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@@ -15,22 +15,29 @@ CIVITAI_VISUALIZATIONS/
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  β”œβ”€β”€ misc/
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  β”‚ └── credentials/ # API keys and sensitive config (excluded from versioning)
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  β”œβ”€β”€ plots/ # Output plots and figures used in the paper
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- β”œβ”€β”€ scripts/ # Jupyter notebooks organized by paper sections
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- β”‚ β”œβ”€β”€ 0_Scraping_image_metadata.ipynb # Scraping metadata from CivitAI API
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- β”‚ β”œβ”€β”€ Section_2_image_grid.ipynb # Image grid for Section 2 of the paper
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- β”‚ β”œβ”€β”€ Section_6-1_Histograms.ipynb # Histogram analysis: image & model uploads over time
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- β”‚ β”œβ”€β”€ Section_6-1_Models_ratios.ipynb # Estimating NSFW content ratios in models
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- β”‚ β”œβ”€β”€ Section_6-2_Demographics.ipynb # Demographic inference visualizations
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- β”‚ β”œβ”€β”€ Section_6-3_Models.ipynb # Model download, tag visualizations, and ranking
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- β”‚ β”œβ”€β”€ Section_6-4_Top_Models.ipynb # Top adapter models by downloads
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- β”‚ β”œβ”€β”€ Section_6-5_LoRA_metadata.ipynb # LoRA training tag extraction and categorization
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- β”‚ β”œβ”€β”€ Section_6-6_Users_Images.ipynb # Users’ image contribution trends
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- β”‚ └── Section_6-7_Users_Models.ipynb # Sankey diagram of model contributions by users
 
 
 
 
 
 
 
 
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  β”œβ”€β”€ .gitignore
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  β”œβ”€β”€ .gitmodules
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- β”œβ”€β”€ README.md # This file
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- └── requirements.txt # Python dependencies
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-
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  ```
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  # Project Setup
 
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  β”œβ”€β”€ misc/
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  β”‚ └── credentials/ # API keys and sensitive config (excluded from versioning)
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  β”œβ”€β”€ plots/ # Output plots and figures used in the paper
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+ β”œβ”€β”€ β”œβ”€β”€ jupyter_notebooks/ # Main analysis notebooks
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+ β”‚ β”œβ”€β”€ 0_Scraping_image_metadata.ipynb # Scrapes CivitAI metadata via API
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+ β”‚ β”œβ”€β”€ Section_1_Figure_1_image_grid.ipynb # Grid of sample images
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+ β”‚ β”œβ”€β”€ Section_3-2-1_Figure_3_histogram.ipynb # Histogram of upload trends
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+ β”‚ β”œβ”€β”€ Section_3-2-1_Figure_4_Mivolo.ipynb # Model activity plot (Mivolo-focused)
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+ β”‚ β”œβ”€β”€ Section_3-3-1_Figure_5_tags.ipynb # Tag frequency and usage visualizations
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+ β”‚ β”œβ”€β”€ Section_3-3-3_download_popular_models.ipynb # Download models for analysis
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+ β”‚ β”œβ”€β”€ Section_3-3-3_Figure_6.ipynb # Promotional tag usage patterns
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+ β”‚ β”œβ”€β”€ Section_3-3-4_Figure_8a.ipynb # Ranking of popular models
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+ β”‚ β”œβ”€β”€ Section_3-3-4_Figure_8b.ipynb # Continuation of model rankings
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+ β”‚ β”œβ”€β”€ Section_3-3-4_Figure_9_Sankey.ipynb # Sankey diagram: user-model contributions
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+ β”‚ β”œβ”€β”€ Section_3-3-4_LLM_annotation.ipynb # Annotations using large language models
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+ β”‚ β”œβ”€β”€ Section_3-4_extract_LoRA_metadata.ipynb # LoRA metadata extraction
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+ β”‚ β”œβ”€β”€ SuppM_Figure_12_Danbooru_Taxonomy.ipynb # Danbooru tag taxonomy: visualization
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+ β”‚ β”œβ”€β”€ SuppM_Figure_13_Danbooru_taxonomy.ipynb # Tag grouping and structure
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+ β”‚ └── SuppM_Figure_13.ipynb # Supplementary figure generation
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+ β”œβ”€β”€ misc/ # Utility scripts and API credentials (excluded)
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+ β”œβ”€β”€ plots/ # Output plots and visualizations
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+ β”œβ”€β”€ public/ # Optional public-facing files
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  β”œβ”€β”€ .gitignore
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  β”œβ”€β”€ .gitmodules
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+ β”œβ”€β”€ README.md # This file
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+ └── requirements.txt # Python dependencies
 
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  ```
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  # Project Setup