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Appendix A – Reproducibility Package
| File | Description |
|------|-------------|
| catalogue.csv | Master listing of all 1 018 items with SHA‑256 checksums. |
| features/ | Subfolders images/, audio/, texts/ containing modality‑specific embeddings (NumPy .npy). |
| fused_embeddings.npy | 128‑dimensional multimodal vectors (PCA‑reduced). |
| cluster_labels.npy | Cluster ID for each item (aligned with catalogue.csv). |
| analysis.ipynb | Jupyter notebook reproducing all statistical tables, UMAP plots, and LDA topics. |
| requirements.txt | Python ≥ 3.10 dependencies (torchvision, librosa, spacy, hdbscan, umap‑learn, scikit‑learn, pandas). |
is also a character in the Thomas & Friends line, which features 18-piece or larger "Full Sets":
