1614 lines
67 KiB
Plaintext
1614 lines
67 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "ef3a7c61",
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"metadata": {},
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"source": [
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"# Análisis preliminar exploratorio"
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]
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},
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{
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"cell_type": "markdown",
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"id": "f493c890",
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"metadata": {},
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"source": [
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"## Índice\n",
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"\n",
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"1. [Objetivos del análisis](#objetivos-del-análisis)\n",
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"2. [Inspección inicial de los datos](#inspección-inicial-de-los-datos)\n",
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"3. [Limpieza y preparación](#limpieza-y-preparación)\n",
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"4. [Análisis univariante](#análisis-univariante)\n",
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"5. [Análisis de relaciones entre variables](#análisis-de-relaciones-entre-variables)\n",
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"6. [Visualización de los datos](#visualización-de-los-datos)\n",
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"7. [Conclusiones](#conclusiones)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "e688d0e7",
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"metadata": {},
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"source": [
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"## 1. Objetivos del análisis"
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]
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},
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{
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"cell_type": "markdown",
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"id": "13fb63e3",
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"metadata": {},
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"source": [
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"Buscamos encontrar patrones que nos permitan decidir entre diferentes quejas o puntos de dolor que puedas ser susceptibles de resolverse con un software."
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]
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},
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{
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"cell_type": "markdown",
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"id": "78908327",
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"metadata": {},
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"source": [
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"## 2. Inspección inicial de los datos"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "dcdef49a",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import os"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "7c0e5e49",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" }\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>id</th>\n",
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" <th>estado</th>\n",
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" <th>fecha_publicacion</th>\n",
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" <th>actor</th>\n",
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" <th>empresa</th>\n",
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" <th>actividad</th>\n",
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" <th>empleados_evidencia</th>\n",
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" <th>proceso</th>\n",
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" <th>episodio_resumido</th>\n",
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" <th>fuente_publicacion</th>\n",
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" <th>fuente_empresa_o_tamano</th>\n",
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" <th>criterio_observado</th>\n",
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" <th>notas</th>\n",
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" <th>dimension_tipo</th>\n",
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" <th>grupo_similitud</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>EXP-001</td>\n",
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" <td>incluido</td>\n",
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" <td>2026-08 aprox.</td>\n",
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" <td>Cristóbal Hernández Mora</td>\n",
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" <td>Recapol SA</td>\n",
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" <td>Fabricación y transformación de carrocerías pa...</td>\n",
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" <td>35 en 2025 según eInforma; actividad industria...</td>\n",
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" <td>Operaciones/planificación de capacidad</td>\n",
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" <td>El gerente describe cómo ausencias en taller p...</td>\n",
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" <td>https://es.linkedin.com/posts/cristobal-hernan...</td>\n",
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" <td>https://www.recapol.com/recapol-carrocerias-co...</td>\n",
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" <td>Primera persona y autoría empresarial verifica...</td>\n",
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" <td>Ficha archivada: textos_fuente/EXP-001.txt. Fe...</td>\n",
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" <td>Organización y personas</td>\n",
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" <td>Sobrecarga, ausencias y dependencia de persona...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>EXP-002</td>\n",
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" <td>incluido</td>\n",
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" <td>2025 aprox.</td>\n",
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" <td>Alex Espel Ribera</td>\n",
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" <td>Inprisa Autom</td>\n",
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" <td>Fabricación/instalación industrial B2B</td>\n",
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" <td>20 empleados informados para 2025; por debajo ...</td>\n",
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" <td>Producción/compras/atención a clientes</td>\n",
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" <td>Relato directo sobre retrasos de proyectos, pl...</td>\n",
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" <td>https://es.linkedin.com/posts/alex-espel-riber...</td>\n",
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" <td>https://www.inprisa.com/ | https://www.einform...</td>\n",
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" <td>Autoría directiva y actividad industrial B2B v...</td>\n",
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" <td>Ficha de exclusión archivada: textos_fuente/EX...</td>\n",
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" <td>Planificación y operaciones</td>\n",
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" <td>Urgencias, coordinación y planificación diaria</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>EXP-003</td>\n",
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" <td>incluido</td>\n",
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" <td>2026-10 aprox.</td>\n",
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" <td>Javier Santos</td>\n",
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" <td>Cyklop Strapesa</td>\n",
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" <td>Fabricación de sistemas de embalaje industrial...</td>\n",
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" <td>26 empleados en 2025 según eInforma; por debaj...</td>\n",
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" <td>Operaciones/planta</td>\n",
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" <td>El director general relata que las urgencias y...</td>\n",
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" <td>https://es.linkedin.com/posts/javiersantospalo...</td>\n",
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" <td>https://www.cyklop.es/ | https://www.einforma....</td>\n",
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" <td>Autoría directiva y actividad industrial B2B v...</td>\n",
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" <td>Ficha de exclusión archivada: textos_fuente/EX...</td>\n",
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" <td>Planificación y operaciones</td>\n",
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" <td>Urgencias, coordinación y planificación diaria</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" id estado fecha_publicacion actor \\\n",
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"0 EXP-001 incluido 2026-08 aprox. Cristóbal Hernández Mora \n",
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"1 EXP-002 incluido 2025 aprox. Alex Espel Ribera \n",
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"2 EXP-003 incluido 2026-10 aprox. Javier Santos \n",
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"\n",
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" empresa actividad \\\n",
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"0 Recapol SA Fabricación y transformación de carrocerías pa... \n",
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"1 Inprisa Autom Fabricación/instalación industrial B2B \n",
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"2 Cyklop Strapesa Fabricación de sistemas de embalaje industrial... \n",
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"\n",
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" empleados_evidencia \\\n",
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"0 35 en 2025 según eInforma; actividad industria... \n",
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"1 20 empleados informados para 2025; por debajo ... \n",
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"2 26 empleados en 2025 según eInforma; por debaj... \n",
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"\n",
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" proceso \\\n",
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"0 Operaciones/planificación de capacidad \n",
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"1 Producción/compras/atención a clientes \n",
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"2 Operaciones/planta \n",
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"\n",
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" episodio_resumido \\\n",
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"0 El gerente describe cómo ausencias en taller p... \n",
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"1 Relato directo sobre retrasos de proyectos, pl... \n",
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"2 El director general relata que las urgencias y... \n",
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"\n",
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" fuente_publicacion \\\n",
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"0 https://es.linkedin.com/posts/cristobal-hernan... \n",
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"1 https://es.linkedin.com/posts/alex-espel-riber... \n",
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"2 https://es.linkedin.com/posts/javiersantospalo... \n",
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"\n",
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" fuente_empresa_o_tamano \\\n",
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"0 https://www.recapol.com/recapol-carrocerias-co... \n",
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"1 https://www.inprisa.com/ | https://www.einform... \n",
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"2 https://www.cyklop.es/ | https://www.einforma.... \n",
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"\n",
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" criterio_observado \\\n",
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"0 Primera persona y autoría empresarial verifica... \n",
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"1 Autoría directiva y actividad industrial B2B v... \n",
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"2 Autoría directiva y actividad industrial B2B v... \n",
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"\n",
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" notas \\\n",
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"0 Ficha archivada: textos_fuente/EXP-001.txt. Fe... \n",
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"1 Ficha de exclusión archivada: textos_fuente/EX... \n",
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"2 Ficha de exclusión archivada: textos_fuente/EX... \n",
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"\n",
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" dimension_tipo \\\n",
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"0 Organización y personas \n",
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"1 Planificación y operaciones \n",
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"2 Planificación y operaciones \n",
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"\n",
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" grupo_similitud \n",
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"0 Sobrecarga, ausencias y dependencia de persona... \n",
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"1 Urgencias, coordinación y planificación diaria \n",
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"2 Urgencias, coordinación y planificación diaria "
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]
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},
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"execution_count": 6,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"path = os.path.join(os.getcwd(), \n",
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" '07_muestra_exploratoria', \n",
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" 'casos_agrupados_por_dimensiones.csv'\n",
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" )\n",
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"\n",
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"df = pd.read_csv(path)\n",
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"df.head(3)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "deb945c5",
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"metadata": {},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "4672d52f",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<class 'pandas.DataFrame'>\n",
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"RangeIndex: 90 entries, 0 to 89\n",
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"Data columns (total 15 columns):\n",
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" # Column Non-Null Count Dtype\n",
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"--- ------ -------------- -----\n",
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" 0 id 90 non-null str \n",
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" 1 estado 90 non-null str \n",
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" 2 fecha_publicacion 90 non-null str \n",
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" 3 actor 90 non-null str \n",
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" 4 empresa 90 non-null str \n",
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" 5 actividad 90 non-null str \n",
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" 6 empleados_evidencia 90 non-null str \n",
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" 7 proceso 90 non-null str \n",
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" 8 episodio_resumido 90 non-null str \n",
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" 9 fuente_publicacion 90 non-null str \n",
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" 10 fuente_empresa_o_tamano 90 non-null str \n",
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" 11 criterio_observado 90 non-null str \n",
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" 12 notas 90 non-null str \n",
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" 13 dimension_tipo 90 non-null str \n",
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" 14 grupo_similitud 90 non-null str \n",
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"dtypes: str(15)\n",
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"memory usage: 10.7 KB\n"
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]
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}
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],
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"source": [
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"df.info()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "8037d49c",
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" <td>90</td>\n",
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" <td>90</td>\n",
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" <td>90</td>\n",
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" <td>90</td>\n",
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" <td>90</td>\n",
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" <td>90</td>\n",
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" <td>90</td>\n",
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" <td>90</td>\n",
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" <td>90</td>\n",
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" <td>90</td>\n",
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" <td>90</td>\n",
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" <td>90</td>\n",
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" <td>90</td>\n",
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" <tr>\n",
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" <th>unique</th>\n",
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" <td>90</td>\n",
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" <td>2</td>\n",
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" <td>85</td>\n",
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" <td>88</td>\n",
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" <td>86</td>\n",
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" <td>86</td>\n",
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" <td>89</td>\n",
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" <td>90</td>\n",
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" <td>90</td>\n",
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" <td>89</td>\n",
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" <td>88</td>\n",
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" <td>89</td>\n",
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" <td>90</td>\n",
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" <td>8</td>\n",
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" <td>17</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>top</th>\n",
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" <td>EXP-001</td>\n",
|
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" <td>incluido</td>\n",
|
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" <td>2026-08 aprox.</td>\n",
|
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" <td>Sergio Ferrer Fernández</td>\n",
|
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" <td>Stellantis España S.L. — planta de Vigo</td>\n",
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" <td>Fabricación de vehículos de motor; automoción</td>\n",
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" <td>90 empleados en 2026 segun eInforma/Empresite;...</td>\n",
|
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" <td>Operaciones/planificación de capacidad</td>\n",
|
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" <td>El gerente describe cómo ausencias en taller p...</td>\n",
|
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" <td>https://es.linkedin.com/posts/rodrigo-moralejo...</td>\n",
|
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" <td>https://www.einforma.com/informacion-empresa/f...</td>\n",
|
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" <td>Autoría directiva y actividad industrial B2B v...</td>\n",
|
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" <td>Ficha archivada: textos_fuente/EXP-001.txt. Fe...</td>\n",
|
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" <td>Planificación y operaciones</td>\n",
|
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" <td>Flujo de trabajo, capacidad y pedidos</td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>freq</th>\n",
|
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" <td>1</td>\n",
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" <td>89</td>\n",
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" <td>2</td>\n",
|
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" <td>2</td>\n",
|
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" <td>3</td>\n",
|
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" <td>5</td>\n",
|
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" <td>2</td>\n",
|
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" <td>1</td>\n",
|
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" <td>1</td>\n",
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" <td>2</td>\n",
|
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" <td>2</td>\n",
|
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" <td>2</td>\n",
|
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" <td>1</td>\n",
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" <td>21</td>\n",
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" <td>13</td>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" id estado fecha_publicacion actor \\\n",
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"count 90 90 90 90 \n",
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"unique 90 2 85 88 \n",
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"top EXP-001 incluido 2026-08 aprox. Sergio Ferrer Fernández \n",
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"freq 1 89 2 2 \n",
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"\n",
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" empresa \\\n",
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"count 90 \n",
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"unique 86 \n",
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"top Stellantis España S.L. — planta de Vigo \n",
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"freq 3 \n",
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"\n",
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" actividad \\\n",
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"count 90 \n",
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"unique 86 \n",
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"top Fabricación de vehículos de motor; automoción \n",
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"freq 5 \n",
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"\n",
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" empleados_evidencia \\\n",
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"count 90 \n",
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"unique 89 \n",
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"top 90 empleados en 2026 segun eInforma/Empresite;... \n",
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"freq 2 \n",
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"\n",
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" proceso \\\n",
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"count 90 \n",
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"unique 90 \n",
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"top Operaciones/planificación de capacidad \n",
|
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"freq 1 \n",
|
|
"\n",
|
|
" episodio_resumido \\\n",
|
|
"count 90 \n",
|
|
"unique 90 \n",
|
|
"top El gerente describe cómo ausencias en taller p... \n",
|
|
"freq 1 \n",
|
|
"\n",
|
|
" fuente_publicacion \\\n",
|
|
"count 90 \n",
|
|
"unique 89 \n",
|
|
"top https://es.linkedin.com/posts/rodrigo-moralejo... \n",
|
|
"freq 2 \n",
|
|
"\n",
|
|
" fuente_empresa_o_tamano \\\n",
|
|
"count 90 \n",
|
|
"unique 88 \n",
|
|
"top https://www.einforma.com/informacion-empresa/f... \n",
|
|
"freq 2 \n",
|
|
"\n",
|
|
" criterio_observado \\\n",
|
|
"count 90 \n",
|
|
"unique 89 \n",
|
|
"top Autoría directiva y actividad industrial B2B v... \n",
|
|
"freq 2 \n",
|
|
"\n",
|
|
" notas \\\n",
|
|
"count 90 \n",
|
|
"unique 90 \n",
|
|
"top Ficha archivada: textos_fuente/EXP-001.txt. Fe... \n",
|
|
"freq 1 \n",
|
|
"\n",
|
|
" dimension_tipo grupo_similitud \n",
|
|
"count 90 90 \n",
|
|
"unique 8 17 \n",
|
|
"top Planificación y operaciones Flujo de trabajo, capacidad y pedidos \n",
|
|
"freq 21 13 "
|
|
]
|
|
},
|
|
"execution_count": 8,
|
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"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.describe(include='all')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "2e94fc5a",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"id 0\n",
|
|
"estado 0\n",
|
|
"fecha_publicacion 0\n",
|
|
"actor 0\n",
|
|
"empresa 0\n",
|
|
"actividad 0\n",
|
|
"empleados_evidencia 0\n",
|
|
"proceso 0\n",
|
|
"episodio_resumido 0\n",
|
|
"fuente_publicacion 0\n",
|
|
"fuente_empresa_o_tamano 0\n",
|
|
"criterio_observado 0\n",
|
|
"notas 0\n",
|
|
"dimension_tipo 0\n",
|
|
"grupo_similitud 0\n",
|
|
"dtype: int64"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.isna().sum()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "6497c801",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"text/plain": [
|
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"np.int64(0)"
|
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]
|
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},
|
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"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
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}
|
|
],
|
|
"source": [
|
|
"df.duplicated().sum()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "2d648fe6",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"--- estado (2 únicos)---\n",
|
|
"estado\n",
|
|
"incluido 89\n",
|
|
"excluido 1\n",
|
|
"Name: count, dtype: int64\n",
|
|
"\n",
|
|
"--- actor (88 únicos)---\n",
|
|
"actor\n",
|
|
"Sergio Ferrer Fernández 2\n",
|
|
"Sergio Ferrer Fernandez, CEO de Finestres Macrisal (publicacion personal) 2\n",
|
|
"Cristóbal Hernández Mora 1\n",
|
|
"Alex Espel Ribera 1\n",
|
|
"Javier Santos 1\n",
|
|
" ..\n",
|
|
"Joan Sánchez García, vinculado a ANSA Montajes Metálicos, S.L. en LinkedIn 1\n",
|
|
"Svelt Spain (cuenta corporativa; relato de proyecto conjunto) 1\n",
|
|
"Antonio Monteiro, gerente de MPS Soluciones 3D 1\n",
|
|
"Daniel F., director general/propietario (según perfil de LinkedIn) 1\n",
|
|
"Manuel Marrama Esteve, vinculado a STALART en LinkedIn 1\n",
|
|
"Name: count, Length: 88, dtype: int64\n",
|
|
"\n",
|
|
"--- actividad (86 únicos)---\n",
|
|
"actividad\n",
|
|
"Fabricación de vehículos de motor; automoción 5\n",
|
|
"Fabricación y transformación de carrocerías para vehículos industriales; B2B 1\n",
|
|
"Fabricación/instalación industrial B2B 1\n",
|
|
"Fabricación de sistemas de embalaje industrial B2B 1\n",
|
|
"Fabricación de ventanas y cerramientos aluminio/PVC para instaladores y otros clientes profesionales; Cataluña, España 1\n",
|
|
" ..\n",
|
|
"Fabricación y montaje de estructuras metálicas industriales; B2B 1\n",
|
|
"Fabricación de soluciones de acceso y equipamiento especial; suministro industrial B2B 1\n",
|
|
"Servicios de escaneado 3D, ingeniería inversa y fabricación aditiva para industria B2B 1\n",
|
|
"Fabricación y montaje de estructuras metálicas, calderería y bienes de equipo; B2B industrial 1\n",
|
|
"Diseño, fabricación y suministro de estructuras Steel Frame; B2B 1\n",
|
|
"Name: count, Length: 86, dtype: int64\n",
|
|
"\n",
|
|
"--- dimension_tipo (8 únicos)---\n",
|
|
"dimension_tipo\n",
|
|
"Planificación y operaciones 21\n",
|
|
"Continuidad y recuperación 18\n",
|
|
"Organización y personas 12\n",
|
|
"Demanda y estructura industrial 11\n",
|
|
"Equipos, instalaciones y seguridad 10\n",
|
|
"Sistemas y digitalización 7\n",
|
|
"Suministro y dependencias externas 6\n",
|
|
"Comercial y proyectos 5\n",
|
|
"Name: count, dtype: int64\n",
|
|
"\n",
|
|
"--- grupo_similitud (17 únicos)---\n",
|
|
"grupo_similitud\n",
|
|
"Flujo de trabajo, capacidad y pedidos 13\n",
|
|
"Ajuste, cierre o traslado de capacidad/planta 11\n",
|
|
"DANA: daños, interrupción y recuperación de planta/servicio 9\n",
|
|
"Fiabilidad, averías, mantenimiento y seguridad industrial 9\n",
|
|
"Incendio: parada, traslado y recuperación productiva 7\n",
|
|
"Adopción, integración y calidad de sistemas de información 6\n",
|
|
"Contratación, disponibilidad y formación de perfiles 6\n",
|
|
"Condiciones comerciales, coordinación de cliente y proyecto 5\n",
|
|
"Falta de componentes, servicios o recursos esenciales 5\n",
|
|
"Sobrecarga, ausencias y dependencia de personas clave 4\n",
|
|
"Urgencias, coordinación y planificación diaria 4\n",
|
|
"Control de producción, inventario y visibilidad operativa 4\n",
|
|
"Delegación, estructura y orientación organizativa 2\n",
|
|
"Interrupción técnica o retraso de puesta en marcha 2\n",
|
|
"Obsolescencia de equipos de proceso 1\n",
|
|
"Captura manual y transcripción de pedidos 1\n",
|
|
"Planificación de demanda, suministro y compras 1\n",
|
|
"Name: count, dtype: int64\n",
|
|
"\n",
|
|
"--- fuente_publicacion (89 únicos)---\n",
|
|
"fuente_publicacion\n",
|
|
"https://es.linkedin.com/posts/rodrigo-moralejo-248016123_porque-detr%C3%A1s-de-cada-f%C3%A1brica-hay-muchas-activity-7399358414637748224-eiik 2\n",
|
|
"https://es.linkedin.com/posts/cristobal-hernandez-mora-622989186_pymes-empresarios-activity-7492840134887964672-uLCL 1\n",
|
|
"https://es.linkedin.com/posts/alex-espel-ribera_crear-una-empresa-es-como-hacer-una-lasa%C3%B1a-activity-7302961121433444352-lJTL 1\n",
|
|
"https://es.linkedin.com/posts/javiersantospalomo_un-director-general-deber%C3%ADa-bajar-m%C3%A1s-a-planta-activity-7508405307010908160-5LXW 1\n",
|
|
"https://es.linkedin.com/posts/sergio-ferrer-fern%C3%A1ndez-50b52111a_hace-poco-rechazamos-un-pedido-grande-de-activity-7507719567067066369-cvx8 1\n",
|
|
" ..\n",
|
|
"https://es.linkedin.com/posts/joan-sg_te-lo-digo-claro-nadie-quiere-recibir-la-activity-7386431546712428545-bUZg 1\n",
|
|
"https://es.linkedin.com/pulse/el-proyecto-la-confianza-nos-eligen-svelt-spain-vhcbe 1\n",
|
|
"https://es.linkedin.com/posts/antonio-monteiro-99798414_fabricacion-ingenieria-industria-activity-7483067848039436289-LBrD 1\n",
|
|
"https://es.linkedin.com/pulse/por-qu%C3%A9-algunas-empresas-industriales-hemos-dejado-de-daniel-plkle 1\n",
|
|
"https://es.linkedin.com/posts/manuel-marrama-esteve-b2903230_se-nos-ha-ca%C3%ADdo-un-proyecto-el-dise%C3%B1o-cerrado-activity-7501169980604874754-dv8D 1\n",
|
|
"Name: count, Length: 89, dtype: int64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def col_distribution(df):\n",
|
|
" col_array = [\"estado\", \"actor\", \"actividad\", \"dimension_tipo\", \"grupo_similitud\", \"fuente_publicacion\"]\n",
|
|
"\n",
|
|
" for col in col_array:\n",
|
|
" print(f\"\\n--- {col} ({df[col].nunique()} únicos)---\")\n",
|
|
" print(df[col].value_counts())\n",
|
|
"\n",
|
|
"col_distribution(df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "1fcebc57",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Rango Temporal 2024-11-03 00:00:00 a 2026-10-22 00:00:00\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"C:\\Users\\Toni Ramos\\AppData\\Local\\Temp\\ipykernel_6872\\4052223768.py:1: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
|
|
" df[\"fecha_publicacion\"] = pd.to_datetime(df[\"fecha_publicacion\"], errors='coerce')\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"df[\"fecha_publicacion\"] = pd.to_datetime(df[\"fecha_publicacion\"], errors='coerce')\n",
|
|
"print(\"Rango Temporal\", df[\"fecha_publicacion\"].min(), \"a\", df[\"fecha_publicacion\"].max())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "ff7a928e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"df[\"texto_normalizado\"] = df[\"episodio_resumido\"].str.lower()\n",
|
|
"df[\"longitud_texto\"] = df[\"texto_normalizado\"].str.len()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "3a6c453b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"89"
|
|
]
|
|
},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df = df[df[\"estado\"] == \"incluido\"].copy()\n",
|
|
"len(df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"id": "0550010e",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"dimension_tipo\n",
|
|
"Planificación y operaciones 21\n",
|
|
"Continuidad y recuperación 18\n",
|
|
"Organización y personas 11\n",
|
|
"Demanda y estructura industrial 11\n",
|
|
"Equipos, instalaciones y seguridad 10\n",
|
|
"Sistemas y digitalización 7\n",
|
|
"Suministro y dependencias externas 6\n",
|
|
"Comercial y proyectos 5\n",
|
|
"Name: count, dtype: int64"
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[\"dimension_tipo\"].value_counts()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"id": "19d02aff",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"grupo_similitud\n",
|
|
"Flujo de trabajo, capacidad y pedidos 13\n",
|
|
"Ajuste, cierre o traslado de capacidad/planta 11\n",
|
|
"DANA: daños, interrupción y recuperación de planta/servicio 9\n",
|
|
"Fiabilidad, averías, mantenimiento y seguridad industrial 9\n",
|
|
"Incendio: parada, traslado y recuperación productiva 7\n",
|
|
"Adopción, integración y calidad de sistemas de información 6\n",
|
|
"Condiciones comerciales, coordinación de cliente y proyecto 5\n",
|
|
"Contratación, disponibilidad y formación de perfiles 5\n",
|
|
"Falta de componentes, servicios o recursos esenciales 5\n",
|
|
"Sobrecarga, ausencias y dependencia de personas clave 4\n",
|
|
"Urgencias, coordinación y planificación diaria 4\n",
|
|
"Control de producción, inventario y visibilidad operativa 4\n",
|
|
"Delegación, estructura y orientación organizativa 2\n",
|
|
"Interrupción técnica o retraso de puesta en marcha 2\n",
|
|
"Obsolescencia de equipos de proceso 1\n",
|
|
"Captura manual y transcripción de pedidos 1\n",
|
|
"Planificación de demanda, suministro y compras 1\n",
|
|
"Name: count, dtype: int64"
|
|
]
|
|
},
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[\"grupo_similitud\"].value_counts()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"id": "038919d5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"fecha_publicacion\n",
|
|
"2024-11 1\n",
|
|
"2024-12 1\n",
|
|
"2025-01 2\n",
|
|
"2025-03 1\n",
|
|
"2025-04 3\n",
|
|
"2025-05 1\n",
|
|
"2025-06 1\n",
|
|
"2025-07 2\n",
|
|
"2025-08 1\n",
|
|
"2025-09 1\n",
|
|
"2025-10 1\n",
|
|
"2025-11 3\n",
|
|
"2025-12 2\n",
|
|
"2026-01 3\n",
|
|
"2026-02 5\n",
|
|
"2026-03 1\n",
|
|
"2026-04 2\n",
|
|
"2026-05 4\n",
|
|
"2026-06 4\n",
|
|
"2026-07 2\n",
|
|
"2026-08 1\n",
|
|
"2026-09 3\n",
|
|
"2026-10 6\n",
|
|
"Freq: M, Name: count, dtype: int64"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[\"fecha_publicacion\"].dt.to_period(\"M\").value_counts().sort_index()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"id": "f70379f0",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"count 89.000000\n",
|
|
"mean 190.157303\n",
|
|
"std 81.263446\n",
|
|
"min 6.000000\n",
|
|
"25% 156.000000\n",
|
|
"50% 190.000000\n",
|
|
"75% 257.000000\n",
|
|
"max 341.000000\n",
|
|
"Name: longitud_texto, dtype: float64"
|
|
]
|
|
},
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[\"longitud_texto\"].describe()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"id": "9e26a65c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"np.int64(52)"
|
|
]
|
|
},
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[\"actividad\"].str.contains(\"B2B\", case=False, na=False).sum()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"id": "0dcfba56",
|
|
"metadata": {},
|
|
"outputs": [
|
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{
|
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"data": {
|
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"text/html": [
|
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"<div>\n",
|
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"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
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" }\n",
|
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"\n",
|
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" .dataframe tbody tr th {\n",
|
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" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>id</th>\n",
|
|
" <th>episodio_resumido</th>\n",
|
|
" <th>grupo_similitud</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>31</th>\n",
|
|
" <td>EXP-032</td>\n",
|
|
" <td>control de calidad e información financiera</td>\n",
|
|
" <td>Adopción, integración y calidad de sistemas de...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>32</th>\n",
|
|
" <td>EXP-033</td>\n",
|
|
" <td>pedidos e incidencias</td>\n",
|
|
" <td>Control de producción, inventario y visibilida...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>35</th>\n",
|
|
" <td>EXP-036</td>\n",
|
|
" <td>Preimpresión y fabricación de planchas</td>\n",
|
|
" <td>Obsolescencia de equipos de proceso</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>37</th>\n",
|
|
" <td>EXP-038</td>\n",
|
|
" <td>Recepción y transcripción de pedidos B2B</td>\n",
|
|
" <td>Captura manual y transcripción de pedidos</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>41</th>\n",
|
|
" <td>EXP-042</td>\n",
|
|
" <td>Diseño</td>\n",
|
|
" <td>Planificación de demanda, suministro y compras</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>47</th>\n",
|
|
" <td>EXP-048</td>\n",
|
|
" <td>Fiabilidad productiva y mantenimiento preventivo</td>\n",
|
|
" <td>Fiabilidad, averías, mantenimiento y seguridad...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>50</th>\n",
|
|
" <td>EXP-051</td>\n",
|
|
" <td>Seguridad de instalaciones de la nave de montaje</td>\n",
|
|
" <td>Fiabilidad, averías, mantenimiento y seguridad...</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" id episodio_resumido \\\n",
|
|
"31 EXP-032 control de calidad e información financiera \n",
|
|
"32 EXP-033 pedidos e incidencias \n",
|
|
"35 EXP-036 Preimpresión y fabricación de planchas \n",
|
|
"37 EXP-038 Recepción y transcripción de pedidos B2B \n",
|
|
"41 EXP-042 Diseño \n",
|
|
"47 EXP-048 Fiabilidad productiva y mantenimiento preventivo \n",
|
|
"50 EXP-051 Seguridad de instalaciones de la nave de montaje \n",
|
|
"\n",
|
|
" grupo_similitud \n",
|
|
"31 Adopción, integración y calidad de sistemas de... \n",
|
|
"32 Control de producción, inventario y visibilida... \n",
|
|
"35 Obsolescencia de equipos de proceso \n",
|
|
"37 Captura manual y transcripción de pedidos \n",
|
|
"41 Planificación de demanda, suministro y compras \n",
|
|
"47 Fiabilidad, averías, mantenimiento y seguridad... \n",
|
|
"50 Fiabilidad, averías, mantenimiento y seguridad... "
|
|
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|
|
},
|
|
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|
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|
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|
|
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|
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|
|
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|
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{
|
|
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|
|
"execution_count": 28,
|
|
"id": "4c9a8514",
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|
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|
|
" <th>fecha_publicacion</th>\n",
|
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" <th>2024</th>\n",
|
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|
|
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|
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|
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|
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|
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|
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|
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|
" <td>9</td>\n",
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|
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|
" <tr>\n",
|
|
" <th>Condiciones comerciales, coordinación de cliente y proyecto</th>\n",
|
|
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|
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|
|
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|
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|
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|
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|
|
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|
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|
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|
" <th>Control de producción, inventario y visibilidad operativa</th>\n",
|
|
" <td>0</td>\n",
|
|
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|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>DANA: daños, interrupción y recuperación de planta/servicio</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>0</td>\n",
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
" <td>0</td>\n",
|
|
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|
|
" <tr>\n",
|
|
" <th>Falta de componentes, servicios o recursos esenciales</th>\n",
|
|
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|
|
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|
|
" <td>4</td>\n",
|
|
" </tr>\n",
|
|
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|
|
" <th>Fiabilidad, averías, mantenimiento y seguridad industrial</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>2</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Flujo de trabajo, capacidad y pedidos</th>\n",
|
|
" <td>1</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>10</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Interrupción técnica o retraso de puesta en marcha</th>\n",
|
|
" <td>0</td>\n",
|
|
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|
|
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|
|
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|
|
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|
|
" <th>Obsolescencia de equipos de proceso</th>\n",
|
|
" <td>0</td>\n",
|
|
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|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Planificación de demanda, suministro y compras</th>\n",
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
" <th>Sobrecarga, ausencias y dependencia de personas clave</th>\n",
|
|
" <td>0</td>\n",
|
|
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|
|
" <td>0</td>\n",
|
|
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|
|
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|
|
" <th>Urgencias, coordinación y planificación diaria</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
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|
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|
|
"text/plain": [
|
|
"fecha_publicacion 2024 2025 2026\n",
|
|
"grupo_similitud \n",
|
|
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|
|
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|
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|
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|
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|
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|
|
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|
|
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|
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|
|
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|
|
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|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
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|
|
"id": "d51bbe01",
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|
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|
|
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|
|
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|
|
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|
|
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|
|
" <th>Equipos, instalaciones y seguridad</th>\n",
|
|
" <th>Organización y personas</th>\n",
|
|
" <th>Planificación y operaciones</th>\n",
|
|
" <th>Sistemas y digitalización</th>\n",
|
|
" <th>Suministro y dependencias externas</th>\n",
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|
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|
" <th>Adopción, integración y calidad de sistemas de información</th>\n",
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|
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|
|
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|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
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|
|
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|
|
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|
|
" <td>0</td>\n",
|
|
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|
|
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|
|
" <th>Ajuste, cierre o traslado de capacidad/planta</th>\n",
|
|
" <td>0</td>\n",
|
|
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|
|
" <td>11</td>\n",
|
|
" <td>0</td>\n",
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
" <tr>\n",
|
|
" <th>Captura manual y transcripción de pedidos</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
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|
|
" <td>0</td>\n",
|
|
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|
|
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|
|
" <th>Condiciones comerciales, coordinación de cliente y proyecto</th>\n",
|
|
" <td>5</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Contratación, disponibilidad y formación de perfiles</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Control de producción, inventario y visibilidad operativa</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>DANA: daños, interrupción y recuperación de planta/servicio</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>9</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Delegación, estructura y orientación organizativa</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Falta de componentes, servicios o recursos esenciales</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>5</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Fiabilidad, averías, mantenimiento y seguridad industrial</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>9</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Flujo de trabajo, capacidad y pedidos</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>13</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Incendio: parada, traslado y recuperación productiva</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>7</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Interrupción técnica o retraso de puesta en marcha</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Obsolescencia de equipos de proceso</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Planificación de demanda, suministro y compras</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Sobrecarga, ausencias y dependencia de personas clave</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Urgencias, coordinación y planificación diaria</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
"dimension_tipo Comercial y proyectos \\\n",
|
|
"grupo_similitud \n",
|
|
"Adopción, integración y calidad de sistemas de ... 0 \n",
|
|
"Ajuste, cierre o traslado de capacidad/planta 0 \n",
|
|
"Captura manual y transcripción de pedidos 0 \n",
|
|
"Condiciones comerciales, coordinación de client... 5 \n",
|
|
"Contratación, disponibilidad y formación de per... 0 \n",
|
|
"Control de producción, inventario y visibilidad... 0 \n",
|
|
"DANA: daños, interrupción y recuperación de pla... 0 \n",
|
|
"Delegación, estructura y orientación organizativa 0 \n",
|
|
"Falta de componentes, servicios o recursos esen... 0 \n",
|
|
"Fiabilidad, averías, mantenimiento y seguridad ... 0 \n",
|
|
"Flujo de trabajo, capacidad y pedidos 0 \n",
|
|
"Incendio: parada, traslado y recuperación produ... 0 \n",
|
|
"Interrupción técnica o retraso de puesta en marcha 0 \n",
|
|
"Obsolescencia de equipos de proceso 0 \n",
|
|
"Planificación de demanda, suministro y compras 0 \n",
|
|
"Sobrecarga, ausencias y dependencia de personas... 0 \n",
|
|
"Urgencias, coordinación y planificación diaria 0 \n",
|
|
"\n",
|
|
"dimension_tipo Continuidad y recuperación \\\n",
|
|
"grupo_similitud \n",
|
|
"Adopción, integración y calidad de sistemas de ... 0 \n",
|
|
"Ajuste, cierre o traslado de capacidad/planta 0 \n",
|
|
"Captura manual y transcripción de pedidos 0 \n",
|
|
"Condiciones comerciales, coordinación de client... 0 \n",
|
|
"Contratación, disponibilidad y formación de per... 0 \n",
|
|
"Control de producción, inventario y visibilidad... 0 \n",
|
|
"DANA: daños, interrupción y recuperación de pla... 9 \n",
|
|
"Delegación, estructura y orientación organizativa 0 \n",
|
|
"Falta de componentes, servicios o recursos esen... 0 \n",
|
|
"Fiabilidad, averías, mantenimiento y seguridad ... 0 \n",
|
|
"Flujo de trabajo, capacidad y pedidos 0 \n",
|
|
"Incendio: parada, traslado y recuperación produ... 7 \n",
|
|
"Interrupción técnica o retraso de puesta en marcha 2 \n",
|
|
"Obsolescencia de equipos de proceso 0 \n",
|
|
"Planificación de demanda, suministro y compras 0 \n",
|
|
"Sobrecarga, ausencias y dependencia de personas... 0 \n",
|
|
"Urgencias, coordinación y planificación diaria 0 \n",
|
|
"\n",
|
|
"dimension_tipo Demanda y estructura industrial \\\n",
|
|
"grupo_similitud \n",
|
|
"Adopción, integración y calidad de sistemas de ... 0 \n",
|
|
"Ajuste, cierre o traslado de capacidad/planta 11 \n",
|
|
"Captura manual y transcripción de pedidos 0 \n",
|
|
"Condiciones comerciales, coordinación de client... 0 \n",
|
|
"Contratación, disponibilidad y formación de per... 0 \n",
|
|
"Control de producción, inventario y visibilidad... 0 \n",
|
|
"DANA: daños, interrupción y recuperación de pla... 0 \n",
|
|
"Delegación, estructura y orientación organizativa 0 \n",
|
|
"Falta de componentes, servicios o recursos esen... 0 \n",
|
|
"Fiabilidad, averías, mantenimiento y seguridad ... 0 \n",
|
|
"Flujo de trabajo, capacidad y pedidos 0 \n",
|
|
"Incendio: parada, traslado y recuperación produ... 0 \n",
|
|
"Interrupción técnica o retraso de puesta en marcha 0 \n",
|
|
"Obsolescencia de equipos de proceso 0 \n",
|
|
"Planificación de demanda, suministro y compras 0 \n",
|
|
"Sobrecarga, ausencias y dependencia de personas... 0 \n",
|
|
"Urgencias, coordinación y planificación diaria 0 \n",
|
|
"\n",
|
|
"dimension_tipo Equipos, instalaciones y seguridad \\\n",
|
|
"grupo_similitud \n",
|
|
"Adopción, integración y calidad de sistemas de ... 0 \n",
|
|
"Ajuste, cierre o traslado de capacidad/planta 0 \n",
|
|
"Captura manual y transcripción de pedidos 0 \n",
|
|
"Condiciones comerciales, coordinación de client... 0 \n",
|
|
"Contratación, disponibilidad y formación de per... 0 \n",
|
|
"Control de producción, inventario y visibilidad... 0 \n",
|
|
"DANA: daños, interrupción y recuperación de pla... 0 \n",
|
|
"Delegación, estructura y orientación organizativa 0 \n",
|
|
"Falta de componentes, servicios o recursos esen... 0 \n",
|
|
"Fiabilidad, averías, mantenimiento y seguridad ... 9 \n",
|
|
"Flujo de trabajo, capacidad y pedidos 0 \n",
|
|
"Incendio: parada, traslado y recuperación produ... 0 \n",
|
|
"Interrupción técnica o retraso de puesta en marcha 0 \n",
|
|
"Obsolescencia de equipos de proceso 1 \n",
|
|
"Planificación de demanda, suministro y compras 0 \n",
|
|
"Sobrecarga, ausencias y dependencia de personas... 0 \n",
|
|
"Urgencias, coordinación y planificación diaria 0 \n",
|
|
"\n",
|
|
"dimension_tipo Organización y personas \\\n",
|
|
"grupo_similitud \n",
|
|
"Adopción, integración y calidad de sistemas de ... 0 \n",
|
|
"Ajuste, cierre o traslado de capacidad/planta 0 \n",
|
|
"Captura manual y transcripción de pedidos 0 \n",
|
|
"Condiciones comerciales, coordinación de client... 0 \n",
|
|
"Contratación, disponibilidad y formación de per... 5 \n",
|
|
"Control de producción, inventario y visibilidad... 0 \n",
|
|
"DANA: daños, interrupción y recuperación de pla... 0 \n",
|
|
"Delegación, estructura y orientación organizativa 2 \n",
|
|
"Falta de componentes, servicios o recursos esen... 0 \n",
|
|
"Fiabilidad, averías, mantenimiento y seguridad ... 0 \n",
|
|
"Flujo de trabajo, capacidad y pedidos 0 \n",
|
|
"Incendio: parada, traslado y recuperación produ... 0 \n",
|
|
"Interrupción técnica o retraso de puesta en marcha 0 \n",
|
|
"Obsolescencia de equipos de proceso 0 \n",
|
|
"Planificación de demanda, suministro y compras 0 \n",
|
|
"Sobrecarga, ausencias y dependencia de personas... 4 \n",
|
|
"Urgencias, coordinación y planificación diaria 0 \n",
|
|
"\n",
|
|
"dimension_tipo Planificación y operaciones \\\n",
|
|
"grupo_similitud \n",
|
|
"Adopción, integración y calidad de sistemas de ... 0 \n",
|
|
"Ajuste, cierre o traslado de capacidad/planta 0 \n",
|
|
"Captura manual y transcripción de pedidos 0 \n",
|
|
"Condiciones comerciales, coordinación de client... 0 \n",
|
|
"Contratación, disponibilidad y formación de per... 0 \n",
|
|
"Control de producción, inventario y visibilidad... 4 \n",
|
|
"DANA: daños, interrupción y recuperación de pla... 0 \n",
|
|
"Delegación, estructura y orientación organizativa 0 \n",
|
|
"Falta de componentes, servicios o recursos esen... 0 \n",
|
|
"Fiabilidad, averías, mantenimiento y seguridad ... 0 \n",
|
|
"Flujo de trabajo, capacidad y pedidos 13 \n",
|
|
"Incendio: parada, traslado y recuperación produ... 0 \n",
|
|
"Interrupción técnica o retraso de puesta en marcha 0 \n",
|
|
"Obsolescencia de equipos de proceso 0 \n",
|
|
"Planificación de demanda, suministro y compras 0 \n",
|
|
"Sobrecarga, ausencias y dependencia de personas... 0 \n",
|
|
"Urgencias, coordinación y planificación diaria 4 \n",
|
|
"\n",
|
|
"dimension_tipo Sistemas y digitalización \\\n",
|
|
"grupo_similitud \n",
|
|
"Adopción, integración y calidad de sistemas de ... 6 \n",
|
|
"Ajuste, cierre o traslado de capacidad/planta 0 \n",
|
|
"Captura manual y transcripción de pedidos 1 \n",
|
|
"Condiciones comerciales, coordinación de client... 0 \n",
|
|
"Contratación, disponibilidad y formación de per... 0 \n",
|
|
"Control de producción, inventario y visibilidad... 0 \n",
|
|
"DANA: daños, interrupción y recuperación de pla... 0 \n",
|
|
"Delegación, estructura y orientación organizativa 0 \n",
|
|
"Falta de componentes, servicios o recursos esen... 0 \n",
|
|
"Fiabilidad, averías, mantenimiento y seguridad ... 0 \n",
|
|
"Flujo de trabajo, capacidad y pedidos 0 \n",
|
|
"Incendio: parada, traslado y recuperación produ... 0 \n",
|
|
"Interrupción técnica o retraso de puesta en marcha 0 \n",
|
|
"Obsolescencia de equipos de proceso 0 \n",
|
|
"Planificación de demanda, suministro y compras 0 \n",
|
|
"Sobrecarga, ausencias y dependencia de personas... 0 \n",
|
|
"Urgencias, coordinación y planificación diaria 0 \n",
|
|
"\n",
|
|
"dimension_tipo Suministro y dependencias externas \n",
|
|
"grupo_similitud \n",
|
|
"Adopción, integración y calidad de sistemas de ... 0 \n",
|
|
"Ajuste, cierre o traslado de capacidad/planta 0 \n",
|
|
"Captura manual y transcripción de pedidos 0 \n",
|
|
"Condiciones comerciales, coordinación de client... 0 \n",
|
|
"Contratación, disponibilidad y formación de per... 0 \n",
|
|
"Control de producción, inventario y visibilidad... 0 \n",
|
|
"DANA: daños, interrupción y recuperación de pla... 0 \n",
|
|
"Delegación, estructura y orientación organizativa 0 \n",
|
|
"Falta de componentes, servicios o recursos esen... 5 \n",
|
|
"Fiabilidad, averías, mantenimiento y seguridad ... 0 \n",
|
|
"Flujo de trabajo, capacidad y pedidos 0 \n",
|
|
"Incendio: parada, traslado y recuperación produ... 0 \n",
|
|
"Interrupción técnica o retraso de puesta en marcha 0 \n",
|
|
"Obsolescencia de equipos de proceso 0 \n",
|
|
"Planificación de demanda, suministro y compras 1 \n",
|
|
"Sobrecarga, ausencias y dependencia de personas... 0 \n",
|
|
"Urgencias, coordinación y planificación diaria 0 "
|
|
]
|
|
},
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"pd.crosstab(df[\"grupo_similitud\"], df[\"dimension_tipo\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"id": "e9f0dd9a",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" excel: 0\n",
|
|
" whatsapp: 0\n",
|
|
" manual: 3\n",
|
|
" papel: 1\n",
|
|
" a mano: 0\n",
|
|
" hoja de calculo: 0\n",
|
|
" software: 0\n",
|
|
" erp: 2\n",
|
|
" app: 0\n",
|
|
" llamada: 0\n",
|
|
" email: 0\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"communication_keywords = [\"excel\", \"whatsapp\", \"manual\", \"papel\", \"a mano\", \"hoja de calculo\",\n",
|
|
" \"software\", \"erp\", \"app\", \"llamada\", \"email\"]\n",
|
|
"for kw in communication_keywords:\n",
|
|
" print(f\"{kw:>16}: {df['texto_normalizado'].str.contains(kw, na=False).sum()}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "3312e42c",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.14.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|