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Visual inspection of the UMAP plots shows clear separation between C1–C3, confirming that multimodal embeddings preserve thematic distinctions. One such phrase that has been making waves
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| Step | Tool | Description | |------|------|-------------| | | os , pathlib | Generated a master CSV ( catalogue.csv ) with file path, type, size, SHA‑256. | | Image feature extraction | torchvision (ResNet‑50) | Produced a 2048‑dimensional embedding for each PNG. | | Audio feature extraction | librosa | Computed MFCCs (20 coefficients, mean & variance) → 40‑dim vector. | | Text preprocessing | spaCy (en_core_web_md) | Tokenisation, lemmatisation, stop‑word removal; generated TF‑IDF vectors (max‑features = 2 000). | | Metadata aggregation | pandas | Merged JSON fields (author, tags, release_date) into a unified table. |
: Sets typically come with two 18" x 18" pillow covers (inserts are often sold separately). Collectibles: American Girl "Emily" 18" Doll Sets
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