egutierrez
7ec2bb1b45
feat(eda): el Markdown del AutomaticEDA vuelca TODOS los datos del profile
...
El .md del grupo `eda` es la salida pensada para pegar a un LLM, así que debe
contener todo lo que el motor computó, aunque el PDF/PPTX (vista humana) resuman.
La evaluación 2053 detectó 6 datos que el .md perdía respecto al profile. Se
cierran de forma aditiva (el .md tiene MÁS que el PDF/PPTX, sin tocar esos
renderers ni los capítulos).
render_automatic_eda.py pasa el profile al serializador Markdown vía
meta['profile'] (un meta propio del MD; el de PDF/PPTX queda intacto).
render_md_impl.py añade un "Apéndice — Datos completos del perfil" al final del
documento, emitido solo cuando hay profile y degradando limpio cuando falta una
sección (lite sin modelos, profile sin correlaciones). El apéndice no se acopla
a los ids de capítulo (que editan otros agentes en paralelo).
Pérdidas cerradas:
1. Matriz de asociación COMPLETA: los N pares de correlations.pairs (no solo el
top-17), incluidos correlation_ratio (num↔cat) y cramers_v (cat↔cat).
2. Numéricas: describe completo por columna — mean/median/mode/std/variance/cv,
skew y kurtosis para TODAS (no solo las asimétricas), p1/p5/p25/p50/p75/p95/
p99, iqr, min/max, outliers, distribution_type.
3. Re-expresión: nombra la transformación concreta (log1p/sqrt/yeo-johnson) con
potencia, razón y alternativas, no un vago "considerar re-expresión".
4. KMeans: tabla scores_by_k (silhouette + inercia por k) marcando el k elegido.
5. Normalidad: el estadístico (stat) de cada test junto al p-value.
6. Encabezados de figuras de barras/scree dejan de heredar
"Desde/Hasta/Frecuencia" del histograma; usan "Inicio/Fin/Valor" cuando el
caption no es un histograma.
Test nuevo md_completeness_test.py: profile sintético, asserta los N pares de
correlación, skew/kurtosis de cada numérica, percentiles extendidos, log1p,
scores_by_k, stat de normalidad, headers de barras y los edges (sin modelos /
sin correlaciones / sin profile, defensivo).
Verificado con titanic (profile_level=full): 28 pares en la tabla (incl.
Sex↔Embarked cramers_v), 7 numéricas con skew+kurtosis, p5/p95/p99, scores_by_k
y JB/D'Agostino/Shapiro stat presentes. PDF/PPTX/manifest siguen saliendo.
Suite automatic_eda + render_automatic_eda_test: 134 passed.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com >
2026-06-30 20:27:30 +02:00
..
2026-06-30 20:27:30 +02:00
2026-06-29 06:37:47 +02:00
2026-06-30 18:52:08 +02:00
2026-06-29 03:51:11 +02:00
2026-06-29 03:34:01 +02:00
2026-06-29 03:34:01 +02:00
2026-06-30 17:35:19 +02:00
2026-06-30 17:35:19 +02:00
2026-06-30 17:35:19 +02:00
2026-06-29 03:51:11 +02:00
2026-06-29 03:34:01 +02:00
2026-06-29 03:34:01 +02:00
2026-04-05 17:11:32 +02:00
2026-05-16 16:33:22 +02:00
2026-04-05 17:11:32 +02:00
2026-05-16 16:33:22 +02:00
2026-05-04 23:35:22 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00
2026-06-30 15:29:33 +02:00
2026-06-30 15:29:33 +02:00
2026-06-30 15:29:33 +02:00
2026-06-29 06:37:47 +02:00
2026-06-29 03:34:01 +02:00
2026-06-29 06:37:47 +02:00
2026-05-14 00:28:20 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00
2026-06-30 14:54:49 +02:00
2026-06-30 14:54:49 +02:00
2026-06-30 14:54:49 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-30 16:08:41 +02:00
2026-06-30 16:08:41 +02:00
2026-06-30 17:56:24 +02:00
2026-04-05 17:11:32 +02:00
2026-04-05 18:45:16 +02:00
2026-04-05 17:11:32 +02:00
2026-06-30 15:29:33 +02:00
2026-06-30 15:29:33 +02:00
2026-06-30 15:29:33 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-04-05 17:11:32 +02:00
2026-04-05 18:45:16 +02:00
2026-04-05 17:11:32 +02:00
2026-06-30 15:04:10 +02:00
2026-06-30 15:04:10 +02:00
2026-06-30 15:04:10 +02:00
2026-06-30 15:04:10 +02:00
2026-06-30 15:04:10 +02:00
2026-06-30 15:04:10 +02:00
2026-06-14 23:55:16 +02:00
2026-05-16 16:33:22 +02:00
2026-06-30 18:10:23 +02:00
2026-06-30 18:10:23 +02:00
2026-06-30 18:10:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-04-05 17:11:32 +02:00
2026-06-28 18:16:24 +02:00
2026-04-05 17:11:32 +02:00
2026-05-16 16:33:22 +02:00
2026-04-05 17:11:32 +02:00
2026-04-05 17:11:32 +02:00
2026-05-16 16:33:22 +02:00
2026-04-05 17:11:32 +02:00
2026-06-21 21:43:08 +02:00
2026-06-21 21:43:08 +02:00
2026-06-30 14:57:27 +02:00
2026-06-30 14:57:27 +02:00
2026-06-30 14:57:27 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-30 18:15:15 +02:00
2026-06-30 18:15:15 +02:00
2026-06-30 18:15:15 +02:00
2026-06-29 06:37:47 +02:00
2026-06-29 06:37:47 +02:00
2026-04-05 17:11:32 +02:00
2026-05-16 16:33:22 +02:00
2026-04-05 17:11:32 +02:00
2026-06-30 15:29:33 +02:00
2026-06-30 15:29:33 +02:00
2026-06-30 15:29:33 +02:00
2026-05-16 16:33:22 +02:00
2026-06-30 15:35:42 +02:00
2026-06-30 15:35:42 +02:00
2026-06-30 15:35:42 +02:00
2026-04-05 17:11:32 +02:00
2026-05-16 16:33:22 +02:00
2026-04-05 17:11:32 +02:00
2026-04-05 17:11:32 +02:00
2026-05-16 16:33:22 +02:00
2026-04-05 17:11:32 +02:00
2026-06-21 14:22:55 +02:00
2026-06-20 18:22:23 +02:00
2026-06-21 14:22:55 +02:00
2026-05-14 00:28:20 +02:00
2026-06-21 14:22:55 +02:00
2026-06-21 14:22:55 +02:00
2026-05-14 00:28:20 +02:00
2026-06-29 03:51:11 +02:00
2026-06-29 03:34:01 +02:00
2026-06-29 03:34:01 +02:00
2026-04-30 16:33:38 +02:00
2026-04-30 16:33:38 +02:00
2026-04-05 17:11:32 +02:00
2026-04-05 18:45:16 +02:00
2026-04-05 17:11:32 +02:00
2026-05-04 23:35:22 +02:00
2026-05-04 23:35:22 +02:00
2026-04-30 16:41:09 +02:00
2026-04-30 16:41:09 +02:00
2026-04-05 17:11:32 +02:00
2026-04-05 18:45:16 +02:00
2026-04-05 17:11:32 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00
2026-06-30 15:35:42 +02:00
2026-06-30 15:35:42 +02:00
2026-06-30 15:35:42 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00
2026-06-29 03:51:11 +02:00
2026-06-29 03:34:01 +02:00
2026-06-29 03:34:01 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00
2026-05-04 23:35:22 +02:00
2026-05-04 23:35:22 +02:00
2026-05-04 23:35:22 +02:00
2026-05-04 23:35:22 +02:00
2026-04-30 16:33:38 +02:00
2026-04-30 16:33:38 +02:00
2026-04-30 16:41:09 +02:00
2026-05-04 14:43:35 +02:00
2026-06-30 15:33:55 +02:00
2026-06-30 15:33:55 +02:00
2026-06-30 15:33:55 +02:00
2026-05-16 16:33:22 +02:00
2026-04-05 17:11:32 +02:00
2026-05-14 00:28:20 +02:00
2026-04-05 17:11:32 +02:00
2026-05-16 16:33:22 +02:00
2026-06-29 06:37:47 +02:00
2026-06-29 06:37:47 +02:00
2026-06-29 06:37:47 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00
2026-05-04 23:35:22 +02:00
2026-04-05 17:11:32 +02:00
2026-05-14 00:28:20 +02:00
2026-04-05 17:11:32 +02:00
2026-04-05 17:11:32 +02:00
2026-05-14 00:28:20 +02:00
2026-04-05 17:11:32 +02:00
2026-05-14 00:28:20 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00
2026-05-04 23:35:22 +02:00
2026-05-04 23:35:22 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-05-14 00:28:20 +02:00
2026-04-02 22:03:51 +02:00
2026-04-05 18:45:16 +02:00
2026-04-02 22:03:51 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-05-04 23:35:22 +02:00
2026-05-04 23:35:22 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-05-14 00:28:20 +02:00
2026-06-30 15:33:55 +02:00
2026-06-30 15:33:55 +02:00
2026-06-30 15:33:55 +02:00
2026-04-05 17:11:32 +02:00
2026-05-14 00:28:20 +02:00
2026-04-05 17:11:32 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00
2026-06-30 17:35:19 +02:00
2026-06-30 17:35:19 +02:00
2026-06-30 17:35:19 +02:00
2026-06-30 15:35:42 +02:00
2026-06-30 15:35:42 +02:00
2026-06-30 15:35:42 +02:00
2026-06-30 14:57:27 +02:00
2026-06-30 14:57:27 +02:00
2026-06-30 14:57:27 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-21 14:22:55 +02:00
2026-06-21 14:22:55 +02:00
2026-06-21 14:22:55 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00
2026-06-21 21:43:08 +02:00
2026-06-21 21:43:08 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00
2026-06-30 18:52:08 +02:00
2026-06-30 18:52:08 +02:00
2026-06-30 18:52:08 +02:00
2026-06-30 14:30:31 +02:00
2026-06-30 14:30:31 +02:00
2026-06-30 14:30:31 +02:00
2026-06-30 14:30:31 +02:00
2026-06-30 14:30:31 +02:00
2026-06-30 14:30:31 +02:00
2026-06-29 04:05:38 +02:00
2026-06-20 18:22:23 +02:00
2026-06-29 04:05:38 +02:00
2026-06-29 04:05:38 +02:00
2026-06-29 03:34:01 +02:00
2026-06-29 04:05:38 +02:00
2026-05-14 00:28:20 +02:00
2026-04-02 22:03:51 +02:00
2026-06-30 15:35:42 +02:00
2026-06-30 15:35:42 +02:00
2026-06-30 15:35:42 +02:00
2026-05-14 00:28:20 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-21 14:22:55 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-14 23:55:16 +02:00
2026-06-14 23:55:16 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-14 23:55:16 +02:00
2026-06-14 23:55:16 +02:00
2026-06-14 23:55:16 +02:00
2026-06-14 23:55:16 +02:00
2026-06-14 23:55:16 +02:00
2026-06-14 23:55:16 +02:00
2026-06-30 15:33:55 +02:00
2026-06-30 15:33:55 +02:00
2026-06-30 15:33:55 +02:00
2026-05-04 23:35:22 +02:00
2026-05-04 23:35:22 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-05-14 00:28:20 +02:00
2026-06-29 06:37:47 +02:00
2026-06-29 03:34:01 +02:00
2026-06-29 06:37:47 +02:00
2026-06-30 15:33:55 +02:00
2026-06-30 15:33:55 +02:00
2026-06-30 15:33:55 +02:00
2026-06-30 18:15:15 +02:00
2026-06-30 18:15:15 +02:00
2026-06-30 18:15:15 +02:00
2026-06-29 03:51:11 +02:00
2026-06-29 03:34:01 +02:00
2026-06-29 03:34:01 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-30 18:10:23 +02:00
2026-06-30 18:10:23 +02:00
2026-06-30 18:10:23 +02:00
2026-06-21 14:22:55 +02:00
2026-06-21 14:22:55 +02:00
2026-06-21 14:22:55 +02:00
2026-05-04 23:35:22 +02:00
2026-05-04 23:35:22 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-29 03:51:11 +02:00
2026-06-29 03:34:01 +02:00
2026-06-29 03:34:01 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-06-20 18:22:23 +02:00
2026-05-04 23:35:22 +02:00
2026-05-04 23:35:22 +02:00
2026-05-13 00:50:34 +02:00
2026-05-13 00:50:34 +02:00
2026-05-13 00:50:34 +02:00
2026-05-13 00:50:34 +02:00
2026-05-14 00:28:20 +02:00
2026-05-04 23:35:22 +02:00