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CIVITAI_VISUALIZATIONS/
├── .virtual_documents/ # Temporary files from Jupyter
├── data/ # Final curated datasets
│ ├── subset1/ # Specific data splits or versions
│ ├── subset2/
│ └── ...
├── misc/
│ └── credentials/ # API keys and sensitive config (excluded from versioning)
├── plots/ # Output plots and figures used in the paper
├── ├── jupyter_notebooks/ # Main analysis notebooks
│ ├── 0_Scraping_image_metadata.ipynb # Scrapes CivitAI metadata via API
│ ├── Section_1_Figure_1_image_grid.ipynb # Grid of sample images
│ ├── Section_3-2-1_Figure_3_histogram.ipynb # Histogram of upload trends
│ ├── Section_3-2-1_Figure_4_Mivolo.ipynb # Model activity plot (Mivolo-focused)
│ ├── Section_3-3-1_Figure_5_tags.ipynb # Tag frequency and usage visualizations
│ ├── Section_3-3-3_download_popular_models.ipynb # Download models for analysis
│ ├── Section_3-3-3_Figure_6.ipynb # Promotional tag usage patterns
│ ├── Section_3-3-4_Figure_8a.ipynb # Ranking of popular models
│ ├── Section_3-3-4_Figure_8b.ipynb # Continuation of model rankings
│ ├── Section_3-3-4_Figure_9_Sankey.ipynb # Sankey diagram: user-model contributions
│ ├── Section_3-3-4_LLM_annotation.ipynb # Annotations using large language models
│ ├── Section_3-4_extract_LoRA_metadata.ipynb # LoRA metadata extraction
│ ├── SuppM_Figure_12_Danbooru_Taxonomy.ipynb # Danbooru tag taxonomy: visualization
│ ├── SuppM_Figure_13_Danbooru_taxonomy.ipynb # Tag grouping and structure
│ └── SuppM_Figure_13.ipynb # Supplementary figure generation
├── misc/ # Utility scripts and API credentials (excluded)
├── plots/ # Output plots and visualizations
├── public/ # Optional public-facing files
├── .gitignore
├── .gitmodules
├── README.md # This file
└── requirements.txt # Python dependencies1git clone https://gitlab.uzh.ch/latent-canon/pm-paper.git
2cd pm-paper1python -m venv venv
2source venv/bin/activate # On macOS/Linux
3venv\Scripts\activate # On Windowspip install -r requirements.txtpython -m ipykernel install --user --name=venv --display-name "Python (venv)"opencv may require additional system libraries).venv activated).