
+        return stream.getvalue().encode('utf8')
+    def block_bytes(description):
+        stem=prefix+description+'. '
+        result=repetitions*(len(stem.encode('utf8'))+stem.count('"')+4)
+        for i,values in enumerate(factors):
+            suffix='. ' if i<4 else ''
+            result+=(repetitions//len(values))*sum(len((v+suffix).encode('utf8'))+(v+suffix).count('"') for v in values)
+        return result
+    assert 9+sum(block_bytes(v) for v in audit['locations'])==next(f['size'] for f in MANIFEST['files'] if f['path']==audit['file'])
+    def task(f):
+        rows=[];offset=9
+        if f['size']==9:return dict(file=f['path'],locations=[],rows=0,predicted_bytes=9,verified_file_size=True)
+        while offset<f['size']:
+            first=read_window(f,offset,min(2048,f['size']-offset),aligned=True)[0]
+            assert first.startswith(prefix)
+            marker='. '+factors[0][0]+'. '
+            description=first[len(prefix):].split(marker,1)[0]
+            assert render(description)==first,(f['path'],offset,'unexpected first modifier tuple')
+            size=block_bytes(description)
+            expected=serialized(render(description,last=True))
+            # Check the final record of every inferred block, not only shard ends.
+            end=offset+size-1
+            actual=fetch_range(f['path'],end-len(expected)+1,end)
+            assert actual==expected,(f['path'],offset,'unexpected final modifier tuple')
+            rows.append(dict(description=description,file=f['path'],start_byte=offset,block_bytes=size,prompt_count=repetitions))
+            offset+=size
+        assert offset==f['size'],(f['path'],offset,f['size'])
+        return dict(file=f['path'],locations=rows,rows=repetitions*len(rows),predicted_bytes=offset,verified_file_size=True)
+    files=sorted([f for f in MANIFEST['files'] if re.fullmatch(r'location_description_\d+\.csv',f['path'])],key=lambda f:int(re.search(r'(\d+)\.csv',f['path'])[1]))
+    shards=[]
+    with concurrent.futures.ThreadPoolExecutor(max_workers=16) as pool:
+        for i,row in enumerate(pool.map(task,files),1):
+            shards.append(row);print('Location reconstruction',i,'/',len(files),'locations',len(row['locations']),flush=True)
+    locations=[r for shard in shards for r in shard['locations']]
+    for i,row in enumerate(locations,1):row['location_variant_id']=f'loc-{i:04d}'
+    record=dict(source_revision=REV,method='Recover the fixed first modifier tuple, compute3402-row block byte length from factor inventory, validate every block final record and every full-shard byte size. First shard fully parsed and SHA-verified.',
+                total_prompts=sum(r['rows'] for r in shards),location_variant_count=len(locations),unique_exact_descriptions=len({r['description'] for r in locations}),
+                factors={k:v for k,v in zip(['organization','quality','lighting','mood','design_style'],factors)},shards=shards,locations=locations)
+    (OUT/'locations-reconstructed.json').write_text(json.dumps(record,indent=2)+'\n')
+    print('Locations recovered',record['location_variant_count'],'prompts',record['total_prompts'],flush=True)
+
+def render_person(d):
+    prefix='high quality anime color drawing, SFW, aesthetic cinematic and beautiful, looking frontally at the camera.: A '
+    return (prefix+d['age']+' individual with a '+d['body']+' build, featuring '+d['hairstyle']+' and '+d['hair_color']+
+            ' hair. Their expression conveys '+d['expression']+'. They are '+d['gender']+' with '+d['ethnicity']+
+            ' skin, dressed in '+d['outfit']+' attire. '+d['ending'])
+
+def recover_outfits():
+    samples=json.loads((OUT/'person-factor-samples.json').read_text())
+    dimensions=['age','body','hairstyle','hair_color','expression','ethnicity']
+    def task(f):
+        family=re.search(r'person_description_(adult|kid|teen)_',f['path'])[1]
+        fields=samples[family]['fields']
+        offset=9;blocks=[]
+        while offset<f['size']:
+            first=read_window(f,offset,min(2048,f['size']-offset),aligned=True)[0]
+            d=parse_person(first)
+            assert render_person(d)==first
+            values={k:(samples[family]['hairstyles_by_gender'][d['gender']] if k=='hairstyle' else fields[k]) for k in dimensions}
+            n=math.prod(len(v) for v in values.values())
+            fixed=dict(d,**{k:'' for k in dimensions})
+            stem=render_person(fixed)
+            size=n*(len(stem.encode('utf8'))+stem.count('"')+4)
+            size+=sum((n//len(v))*sum(len(s.encode('utf8'))+s.count('"') for s in v) for v in values.values())
+            assert offset+size<=f['size'],(f['path'],offset,size,'block exceeds file')
+            lastrows=read_window(f,max(offset,offset+size-2048),min(size,2048))
+            last=parse_person(lastrows[-1])
+            assert last['outfit']==d['outfit'] and last['gender']==d['gender'],(f['path'],offset,'outfit boundary disagrees')
+            assert last['body']=='Very Athletic' and last['hair_color']=='smoky grey' and last['expression']=='jealousy, envy, and burning covetousness' and last['ethnicity']=='Asian (Japanese/Chinese)',(f['path'],offset,'factor endpoint disagrees')
+            blocks.append(dict(family=family,gender=d['gender'],description=d['outfit'],file=f['path'],start_byte=offset,block_bytes=size,prompt_count=n))
+            offset+=size
+        assert offset==f['size']
+        return dict(file=f['path'],family=family,blocks=blocks,rows=sum(r['prompt_count'] for r in blocks),predicted_bytes=offset,verified_file_size=True)
+    files=sorted([f for f in MANIFEST['files'] if re.fullmatch(r'person_description_(adult|kid|teen)_\d+\.csv',f['path'])],key=lambda f:(f['path'].split('_')[2],int(re.search(r'(\d+)\.csv',f['path'])[1])))
+    shards=[]
+    with concurrent.futures.ThreadPoolExecutor(max_workers=16) as pool:
+        for i,r in enumerate(pool.map(task,files),1):
+            shards.append(r)
+            if i%10==0:print('Outfit reconstruction',i,'/',len(files),flush=True)
+    blocks=[b for r in shards for b in r['blocks']]
+    record=dict(source_revision=REV,method='Recover age/body/hair/emotion/label/hairstyle inventories from bounded windows; compute per-outfit Cartesian block byte sums, verify every block final factor tuple and every shard byte length.',
+                total_prompts=sum(r['rows'] for r in shards),outfit_blocks=len(blocks),unique_descriptions=len({b['description'] for b in blocks}),shards=shards,outfits=blocks)
+    (OUT/'outfits-reconstructed.json').write_text(json.dumps(record,indent=2)+'\n')
+    print('Recovered outfit blocks',len(blocks),'unique descriptions',record['unique_descriptions'],'prompts',record['total_prompts'],flush=True)
+
+def audit_person_shards():
+    directory=Path('/tmp/vivarium-anime-overview');directory.mkdir(exist_ok=True)
+    files=[next(f for f in MANIFEST['files'] if f['path']==f'person_description_{family}_1.csv') for family in ['adult','kid','teen']]
+    def task(f):
+        dest=directory/f['path']
+        if not dest.exists() or dest.stat().st_size!=f['size']:
+            with requests.get(f'https://huggingface.co/datasets/laion/Anim-E/resolve/{REV}/{f["path"]}',stream=True,timeout=90) as r:
+                r.raise_for_status()
+                with dest.open('wb') as output:
+                    for block in r.iter_content(2*1024*1024):output.write(block)
+        assert dest.stat().st_size==f['size']
+        h=hashlib.sha256()
+        with dest.open('rb') as stream:
+            for block in iter(lambda:stream.read(8*1024*1024),b''):h.update(block)
+        assert h.hexdigest()==f['lfs']['sha256']
+        counts=collections.Counter();inventories=collections.defaultdict(set);ordered=collections.defaultdict(dict);n=0
+        with dest.open(newline='') as stream:
+            for row in csv.DictReader(stream):
+                d=parse_person(row['caption']);n+=1
+                counts[(d['gender'],d['outfit'])]+=1
+                for k,v in d.items():inventories[k].add(v);ordered[k].setdefault(v,None)
+        result=dict(file=f['path'],sha256=h.hexdigest(),sha_verified=True,rows=n,outfit_blocks=[dict(gender=g,description=o,rows=c) for (g,o),c in counts.items()],
+                    fields={k:sorted(v) for k,v in inventories.items()},ordered_fields={k:list(v) for k,v in ordered.items()})
+        print('Full audit',f['path'],n,'rows',flush=True)
+        return result
+    with concurrent.futures.ThreadPoolExecutor(max_workers=3) as pool:results=list(pool.map(task,files))
+    (OUT/'person-full-shard-audits.json').write_text(json.dumps(results,indent=2)+'\n')
+
+def main():
+    p=argparse.ArgumentParser();p.add_argument('--boundaries',action='store_true');p.add_argument('--person-factors',action='store_true');p.add_argument('--locations',action='store_true');p.add_argument('--outfits',action='store_true');p.add_argument('--audit-person-shards',action='store_true');a=p.parse_args()
+    if a.boundaries:sample_shards()
+    if a.person_factors:recover_person_factors()
+    if a.locations:recover_locations()
+    if a.outfits:recover_outfits()
+    if a.audit_person_shards:audit_person_shards()
+
+if __name__=='__main__':main()

tools/requirements.txt

@@ -0,0 +1,2 @@
+requests==2.34.2
+numpy==2.5.3

tools/structure_anime_locations.py

@@ -0,0 +1,100 @@
+"""Normalize procedural locations and group their residual text using sparse TF-IDF."""
+import collections
+import csv
+import json
+import math
+import re
+import time
+from pathlib import Path
+import numpy as np
+
+ROOT=Path(__file__).resolve().parents[1]
+OUT=ROOT/'experiments/anime-overview' if (ROOT/'experiments/anime-overview/locations-reconstructed.json').exists() else ROOT/'statistics'
+START=time.perf_counter()
+raw=json.loads((OUT/'locations-reconstructed.json').read_text())
+groups={}
+for row in raw['locations']:
+    description=re.sub(r'\s*\((Sunny|Rainy|Snowy)\)$','',row['description'])
+    weather_match=re.search(r'\((Sunny|Rainy|Snowy)\)$',row['description'])
+    groups.setdefault(description,[]).append(dict(row,weather=weather_match[1] if weather_match else None))
+
+RULES=[
+ ('Bedrooms and private cabins',r'bedroom|nursery|cabin|quarters|suite|guest room|guest chamber|bunk|dormitory|children.?s room|explorer.?s room|tower room'),
+ ('Bathrooms',r'bathroom'),
+ ('Food, restaurants and dining',r'kitchen|dining|diner|restaurant|café|cafe|bar\b|lounge|pizzeria|tavern|food court|pantry|mess hall|banquet|feasting|alehouse|inn\b|wine cellar|breakfast nook'),
+ ('Homes and living spaces',r'living room|family room|sunroom|closet|entrance hall|mudroom|entryway|hallway|staircase|attic|basement|lobby|balcony'),
+ ('Offices, study and cultural spaces',r'office|co-working|study room|writing den|study\b|library|museum|music room|concert|lecture|headquarters|studio|embassy'),
+ ('Labs and medical spaces',r'lab\b|laboratory|research|medical|hospital|forensic|cryogenic|sleep chamber|cybernetics'),
+ ('Industry, workshops and mining',r'workshop|forge|factory|mining|assembly|engine control|garage|fire station'),
+ ('Games, fitness and recreation',r'gym|theater|arcade|gaming|holodeck'),
+ ('Royal, magical and religious interiors',r'throne|ballroom|mage|wizard|sorcerer|necromancer|lair|temple|cathedral|monastery|meditation|court\b|ceremonial|great hall|training hall|chamber'),
+ ('Prisons, security and command facilities',r'prison|interrogation|courthouse|bunker|armory|war room|command bridge|cockpit|hideout'),
+ ('Cities, streets, plazas and markets',r'street|plaza|square|market|promenade|skyline|alley|city|metropolis|viewpoint|kingdom'),
+ ('Space habitats, transport and vessels',r'spaceship|starship|space station|space colony|orbital|outpost|colony|space elevator|shuttle bay|ship\b|deck\b|observation|observatory|space.*hub|vessel|lunar base|time portal'),
+ ('Battlefields and arenas',r'battlefield|battle|coliseum'),
+ ('Ruins, castles, caves and dungeons',r'castle|fortress|ruins|ruin\b|cave|catacomb|dungeon|cemetery|tunnel'),
+ ('Nature, gardens and landscapes',r'park|garden|farmland|forest|jungle|grove|glade|waterfall|desert|tundra|mountain|swamp|valley|field|island|planet surface|wasteland|hydroponics'),
+ ('Other settings',r'.*')]
+STOP=set('a an the and or of to in at by for on under into from as its it this that their where with featuring filled adorned boasting characterized brimming lined equipped exuding bursting showcasing resonating shrouded imbued draped illuminated marked offering surrounded encircled transformed set against over through beneath amidst modern futuristic ancient grand sleek cozy luxurious massive vast warm high tech small large soft dimly lit light glowing intricate endless warm quiet spacious rustic elegant sophisticated private stylish bustling peaceful enchanting majestic mysterious cutting edge state art old colorful endless vibrant beautiful bright elegant elegantly decorated'.split())
+DELIMITER=r'\s+(?:with|featuring|boasting|adorned|characterized|brimming|lined|filled|where|illuminated|marked|offering|surrounded|encircled|equipped|exuding|bursting|showcasing|resonating|shrouded|imbued|draped|stretching|set against|transformed|teeming|rich in)\b'
+
+catalog=[]
+for i,(description,variants) in enumerate(groups.items(),1):
+    core=re.split(DELIMITER,description,maxsplit=1)[0].strip(' ,')
+    category=next(label for label,pattern in RULES if re.search(pattern,core.lower()))
+    world='Contemporary' if i<=90 else 'Science fiction' if i<=150 else 'Fantasy and historical'
+    weather={str(v['weather']):sum(x['prompt_count'] for x in variants if x['weather']==v['weather']) for v in variants}
+    catalog.append(dict(id=f'base-{i:03d}',description=description,core_phrase=core,world=world,category=category,weather_enabled=any(v['weather'] for v in variants),
+                        prompt_count=sum(v['prompt_count'] for v in variants),exact_unique_prompt_count=3402*len({v['description'] for v in variants}),
+                        source_variant_count=len(variants),weather_counts=weather,variants=variants))
+
+def tokens(text):
+    return [w for w in re.findall(r'[a-z]+',text.casefold()) if w not in STOP and len(w)>1]
+documents=[]
+for r in catalog:
+    full=tokens(r['description']);head=tokens(r['core_phrase'])
+    c=collections.Counter({'w:'+w:float(n) for w,n in collections.Counter(full).items()})
+    for w in head:c['w:'+w]+=4.
+    for a,b in zip(full,full[1:]):c['b:'+a+' '+b]+=.6
+    for a,b in zip(head,head[1:]):c['b:'+a+' '+b]+=3.
+    documents.append(c)
+df=collections.Counter(k for c in documents for k in c)
+postings=collections.defaultdict(list)
+for i,c in enumerate(documents):
+    v={k:tf*(math.log((1+len(catalog))/(1+df[k]))+1) for k,tf in c.items()}
+    norm=math.sqrt(sum(x*x for x in v.values()))
+    for k,w in v.items():postings[k].append((i,w/norm))
+sim=np.zeros((len(catalog),len(catalog)),dtype=np.float32)
+for records in postings.values():
+    ids=np.array([i for i,w in records]);weights=np.array([w for i,w in records],dtype=np.float32)
+    sim[np.ix_(ids,ids)]+=weights[:,None]*weights[None,:]
+pairs=sorted([(float(sim[i,j]),i,j) for i in range(len(catalog)) for j in range(i+1,len(catalog)) if sim[i,j]>=.35],reverse=True)
+
+def cluster(threshold):
+    members={i:[i] for i in range(len(catalog))};parent=list(range(len(catalog)))
+    for score,i,j in pairs:
+        if score<threshold:break
+        a,b=parent[i],parent[j]
+        if a==b or catalog[i]['world']!=catalog[j]['world'] or catalog[i]['weather_enabled']!=catalog[j]['weather_enabled']:continue
+        if float(sim[np.ix_(members[a],members[b])].min())<threshold:continue
+        members[a]+=members.pop(b)
+        for k in members[a]:parent[k]=a
+    return sorted(members.values(),key=lambda g:min(g))
+
+thresholds={str(t):cluster(t) for t in [.35,.45,.55]}
+clusters=thresholds['0.45'];membership={i:n for n,c in enumerate(clusters,1) for i in c}
+for i,r in enumerate(catalog):r['lexical_cluster_id']=f'tfidf-{membership[i]:03d}'
+cluster_rows=[dict(id=f'tfidf-{n:03d}',label=catalog[c[0]]['core_phrase'],members=[catalog[i]['id'] for i in c],
+                   minimum_pair_similarity=min(float(sim[i,j]) for i in c for j in c),world=catalog[c[0]]['world']) for n,c in enumerate(clusters,1)]
+structure=dict(method='Sparse word unigram/bigram TF-IDF on residual descriptions. Core phrases receive extra weight. Cosine similarity, greedy complete-link grouping within the same coarse world, threshold0.45. These are lexical similarity groups, not ground-truth counts of semantic place types.',
+    runtime_seconds=time.perf_counter()-START,base_descriptions=len(catalog),features=len(postings),clustering_threshold=.45,
+    lexical_cluster_count=len(clusters),sensitivity={k:len(v) for k,v in thresholds.items()},
+    world_counts=dict(collections.Counter(r['world'] for r in catalog)),category_counts=dict(collections.Counter(r['category'] for r in catalog)),
+    clusters=cluster_rows,near_duplicate_candidates=[dict(left=catalog[i]['id'],right=catalog[j]['id'],left_phrase=catalog[i]['core_phrase'],right_phrase=catalog[j]['core_phrase'],cosine=score) for score,i,j in pairs[:75]])
+(OUT/'locations-catalog.json').write_text(json.dumps(catalog,indent=2,ensure_ascii=False)+'\n')
+(OUT/'location-structure.json').write_text(json.dumps(structure,indent=2,ensure_ascii=False)+'\n')
+with (OUT/'locations-catalog.csv').open('w',newline='') as f:
+    w=csv.DictWriter(f,fieldnames=['id','description','core_phrase','world','category','prompt_count','exact_unique_prompt_count','source_variant_count','lexical_cluster_id']);w.writeheader()
+    for r in catalog:w.writerow({k:r[k] for k in w.fieldnames})
+print(json.dumps({k:v for k,v in structure.items() if k not in ['clusters','near_duplicate_candidates']},indent=2))
+print('Top candidate pairs',json.dumps(structure['near_duplicate_candidates'][:20],indent=2))