change README.md

README.md

@@ -7,29 +7,30 @@
 
 ```
 CIVITAI_VISUALIZATIONS/
-├── .virtual_documents/
-├── data/                                   # Final datasets
-│   ├── subset1/
+├── .virtual_documents/                   # Temporary files from Jupyter
+├── data/                                 # Final curated datasets
+│   ├── subset1/                          # Specific data splits or versions
 │   ├── subset2/
 │   └── ...
 ├── misc/
-│   ├── credentials/                        # store api keys (CivitAI, Deepseek) etc. here
-├── plots/                                  # Generated plots and visualizations
-├── scripts/                                # Jupyter notebooks for analysis
-│   ├── 0_Scraping_image_metadata.ipynb     # Scraping scripts interacting with the CivitAI API, dataset consolidation
-│   ├── Section_2_image_grid.ipynb          # Code to generate an image grid as shown in Section 2
-│   ├── Section_6-1_Histograms.ipynb        # Histograms showing image and model contributions over the span of two years
-│   ├── Section_6-1_Models_ratios.ipynb     # Models' NSFW ratio estimation
-│   ├── Section_6-2_Demographics.ipynb      # Visualization of estimations of the demographic distribution of subjects depicted in CivitAI imagery
-│   ├── Section_6-3_Models.ipynb            # Models download for systematic inference + ranking and promotional tags visualizations
-│   ├── Section_6-4_Top_Models.ipynb        # Ranking plot of popular adapters by download count
-│   └── Section_6-5_LoRA_metadata.ipynb     # LoRA download and textual training tags extraction, categorizing and ranking 
-│   ├── Section_6-6_Users_Images.ipynb      # Cumulative plot of users' image contributions
-│   ├── Section_6-7_Users_Models.ipynb      # Sankey diagram of users' model contributions
+│   └── credentials/                      # API keys and sensitive config (excluded from versioning)
+├── plots/                                # Output plots and figures used in the paper
+├── scripts/                              # Jupyter notebooks organized by paper sections
+│   ├── 0_Scraping_image_metadata.ipynb   # Scraping metadata from CivitAI API
+│   ├── Section_2_image_grid.ipynb        # Image grid for Section 2 of the paper
+│   ├── Section_6-1_Histograms.ipynb      # Histogram analysis: image & model uploads over time
+│   ├── Section_6-1_Models_ratios.ipynb   # Estimating NSFW content ratios in models
+│   ├── Section_6-2_Demographics.ipynb    # Demographic inference visualizations
+│   ├── Section_6-3_Models.ipynb          # Model download, tag visualizations, and ranking
+│   ├── Section_6-4_Top_Models.ipynb      # Top adapter models by downloads
+│   ├── Section_6-5_LoRA_metadata.ipynb   # LoRA training tag extraction and categorization
+│   ├── Section_6-6_Users_Images.ipynb    # Users’ image contribution trends
+│   └── Section_6-7_Users_Models.ipynb    # Sankey diagram of model contributions by users
 ├── .gitignore
 ├── .gitmodules
-├── README.md
-└── requirements.txt
+├── README.md                             # This file
+└── requirements.txt                      # Python dependencies
+
 ```
 
 # Project Setup