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bertopic-conflictos-chile-v21-masterpiece

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version string	created string	k_natural int64	total_docs int64	dedup_threshold float64	min_keywords_safe int64	mmr_diversity float64	improvements list
v21	2026-01-13T17:07:41.278568	50	3,268	0.7	6	0.7	[ "SmartDeduplicator with 0.7 threshold (more permissive)", "Safety net: minimum 6 keywords guaranteed", "Enhanced stopwords (months, years, generic terms)", "Visualizations auto-generated" ]

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Check out the documentation for more information.

🏆 BERTopic v21 - THE MASTERPIECE

Mejoras sobre v20:

SmartDeduplicator (0.7): Más permisivo, conserva "Argentina", "transfronterizo"
Safety Net: Garantiza mínimo 6 keywords por topic
Stopwords SOTA: Sin meses, años, nombres personales
Visualizaciones: Barcharts y mapas HTML automáticos

Métricas:

K Natural: 50
Total docs: 3,268
Timestamp: 2026-01-13 17:07:41.278922

Archivos:

bertopic_topic_explanations_v21.xlsx: Keywords por K
documentos_por_topico/: CSVs con noticias por topic
visualizaciones/: HTMLs interactivos
embeddings.npy: Cache de embeddings Qwen

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