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  - ~700 Plant species
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  - The hero images for each species, each class here, are avialable under the data tab.
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- ## Pipeline Scripts
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-
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- | Script | Purpose |
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- |--------|---------|
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- | `pull_hf_data.py` | Download datasets from HuggingFace |
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- | `process_images.py` | Trim overlay text bands |
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- | `enrich_metadata.py` | OCR overlay extraction → metadata CSVs |
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- | `generate_annotations.py` | Auto bounding boxes (Grounding DINO) |
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- | `generate_splits.py` | Stratified train/val/test splits |
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- | `generate_stats.py` | Distribution statistics |
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- | `crawler_logged.py` | Butterfly species scraper |
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- | `plant_crawler.py` | Host plant species scraper |
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- All pipeline scripts are **incremental** — they skip already-processed data and support adding new species non-destructively.
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  ## Ethical Guidelines
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  - All images are from publicly available sources (ifoundbutterflies.org)
 
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  - ~700 Plant species
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  - The hero images for each species, each class here, are avialable under the data tab.
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  ## Ethical Guidelines
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  - All images are from publicly available sources (ifoundbutterflies.org)