{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Administrative Data Cleaning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook shows transparently the cleaning proccess of the student data used for the project. \n",
    "\n",
    "The raw dataframe used was shared to us by Universidad del Pacífico and contains anonymized data on undergraduate students enrolled in the period from 2018 to 2023 in the programs of Business Administration, Finance, Accounting, Business Engineering, Information Engineering, International Business, Law, Marketing, and Economics.\n",
    "\n",
    "Said dataset can be found <a href=\"https://datasets.up.edu.pe/dataset.xhtml?persistentId=hdl:20.500.14139/8RFSFQ\">here</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "from IPython.display import HTML\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Importing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'c:\\\\Users\\\\Matias Villalba\\\\Documents\\\\GitHub\\\\VRI_UP_Networks\\\\administrative_data\\\\05-CODE'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#importing relevant dataframes\n",
    "df = pd.read_excel(r'../01-DATA_RAW\\Evaluaciones de alumnos de Pregrado del 2018-2022_VERSION_5.0.xlsx', sheet_name=\"Dataset\", header=None, usecols=\"A:GU\", skiprows=1, nrows=272284)\n",
    "df_dicc = pd.read_excel(r'../01-DATA_RAW\\Evaluaciones de alumnos de Pregrado del 2018-2022_VERSION_5.0.xlsx', sheet_name=\"Diccionario de datos\", header=0, usecols=\"B:F\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Renaming vars. according to variable dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        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>Tipo de variable</th>\n",
       "      <th>Ubig</th>\n",
       "      <th>Variable</th>\n",
       "      <th>Descripción</th>\n",
       "      <th>Observaciones</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Key</td>\n",
       "      <td>1.1</td>\n",
       "      <td>CODIGO_DEL_ALUMNO</td>\n",
       "      <td>Código anonimizado del alumno</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Key</td>\n",
       "      <td>1.2</td>\n",
       "      <td>ACADEMIC_YEAR</td>\n",
       "      <td>Año Académico</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Key</td>\n",
       "      <td>1.3</td>\n",
       "      <td>ACADEMIC_TERM</td>\n",
       "      <td>Periodo Académico</td>\n",
       "      <td>I PER = Primer Semestre, II PER=Segundo Semestre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Perfil</td>\n",
       "      <td>2.1</td>\n",
       "      <td>GENERO</td>\n",
       "      <td>Género del Alumno</td>\n",
       "      <td>F=Femenino, M=Masculino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Perfil</td>\n",
       "      <td>2.2</td>\n",
       "      <td>EDAD_INGRESO</td>\n",
       "      <td>Edad del alumno al ingresar a la UP</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Hábitos de salud</td>\n",
       "      <td>14.6</td>\n",
       "      <td>HABITO_SALUD6</td>\n",
       "      <td>6. ¿Cuántas veces a la semana realiza activida...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Hábitos de salud</td>\n",
       "      <td>14.7</td>\n",
       "      <td>HABITO_SALUD7</td>\n",
       "      <td>7. En el último mes, ¿has fumado tabaco?</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Hábitos de salud</td>\n",
       "      <td>14.8</td>\n",
       "      <td>HABITO_SALUD8</td>\n",
       "      <td>8. En el último mes, ¿has tomado una bebida qu...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Hábitos de salud</td>\n",
       "      <td>14.9</td>\n",
       "      <td>HABITO_SALUD9</td>\n",
       "      <td>9. ¿Alguna vez has consumido marihuana?</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Hábitos de salud</td>\n",
       "      <td>14.1</td>\n",
       "      <td>HABITO_SALUD10</td>\n",
       "      <td>10. ¿Alguna vez has usado otro tipo de sustanc...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>203 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Tipo de variable  Ubig           Variable  \\\n",
       "0                 Key   1.1  CODIGO_DEL_ALUMNO   \n",
       "1                 Key   1.2      ACADEMIC_YEAR   \n",
       "2                 Key   1.3      ACADEMIC_TERM   \n",
       "3              Perfil   2.1             GENERO   \n",
       "4              Perfil   2.2       EDAD_INGRESO   \n",
       "..                ...   ...                ...   \n",
       "198  Hábitos de salud  14.6      HABITO_SALUD6   \n",
       "199  Hábitos de salud  14.7      HABITO_SALUD7   \n",
       "200  Hábitos de salud  14.8      HABITO_SALUD8   \n",
       "201  Hábitos de salud  14.9      HABITO_SALUD9   \n",
       "202  Hábitos de salud  14.1     HABITO_SALUD10   \n",
       "\n",
       "                                           Descripción  \\\n",
       "0                        Código anonimizado del alumno   \n",
       "1                                       Año Académico    \n",
       "2                                    Periodo Académico   \n",
       "3                                    Género del Alumno   \n",
       "4                  Edad del alumno al ingresar a la UP   \n",
       "..                                                 ...   \n",
       "198  6. ¿Cuántas veces a la semana realiza activida...   \n",
       "199          7. En el último mes, ¿has fumado tabaco?    \n",
       "200  8. En el último mes, ¿has tomado una bebida qu...   \n",
       "201           9. ¿Alguna vez has consumido marihuana?    \n",
       "202  10. ¿Alguna vez has usado otro tipo de sustanc...   \n",
       "\n",
       "                                        Observaciones  \n",
       "0                                                 NaN  \n",
       "1                                                 NaN  \n",
       "2    I PER = Primer Semestre, II PER=Segundo Semestre  \n",
       "3                             F=Femenino, M=Masculino  \n",
       "4                                                 NaN  \n",
       "..                                                ...  \n",
       "198                                               NaN  \n",
       "199                                               NaN  \n",
       "200                                               NaN  \n",
       "201                                               NaN  \n",
       "202                                               NaN  \n",
       "\n",
       "[203 rows x 5 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df_dicc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div style='max-height: 500px; overflow-y: auto;'>\n",
       "    <h1>Diccionario de variables</h1>\n",
       "<h2>Key</h2><p style='margin-left: 20px;'><strong>1.1:</strong> <strong>CODIGO_DEL_ALUMNO</strong>. Código anonimizado del alumno.</p><p style='margin-left: 20px;'><strong>1.2:</strong> <strong>ACADEMIC_YEAR</strong>. Año Académico .</p><p style='margin-left: 20px;'><strong>1.3:</strong> <strong>ACADEMIC_TERM</strong>. Periodo Académico.<br><small>[I PER = Primer Semestre, II PER=Segundo Semestre]</small></p><h2>Perfil</h2><p style='margin-left: 20px;'><strong>2.1:</strong> <strong>GENERO</strong>. Género del Alumno.<br><small>[F=Femenino, M=Masculino]</small></p><p style='margin-left: 20px;'><strong>2.2:</strong> <strong>EDAD_INGRESO</strong>. Edad del alumno al ingresar a la UP.</p><p style='margin-left: 20px;'><strong>2.3:</strong> <strong>EDAD_ACTUAL</strong>. Edad actual del alumno.<br><small>[ al 10  de Octubre del 2023]</small></p><p style='margin-left: 20px;'><strong>2.4:</strong> <strong>LUGAR_DE_NACIMIENTO</strong>. Distrito de nacimiento.</p><p style='margin-left: 20px;'><strong>2.5:</strong> <strong>LUGAR_DE_ORIGEN</strong>. Lugar de origen de procedencia..</p><p style='margin-left: 20px;'><strong>2.6:</strong> <strong>LUGAR_DE_RESIDENCIA</strong>. Distrito de residencia.</p><h2>Datos Familiares</h2><p style='margin-left: 20px;'><strong>3.1:</strong> <strong>GRADO_PADRE</strong>. Grado máximo alcanzado por el padre.<br><small>[Datos incompletos (para los padres de 5943 alumnos)]</small></p><p style='margin-left: 20px;'><strong>3.2:</strong> <strong>OCUPACION_PADRE</strong>. Ocupación del padre.</p><p style='margin-left: 20px;'><strong>3.3:</strong> <strong>UBIGEO_PADRE</strong>. Departamento, provincia y distrito de residencia del padre.</p><p style='margin-left: 20px;'><strong>3.4:</strong> <strong>GRADO_MADRE</strong>. Grado máximo alcanzado por la madre.<br><small>[Datos incompletos (para los padres de 5096 alumnos)]</small></p><p style='margin-left: 20px;'><strong>3.5:</strong> <strong>OCUPACION_MADRE</strong>. Ocupación de la madre.</p><p style='margin-left: 20px;'><strong>3.6:</strong> <strong>UBIGEO_MADRE</strong>. Departamento, provincia y distrito de residencia de la madre.</p><p style='margin-left: 20px;'><strong>3.7:</strong> <strong>NUMERO_HERMANOS</strong>. Número de hermanos del alumno.</p><p style='margin-left: 20px;'><strong>3.8:</strong> <strong>NUMERO_HERMANOS_EN_LA_UP</strong>. Número de hermanos del alumno que estudian en la UP.</p><h2>Datos Colegio</h2><p style='margin-left: 20px;'><strong>4.1:</strong> <strong>COLEGIO_DE_PROCEDENCIA</strong>. Colegio donde estudió el alumno.<br><small>[Datos incompletos (para los colegios de 384 alumnos)]</small></p><p style='margin-left: 20px;'><strong>4.2:</strong> <strong>TIPO_COLEGIO</strong>. Tipo de colegio de procedencia.<br><small>[Datos incompletos (para 563 colegios)]</small></p><p style='margin-left: 20px;'><strong>4.3:</strong> <strong>UBIGEO_COLEGIO</strong>. Departamento, provincia y distrito de ubicación del colegio.</p><p style='margin-left: 20px;'><strong>4.4:</strong> <strong>BACHILLERATO_INTERNACIONAL</strong>. Cuenta con bachillerato internacional.</p><p style='margin-left: 20px;'><strong>4.5:</strong> <strong>COLEGIO_DE_ALTO_RENDIMIENTO</strong>. Proviene de un colegio de alto rendimiento.</p><p style='margin-left: 20px;'><strong>4.6:</strong> <strong>EVALUACION_VIGESIMAL_COMPETENCIAS_MIXTO</strong>. ¿El alumno fue evaluado en sistema vigesimal, bajo el enfoque por competencias (sistema A-D) o mixto?.<br><small>[El valor  Opcional significa que el postulante no gistró sus notas.]</small></p><p style='margin-left: 20px;'><strong>4.7:</strong> <strong>3RO_MATEMATICA</strong>. Grado:  Secundaria 3ro. Puntaje obtenido en matemática..</p><p style='margin-left: 20px;'><strong>4.8:</strong> <strong>3RO_COMUNICACION</strong>. Grado:  Secundaria 3ro. Puntaje obtenido en Comunicación(lenguaje)..</p><p style='margin-left: 20px;'><strong>4.9:</strong> <strong>4TO_MATEMATICA</strong>. Grado:  Secundaria 4to. Puntaje obtenido en matemática..</p><p style='margin-left: 20px;'><strong>4.1:</strong> <strong>4TO_COMUNICACION</strong>. Grado:  Secundaria 4to. Puntaje obtenido en Comunicación(lenguaje)..</p><p style='margin-left: 20px;'><strong>4.11:</strong> <strong>5TO_MATEMATICA</strong>. Grado:  Secundaria 5to. Puntaje obtenido en matemática..</p><p style='margin-left: 20px;'><strong>4.12:</strong> <strong>5TO_COMUNICACION</strong>. Grado:  Secundaria 5to. Puntaje obtenido en Comunicación(lenguaje)..</p><p style='margin-left: 20px;'><strong>4.13:</strong> <strong>3RO_CIENCIA_TECNOLOGIA_DISEÑA</strong>. Grado:  Secundaria 3ro. Calificación obtenida en:  Ciencia y Tecnología. Competencia: Diseña y construye soluciones tecnológicas para resolver problemas..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.14:</strong> <strong>3RO_CIENCIA_TECNOLOGIA_EXPLICA</strong>. Grado:  Secundaria 3ro. Calificación obtenida en:  Ciencia y Tecnología. Competencia: Explica el mundo físico basándose en conocimientos sobre los seres vivos, materia y energía, biodiversidad..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.15:</strong> <strong>3RO_CIENCIA_TECNOLOGIA_INDAGA</strong>. Grado:  Secundaria 3ro. Calificación obtenida en:  Ciencia y Tecnología. Competencia: Indaga mediante métodos científicos para construir sus conocimientos..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.16:</strong> <strong>3RO_CIENCIAS_SOCIALES_CONSTRUYE</strong>. Grado:  Secundaria 3ro. Calificación obtenida en:  Ciencias Sociales. Competencia: Construye interpretaciones históricas..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.17:</strong> <strong>3RO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE</strong>. Grado:  Secundaria 3ro. Calificación obtenida en:  Ciencias Sociales. Competencia: Gestiona responsablemente el espacio y el ambiente..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.18:</strong> <strong>3RO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS</strong>. Grado:  Secundaria 3ro. Calificación obtenida en:  Ciencias Sociales. Competencia: Gestiona responsablemente los recursos ecológicos..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.19:</strong> <strong>3RO_COMUNICACION_LENGUA_ESCRIBE</strong>. Grado:  Secundaria 3ro. Calificación obtenida en:  Comunicación en lengua materna. Competencia: Escribe diversos tipos de texto..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.2:</strong> <strong>3RO_COMUNICACION_LENGUA_LEE</strong>. Grado:  Secundaria 3ro. Calificación obtenida en:  Comunicación en lengua materna. Competencia: Lee diversos tipos de textos escritos .<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.21:</strong> <strong>3RO_COMUNICACION_LENGUA_COMUNICA</strong>. Grado:  Secundaria 3ro. Calificación obtenida en:  Comunicación en lengua materna. Competencia: Se comunica oralmente..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.22:</strong> <strong>3RO_MATEMATICA_CANTIDAD</strong>. Grado:  Secundaria 3ro. Calificación obtenida en:  Matemática. Competencia: Resuelve problemas de cantidad..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.23:</strong> <strong>3RO_MATEMATICA_FORMA</strong>. Grado:  Secundaria 3ro. Calificación obtenida en:  Matemática. Competencia: Resuelve problemas de forma y movimiento..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.24:</strong> <strong>3RO_MATEMATICA_GESTION_DATOS</strong>. Grado:  Secundaria 3ro. Calificación obtenida en:  Matemática. Competencia: Resuelve problemas de gestión de datos e incertidumbre..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.25:</strong> <strong>3RO_MATEMATICA_REGULARIDAD_EQUIVALENCIA</strong>. Grado:  Secundaria 3ro. Calificación obtenida en:  Matemática. Competencia: Resuelve problemas de regularidad, equivalencia y cambio..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.26:</strong> <strong>4TO_CIENCIA_TECNOLOGIA_DISEÑA</strong>. Grado:  Secundaria 4to. Calificación obtenida en:  Ciencia y Tecnología. Competencia: Diseña y construye soluciones tecnológicas para resolver problemas..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.27:</strong> <strong>4TO_CIENCIA_TECNOLOGIA_EXPLICA</strong>. Grado:  Secundaria 4to. Calificación obtenida en:  Ciencia y Tecnología. Competencia: Explica el mundo físico basándose en conocimientos sobre los seres vivos, materia y energía, biodiversidad..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.28:</strong> <strong>4TO_CIENCIA_TECNOLOGIA_INDAGA</strong>. Grado:  Secundaria 4to. Calificación obtenida en:  Ciencia y Tecnología. Competencia: Indaga mediante métodos científicos para construir sus conocimientos..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.29:</strong> <strong>4TO_CIENCIAS_SOCIALES_CONSTRUYE</strong>. Grado:  Secundaria 4to. Calificación obtenida en:  Ciencias Sociales. Competencia: Construye interpretaciones históricas..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.3:</strong> <strong>4TO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE</strong>. Grado:  Secundaria 4to. Calificación obtenida en:  Ciencias Sociales. Competencia: Gestiona responsablemente el espacio y el ambiente..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.31:</strong> <strong>4TO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS</strong>. Grado:  Secundaria 4to. Calificación obtenida en:  Ciencias Sociales. Competencia: Gestiona responsablemente los recursos ecológicos..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.32:</strong> <strong>4TO_COMUNICACION_LENGUA_ESCRIBE</strong>. Grado:  Secundaria 4to. Calificación obtenida en:  Comunicación en lengua materna. Competencia: Escribe diversos tipos de texto..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.33:</strong> <strong>4TO_COMUNICACION_LENGUA_LEE</strong>. Grado:  Secundaria 4to. Calificación obtenida en:  Comunicación en lengua materna. Competencia: Lee diversos tipos de textos escritos .<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.34:</strong> <strong>4TO_COMUNICACION_LENGUA_COMUNICA</strong>. Grado:  Secundaria 4to. Calificación obtenida en:  Comunicación en lengua materna. Competencia: Se comunica oralmente..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.35:</strong> <strong>4TO_MATEMATICA_CANTIDAD</strong>. Grado:  Secundaria 4to. Calificación obtenida en:  Matemática. Competencia: Resuelve problemas de cantidad..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.36:</strong> <strong>4TO_MATEMATICA_FORMA</strong>. Grado:  Secundaria 4to. Calificación obtenida en:  Matemática. Competencia: Resuelve problemas de forma y movimiento..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.37:</strong> <strong>4TO_MATEMATICA_GESTION_DATOS</strong>. Grado:  Secundaria 4to. Calificación obtenida en:  Matemática. Competencia: Resuelve problemas de gestión de datos e incertidumbre..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.38:</strong> <strong>4TO_MATEMATICA_REGULARIDAD_EQUIVALENCIA</strong>. Grado:  Secundaria 4to. Calificación obtenida en:  Matemática. Competencia: Resuelve problemas de regularidad, equivalencia y cambio..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.39:</strong> <strong>5TO_CIENCIA_TECNOLOGIA_DISEÑA</strong>. Grado:  Secundaria 5to. Calificación obtenida en:  Ciencia y Tecnología. Competencia: Diseña y construye soluciones tecnológicas para resolver problemas..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.4:</strong> <strong>5TO_CIENCIA_TECNOLOGIA_EXPLICA</strong>. Grado:  Secundaria 5to. Calificación obtenida en:  Ciencia y Tecnología. Competencia: Explica el mundo físico basándose en conocimientos sobre los seres vivos, materia y energía, biodiversidad..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.41:</strong> <strong>5TO_CIENCIA_TECNOLOGIA_INDAGA</strong>. Grado:  Secundaria 5to. Calificación obtenida en:  Ciencia y Tecnología. Competencia: Indaga mediante métodos científicos para construir sus conocimientos..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.42:</strong> <strong>5TO_CIENCIAS_SOCIALES_CONSTRUYE</strong>. Grado:  Secundaria 5to. Calificación obtenida en:  Ciencias Sociales. Competencia: Construye interpretaciones históricas..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.43:</strong> <strong>5TO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE</strong>. Grado:  Secundaria 5to. Calificación obtenida en:  Ciencias Sociales. Competencia: Gestiona responsablemente el espacio y el ambiente..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.44:</strong> <strong>5TO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS</strong>. Grado:  Secundaria 5to. Calificación obtenida en:  Ciencias Sociales. Competencia: Gestiona responsablemente los recursos ecológicos..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.45:</strong> <strong>5TO_COMUNICACION_LENGUA_ESCRIBE</strong>. Grado:  Secundaria 5to. Calificación obtenida en:  Comunicación en lengua materna. Competencia: Escribe diversos tipos de texto..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.46:</strong> <strong>5TO_COMUNICACION_LENGUA_LEE</strong>. Grado:  Secundaria 5to. Calificación obtenida en:  Comunicación en lengua materna. Competencia: Lee diversos tipos de textos escritos .<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.47:</strong> <strong>5TO_COMUNICACION_LENGUA_COMUNICA</strong>. Grado:  Secundaria 5to. Calificación obtenida en:  Comunicación en lengua materna. Competencia: Se comunica oralmente..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.48:</strong> <strong>5TO_MATEMATICA_CANTIDAD</strong>. Grado:  Secundaria 5to. Calificación obtenida en:  Matemática. Competencia: Resuelve problemas de cantidad..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.49:</strong> <strong>5TO_MATEMATICA_FORMA</strong>. Grado:  Secundaria 5to. Calificación obtenida en:  Matemática. Competencia: Resuelve problemas de forma y movimiento..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.5:</strong> <strong>5TO_MATEMATICA_GESTION_DATOS</strong>. Grado:  Secundaria 5to. Calificación obtenida en:  Matemática. Competencia: Resuelve problemas de gestión de datos e incertidumbre..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><p style='margin-left: 20px;'><strong>4.51:</strong> <strong>5TO_MATEMATICA_REGULARIDAD_EQUIVALENCIA</strong>. Grado:  Secundaria 5to. Calificación obtenida en:  Matemática. Competencia: Resuelve problemas de regularidad, equivalencia y cambio..<br><small>[El registro de las calificaciones depende de la modalidad de admisión. CNE=Competencia No Evaluada.]</small></p><h2>Admisión UP</h2><p style='margin-left: 20px;'><strong>5.1:</strong> <strong>MODALIDAD_DE_ADMISION</strong>. Modalidad de admisión utilizada por el alumno al postular a la UP.<br><small>[Datos incompletos (para 1048 alumnos)]</small></p><p style='margin-left: 20px;'><strong>5.2:</strong> <strong>AÑO_INGRESO_CARRERA</strong>. Año de ingreso a la carrera.</p><p style='margin-left: 20px;'><strong>5.3:</strong> <strong>SEMESTRE_INGRESO_CARRERA</strong>. Semestre de ingreso a la carrera.</p><h2>Pensiones UP</h2><p style='margin-left: 20px;'><strong>6.1:</strong> <strong>BECA</strong>. Beca asignada al alumno en el semestre.</p><p style='margin-left: 20px;'><strong>6.2:</strong> <strong>PIDIO_RECATEGORIZACION_DE_ESCALA</strong>. Indicador de recategorización de escala.<br><small>[ SI=Solicitó recategorización. NO=No solicitó.]</small></p><p style='margin-left: 20px;'><strong>6.3:</strong> <strong>ESCALA_DE_PAGO_INICIAL</strong>. Escala de pago inicial asignado al alumno.</p><p style='margin-left: 20px;'><strong>6.4:</strong> <strong>AÑO_DE_SOLICITUD_DE_RECATEGORIZACION</strong>. Año en que solicitó la recategorización.</p><p style='margin-left: 20px;'><strong>6.5:</strong> <strong>ESCALA_DE_PAGO_REGATEGORIZADO</strong>. Escala después de la recategorización.</p><p style='margin-left: 20px;'><strong>6.6:</strong> <strong>ASIGNACION_ESCALA_INGRESOS_ESTIMADOS</strong>. Ingresos estimados de los padres cuando se asignó la escala.</p><p style='margin-left: 20px;'><strong>6.7:</strong> <strong>ASIGNACION_ESCALA_MONTO_PAGADO_COLEGIO_PROCEDENCIA</strong>. Monto pagado por servicios educativos cuando  se asignó la escala.</p><p style='margin-left: 20px;'><strong>6.8:</strong> <strong>INGRESO_ESTIMADO_FACTORIZADO_POR_NUMERO_DE_FAMILIARES</strong>. Ingreso estimado factorizado por número de miembros de la familiar.<br><small>[=ASIGNACION_ESCALA_INGRESOS_ESTIMADOS/(# de miembros de la familia).]</small></p><p style='margin-left: 20px;'><strong>6.9:</strong> <strong>RECATEGORIZACION_INGRESOS_ESTIMADOS</strong>. Ingresos estimados de los padres cuando se recategorizó la escala.</p><p style='margin-left: 20px;'><strong>6.1:</strong> <strong>RECATEGORIZACION_MONTO_PAGADO_COLEGIO_PROCEDENCIA</strong>. Monto pagado por servicios educativos cuando  se recategorizó la escala.</p><p style='margin-left: 20px;'><strong>6.11:</strong> <strong>RECATEGORIZACION_INGRESO_ESTIMADO_FACTORIZADO_POR_NUMERO_DE_FAMILIARES</strong>. Ingreso estimado factorizado por número de miembros de la familiar cuando se recategorizó de escala.<br><small>[=RECATEGORIZACION_INGRESOS_ESTIMADOS/(# de miembros de la familia).]</small></p><h2>Datos Matrícula</h2><p style='margin-left: 20px;'><strong>7.1:</strong> <strong>ESTADO_MATRICULA</strong>. Estado de matrícula del alumno en el semestre.</p><p style='margin-left: 20px;'><strong>7.2:</strong> <strong>CARRERA</strong>. Carrera que estudia el alumno.</p><p style='margin-left: 20px;'><strong>7.3:</strong> <strong>PLAN_STUDIO</strong>. Plan de estudio asignado al alumno.</p><p style='margin-left: 20px;'><strong>7.4:</strong> <strong>PRIMER_SEMESTRE_EN_QUE_CURSO_ESTUDIO</strong>. Primer semestre en que cursó estudios después de ingresar a la UP.</p><p style='margin-left: 20px;'><strong>7.5:</strong> <strong>CAMBIO_DE_CARRERA</strong>. Indicador de cambio de carrera.<br><small>[SI=Cambió de Carrera. NO=No cambió de Carrera.]</small></p><p style='margin-left: 20px;'><strong>7.6:</strong> <strong>NUMERO_VECES_CAMBIO_CARRERA</strong>. Número de veces que cambió la cerrera.</p><p style='margin-left: 20px;'><strong>7.7:</strong> <strong>CARRERA_PROCEDENTE</strong>. ¿realizó el cambio de carrera? carrera de procedencia.</p><p style='margin-left: 20px;'><strong>7.8:</strong> <strong>CARRERA_DESTINO</strong>. ¿realizó el cambio de carrera?  carrera de destino.</p><p style='margin-left: 20px;'><strong>7.9:</strong> <strong>AGREGACION_DE_CARRERA</strong>. Carrera de agregación realizado por el alumno.</p><p style='margin-left: 20px;'><strong>7.1:</strong> <strong>FACTOR_DE_INSCRIPCION</strong>. Factor de Inscripción para su matrícula.<br><small>[Los ingresantes no tienen factor de inscripción en el primer semestre de matrícula]</small></p><p style='margin-left: 20px;'><strong>7.11:</strong> <strong>CICLO_SEGUN_REGLAMENTO</strong>. Ciclo alcanzado por el alumno según el reglamento.</p><p style='margin-left: 20px;'><strong>7.12:</strong> <strong>CREDITOS_ACUMULADO</strong>. Número de créditos acumulados por el alumno en la carrera .</p><p style='margin-left: 20px;'><strong>7.13:</strong> <strong>CREDITOS_CICLO</strong>. Número de créditos matriculados en el ciclo.</p><p style='margin-left: 20px;'><strong>7.14:</strong> <strong>CICLO_SEMESTRES_MATRICULADOS</strong>. Número de semestres matriculados.</p><p style='margin-left: 20px;'><strong>7.15:</strong> <strong>AÑOS_ACUMULADOS_POR_ALUMNO</strong>. Número de años matriculados del alumno en la carrera.</p><p style='margin-left: 20px;'><strong>7.16:</strong> <strong>UBICACION_ACTUAL_DEL_ALUMNO_EN_EL_TERCIO</strong>. Ubicación actual del alumno en el tercio durante el año.<br><small>[Ejemplo:   Posición 179 de 690 alumnos en  la carrera]</small></p><p style='margin-left: 20px;'><strong>7.17:</strong> <strong>TERCIO_SUPERIOR</strong>. Indica si el alumno pertenece al tercio superior.<br><small>[Si= Pertenece al Tercio Superior. NO=No pertenece]</small></p><p style='margin-left: 20px;'><strong>7.18:</strong> <strong>TERCIO_MEDIO</strong>. Indica si el alumno pertenece al tercio medio.<br><small>[Si= Pertenece al Tercio medio. NO=No pertenece]</small></p><p style='margin-left: 20px;'><strong>7.19:</strong> <strong>TERCIO_INFERIOR</strong>. Indica si el alumno pertenece al tercio inferior.<br><small>[Si= Pertenece al Tercio inferior. NO=No pertenece]</small></p><p style='margin-left: 20px;'><strong>7.2:</strong> <strong>PERIODO_DE_EGRESO_DEL_ALUMNO</strong>. Periodo Académico de egreso del alumno.</p><h2>Sanciones UP</h2><p style='margin-left: 20px;'><strong>8.1:</strong> <strong>TIENE_PROCESO_DISCIPLINARIO</strong>. Indicador de proceso disciplinario.<br><small>[SI=El Alumno tiene proceso disciplinario. NO=El alumno no tiene proceso disciplinario.]</small></p><p style='margin-left: 20px;'><strong>8.2:</strong> <strong>MOTIVO_PROCESO_DISCIPLINARIO</strong>. Motivo del proceso disciplinario.</p><p style='margin-left: 20px;'><strong>8.3:</strong> <strong>TIENE_BAJA_ACADEMICA</strong>. Indicador de baja académica.<br><small>[SI=El Alumno tiene baja académica. NO=El alumno no tiene baja académica.]</small></p><p style='margin-left: 20px;'><strong>8.4:</strong> <strong>MOTIVO_BAJA_ACADEMICA</strong>. Motivo de la baja académica.</p><p style='margin-left: 20px;'><strong>8.5:</strong> <strong>RENUNCIA</strong>. Indicador de renuncia a la UP.<br><small>[SI=Renunció. NO=No renunció.]</small></p><h2>Datos del curso</h2><p style='margin-left: 20px;'><strong>9.1:</strong> <strong>CURSOS_OBLIGATORIOS_PLAN_ACADEMICO</strong>. Indica la obligatoriedad del curso según su plan académico.<br><small>[SI=Es obligatorio. NO=No es obligatorio.]</small></p><p style='margin-left: 20px;'><strong>9.2:</strong> <strong>CODIGO_DEL_CURSO</strong>. Código del curso.</p><p style='margin-left: 20px;'><strong>9.3:</strong> <strong>NOMBRE_DEL_CURSO</strong>. Nombre del curso.</p><p style='margin-left: 20px;'><strong>9.4:</strong> <strong>SECCION_DEL_CURSO</strong>. Sección del curso.</p><p style='margin-left: 20px;'><strong>9.5:</strong> <strong>DOCENTE_DEL_CURSO</strong>. Docente principal del curso sección en el semestre.</p><p style='margin-left: 20px;'><strong>9.6:</strong> <strong>JEFE_DE_PRACTICA_DEL_CURSO</strong>. Jefe de práctica del curso sección en el semestre.</p><p style='margin-left: 20px;'><strong>9.7:</strong> <strong>CREDITAJE_DEL_CURSO</strong>. Número de creditos académicos del curso.</p><p style='margin-left: 20px;'><strong>9.8:</strong> <strong>ES_CURSO_NIVELATORIO</strong>. Indica si el curso es de Nivelatorio  o propedéutico.<br><small>[SI=Es Nivelatorio. NO=No es Nivelatorio.]</small></p><p style='margin-left: 20px;'><strong>9.9:</strong> <strong>EXONERADO_CURSO_NIVELATORIO</strong>. Indica si el alumno se exoneró del curso Nivelatorio.<br><small>[SI=El alumno se ha exonerado. NO=El alumno no se ha exonerado.]</small></p><p style='margin-left: 20px;'><strong>9.1:</strong> <strong>CURSOS_EQUIVALENTES</strong>. Curso equivalente al curso matriculado.</p><p style='margin-left: 20px;'><strong>9.11:</strong> <strong>DEPARTAMENTO_DEL_CURSO</strong>. Departamento académico del curso.</p><p style='margin-left: 20px;'><strong>9.12:</strong> <strong>NUMERO_DE_VECES_QUE_LLEVO_EL_CURSO</strong>. Número de veces que el alumno se matriculó en el curso.</p><p style='margin-left: 20px;'><strong>9.13:</strong> <strong>NUMERO_DE_ALUMNOS_POR_CURSO</strong>. Número de alumnos matriculados en la sección durante el semestre.</p><p style='margin-left: 20px;'><strong>9.14:</strong> <strong>NUMERO_DE_HORAS_TOTALES_DEL_CURSO</strong>. Número de horas programadas del curso en el semestre.</p><p style='margin-left: 20px;'><strong>9.15:</strong> <strong>PORCENTAJE_DE_APROBADOS_POR_CURSO</strong>. Porcentaje de aprobados en la sección por semestre.</p><p style='margin-left: 20px;'><strong>9.16:</strong> <strong>NUMERO_DE_RETIRADOS_EN_EL_CURSO</strong>. Número de alumnos retirados de la sección.<br><small>[0=No se retiró de la sección. 1= Se retiró de la sección.]</small></p><p style='margin-left: 20px;'><strong>9.17:</strong> <strong>NUMERO_DE_RETIRADOS_DE_CICLO</strong>. Número de alumnos retirados del ciclo.<br><small>[0=No se retiró del ciclo. 1= Se retiró del ciclo.]</small></p><p style='margin-left: 20px;'><strong>9.18:</strong> <strong>CALIFICACION_DEL_PROFESOR_DE_LA_SECCION</strong>. Calificación del profesor en la sección (encuesta docente).</p><h2>Notas del Curso</h2><p style='margin-left: 20px;'><strong>9.19:</strong> <strong>EXAMEN_FINAL_NOTA</strong>. Nota del examen final. .<br><small>[Notas de 0 a 20. La Nota -1 significa que el alumno no fue evaluado en el Examen Final. REC=Reconocido. ]</small></p><p style='margin-left: 20px;'><strong>9.2:</strong> <strong>EXAMEN_PARCIAL_NOTA</strong>. Nota del examen parcial..<br><small>[Notas de 0 a 20. La Nota -1 significa que el alumno no fue evaluado en el Examen Parcial. REC=Reconocido.]</small></p><p style='margin-left: 20px;'><strong>9.21:</strong> <strong>TRABAJO_NOTA</strong>. Nota del trabajo..<br><small>[Notas de 0 a 20. La Nota -1 significa que el alumno no tiene nota en el trabajo. REC=Reconocido.]</small></p><p style='margin-left: 20px;'><strong>9.22:</strong> <strong>NOTA_FINAL_DEL_CURSO</strong>. Nota final obtenido por el alumno en el semestre..<br><small>[Notas de 0 a 20. La Nota -1 significa que el alumno no tiene nota final del curso. REC=Reconocido. RETC=Retiro de Ciclo. RET=Retiro del curso. NREC=No reconocido. NASI=No asistió. MAT=Matriculado. ASIS=Asistió. RETE=Retiro Excepcional. REPR=Reprobado. RTCE=Retiro de ciclo excepcional.]</small></p><p style='margin-left: 20px;'><strong>9.23:</strong> <strong>PORCENTAJE_EXAMEN_PARCIAL</strong>. Porcentaje del examen parcial que contribuye a la NOTA_FINAL_DEL_CURSO.</p><p style='margin-left: 20px;'><strong>9.24:</strong> <strong>PORCENTAJE_EXAMEN_FINAL</strong>. Porcentaje del examen final que contribuye a la NOTA_FINAL_DEL_CURSO.</p><p style='margin-left: 20px;'><strong>9.25:</strong> <strong>PORCENTAJE_TRABAJO</strong>. Porcentaje del trabajo que contribuye a la NOTA_FINAL_DEL_CURSO.</p><p style='margin-left: 20px;'><strong>9.26:</strong> <strong>PORCENTAJE_TRABAJO_FINAL</strong>. Porcentaje del trabajo final que contribuye a la NOTA_FINAL_DEL_CURSO.</p><p style='margin-left: 20px;'><strong>9.27:</strong> <strong>PORCENTAJE_PROMEDIO_PRACTICA</strong>. Porcentaje del promedio de práctica que contribuye a la NOTA_FINAL_DEL_CURSO.</p><p style='margin-left: 20px;'><strong>9.28:</strong> <strong>PORCENTAJE_NOTA_PARCIAL</strong>. Porcentaje de la nota parcial que contribuye a la NOTA_FINAL_DEL_CURSO.</p><p style='margin-left: 20px;'><strong>9.29:</strong> <strong>PORCENTAJE_PRE_FINAL</strong>. Porcentaje de la nota pre final que contribuye a la NOTA_FINAL_DEL_CURSO.</p><p style='margin-left: 20px;'><strong>9.3:</strong> <strong>PORCENTAJE_NOTA_FINAL</strong>. Porcentaje de la nota final que contribuye a la NOTA_FINAL_DEL_CURSO.</p><p style='margin-left: 20px;'><strong>9.31:</strong> <strong>PORCENTAJE_PARTICIPACION</strong>. Porcentaje de la nota en las participaciones que contribuye a la NOTA_FINAL_DEL_CURSO.</p><p style='margin-left: 20px;'><strong>9.32:</strong> <strong>PORCENTAJE_ASISTENCIA</strong>. Porcentaje de la nota en asistencias que contribuye a la NOTA_FINAL_DEL_CURSO.</p><p style='margin-left: 20px;'><strong>9.33:</strong> <strong>PORCENTAJE_CASOS</strong>. Porcentaje de la nota en casos que contribuye a la NOTA_FINAL_DEL_CURSO.</p><p style='margin-left: 20px;'><strong>9.34:</strong> <strong>PORCENTAJE_CONTROL</strong>. Porcentaje de la nota en controles que contribuye a la NOTA_FINAL_DEL_CURSO.</p><p style='margin-left: 20px;'><strong>9.35:</strong> <strong>PROMEDIO_ACUMULADO</strong>. Promedio acumulado en la carrera que estudia.</p><p style='margin-left: 20px;'><strong>9.36:</strong> <strong>PROMEDIO_CICLO</strong>. Promedio obtenido en el ciclo.</p><h2>Datos laborales</h2><p style='margin-left: 20px;'><strong>10.1:</strong> <strong>HA_TENIDO_EL_ROL_DE_JP</strong>. ¿Se desempeñó como jefe de práctica (JP)?.<br><small>[SI=Se desempeñó como JP, NO=No se desempeñó como JP.]</small></p><p style='margin-left: 20px;'><strong>10.2:</strong> <strong>HA_TENIDO_EL_ROL_DE_AI_EN_EL_CIUP</strong>. ¿Se desempeñó como asistente de investigación (AI)? .<br><small>[SI=Se desempeñó como AI, NO=No se desempeñó como AI.]</small></p><p style='margin-left: 20px;'><strong>10.3:</strong> <strong>NUMERO_DE_PRACTICAS_PREPROFESIONALES</strong>. Número de prácticas preprofesionales realizados durante la cerrera.</p><h2>Características de personalidad</h2><p style='margin-left: 20px;'><strong>11.1:</strong> <strong>N_NEUROTICISMO</strong>. Características de Personalidad: Evalúa el manejo de emociones, la tolerancia a la frustración y la vulnerabilidad al estrés. Por ello, es mejor contar con puntajes bajos en las facetas que lo componen. Quien puntúa alto en estas dimensiones suele ser propenso a experimentar sentimientos asociados a conductas hostiles, a estados depresivos o a la presencia de ansiedad, así como a ser menos capaz de controlar sus impulsos y a tener dificultades para manejar el estrés. No obstante, los puntajes elevados en depresión o ansiedad, no significan que esté presente un diagnóstico de depresión clínica o un trastorno de ansiedad; sino que hace referencia a que le puede resultar difícil a la persona manejar emociones ansiosas o sentimientos de tristeza y desánimo cuando los experimenta.   .<br><small>[Puntaje Mujer:  [0-86]=Bajo; [87-111] = Medio; [112-192]=Alto /  Puntaje Hombre:  [0-83]=Bajo; [84-104] = Medio; [105-192]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.2:</strong> <strong>N1_ANSIEDAD</strong>. Características de Personalidad: Tendencia a experimentar aprehensión, temor y tensión, así como diversos miedos.<br><small>[Puntaje Mujer:  [0-16]=Bajo; [17-21] = Medio; [22-32]=Alto /  Puntaje Hombre:  [0-15]=Bajo; [16-20] = Medio; [21-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.3:</strong> <strong>N2_HOSTILIDAD</strong>. Características de Personalidad: Tendencia a experimentar ira y estados relacionados con ella, como frustración y rencor.<br><small>[Puntaje Mujer:  [0-12]=Bajo; [13-17] = Medio; [18-32]=Alto /  Puntaje Hombre:  [0-11]=Bajo; [12-16] = Medio; [17-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.4:</strong> <strong>N3_DEPRESIÓN</strong>. Características de Personalidad: Tendencia a experimentar afectos depresivos, como sentimientos de culpa, melancolía, desesperanza y soledad. Asimismo, desanimarse fácilmente y mostrarse a menudo abatido.<br><small>[Puntaje Mujer:  [0-13]=Bajo; [14-19] = Medio; [20-32]=Alto /  Puntaje Hombre:  [0-12]=Bajo; [13-18] = Medio; [19-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.5:</strong> <strong>N4_ANSIEDAD_SOCIAL</strong>. Características de Personalidad: Tendencia a experimenta emociones de vergüenza y turbación; sentirse incómodo con los demás, ser sensible al ridículo y propenso a sentimientos de inferioridad. Esta característica se asemeja a la timidez y ansiedad pública.<br><small>[Puntaje Mujer:  [0-13]=Bajo; [14-19] = Medio; [20-32]=Alto /  Puntaje Hombre:  [0-12]=Bajo; [13-17] = Medio; [18-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.6:</strong> <strong>N5_IMPULSIVIDAD</strong>. Características de Personalidad: Tendencia a sentirse incapaz de controlar los apetitos y arrebatos. Los deseos se perciben de manera tan intensa que no le es posible resistirse a ellos, aunque más adelante se lamente de ese comportamiento..<br><small>[Puntaje Mujer:  [0-15]=Bajo; [16-20] = Medio; [21-32]=Alto /  Puntaje Hombre:  [0-15]=Bajo; [16-19] = Medio; [20-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.7:</strong> <strong>N6_VULNERABILIDAD</strong>. Características de Personalidad: Sentimientos de incapacidad de luchar contra el estrés, sintiéndose desesperanzado o aterrorizado cuando se tiene que enfrentar a situaciones de emergencia..<br><small>[Puntaje Mujer:  [0-11]=Bajo; [12-17] = Medio; [18-32]=Alto /  Puntaje Hombre:  [0-10]=Bajo; [11-15] = Medio; [16-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.8:</strong> <strong>E_EXTROVERSIÓN</strong>. Características de Personalidad: Esta área brinda una aproximación al grado de sociabilidad, facilidad para establecer relaciones, asertividad y niveles de energía. Por lo tanto, aquí se trata de un continuo. A un extremo (resultados muy bajos), se encuentra la persona reservada, independiente, solitaria y con un entusiasmo moderado; mientras que, en el otro extremo (resultados muy altos), una persona expresiva, alegre, optimista y animosa. En el medio se aprecia toda una gradiente donde el nivel de esas características va variando. Es importante recordar que un extremo no es mejor que el otro. .<br><small>[Puntaje Mujer:  [0-104]=Bajo; [105-126] = Medio; [127-192]=Alto /  Puntaje Hombre:  [0-99]=Bajo; [100-121] = Medio; [122-192]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.9:</strong> <strong>E1_CORDIALIDAD</strong>. Características de Personalidad: Extrovertido, cordial, afectuoso y amistoso; establece fácilmente relaciones con otros..<br><small>[Puntaje Mujer:  [0-19]=Bajo; [20-23] = Medio; [24-32]=Alto /  Puntaje Hombre:  [0-17]=Bajo; [18-21] = Medio; [22-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.1:</strong> <strong>E2_GREGARISMO</strong>. Características de Personalidad: Prefiere la compañía de los demás, disfruta reuniéndose y divirtiéndose con otros..<br><small>[Puntaje Mujer:  [0-15]=Bajo; [16-21] = Medio; [22-32]=Alto /  Puntaje Hombre:  [0-15]=Bajo; [16-20] = Medio; [21-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.11:</strong> <strong>E3_ASERTIVIDAD</strong>. Características de Personalidad: Animoso y socialmente destacado; habla sin titubeos y a menudo se convierte en líder de grupo..<br><small>[Puntaje Mujer:  [0-13]=Bajo; [14-19] = Medio; [20-32]=Alto /  Puntaje Hombre:  [0-13]=Bajo; [14-18] = Medio; [19-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.12:</strong> <strong>E4_ACTIVIDAD</strong>. Características de Personalidad: Tendencia a tener mucho vigor y energía, hacer las cosas de manera rápida y sentir la necesidad de estar siempre ocupado..<br><small>[Puntaje Mujer:  [0-15]=Bajo; [16-19] = Medio; [20-32]=Alto /  Puntaje Hombre:  [0-15]=Bajo; [16-18] = Medio; [19-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.13:</strong> <strong>E5_BÚSQUEDA_DE_EMOCIONES</strong>. Características de Personalidad: Tendencia a buscar actividades, situaciones y ambientes que le generen excitación y estimulación.  .<br><small>[Puntaje Mujer:  [0-17]=Bajo; [18-21] = Medio; [22-32]=Alto /  Puntaje Hombre:  [0-17]=Bajo; [18-22] = Medio; [23-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.14:</strong> <strong>E6_EMOCIONES_POSITIVAS</strong>. Características de Personalidad: Tendencia a experimentar emociones positivas como la alegría, la felicidad, el amor y el entusiasmo. Se caracteriza por reír con facilidad y con frecuencia es cariñoso y optimista..<br><small>[Puntaje Mujer:  [0-18]=Bajo; [19-24] = Medio; [25-32]=Alto /  Puntaje Hombre:  [0-16]=Bajo; [17-22] = Medio; [23-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.15:</strong> <strong>O_APERTURA</strong>. Características de Personalidad: Mide el interés por el entorno y la integración activa al mismo. También considera la sensibilidad estética, la atención y receptividad a los propios sentimientos, la preferencia por la novedad y variedad, la curiosidad intelectual y la búsqueda activa de intereses individuales. .<br><small>[Puntaje Mujer:  [0-103]=Bajo; [104-122] = Medio; [123-192]=Alto /  Puntaje Hombre:  [0-102]=Bajo; [103-119] = Medio; [120-192]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.16:</strong> <strong>O1_FANTASÍA</strong>. Características de Personalidad: Posee una buena imaginación y una activa vida fantástica. Sus ensoñaciones no constituyen sólo una forma de evasión, sino una vía para acceder a un interesante mundo interior. Considera que la imaginación proporciona una vida rica y creativa..<br><small>[Puntaje Mujer y Hombre:  [0-17]=Bajo; [18-22] = Medio; [23-32]=Alto ]</small></p><p style='margin-left: 20px;'><strong>11.17:</strong> <strong>O2_ESTÉTICA</strong>. Características de Personalidad: Aprecia profundamente el arte y la belleza. No es preciso que tenga talento artístico ni “buen gusto”, pero es probable que sus intereses estéticos lo conduzcan a desarrollar sus conocimientos y criterios de apreciación en mayor medida que a la mayoría de la gente..<br><small>[Puntaje Mujer:  [0-17]=Bajo; [18-23] = Medio; [24-32]=Alto /  Puntaje Hombre:  [0-15]=Bajo; [16-21] = Medio; [22-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.18:</strong> <strong>O3_SENTIMIENTOS</strong>. Características de Personalidad: Receptivo hacia los propios sentimientos y emociones. Considera la emoción como una parte importante de la vida. Experimenta de manera más profunda y diferenciada los estados emocionales y los puede sentir de manera más intensa que los demás..<br><small>[Puntaje Mujer:  [0-18]=Bajo; [19-22] = Medio; [23-32]=Alto /  Puntaje Hombre:  [0-17]=Bajo; [18-21] = Medio; [22-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.19:</strong> <strong>O4_ACCIONES</strong>. Características de Personalidad: Siente más atracción por la novedad y variedad que por la familiaridad y la rutina. .<br><small>[Puntaje Mujer y Hombre:  [0-12]=Bajo; [13-16] = Medio; [17-32]=Alto ]</small></p><p style='margin-left: 20px;'><strong>11.2:</strong> <strong>O5_IDEAS</strong>. Características de Personalidad: Posee curiosidad intelectual, busca activamente intereses individuales tanto para su propia satisfacción como por mera curiosidad. Disfruta con discusiones filosóficas y problemas ingeniosos. .<br><small>[Puntaje Mujer:  [0-15]=Bajo; [16-20] = Medio; [21-32]=Alto /  Puntaje Hombre:  [0-16]=Bajo; [17-22] = Medio; [23-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.21:</strong> <strong>O6_VALORES</strong>. Características de Personalidad: Disposición para cuestionar los valores sociales, políticos y religiosos..<br><small>[Puntaje Mujer:  [0-16]=Bajo; [17-20] = Medio; [21-32]=Alto /  Puntaje Hombre:  [0-17]=Bajo; [18-20] = Medio; [21-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.22:</strong> <strong>A_AMABILIDAD</strong>. Características de Personalidad: La Amabilidad, así como la Extraversión, presenta un continuo. A un extremo (puntajes muy bajos) tenemos a una persona egocéntrica, desconfiada y crítica, mientras que al otro (puntajes muy altos) se encuentra una persona altruista, confiada de los demás y con bastante disposición a comprender a los otros. De igual manera, en el medio contamos con una gradiente. En esta área es importante recordar que ninguno de los polos es mejor que el otro desde el punto de vista social ni en términos de salud mental. Por lo tanto, los resultados en Amabilidad deben leerse dentro del entorno y las circunstancias que rodean a la persona. .<br><small>[Puntaje Mujer:  [0-100]=Bajo; [101-117] = Medio; [118-192]=Alto /  Puntaje Hombre:  [0-93]=Bajo; [94-111] = Medio; [112-192]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.23:</strong> <strong>A1_CONFIANZA</strong>. Características de Personalidad: Está dispuesto a creer que los demás son honestos y bien intencionados..<br><small>[Puntaje Mujer:  [0-14]=Bajo; [15-19] = Medio; [20-32]=Alto /  Puntaje Hombre:  [0-12]=Bajo; [13-18] = Medio; [19-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.24:</strong> <strong>A2_FRANQUEZA</strong>. Características de Personalidad: Persona franca y sincera, que  puede ser ingenua..<br><small>[Puntaje Mujer:  [0-15]=Bajo; [16-20] = Medio; [21-32]=Alto /  Puntaje Hombre:  [0-13]=Bajo; [14-18] = Medio; [19-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.25:</strong> <strong>A3_ALTRUISMO</strong>. Características de Personalidad: Se preocupa activamente por el bienestar de otros y se muestra dispuesto a prestar ayuda a los que la necesitan.<br><small>[Puntaje Mujer:  [0-19]=Bajo; [20-23] = Medio; [24-32]=Alto /  Puntaje Hombre:  [0-18]=Bajo; [19-22] = Medio; [23-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.26:</strong> <strong>A4_ACTITUD_CONCILIADORA</strong>. Características de Personalidad: Condescendiente ante los conflictos interpersonales, inhibe la agresión y prefiere perdonar rápidamente. Es apacible y benigna..<br><small>[Puntaje Mujer y Hombre:  [0-12]=Bajo; [13-17] = Medio; [18-32]=Alto ]</small></p><p style='margin-left: 20px;'><strong>11.27:</strong> <strong>A5_MODESTIA</strong>. Características de Personalidad: Humilde, trata de pasar desapercibido, aunque no necesariamente carezca de autoconfianza o autoestima..<br><small>[Puntaje Mujer:  [0-13]=Bajo; [14-18] = Medio; [19-32]=Alto /  Puntaje Hombre:  [0-12]=Bajo; [13-18] = Medio; [19-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.28:</strong> <strong>A6_SENSIBILIDAD_A_LOS_DEMÁS</strong>. Características de Personalidad: Muestra actitudes de simpatía y preocupación por los demás. Se siente afectado por las necesidades ajenas y da importancia a la vertiente humana de las normas sociales..<br><small>[Puntaje Mujer:  [0-19]=Bajo; [20-22] = Medio; [23-32]=Alto /  Puntaje Hombre:  [0-18]=Bajo; [19-21] = Medio; [22-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.29:</strong> <strong>C_RESONSABILIDAD</strong>. Características de Personalidad: Hace referencia a cómo se llevan a cabo los procesos de planificación, organización y ejecución de tareas y logro de objetivos. Considera la voluntad, el sentido de competencia personal, la toma de decisiones y el sentido ético. Por ello, es recomendable presentar puntajes de medios a altos en esta área. En diversas investigaciones, se han asociado los puntajes altos con un buen rendimiento académico. Sin embargo, los puntajes muy altos también se encuentran asociados con aspectos no tan positivos, como la pulcritud compulsiva o la adicción al trabajo..<br><small>[Puntaje Mujer:  [0-99]=Bajo; [100-121] = Medio; [122-192]=Alto /  Puntaje Hombre:  [0-98]=Bajo; [99-119] = Medio; [120-192]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.3:</strong> <strong>C1_COMPETENCIA</strong>. Características de Personalidad: Hace referencia a sentirse capaz y eficaz, así como sensible y prudente. Considerándose bien preparado para enfrentar a la vida. .<br><small>[Puntaje Mujer:  [0-17]=Bajo; [18-22] = Medio; [23-32]=Alto /  Puntaje Hombre:  [0-18]=Bajo; [19-22] = Medio; [23-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.31:</strong> <strong>C2_ORDEN</strong>. Características de Personalidad: Hace referencia a la pulcritud, la buena organización y limpieza. .<br><small>[Puntaje Mujer y Hombre:  [0-13]=Bajo; [17-18] = Medio; [19-32]=Alto ]</small></p><p style='margin-left: 20px;'><strong>11.32:</strong> <strong>C3_SENTIDO_DEL_DEBER</strong>. Características de Personalidad: tendencia a adherirse estrictamente a los principios éticos y cumplir escrupulosamente con las obligaciones Morales. En ese sentido, refleja a una persona que se encuentra guiada por su conciencia. .<br><small>[Puntaje Mujer:  [0-18]=Bajo; [19-23] = Medio; [24-32]=Alto /  Puntaje Hombre:  [0-18]=Bajo; [19-22] = Medio; [23-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.33:</strong> <strong>C4_NECESIDAD_DE_LOGRO</strong>. Características de Personalidad: Características de Personalidad: Hace referencia a poseer altos niveles de aspiración y trabajar intensamente para lograr los objetivos trazados. En ese sentido, refleja a una persona diligente y resuelta, que se marca una dirección en la vida..<br><small>[Puntaje Mujer y Hombre:  [0-17]=Bajo; [18-22] = Medio; [23-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.34:</strong> <strong>C5_AUTODISCIPLINA</strong>. Características de Personalidad: Características de Personalidad: Hace referencia a la habilidad para iniciar tareas y llevarlas a cabo hasta el final a pesar de los inconvenientes y distracciones. Asimismo, refleja la capacidad de motivarse a sí mismo. .<br><small>[Puntaje Mujer y Hombre:  [0-13]=Bajo; [14-18] = Medio; [19-32]=Alto]</small></p><p style='margin-left: 20px;'><strong>11.35:</strong> <strong>C6_DELIBERACIÓN</strong>. Características de Personalidad: Reflexivo y prudente, tiende a pensar mucho las cosas antes de actuar..<br><small>[Puntaje Mujer:  [0-13]=Bajo; [14-19] = Medio; [20-32]=Alto /  Puntaje Hombre:  [0-14]=Bajo; [15-19] = Medio; [20-32]=Alto]</small></p><h2>Estrategias de aprendizaje_Estrategias cognitivas y metacognitivas</h2><p style='margin-left: 20px;'><strong>12.1:</strong> <strong>ENSAYO</strong>. Estrategias de aprendizaje: Leer apuntes de clases y memorizar listas de palabras y conceptos claves..<br><small>[Puntaje:  [20-44]=Bajo; [45-55] = Medio;[56-80]=Alto]</small></p><p style='margin-left: 20px;'><strong>12.2:</strong> <strong>Estrategias de aprendizaje: ELABORACIÓN</strong>. Estrategias de aprendizaje: Parafrasear el material estudiado y relacionar los conocimientos nuevos adquiridos con los aprendidos previamente..<br><small>[Puntaje:  [20-44]=Bajo; [45-55] = Medio;[56-80]=Alto]</small></p><p style='margin-left: 20px;'><strong>12.3:</strong> <strong>Estrategias de aprendizaje: ORGANIZACIÓN</strong>. Estrategias de aprendizaje: Seleccionar la información importante del material estudiado y organizarla o estructurarla..<br><small>[Puntaje:  [20-44]=Bajo; [45-55] = Medio;[56-80]=Alto]</small></p><p style='margin-left: 20px;'><strong>12.4:</strong> <strong>PENSAMIENTO_CRÍTICO</strong>. Estrategias de aprendizaje: Emplear conocimientos previos a nuevas situaciones para resolver problemas, tomar una decisión o hacer evaluaciones críticas..<br><small>[Puntaje:  [20-44]=Bajo; [45-55] = Medio;[56-80]=Alto]</small></p><p style='margin-left: 20px;'><strong>12.5:</strong> <strong>AUTO_REGULACIÓN_METACOGNITIVA</strong>. Estrategias de aprendizaje: Estrategias de aprendizaje: Establecer objetivos antes del inicio del estudio, analizar el tipo de tarea que se realizará, evaluar el nivel de aprendizaje, identificar dificultades al momento de llevar a cabo una tarea y realizar ajustes..<br><small>[Puntaje:  [20-44]=Bajo; [45-55] = Medio;[56-80]=Alto]</small></p><h2>Estrategias de aprendizaje_Estrategias de gestión de recursos</h2><p style='margin-left: 20px;'><strong>12.6:</strong> <strong>TIEMPO_Y_AMBIENTE_DE_ESTUDIO</strong>. Estrategias de aprendizaje: Manipulación y manejo del tiempo y el ambiente de estudio. Contar un espacio tranquilo, bien iluminado y ordenado, realizar un horario y planificar el tiempo, haciendo uso eficiente del mismo y planteando metas realistas en cada bloque de estudio..<br><small>[Puntaje:  [Menor o igual que 41]=Bajo; [42-47] = Medio;[Mayor o igual  que 48]=Alto]</small></p><p style='margin-left: 20px;'><strong>12.7:</strong> <strong>REGULACIÓN_DEL_ESFUERZO</strong>. Estrategias de aprendizaje: Monitoreo y control de rendimiento y atención, con la finalidad de desarrollar y finalizar actividades, incluso balo la presencia de distractores o frente a tareas poco interesantes..<br><small>[Puntaje:  [Menor o igual que 21]=Bajo; [22-24] = Medio;[Mayor o igual  que 25]=Alto]</small></p><p style='margin-left: 20px;'><strong>12.8:</strong> <strong>APRENDIZAJE_ENTRE_IGUALES</strong>. Estrategias de aprendizaje: Realización de actividades que busquen alcanzar una meta de aprendizaje mediante modalidades grupales..<br><small>[Puntaje:  [Menor o igual que 13]=Bajo; [14-15] = Medio;[Mayor o igual  que 16]=Alto]</small></p><p style='margin-left: 20px;'><strong>12.9:</strong> <strong>BÚSQUEDA_DE_AYUDA</strong>. Estrategias de aprendizaje: Búsqueda de ayuda o apoyo cuando se distingue que se es incapaz de resolver o realizar una tarea por sí solo..<br><small>[Puntaje:  [Menor o igual que 19]=Bajo; [20-22] = Medio;[Mayor o igual  que 23]=Alto]</small></p><h2>Percepción de soporte social</h2><p style='margin-left: 20px;'><strong>13.1:</strong> <strong>FAMILIA</strong>. Percepción de soporte social: Considera a su familia como una fuente de soporte y, por ello, suele recurrir a ellos cuando tiene algún problema o para compartir cómo se siente..<br><small>[Puntaje:  [4-18]=Bajo; [19-20] = Medio;[Mayor o igual que 21]=Alto]</small></p><p style='margin-left: 20px;'><strong>13.2:</strong> <strong>AMIGOS</strong>. Percepción de soporte social: Considera a sus amigos como una fuente de soporte y, por ello, suele recurrir a ellos cuando tiene algún problema o para compartir cómo se siente..<br><small>[Puntaje:  [4-17]=Bajo; [18-19] = Medio;[Mayor o igual que 20]=Alto]</small></p><p style='margin-left: 20px;'><strong>13.3:</strong> <strong>PERSONAS_RELEVANTES</strong>. Percepción de soporte social: Considera a otras personas importantes en su vida (ej.: pareja, profesor/a, padrino/madrina, etc.) como una fuente de soporte y, por ello, suele recurrir a ellos cuando tiene algún problema o para compartir cómo se siente..<br><small>[Puntaje:  [4-18]=Bajo; [19-20] = Medio;[Mayor o igual que 21]=Alto]</small></p><h2>Hábitos de salud</h2><p style='margin-left: 20px;'><strong>14.1:</strong> <strong>HABITO_SALUD1</strong>. 1. ¿Sueles desayunar antes de iniciar tus actividades diarias?.</p><p style='margin-left: 20px;'><strong>14.2:</strong> <strong>HABITO_SALUD2</strong>. 2. En el último mes, ¿has mantenido un horario regular para desayunar y almorzar? .</p><p style='margin-left: 20px;'><strong>14.3:</strong> <strong>HABITO_SALUD3</strong>. 3. En el último mes, ¿con qué frecuencia consumiste comida rápida (por ejemplo, Pizza Hut, Mc Donalds, Bembos o KFC)?.</p><p style='margin-left: 20px;'><strong>14.4:</strong> <strong>HABITO_SALUD4</strong>. 4. En el último mes, ¿con qué frecuencia tomaste bebidas energéticas (por ejemplo, Red Bull o Volt)?.</p><p style='margin-left: 20px;'><strong>14.5:</strong> <strong>HABITO_SALUD5</strong>. 5. ¿Cuántas horas en promedio duermes por las noches?.</p><p style='margin-left: 20px;'><strong>14.6:</strong> <strong>HABITO_SALUD6</strong>. 6. ¿Cuántas veces a la semana realiza actividad física? .</p><p style='margin-left: 20px;'><strong>14.7:</strong> <strong>HABITO_SALUD7</strong>. 7. En el último mes, ¿has fumado tabaco? .</p><p style='margin-left: 20px;'><strong>14.8:</strong> <strong>HABITO_SALUD8</strong>. 8. En el último mes, ¿has tomado una bebida que contenía alcohol? .</p><p style='margin-left: 20px;'><strong>14.9:</strong> <strong>HABITO_SALUD9</strong>. 9. ¿Alguna vez has consumido marihuana? .</p><p style='margin-left: 20px;'><strong>14.1:</strong> <strong>HABITO_SALUD10</strong>. 10. ¿Alguna vez has usado otro tipo de sustancias como cocaína, heroína, éxtasis, poppers, inhaladores, hongos, ácidos o alucinógenos, anfetaminas o metanfetaminas?.</p></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# HTML format for the title and content\n",
    "html_output = \"\"\"\n",
    "<div style='max-height: 500px; overflow-y: auto;'>\n",
    "    <h1>Diccionario de variables</h1>\n",
    "\"\"\"\n",
    "\n",
    "# Initialize a variable to track the current category\n",
    "current_category = None\n",
    "\n",
    "# Iterating through the DataFrame and formatting each row in HTML\n",
    "for _, row in df_dicc.iterrows():\n",
    "    # Check if the category has changed\n",
    "    if row['Tipo de variable'] != current_category:\n",
    "        # Update the current category\n",
    "        current_category = row['Tipo de variable']\n",
    "        # Add category as subtitle\n",
    "        html_output += f\"<h2>{current_category}</h2>\"\n",
    "    \n",
    "    # Add variable details\n",
    "    html_output += f\"<p style='margin-left: 20px;'><strong>{row['Ubig']}:</strong> <strong>{row['Variable']}</strong>. {row['Descripción']}.\"\n",
    "    if pd.notna(row['Observaciones']):\n",
    "        html_output += f\"<br><small>[{row['Observaciones']}]</small>\"\n",
    "    html_output += \"</p>\"\n",
    "\n",
    "# Closing the div tag\n",
    "html_output += \"</div>\"\n",
    "\n",
    "# Display the HTML output with scrollbar in a Jupyter Notebook cell\n",
    "display(HTML(html_output))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.columns = df_dicc['Variable'].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Displaying initial state of data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    .dataframe th, .dataframe td {\n",
       "        white-space: nowrap;\n",
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       "        overflow: hidden;\n",
       "        text-overflow: ellipsis;\n",
       "    }\n",
       "    .dataframe th, .dataframe td {\n",
       "        text-align: left !important;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        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>CODIGO_DEL_ALUMNO</th>\n",
       "      <th>ACADEMIC_YEAR</th>\n",
       "      <th>ACADEMIC_TERM</th>\n",
       "      <th>GENERO</th>\n",
       "      <th>EDAD_INGRESO</th>\n",
       "      <th>EDAD_ACTUAL</th>\n",
       "      <th>LUGAR_DE_NACIMIENTO</th>\n",
       "      <th>LUGAR_DE_ORIGEN</th>\n",
       "      <th>LUGAR_DE_RESIDENCIA</th>\n",
       "      <th>GRADO_PADRE</th>\n",
       "      <th>OCUPACION_PADRE</th>\n",
       "      <th>UBIGEO_PADRE</th>\n",
       "      <th>GRADO_MADRE</th>\n",
       "      <th>OCUPACION_MADRE</th>\n",
       "      <th>UBIGEO_MADRE</th>\n",
       "      <th>NUMERO_HERMANOS</th>\n",
       "      <th>NUMERO_HERMANOS_EN_LA_UP</th>\n",
       "      <th>COLEGIO_DE_PROCEDENCIA</th>\n",
       "      <th>TIPO_COLEGIO</th>\n",
       "      <th>UBIGEO_COLEGIO</th>\n",
       "      <th>BACHILLERATO_INTERNACIONAL</th>\n",
       "      <th>COLEGIO_DE_ALTO_RENDIMIENTO</th>\n",
       "      <th>EVALUACION_VIGESIMAL_COMPETENCIAS_MIXTO</th>\n",
       "      <th>3RO_MATEMATICA</th>\n",
       "      <th>3RO_COMUNICACION</th>\n",
       "      <th>4TO_MATEMATICA</th>\n",
       "      <th>4TO_COMUNICACION</th>\n",
       "      <th>5TO_MATEMATICA</th>\n",
       "      <th>5TO_COMUNICACION</th>\n",
       "      <th>3RO_CIENCIA_TECNOLOGIA_DISEÑA</th>\n",
       "      <th>3RO_CIENCIA_TECNOLOGIA_EXPLICA</th>\n",
       "      <th>3RO_CIENCIA_TECNOLOGIA_INDAGA</th>\n",
       "      <th>3RO_CIENCIAS_SOCIALES_CONSTRUYE</th>\n",
       "      <th>3RO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE</th>\n",
       "      <th>3RO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS</th>\n",
       "      <th>3RO_COMUNICACION_LENGUA_ESCRIBE</th>\n",
       "      <th>3RO_COMUNICACION_LENGUA_LEE</th>\n",
       "      <th>3RO_COMUNICACION_LENGUA_COMUNICA</th>\n",
       "      <th>3RO_MATEMATICA_CANTIDAD</th>\n",
       "      <th>3RO_MATEMATICA_FORMA</th>\n",
       "      <th>3RO_MATEMATICA_GESTION_DATOS</th>\n",
       "      <th>3RO_MATEMATICA_REGULARIDAD_EQUIVALENCIA</th>\n",
       "      <th>4TO_CIENCIA_TECNOLOGIA_DISEÑA</th>\n",
       "      <th>4TO_CIENCIA_TECNOLOGIA_EXPLICA</th>\n",
       "      <th>4TO_CIENCIA_TECNOLOGIA_INDAGA</th>\n",
       "      <th>4TO_CIENCIAS_SOCIALES_CONSTRUYE</th>\n",
       "      <th>4TO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE</th>\n",
       "      <th>4TO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS</th>\n",
       "      <th>4TO_COMUNICACION_LENGUA_ESCRIBE</th>\n",
       "      <th>4TO_COMUNICACION_LENGUA_LEE</th>\n",
       "      <th>4TO_COMUNICACION_LENGUA_COMUNICA</th>\n",
       "      <th>4TO_MATEMATICA_CANTIDAD</th>\n",
       "      <th>4TO_MATEMATICA_FORMA</th>\n",
       "      <th>4TO_MATEMATICA_GESTION_DATOS</th>\n",
       "      <th>4TO_MATEMATICA_REGULARIDAD_EQUIVALENCIA</th>\n",
       "      <th>5TO_CIENCIA_TECNOLOGIA_DISEÑA</th>\n",
       "      <th>5TO_CIENCIA_TECNOLOGIA_EXPLICA</th>\n",
       "      <th>5TO_CIENCIA_TECNOLOGIA_INDAGA</th>\n",
       "      <th>5TO_CIENCIAS_SOCIALES_CONSTRUYE</th>\n",
       "      <th>5TO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE</th>\n",
       "      <th>5TO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS</th>\n",
       "      <th>5TO_COMUNICACION_LENGUA_ESCRIBE</th>\n",
       "      <th>5TO_COMUNICACION_LENGUA_LEE</th>\n",
       "      <th>5TO_COMUNICACION_LENGUA_COMUNICA</th>\n",
       "      <th>5TO_MATEMATICA_CANTIDAD</th>\n",
       "      <th>5TO_MATEMATICA_FORMA</th>\n",
       "      <th>5TO_MATEMATICA_GESTION_DATOS</th>\n",
       "      <th>5TO_MATEMATICA_REGULARIDAD_EQUIVALENCIA</th>\n",
       "      <th>MODALIDAD_DE_ADMISION</th>\n",
       "      <th>AÑO_INGRESO_CARRERA</th>\n",
       "      <th>SEMESTRE_INGRESO_CARRERA</th>\n",
       "      <th>BECA</th>\n",
       "      <th>PIDIO_RECATEGORIZACION_DE_ESCALA</th>\n",
       "      <th>ESCALA_DE_PAGO_INICIAL</th>\n",
       "      <th>AÑO_DE_SOLICITUD_DE_RECATEGORIZACION</th>\n",
       "      <th>ESCALA_DE_PAGO_REGATEGORIZADO</th>\n",
       "      <th>ASIGNACION_ESCALA_INGRESOS_ESTIMADOS</th>\n",
       "      <th>ASIGNACION_ESCALA_MONTO_PAGADO_COLEGIO_PROCEDENCIA</th>\n",
       "      <th>INGRESO_ESTIMADO_FACTORIZADO_POR_NUMERO_DE_FAMILIARES</th>\n",
       "      <th>RECATEGORIZACION_INGRESOS_ESTIMADOS</th>\n",
       "      <th>RECATEGORIZACION_MONTO_PAGADO_COLEGIO_PROCEDENCIA</th>\n",
       "      <th>RECATEGORIZACION_INGRESO_ESTIMADO_FACTORIZADO_POR_NUMERO_DE_FAMILIARES</th>\n",
       "      <th>ESTADO_MATRICULA</th>\n",
       "      <th>CARRERA</th>\n",
       "      <th>PLAN_STUDIO</th>\n",
       "      <th>PRIMER_SEMESTRE_EN_QUE_CURSO_ESTUDIO</th>\n",
       "      <th>CAMBIO_DE_CARRERA</th>\n",
       "      <th>NUMERO_VECES_CAMBIO_CARRERA</th>\n",
       "      <th>CARRERA_PROCEDENTE</th>\n",
       "      <th>CARRERA_DESTINO</th>\n",
       "      <th>AGREGACION_DE_CARRERA</th>\n",
       "      <th>FACTOR_DE_INSCRIPCION</th>\n",
       "      <th>CICLO_SEGUN_REGLAMENTO</th>\n",
       "      <th>CREDITOS_ACUMULADO</th>\n",
       "      <th>CREDITOS_CICLO</th>\n",
       "      <th>CICLO_SEMESTRES_MATRICULADOS</th>\n",
       "      <th>AÑOS_ACUMULADOS_POR_ALUMNO</th>\n",
       "      <th>UBICACION_ACTUAL_DEL_ALUMNO_EN_EL_TERCIO</th>\n",
       "      <th>TERCIO_SUPERIOR</th>\n",
       "      <th>TERCIO_MEDIO</th>\n",
       "      <th>TERCIO_INFERIOR</th>\n",
       "      <th>PERIODO_DE_EGRESO_DEL_ALUMNO</th>\n",
       "      <th>TIENE_PROCESO_DISCIPLINARIO</th>\n",
       "      <th>MOTIVO_PROCESO_DISCIPLINARIO</th>\n",
       "      <th>TIENE_BAJA_ACADEMICA</th>\n",
       "      <th>MOTIVO_BAJA_ACADEMICA</th>\n",
       "      <th>RENUNCIA</th>\n",
       "      <th>CURSOS_OBLIGATORIOS_PLAN_ACADEMICO</th>\n",
       "      <th>CODIGO_DEL_CURSO</th>\n",
       "      <th>NOMBRE_DEL_CURSO</th>\n",
       "      <th>SECCION_DEL_CURSO</th>\n",
       "      <th>DOCENTE_DEL_CURSO</th>\n",
       "      <th>JEFE_DE_PRACTICA_DEL_CURSO</th>\n",
       "      <th>CREDITAJE_DEL_CURSO</th>\n",
       "      <th>ES_CURSO_NIVELATORIO</th>\n",
       "      <th>EXONERADO_CURSO_NIVELATORIO</th>\n",
       "      <th>CURSOS_EQUIVALENTES</th>\n",
       "      <th>DEPARTAMENTO_DEL_CURSO</th>\n",
       "      <th>NUMERO_DE_VECES_QUE_LLEVO_EL_CURSO</th>\n",
       "      <th>NUMERO_DE_ALUMNOS_POR_CURSO</th>\n",
       "      <th>NUMERO_DE_HORAS_TOTALES_DEL_CURSO</th>\n",
       "      <th>PORCENTAJE_DE_APROBADOS_POR_CURSO</th>\n",
       "      <th>NUMERO_DE_RETIRADOS_EN_EL_CURSO</th>\n",
       "      <th>NUMERO_DE_RETIRADOS_DE_CICLO</th>\n",
       "      <th>CALIFICACION_DEL_PROFESOR_DE_LA_SECCION</th>\n",
       "      <th>EXAMEN_FINAL_NOTA</th>\n",
       "      <th>EXAMEN_PARCIAL_NOTA</th>\n",
       "      <th>TRABAJO_NOTA</th>\n",
       "      <th>NOTA_FINAL_DEL_CURSO</th>\n",
       "      <th>PORCENTAJE_EXAMEN_PARCIAL</th>\n",
       "      <th>PORCENTAJE_EXAMEN_FINAL</th>\n",
       "      <th>PORCENTAJE_TRABAJO</th>\n",
       "      <th>PORCENTAJE_TRABAJO_FINAL</th>\n",
       "      <th>PORCENTAJE_PROMEDIO_PRACTICA</th>\n",
       "      <th>PORCENTAJE_NOTA_PARCIAL</th>\n",
       "      <th>PORCENTAJE_PRE_FINAL</th>\n",
       "      <th>PORCENTAJE_NOTA_FINAL</th>\n",
       "      <th>PORCENTAJE_PARTICIPACION</th>\n",
       "      <th>PORCENTAJE_ASISTENCIA</th>\n",
       "      <th>PORCENTAJE_CASOS</th>\n",
       "      <th>PORCENTAJE_CONTROL</th>\n",
       "      <th>PROMEDIO_ACUMULADO</th>\n",
       "      <th>PROMEDIO_CICLO</th>\n",
       "      <th>HA_TENIDO_EL_ROL_DE_JP</th>\n",
       "      <th>HA_TENIDO_EL_ROL_DE_AI_EN_EL_CIUP</th>\n",
       "      <th>NUMERO_DE_PRACTICAS_PREPROFESIONALES</th>\n",
       "      <th>N_NEUROTICISMO</th>\n",
       "      <th>N1_ANSIEDAD</th>\n",
       "      <th>N2_HOSTILIDAD</th>\n",
       "      <th>N3_DEPRESIÓN</th>\n",
       "      <th>N4_ANSIEDAD_SOCIAL</th>\n",
       "      <th>N5_IMPULSIVIDAD</th>\n",
       "      <th>N6_VULNERABILIDAD</th>\n",
       "      <th>E_EXTROVERSIÓN</th>\n",
       "      <th>E1_CORDIALIDAD</th>\n",
       "      <th>E2_GREGARISMO</th>\n",
       "      <th>E3_ASERTIVIDAD</th>\n",
       "      <th>E4_ACTIVIDAD</th>\n",
       "      <th>E5_BÚSQUEDA_DE_EMOCIONES</th>\n",
       "      <th>E6_EMOCIONES_POSITIVAS</th>\n",
       "      <th>O_APERTURA</th>\n",
       "      <th>O1_FANTASÍA</th>\n",
       "      <th>O2_ESTÉTICA</th>\n",
       "      <th>O3_SENTIMIENTOS</th>\n",
       "      <th>O4_ACCIONES</th>\n",
       "      <th>O5_IDEAS</th>\n",
       "      <th>O6_VALORES</th>\n",
       "      <th>A_AMABILIDAD</th>\n",
       "      <th>A1_CONFIANZA</th>\n",
       "      <th>A2_FRANQUEZA</th>\n",
       "      <th>A3_ALTRUISMO</th>\n",
       "      <th>A4_ACTITUD_CONCILIADORA</th>\n",
       "      <th>A5_MODESTIA</th>\n",
       "      <th>A6_SENSIBILIDAD_A_LOS_DEMÁS</th>\n",
       "      <th>C_RESONSABILIDAD</th>\n",
       "      <th>C1_COMPETENCIA</th>\n",
       "      <th>C2_ORDEN</th>\n",
       "      <th>C3_SENTIDO_DEL_DEBER</th>\n",
       "      <th>C4_NECESIDAD_DE_LOGRO</th>\n",
       "      <th>C5_AUTODISCIPLINA</th>\n",
       "      <th>C6_DELIBERACIÓN</th>\n",
       "      <th>ENSAYO</th>\n",
       "      <th>Estrategias de aprendizaje: ELABORACIÓN</th>\n",
       "      <th>Estrategias de aprendizaje: ORGANIZACIÓN</th>\n",
       "      <th>PENSAMIENTO_CRÍTICO</th>\n",
       "      <th>AUTO_REGULACIÓN_METACOGNITIVA</th>\n",
       "      <th>TIEMPO_Y_AMBIENTE_DE_ESTUDIO</th>\n",
       "      <th>REGULACIÓN_DEL_ESFUERZO</th>\n",
       "      <th>APRENDIZAJE_ENTRE_IGUALES</th>\n",
       "      <th>BÚSQUEDA_DE_AYUDA</th>\n",
       "      <th>FAMILIA</th>\n",
       "      <th>AMIGOS</th>\n",
       "      <th>PERSONAS_RELEVANTES</th>\n",
       "      <th>HABITO_SALUD1</th>\n",
       "      <th>HABITO_SALUD2</th>\n",
       "      <th>HABITO_SALUD3</th>\n",
       "      <th>HABITO_SALUD4</th>\n",
       "      <th>HABITO_SALUD5</th>\n",
       "      <th>HABITO_SALUD6</th>\n",
       "      <th>HABITO_SALUD7</th>\n",
       "      <th>HABITO_SALUD8</th>\n",
       "      <th>HABITO_SALUD9</th>\n",
       "      <th>HABITO_SALUD10</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0x003c4717dc61e2a801539565cd9e8167ad6645fa175a...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>M</td>\n",
       "      <td>19</td>\n",
       "      <td>29</td>\n",
       "      <td>TACNA-JORGE BASADRE-ILABAYA</td>\n",
       "      <td>Provincia</td>\n",
       "      <td>LIMA-LIMA-SAN ISIDRO</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Aspaen Gimnasio Saucará</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>- - Exterior - --- - Exterior - --Bucaramanga</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>SI</td>\n",
       "      <td>2</td>\n",
       "      <td>2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Economía</td>\n",
       "      <td>2015-I PER</td>\n",
       "      <td>2013-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>203.0</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>170207</td>\n",
       "      <td>Innovación Textil en Colombia</td>\n",
       "      <td>A</td>\n",
       "      <td>RODRIGUEZ SERRA, MICHELLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ingeniería</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>10.0</td>\n",
       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>17</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.45</td>\n",
       "      <td>17.00</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0x003c4717dc61e2a801539565cd9e8167ad6645fa175a...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>M</td>\n",
       "      <td>19</td>\n",
       "      <td>29</td>\n",
       "      <td>TACNA-JORGE BASADRE-ILABAYA</td>\n",
       "      <td>Provincia</td>\n",
       "      <td>LIMA-LIMA-SAN ISIDRO</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Aspaen Gimnasio Saucará</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>- - Exterior - --- - Exterior - --Bucaramanga</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>SI</td>\n",
       "      <td>2</td>\n",
       "      <td>2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Economía</td>\n",
       "      <td>2015-I PER</td>\n",
       "      <td>2013-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>203.0</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>9000387</td>\n",
       "      <td>Taller de Fortalecimiento de Competencia</td>\n",
       "      <td>C</td>\n",
       "      <td>RUBINA ESPINOSA, MAGALY SUSANA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Oficina del Preboste</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>REC</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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.45</td>\n",
       "      <td>17.00</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0x0090bcfbb9f54edfce3a743cbed4b2b540a7afd08269...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>F</td>\n",
       "      <td>16</td>\n",
       "      <td>25</td>\n",
       "      <td>LIMA-LIMA-MIRAFLORES</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-MIRAFLORES</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>MATER PURISSIMA AVENIDA DE LA AVIACION 445</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Lima-Lima-Miraflores</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>VIGESIMAL</td>\n",
       "      <td>19.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Admisión Selectiva</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>NO</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Administración</td>\n",
       "      <td>2015-I PER</td>\n",
       "      <td>2015-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>89.0</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>SI</td>\n",
       "      <td>160088</td>\n",
       "      <td>Contabilidad de Gestión</td>\n",
       "      <td>A</td>\n",
       "      <td>ESCOBAR ESPINO, ROBERTO DIEGO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>160136</td>\n",
       "      <td>Contabilidad</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>68.0</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.5368</td>\n",
       "      <td>17</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.44</td>\n",
       "      <td>16.00</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0x00c5536b4ceda92accead7b9258e738be746b2dc0d98...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>F</td>\n",
       "      <td>17</td>\n",
       "      <td>24</td>\n",
       "      <td>LIMA-LIMA-RIMAC</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-RÍMAC</td>\n",
       "      <td>Titulo Profesional</td>\n",
       "      <td>ADMINISTRADO</td>\n",
       "      <td>Lima-Lima-Rímac</td>\n",
       "      <td>Técnico Superior</td>\n",
       "      <td>Empresario</td>\n",
       "      <td>Lima-Lima-Rímac</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NUESTRA SEÑORA DE LA CONSOLACION (Rimac)</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Lima-Lima-Rímac</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>VIGESIMAL</td>\n",
       "      <td>17.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Admisión Selectiva</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>SI</td>\n",
       "      <td>4</td>\n",
       "      <td>2018</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5131.82</td>\n",
       "      <td>500.00</td>\n",
       "      <td>1282.955</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Ingeniería Empresarial</td>\n",
       "      <td>2018-I PER</td>\n",
       "      <td>2017-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>38.0</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>SI</td>\n",
       "      <td>130224</td>\n",
       "      <td>Estadística I</td>\n",
       "      <td>A</td>\n",
       "      <td>TOMA INAFUKO, JORGE</td>\n",
       "      <td>GARCIA RODRIGUEZ, SAMUEL</td>\n",
       "      <td>4</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>139643</td>\n",
       "      <td>Economía</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>66.0</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.8088</td>\n",
       "      <td>9</td>\n",
       "      <td>13.0</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14.22</td>\n",
       "      <td>13.00</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0x00d135a1b90acfdb8567ee23a352ee17f36a8c7c912e...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>M</td>\n",
       "      <td>17</td>\n",
       "      <td>25</td>\n",
       "      <td>CARACAS--</td>\n",
       "      <td>Exterior</td>\n",
       "      <td>LIMA-LIMA-PUEBLO LIBRE</td>\n",
       "      <td>Titulo Profesional</td>\n",
       "      <td>ARQUITECTO</td>\n",
       "      <td>Lima-Lima-Surco</td>\n",
       "      <td>Titulo Profesional</td>\n",
       "      <td>ARQUITECTA</td>\n",
       "      <td>Lima-Lima-Surco</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Alpamayo CALLE BUCARAMANGA 145</td>\n",
       "      <td>Colegios de Alto Rendimiento</td>\n",
       "      <td>Lima-Lima-Ate Vitarte</td>\n",
       "      <td>SI</td>\n",
       "      <td>SI</td>\n",
       "      <td>VIGESIMAL</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Admisión Selectiva</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>NO</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18683.44</td>\n",
       "      <td>4244.07</td>\n",
       "      <td>4670.860</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Economía</td>\n",
       "      <td>2015-I PER</td>\n",
       "      <td>2016-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>88.0</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>143344</td>\n",
       "      <td>Gerencia I</td>\n",
       "      <td>B</td>\n",
       "      <td>MAYA FLORES, RIGOBERTO MIGLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>140825, 142081, 149047</td>\n",
       "      <td>Administración</td>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>52.0</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.6618</td>\n",
       "      <td>13</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14.09</td>\n",
       "      <td>14.00</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0x00f2077826ef3ce3ae63afc85c91b49ece20b4070238...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>M</td>\n",
       "      <td>17</td>\n",
       "      <td>27</td>\n",
       "      <td>PUNO-SAN ROMAN-JULIACA</td>\n",
       "      <td>Provincia</td>\n",
       "      <td>LIMA-LIMA-JESÚS MARÍA</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FRANCISCANO SAN ROMAN PLAZA DE ARMAS S/N</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Puno-San Román-Juliaca</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Admisión Escuela Preuniversitaria</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>NO</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Ingeniería Empresarial</td>\n",
       "      <td>2015-I PER</td>\n",
       "      <td>2014-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>140.0</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>900218</td>\n",
       "      <td>Taller Prepar. para la Vida Profesional</td>\n",
       "      <td>F</td>\n",
       "      <td>RUBINA ESPINOSA, MAGALY SUSANA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>900218_DER</td>\n",
       "      <td>Oficina del Preboste</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>REC</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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.13</td>\n",
       "      <td>11.00</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0x00f2077826ef3ce3ae63afc85c91b49ece20b4070238...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>M</td>\n",
       "      <td>17</td>\n",
       "      <td>27</td>\n",
       "      <td>PUNO-SAN ROMAN-JULIACA</td>\n",
       "      <td>Provincia</td>\n",
       "      <td>LIMA-LIMA-JESÚS MARÍA</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FRANCISCANO SAN ROMAN PLAZA DE ARMAS S/N</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Puno-San Román-Juliaca</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Admisión Escuela Preuniversitaria</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>NO</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Ingeniería Empresarial</td>\n",
       "      <td>2015-I PER</td>\n",
       "      <td>2014-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>140.0</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>SI</td>\n",
       "      <td>130225</td>\n",
       "      <td>Estadística II</td>\n",
       "      <td>A</td>\n",
       "      <td>RUBIO DONET, JORGE LUIS</td>\n",
       "      <td>MOTONISHI TUTUMI, ALFONSO NORBERTO</td>\n",
       "      <td>4</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>137644</td>\n",
       "      <td>Economía</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>66.0</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.9706</td>\n",
       "      <td>4</td>\n",
       "      <td>10.0</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.13</td>\n",
       "      <td>11.00</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0x00fdbf46d6507eb2e3814a0ec40e3e53b7dd11b4b32e...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>M</td>\n",
       "      <td>21</td>\n",
       "      <td>29</td>\n",
       "      <td>CAJAMARCA-CAJAMARCA-CAJAMARCA</td>\n",
       "      <td>Provincia</td>\n",
       "      <td>LIMA-LIMA-PUEBLO LIBRE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DAVY AVENIDA HOYOS RUBIO 2684</td>\n",
       "      <td>Bachillerato Internacional</td>\n",
       "      <td>Cajamarca-Cajamarca-Cajamarca</td>\n",
       "      <td>SI</td>\n",
       "      <td>NO</td>\n",
       "      <td>VIGESIMAL</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Admisión Regular</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>NO</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Economía</td>\n",
       "      <td>2015-I PER</td>\n",
       "      <td>2015-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>76.0</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>SI</td>\n",
       "      <td>150004</td>\n",
       "      <td>Ciencia Política</td>\n",
       "      <td>B</td>\n",
       "      <td>BLYDAL , CARL JOHAN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>150119, 152230</td>\n",
       "      <td>Ciencias Sociales y Políticas</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>53.0</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.5588</td>\n",
       "      <td>14</td>\n",
       "      <td>12.0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.37</td>\n",
       "      <td>14.00</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0x0107d7ec9a272f83f15540965f9c0dbd10bc89a6fa32...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>F</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>LIMA-LIMA-LURIGANCHO</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-LA VICTORIA</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PAMER - SANTA BEATRIZ JIRON EMILIO FERNANDEZ</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Lima-Lima-Cercado</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Admisión Selectiva</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>NO</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Administración</td>\n",
       "      <td>2015-I PER</td>\n",
       "      <td>2014-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>151.0</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>1MN036</td>\n",
       "      <td>Marketing Relacional y CRM</td>\n",
       "      <td>A</td>\n",
       "      <td>PIPOLI DE AZAMBUJA, GINA MARIA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Marketing y Negocios Internacionales</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>21.0</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0221</td>\n",
       "      <td>19</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.58</td>\n",
       "      <td>17.80</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0x0107d7ec9a272f83f15540965f9c0dbd10bc89a6fa32...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>F</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>LIMA-LIMA-LURIGANCHO</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-LA VICTORIA</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PAMER - SANTA BEATRIZ JIRON EMILIO FERNANDEZ</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Lima-Lima-Cercado</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Admisión Selectiva</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>NO</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Administración</td>\n",
       "      <td>2015-I PER</td>\n",
       "      <td>2014-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>151.0</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>141613</td>\n",
       "      <td>Marketplace Management</td>\n",
       "      <td>A</td>\n",
       "      <td>REATEGUI SCHWARZ, GERARDO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Administración</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>26.0</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.6531</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100</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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.58</td>\n",
       "      <td>17.80</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272274</th>\n",
       "      <td>0xffefe52903f95d5e0df532927659199fb10612b0229d...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>F</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>LIMA-LIMA-ATE</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-SAN BORJA</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>REINA DE LAS AMERICAS - LA VICTORIA (La Victo</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Lima-Lima-La Victoria</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>MIXTO</td>\n",
       "      <td>17.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>A</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>A</td>\n",
       "      <td>Admisión Selectiva</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>SI</td>\n",
       "      <td>3</td>\n",
       "      <td>2021</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Administración</td>\n",
       "      <td>2022-I PER</td>\n",
       "      <td>2022-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>155.6</td>\n",
       "      <td>2</td>\n",
       "      <td>31.0</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>SI</td>\n",
       "      <td>138649</td>\n",
       "      <td>Matemáticas I</td>\n",
       "      <td>S</td>\n",
       "      <td>OLANO CRUCES, MARIO FERNANDO</td>\n",
       "      <td>CERNADES GOMEZ, JESUS</td>\n",
       "      <td>5</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>110043, 113038, 117005</td>\n",
       "      <td>Economía</td>\n",
       "      <td>2</td>\n",
       "      <td>32</td>\n",
       "      <td>84.0</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.8224</td>\n",
       "      <td>6</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.76</td>\n",
       "      <td>13.82</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272275</th>\n",
       "      <td>0xffefe52903f95d5e0df532927659199fb10612b0229d...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>F</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>LIMA-LIMA-ATE</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-SAN BORJA</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>REINA DE LAS AMERICAS - LA VICTORIA (La Victo</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Lima-Lima-La Victoria</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>MIXTO</td>\n",
       "      <td>17.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>A</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>A</td>\n",
       "      <td>Admisión Selectiva</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>SI</td>\n",
       "      <td>3</td>\n",
       "      <td>2021</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Administración</td>\n",
       "      <td>2022-I PER</td>\n",
       "      <td>2022-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>155.6</td>\n",
       "      <td>2</td>\n",
       "      <td>31.0</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>900597</td>\n",
       "      <td>Escritura creativa</td>\n",
       "      <td>A2</td>\n",
       "      <td>BOLAÑOS GAMERO, IVAN ENRIQUE</td>\n",
       "      <td>BIFFI OLIVAS, PATRICIA EDDA</td>\n",
       "      <td>1</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dirección de Formación Extraacadémica</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>26.0</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>20</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>REC</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",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.76</td>\n",
       "      <td>13.82</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272276</th>\n",
       "      <td>0xffefe52903f95d5e0df532927659199fb10612b0229d...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>F</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>LIMA-LIMA-ATE</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-SAN BORJA</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>REINA DE LAS AMERICAS - LA VICTORIA (La Victo</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Lima-Lima-La Victoria</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>MIXTO</td>\n",
       "      <td>17.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>A</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>A</td>\n",
       "      <td>Admisión Selectiva</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>SI</td>\n",
       "      <td>3</td>\n",
       "      <td>2021</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Administración</td>\n",
       "      <td>2022-I PER</td>\n",
       "      <td>2022-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>155.6</td>\n",
       "      <td>2</td>\n",
       "      <td>31.0</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>SI</td>\n",
       "      <td>120006</td>\n",
       "      <td>Lenguaje II</td>\n",
       "      <td>N</td>\n",
       "      <td>PINASCO ESPINOSA, SANDRA GABRIELLA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>121109, 121143</td>\n",
       "      <td>Humanidades</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>52.0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.4022</td>\n",
       "      <td>12</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.76</td>\n",
       "      <td>13.82</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272277</th>\n",
       "      <td>0xffefe52903f95d5e0df532927659199fb10612b0229d...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>F</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>LIMA-LIMA-ATE</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-SAN BORJA</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>REINA DE LAS AMERICAS - LA VICTORIA (La Victo</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Lima-Lima-La Victoria</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>MIXTO</td>\n",
       "      <td>17.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>A</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>A</td>\n",
       "      <td>Admisión Selectiva</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>SI</td>\n",
       "      <td>3</td>\n",
       "      <td>2021</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Administración</td>\n",
       "      <td>2022-I PER</td>\n",
       "      <td>2022-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>155.6</td>\n",
       "      <td>2</td>\n",
       "      <td>31.0</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>SI</td>\n",
       "      <td>158109</td>\n",
       "      <td>Sociología</td>\n",
       "      <td>M</td>\n",
       "      <td>VALENZUELA GUILLEN, JORGE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>150058</td>\n",
       "      <td>Ciencias Sociales y Políticas</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>54.0</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.5653</td>\n",
       "      <td>16</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.76</td>\n",
       "      <td>13.82</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272278</th>\n",
       "      <td>0xffefe52903f95d5e0df532927659199fb10612b0229d...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>F</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>LIMA-LIMA-ATE</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-SAN BORJA</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>REINA DE LAS AMERICAS - LA VICTORIA (La Victo</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Lima-Lima-La Victoria</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>MIXTO</td>\n",
       "      <td>17.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>A</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>AD</td>\n",
       "      <td>A</td>\n",
       "      <td>Admisión Selectiva</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>I PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>SI</td>\n",
       "      <td>3</td>\n",
       "      <td>2021</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Administración</td>\n",
       "      <td>2022-I PER</td>\n",
       "      <td>2022-I PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>155.6</td>\n",
       "      <td>2</td>\n",
       "      <td>31.0</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>SI</td>\n",
       "      <td>160092</td>\n",
       "      <td>Fundamentos de Contabilidad</td>\n",
       "      <td>I</td>\n",
       "      <td>ARIAS PICON, NORMA BEATRIZ</td>\n",
       "      <td>CEBALLOS VALENCIA, MARÍA ALEJANDRA</td>\n",
       "      <td>4</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>166097</td>\n",
       "      <td>Contabilidad</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>70.0</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.7414</td>\n",
       "      <td>14</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.76</td>\n",
       "      <td>13.82</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272279</th>\n",
       "      <td>0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>Lima</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SAN JOSE HNOS.MARISTAS (Callao - Callao)</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Callao-Callao-Callao</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Admisión Escuela Preuniversitaria</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>II PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>NO</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Economía</td>\n",
       "      <td>2017-I PER</td>\n",
       "      <td>2021-II PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>216.3</td>\n",
       "      <td>3</td>\n",
       "      <td>52.0</td>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>SI</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>SI</td>\n",
       "      <td>138201</td>\n",
       "      <td>Microeconomía I</td>\n",
       "      <td>E</td>\n",
       "      <td>MANRIQUE ZEDER, LISETH CRISTINA</td>\n",
       "      <td>CALATAYUD MALLQUI, ELMO ANDREE</td>\n",
       "      <td>5</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>132171, 139030</td>\n",
       "      <td>Economía</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>82.0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.1550</td>\n",
       "      <td>12</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15.34</td>\n",
       "      <td>15.35</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272280</th>\n",
       "      <td>0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>Lima</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SAN JOSE HNOS.MARISTAS (Callao - Callao)</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Callao-Callao-Callao</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Admisión Escuela Preuniversitaria</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>II PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>NO</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Economía</td>\n",
       "      <td>2017-I PER</td>\n",
       "      <td>2021-II PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>216.3</td>\n",
       "      <td>3</td>\n",
       "      <td>52.0</td>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>SI</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>SI</td>\n",
       "      <td>158109</td>\n",
       "      <td>Sociología</td>\n",
       "      <td>J</td>\n",
       "      <td>LLOSA MONTAGNE, CASANDRA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>150058</td>\n",
       "      <td>Ciencias Sociales y Políticas</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>52.0</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.3300</td>\n",
       "      <td>20</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15.34</td>\n",
       "      <td>15.35</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272281</th>\n",
       "      <td>0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>Lima</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SAN JOSE HNOS.MARISTAS (Callao - Callao)</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Callao-Callao-Callao</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Admisión Escuela Preuniversitaria</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>II PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>NO</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Economía</td>\n",
       "      <td>2017-I PER</td>\n",
       "      <td>2021-II PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>216.3</td>\n",
       "      <td>3</td>\n",
       "      <td>52.0</td>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>SI</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>SI</td>\n",
       "      <td>150140</td>\n",
       "      <td>Investigación Académica</td>\n",
       "      <td>G</td>\n",
       "      <td>PASTOR TORRES, GUSTAVO RICARDO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ciencias Sociales y Políticas</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>56.0</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.7209</td>\n",
       "      <td>18</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>18</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",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15.34</td>\n",
       "      <td>15.35</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272282</th>\n",
       "      <td>0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>Lima</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SAN JOSE HNOS.MARISTAS (Callao - Callao)</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Callao-Callao-Callao</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Admisión Escuela Preuniversitaria</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>II PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>NO</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Economía</td>\n",
       "      <td>2017-I PER</td>\n",
       "      <td>2021-II PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>216.3</td>\n",
       "      <td>3</td>\n",
       "      <td>52.0</td>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>SI</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>SI</td>\n",
       "      <td>130229</td>\n",
       "      <td>Matemáticas IV</td>\n",
       "      <td>C</td>\n",
       "      <td>GERSHY DAMET VARGAS, KEVIN MARTIN</td>\n",
       "      <td>GARZON TRUJILLO, JUAN DIEGO</td>\n",
       "      <td>5</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>138652</td>\n",
       "      <td>Economía</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>86.0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.7645</td>\n",
       "      <td>12</td>\n",
       "      <td>10.0</td>\n",
       "      <td>14</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15.34</td>\n",
       "      <td>15.35</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272283</th>\n",
       "      <td>0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>Lima</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>FALTANTE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SAN JOSE HNOS.MARISTAS (Callao - Callao)</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>Callao-Callao-Callao</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>OPCIONAL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Admisión Escuela Preuniversitaria</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>II PER</td>\n",
       "      <td>SIN BECA</td>\n",
       "      <td>NO</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matriculado</td>\n",
       "      <td>Economía</td>\n",
       "      <td>2017-I PER</td>\n",
       "      <td>2021-II PER</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>216.3</td>\n",
       "      <td>3</td>\n",
       "      <td>52.0</td>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>SI</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>900750</td>\n",
       "      <td>Comunicación e influencia en el entorno</td>\n",
       "      <td>A2</td>\n",
       "      <td>GRANTHON URIARTE, RONALD JEFRIE</td>\n",
       "      <td>RODRIGUEZ CUADROS DE MURO, LORENA</td>\n",
       "      <td>1</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dirección de Formación Extraacadémica</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>26.0</td>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>20</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>REC</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",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15.34</td>\n",
       "      <td>15.35</td>\n",
       "      <td>NO</td>\n",
       "      <td>NO</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>272284 rows × 203 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        CODIGO_DEL_ALUMNO  ACADEMIC_YEAR  \\\n",
       "0       0x003c4717dc61e2a801539565cd9e8167ad6645fa175a...           2018   \n",
       "1       0x003c4717dc61e2a801539565cd9e8167ad6645fa175a...           2018   \n",
       "2       0x0090bcfbb9f54edfce3a743cbed4b2b540a7afd08269...           2018   \n",
       "3       0x00c5536b4ceda92accead7b9258e738be746b2dc0d98...           2018   \n",
       "4       0x00d135a1b90acfdb8567ee23a352ee17f36a8c7c912e...           2018   \n",
       "5       0x00f2077826ef3ce3ae63afc85c91b49ece20b4070238...           2018   \n",
       "6       0x00f2077826ef3ce3ae63afc85c91b49ece20b4070238...           2018   \n",
       "7       0x00fdbf46d6507eb2e3814a0ec40e3e53b7dd11b4b32e...           2018   \n",
       "8       0x0107d7ec9a272f83f15540965f9c0dbd10bc89a6fa32...           2018   \n",
       "9       0x0107d7ec9a272f83f15540965f9c0dbd10bc89a6fa32...           2018   \n",
       "...                                                   ...            ...   \n",
       "272274  0xffefe52903f95d5e0df532927659199fb10612b0229d...           2022   \n",
       "272275  0xffefe52903f95d5e0df532927659199fb10612b0229d...           2022   \n",
       "272276  0xffefe52903f95d5e0df532927659199fb10612b0229d...           2022   \n",
       "272277  0xffefe52903f95d5e0df532927659199fb10612b0229d...           2022   \n",
       "272278  0xffefe52903f95d5e0df532927659199fb10612b0229d...           2022   \n",
       "272279  0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...           2022   \n",
       "272280  0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...           2022   \n",
       "272281  0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...           2022   \n",
       "272282  0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...           2022   \n",
       "272283  0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...           2022   \n",
       "\n",
       "       ACADEMIC_TERM GENERO  EDAD_INGRESO  EDAD_ACTUAL  \\\n",
       "0         CUR VERANO      M            19           29   \n",
       "1         CUR VERANO      M            19           29   \n",
       "2         CUR VERANO      F            16           25   \n",
       "3         CUR VERANO      F            17           24   \n",
       "4         CUR VERANO      M            17           25   \n",
       "5         CUR VERANO      M            17           27   \n",
       "6         CUR VERANO      M            17           27   \n",
       "7         CUR VERANO      M            21           29   \n",
       "8         CUR VERANO      F            16           26   \n",
       "9         CUR VERANO      F            16           26   \n",
       "...              ...    ...           ...          ...   \n",
       "272274        II PER      F            17           19   \n",
       "272275        II PER      F            17           19   \n",
       "272276        II PER      F            17           19   \n",
       "272277        II PER      F            17           19   \n",
       "272278        II PER      F            17           19   \n",
       "272279        II PER      M            18           20   \n",
       "272280        II PER      M            18           20   \n",
       "272281        II PER      M            18           20   \n",
       "272282        II PER      M            18           20   \n",
       "272283        II PER      M            18           20   \n",
       "\n",
       "                  LUGAR_DE_NACIMIENTO LUGAR_DE_ORIGEN     LUGAR_DE_RESIDENCIA  \\\n",
       "0         TACNA-JORGE BASADRE-ILABAYA       Provincia    LIMA-LIMA-SAN ISIDRO   \n",
       "1         TACNA-JORGE BASADRE-ILABAYA       Provincia    LIMA-LIMA-SAN ISIDRO   \n",
       "2                LIMA-LIMA-MIRAFLORES            Lima    LIMA-LIMA-MIRAFLORES   \n",
       "3                     LIMA-LIMA-RIMAC            Lima         LIMA-LIMA-RÍMAC   \n",
       "4                           CARACAS--        Exterior  LIMA-LIMA-PUEBLO LIBRE   \n",
       "5              PUNO-SAN ROMAN-JULIACA       Provincia   LIMA-LIMA-JESÚS MARÍA   \n",
       "6              PUNO-SAN ROMAN-JULIACA       Provincia   LIMA-LIMA-JESÚS MARÍA   \n",
       "7       CAJAMARCA-CAJAMARCA-CAJAMARCA       Provincia  LIMA-LIMA-PUEBLO LIBRE   \n",
       "8                LIMA-LIMA-LURIGANCHO            Lima   LIMA-LIMA-LA VICTORIA   \n",
       "9                LIMA-LIMA-LURIGANCHO            Lima   LIMA-LIMA-LA VICTORIA   \n",
       "...                               ...             ...                     ...   \n",
       "272274                  LIMA-LIMA-ATE            Lima     LIMA-LIMA-SAN BORJA   \n",
       "272275                  LIMA-LIMA-ATE            Lima     LIMA-LIMA-SAN BORJA   \n",
       "272276                  LIMA-LIMA-ATE            Lima     LIMA-LIMA-SAN BORJA   \n",
       "272277                  LIMA-LIMA-ATE            Lima     LIMA-LIMA-SAN BORJA   \n",
       "272278                  LIMA-LIMA-ATE            Lima     LIMA-LIMA-SAN BORJA   \n",
       "272279           CALLAO-CALLAO-CALLAO            Lima    CALLAO-CALLAO-CALLAO   \n",
       "272280           CALLAO-CALLAO-CALLAO            Lima    CALLAO-CALLAO-CALLAO   \n",
       "272281           CALLAO-CALLAO-CALLAO            Lima    CALLAO-CALLAO-CALLAO   \n",
       "272282           CALLAO-CALLAO-CALLAO            Lima    CALLAO-CALLAO-CALLAO   \n",
       "272283           CALLAO-CALLAO-CALLAO            Lima    CALLAO-CALLAO-CALLAO   \n",
       "\n",
       "               GRADO_PADRE OCUPACION_PADRE     UBIGEO_PADRE  \\\n",
       "0                 FALTANTE        FALTANTE         FALTANTE   \n",
       "1                 FALTANTE        FALTANTE         FALTANTE   \n",
       "2                 FALTANTE        FALTANTE         FALTANTE   \n",
       "3       Titulo Profesional    ADMINISTRADO  Lima-Lima-Rímac   \n",
       "4       Titulo Profesional      ARQUITECTO  Lima-Lima-Surco   \n",
       "5                 FALTANTE        FALTANTE         FALTANTE   \n",
       "6                 FALTANTE        FALTANTE         FALTANTE   \n",
       "7                 FALTANTE        FALTANTE         FALTANTE   \n",
       "8                 FALTANTE        FALTANTE         FALTANTE   \n",
       "9                 FALTANTE        FALTANTE         FALTANTE   \n",
       "...                    ...             ...              ...   \n",
       "272274            FALTANTE        FALTANTE         FALTANTE   \n",
       "272275            FALTANTE        FALTANTE         FALTANTE   \n",
       "272276            FALTANTE        FALTANTE         FALTANTE   \n",
       "272277            FALTANTE        FALTANTE         FALTANTE   \n",
       "272278            FALTANTE        FALTANTE         FALTANTE   \n",
       "272279            FALTANTE        FALTANTE         FALTANTE   \n",
       "272280            FALTANTE        FALTANTE         FALTANTE   \n",
       "272281            FALTANTE        FALTANTE         FALTANTE   \n",
       "272282            FALTANTE        FALTANTE         FALTANTE   \n",
       "272283            FALTANTE        FALTANTE         FALTANTE   \n",
       "\n",
       "               GRADO_MADRE OCUPACION_MADRE     UBIGEO_MADRE  NUMERO_HERMANOS  \\\n",
       "0                 FALTANTE        FALTANTE         FALTANTE                0   \n",
       "1                 FALTANTE        FALTANTE         FALTANTE                0   \n",
       "2                 FALTANTE        FALTANTE         FALTANTE                0   \n",
       "3         Técnico Superior      Empresario  Lima-Lima-Rímac                1   \n",
       "4       Titulo Profesional      ARQUITECTA  Lima-Lima-Surco                1   \n",
       "5                 FALTANTE        FALTANTE         FALTANTE                0   \n",
       "6                 FALTANTE        FALTANTE         FALTANTE                0   \n",
       "7                 FALTANTE        FALTANTE         FALTANTE                0   \n",
       "8                 FALTANTE        FALTANTE         FALTANTE                0   \n",
       "9                 FALTANTE        FALTANTE         FALTANTE                0   \n",
       "...                    ...             ...              ...              ...   \n",
       "272274            FALTANTE        FALTANTE         FALTANTE                0   \n",
       "272275            FALTANTE        FALTANTE         FALTANTE                0   \n",
       "272276            FALTANTE        FALTANTE         FALTANTE                0   \n",
       "272277            FALTANTE        FALTANTE         FALTANTE                0   \n",
       "272278            FALTANTE        FALTANTE         FALTANTE                0   \n",
       "272279            FALTANTE        FALTANTE         FALTANTE                0   \n",
       "272280            FALTANTE        FALTANTE         FALTANTE                0   \n",
       "272281            FALTANTE        FALTANTE         FALTANTE                0   \n",
       "272282            FALTANTE        FALTANTE         FALTANTE                0   \n",
       "272283            FALTANTE        FALTANTE         FALTANTE                0   \n",
       "\n",
       "        NUMERO_HERMANOS_EN_LA_UP  \\\n",
       "0                              0   \n",
       "1                              0   \n",
       "2                              0   \n",
       "3                              0   \n",
       "4                              0   \n",
       "5                              0   \n",
       "6                              0   \n",
       "7                              0   \n",
       "8                              0   \n",
       "9                              0   \n",
       "...                          ...   \n",
       "272274                         0   \n",
       "272275                         0   \n",
       "272276                         0   \n",
       "272277                         0   \n",
       "272278                         0   \n",
       "272279                         0   \n",
       "272280                         0   \n",
       "272281                         0   \n",
       "272282                         0   \n",
       "272283                         0   \n",
       "\n",
       "                               COLEGIO_DE_PROCEDENCIA  \\\n",
       "0                             Aspaen Gimnasio Saucará   \n",
       "1                             Aspaen Gimnasio Saucará   \n",
       "2          MATER PURISSIMA AVENIDA DE LA AVIACION 445   \n",
       "3            NUESTRA SEÑORA DE LA CONSOLACION (Rimac)   \n",
       "4                      Alpamayo CALLE BUCARAMANGA 145   \n",
       "5            FRANCISCANO SAN ROMAN PLAZA DE ARMAS S/N   \n",
       "6            FRANCISCANO SAN ROMAN PLAZA DE ARMAS S/N   \n",
       "7                       DAVY AVENIDA HOYOS RUBIO 2684   \n",
       "8        PAMER - SANTA BEATRIZ JIRON EMILIO FERNANDEZ   \n",
       "9        PAMER - SANTA BEATRIZ JIRON EMILIO FERNANDEZ   \n",
       "...                                               ...   \n",
       "272274  REINA DE LAS AMERICAS - LA VICTORIA (La Victo   \n",
       "272275  REINA DE LAS AMERICAS - LA VICTORIA (La Victo   \n",
       "272276  REINA DE LAS AMERICAS - LA VICTORIA (La Victo   \n",
       "272277  REINA DE LAS AMERICAS - LA VICTORIA (La Victo   \n",
       "272278  REINA DE LAS AMERICAS - LA VICTORIA (La Victo   \n",
       "272279       SAN JOSE HNOS.MARISTAS (Callao - Callao)   \n",
       "272280       SAN JOSE HNOS.MARISTAS (Callao - Callao)   \n",
       "272281       SAN JOSE HNOS.MARISTAS (Callao - Callao)   \n",
       "272282       SAN JOSE HNOS.MARISTAS (Callao - Callao)   \n",
       "272283       SAN JOSE HNOS.MARISTAS (Callao - Callao)   \n",
       "\n",
       "                        TIPO_COLEGIO  \\\n",
       "0                           OPCIONAL   \n",
       "1                           OPCIONAL   \n",
       "2                           OPCIONAL   \n",
       "3                           OPCIONAL   \n",
       "4       Colegios de Alto Rendimiento   \n",
       "5                           OPCIONAL   \n",
       "6                           OPCIONAL   \n",
       "7         Bachillerato Internacional   \n",
       "8                           OPCIONAL   \n",
       "9                           OPCIONAL   \n",
       "...                              ...   \n",
       "272274                      OPCIONAL   \n",
       "272275                      OPCIONAL   \n",
       "272276                      OPCIONAL   \n",
       "272277                      OPCIONAL   \n",
       "272278                      OPCIONAL   \n",
       "272279                      OPCIONAL   \n",
       "272280                      OPCIONAL   \n",
       "272281                      OPCIONAL   \n",
       "272282                      OPCIONAL   \n",
       "272283                      OPCIONAL   \n",
       "\n",
       "                                        UBIGEO_COLEGIO  \\\n",
       "0        - - Exterior - --- - Exterior - --Bucaramanga   \n",
       "1        - - Exterior - --- - Exterior - --Bucaramanga   \n",
       "2                                 Lima-Lima-Miraflores   \n",
       "3                                      Lima-Lima-Rímac   \n",
       "4                                Lima-Lima-Ate Vitarte   \n",
       "5                               Puno-San Román-Juliaca   \n",
       "6                               Puno-San Román-Juliaca   \n",
       "7                        Cajamarca-Cajamarca-Cajamarca   \n",
       "8                                    Lima-Lima-Cercado   \n",
       "9                                    Lima-Lima-Cercado   \n",
       "...                                                ...   \n",
       "272274                           Lima-Lima-La Victoria   \n",
       "272275                           Lima-Lima-La Victoria   \n",
       "272276                           Lima-Lima-La Victoria   \n",
       "272277                           Lima-Lima-La Victoria   \n",
       "272278                           Lima-Lima-La Victoria   \n",
       "272279                            Callao-Callao-Callao   \n",
       "272280                            Callao-Callao-Callao   \n",
       "272281                            Callao-Callao-Callao   \n",
       "272282                            Callao-Callao-Callao   \n",
       "272283                            Callao-Callao-Callao   \n",
       "\n",
       "       BACHILLERATO_INTERNACIONAL COLEGIO_DE_ALTO_RENDIMIENTO  \\\n",
       "0                              NO                          NO   \n",
       "1                              NO                          NO   \n",
       "2                              NO                          NO   \n",
       "3                              NO                          NO   \n",
       "4                              SI                          SI   \n",
       "5                              NO                          NO   \n",
       "6                              NO                          NO   \n",
       "7                              SI                          NO   \n",
       "8                              NO                          NO   \n",
       "9                              NO                          NO   \n",
       "...                           ...                         ...   \n",
       "272274                         NO                          NO   \n",
       "272275                         NO                          NO   \n",
       "272276                         NO                          NO   \n",
       "272277                         NO                          NO   \n",
       "272278                         NO                          NO   \n",
       "272279                         NO                          NO   \n",
       "272280                         NO                          NO   \n",
       "272281                         NO                          NO   \n",
       "272282                         NO                          NO   \n",
       "272283                         NO                          NO   \n",
       "\n",
       "       EVALUACION_VIGESIMAL_COMPETENCIAS_MIXTO  3RO_MATEMATICA  \\\n",
       "0                                     OPCIONAL             NaN   \n",
       "1                                     OPCIONAL             NaN   \n",
       "2                                    VIGESIMAL            19.0   \n",
       "3                                    VIGESIMAL            17.0   \n",
       "4                                    VIGESIMAL            15.0   \n",
       "5                                     OPCIONAL             NaN   \n",
       "6                                     OPCIONAL             NaN   \n",
       "7                                    VIGESIMAL            15.0   \n",
       "8                                     OPCIONAL             NaN   \n",
       "9                                     OPCIONAL             NaN   \n",
       "...                                        ...             ...   \n",
       "272274                                   MIXTO            17.0   \n",
       "272275                                   MIXTO            17.0   \n",
       "272276                                   MIXTO            17.0   \n",
       "272277                                   MIXTO            17.0   \n",
       "272278                                   MIXTO            17.0   \n",
       "272279                                OPCIONAL             0.0   \n",
       "272280                                OPCIONAL             0.0   \n",
       "272281                                OPCIONAL             0.0   \n",
       "272282                                OPCIONAL             0.0   \n",
       "272283                                OPCIONAL             0.0   \n",
       "\n",
       "        3RO_COMUNICACION  4TO_MATEMATICA  4TO_COMUNICACION  5TO_MATEMATICA  \\\n",
       "0                    NaN             NaN               NaN             NaN   \n",
       "1                    NaN             NaN               NaN             NaN   \n",
       "2                   17.0            18.0              16.0            17.0   \n",
       "3                   15.0            17.0              15.0            17.0   \n",
       "4                   14.0            15.0              15.0            17.0   \n",
       "5                    NaN             NaN               NaN             NaN   \n",
       "6                    NaN             NaN               NaN             NaN   \n",
       "7                   13.0            13.0              13.0            14.0   \n",
       "8                    NaN             NaN               NaN             NaN   \n",
       "9                    NaN             NaN               NaN             NaN   \n",
       "...                  ...             ...               ...             ...   \n",
       "272274              16.0             0.0               0.0             0.0   \n",
       "272275              16.0             0.0               0.0             0.0   \n",
       "272276              16.0             0.0               0.0             0.0   \n",
       "272277              16.0             0.0               0.0             0.0   \n",
       "272278              16.0             0.0               0.0             0.0   \n",
       "272279               0.0             0.0               0.0             0.0   \n",
       "272280               0.0             0.0               0.0             0.0   \n",
       "272281               0.0             0.0               0.0             0.0   \n",
       "272282               0.0             0.0               0.0             0.0   \n",
       "272283               0.0             0.0               0.0             0.0   \n",
       "\n",
       "        5TO_COMUNICACION 3RO_CIENCIA_TECNOLOGIA_DISEÑA  \\\n",
       "0                    NaN                           NaN   \n",
       "1                    NaN                           NaN   \n",
       "2                   16.0                           NaN   \n",
       "3                   15.0                           NaN   \n",
       "4                   18.0                           NaN   \n",
       "5                    NaN                           NaN   \n",
       "6                    NaN                           NaN   \n",
       "7                   15.0                           NaN   \n",
       "8                    NaN                           NaN   \n",
       "9                    NaN                           NaN   \n",
       "...                  ...                           ...   \n",
       "272274               0.0                           NaN   \n",
       "272275               0.0                           NaN   \n",
       "272276               0.0                           NaN   \n",
       "272277               0.0                           NaN   \n",
       "272278               0.0                           NaN   \n",
       "272279               0.0                           NaN   \n",
       "272280               0.0                           NaN   \n",
       "272281               0.0                           NaN   \n",
       "272282               0.0                           NaN   \n",
       "272283               0.0                           NaN   \n",
       "\n",
       "       3RO_CIENCIA_TECNOLOGIA_EXPLICA 3RO_CIENCIA_TECNOLOGIA_INDAGA  \\\n",
       "0                                 NaN                           NaN   \n",
       "1                                 NaN                           NaN   \n",
       "2                                 NaN                           NaN   \n",
       "3                                 NaN                           NaN   \n",
       "4                                 NaN                           NaN   \n",
       "5                                 NaN                           NaN   \n",
       "6                                 NaN                           NaN   \n",
       "7                                 NaN                           NaN   \n",
       "8                                 NaN                           NaN   \n",
       "9                                 NaN                           NaN   \n",
       "...                               ...                           ...   \n",
       "272274                            NaN                           NaN   \n",
       "272275                            NaN                           NaN   \n",
       "272276                            NaN                           NaN   \n",
       "272277                            NaN                           NaN   \n",
       "272278                            NaN                           NaN   \n",
       "272279                            NaN                           NaN   \n",
       "272280                            NaN                           NaN   \n",
       "272281                            NaN                           NaN   \n",
       "272282                            NaN                           NaN   \n",
       "272283                            NaN                           NaN   \n",
       "\n",
       "       3RO_CIENCIAS_SOCIALES_CONSTRUYE 3RO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE  \\\n",
       "0                                  NaN                                    NaN   \n",
       "1                                  NaN                                    NaN   \n",
       "2                                  NaN                                    NaN   \n",
       "3                                  NaN                                    NaN   \n",
       "4                                  NaN                                    NaN   \n",
       "5                                  NaN                                    NaN   \n",
       "6                                  NaN                                    NaN   \n",
       "7                                  NaN                                    NaN   \n",
       "8                                  NaN                                    NaN   \n",
       "9                                  NaN                                    NaN   \n",
       "...                                ...                                    ...   \n",
       "272274                             NaN                                    NaN   \n",
       "272275                             NaN                                    NaN   \n",
       "272276                             NaN                                    NaN   \n",
       "272277                             NaN                                    NaN   \n",
       "272278                             NaN                                    NaN   \n",
       "272279                             NaN                                    NaN   \n",
       "272280                             NaN                                    NaN   \n",
       "272281                             NaN                                    NaN   \n",
       "272282                             NaN                                    NaN   \n",
       "272283                             NaN                                    NaN   \n",
       "\n",
       "       3RO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS  \\\n",
       "0                                            NaN   \n",
       "1                                            NaN   \n",
       "2                                            NaN   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "5                                            NaN   \n",
       "6                                            NaN   \n",
       "7                                            NaN   \n",
       "8                                            NaN   \n",
       "9                                            NaN   \n",
       "...                                          ...   \n",
       "272274                                       NaN   \n",
       "272275                                       NaN   \n",
       "272276                                       NaN   \n",
       "272277                                       NaN   \n",
       "272278                                       NaN   \n",
       "272279                                       NaN   \n",
       "272280                                       NaN   \n",
       "272281                                       NaN   \n",
       "272282                                       NaN   \n",
       "272283                                       NaN   \n",
       "\n",
       "       3RO_COMUNICACION_LENGUA_ESCRIBE 3RO_COMUNICACION_LENGUA_LEE  \\\n",
       "0                                  NaN                         NaN   \n",
       "1                                  NaN                         NaN   \n",
       "2                                  NaN                         NaN   \n",
       "3                                  NaN                         NaN   \n",
       "4                                  NaN                         NaN   \n",
       "5                                  NaN                         NaN   \n",
       "6                                  NaN                         NaN   \n",
       "7                                  NaN                         NaN   \n",
       "8                                  NaN                         NaN   \n",
       "9                                  NaN                         NaN   \n",
       "...                                ...                         ...   \n",
       "272274                             NaN                         NaN   \n",
       "272275                             NaN                         NaN   \n",
       "272276                             NaN                         NaN   \n",
       "272277                             NaN                         NaN   \n",
       "272278                             NaN                         NaN   \n",
       "272279                             NaN                         NaN   \n",
       "272280                             NaN                         NaN   \n",
       "272281                             NaN                         NaN   \n",
       "272282                             NaN                         NaN   \n",
       "272283                             NaN                         NaN   \n",
       "\n",
       "       3RO_COMUNICACION_LENGUA_COMUNICA 3RO_MATEMATICA_CANTIDAD  \\\n",
       "0                                   NaN                     NaN   \n",
       "1                                   NaN                     NaN   \n",
       "2                                   NaN                     NaN   \n",
       "3                                   NaN                     NaN   \n",
       "4                                   NaN                     NaN   \n",
       "5                                   NaN                     NaN   \n",
       "6                                   NaN                     NaN   \n",
       "7                                   NaN                     NaN   \n",
       "8                                   NaN                     NaN   \n",
       "9                                   NaN                     NaN   \n",
       "...                                 ...                     ...   \n",
       "272274                              NaN                     NaN   \n",
       "272275                              NaN                     NaN   \n",
       "272276                              NaN                     NaN   \n",
       "272277                              NaN                     NaN   \n",
       "272278                              NaN                     NaN   \n",
       "272279                              NaN                     NaN   \n",
       "272280                              NaN                     NaN   \n",
       "272281                              NaN                     NaN   \n",
       "272282                              NaN                     NaN   \n",
       "272283                              NaN                     NaN   \n",
       "\n",
       "       3RO_MATEMATICA_FORMA 3RO_MATEMATICA_GESTION_DATOS  \\\n",
       "0                       NaN                          NaN   \n",
       "1                       NaN                          NaN   \n",
       "2                       NaN                          NaN   \n",
       "3                       NaN                          NaN   \n",
       "4                       NaN                          NaN   \n",
       "5                       NaN                          NaN   \n",
       "6                       NaN                          NaN   \n",
       "7                       NaN                          NaN   \n",
       "8                       NaN                          NaN   \n",
       "9                       NaN                          NaN   \n",
       "...                     ...                          ...   \n",
       "272274                  NaN                          NaN   \n",
       "272275                  NaN                          NaN   \n",
       "272276                  NaN                          NaN   \n",
       "272277                  NaN                          NaN   \n",
       "272278                  NaN                          NaN   \n",
       "272279                  NaN                          NaN   \n",
       "272280                  NaN                          NaN   \n",
       "272281                  NaN                          NaN   \n",
       "272282                  NaN                          NaN   \n",
       "272283                  NaN                          NaN   \n",
       "\n",
       "       3RO_MATEMATICA_REGULARIDAD_EQUIVALENCIA 4TO_CIENCIA_TECNOLOGIA_DISEÑA  \\\n",
       "0                                          NaN                           NaN   \n",
       "1                                          NaN                           NaN   \n",
       "2                                          NaN                           NaN   \n",
       "3                                          NaN                           NaN   \n",
       "4                                          NaN                           NaN   \n",
       "5                                          NaN                           NaN   \n",
       "6                                          NaN                           NaN   \n",
       "7                                          NaN                           NaN   \n",
       "8                                          NaN                           NaN   \n",
       "9                                          NaN                           NaN   \n",
       "...                                        ...                           ...   \n",
       "272274                                     NaN                            AD   \n",
       "272275                                     NaN                            AD   \n",
       "272276                                     NaN                            AD   \n",
       "272277                                     NaN                            AD   \n",
       "272278                                     NaN                            AD   \n",
       "272279                                     NaN                           NaN   \n",
       "272280                                     NaN                           NaN   \n",
       "272281                                     NaN                           NaN   \n",
       "272282                                     NaN                           NaN   \n",
       "272283                                     NaN                           NaN   \n",
       "\n",
       "       4TO_CIENCIA_TECNOLOGIA_EXPLICA 4TO_CIENCIA_TECNOLOGIA_INDAGA  \\\n",
       "0                                 NaN                           NaN   \n",
       "1                                 NaN                           NaN   \n",
       "2                                 NaN                           NaN   \n",
       "3                                 NaN                           NaN   \n",
       "4                                 NaN                           NaN   \n",
       "5                                 NaN                           NaN   \n",
       "6                                 NaN                           NaN   \n",
       "7                                 NaN                           NaN   \n",
       "8                                 NaN                           NaN   \n",
       "9                                 NaN                           NaN   \n",
       "...                               ...                           ...   \n",
       "272274                             AD                            AD   \n",
       "272275                             AD                            AD   \n",
       "272276                             AD                            AD   \n",
       "272277                             AD                            AD   \n",
       "272278                             AD                            AD   \n",
       "272279                            NaN                           NaN   \n",
       "272280                            NaN                           NaN   \n",
       "272281                            NaN                           NaN   \n",
       "272282                            NaN                           NaN   \n",
       "272283                            NaN                           NaN   \n",
       "\n",
       "       4TO_CIENCIAS_SOCIALES_CONSTRUYE 4TO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE  \\\n",
       "0                                  NaN                                    NaN   \n",
       "1                                  NaN                                    NaN   \n",
       "2                                  NaN                                    NaN   \n",
       "3                                  NaN                                    NaN   \n",
       "4                                  NaN                                    NaN   \n",
       "5                                  NaN                                    NaN   \n",
       "6                                  NaN                                    NaN   \n",
       "7                                  NaN                                    NaN   \n",
       "8                                  NaN                                    NaN   \n",
       "9                                  NaN                                    NaN   \n",
       "...                                ...                                    ...   \n",
       "272274                              AD                                     AD   \n",
       "272275                              AD                                     AD   \n",
       "272276                              AD                                     AD   \n",
       "272277                              AD                                     AD   \n",
       "272278                              AD                                     AD   \n",
       "272279                             NaN                                    NaN   \n",
       "272280                             NaN                                    NaN   \n",
       "272281                             NaN                                    NaN   \n",
       "272282                             NaN                                    NaN   \n",
       "272283                             NaN                                    NaN   \n",
       "\n",
       "       4TO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS  \\\n",
       "0                                            NaN   \n",
       "1                                            NaN   \n",
       "2                                            NaN   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "5                                            NaN   \n",
       "6                                            NaN   \n",
       "7                                            NaN   \n",
       "8                                            NaN   \n",
       "9                                            NaN   \n",
       "...                                          ...   \n",
       "272274                                        AD   \n",
       "272275                                        AD   \n",
       "272276                                        AD   \n",
       "272277                                        AD   \n",
       "272278                                        AD   \n",
       "272279                                       NaN   \n",
       "272280                                       NaN   \n",
       "272281                                       NaN   \n",
       "272282                                       NaN   \n",
       "272283                                       NaN   \n",
       "\n",
       "       4TO_COMUNICACION_LENGUA_ESCRIBE 4TO_COMUNICACION_LENGUA_LEE  \\\n",
       "0                                  NaN                         NaN   \n",
       "1                                  NaN                         NaN   \n",
       "2                                  NaN                         NaN   \n",
       "3                                  NaN                         NaN   \n",
       "4                                  NaN                         NaN   \n",
       "5                                  NaN                         NaN   \n",
       "6                                  NaN                         NaN   \n",
       "7                                  NaN                         NaN   \n",
       "8                                  NaN                         NaN   \n",
       "9                                  NaN                         NaN   \n",
       "...                                ...                         ...   \n",
       "272274                              AD                          AD   \n",
       "272275                              AD                          AD   \n",
       "272276                              AD                          AD   \n",
       "272277                              AD                          AD   \n",
       "272278                              AD                          AD   \n",
       "272279                             NaN                         NaN   \n",
       "272280                             NaN                         NaN   \n",
       "272281                             NaN                         NaN   \n",
       "272282                             NaN                         NaN   \n",
       "272283                             NaN                         NaN   \n",
       "\n",
       "       4TO_COMUNICACION_LENGUA_COMUNICA 4TO_MATEMATICA_CANTIDAD  \\\n",
       "0                                   NaN                     NaN   \n",
       "1                                   NaN                     NaN   \n",
       "2                                   NaN                     NaN   \n",
       "3                                   NaN                     NaN   \n",
       "4                                   NaN                     NaN   \n",
       "5                                   NaN                     NaN   \n",
       "6                                   NaN                     NaN   \n",
       "7                                   NaN                     NaN   \n",
       "8                                   NaN                     NaN   \n",
       "9                                   NaN                     NaN   \n",
       "...                                 ...                     ...   \n",
       "272274                                A                      AD   \n",
       "272275                                A                      AD   \n",
       "272276                                A                      AD   \n",
       "272277                                A                      AD   \n",
       "272278                                A                      AD   \n",
       "272279                              NaN                     NaN   \n",
       "272280                              NaN                     NaN   \n",
       "272281                              NaN                     NaN   \n",
       "272282                              NaN                     NaN   \n",
       "272283                              NaN                     NaN   \n",
       "\n",
       "       4TO_MATEMATICA_FORMA 4TO_MATEMATICA_GESTION_DATOS  \\\n",
       "0                       NaN                          NaN   \n",
       "1                       NaN                          NaN   \n",
       "2                       NaN                          NaN   \n",
       "3                       NaN                          NaN   \n",
       "4                       NaN                          NaN   \n",
       "5                       NaN                          NaN   \n",
       "6                       NaN                          NaN   \n",
       "7                       NaN                          NaN   \n",
       "8                       NaN                          NaN   \n",
       "9                       NaN                          NaN   \n",
       "...                     ...                          ...   \n",
       "272274                   AD                           AD   \n",
       "272275                   AD                           AD   \n",
       "272276                   AD                           AD   \n",
       "272277                   AD                           AD   \n",
       "272278                   AD                           AD   \n",
       "272279                  NaN                          NaN   \n",
       "272280                  NaN                          NaN   \n",
       "272281                  NaN                          NaN   \n",
       "272282                  NaN                          NaN   \n",
       "272283                  NaN                          NaN   \n",
       "\n",
       "       4TO_MATEMATICA_REGULARIDAD_EQUIVALENCIA 5TO_CIENCIA_TECNOLOGIA_DISEÑA  \\\n",
       "0                                          NaN                           NaN   \n",
       "1                                          NaN                           NaN   \n",
       "2                                          NaN                           NaN   \n",
       "3                                          NaN                           NaN   \n",
       "4                                          NaN                           NaN   \n",
       "5                                          NaN                           NaN   \n",
       "6                                          NaN                           NaN   \n",
       "7                                          NaN                           NaN   \n",
       "8                                          NaN                           NaN   \n",
       "9                                          NaN                           NaN   \n",
       "...                                        ...                           ...   \n",
       "272274                                      AD                            AD   \n",
       "272275                                      AD                            AD   \n",
       "272276                                      AD                            AD   \n",
       "272277                                      AD                            AD   \n",
       "272278                                      AD                            AD   \n",
       "272279                                     NaN                           NaN   \n",
       "272280                                     NaN                           NaN   \n",
       "272281                                     NaN                           NaN   \n",
       "272282                                     NaN                           NaN   \n",
       "272283                                     NaN                           NaN   \n",
       "\n",
       "       5TO_CIENCIA_TECNOLOGIA_EXPLICA 5TO_CIENCIA_TECNOLOGIA_INDAGA  \\\n",
       "0                                 NaN                           NaN   \n",
       "1                                 NaN                           NaN   \n",
       "2                                 NaN                           NaN   \n",
       "3                                 NaN                           NaN   \n",
       "4                                 NaN                           NaN   \n",
       "5                                 NaN                           NaN   \n",
       "6                                 NaN                           NaN   \n",
       "7                                 NaN                           NaN   \n",
       "8                                 NaN                           NaN   \n",
       "9                                 NaN                           NaN   \n",
       "...                               ...                           ...   \n",
       "272274                             AD                            AD   \n",
       "272275                             AD                            AD   \n",
       "272276                             AD                            AD   \n",
       "272277                             AD                            AD   \n",
       "272278                             AD                            AD   \n",
       "272279                            NaN                           NaN   \n",
       "272280                            NaN                           NaN   \n",
       "272281                            NaN                           NaN   \n",
       "272282                            NaN                           NaN   \n",
       "272283                            NaN                           NaN   \n",
       "\n",
       "       5TO_CIENCIAS_SOCIALES_CONSTRUYE 5TO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE  \\\n",
       "0                                  NaN                                    NaN   \n",
       "1                                  NaN                                    NaN   \n",
       "2                                  NaN                                    NaN   \n",
       "3                                  NaN                                    NaN   \n",
       "4                                  NaN                                    NaN   \n",
       "5                                  NaN                                    NaN   \n",
       "6                                  NaN                                    NaN   \n",
       "7                                  NaN                                    NaN   \n",
       "8                                  NaN                                    NaN   \n",
       "9                                  NaN                                    NaN   \n",
       "...                                ...                                    ...   \n",
       "272274                              AD                                     AD   \n",
       "272275                              AD                                     AD   \n",
       "272276                              AD                                     AD   \n",
       "272277                              AD                                     AD   \n",
       "272278                              AD                                     AD   \n",
       "272279                             NaN                                    NaN   \n",
       "272280                             NaN                                    NaN   \n",
       "272281                             NaN                                    NaN   \n",
       "272282                             NaN                                    NaN   \n",
       "272283                             NaN                                    NaN   \n",
       "\n",
       "       5TO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS  \\\n",
       "0                                            NaN   \n",
       "1                                            NaN   \n",
       "2                                            NaN   \n",
       "3                                            NaN   \n",
       "4                                            NaN   \n",
       "5                                            NaN   \n",
       "6                                            NaN   \n",
       "7                                            NaN   \n",
       "8                                            NaN   \n",
       "9                                            NaN   \n",
       "...                                          ...   \n",
       "272274                                        AD   \n",
       "272275                                        AD   \n",
       "272276                                        AD   \n",
       "272277                                        AD   \n",
       "272278                                        AD   \n",
       "272279                                       NaN   \n",
       "272280                                       NaN   \n",
       "272281                                       NaN   \n",
       "272282                                       NaN   \n",
       "272283                                       NaN   \n",
       "\n",
       "       5TO_COMUNICACION_LENGUA_ESCRIBE 5TO_COMUNICACION_LENGUA_LEE  \\\n",
       "0                                  NaN                         NaN   \n",
       "1                                  NaN                         NaN   \n",
       "2                                  NaN                         NaN   \n",
       "3                                  NaN                         NaN   \n",
       "4                                  NaN                         NaN   \n",
       "5                                  NaN                         NaN   \n",
       "6                                  NaN                         NaN   \n",
       "7                                  NaN                         NaN   \n",
       "8                                  NaN                         NaN   \n",
       "9                                  NaN                         NaN   \n",
       "...                                ...                         ...   \n",
       "272274                              AD                          AD   \n",
       "272275                              AD                          AD   \n",
       "272276                              AD                          AD   \n",
       "272277                              AD                          AD   \n",
       "272278                              AD                          AD   \n",
       "272279                             NaN                         NaN   \n",
       "272280                             NaN                         NaN   \n",
       "272281                             NaN                         NaN   \n",
       "272282                             NaN                         NaN   \n",
       "272283                             NaN                         NaN   \n",
       "\n",
       "       5TO_COMUNICACION_LENGUA_COMUNICA 5TO_MATEMATICA_CANTIDAD  \\\n",
       "0                                   NaN                     NaN   \n",
       "1                                   NaN                     NaN   \n",
       "2                                   NaN                     NaN   \n",
       "3                                   NaN                     NaN   \n",
       "4                                   NaN                     NaN   \n",
       "5                                   NaN                     NaN   \n",
       "6                                   NaN                     NaN   \n",
       "7                                   NaN                     NaN   \n",
       "8                                   NaN                     NaN   \n",
       "9                                   NaN                     NaN   \n",
       "...                                 ...                     ...   \n",
       "272274                               AD                      AD   \n",
       "272275                               AD                      AD   \n",
       "272276                               AD                      AD   \n",
       "272277                               AD                      AD   \n",
       "272278                               AD                      AD   \n",
       "272279                              NaN                     NaN   \n",
       "272280                              NaN                     NaN   \n",
       "272281                              NaN                     NaN   \n",
       "272282                              NaN                     NaN   \n",
       "272283                              NaN                     NaN   \n",
       "\n",
       "       5TO_MATEMATICA_FORMA 5TO_MATEMATICA_GESTION_DATOS  \\\n",
       "0                       NaN                          NaN   \n",
       "1                       NaN                          NaN   \n",
       "2                       NaN                          NaN   \n",
       "3                       NaN                          NaN   \n",
       "4                       NaN                          NaN   \n",
       "5                       NaN                          NaN   \n",
       "6                       NaN                          NaN   \n",
       "7                       NaN                          NaN   \n",
       "8                       NaN                          NaN   \n",
       "9                       NaN                          NaN   \n",
       "...                     ...                          ...   \n",
       "272274                   AD                           AD   \n",
       "272275                   AD                           AD   \n",
       "272276                   AD                           AD   \n",
       "272277                   AD                           AD   \n",
       "272278                   AD                           AD   \n",
       "272279                  NaN                          NaN   \n",
       "272280                  NaN                          NaN   \n",
       "272281                  NaN                          NaN   \n",
       "272282                  NaN                          NaN   \n",
       "272283                  NaN                          NaN   \n",
       "\n",
       "       5TO_MATEMATICA_REGULARIDAD_EQUIVALENCIA  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "5                                          NaN   \n",
       "6                                          NaN   \n",
       "7                                          NaN   \n",
       "8                                          NaN   \n",
       "9                                          NaN   \n",
       "...                                        ...   \n",
       "272274                                       A   \n",
       "272275                                       A   \n",
       "272276                                       A   \n",
       "272277                                       A   \n",
       "272278                                       A   \n",
       "272279                                     NaN   \n",
       "272280                                     NaN   \n",
       "272281                                     NaN   \n",
       "272282                                     NaN   \n",
       "272283                                     NaN   \n",
       "\n",
       "                    MODALIDAD_DE_ADMISION  AÑO_INGRESO_CARRERA  \\\n",
       "0                                FALTANTE               2013.0   \n",
       "1                                FALTANTE               2013.0   \n",
       "2                      Admisión Selectiva               2015.0   \n",
       "3                      Admisión Selectiva               2017.0   \n",
       "4                      Admisión Selectiva               2016.0   \n",
       "5       Admisión Escuela Preuniversitaria               2014.0   \n",
       "6       Admisión Escuela Preuniversitaria               2014.0   \n",
       "7                        Admisión Regular               2015.0   \n",
       "8                      Admisión Selectiva               2014.0   \n",
       "9                      Admisión Selectiva               2014.0   \n",
       "...                                   ...                  ...   \n",
       "272274                 Admisión Selectiva               2022.0   \n",
       "272275                 Admisión Selectiva               2022.0   \n",
       "272276                 Admisión Selectiva               2022.0   \n",
       "272277                 Admisión Selectiva               2022.0   \n",
       "272278                 Admisión Selectiva               2022.0   \n",
       "272279  Admisión Escuela Preuniversitaria               2021.0   \n",
       "272280  Admisión Escuela Preuniversitaria               2021.0   \n",
       "272281  Admisión Escuela Preuniversitaria               2021.0   \n",
       "272282  Admisión Escuela Preuniversitaria               2021.0   \n",
       "272283  Admisión Escuela Preuniversitaria               2021.0   \n",
       "\n",
       "       SEMESTRE_INGRESO_CARRERA      BECA PIDIO_RECATEGORIZACION_DE_ESCALA  \\\n",
       "0                         I PER  SIN BECA                               SI   \n",
       "1                         I PER  SIN BECA                               SI   \n",
       "2                         I PER  SIN BECA                               NO   \n",
       "3                         I PER  SIN BECA                               SI   \n",
       "4                         I PER  SIN BECA                               NO   \n",
       "5                         I PER  SIN BECA                               NO   \n",
       "6                         I PER  SIN BECA                               NO   \n",
       "7                         I PER  SIN BECA                               NO   \n",
       "8                         I PER  SIN BECA                               NO   \n",
       "9                         I PER  SIN BECA                               NO   \n",
       "...                         ...       ...                              ...   \n",
       "272274                    I PER  SIN BECA                               SI   \n",
       "272275                    I PER  SIN BECA                               SI   \n",
       "272276                    I PER  SIN BECA                               SI   \n",
       "272277                    I PER  SIN BECA                               SI   \n",
       "272278                    I PER  SIN BECA                               SI   \n",
       "272279                   II PER  SIN BECA                               NO   \n",
       "272280                   II PER  SIN BECA                               NO   \n",
       "272281                   II PER  SIN BECA                               NO   \n",
       "272282                   II PER  SIN BECA                               NO   \n",
       "272283                   II PER  SIN BECA                               NO   \n",
       "\n",
       "       ESCALA_DE_PAGO_INICIAL  AÑO_DE_SOLICITUD_DE_RECATEGORIZACION  \\\n",
       "0                           2                                  2013   \n",
       "1                           2                                  2013   \n",
       "2                           3                                     0   \n",
       "3                           4                                  2018   \n",
       "4                           2                                     0   \n",
       "5                           2                                     0   \n",
       "6                           2                                     0   \n",
       "7                           1                                     0   \n",
       "8                           4                                     0   \n",
       "9                           4                                     0   \n",
       "...                       ...                                   ...   \n",
       "272274                      3                                  2021   \n",
       "272275                      3                                  2021   \n",
       "272276                      3                                  2021   \n",
       "272277                      3                                  2021   \n",
       "272278                      3                                  2021   \n",
       "272279                      6                                     0   \n",
       "272280                      6                                     0   \n",
       "272281                      6                                     0   \n",
       "272282                      6                                     0   \n",
       "272283                      6                                     0   \n",
       "\n",
       "        ESCALA_DE_PAGO_REGATEGORIZADO  ASIGNACION_ESCALA_INGRESOS_ESTIMADOS  \\\n",
       "0                                 1.0                                  0.00   \n",
       "1                                 1.0                                  0.00   \n",
       "2                                 NaN                                  0.00   \n",
       "3                                 5.0                               5131.82   \n",
       "4                                 NaN                              18683.44   \n",
       "5                                 NaN                                  0.00   \n",
       "6                                 NaN                                  0.00   \n",
       "7                                 NaN                                  0.00   \n",
       "8                                 NaN                                  0.00   \n",
       "9                                 NaN                                  0.00   \n",
       "...                               ...                                   ...   \n",
       "272274                            4.0                                  0.00   \n",
       "272275                            4.0                                  0.00   \n",
       "272276                            4.0                                  0.00   \n",
       "272277                            4.0                                  0.00   \n",
       "272278                            4.0                                  0.00   \n",
       "272279                            NaN                                  0.00   \n",
       "272280                            NaN                                  0.00   \n",
       "272281                            NaN                                  0.00   \n",
       "272282                            NaN                                  0.00   \n",
       "272283                            NaN                                  0.00   \n",
       "\n",
       "        ASIGNACION_ESCALA_MONTO_PAGADO_COLEGIO_PROCEDENCIA  \\\n",
       "0                                                    0.00    \n",
       "1                                                    0.00    \n",
       "2                                                    0.00    \n",
       "3                                                  500.00    \n",
       "4                                                 4244.07    \n",
       "5                                                    0.00    \n",
       "6                                                    0.00    \n",
       "7                                                    0.00    \n",
       "8                                                    0.00    \n",
       "9                                                    0.00    \n",
       "...                                                   ...    \n",
       "272274                                               0.00    \n",
       "272275                                               0.00    \n",
       "272276                                               0.00    \n",
       "272277                                               0.00    \n",
       "272278                                               0.00    \n",
       "272279                                               0.00    \n",
       "272280                                               0.00    \n",
       "272281                                               0.00    \n",
       "272282                                               0.00    \n",
       "272283                                               0.00    \n",
       "\n",
       "        INGRESO_ESTIMADO_FACTORIZADO_POR_NUMERO_DE_FAMILIARES  \\\n",
       "0                                                   0.000       \n",
       "1                                                   0.000       \n",
       "2                                                   0.000       \n",
       "3                                                1282.955       \n",
       "4                                                4670.860       \n",
       "5                                                   0.000       \n",
       "6                                                   0.000       \n",
       "7                                                   0.000       \n",
       "8                                                   0.000       \n",
       "9                                                   0.000       \n",
       "...                                                   ...       \n",
       "272274                                              0.000       \n",
       "272275                                              0.000       \n",
       "272276                                              0.000       \n",
       "272277                                              0.000       \n",
       "272278                                              0.000       \n",
       "272279                                              0.000       \n",
       "272280                                              0.000       \n",
       "272281                                              0.000       \n",
       "272282                                              0.000       \n",
       "272283                                              0.000       \n",
       "\n",
       "        RECATEGORIZACION_INGRESOS_ESTIMADOS  \\\n",
       "0                                       0.0   \n",
       "1                                       0.0   \n",
       "2                                       0.0   \n",
       "3                                       0.0   \n",
       "4                                       0.0   \n",
       "5                                       0.0   \n",
       "6                                       0.0   \n",
       "7                                       0.0   \n",
       "8                                       0.0   \n",
       "9                                       0.0   \n",
       "...                                     ...   \n",
       "272274                                  0.0   \n",
       "272275                                  0.0   \n",
       "272276                                  0.0   \n",
       "272277                                  0.0   \n",
       "272278                                  0.0   \n",
       "272279                                  0.0   \n",
       "272280                                  0.0   \n",
       "272281                                  0.0   \n",
       "272282                                  0.0   \n",
       "272283                                  0.0   \n",
       "\n",
       "        RECATEGORIZACION_MONTO_PAGADO_COLEGIO_PROCEDENCIA  \\\n",
       "0                                                     0.0   \n",
       "1                                                     0.0   \n",
       "2                                                     0.0   \n",
       "3                                                     0.0   \n",
       "4                                                     0.0   \n",
       "5                                                     0.0   \n",
       "6                                                     0.0   \n",
       "7                                                     0.0   \n",
       "8                                                     0.0   \n",
       "9                                                     0.0   \n",
       "...                                                   ...   \n",
       "272274                                                0.0   \n",
       "272275                                                0.0   \n",
       "272276                                                0.0   \n",
       "272277                                                0.0   \n",
       "272278                                                0.0   \n",
       "272279                                                0.0   \n",
       "272280                                                0.0   \n",
       "272281                                                0.0   \n",
       "272282                                                0.0   \n",
       "272283                                                0.0   \n",
       "\n",
       "        RECATEGORIZACION_INGRESO_ESTIMADO_FACTORIZADO_POR_NUMERO_DE_FAMILIARES  \\\n",
       "0                                                     0.0                        \n",
       "1                                                     0.0                        \n",
       "2                                                     0.0                        \n",
       "3                                                     0.0                        \n",
       "4                                                     0.0                        \n",
       "5                                                     0.0                        \n",
       "6                                                     0.0                        \n",
       "7                                                     0.0                        \n",
       "8                                                     0.0                        \n",
       "9                                                     0.0                        \n",
       "...                                                   ...                        \n",
       "272274                                                0.0                        \n",
       "272275                                                0.0                        \n",
       "272276                                                0.0                        \n",
       "272277                                                0.0                        \n",
       "272278                                                0.0                        \n",
       "272279                                                0.0                        \n",
       "272280                                                0.0                        \n",
       "272281                                                0.0                        \n",
       "272282                                                0.0                        \n",
       "272283                                                0.0                        \n",
       "\n",
       "       ESTADO_MATRICULA                 CARRERA PLAN_STUDIO  \\\n",
       "0           Matriculado                Economía  2015-I PER   \n",
       "1           Matriculado                Economía  2015-I PER   \n",
       "2           Matriculado          Administración  2015-I PER   \n",
       "3           Matriculado  Ingeniería Empresarial  2018-I PER   \n",
       "4           Matriculado                Economía  2015-I PER   \n",
       "5           Matriculado  Ingeniería Empresarial  2015-I PER   \n",
       "6           Matriculado  Ingeniería Empresarial  2015-I PER   \n",
       "7           Matriculado                Economía  2015-I PER   \n",
       "8           Matriculado          Administración  2015-I PER   \n",
       "9           Matriculado          Administración  2015-I PER   \n",
       "...                 ...                     ...         ...   \n",
       "272274      Matriculado          Administración  2022-I PER   \n",
       "272275      Matriculado          Administración  2022-I PER   \n",
       "272276      Matriculado          Administración  2022-I PER   \n",
       "272277      Matriculado          Administración  2022-I PER   \n",
       "272278      Matriculado          Administración  2022-I PER   \n",
       "272279      Matriculado                Economía  2017-I PER   \n",
       "272280      Matriculado                Economía  2017-I PER   \n",
       "272281      Matriculado                Economía  2017-I PER   \n",
       "272282      Matriculado                Economía  2017-I PER   \n",
       "272283      Matriculado                Economía  2017-I PER   \n",
       "\n",
       "       PRIMER_SEMESTRE_EN_QUE_CURSO_ESTUDIO CAMBIO_DE_CARRERA  \\\n",
       "0                                2013-I PER                NO   \n",
       "1                                2013-I PER                NO   \n",
       "2                                2015-I PER                NO   \n",
       "3                                2017-I PER                NO   \n",
       "4                                2016-I PER                NO   \n",
       "5                                2014-I PER                NO   \n",
       "6                                2014-I PER                NO   \n",
       "7                                2015-I PER                NO   \n",
       "8                                2014-I PER                NO   \n",
       "9                                2014-I PER                NO   \n",
       "...                                     ...               ...   \n",
       "272274                           2022-I PER                NO   \n",
       "272275                           2022-I PER                NO   \n",
       "272276                           2022-I PER                NO   \n",
       "272277                           2022-I PER                NO   \n",
       "272278                           2022-I PER                NO   \n",
       "272279                          2021-II PER                NO   \n",
       "272280                          2021-II PER                NO   \n",
       "272281                          2021-II PER                NO   \n",
       "272282                          2021-II PER                NO   \n",
       "272283                          2021-II PER                NO   \n",
       "\n",
       "        NUMERO_VECES_CAMBIO_CARRERA CARRERA_PROCEDENTE CARRERA_DESTINO  \\\n",
       "0                                 0                NaN             NaN   \n",
       "1                                 0                NaN             NaN   \n",
       "2                                 0                NaN             NaN   \n",
       "3                                 0                NaN             NaN   \n",
       "4                                 0                NaN             NaN   \n",
       "5                                 0                NaN             NaN   \n",
       "6                                 0                NaN             NaN   \n",
       "7                                 0                NaN             NaN   \n",
       "8                                 0                NaN             NaN   \n",
       "9                                 0                NaN             NaN   \n",
       "...                             ...                ...             ...   \n",
       "272274                            0                NaN             NaN   \n",
       "272275                            0                NaN             NaN   \n",
       "272276                            0                NaN             NaN   \n",
       "272277                            0                NaN             NaN   \n",
       "272278                            0                NaN             NaN   \n",
       "272279                            0                NaN             NaN   \n",
       "272280                            0                NaN             NaN   \n",
       "272281                            0                NaN             NaN   \n",
       "272282                            0                NaN             NaN   \n",
       "272283                            0                NaN             NaN   \n",
       "\n",
       "       AGREGACION_DE_CARRERA  FACTOR_DE_INSCRIPCION  CICLO_SEGUN_REGLAMENTO  \\\n",
       "0                        NaN                    NaN                      11   \n",
       "1                        NaN                    NaN                      11   \n",
       "2                        NaN                    NaN                       5   \n",
       "3                        NaN                    NaN                       2   \n",
       "4                        NaN                    NaN                       5   \n",
       "5                        NaN                    NaN                       7   \n",
       "6                        NaN                    NaN                       7   \n",
       "7                        NaN                    NaN                       4   \n",
       "8                        NaN                    NaN                       8   \n",
       "9                        NaN                    NaN                       8   \n",
       "...                      ...                    ...                     ...   \n",
       "272274                   NaN                  155.6                       2   \n",
       "272275                   NaN                  155.6                       2   \n",
       "272276                   NaN                  155.6                       2   \n",
       "272277                   NaN                  155.6                       2   \n",
       "272278                   NaN                  155.6                       2   \n",
       "272279                   NaN                  216.3                       3   \n",
       "272280                   NaN                  216.3                       3   \n",
       "272281                   NaN                  216.3                       3   \n",
       "272282                   NaN                  216.3                       3   \n",
       "272283                   NaN                  216.3                       3   \n",
       "\n",
       "        CREDITOS_ACUMULADO  CREDITOS_CICLO  CICLO_SEMESTRES_MATRICULADOS  \\\n",
       "0                    203.0               4                            11   \n",
       "1                    203.0               4                            11   \n",
       "2                     89.0               4                            14   \n",
       "3                     38.0               4                            11   \n",
       "4                     88.0               4                            12   \n",
       "5                    140.0               5                            12   \n",
       "6                    140.0               5                            12   \n",
       "7                     76.0               4                            14   \n",
       "8                    151.0               5                            12   \n",
       "9                    151.0               5                            12   \n",
       "...                    ...             ...                           ...   \n",
       "272274                31.0              19                             4   \n",
       "272275                31.0              19                             4   \n",
       "272276                31.0              19                             4   \n",
       "272277                31.0              19                             4   \n",
       "272278                31.0              19                             4   \n",
       "272279                52.0              18                             5   \n",
       "272280                52.0              18                             5   \n",
       "272281                52.0              18                             5   \n",
       "272282                52.0              18                             5   \n",
       "272283                52.0              18                             5   \n",
       "\n",
       "        AÑOS_ACUMULADOS_POR_ALUMNO  UBICACION_ACTUAL_DEL_ALUMNO_EN_EL_TERCIO  \\\n",
       "0                              6.0                                       NaN   \n",
       "1                              6.0                                       NaN   \n",
       "2                              8.0                                       NaN   \n",
       "3                              6.0                                       NaN   \n",
       "4                              6.0                                       NaN   \n",
       "5                              7.0                                       NaN   \n",
       "6                              7.0                                       NaN   \n",
       "7                              7.0                                       NaN   \n",
       "8                              6.0                                       NaN   \n",
       "9                              6.0                                       NaN   \n",
       "...                            ...                                       ...   \n",
       "272274                         2.0                                       NaN   \n",
       "272275                         2.0                                       NaN   \n",
       "272276                         2.0                                       NaN   \n",
       "272277                         2.0                                       NaN   \n",
       "272278                         2.0                                       NaN   \n",
       "272279                         3.0                                     199.0   \n",
       "272280                         3.0                                     199.0   \n",
       "272281                         3.0                                     199.0   \n",
       "272282                         3.0                                     199.0   \n",
       "272283                         3.0                                     199.0   \n",
       "\n",
       "       TERCIO_SUPERIOR TERCIO_MEDIO TERCIO_INFERIOR  \\\n",
       "0                  NaN          NaN             NaN   \n",
       "1                  NaN          NaN             NaN   \n",
       "2                  NaN          NaN             NaN   \n",
       "3                  NaN          NaN             NaN   \n",
       "4                  NaN          NaN             NaN   \n",
       "5                  NaN          NaN             NaN   \n",
       "6                  NaN          NaN             NaN   \n",
       "7                  NaN          NaN             NaN   \n",
       "8                  NaN          NaN             NaN   \n",
       "9                  NaN          NaN             NaN   \n",
       "...                ...          ...             ...   \n",
       "272274             NaN          NaN             NaN   \n",
       "272275             NaN          NaN             NaN   \n",
       "272276             NaN          NaN             NaN   \n",
       "272277             NaN          NaN             NaN   \n",
       "272278             NaN          NaN             NaN   \n",
       "272279              SI           NO              NO   \n",
       "272280              SI           NO              NO   \n",
       "272281              SI           NO              NO   \n",
       "272282              SI           NO              NO   \n",
       "272283              SI           NO              NO   \n",
       "\n",
       "        PERIODO_DE_EGRESO_DEL_ALUMNO TIENE_PROCESO_DISCIPLINARIO  \\\n",
       "0                                NaN                          NO   \n",
       "1                                NaN                          NO   \n",
       "2                                NaN                          NO   \n",
       "3                                NaN                          NO   \n",
       "4                                NaN                          NO   \n",
       "5                                NaN                          NO   \n",
       "6                                NaN                          NO   \n",
       "7                                NaN                          NO   \n",
       "8                                NaN                          NO   \n",
       "9                                NaN                          NO   \n",
       "...                              ...                         ...   \n",
       "272274                           NaN                          NO   \n",
       "272275                           NaN                          NO   \n",
       "272276                           NaN                          NO   \n",
       "272277                           NaN                          NO   \n",
       "272278                           NaN                          NO   \n",
       "272279                           NaN                          NO   \n",
       "272280                           NaN                          NO   \n",
       "272281                           NaN                          NO   \n",
       "272282                           NaN                          NO   \n",
       "272283                           NaN                          NO   \n",
       "\n",
       "       MOTIVO_PROCESO_DISCIPLINARIO TIENE_BAJA_ACADEMICA  \\\n",
       "0                               NaN                   NO   \n",
       "1                               NaN                   NO   \n",
       "2                               NaN                   NO   \n",
       "3                               NaN                   NO   \n",
       "4                               NaN                   NO   \n",
       "5                               NaN                   NO   \n",
       "6                               NaN                   NO   \n",
       "7                               NaN                   NO   \n",
       "8                               NaN                   NO   \n",
       "9                               NaN                   NO   \n",
       "...                             ...                  ...   \n",
       "272274                          NaN                   NO   \n",
       "272275                          NaN                   NO   \n",
       "272276                          NaN                   NO   \n",
       "272277                          NaN                   NO   \n",
       "272278                          NaN                   NO   \n",
       "272279                          NaN                   NO   \n",
       "272280                          NaN                   NO   \n",
       "272281                          NaN                   NO   \n",
       "272282                          NaN                   NO   \n",
       "272283                          NaN                   NO   \n",
       "\n",
       "       MOTIVO_BAJA_ACADEMICA RENUNCIA CURSOS_OBLIGATORIOS_PLAN_ACADEMICO  \\\n",
       "0                        NaN       NO                                 NO   \n",
       "1                        NaN       NO                                 NO   \n",
       "2                        NaN       NO                                 SI   \n",
       "3                        NaN       NO                                 SI   \n",
       "4                        NaN       NO                                 NO   \n",
       "5                        NaN       NO                                 NO   \n",
       "6                        NaN       NO                                 SI   \n",
       "7                        NaN       NO                                 SI   \n",
       "8                        NaN       NO                                 NO   \n",
       "9                        NaN       NO                                 NO   \n",
       "...                      ...      ...                                ...   \n",
       "272274                   NaN       NO                                 SI   \n",
       "272275                   NaN       NO                                 NO   \n",
       "272276                   NaN       NO                                 SI   \n",
       "272277                   NaN       NO                                 SI   \n",
       "272278                   NaN       NO                                 SI   \n",
       "272279                   NaN       NO                                 SI   \n",
       "272280                   NaN       NO                                 SI   \n",
       "272281                   NaN       NO                                 SI   \n",
       "272282                   NaN       NO                                 SI   \n",
       "272283                   NaN       NO                                 NO   \n",
       "\n",
       "       CODIGO_DEL_CURSO                          NOMBRE_DEL_CURSO  \\\n",
       "0                170207             Innovación Textil en Colombia   \n",
       "1               9000387  Taller de Fortalecimiento de Competencia   \n",
       "2                160088                   Contabilidad de Gestión   \n",
       "3                130224                             Estadística I   \n",
       "4                143344                                Gerencia I   \n",
       "5                900218   Taller Prepar. para la Vida Profesional   \n",
       "6                130225                            Estadística II   \n",
       "7                150004                          Ciencia Política   \n",
       "8                1MN036                Marketing Relacional y CRM   \n",
       "9                141613                    Marketplace Management   \n",
       "...                 ...                                       ...   \n",
       "272274           138649                             Matemáticas I   \n",
       "272275           900597                        Escritura creativa   \n",
       "272276           120006                               Lenguaje II   \n",
       "272277           158109                                Sociología   \n",
       "272278           160092               Fundamentos de Contabilidad   \n",
       "272279           138201                           Microeconomía I   \n",
       "272280           158109                                Sociología   \n",
       "272281           150140                   Investigación Académica   \n",
       "272282           130229                            Matemáticas IV   \n",
       "272283           900750   Comunicación e influencia en el entorno   \n",
       "\n",
       "       SECCION_DEL_CURSO                   DOCENTE_DEL_CURSO  \\\n",
       "0                      A           RODRIGUEZ SERRA, MICHELLE   \n",
       "1                      C      RUBINA ESPINOSA, MAGALY SUSANA   \n",
       "2                      A       ESCOBAR ESPINO, ROBERTO DIEGO   \n",
       "3                      A                 TOMA INAFUKO, JORGE   \n",
       "4                      B        MAYA FLORES, RIGOBERTO MIGLE   \n",
       "5                      F      RUBINA ESPINOSA, MAGALY SUSANA   \n",
       "6                      A             RUBIO DONET, JORGE LUIS   \n",
       "7                      B                 BLYDAL , CARL JOHAN   \n",
       "8                      A      PIPOLI DE AZAMBUJA, GINA MARIA   \n",
       "9                      A           REATEGUI SCHWARZ, GERARDO   \n",
       "...                  ...                                 ...   \n",
       "272274                 S        OLANO CRUCES, MARIO FERNANDO   \n",
       "272275                A2        BOLAÑOS GAMERO, IVAN ENRIQUE   \n",
       "272276                 N  PINASCO ESPINOSA, SANDRA GABRIELLA   \n",
       "272277                 M           VALENZUELA GUILLEN, JORGE   \n",
       "272278                 I          ARIAS PICON, NORMA BEATRIZ   \n",
       "272279                 E     MANRIQUE ZEDER, LISETH CRISTINA   \n",
       "272280                 J            LLOSA MONTAGNE, CASANDRA   \n",
       "272281                 G      PASTOR TORRES, GUSTAVO RICARDO   \n",
       "272282                 C   GERSHY DAMET VARGAS, KEVIN MARTIN   \n",
       "272283                A2     GRANTHON URIARTE, RONALD JEFRIE   \n",
       "\n",
       "                JEFE_DE_PRACTICA_DEL_CURSO  CREDITAJE_DEL_CURSO  \\\n",
       "0                                      NaN                    3   \n",
       "1                                      NaN                    1   \n",
       "2                                      NaN                    4   \n",
       "3                 GARCIA RODRIGUEZ, SAMUEL                    4   \n",
       "4                                      NaN                    4   \n",
       "5                                      NaN                    1   \n",
       "6       MOTONISHI TUTUMI, ALFONSO NORBERTO                    4   \n",
       "7                                      NaN                    4   \n",
       "8                                      NaN                    3   \n",
       "9                                      NaN                    2   \n",
       "...                                    ...                  ...   \n",
       "272274               CERNADES GOMEZ, JESUS                    5   \n",
       "272275         BIFFI OLIVAS, PATRICIA EDDA                    1   \n",
       "272276                                 NaN                    4   \n",
       "272277                                 NaN                    4   \n",
       "272278  CEBALLOS VALENCIA, MARÍA ALEJANDRA                    4   \n",
       "272279      CALATAYUD MALLQUI, ELMO ANDREE                    5   \n",
       "272280                                 NaN                    4   \n",
       "272281                                 NaN                    3   \n",
       "272282         GARZON TRUJILLO, JUAN DIEGO                    5   \n",
       "272283   RODRIGUEZ CUADROS DE MURO, LORENA                    1   \n",
       "\n",
       "       ES_CURSO_NIVELATORIO EXONERADO_CURSO_NIVELATORIO  \\\n",
       "0                        NO                          NO   \n",
       "1                        NO                          NO   \n",
       "2                        NO                          NO   \n",
       "3                        NO                          NO   \n",
       "4                        NO                          NO   \n",
       "5                        NO                          NO   \n",
       "6                        NO                          NO   \n",
       "7                        NO                          NO   \n",
       "8                        NO                          NO   \n",
       "9                        NO                          NO   \n",
       "...                     ...                         ...   \n",
       "272274                   NO                          NO   \n",
       "272275                   NO                          NO   \n",
       "272276                   NO                          NO   \n",
       "272277                   NO                          NO   \n",
       "272278                   NO                          NO   \n",
       "272279                   NO                          NO   \n",
       "272280                   NO                          NO   \n",
       "272281                   NO                          NO   \n",
       "272282                   NO                          NO   \n",
       "272283                   NO                          NO   \n",
       "\n",
       "           CURSOS_EQUIVALENTES                 DEPARTAMENTO_DEL_CURSO  \\\n",
       "0                          NaN                             Ingeniería   \n",
       "1                          NaN                   Oficina del Preboste   \n",
       "2                       160136                           Contabilidad   \n",
       "3                       139643                               Economía   \n",
       "4       140825, 142081, 149047                         Administración   \n",
       "5                   900218_DER                   Oficina del Preboste   \n",
       "6                       137644                               Economía   \n",
       "7               150119, 152230          Ciencias Sociales y Políticas   \n",
       "8                          NaN   Marketing y Negocios Internacionales   \n",
       "9                          NaN                         Administración   \n",
       "...                        ...                                    ...   \n",
       "272274  110043, 113038, 117005                               Economía   \n",
       "272275                     NaN  Dirección de Formación Extraacadémica   \n",
       "272276          121109, 121143                            Humanidades   \n",
       "272277                  150058          Ciencias Sociales y Políticas   \n",
       "272278                  166097                           Contabilidad   \n",
       "272279          132171, 139030                               Economía   \n",
       "272280                  150058          Ciencias Sociales y Políticas   \n",
       "272281                     NaN          Ciencias Sociales y Políticas   \n",
       "272282                  138652                               Economía   \n",
       "272283                     NaN  Dirección de Formación Extraacadémica   \n",
       "\n",
       "        NUMERO_DE_VECES_QUE_LLEVO_EL_CURSO  NUMERO_DE_ALUMNOS_POR_CURSO  \\\n",
       "0                                        1                           18   \n",
       "1                                        0                           30   \n",
       "2                                        1                           25   \n",
       "3                                        1                           30   \n",
       "4                                        1                           32   \n",
       "5                                        0                           33   \n",
       "6                                        1                           29   \n",
       "7                                        1                           30   \n",
       "8                                        1                           31   \n",
       "9                                        1                           31   \n",
       "...                                    ...                          ...   \n",
       "272274                                   2                           32   \n",
       "272275                                   0                           20   \n",
       "272276                                   1                           30   \n",
       "272277                                   1                           30   \n",
       "272278                                   1                           35   \n",
       "272279                                   1                           30   \n",
       "272280                                   1                           30   \n",
       "272281                                   1                           30   \n",
       "272282                                   1                           35   \n",
       "272283                                   0                           30   \n",
       "\n",
       "        NUMERO_DE_HORAS_TOTALES_DEL_CURSO  PORCENTAJE_DE_APROBADOS_POR_CURSO  \\\n",
       "0                                    10.0                                 89   \n",
       "1                                    21.0                                100   \n",
       "2                                    68.0                                 96   \n",
       "3                                    66.0                                 83   \n",
       "4                                    52.0                                 96   \n",
       "5                                    21.0                                100   \n",
       "6                                    66.0                                 96   \n",
       "7                                    53.0                                 96   \n",
       "8                                    21.0                                 96   \n",
       "9                                    26.0                                 93   \n",
       "...                                   ...                                ...   \n",
       "272274                               84.0                                 65   \n",
       "272275                               26.0                                 80   \n",
       "272276                               52.0                                 70   \n",
       "272277                               54.0                                 96   \n",
       "272278                               70.0                                 80   \n",
       "272279                               82.0                                 70   \n",
       "272280                               52.0                                 93   \n",
       "272281                               56.0                                 93   \n",
       "272282                               86.0                                 31   \n",
       "272283                               26.0                                 76   \n",
       "\n",
       "        NUMERO_DE_RETIRADOS_EN_EL_CURSO  NUMERO_DE_RETIRADOS_DE_CICLO  \\\n",
       "0                                     0                             0   \n",
       "1                                     0                             0   \n",
       "2                                     0                             0   \n",
       "3                                     0                             0   \n",
       "4                                     0                             0   \n",
       "5                                     0                             0   \n",
       "6                                     0                             0   \n",
       "7                                     0                             0   \n",
       "8                                     0                             0   \n",
       "9                                     0                             0   \n",
       "...                                 ...                           ...   \n",
       "272274                                0                             0   \n",
       "272275                                0                             0   \n",
       "272276                                0                             0   \n",
       "272277                                0                             0   \n",
       "272278                                0                             0   \n",
       "272279                                0                             0   \n",
       "272280                                0                             0   \n",
       "272281                                0                             0   \n",
       "272282                                0                             0   \n",
       "272283                                0                             0   \n",
       "\n",
       "        CALIFICACION_DEL_PROFESOR_DE_LA_SECCION  EXAMEN_FINAL_NOTA  \\\n",
       "0                                        7.0000                 17   \n",
       "1                                        0.0000                 -1   \n",
       "2                                        6.5368                 17   \n",
       "3                                        3.8088                  9   \n",
       "4                                        5.6618                 13   \n",
       "5                                        0.0000                 -1   \n",
       "6                                        5.9706                  4   \n",
       "7                                        5.5588                 14   \n",
       "8                                        6.0221                 19   \n",
       "9                                        6.6531                 -1   \n",
       "...                                         ...                ...   \n",
       "272274                                   6.8224                  6   \n",
       "272275                                   0.0000                 20   \n",
       "272276                                   6.4022                 12   \n",
       "272277                                   6.5653                 16   \n",
       "272278                                   5.7414                 14   \n",
       "272279                                   5.1550                 12   \n",
       "272280                                   6.3300                 20   \n",
       "272281                                   6.7209                 18   \n",
       "272282                                   6.7645                 12   \n",
       "272283                                   0.0000                 20   \n",
       "\n",
       "        EXAMEN_PARCIAL_NOTA  TRABAJO_NOTA NOTA_FINAL_DEL_CURSO  \\\n",
       "0                      -1.0            17                   17   \n",
       "1                      -1.0            -1                  REC   \n",
       "2                      -1.0            15                   16   \n",
       "3                      13.0            15                   13   \n",
       "4                      -1.0            15                   14   \n",
       "5                      -1.0            -1                  REC   \n",
       "6                      10.0            14                   11   \n",
       "7                      12.0            14                   14   \n",
       "8                      -1.0            19                   19   \n",
       "9                      -1.0            16                   16   \n",
       "...                     ...           ...                  ...   \n",
       "272274                 13.0            13                   11   \n",
       "272275                 -1.0            -1                  REC   \n",
       "272276                 16.0            15                   14   \n",
       "272277                 18.0            17                   17   \n",
       "272278                 15.0            12                   14   \n",
       "272279                 15.0            16                   15   \n",
       "272280                 18.0            17                   18   \n",
       "272281                 -1.0            -1                   18   \n",
       "272282                 10.0            14                   12   \n",
       "272283                 -1.0            -1                  REC   \n",
       "\n",
       "        PORCENTAJE_EXAMEN_PARCIAL  PORCENTAJE_EXAMEN_FINAL  \\\n",
       "0                               0                        0   \n",
       "1                               0                        0   \n",
       "2                               0                        0   \n",
       "3                               0                        0   \n",
       "4                               0                        0   \n",
       "5                               0                        0   \n",
       "6                               0                        0   \n",
       "7                               0                        0   \n",
       "8                               0                        0   \n",
       "9                               0                        0   \n",
       "...                           ...                      ...   \n",
       "272274                          0                        0   \n",
       "272275                          0                        0   \n",
       "272276                          0                        0   \n",
       "272277                          0                        0   \n",
       "272278                          0                        0   \n",
       "272279                          0                        0   \n",
       "272280                          0                        0   \n",
       "272281                          0                        0   \n",
       "272282                          0                        0   \n",
       "272283                          0                        0   \n",
       "\n",
       "        PORCENTAJE_TRABAJO  PORCENTAJE_TRABAJO_FINAL  \\\n",
       "0                       40                         0   \n",
       "1                        0                         0   \n",
       "2                       40                         0   \n",
       "3                       50                         0   \n",
       "4                       60                         0   \n",
       "5                        0                         0   \n",
       "6                       50                         0   \n",
       "7                       60                         0   \n",
       "8                       70                         0   \n",
       "9                      100                         0   \n",
       "...                    ...                       ...   \n",
       "272274                  40                         0   \n",
       "272275                   0                         0   \n",
       "272276                  40                         0   \n",
       "272277                  50                         0   \n",
       "272278                  40                         0   \n",
       "272279                  40                         0   \n",
       "272280                  50                         0   \n",
       "272281                   0                         0   \n",
       "272282                  40                         0   \n",
       "272283                   0                         0   \n",
       "\n",
       "        PORCENTAJE_PROMEDIO_PRACTICA  PORCENTAJE_NOTA_PARCIAL  \\\n",
       "0                                  0                        0   \n",
       "1                                  0                        0   \n",
       "2                                  0                        0   \n",
       "3                                  0                       25   \n",
       "4                                  0                        0   \n",
       "5                                  0                        0   \n",
       "6                                  0                       25   \n",
       "7                                  0                       20   \n",
       "8                                  0                        0   \n",
       "9                                  0                        0   \n",
       "...                              ...                      ...   \n",
       "272274                             0                       30   \n",
       "272275                             0                        0   \n",
       "272276                             0                       30   \n",
       "272277                             0                       20   \n",
       "272278                             0                       30   \n",
       "272279                             0                       30   \n",
       "272280                             0                       20   \n",
       "272281                             0                        0   \n",
       "272282                             0                       30   \n",
       "272283                             0                        0   \n",
       "\n",
       "        PORCENTAJE_PRE_FINAL  PORCENTAJE_NOTA_FINAL  PORCENTAJE_PARTICIPACION  \\\n",
       "0                          0                     60                         0   \n",
       "1                          0                      0                         0   \n",
       "2                          0                     60                         0   \n",
       "3                          0                     25                         0   \n",
       "4                          0                     40                         0   \n",
       "5                          0                      0                         0   \n",
       "6                          0                     25                         0   \n",
       "7                          0                     20                         0   \n",
       "8                          0                     30                         0   \n",
       "9                          0                      0                         0   \n",
       "...                      ...                    ...                       ...   \n",
       "272274                     0                     30                         0   \n",
       "272275                     0                    100                         0   \n",
       "272276                     0                     30                         0   \n",
       "272277                     0                     30                         0   \n",
       "272278                     0                     30                         0   \n",
       "272279                     0                     30                         0   \n",
       "272280                     0                     30                         0   \n",
       "272281                     0                    100                         0   \n",
       "272282                     0                     30                         0   \n",
       "272283                     0                    100                         0   \n",
       "\n",
       "        PORCENTAJE_ASISTENCIA  PORCENTAJE_CASOS  PORCENTAJE_CONTROL  \\\n",
       "0                           0                 0                   0   \n",
       "1                         100                 0                   0   \n",
       "2                           0                 0                   0   \n",
       "3                           0                 0                   0   \n",
       "4                           0                 0                   0   \n",
       "5                         100                 0                   0   \n",
       "6                           0                 0                   0   \n",
       "7                           0                 0                   0   \n",
       "8                           0                 0                   0   \n",
       "9                           0                 0                   0   \n",
       "...                       ...               ...                 ...   \n",
       "272274                      0                 0                   0   \n",
       "272275                      0                 0                   0   \n",
       "272276                      0                 0                   0   \n",
       "272277                      0                 0                   0   \n",
       "272278                      0                 0                   0   \n",
       "272279                      0                 0                   0   \n",
       "272280                      0                 0                   0   \n",
       "272281                      0                 0                   0   \n",
       "272282                      0                 0                   0   \n",
       "272283                      0                 0                   0   \n",
       "\n",
       "        PROMEDIO_ACUMULADO  PROMEDIO_CICLO HA_TENIDO_EL_ROL_DE_JP  \\\n",
       "0                    13.45           17.00                     NO   \n",
       "1                    13.45           17.00                     NO   \n",
       "2                    12.44           16.00                     NO   \n",
       "3                    14.22           13.00                     NO   \n",
       "4                    14.09           14.00                     NO   \n",
       "5                    13.13           11.00                     NO   \n",
       "6                    13.13           11.00                     NO   \n",
       "7                    12.37           14.00                     NO   \n",
       "8                    16.58           17.80                     NO   \n",
       "9                    16.58           17.80                     NO   \n",
       "...                    ...             ...                    ...   \n",
       "272274               12.76           13.82                     NO   \n",
       "272275               12.76           13.82                     NO   \n",
       "272276               12.76           13.82                     NO   \n",
       "272277               12.76           13.82                     NO   \n",
       "272278               12.76           13.82                     NO   \n",
       "272279               15.34           15.35                     NO   \n",
       "272280               15.34           15.35                     NO   \n",
       "272281               15.34           15.35                     NO   \n",
       "272282               15.34           15.35                     NO   \n",
       "272283               15.34           15.35                     NO   \n",
       "\n",
       "       HA_TENIDO_EL_ROL_DE_AI_EN_EL_CIUP  \\\n",
       "0                                     NO   \n",
       "1                                     NO   \n",
       "2                                     NO   \n",
       "3                                     NO   \n",
       "4                                     NO   \n",
       "5                                     NO   \n",
       "6                                     NO   \n",
       "7                                     NO   \n",
       "8                                     NO   \n",
       "9                                     NO   \n",
       "...                                  ...   \n",
       "272274                                NO   \n",
       "272275                                NO   \n",
       "272276                                NO   \n",
       "272277                                NO   \n",
       "272278                                NO   \n",
       "272279                                NO   \n",
       "272280                                NO   \n",
       "272281                                NO   \n",
       "272282                                NO   \n",
       "272283                                NO   \n",
       "\n",
       "        NUMERO_DE_PRACTICAS_PREPROFESIONALES  N_NEUROTICISMO  N1_ANSIEDAD  \\\n",
       "0                                          2             NaN          NaN   \n",
       "1                                          2             NaN          NaN   \n",
       "2                                          2             NaN          NaN   \n",
       "3                                          2             NaN          NaN   \n",
       "4                                          2             NaN          NaN   \n",
       "5                                          2             NaN          NaN   \n",
       "6                                          2             NaN          NaN   \n",
       "7                                          1             NaN          NaN   \n",
       "8                                          2             NaN          NaN   \n",
       "9                                          2             NaN          NaN   \n",
       "...                                      ...             ...          ...   \n",
       "272274                                     0             NaN          NaN   \n",
       "272275                                     0             NaN          NaN   \n",
       "272276                                     0             NaN          NaN   \n",
       "272277                                     0             NaN          NaN   \n",
       "272278                                     0             NaN          NaN   \n",
       "272279                                     0             NaN          NaN   \n",
       "272280                                     0             NaN          NaN   \n",
       "272281                                     0             NaN          NaN   \n",
       "272282                                     0             NaN          NaN   \n",
       "272283                                     0             NaN          NaN   \n",
       "\n",
       "        N2_HOSTILIDAD  N3_DEPRESIÓN  N4_ANSIEDAD_SOCIAL  N5_IMPULSIVIDAD  \\\n",
       "0                 NaN           NaN                 NaN              NaN   \n",
       "1                 NaN           NaN                 NaN              NaN   \n",
       "2                 NaN           NaN                 NaN              NaN   \n",
       "3                 NaN           NaN                 NaN              NaN   \n",
       "4                 NaN           NaN                 NaN              NaN   \n",
       "5                 NaN           NaN                 NaN              NaN   \n",
       "6                 NaN           NaN                 NaN              NaN   \n",
       "7                 NaN           NaN                 NaN              NaN   \n",
       "8                 NaN           NaN                 NaN              NaN   \n",
       "9                 NaN           NaN                 NaN              NaN   \n",
       "...               ...           ...                 ...              ...   \n",
       "272274            NaN           NaN                 NaN              NaN   \n",
       "272275            NaN           NaN                 NaN              NaN   \n",
       "272276            NaN           NaN                 NaN              NaN   \n",
       "272277            NaN           NaN                 NaN              NaN   \n",
       "272278            NaN           NaN                 NaN              NaN   \n",
       "272279            NaN           NaN                 NaN              NaN   \n",
       "272280            NaN           NaN                 NaN              NaN   \n",
       "272281            NaN           NaN                 NaN              NaN   \n",
       "272282            NaN           NaN                 NaN              NaN   \n",
       "272283            NaN           NaN                 NaN              NaN   \n",
       "\n",
       "        N6_VULNERABILIDAD  E_EXTROVERSIÓN  E1_CORDIALIDAD  E2_GREGARISMO  \\\n",
       "0                     NaN             NaN             NaN            NaN   \n",
       "1                     NaN             NaN             NaN            NaN   \n",
       "2                     NaN             NaN             NaN            NaN   \n",
       "3                     NaN             NaN             NaN            NaN   \n",
       "4                     NaN             NaN             NaN            NaN   \n",
       "5                     NaN             NaN             NaN            NaN   \n",
       "6                     NaN             NaN             NaN            NaN   \n",
       "7                     NaN             NaN             NaN            NaN   \n",
       "8                     NaN             NaN             NaN            NaN   \n",
       "9                     NaN             NaN             NaN            NaN   \n",
       "...                   ...             ...             ...            ...   \n",
       "272274                NaN             NaN             NaN            NaN   \n",
       "272275                NaN             NaN             NaN            NaN   \n",
       "272276                NaN             NaN             NaN            NaN   \n",
       "272277                NaN             NaN             NaN            NaN   \n",
       "272278                NaN             NaN             NaN            NaN   \n",
       "272279                NaN             NaN             NaN            NaN   \n",
       "272280                NaN             NaN             NaN            NaN   \n",
       "272281                NaN             NaN             NaN            NaN   \n",
       "272282                NaN             NaN             NaN            NaN   \n",
       "272283                NaN             NaN             NaN            NaN   \n",
       "\n",
       "        E3_ASERTIVIDAD  E4_ACTIVIDAD  E5_BÚSQUEDA_DE_EMOCIONES  \\\n",
       "0                  NaN           NaN                       NaN   \n",
       "1                  NaN           NaN                       NaN   \n",
       "2                  NaN           NaN                       NaN   \n",
       "3                  NaN           NaN                       NaN   \n",
       "4                  NaN           NaN                       NaN   \n",
       "5                  NaN           NaN                       NaN   \n",
       "6                  NaN           NaN                       NaN   \n",
       "7                  NaN           NaN                       NaN   \n",
       "8                  NaN           NaN                       NaN   \n",
       "9                  NaN           NaN                       NaN   \n",
       "...                ...           ...                       ...   \n",
       "272274             NaN           NaN                       NaN   \n",
       "272275             NaN           NaN                       NaN   \n",
       "272276             NaN           NaN                       NaN   \n",
       "272277             NaN           NaN                       NaN   \n",
       "272278             NaN           NaN                       NaN   \n",
       "272279             NaN           NaN                       NaN   \n",
       "272280             NaN           NaN                       NaN   \n",
       "272281             NaN           NaN                       NaN   \n",
       "272282             NaN           NaN                       NaN   \n",
       "272283             NaN           NaN                       NaN   \n",
       "\n",
       "        E6_EMOCIONES_POSITIVAS  O_APERTURA  O1_FANTASÍA  O2_ESTÉTICA  \\\n",
       "0                          NaN         NaN          NaN          NaN   \n",
       "1                          NaN         NaN          NaN          NaN   \n",
       "2                          NaN         NaN          NaN          NaN   \n",
       "3                          NaN         NaN          NaN          NaN   \n",
       "4                          NaN         NaN          NaN          NaN   \n",
       "5                          NaN         NaN          NaN          NaN   \n",
       "6                          NaN         NaN          NaN          NaN   \n",
       "7                          NaN         NaN          NaN          NaN   \n",
       "8                          NaN         NaN          NaN          NaN   \n",
       "9                          NaN         NaN          NaN          NaN   \n",
       "...                        ...         ...          ...          ...   \n",
       "272274                     NaN         NaN          NaN          NaN   \n",
       "272275                     NaN         NaN          NaN          NaN   \n",
       "272276                     NaN         NaN          NaN          NaN   \n",
       "272277                     NaN         NaN          NaN          NaN   \n",
       "272278                     NaN         NaN          NaN          NaN   \n",
       "272279                     NaN         NaN          NaN          NaN   \n",
       "272280                     NaN         NaN          NaN          NaN   \n",
       "272281                     NaN         NaN          NaN          NaN   \n",
       "272282                     NaN         NaN          NaN          NaN   \n",
       "272283                     NaN         NaN          NaN          NaN   \n",
       "\n",
       "        O3_SENTIMIENTOS  O4_ACCIONES  O5_IDEAS  O6_VALORES  A_AMABILIDAD  \\\n",
       "0                   NaN          NaN       NaN         NaN           NaN   \n",
       "1                   NaN          NaN       NaN         NaN           NaN   \n",
       "2                   NaN          NaN       NaN         NaN           NaN   \n",
       "3                   NaN          NaN       NaN         NaN           NaN   \n",
       "4                   NaN          NaN       NaN         NaN           NaN   \n",
       "5                   NaN          NaN       NaN         NaN           NaN   \n",
       "6                   NaN          NaN       NaN         NaN           NaN   \n",
       "7                   NaN          NaN       NaN         NaN           NaN   \n",
       "8                   NaN          NaN       NaN         NaN           NaN   \n",
       "9                   NaN          NaN       NaN         NaN           NaN   \n",
       "...                 ...          ...       ...         ...           ...   \n",
       "272274              NaN          NaN       NaN         NaN           NaN   \n",
       "272275              NaN          NaN       NaN         NaN           NaN   \n",
       "272276              NaN          NaN       NaN         NaN           NaN   \n",
       "272277              NaN          NaN       NaN         NaN           NaN   \n",
       "272278              NaN          NaN       NaN         NaN           NaN   \n",
       "272279              NaN          NaN       NaN         NaN           NaN   \n",
       "272280              NaN          NaN       NaN         NaN           NaN   \n",
       "272281              NaN          NaN       NaN         NaN           NaN   \n",
       "272282              NaN          NaN       NaN         NaN           NaN   \n",
       "272283              NaN          NaN       NaN         NaN           NaN   \n",
       "\n",
       "        A1_CONFIANZA  A2_FRANQUEZA  A3_ALTRUISMO  A4_ACTITUD_CONCILIADORA  \\\n",
       "0                NaN           NaN           NaN                      NaN   \n",
       "1                NaN           NaN           NaN                      NaN   \n",
       "2                NaN           NaN           NaN                      NaN   \n",
       "3                NaN           NaN           NaN                      NaN   \n",
       "4                NaN           NaN           NaN                      NaN   \n",
       "5                NaN           NaN           NaN                      NaN   \n",
       "6                NaN           NaN           NaN                      NaN   \n",
       "7                NaN           NaN           NaN                      NaN   \n",
       "8                NaN           NaN           NaN                      NaN   \n",
       "9                NaN           NaN           NaN                      NaN   \n",
       "...              ...           ...           ...                      ...   \n",
       "272274           NaN           NaN           NaN                      NaN   \n",
       "272275           NaN           NaN           NaN                      NaN   \n",
       "272276           NaN           NaN           NaN                      NaN   \n",
       "272277           NaN           NaN           NaN                      NaN   \n",
       "272278           NaN           NaN           NaN                      NaN   \n",
       "272279           NaN           NaN           NaN                      NaN   \n",
       "272280           NaN           NaN           NaN                      NaN   \n",
       "272281           NaN           NaN           NaN                      NaN   \n",
       "272282           NaN           NaN           NaN                      NaN   \n",
       "272283           NaN           NaN           NaN                      NaN   \n",
       "\n",
       "        A5_MODESTIA  A6_SENSIBILIDAD_A_LOS_DEMÁS  C_RESONSABILIDAD  \\\n",
       "0               NaN                          NaN               NaN   \n",
       "1               NaN                          NaN               NaN   \n",
       "2               NaN                          NaN               NaN   \n",
       "3               NaN                          NaN               NaN   \n",
       "4               NaN                          NaN               NaN   \n",
       "5               NaN                          NaN               NaN   \n",
       "6               NaN                          NaN               NaN   \n",
       "7               NaN                          NaN               NaN   \n",
       "8               NaN                          NaN               NaN   \n",
       "9               NaN                          NaN               NaN   \n",
       "...             ...                          ...               ...   \n",
       "272274          NaN                          NaN               NaN   \n",
       "272275          NaN                          NaN               NaN   \n",
       "272276          NaN                          NaN               NaN   \n",
       "272277          NaN                          NaN               NaN   \n",
       "272278          NaN                          NaN               NaN   \n",
       "272279          NaN                          NaN               NaN   \n",
       "272280          NaN                          NaN               NaN   \n",
       "272281          NaN                          NaN               NaN   \n",
       "272282          NaN                          NaN               NaN   \n",
       "272283          NaN                          NaN               NaN   \n",
       "\n",
       "        C1_COMPETENCIA  C2_ORDEN  C3_SENTIDO_DEL_DEBER  C4_NECESIDAD_DE_LOGRO  \\\n",
       "0                  NaN       NaN                   NaN                    NaN   \n",
       "1                  NaN       NaN                   NaN                    NaN   \n",
       "2                  NaN       NaN                   NaN                    NaN   \n",
       "3                  NaN       NaN                   NaN                    NaN   \n",
       "4                  NaN       NaN                   NaN                    NaN   \n",
       "5                  NaN       NaN                   NaN                    NaN   \n",
       "6                  NaN       NaN                   NaN                    NaN   \n",
       "7                  NaN       NaN                   NaN                    NaN   \n",
       "8                  NaN       NaN                   NaN                    NaN   \n",
       "9                  NaN       NaN                   NaN                    NaN   \n",
       "...                ...       ...                   ...                    ...   \n",
       "272274             NaN       NaN                   NaN                    NaN   \n",
       "272275             NaN       NaN                   NaN                    NaN   \n",
       "272276             NaN       NaN                   NaN                    NaN   \n",
       "272277             NaN       NaN                   NaN                    NaN   \n",
       "272278             NaN       NaN                   NaN                    NaN   \n",
       "272279             NaN       NaN                   NaN                    NaN   \n",
       "272280             NaN       NaN                   NaN                    NaN   \n",
       "272281             NaN       NaN                   NaN                    NaN   \n",
       "272282             NaN       NaN                   NaN                    NaN   \n",
       "272283             NaN       NaN                   NaN                    NaN   \n",
       "\n",
       "        C5_AUTODISCIPLINA  C6_DELIBERACIÓN  ENSAYO  \\\n",
       "0                     NaN              NaN     NaN   \n",
       "1                     NaN              NaN     NaN   \n",
       "2                     NaN              NaN     NaN   \n",
       "3                     NaN              NaN     NaN   \n",
       "4                     NaN              NaN     NaN   \n",
       "5                     NaN              NaN     NaN   \n",
       "6                     NaN              NaN     NaN   \n",
       "7                     NaN              NaN     NaN   \n",
       "8                     NaN              NaN     NaN   \n",
       "9                     NaN              NaN     NaN   \n",
       "...                   ...              ...     ...   \n",
       "272274                NaN              NaN     NaN   \n",
       "272275                NaN              NaN     NaN   \n",
       "272276                NaN              NaN     NaN   \n",
       "272277                NaN              NaN     NaN   \n",
       "272278                NaN              NaN     NaN   \n",
       "272279                NaN              NaN     NaN   \n",
       "272280                NaN              NaN     NaN   \n",
       "272281                NaN              NaN     NaN   \n",
       "272282                NaN              NaN     NaN   \n",
       "272283                NaN              NaN     NaN   \n",
       "\n",
       "        Estrategias de aprendizaje: ELABORACIÓN  \\\n",
       "0                                           NaN   \n",
       "1                                           NaN   \n",
       "2                                           NaN   \n",
       "3                                           NaN   \n",
       "4                                           NaN   \n",
       "5                                           NaN   \n",
       "6                                           NaN   \n",
       "7                                           NaN   \n",
       "8                                           NaN   \n",
       "9                                           NaN   \n",
       "...                                         ...   \n",
       "272274                                      NaN   \n",
       "272275                                      NaN   \n",
       "272276                                      NaN   \n",
       "272277                                      NaN   \n",
       "272278                                      NaN   \n",
       "272279                                      NaN   \n",
       "272280                                      NaN   \n",
       "272281                                      NaN   \n",
       "272282                                      NaN   \n",
       "272283                                      NaN   \n",
       "\n",
       "        Estrategias de aprendizaje: ORGANIZACIÓN  PENSAMIENTO_CRÍTICO  \\\n",
       "0                                            NaN                  NaN   \n",
       "1                                            NaN                  NaN   \n",
       "2                                            NaN                  NaN   \n",
       "3                                            NaN                  NaN   \n",
       "4                                            NaN                  NaN   \n",
       "5                                            NaN                  NaN   \n",
       "6                                            NaN                  NaN   \n",
       "7                                            NaN                  NaN   \n",
       "8                                            NaN                  NaN   \n",
       "9                                            NaN                  NaN   \n",
       "...                                          ...                  ...   \n",
       "272274                                       NaN                  NaN   \n",
       "272275                                       NaN                  NaN   \n",
       "272276                                       NaN                  NaN   \n",
       "272277                                       NaN                  NaN   \n",
       "272278                                       NaN                  NaN   \n",
       "272279                                       NaN                  NaN   \n",
       "272280                                       NaN                  NaN   \n",
       "272281                                       NaN                  NaN   \n",
       "272282                                       NaN                  NaN   \n",
       "272283                                       NaN                  NaN   \n",
       "\n",
       "        AUTO_REGULACIÓN_METACOGNITIVA  TIEMPO_Y_AMBIENTE_DE_ESTUDIO  \\\n",
       "0                                 NaN                           NaN   \n",
       "1                                 NaN                           NaN   \n",
       "2                                 NaN                           NaN   \n",
       "3                                 NaN                           NaN   \n",
       "4                                 NaN                           NaN   \n",
       "5                                 NaN                           NaN   \n",
       "6                                 NaN                           NaN   \n",
       "7                                 NaN                           NaN   \n",
       "8                                 NaN                           NaN   \n",
       "9                                 NaN                           NaN   \n",
       "...                               ...                           ...   \n",
       "272274                            NaN                           NaN   \n",
       "272275                            NaN                           NaN   \n",
       "272276                            NaN                           NaN   \n",
       "272277                            NaN                           NaN   \n",
       "272278                            NaN                           NaN   \n",
       "272279                            NaN                           NaN   \n",
       "272280                            NaN                           NaN   \n",
       "272281                            NaN                           NaN   \n",
       "272282                            NaN                           NaN   \n",
       "272283                            NaN                           NaN   \n",
       "\n",
       "        REGULACIÓN_DEL_ESFUERZO  APRENDIZAJE_ENTRE_IGUALES  BÚSQUEDA_DE_AYUDA  \\\n",
       "0                           NaN                        NaN                NaN   \n",
       "1                           NaN                        NaN                NaN   \n",
       "2                           NaN                        NaN                NaN   \n",
       "3                           NaN                        NaN                NaN   \n",
       "4                           NaN                        NaN                NaN   \n",
       "5                           NaN                        NaN                NaN   \n",
       "6                           NaN                        NaN                NaN   \n",
       "7                           NaN                        NaN                NaN   \n",
       "8                           NaN                        NaN                NaN   \n",
       "9                           NaN                        NaN                NaN   \n",
       "...                         ...                        ...                ...   \n",
       "272274                      NaN                        NaN                NaN   \n",
       "272275                      NaN                        NaN                NaN   \n",
       "272276                      NaN                        NaN                NaN   \n",
       "272277                      NaN                        NaN                NaN   \n",
       "272278                      NaN                        NaN                NaN   \n",
       "272279                      NaN                        NaN                NaN   \n",
       "272280                      NaN                        NaN                NaN   \n",
       "272281                      NaN                        NaN                NaN   \n",
       "272282                      NaN                        NaN                NaN   \n",
       "272283                      NaN                        NaN                NaN   \n",
       "\n",
       "        FAMILIA  AMIGOS  PERSONAS_RELEVANTES HABITO_SALUD1 HABITO_SALUD2  \\\n",
       "0           NaN     NaN                  NaN           NaN           NaN   \n",
       "1           NaN     NaN                  NaN           NaN           NaN   \n",
       "2           NaN     NaN                  NaN           NaN           NaN   \n",
       "3           NaN     NaN                  NaN           NaN           NaN   \n",
       "4           NaN     NaN                  NaN           NaN           NaN   \n",
       "5           NaN     NaN                  NaN           NaN           NaN   \n",
       "6           NaN     NaN                  NaN           NaN           NaN   \n",
       "7           NaN     NaN                  NaN           NaN           NaN   \n",
       "8           NaN     NaN                  NaN           NaN           NaN   \n",
       "9           NaN     NaN                  NaN           NaN           NaN   \n",
       "...         ...     ...                  ...           ...           ...   \n",
       "272274      NaN     NaN                  NaN           NaN           NaN   \n",
       "272275      NaN     NaN                  NaN           NaN           NaN   \n",
       "272276      NaN     NaN                  NaN           NaN           NaN   \n",
       "272277      NaN     NaN                  NaN           NaN           NaN   \n",
       "272278      NaN     NaN                  NaN           NaN           NaN   \n",
       "272279      NaN     NaN                  NaN           NaN           NaN   \n",
       "272280      NaN     NaN                  NaN           NaN           NaN   \n",
       "272281      NaN     NaN                  NaN           NaN           NaN   \n",
       "272282      NaN     NaN                  NaN           NaN           NaN   \n",
       "272283      NaN     NaN                  NaN           NaN           NaN   \n",
       "\n",
       "       HABITO_SALUD3 HABITO_SALUD4 HABITO_SALUD5 HABITO_SALUD6 HABITO_SALUD7  \\\n",
       "0                NaN           NaN           NaN           NaN           NaN   \n",
       "1                NaN           NaN           NaN           NaN           NaN   \n",
       "2                NaN           NaN           NaN           NaN           NaN   \n",
       "3                NaN           NaN           NaN           NaN           NaN   \n",
       "4                NaN           NaN           NaN           NaN           NaN   \n",
       "5                NaN           NaN           NaN           NaN           NaN   \n",
       "6                NaN           NaN           NaN           NaN           NaN   \n",
       "7                NaN           NaN           NaN           NaN           NaN   \n",
       "8                NaN           NaN           NaN           NaN           NaN   \n",
       "9                NaN           NaN           NaN           NaN           NaN   \n",
       "...              ...           ...           ...           ...           ...   \n",
       "272274           NaN           NaN           NaN           NaN           NaN   \n",
       "272275           NaN           NaN           NaN           NaN           NaN   \n",
       "272276           NaN           NaN           NaN           NaN           NaN   \n",
       "272277           NaN           NaN           NaN           NaN           NaN   \n",
       "272278           NaN           NaN           NaN           NaN           NaN   \n",
       "272279           NaN           NaN           NaN           NaN           NaN   \n",
       "272280           NaN           NaN           NaN           NaN           NaN   \n",
       "272281           NaN           NaN           NaN           NaN           NaN   \n",
       "272282           NaN           NaN           NaN           NaN           NaN   \n",
       "272283           NaN           NaN           NaN           NaN           NaN   \n",
       "\n",
       "       HABITO_SALUD8 HABITO_SALUD9 HABITO_SALUD10  \n",
       "0                NaN           NaN            NaN  \n",
       "1                NaN           NaN            NaN  \n",
       "2                NaN           NaN            NaN  \n",
       "3                NaN           NaN            NaN  \n",
       "4                NaN           NaN            NaN  \n",
       "5                NaN           NaN            NaN  \n",
       "6                NaN           NaN            NaN  \n",
       "7                NaN           NaN            NaN  \n",
       "8                NaN           NaN            NaN  \n",
       "9                NaN           NaN            NaN  \n",
       "...              ...           ...            ...  \n",
       "272274           NaN           NaN            NaN  \n",
       "272275           NaN           NaN            NaN  \n",
       "272276           NaN           NaN            NaN  \n",
       "272277           NaN           NaN            NaN  \n",
       "272278           NaN           NaN            NaN  \n",
       "272279           NaN           NaN            NaN  \n",
       "272280           NaN           NaN            NaN  \n",
       "272281           NaN           NaN            NaN  \n",
       "272282           NaN           NaN            NaN  \n",
       "272283           NaN           NaN            NaN  \n",
       "\n",
       "[272284 rows x 203 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apply CSS to left-align headers, prevent text wrapping, and set max width to header width\n",
    "display(HTML(\"\"\"\n",
    "<style>\n",
    "    .dataframe th, .dataframe td {\n",
    "        white-space: nowrap;\n",
    "        max-width: 300px; \n",
    "        overflow: hidden;\n",
    "        text-overflow: ellipsis;\n",
    "    }\n",
    "    .dataframe th, .dataframe td {\n",
    "        text-align: left !important;\n",
    "    }\n",
    "</style>\n",
    "\"\"\"))\n",
    "\n",
    "# Now display your DataFrame\n",
    "with pd.option_context(\n",
    "    \"display.min_rows\", 20,\n",
    "    'display.max_columns', None\n",
    "    ):\n",
    "        display(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Missing Values and Categoricals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['SECCION_DEL_CURSO'] = df['SECCION_DEL_CURSO'].str.upper()\n",
    "\n",
    "df['ACADEMIC_YEAR'] = pd.to_numeric(df['ACADEMIC_YEAR'],  errors='coerce').astype('Int64')\n",
    "\n",
    "# Create 'ciclo' column based on conditions\n",
    "df['CICLO'] = None\n",
    "df.loc[df['ACADEMIC_TERM'] == \"CUR VERANO\", 'CICLO'] = df['ACADEMIC_YEAR'].astype(str) + \"-0\"\n",
    "df.loc[df['ACADEMIC_TERM'] == \"I PER\", 'CICLO'] = df['ACADEMIC_YEAR'].astype(str) + \"-1\"\n",
    "df.loc[df['ACADEMIC_TERM'] == \"II PER\", 'CICLO'] = df['ACADEMIC_YEAR'].astype(str) + \"-2\"\n",
    "\n",
    "df['AÑO_INGRESO_CARRERA'] = pd.to_numeric(df['AÑO_INGRESO_CARRERA'], errors='coerce').astype('Int64')\n",
    "\n",
    "# Create 'ciclo_ingreso' column based on conditions\n",
    "df['CICLO_INGRESO_CARRERA'] = None\n",
    "df.loc[df['SEMESTRE_INGRESO_CARRERA'] == \"CUR VERANO\", 'CICLO_INGRESO_CARRERA'] = df['AÑO_INGRESO_CARRERA'].astype(str) + \"-0\"\n",
    "df.loc[df['SEMESTRE_INGRESO_CARRERA'] == \"I PER\", 'CICLO_INGRESO_CARRERA'] = df['AÑO_INGRESO_CARRERA'].astype(str) + \"-1\"\n",
    "df.loc[df['SEMESTRE_INGRESO_CARRERA'] == \"II PER\", 'CICLO_INGRESO_CARRERA'] = df['AÑO_INGRESO_CARRERA'].astype(str) + \"-2\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[['mat_primer_ciclo_en_que_estudio1', 'mat_primer_ciclo_en_que_estudio2']] = df['PRIMER_SEMESTRE_EN_QUE_CURSO_ESTUDIO'].str.split(\"-\", expand=True)\n",
    "\n",
    "df['mat_primer_ciclo_en_que_estudio1'] = pd.to_numeric(df['mat_primer_ciclo_en_que_estudio1'], errors='coerce').astype('Int64')\n",
    "\n",
    "#Create 'primer_ciclo' column based on conditions\n",
    "df['PRIMER_CICLO'] = None\n",
    "df.loc[df['mat_primer_ciclo_en_que_estudio2'] == \"CUR VERANO\", 'PRIMER_CICLO'] = df['mat_primer_ciclo_en_que_estudio1'].astype(str) + \"-0\"\n",
    "df.loc[df['mat_primer_ciclo_en_que_estudio2'].isin([\"I PER\", \"01\"]), 'PRIMER_CICLO'] = df['mat_primer_ciclo_en_que_estudio1'].astype(str) + \"-1\"\n",
    "df.loc[df['mat_primer_ciclo_en_que_estudio2'] == \"II PER\", 'PRIMER_CICLO'] = df['mat_primer_ciclo_en_que_estudio1'].astype(str) + \"-2\"\n",
    "\n",
    "# Step 4: Drop intermediate columns\n",
    "df = df.drop(columns=['mat_primer_ciclo_en_que_estudio1', 'mat_primer_ciclo_en_que_estudio2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = [\n",
    "    'GRADO_MADRE', \n",
    "    'GRADO_PADRE', \n",
    "    'OCUPACION_MADRE', \n",
    "    'OCUPACION_PADRE', \n",
    "    'UBIGEO_MADRE', \n",
    "    'UBIGEO_PADRE', \n",
    "    'MODALIDAD_DE_ADMISION'\n",
    "]\n",
    "\n",
    "# Step 1: Replace \"FALTANTE\" with an empty string (\"\") in the specified columns\n",
    "for var in columns:\n",
    "    df[var] = df[var].replace(\"FALTANTE\", np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace \"OPCIONAL\" with an empty string in the column cole_tipo_colegio\n",
    "df['TIPO_COLEGIO'] = df['TIPO_COLEGIO'].replace(\"OPCIONAL\", np.nan)\n",
    "\n",
    "# Replace \"COAR\" with \"Colegios de Alto Rendimiento\" in the column cole_tipo_colegio\n",
    "df['TIPO_COLEGIO'] = df['TIPO_COLEGIO'].replace(\"COAR\", \"Colegios de Alto Rendimiento\")\n",
    "\n",
    "# Replace \"OPCIONAL\" with an empty string in the column cole_eva_viges_competen_mixto\n",
    "df['EVALUACION_VIGESIMAL_COMPETENCIAS_MIXTO'] = df['EVALUACION_VIGESIMAL_COMPETENCIAS_MIXTO'].replace(\"OPCIONAL\", np.nan)\n",
    "\n",
    "# Replace \"SIN BECA\" with an empty string in the column pen_beca\n",
    "df['BECA'] = df['BECA'].replace(\"SIN BECA\", np.nan)\n",
    "\n",
    "# Replace 0 with NaN (equivalent to Stata's `.`) in the column pen_ano_de_solicit_de_recatego\n",
    "df['AÑO_DE_SOLICITUD_DE_RECATEGORIZACION'] = df['AÑO_DE_SOLICITUD_DE_RECATEGORIZACION'].replace(0, np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        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>CODIGO_DEL_ALUMNO</th>\n",
       "      <th>ACADEMIC_YEAR</th>\n",
       "      <th>ACADEMIC_TERM</th>\n",
       "      <th>GENERO</th>\n",
       "      <th>EDAD_INGRESO</th>\n",
       "      <th>EDAD_ACTUAL</th>\n",
       "      <th>LUGAR_DE_NACIMIENTO</th>\n",
       "      <th>LUGAR_DE_ORIGEN</th>\n",
       "      <th>LUGAR_DE_RESIDENCIA</th>\n",
       "      <th>GRADO_PADRE</th>\n",
       "      <th>...</th>\n",
       "      <th>HABITO_SALUD4</th>\n",
       "      <th>HABITO_SALUD5</th>\n",
       "      <th>HABITO_SALUD6</th>\n",
       "      <th>HABITO_SALUD7</th>\n",
       "      <th>HABITO_SALUD8</th>\n",
       "      <th>HABITO_SALUD9</th>\n",
       "      <th>HABITO_SALUD10</th>\n",
       "      <th>CICLO</th>\n",
       "      <th>CICLO_INGRESO_CARRERA</th>\n",
       "      <th>PRIMER_CICLO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0x003c4717dc61e2a801539565cd9e8167ad6645fa175a...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>M</td>\n",
       "      <td>19</td>\n",
       "      <td>29</td>\n",
       "      <td>TACNA-JORGE BASADRE-ILABAYA</td>\n",
       "      <td>Provincia</td>\n",
       "      <td>LIMA-LIMA-SAN ISIDRO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-0</td>\n",
       "      <td>2013-1</td>\n",
       "      <td>2013-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0x003c4717dc61e2a801539565cd9e8167ad6645fa175a...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>M</td>\n",
       "      <td>19</td>\n",
       "      <td>29</td>\n",
       "      <td>TACNA-JORGE BASADRE-ILABAYA</td>\n",
       "      <td>Provincia</td>\n",
       "      <td>LIMA-LIMA-SAN ISIDRO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-0</td>\n",
       "      <td>2013-1</td>\n",
       "      <td>2013-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0x0090bcfbb9f54edfce3a743cbed4b2b540a7afd08269...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>F</td>\n",
       "      <td>16</td>\n",
       "      <td>25</td>\n",
       "      <td>LIMA-LIMA-MIRAFLORES</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-MIRAFLORES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-0</td>\n",
       "      <td>2015-1</td>\n",
       "      <td>2015-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0x00c5536b4ceda92accead7b9258e738be746b2dc0d98...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>F</td>\n",
       "      <td>17</td>\n",
       "      <td>24</td>\n",
       "      <td>LIMA-LIMA-RIMAC</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-RÍMAC</td>\n",
       "      <td>Titulo Profesional</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-0</td>\n",
       "      <td>2017-1</td>\n",
       "      <td>2017-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0x00d135a1b90acfdb8567ee23a352ee17f36a8c7c912e...</td>\n",
       "      <td>2018</td>\n",
       "      <td>CUR VERANO</td>\n",
       "      <td>M</td>\n",
       "      <td>17</td>\n",
       "      <td>25</td>\n",
       "      <td>CARACAS--</td>\n",
       "      <td>Exterior</td>\n",
       "      <td>LIMA-LIMA-PUEBLO LIBRE</td>\n",
       "      <td>Titulo Profesional</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-0</td>\n",
       "      <td>2016-1</td>\n",
       "      <td>2016-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272279</th>\n",
       "      <td>0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>Lima</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-2</td>\n",
       "      <td>2021-2</td>\n",
       "      <td>2021-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272280</th>\n",
       "      <td>0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>Lima</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-2</td>\n",
       "      <td>2021-2</td>\n",
       "      <td>2021-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272281</th>\n",
       "      <td>0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>Lima</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-2</td>\n",
       "      <td>2021-2</td>\n",
       "      <td>2021-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272282</th>\n",
       "      <td>0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>Lima</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-2</td>\n",
       "      <td>2021-2</td>\n",
       "      <td>2021-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272283</th>\n",
       "      <td>0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...</td>\n",
       "      <td>2022</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>Lima</td>\n",
       "      <td>CALLAO-CALLAO-CALLAO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-2</td>\n",
       "      <td>2021-2</td>\n",
       "      <td>2021-2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>272284 rows × 206 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        CODIGO_DEL_ALUMNO  ACADEMIC_YEAR  \\\n",
       "0       0x003c4717dc61e2a801539565cd9e8167ad6645fa175a...           2018   \n",
       "1       0x003c4717dc61e2a801539565cd9e8167ad6645fa175a...           2018   \n",
       "2       0x0090bcfbb9f54edfce3a743cbed4b2b540a7afd08269...           2018   \n",
       "3       0x00c5536b4ceda92accead7b9258e738be746b2dc0d98...           2018   \n",
       "4       0x00d135a1b90acfdb8567ee23a352ee17f36a8c7c912e...           2018   \n",
       "...                                                   ...            ...   \n",
       "272279  0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...           2022   \n",
       "272280  0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...           2022   \n",
       "272281  0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...           2022   \n",
       "272282  0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...           2022   \n",
       "272283  0xfff51cd8d8ecd339d976bbd679fe2069542342e02ec7...           2022   \n",
       "\n",
       "       ACADEMIC_TERM GENERO  EDAD_INGRESO  EDAD_ACTUAL  \\\n",
       "0         CUR VERANO      M            19           29   \n",
       "1         CUR VERANO      M            19           29   \n",
       "2         CUR VERANO      F            16           25   \n",
       "3         CUR VERANO      F            17           24   \n",
       "4         CUR VERANO      M            17           25   \n",
       "...              ...    ...           ...          ...   \n",
       "272279        II PER      M            18           20   \n",
       "272280        II PER      M            18           20   \n",
       "272281        II PER      M            18           20   \n",
       "272282        II PER      M            18           20   \n",
       "272283        II PER      M            18           20   \n",
       "\n",
       "                LUGAR_DE_NACIMIENTO LUGAR_DE_ORIGEN     LUGAR_DE_RESIDENCIA  \\\n",
       "0       TACNA-JORGE BASADRE-ILABAYA       Provincia    LIMA-LIMA-SAN ISIDRO   \n",
       "1       TACNA-JORGE BASADRE-ILABAYA       Provincia    LIMA-LIMA-SAN ISIDRO   \n",
       "2              LIMA-LIMA-MIRAFLORES            Lima    LIMA-LIMA-MIRAFLORES   \n",
       "3                   LIMA-LIMA-RIMAC            Lima         LIMA-LIMA-RÍMAC   \n",
       "4                         CARACAS--        Exterior  LIMA-LIMA-PUEBLO LIBRE   \n",
       "...                             ...             ...                     ...   \n",
       "272279         CALLAO-CALLAO-CALLAO            Lima    CALLAO-CALLAO-CALLAO   \n",
       "272280         CALLAO-CALLAO-CALLAO            Lima    CALLAO-CALLAO-CALLAO   \n",
       "272281         CALLAO-CALLAO-CALLAO            Lima    CALLAO-CALLAO-CALLAO   \n",
       "272282         CALLAO-CALLAO-CALLAO            Lima    CALLAO-CALLAO-CALLAO   \n",
       "272283         CALLAO-CALLAO-CALLAO            Lima    CALLAO-CALLAO-CALLAO   \n",
       "\n",
       "               GRADO_PADRE  ... HABITO_SALUD4 HABITO_SALUD5 HABITO_SALUD6  \\\n",
       "0                      NaN  ...           NaN           NaN           NaN   \n",
       "1                      NaN  ...           NaN           NaN           NaN   \n",
       "2                      NaN  ...           NaN           NaN           NaN   \n",
       "3       Titulo Profesional  ...           NaN           NaN           NaN   \n",
       "4       Titulo Profesional  ...           NaN           NaN           NaN   \n",
       "...                    ...  ...           ...           ...           ...   \n",
       "272279                 NaN  ...           NaN           NaN           NaN   \n",
       "272280                 NaN  ...           NaN           NaN           NaN   \n",
       "272281                 NaN  ...           NaN           NaN           NaN   \n",
       "272282                 NaN  ...           NaN           NaN           NaN   \n",
       "272283                 NaN  ...           NaN           NaN           NaN   \n",
       "\n",
       "       HABITO_SALUD7 HABITO_SALUD8  HABITO_SALUD9  HABITO_SALUD10   CICLO  \\\n",
       "0                NaN           NaN            NaN             NaN  2018-0   \n",
       "1                NaN           NaN            NaN             NaN  2018-0   \n",
       "2                NaN           NaN            NaN             NaN  2018-0   \n",
       "3                NaN           NaN            NaN             NaN  2018-0   \n",
       "4                NaN           NaN            NaN             NaN  2018-0   \n",
       "...              ...           ...            ...             ...     ...   \n",
       "272279           NaN           NaN            NaN             NaN  2022-2   \n",
       "272280           NaN           NaN            NaN             NaN  2022-2   \n",
       "272281           NaN           NaN            NaN             NaN  2022-2   \n",
       "272282           NaN           NaN            NaN             NaN  2022-2   \n",
       "272283           NaN           NaN            NaN             NaN  2022-2   \n",
       "\n",
       "       CICLO_INGRESO_CARRERA PRIMER_CICLO  \n",
       "0                     2013-1       2013-1  \n",
       "1                     2013-1       2013-1  \n",
       "2                     2015-1       2015-1  \n",
       "3                     2017-1       2017-1  \n",
       "4                     2016-1       2016-1  \n",
       "...                      ...          ...  \n",
       "272279                2021-2       2021-2  \n",
       "272280                2021-2       2021-2  \n",
       "272281                2021-2       2021-2  \n",
       "272282                2021-2       2021-2  \n",
       "272283                2021-2       2021-2  \n",
       "\n",
       "[272284 rows x 206 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Duplicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def duplicates_report(df, subset):\n",
    "    total_duplicates = df.duplicated(subset=subset).sum()\n",
    "\n",
    "    duplicates = df[df.duplicated(subset=subset, keep=False)].copy()\n",
    "    if subset == None:\n",
    "        duplicates['combined'] = duplicates.apply(tuple, axis=1)\n",
    "    else:    \n",
    "        duplicates['combined'] = duplicates[subset].apply(tuple, axis=1)\n",
    "    duplicate_report = duplicates.groupby('combined').size().reset_index(name='count')\n",
    "    duplicate_report = duplicate_report['count'].value_counts().sort_index()\n",
    "\n",
    "    html = (f\"<h2>Duplicates Report</h2>\")\n",
    "    \n",
    "    if total_duplicates > 0:\n",
    "        html += (f\"<table border='1' class='dataframe'>\"\n",
    "                f\"<tr><th><b>Copies</b></th><th><b>Unique obs.</b></th><th><b>Total obs.</b></th><th><b>Surplus</b></th></tr>\")\n",
    "\n",
    "        for x, y in duplicate_report.items():\n",
    "            html += f\"<tr><td>{x} observations: </td><td>{y}</td><td>{y*x}</td><td>{y*x-y}</td></tr>\"\n",
    "\n",
    "        # End HTML table\n",
    "        html += (f\"</table><br>\")\n",
    "    html += (f\"Total number of duplicates: <b>{total_duplicates}</b>\")\n",
    "\n",
    "    display(HTML(html))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h2>Duplicates Report</h2><table border='1' style='border-collapse: collapse;'><tr><th><b>Copies</b></th><th><b>Unique obs.</b></th><th><b>Total obs.</b></th><th><b>Surplus</b></th></tr><tr><td>2 observations: </td><td>3043</td><td>6086</td><td>3043</td></tr><tr><td>3 observations: </td><td>36</td><td>108</td><td>72</td></tr><tr><td>4 observations: </td><td>154</td><td>616</td><td>462</td></tr></table><br>Total number of duplicates: <b>3577</b>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "duplicates_report(df, None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop_duplicates().reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IDs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "IDs should be the **student code**, the **academic term**, the **course code**, and the **course section**. However we can see that there are some instances of duplicates. This means that for the same student, in the same academic year, course, and section, there are two different values for some other column registered."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h2>Duplicates Report</h2><table border='1' style='border-collapse: collapse;'><tr><th><b>Copies</b></th><th><b>Unique obs.</b></th><th><b>Total obs.</b></th><th><b>Surplus</b></th></tr><tr><td>2 observations: </td><td>142</td><td>284</td><td>142</td></tr></table><br>Total number of duplicates: <b>142</b>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ids = ['CODIGO_DEL_ALUMNO', 'CICLO', 'CODIGO_DEL_CURSO','SECCION_DEL_CURSO']\n",
    "duplicates_report(df, ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        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>CODIGO_DEL_ALUMNO</th>\n",
       "      <th>ACADEMIC_YEAR</th>\n",
       "      <th>ACADEMIC_TERM</th>\n",
       "      <th>GENERO</th>\n",
       "      <th>EDAD_INGRESO</th>\n",
       "      <th>EDAD_ACTUAL</th>\n",
       "      <th>LUGAR_DE_NACIMIENTO</th>\n",
       "      <th>LUGAR_DE_ORIGEN</th>\n",
       "      <th>LUGAR_DE_RESIDENCIA</th>\n",
       "      <th>GRADO_PADRE</th>\n",
       "      <th>...</th>\n",
       "      <th>HABITO_SALUD4</th>\n",
       "      <th>HABITO_SALUD5</th>\n",
       "      <th>HABITO_SALUD6</th>\n",
       "      <th>HABITO_SALUD7</th>\n",
       "      <th>HABITO_SALUD8</th>\n",
       "      <th>HABITO_SALUD9</th>\n",
       "      <th>HABITO_SALUD10</th>\n",
       "      <th>CICLO</th>\n",
       "      <th>CICLO_INGRESO_CARRERA</th>\n",
       "      <th>PRIMER_CICLO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14454</th>\n",
       "      <td>0x760754ba631b7f1d9fd2b06b7b22c581500bde25bb6b...</td>\n",
       "      <td>2018</td>\n",
       "      <td>I PER</td>\n",
       "      <td>F</td>\n",
       "      <td>16</td>\n",
       "      <td>25</td>\n",
       "      <td>LIMA-LIMA-SAN MIGUEL</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-SAN MIGUEL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-1</td>\n",
       "      <td>2015-1</td>\n",
       "      <td>2015-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14455</th>\n",
       "      <td>0x760754ba631b7f1d9fd2b06b7b22c581500bde25bb6b...</td>\n",
       "      <td>2018</td>\n",
       "      <td>I PER</td>\n",
       "      <td>F</td>\n",
       "      <td>16</td>\n",
       "      <td>25</td>\n",
       "      <td>LIMA-LIMA-SAN MIGUEL</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-SAN MIGUEL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-1</td>\n",
       "      <td>2015-1</td>\n",
       "      <td>2015-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64996</th>\n",
       "      <td>0x80cb52f6cd1cd0fc4f9b094146e5b28efb6f6768f5f1...</td>\n",
       "      <td>2019</td>\n",
       "      <td>I PER</td>\n",
       "      <td>M</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>LIMA-LIMA-JESUS MARIA</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-JESÚS MARÍA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-1</td>\n",
       "      <td>2013-1</td>\n",
       "      <td>2013-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64997</th>\n",
       "      <td>0x80cb52f6cd1cd0fc4f9b094146e5b28efb6f6768f5f1...</td>\n",
       "      <td>2019</td>\n",
       "      <td>I PER</td>\n",
       "      <td>M</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>LIMA-LIMA-JESUS MARIA</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-JESÚS MARÍA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-1</td>\n",
       "      <td>2013-1</td>\n",
       "      <td>2013-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71213</th>\n",
       "      <td>0xc0db24df9a9f9a67ef517a2a3341d1538ea4c6996cd4...</td>\n",
       "      <td>2019</td>\n",
       "      <td>I PER</td>\n",
       "      <td>M</td>\n",
       "      <td>18</td>\n",
       "      <td>26</td>\n",
       "      <td>LIMA-LIMA-ANCON</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-LIMA</td>\n",
       "      <td>Grado Acádemico de Bachiller</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-1</td>\n",
       "      <td>2016-1</td>\n",
       "      <td>2018-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209067</th>\n",
       "      <td>0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e4...</td>\n",
       "      <td>2021</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>LIMA-LIMA-LINCE</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-LIMA</td>\n",
       "      <td>Técnico Superior</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-2</td>\n",
       "      <td>2018-2</td>\n",
       "      <td>2018-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209068</th>\n",
       "      <td>0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e4...</td>\n",
       "      <td>2021</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>LIMA-LIMA-LINCE</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-LIMA</td>\n",
       "      <td>Técnico Superior</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-2</td>\n",
       "      <td>2018-2</td>\n",
       "      <td>2018-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209069</th>\n",
       "      <td>0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e4...</td>\n",
       "      <td>2021</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>LIMA-LIMA-LINCE</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-LIMA</td>\n",
       "      <td>Técnico Superior</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-2</td>\n",
       "      <td>2018-2</td>\n",
       "      <td>2018-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209070</th>\n",
       "      <td>0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e4...</td>\n",
       "      <td>2021</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>LIMA-LIMA-LINCE</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-LIMA</td>\n",
       "      <td>Técnico Superior</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-2</td>\n",
       "      <td>2018-2</td>\n",
       "      <td>2018-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209071</th>\n",
       "      <td>0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e4...</td>\n",
       "      <td>2021</td>\n",
       "      <td>II PER</td>\n",
       "      <td>M</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>LIMA-LIMA-LINCE</td>\n",
       "      <td>Lima</td>\n",
       "      <td>LIMA-LIMA-LIMA</td>\n",
       "      <td>Técnico Superior</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-2</td>\n",
       "      <td>2018-2</td>\n",
       "      <td>2018-2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>284 rows × 206 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        CODIGO_DEL_ALUMNO  ACADEMIC_YEAR  \\\n",
       "14454   0x760754ba631b7f1d9fd2b06b7b22c581500bde25bb6b...           2018   \n",
       "14455   0x760754ba631b7f1d9fd2b06b7b22c581500bde25bb6b...           2018   \n",
       "64996   0x80cb52f6cd1cd0fc4f9b094146e5b28efb6f6768f5f1...           2019   \n",
       "64997   0x80cb52f6cd1cd0fc4f9b094146e5b28efb6f6768f5f1...           2019   \n",
       "71213   0xc0db24df9a9f9a67ef517a2a3341d1538ea4c6996cd4...           2019   \n",
       "...                                                   ...            ...   \n",
       "209067  0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e4...           2021   \n",
       "209068  0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e4...           2021   \n",
       "209069  0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e4...           2021   \n",
       "209070  0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e4...           2021   \n",
       "209071  0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e4...           2021   \n",
       "\n",
       "       ACADEMIC_TERM GENERO  EDAD_INGRESO  EDAD_ACTUAL    LUGAR_DE_NACIMIENTO  \\\n",
       "14454          I PER      F            16           25   LIMA-LIMA-SAN MIGUEL   \n",
       "14455          I PER      F            16           25   LIMA-LIMA-SAN MIGUEL   \n",
       "64996          I PER      M            16           26  LIMA-LIMA-JESUS MARIA   \n",
       "64997          I PER      M            16           26  LIMA-LIMA-JESUS MARIA   \n",
       "71213          I PER      M            18           26        LIMA-LIMA-ANCON   \n",
       "...              ...    ...           ...          ...                    ...   \n",
       "209067        II PER      M            17           22        LIMA-LIMA-LINCE   \n",
       "209068        II PER      M            17           22        LIMA-LIMA-LINCE   \n",
       "209069        II PER      M            17           22        LIMA-LIMA-LINCE   \n",
       "209070        II PER      M            17           22        LIMA-LIMA-LINCE   \n",
       "209071        II PER      M            17           22        LIMA-LIMA-LINCE   \n",
       "\n",
       "       LUGAR_DE_ORIGEN    LUGAR_DE_RESIDENCIA                   GRADO_PADRE  \\\n",
       "14454             Lima   LIMA-LIMA-SAN MIGUEL                           NaN   \n",
       "14455             Lima   LIMA-LIMA-SAN MIGUEL                           NaN   \n",
       "64996             Lima  LIMA-LIMA-JESÚS MARÍA                           NaN   \n",
       "64997             Lima  LIMA-LIMA-JESÚS MARÍA                           NaN   \n",
       "71213             Lima         LIMA-LIMA-LIMA  Grado Acádemico de Bachiller   \n",
       "...                ...                    ...                           ...   \n",
       "209067            Lima         LIMA-LIMA-LIMA              Técnico Superior   \n",
       "209068            Lima         LIMA-LIMA-LIMA              Técnico Superior   \n",
       "209069            Lima         LIMA-LIMA-LIMA              Técnico Superior   \n",
       "209070            Lima         LIMA-LIMA-LIMA              Técnico Superior   \n",
       "209071            Lima         LIMA-LIMA-LIMA              Técnico Superior   \n",
       "\n",
       "        ... HABITO_SALUD4 HABITO_SALUD5 HABITO_SALUD6 HABITO_SALUD7  \\\n",
       "14454   ...           NaN           NaN           NaN           NaN   \n",
       "14455   ...           NaN           NaN           NaN           NaN   \n",
       "64996   ...           NaN           NaN           NaN           NaN   \n",
       "64997   ...           NaN           NaN           NaN           NaN   \n",
       "71213   ...           NaN           NaN           NaN           NaN   \n",
       "...     ...           ...           ...           ...           ...   \n",
       "209067  ...           NaN           NaN           NaN           NaN   \n",
       "209068  ...           NaN           NaN           NaN           NaN   \n",
       "209069  ...           NaN           NaN           NaN           NaN   \n",
       "209070  ...           NaN           NaN           NaN           NaN   \n",
       "209071  ...           NaN           NaN           NaN           NaN   \n",
       "\n",
       "       HABITO_SALUD8  HABITO_SALUD9  HABITO_SALUD10   CICLO  \\\n",
       "14454            NaN            NaN             NaN  2018-1   \n",
       "14455            NaN            NaN             NaN  2018-1   \n",
       "64996            NaN            NaN             NaN  2019-1   \n",
       "64997            NaN            NaN             NaN  2019-1   \n",
       "71213            NaN            NaN             NaN  2019-1   \n",
       "...              ...            ...             ...     ...   \n",
       "209067           NaN            NaN             NaN  2021-2   \n",
       "209068           NaN            NaN             NaN  2021-2   \n",
       "209069           NaN            NaN             NaN  2021-2   \n",
       "209070           NaN            NaN             NaN  2021-2   \n",
       "209071           NaN            NaN             NaN  2021-2   \n",
       "\n",
       "       CICLO_INGRESO_CARRERA PRIMER_CICLO  \n",
       "14454                 2015-1       2015-1  \n",
       "14455                 2015-1       2015-1  \n",
       "64996                 2013-1       2013-1  \n",
       "64997                 2013-1       2013-1  \n",
       "71213                 2016-1       2018-2  \n",
       "...                      ...          ...  \n",
       "209067                2018-2       2018-2  \n",
       "209068                2018-2       2018-2  \n",
       "209069                2018-2       2018-2  \n",
       "209070                2018-2       2018-2  \n",
       "209071                2018-2       2018-2  \n",
       "\n",
       "[284 rows x 206 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.duplicated(subset=ids, keep=False)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking for systematic differences in values mannualy would be difficult and inneficient, because of that, we write a code that neatly shows the differing values within each duplicated unique observation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a function to find differing values\n",
    "def find_differences(dup_df, subset_cols):\n",
    "    # Group by the subset columns to compare duplicates within the same group\n",
    "    grouped = dup_df.groupby(subset_cols)\n",
    "    \n",
    "    differing_rows = []\n",
    "    \n",
    "    # Compare each group of duplicates\n",
    "    for _, group in grouped:\n",
    "        if len(group) > 1:  # Check only if there's more than one duplicate\n",
    "            # Find the differences between rows\n",
    "            for col in group.columns:\n",
    "                if col not in subset_cols:  # Skip subset columns used to check duplicates\n",
    "                    # If values in this column are not the same, mark them\n",
    "                    if len(group[col].unique()) > 1:\n",
    "                        differing_rows.append({\n",
    "                            'Subset_Columns': str(group[subset_cols].iloc[0].to_dict()),\n",
    "                            'Differing_Column': col,\n",
    "                            'Differing_Values': group[col].tolist()\n",
    "                        })\n",
    "    \n",
    "    differing_report = pd.DataFrame(differing_rows)\n",
    "\n",
    "    wide_report = differing_report.pivot(index='Subset_Columns', columns='Differing_Column', values='Differing_Values')\n",
    "    \n",
    "    return wide_report"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, each row corresponds to a unique ID, and the columns show the differing values that result in the initial duplicates drop not dropping said ID duplicates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Differing_Column</th>\n",
       "      <th>A1_CONFIANZA</th>\n",
       "      <th>A2_FRANQUEZA</th>\n",
       "      <th>A3_ALTRUISMO</th>\n",
       "      <th>A4_ACTITUD_CONCILIADORA</th>\n",
       "      <th>A5_MODESTIA</th>\n",
       "      <th>A6_SENSIBILIDAD_A_LOS_DEMÁS</th>\n",
       "      <th>APRENDIZAJE_ENTRE_IGUALES</th>\n",
       "      <th>AUTO_REGULACIÓN_METACOGNITIVA</th>\n",
       "      <th>A_AMABILIDAD</th>\n",
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       "      <th>C1_COMPETENCIA</th>\n",
       "      <th>C2_ORDEN</th>\n",
       "      <th>C3_SENTIDO_DEL_DEBER</th>\n",
       "      <th>C4_NECESIDAD_DE_LOGRO</th>\n",
       "      <th>C5_AUTODISCIPLINA</th>\n",
       "      <th>C6_DELIBERACIÓN</th>\n",
       "      <th>CALIFICACION_DEL_PROFESOR_DE_LA_SECCION</th>\n",
       "      <th>C_RESONSABILIDAD</th>\n",
       "      <th>E1_CORDIALIDAD</th>\n",
       "      <th>E2_GREGARISMO</th>\n",
       "      <th>E3_ASERTIVIDAD</th>\n",
       "      <th>E4_ACTIVIDAD</th>\n",
       "      <th>E5_BÚSQUEDA_DE_EMOCIONES</th>\n",
       "      <th>E6_EMOCIONES_POSITIVAS</th>\n",
       "      <th>ENSAYO</th>\n",
       "      <th>E_EXTROVERSIÓN</th>\n",
       "      <th>Estrategias de aprendizaje: ELABORACIÓN</th>\n",
       "      <th>Estrategias de aprendizaje: ORGANIZACIÓN</th>\n",
       "      <th>HABITO_SALUD6</th>\n",
       "      <th>N1_ANSIEDAD</th>\n",
       "      <th>N2_HOSTILIDAD</th>\n",
       "      <th>N3_DEPRESIÓN</th>\n",
       "      <th>N4_ANSIEDAD_SOCIAL</th>\n",
       "      <th>N5_IMPULSIVIDAD</th>\n",
       "      <th>N6_VULNERABILIDAD</th>\n",
       "      <th>N_NEUROTICISMO</th>\n",
       "      <th>O1_FANTASÍA</th>\n",
       "      <th>O2_ESTÉTICA</th>\n",
       "      <th>O3_SENTIMIENTOS</th>\n",
       "      <th>O4_ACCIONES</th>\n",
       "      <th>O5_IDEAS</th>\n",
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       "      <th>O_APERTURA</th>\n",
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       "      <th>REGULACIÓN_DEL_ESFUERZO</th>\n",
       "      <th>TIEMPO_Y_AMBIENTE_DE_ESTUDIO</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Subset_Columns</th>\n",
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       "      <th>{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661fbb14bbaa563b06ef0c59d5f6b9737ac1b5bf4e4f6', 'CICLO': '2021-1', 'CODIGO_DEL_CURSO': '120133', 'SECCION_DEL_CURSO': 'D'}</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[6.6078, 6.0733]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[5.2411, 6.1786]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c43ec5bf6a1e8161ebd84a3e2eb88886c77c0bc023c0', 'CICLO': '2021-1', 'CODIGO_DEL_CURSO': '120000', 'SECCION_DEL_CURSO': 'REC'}</th>\n",
       "      <td>[13.0, 17.0]</td>\n",
       "      <td>[17.0, 23.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[21.0, 22.0]</td>\n",
       "      <td>[20.0, 21.0]</td>\n",
       "      <td>[26.0, 22.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[125.0, 133.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[29.0, 27.0]</td>\n",
       "      <td>[26.0, 21.0]</td>\n",
       "      <td>[26.0, 27.0]</td>\n",
       "      <td>[27.0, 25.0]</td>\n",
       "      <td>[27.0, 24.0]</td>\n",
       "      <td>[23.0, 26.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[158.0, 150.0]</td>\n",
       "      <td>[28.0, 29.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[27.0, 24.0]</td>\n",
       "      <td>[22.0, 21.0]</td>\n",
       "      <td>[26.0, 22.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[156.0, 149.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[26.0, 16.0]</td>\n",
       "      <td>[12.0, 8.0]</td>\n",
       "      <td>[19.0, 11.0]</td>\n",
       "      <td>[10.0, 11.0]</td>\n",
       "      <td>[8.0, 9.0]</td>\n",
       "      <td>[10.0, 9.0]</td>\n",
       "      <td>[85.0, 64.0]</td>\n",
       "      <td>[19.0, 12.0]</td>\n",
       "      <td>[21.0, 23.0]</td>\n",
       "      <td>[22.0, 20.0]</td>\n",
       "      <td>[12.0, 19.0]</td>\n",
       "      <td>[28.0, 24.0]</td>\n",
       "      <td>[24.0, 21.0]</td>\n",
       "      <td>[126.0, 119.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c43ec5bf6a1e8161ebd84a3e2eb88886c77c0bc023c0', 'CICLO': '2021-1', 'CODIGO_DEL_CURSO': '170131', 'SECCION_DEL_CURSO': 'REC'}</th>\n",
       "      <td>[13.0, 17.0]</td>\n",
       "      <td>[17.0, 23.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[21.0, 22.0]</td>\n",
       "      <td>[20.0, 21.0]</td>\n",
       "      <td>[26.0, 22.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[125.0, 133.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[29.0, 27.0]</td>\n",
       "      <td>[26.0, 21.0]</td>\n",
       "      <td>[26.0, 27.0]</td>\n",
       "      <td>[27.0, 25.0]</td>\n",
       "      <td>[27.0, 24.0]</td>\n",
       "      <td>[23.0, 26.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[158.0, 150.0]</td>\n",
       "      <td>[28.0, 29.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[27.0, 24.0]</td>\n",
       "      <td>[22.0, 21.0]</td>\n",
       "      <td>[26.0, 22.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[156.0, 149.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[26.0, 16.0]</td>\n",
       "      <td>[12.0, 8.0]</td>\n",
       "      <td>[19.0, 11.0]</td>\n",
       "      <td>[10.0, 11.0]</td>\n",
       "      <td>[8.0, 9.0]</td>\n",
       "      <td>[10.0, 9.0]</td>\n",
       "      <td>[85.0, 64.0]</td>\n",
       "      <td>[19.0, 12.0]</td>\n",
       "      <td>[21.0, 23.0]</td>\n",
       "      <td>[22.0, 20.0]</td>\n",
       "      <td>[12.0, 19.0]</td>\n",
       "      <td>[28.0, 24.0]</td>\n",
       "      <td>[24.0, 21.0]</td>\n",
       "      <td>[126.0, 119.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16afedf12caf069bf52cc94607d92a30beef2d91937e3e', 'CICLO': '2021-1', 'CODIGO_DEL_CURSO': '138649', 'SECCION_DEL_CURSO': 'A'}</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[5.9286, 4.9072]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e437e36a4d82006896f406', 'CICLO': '2021-2', 'CODIGO_DEL_CURSO': '144741', 'SECCION_DEL_CURSO': 'A'}</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Subsidio tipo 1, Beca Patronato UP]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e437e36a4d82006896f406', 'CICLO': '2021-2', 'CODIGO_DEL_CURSO': '180091', 'SECCION_DEL_CURSO': 'D'}</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Beca Patronato UP, Subsidio tipo 1]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e437e36a4d82006896f406', 'CICLO': '2021-2', 'CODIGO_DEL_CURSO': '1F0112', 'SECCION_DEL_CURSO': 'E'}</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Subsidio tipo 1, Beca Patronato UP]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e437e36a4d82006896f406', 'CICLO': '2021-2', 'CODIGO_DEL_CURSO': '900218', 'SECCION_DEL_CURSO': 'B2'}</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Beca Patronato UP, Subsidio tipo 1]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9c0e9547902f54b67fd64e437e36a4d82006896f406', 'CICLO': '2021-2', 'CODIGO_DEL_CURSO': '900649', 'SECCION_DEL_CURSO': 'D1'}</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Subsidio tipo 1, Beca Patronato UP]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>142 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Differing_Column                                    A1_CONFIANZA  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [13.0, 17.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [13.0, 17.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                    A2_FRANQUEZA A3_ALTRUISMO  \\\n",
       "Subset_Columns                                                                  \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN          NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN          NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [17.0, 23.0]          NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [17.0, 23.0]          NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN          NaN   \n",
       "...                                                          ...          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN          NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN          NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN          NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN          NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN          NaN   \n",
       "\n",
       "Differing_Column                                   A4_ACTITUD_CONCILIADORA  \\\n",
       "Subset_Columns                                                               \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...            [21.0, 22.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...            [21.0, 22.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                     NaN   \n",
       "...                                                                    ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                     NaN   \n",
       "\n",
       "Differing_Column                                     A5_MODESTIA  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [20.0, 21.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [20.0, 21.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                   A6_SENSIBILIDAD_A_LOS_DEMÁS  \\\n",
       "Subset_Columns                                                                   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                         NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                         NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                [26.0, 22.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                [26.0, 22.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                         NaN   \n",
       "...                                                                        ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                         NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                         NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                         NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                         NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                         NaN   \n",
       "\n",
       "Differing_Column                                   APRENDIZAJE_ENTRE_IGUALES  \\\n",
       "Subset_Columns                                                                 \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                       NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                       NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                       NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                       NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                       NaN   \n",
       "...                                                                      ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                       NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                       NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                       NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                       NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                       NaN   \n",
       "\n",
       "Differing_Column                                   AUTO_REGULACIÓN_METACOGNITIVA  \\\n",
       "Subset_Columns                                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                           NaN   \n",
       "...                                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                           NaN   \n",
       "\n",
       "Differing_Column                                      A_AMABILIDAD  \\\n",
       "Subset_Columns                                                       \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [125.0, 133.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [125.0, 133.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...             NaN   \n",
       "...                                                            ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "\n",
       "Differing_Column                                                                    BECA  \\\n",
       "Subset_Columns                                                                             \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                                   NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                                   NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                                   NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                                   NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                                   NaN   \n",
       "...                                                                                  ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...  [Subsidio tipo 1, Beca Patronato UP]   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...  [Beca Patronato UP, Subsidio tipo 1]   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...  [Subsidio tipo 1, Beca Patronato UP]   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...  [Beca Patronato UP, Subsidio tipo 1]   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...  [Subsidio tipo 1, Beca Patronato UP]   \n",
       "\n",
       "Differing_Column                                   BÚSQUEDA_DE_AYUDA  \\\n",
       "Subset_Columns                                                         \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...               NaN   \n",
       "...                                                              ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "\n",
       "Differing_Column                                   C1_COMPETENCIA  \\\n",
       "Subset_Columns                                                      \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...   [29.0, 27.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...   [29.0, 27.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...            NaN   \n",
       "...                                                           ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "\n",
       "Differing_Column                                        C2_ORDEN  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [26.0, 21.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [26.0, 21.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                   C3_SENTIDO_DEL_DEBER  \\\n",
       "Subset_Columns                                                            \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                  NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                  NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...         [26.0, 27.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...         [26.0, 27.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                  NaN   \n",
       "...                                                                 ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                  NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                  NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                  NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                  NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                  NaN   \n",
       "\n",
       "Differing_Column                                   C4_NECESIDAD_DE_LOGRO  \\\n",
       "Subset_Columns                                                             \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                   NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                   NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...          [27.0, 25.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...          [27.0, 25.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                   NaN   \n",
       "...                                                                  ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                   NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                   NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                   NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                   NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                   NaN   \n",
       "\n",
       "Differing_Column                                   C5_AUTODISCIPLINA  \\\n",
       "Subset_Columns                                                         \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...      [27.0, 24.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...      [27.0, 24.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...               NaN   \n",
       "...                                                              ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "\n",
       "Differing_Column                                   C6_DELIBERACIÓN  \\\n",
       "Subset_Columns                                                       \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...    [23.0, 26.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...    [23.0, 26.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...             NaN   \n",
       "...                                                            ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "\n",
       "Differing_Column                                   CALIFICACION_DEL_PROFESOR_DE_LA_SECCION  \\\n",
       "Subset_Columns                                                                               \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                        [6.6078, 6.0733]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                        [5.2411, 6.1786]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                        [5.9286, 4.9072]   \n",
       "...                                                                                    ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                     NaN   \n",
       "\n",
       "Differing_Column                                   C_RESONSABILIDAD  \\\n",
       "Subset_Columns                                                        \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...              NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...              NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...   [158.0, 150.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...   [158.0, 150.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...              NaN   \n",
       "...                                                             ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...              NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...              NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...              NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...              NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...              NaN   \n",
       "\n",
       "Differing_Column                                   E1_CORDIALIDAD  \\\n",
       "Subset_Columns                                                      \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...   [28.0, 29.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...   [28.0, 29.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...            NaN   \n",
       "...                                                           ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "\n",
       "Differing_Column                                   E2_GREGARISMO  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                   E3_ASERTIVIDAD  \\\n",
       "Subset_Columns                                                      \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...   [27.0, 24.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...   [27.0, 24.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...            NaN   \n",
       "...                                                           ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "\n",
       "Differing_Column                                    E4_ACTIVIDAD  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [22.0, 21.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [22.0, 21.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                   E5_BÚSQUEDA_DE_EMOCIONES  \\\n",
       "Subset_Columns                                                                \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...             [26.0, 22.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...             [26.0, 22.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                      NaN   \n",
       "...                                                                     ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                      NaN   \n",
       "\n",
       "Differing_Column                                   E6_EMOCIONES_POSITIVAS  \\\n",
       "Subset_Columns                                                              \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                    NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                    NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                    NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                    NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                    NaN   \n",
       "...                                                                   ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                    NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                    NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                    NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                    NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                    NaN   \n",
       "\n",
       "Differing_Column                                   ENSAYO  E_EXTROVERSIÓN  \\\n",
       "Subset_Columns                                                              \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...    NaN             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...    NaN             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...    NaN  [156.0, 149.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...    NaN  [156.0, 149.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...    NaN             NaN   \n",
       "...                                                   ...             ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...    NaN             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...    NaN             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...    NaN             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...    NaN             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...    NaN             NaN   \n",
       "\n",
       "Differing_Column                                   Estrategias de aprendizaje: ELABORACIÓN  \\\n",
       "Subset_Columns                                                                               \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                                     NaN   \n",
       "...                                                                                    ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                     NaN   \n",
       "\n",
       "Differing_Column                                   Estrategias de aprendizaje: ORGANIZACIÓN  \\\n",
       "Subset_Columns                                                                                \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                                      NaN   \n",
       "...                                                                                     ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                      NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                                      NaN   \n",
       "\n",
       "Differing_Column                                   HABITO_SALUD6  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                     N1_ANSIEDAD  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [26.0, 16.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [26.0, 16.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                   N2_HOSTILIDAD  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...   [12.0, 8.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...   [12.0, 8.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                    N3_DEPRESIÓN  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [19.0, 11.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [19.0, 11.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                   N4_ANSIEDAD_SOCIAL  \\\n",
       "Subset_Columns                                                          \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...       [10.0, 11.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...       [10.0, 11.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                NaN   \n",
       "...                                                               ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                NaN   \n",
       "\n",
       "Differing_Column                                   N5_IMPULSIVIDAD  \\\n",
       "Subset_Columns                                                       \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...      [8.0, 9.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...      [8.0, 9.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...             NaN   \n",
       "...                                                            ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "\n",
       "Differing_Column                                   N6_VULNERABILIDAD  \\\n",
       "Subset_Columns                                                         \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...       [10.0, 9.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...       [10.0, 9.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...               NaN   \n",
       "...                                                              ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...               NaN   \n",
       "\n",
       "Differing_Column                                   N_NEUROTICISMO  \\\n",
       "Subset_Columns                                                      \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...   [85.0, 64.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...   [85.0, 64.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...            NaN   \n",
       "...                                                           ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...            NaN   \n",
       "\n",
       "Differing_Column                                     O1_FANTASÍA  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [19.0, 12.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [19.0, 12.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                     O2_ESTÉTICA  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [21.0, 23.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [21.0, 23.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                   O3_SENTIMIENTOS  \\\n",
       "Subset_Columns                                                       \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...    [22.0, 20.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...    [22.0, 20.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...             NaN   \n",
       "...                                                            ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "\n",
       "Differing_Column                                     O4_ACCIONES  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [12.0, 19.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [12.0, 19.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                        O5_IDEAS  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [28.0, 24.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [28.0, 24.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                      O6_VALORES  \\\n",
       "Subset_Columns                                                     \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [24.0, 21.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [24.0, 21.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...           NaN   \n",
       "...                                                          ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...           NaN   \n",
       "\n",
       "Differing_Column                                        O_APERTURA  \\\n",
       "Subset_Columns                                                       \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [126.0, 119.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...  [126.0, 119.0]   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...             NaN   \n",
       "...                                                            ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...             NaN   \n",
       "\n",
       "Differing_Column                                   PENSAMIENTO_CRÍTICO  \\\n",
       "Subset_Columns                                                           \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                 NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                 NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                 NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                 NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                 NaN   \n",
       "...                                                                ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                 NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                 NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                 NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                 NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                 NaN   \n",
       "\n",
       "Differing_Column                                   REGULACIÓN_DEL_ESFUERZO  \\\n",
       "Subset_Columns                                                               \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                     NaN   \n",
       "...                                                                    ...   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                     NaN   \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                     NaN   \n",
       "\n",
       "Differing_Column                                   TIEMPO_Y_AMBIENTE_DE_ESTUDIO  \n",
       "Subset_Columns                                                                   \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                          NaN  \n",
       "{'CODIGO_DEL_ALUMNO': '0x010eeef0ea3a70753fa661...                          NaN  \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                          NaN  \n",
       "{'CODIGO_DEL_ALUMNO': '0x097b73181755d5227b81c4...                          NaN  \n",
       "{'CODIGO_DEL_ALUMNO': '0x0ef911215bce81895e16af...                          NaN  \n",
       "...                                                                         ...  \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                          NaN  \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                          NaN  \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                          NaN  \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                          NaN  \n",
       "{'CODIGO_DEL_ALUMNO': '0xf1c8dd53e4f076990eaca9...                          NaN  \n",
       "\n",
       "[142 rows x 47 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "duplicates = df[df.duplicated(subset=ids, keep=False)].copy()\n",
    "id_differences = find_differences(duplicates, ids)\n",
    "\n",
    "with pd.option_context(\n",
    "    \"display.min_rows\", 10,\n",
    "    'display.max_columns', None\n",
    "    ):\n",
    "    display(id_differences)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can clearly see that there is some cleaning to be done in some variable modules. \n",
    "\n",
    "First, there seems to be multiple values for variables of the Big Five (Características de personalidad) module. As if the same student, in the same academic term, and in the same course and section had been surveyed twice and therefore multiple responses had been registered.\n",
    "The same thing happens within the Studying Strategies (Estrategias de aprendizaje) and the Health Habits (Hábitos de salud) modules.\n",
    "\n",
    "Second, there are differing values in the rating the student gave the professor for their course section. As if the student had rated the professor twice during the same academic term.\n",
    "\n",
    "Third, a same student has multiple scholarship categories assigned in the same term."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['CALIFICACION_DEL_PROFESOR_DE_LA_SECCION'] = df.groupby(ids)['CALIFICACION_DEL_PROFESOR_DE_LA_SECCION'].transform('max')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_wide = df.copy()\n",
    "df_wide['pen_n_beca'] = \"BECA\" + (df_wide.groupby(ids).cumcount() + 1).astype(str)\n",
    "df_wide = df_wide.pivot(index=ids, columns='pen_n_beca', values='BECA').reset_index()\n",
    "df = df.merge(df_wide, on=ids, how='left')\n",
    "df = df.drop(columns=['BECA'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = list(df.filter(regex='^([ACENO](\\\\d|)_)').columns) + ['APRENDIZAJE_ENTRE_IGUALES',\n",
    "    'AUTO_REGULACIÓN_METACOGNITIVA', \n",
    "    'BÚSQUEDA_DE_AYUDA', \n",
    "    'ENSAYO', \n",
    "    'Estrategias de aprendizaje: ELABORACIÓN', \n",
    "    'Estrategias de aprendizaje: ORGANIZACIÓN', \n",
    "    'PENSAMIENTO_CRÍTICO', 'REGULACIÓN_DEL_ESFUERZO', \n",
    "    'TIEMPO_Y_AMBIENTE_DE_ESTUDIO']\n",
    "\n",
    "for col in cols:\n",
    "    df[col] = df.groupby(ids)[col].transform('mean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Step 1: Define a mapping from the categorical strings to numerical values\n",
    "habitos_mapping = {\n",
    "    'Nunca': 0,\n",
    "    'De 1 a 2 veces': 1,\n",
    "    'De 3 a 4 veces': 2,\n",
    "    'De 5 a 7 veces': 3\n",
    "}\n",
    "\n",
    "# Step 2: Apply the mapping to the 'HABITOS_SALUD6' column, ignoring NaN\n",
    "df['HABITO_SALUD6_num'] = df['HABITO_SALUD6'].map(habitos_mapping)\n",
    "\n",
    "# Step 3: Apply the groupby and mode (most frequent value) transformation for 'HABITOS_SALUD6'\n",
    "df['HABITO_SALUD6_num'] = df.groupby(ids)['HABITO_SALUD6_num'].transform('max')\n",
    "\n",
    "# Step 4: Map the numerical values back to the original strings\n",
    "reverse_habitos_mapping = {v: k for k, v in habitos_mapping.items()}\n",
    "df['HABITO_SALUD6'] = df['HABITO_SALUD6_num'].map(reverse_habitos_mapping)\n",
    "\n",
    "# Step 5: Drop the temporary numerical column\n",
    "df = df.drop(columns=['HABITO_SALUD6_num'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h2>Duplicates Report</h2>Total number of duplicates: <b>0</b>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = df.drop_duplicates().reset_index(drop=True)\n",
    "duplicates_report(df, ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in ['AÑO_DE_SOLICITUD_DE_RECATEGORIZACION', 'ESCALA_DE_PAGO_REGATEGORIZADO', 'AÑOS_ACUMULADOS_POR_ALUMNO', 'UBICACION_ACTUAL_DEL_ALUMNO_EN_EL_TERCIO', 'PERIODO_DE_EGRESO_DEL_ALUMNO']:   \n",
    "    df[col] = df[col].astype('Int64')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def col_analysis(df, col):\n",
    "    if not os.path.exists(f\"../../_static\\\\temp_figures\"):\n",
    "        os.makedirs(f\"../../_static\\\\temp_figures\")\n",
    "        \n",
    "    total_obs = len(df[col])\n",
    "\n",
    "    unique_values = df[col].nunique()\n",
    "    unique_percentage = (unique_values / total_obs) * 100\n",
    "    missing_values = df[col].isna().sum()\n",
    "    missing_percentage = (missing_values / total_obs) * 100\n",
    "\n",
    "    text_info = (f\"<h2>{col}</h2>\"\n",
    "                    f\"<b>Total number of unique values:</b> {unique_values} ({unique_percentage:.2f}%)<br>\"\n",
    "                    f\"<b>Missing values:</b> {missing_values} ({missing_percentage:.2f}%)<br>\")\n",
    "    \n",
    "    if unique_values > 11 and unique_values < 2600:\n",
    "        top_values = df[col].value_counts().head(5)\n",
    "        bot_values = df[col].value_counts().tail(5)\n",
    "\n",
    "        text_info += (f\"<b>Most frequent values:</b><br>\"\n",
    "                        f\"<div style='padding-left: 20px;'>\")\n",
    "        for value, count in top_values.items():\n",
    "            percentage = (count / total_obs) * 100\n",
    "            text_info += f\"{value}: {count} ({percentage:.1f}%)<br>\"\n",
    "        text_info += \"</div>\"\n",
    "        text_info += (f\"<b>Least frequent values:</b><br>\"\n",
    "                        f\"<div style='padding-left: 20px;'>\")\n",
    "        for value, count in bot_values.items():\n",
    "            percentage = (count / total_obs) * 100\n",
    "            text_info += f\"{value}: {count} ({percentage:.1f}%)<br>\"\n",
    "        text_info += \"</div>\"\n",
    "    elif unique_values <= 11:\n",
    "        text_info += (f\"<b>Value Counts:</b><br>\"\n",
    "                        f\"<div style='padding-left: 20px;'>\")\n",
    "        for value, count in df[col].value_counts().items():\n",
    "            percentage = (count / total_obs) * 100\n",
    "            text_info += f\"{value}: {count} ({percentage:.1f}%)<br>\"\n",
    "        text_info += \"</div>\"\n",
    "    else:\n",
    "        text_info += \"<br>\"\n",
    "    if pd.api.types.is_numeric_dtype(df[col]):\n",
    "        min_value = df[col].min()\n",
    "        max_value = df[col].max()\n",
    "        median_value = df[col].median()\n",
    "        mode_value = df[col].mode().values\n",
    "        mode_value_str = ', '.join(map(str, mode_value))\n",
    "        \n",
    "        text_info += (f\"<b>Minimum value:</b> {min_value}<br>\"\n",
    "                      f\"<b>Maximum value:</b> {max_value}<br>\"\n",
    "                      f\"<b>Median value:</b> {median_value}<br>\"\n",
    "                      f\"<b>Mode value(s):</b> {mode_value_str}<br>\")\n",
    "\n",
    "    \n",
    "    # Start an HTML block for the layout\n",
    "    html = f\"\"\"\n",
    "    <div style=\"display: flex; align-items: flex-start;\">\n",
    "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
    "            {text_info}\n",
    "        </div>\n",
    "        <div style=\"width: 60%;\">\n",
    "    \"\"\"\n",
    "\n",
    "    # Plot based on the column type\n",
    "    text_color = '#D3D3D3'\n",
    "    plot_generated = False\n",
    "    box_plot = False\n",
    "\n",
    "    if pd.api.types.is_numeric_dtype(df[col]):\n",
    "        if pd.api.types.is_integer_dtype(df[col]) and (df[col].nunique() < 12):\n",
    "            # Plot a bar plot for integer data\n",
    "            plot_generated = True\n",
    "            fig, axs = plt.subplots(figsize=(8, 5))\n",
    "            value_counts = df[col].value_counts().sort_index()\n",
    "            sns.barplot(x=value_counts.index, y=value_counts.values)\n",
    "            plt.title(f\"Bar Plot of {col}\", color=text_color)\n",
    "            plt.xlabel(col, color=text_color)\n",
    "            plt.ylabel(\"Frequency\", color=text_color)\n",
    "        elif pd.api.types.is_integer_dtype(df[col]):\n",
    "            # Plot a bar plot for integer data\n",
    "            plot_generated = True\n",
    "            fig, axs = plt.subplots(nrows=2, figsize=(8, 5), sharex=True, gridspec_kw={'height_ratios': [3, 1]})\n",
    "            box_plot = True\n",
    "            sns.histplot(df[col].dropna(), discrete=True, ax=axs[0])\n",
    "            axs[0].set_title(f\"Histogram of {col}\", color=text_color)\n",
    "            axs[0].set_ylabel(\"Frequency\", color=text_color)\n",
    "\n",
    "            sns.boxplot(x=df[col].dropna(), ax=axs[1], orient='h')\n",
    "            axs[1].set_xlabel(col, color=text_color)\n",
    "            axs[1].set_ylabel(\"\")\n",
    "        else:\n",
    "            # Plot a KDE plot for float data\n",
    "            plot_generated = True\n",
    "            fig, axs = plt.subplots(nrows=2, figsize=(8, 5), sharex=True, gridspec_kw={'height_ratios': [3, 1]})\n",
    "            box_plot = True\n",
    "            sns.histplot(df[col].dropna(), bins=20, ax=axs[0])\n",
    "            axs[0].set_title(f\"Histogram of {col}\", color=text_color)\n",
    "            axs[0].set_ylabel(\"Density\", color=text_color)\n",
    "\n",
    "            sns.boxplot(x=df[col].dropna(), ax=axs[1], orient='h')\n",
    "            axs[1].set_xlabel(col, color=text_color)\n",
    "            axs[1].set_ylabel(\"\")\n",
    "            \n",
    "    if pd.api.types.is_object_dtype(df[col]) and df[col].nunique() < 10 and df[col].dropna().nunique() > 1:\n",
    "        plot_generated = True\n",
    "        fig, axs = plt.subplots(figsize=(8, 5))\n",
    "        sorted_values = (df[col].dropna().value_counts() / df[col].dropna().value_counts().sum()*100).sort_values()\n",
    "\n",
    "        others_sum = 0\n",
    "        new_value_counts = {}\n",
    "        others_added = False\n",
    "\n",
    "        # Loop through categories and decide if they should go into \"Others\"\n",
    "        for value, pct in sorted_values.items():\n",
    "            if pct + others_sum < 5:\n",
    "                others_sum += pct\n",
    "                others_added = True\n",
    "            else:\n",
    "                new_value_counts[value] = df[col].dropna().value_counts()[value]\n",
    "\n",
    "        if others_added:\n",
    "            new_value_counts['Others'] = int((others_sum / 100) * df[col].dropna().value_counts().sum())\n",
    "\n",
    "        # Convert the dictionary back to a series for plotting\n",
    "        new_value_counts = pd.Series(new_value_counts).sort_values(ascending=False)\n",
    "\n",
    "        # Plot pie chart\n",
    "        new_value_counts.plot(kind='pie', autopct='%1.1f%%', startangle=90, colors=plt.cm.Paired.colors)\n",
    "        plt.title(f\"Pie Chart of {col}\", color=text_color)\n",
    "        plt.ylabel('')  # Hide the y-label\n",
    "        for text in axs.texts:\n",
    "            if '%' not in text.get_text():\n",
    "                text.set_color(text_color)\n",
    "\n",
    "    if plot_generated and not box_plot:\n",
    "        fig.patch.set_alpha(0)\n",
    "        axs.patch.set_alpha(0) \n",
    "        sns.despine(left=True, bottom=True)\n",
    "\n",
    "        axs.tick_params(axis='x', colors=text_color)\n",
    "        axs.tick_params(axis='y', colors=text_color)\n",
    "\n",
    "        for spine in axs.spines.values():\n",
    "            spine.set_visible(False)\n",
    "\n",
    "        legend = axs.get_legend()\n",
    "        if legend:\n",
    "            plt.setp(legend.get_texts(), color=text_color)\n",
    "        \n",
    "        # Save the plot as an image and embed it in HTML\n",
    "        plt.tight_layout()\n",
    "        plt.savefig(f\"../../_static\\\\temp_figures\\\\{col}.png\", transparent=True)\n",
    "\n",
    "        # Embed the plot in the HTML\n",
    "        html += f'<img src=\"../../_static\\\\temp_figures\\\\{col}.png\" width=\"100%\">'\n",
    "\n",
    "        plt.close()\n",
    "    \n",
    "    elif plot_generated and box_plot:\n",
    "        fig.patch.set_alpha(0)\n",
    "        for ax in axs:\n",
    "            ax.patch.set_alpha(0) \n",
    "            sns.despine(left=True, bottom=True)\n",
    "\n",
    "            ax.tick_params(axis='x', colors=text_color)\n",
    "            ax.tick_params(axis='y', colors=text_color)\n",
    "\n",
    "            for spine in ax.spines.values():\n",
    "                spine.set_visible(False)\n",
    "\n",
    "            legend = ax.get_legend()\n",
    "            if legend:\n",
    "                plt.setp(legend.get_texts(), color=text_color)\n",
    "            \n",
    "        # Save the plot as an image and embed it in HTML\n",
    "        plt.tight_layout()\n",
    "        plt.savefig(f\"../../_static\\\\temp_figures\\\\{col}_boxplot.png\", transparent=True)\n",
    "\n",
    "        # Embed the plot in the HTML\n",
    "        html += f'<img src=\"../../_static\\\\temp_figures\\\\{col}_boxplot.png\" width=\"100%\">'\n",
    "\n",
    "        plt.close()\n",
    "    \n",
    "    html += \"</div></div><br><br>\"\n",
    "\n",
    "    # Display the HTML content\n",
    "    display(HTML(html))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CODIGO_DEL_ALUMNO</h2><b>Total number of unique values:</b> 9314 (3.47%)<br><b>Missing values:</b> 0 (0.00%)<br><br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>ACADEMIC_YEAR</h2><b>Total number of unique values:</b> 5 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>2021: 61283 (22.8%)<br>2022: 58149 (21.7%)<br>2018: 50356 (18.8%)<br>2020: 49500 (18.4%)<br>2019: 49277 (18.3%)<br></div><b>Minimum value:</b> 2018<br><b>Maximum value:</b> 2022<br><b>Median value:</b> 2020.0<br><b>Mode value(s):</b> 2021<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\ACADEMIC_YEAR.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>ACADEMIC_TERM</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>I PER: 131997 (49.1%)<br>II PER: 120081 (44.7%)<br>CUR VERANO: 16487 (6.1%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\ACADEMIC_TERM.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>GENERO</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>F: 145906 (54.3%)<br>M: 122659 (45.7%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\GENERO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>EDAD_INGRESO</h2><b>Total number of unique values:</b> 24 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>17: 120880 (45.0%)<br>16: 73983 (27.5%)<br>18: 44730 (16.7%)<br>19: 16184 (6.0%)<br>20: 5213 (1.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>48: 17 (0.0%)<br>31: 15 (0.0%)<br>35: 14 (0.0%)<br>47: 10 (0.0%)<br>32: 5 (0.0%)<br></div><b>Minimum value:</b> 15<br><b>Maximum value:</b> 48<br><b>Median value:</b> 17.0<br><b>Mode value(s):</b> 17<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\EDAD_INGRESO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>EDAD_ACTUAL</h2><b>Total number of unique values:</b> 29 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>23: 40390 (15.0%)<br>24: 40022 (14.9%)<br>22: 34010 (12.7%)<br>25: 29299 (10.9%)<br>21: 27218 (10.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>40: 22 (0.0%)<br>57: 10 (0.0%)<br>44: 9 (0.0%)<br>48: 8 (0.0%)<br>36: 2 (0.0%)<br></div><b>Minimum value:</b> 17<br><b>Maximum value:</b> 57<br><b>Median value:</b> 23.0<br><b>Mode value(s):</b> 23<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\EDAD_ACTUAL_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>LUGAR_DE_NACIMIENTO</h2><b>Total number of unique values:</b> 458 (0.17%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>LIMA-LIMA-SANTIAGO DE SURCO: 36111 (13.4%)<br>LIMA-LIMA-SAN BORJA: 20155 (7.5%)<br>LIMA-LIMA-MIRAFLORES: 19937 (7.4%)<br>LIMA-LIMA-SAN ISIDRO: 18195 (6.8%)<br>LIMA-LIMA-JESUS MARIA: 18129 (6.8%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>HUANCAVELICA-HUAYTARA-SAN ANTONIO DE CUSICANCHA: 4 (0.0%)<br>PASCO-PASCO-PALLANCHACRA: 4 (0.0%)<br>LAMBAYEQUE-LAMBAYEQUE-MOCHUMI: 4 (0.0%)<br>AMAZONAS-BAGUA-BAGUA: 4 (0.0%)<br>PUNO-SAN ROMAN-CABANA: 3 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>LUGAR_DE_ORIGEN</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Lima: 215820 (80.4%)<br>Provincia: 50763 (18.9%)<br>Exterior: 1982 (0.7%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\LUGAR_DE_ORIGEN.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>LUGAR_DE_RESIDENCIA</h2><b>Total number of unique values:</b> 375 (0.14%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>LIMA-LIMA-LIMA: 43096 (16.0%)<br>LIMA-LIMA-SURCO: 27913 (10.4%)<br>LIMA-LIMA-LA MOLINA: 19495 (7.3%)<br>LIMA-LIMA-SAN ISIDRO: 17514 (6.5%)<br>LIMA-LIMA-PUEBLO LIBRE: 16276 (6.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>PUNO-PUNO-PICHACANI: 4 (0.0%)<br>AYACUCHO-PAUCAR DEL SARA SARA-LAMPA: 4 (0.0%)<br>ICA-NASCA-NAZCA: 4 (0.0%)<br>ANCASH-CARLOS FERMIN FITZCARRALD-SAN LUIS: 4 (0.0%)<br>BUENOS AIRES--: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>GRADO_PADRE</h2><b>Total number of unique values:</b> 8 (0.00%)<br><b>Missing values:</b> 128529 (47.86%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Titulo Profesional: 54800 (20.4%)<br>Grado Académico de Magíster: 22592 (8.4%)<br>Grado Acádemico de Bachiller: 20729 (7.7%)<br>Egresado 2021: 18938 (7.1%)<br>Técnico Superior: 18000 (6.7%)<br>Grado Académico de Doctor: 2388 (0.9%)<br>Actualmente en Técnico: 1569 (0.6%)<br>Actualmente en Universidad: 1020 (0.4%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\GRADO_PADRE.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>OCUPACION_PADRE</h2><b>Total number of unique values:</b> 772 (0.29%)<br><b>Missing values:</b> 129477 (48.21%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>Ingeniero: 11822 (4.4%)<br>INGENIERO: 5048 (1.9%)<br>Abogado: 4592 (1.7%)<br>Administrado: 4067 (1.5%)<br>Economista: 3991 (1.5%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>DOCENTE UNIVERSITARIO: 4 (0.0%)<br>Ingeniero en Industrias Alimentarias: 4 (0.0%)<br>Adm.Hotelera: 2 (0.0%)<br>Estomatologo: 1 (0.0%)<br>Laborat.Clin: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>UBIGEO_PADRE</h2><b>Total number of unique values:</b> 228 (0.08%)<br><b>Missing values:</b> 135815 (50.57%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>Lima-Lima-Surco: 17092 (6.4%)<br>Lima-Lima-La Molina: 10311 (3.8%)<br>Lima-Lima-San Borja: 7935 (3.0%)<br>Lima-Lima-San Isidro: 6079 (2.3%)<br>Lima-Lima-Miraflores: 5398 (2.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>Cusco-Quispicanchi-OROPESA: 8 (0.0%)<br>La Libertad-Trujillo-LA ESPERANZA: 6 (0.0%)<br>Huancavelica-Tayacaja-PAMPAS: 6 (0.0%)<br>Amazonas-Bongará-JAZAN: 5 (0.0%)<br>Puno-Chucuito-JULI: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>GRADO_MADRE</h2><b>Total number of unique values:</b> 8 (0.00%)<br><b>Missing values:</b> 126626 (47.15%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Titulo Profesional: 57034 (21.2%)<br>Técnico Superior: 27694 (10.3%)<br>Egresado 2021: 25209 (9.4%)<br>Grado Acádemico de Bachiller: 18677 (7.0%)<br>Grado Académico de Magíster: 9559 (3.6%)<br>Actualmente en Técnico: 1710 (0.6%)<br>Actualmente en Universidad: 1224 (0.5%)<br>Grado Académico de Doctor: 832 (0.3%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\GRADO_MADRE.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>OCUPACION_MADRE</h2><b>Total number of unique values:</b> 770 (0.29%)<br><b>Missing values:</b> 129466 (48.21%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>Docente: 4777 (1.8%)<br>Profesora: 3644 (1.4%)<br>Contadora: 3475 (1.3%)<br>Amadecasa: 3321 (1.2%)<br>Casa: 3280 (1.2%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>QuimicaFar.: 1 (0.0%)<br>Estomatologí: 1 (0.0%)<br>EMPRESARI: 1 (0.0%)<br>Esteticista: 1 (0.0%)<br>Obstetric: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>UBIGEO_MADRE</h2><b>Total number of unique values:</b> 210 (0.08%)<br><b>Missing values:</b> 131008 (48.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>Lima-Lima-Surco: 16908 (6.3%)<br>Lima-Lima-La Molina: 11123 (4.1%)<br>Lima-Lima-San Borja: 8414 (3.1%)<br>Lima-Lima-San Isidro: 6306 (2.3%)<br>Lima-Lima-Miraflores: 5878 (2.2%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>La Libertad-Pacasmayo-SAN JOSE: 9 (0.0%)<br>Cusco-Quispicanchi-OROPESA: 8 (0.0%)<br>Huancavelica-Tayacaja-PAMPAS: 6 (0.0%)<br>Amazonas-Bongará-JAZAN: 5 (0.0%)<br>Puno-Chucuito-JULI: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>NUMERO_HERMANOS</h2><b>Total number of unique values:</b> 7 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>0: 160181 (59.6%)<br>1: 68222 (25.4%)<br>2: 32429 (12.1%)<br>3: 6392 (2.4%)<br>4: 1077 (0.4%)<br>5: 215 (0.1%)<br>6: 49 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 6<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\NUMERO_HERMANOS.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>NUMERO_HERMANOS_EN_LA_UP</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>0: 257703 (96.0%)<br>1: 10679 (4.0%)<br>2: 183 (0.1%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 2<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\NUMERO_HERMANOS_EN_LA_UP.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>COLEGIO_DE_PROCEDENCIA</h2><b>Total number of unique values:</b> 2520 (0.94%)<br><b>Missing values:</b> 787 (0.29%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>FALTANTE: 4476 (1.7%)<br>SANTA MARIA MARIANISTA (Santiago de Surco): 4235 (1.6%)<br>SANTA MARIA MARIANISTA AVENIDA LA FLORESTA 25: 2746 (1.0%)<br>VILLA MARIA LA PLANICIE (La Molina): 2328 (0.9%)<br>COLEGIO MAYOR SECUNDARIO PRESIDENTE DEL PERU : 2240 (0.8%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>Santa Rosa de Lima (Los Olivos) : 1 (0.0%)<br>INNOVA SCHOOLS - LOS OLIVOS 1 VILLA SOL (Los : 1 (0.0%)<br>Maria de las Mercedes, Miraflores : 1 (0.0%)<br>MARIA AUXILIADORA: 1 (0.0%)<br>SO1 PNP.CARLOS TEODORO PUELL MENDOZA CARRETER: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>TIPO_COLEGIO</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 104349 (38.85%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Colegios de Alto Rendimiento: 160221 (59.7%)<br>Bachillerato Internacional: 3025 (1.1%)<br>Bachillerato Internacional 6to año: 970 (0.4%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\TIPO_COLEGIO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>UBIGEO_COLEGIO</h2><b>Total number of unique values:</b> 366 (0.14%)<br><b>Missing values:</b> 4202 (1.56%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>Lima-Lima-Surco: 34017 (12.7%)<br>Lima-Lima-La Molina: 29212 (10.9%)<br>Lima-Lima-San Isidro: 17716 (6.6%)<br>Lima-Lima-Miraflores: 16056 (6.0%)<br>Lima-Lima-San Miguel: 11729 (4.4%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>Huancavelica-Angaraes-Lircay: 4 (0.0%)<br>Loreto-Maynas-San Juan Bautista: 4 (0.0%)<br>Amazonas-Utcubamba-El Milagro: 4 (0.0%)<br>Puno-Chucuito-Juli: 4 (0.0%)<br>Huanuco-Leoncio Prado-Rupa-Rupa: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>BACHILLERATO_INTERNACIONAL</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>NO: 183314 (68.3%)<br>SI: 85251 (31.7%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\BACHILLERATO_INTERNACIONAL.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>COLEGIO_DE_ALTO_RENDIMIENTO</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>SI: 161015 (60.0%)<br>NO: 107550 (40.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\COLEGIO_DE_ALTO_RENDIMIENTO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>EVALUACION_VIGESIMAL_COMPETENCIAS_MIXTO</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 43069 (16.04%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>VIGESIMAL: 217790 (81.1%)<br>MIXTO: 7616 (2.8%)<br>COMPENTENCIAS: 90 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\EVALUACION_VIGESIMAL_COMPETENCIAS_MIXTO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_MATEMATICA</h2><b>Total number of unique values:</b> 12 (0.00%)<br><b>Missing values:</b> 31171 (11.61%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>17.0: 38819 (14.5%)<br>16.0: 35355 (13.2%)<br>18.0: 32230 (12.0%)<br>15.0: 31884 (11.9%)<br>14.0: 24464 (9.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>12.0: 12136 (4.5%)<br>0.0: 12001 (4.5%)<br>20.0: 5886 (2.2%)<br>11.0: 5429 (2.0%)<br>21.0: 74 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 21.0<br><b>Median value:</b> 16.0<br><b>Mode value(s):</b> 17.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\3RO_MATEMATICA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_COMUNICACION</h2><b>Total number of unique values:</b> 12 (0.00%)<br><b>Missing values:</b> 31171 (11.61%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>16.0: 48336 (18.0%)<br>17.0: 42636 (15.9%)<br>15.0: 42294 (15.7%)<br>14.0: 28173 (10.5%)<br>18.0: 25648 (9.6%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>12.0: 9339 (3.5%)<br>19.0: 8965 (3.3%)<br>11.0: 2818 (1.0%)<br>20.0: 1398 (0.5%)<br>21.0: 74 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 21.0<br><b>Median value:</b> 16.0<br><b>Mode value(s):</b> 16.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\3RO_COMUNICACION_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_MATEMATICA</h2><b>Total number of unique values:</b> 13 (0.00%)<br><b>Missing values:</b> 31171 (11.61%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>17.0: 36450 (13.6%)<br>16.0: 34979 (13.0%)<br>18.0: 32224 (12.0%)<br>15.0: 31062 (11.6%)<br>14.0: 23911 (8.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>12.0: 11353 (4.2%)<br>20.0: 6854 (2.6%)<br>11.0: 5839 (2.2%)<br>21.0: 66 (0.0%)<br>8.0: 5 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 21.0<br><b>Median value:</b> 16.0<br><b>Mode value(s):</b> 17.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_MATEMATICA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_COMUNICACION</h2><b>Total number of unique values:</b> 13 (0.00%)<br><b>Missing values:</b> 31171 (11.61%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>16.0: 48221 (18.0%)<br>17.0: 45841 (17.1%)<br>15.0: 34490 (12.8%)<br>18.0: 27722 (10.3%)<br>14.0: 25495 (9.5%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>12.0: 6605 (2.5%)<br>11.0: 2470 (0.9%)<br>20.0: 2375 (0.9%)<br>21.0: 66 (0.0%)<br>100.0: 51 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 100.0<br><b>Median value:</b> 16.0<br><b>Mode value(s):</b> 16.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_COMUNICACION_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_MATEMATICA</h2><b>Total number of unique values:</b> 14 (0.01%)<br><b>Missing values:</b> 31339 (11.67%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>17.0: 36313 (13.5%)<br>18.0: 33325 (12.4%)<br>16.0: 32605 (12.1%)<br>15.0: 28796 (10.7%)<br>14.0: 22721 (8.5%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>20.0: 9752 (3.6%)<br>11.0: 5549 (2.1%)<br>21.0: 66 (0.0%)<br>1.0: 56 (0.0%)<br>8.0: 16 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 21.0<br><b>Median value:</b> 16.0<br><b>Mode value(s):</b> 17.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_MATEMATICA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_COMUNICACION</h2><b>Total number of unique values:</b> 14 (0.01%)<br><b>Missing values:</b> 31339 (11.67%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>17.0: 44379 (16.5%)<br>16.0: 43015 (16.0%)<br>18.0: 32875 (12.2%)<br>15.0: 32716 (12.2%)<br>14.0: 21573 (8.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>20.0: 5615 (2.1%)<br>11.0: 2593 (1.0%)<br>21.0: 66 (0.0%)<br>10.0: 44 (0.0%)<br>116.0: 36 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 116.0<br><b>Median value:</b> 16.0<br><b>Mode value(s):</b> 17.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_COMUNICACION_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_CIENCIA_TECNOLOGIA_DISEÑA</h2><b>Total number of unique values:</b> 1 (0.00%)<br><b>Missing values:</b> 268561 (100.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>A: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_CIENCIA_TECNOLOGIA_EXPLICA</h2><b>Total number of unique values:</b> 1 (0.00%)<br><b>Missing values:</b> 268561 (100.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>A: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_CIENCIA_TECNOLOGIA_INDAGA</h2><b>Total number of unique values:</b> 1 (0.00%)<br><b>Missing values:</b> 268561 (100.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_CIENCIAS_SOCIALES_CONSTRUYE</h2><b>Total number of unique values:</b> 1 (0.00%)<br><b>Missing values:</b> 268561 (100.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>A: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE</h2><b>Total number of unique values:</b> 1 (0.00%)<br><b>Missing values:</b> 268561 (100.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>A: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS</h2><b>Total number of unique values:</b> 1 (0.00%)<br><b>Missing values:</b> 268561 (100.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>A: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_COMUNICACION_LENGUA_ESCRIBE</h2><b>Total number of unique values:</b> 1 (0.00%)<br><b>Missing values:</b> 268561 (100.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>B: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_COMUNICACION_LENGUA_LEE</h2><b>Total number of unique values:</b> 1 (0.00%)<br><b>Missing values:</b> 268561 (100.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>B: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_COMUNICACION_LENGUA_COMUNICA</h2><b>Total number of unique values:</b> 1 (0.00%)<br><b>Missing values:</b> 268561 (100.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>A: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_MATEMATICA_CANTIDAD</h2><b>Total number of unique values:</b> 1 (0.00%)<br><b>Missing values:</b> 268561 (100.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>A: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_MATEMATICA_FORMA</h2><b>Total number of unique values:</b> 1 (0.00%)<br><b>Missing values:</b> 268561 (100.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>A: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_MATEMATICA_GESTION_DATOS</h2><b>Total number of unique values:</b> 1 (0.00%)<br><b>Missing values:</b> 268561 (100.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>A: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>3RO_MATEMATICA_REGULARIDAD_EQUIVALENCIA</h2><b>Total number of unique values:</b> 1 (0.00%)<br><b>Missing values:</b> 268561 (100.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>A: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_CIENCIA_TECNOLOGIA_DISEÑA</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260953 (97.17%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5621 (2.1%)<br>A: 1915 (0.7%)<br>B: 55 (0.0%)<br>CNE: 21 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_CIENCIA_TECNOLOGIA_DISEÑA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_CIENCIA_TECNOLOGIA_EXPLICA</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 260953 (97.17%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5559 (2.1%)<br>A: 2025 (0.8%)<br>B: 28 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_CIENCIA_TECNOLOGIA_EXPLICA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_CIENCIA_TECNOLOGIA_INDAGA</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 260953 (97.17%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5259 (2.0%)<br>A: 2315 (0.9%)<br>B: 38 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_CIENCIA_TECNOLOGIA_INDAGA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_CIENCIAS_SOCIALES_CONSTRUYE</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 260953 (97.17%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5960 (2.2%)<br>A: 1594 (0.6%)<br>B: 58 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_CIENCIAS_SOCIALES_CONSTRUYE.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 260953 (97.17%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 6006 (2.2%)<br>A: 1566 (0.6%)<br>B: 40 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 260953 (97.17%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5969 (2.2%)<br>A: 1592 (0.6%)<br>B: 51 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_COMUNICACION_LENGUA_ESCRIBE</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 260953 (97.17%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5511 (2.1%)<br>A: 1987 (0.7%)<br>B: 114 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_COMUNICACION_LENGUA_ESCRIBE.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_COMUNICACION_LENGUA_LEE</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 260953 (97.17%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5370 (2.0%)<br>A: 2163 (0.8%)<br>B: 79 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_COMUNICACION_LENGUA_LEE.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_COMUNICACION_LENGUA_COMUNICA</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 260953 (97.17%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5522 (2.1%)<br>A: 2029 (0.8%)<br>B: 61 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_COMUNICACION_LENGUA_COMUNICA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_MATEMATICA_CANTIDAD</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 260953 (97.17%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5663 (2.1%)<br>A: 1856 (0.7%)<br>B: 93 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_MATEMATICA_CANTIDAD.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_MATEMATICA_FORMA</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 260953 (97.17%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5540 (2.1%)<br>A: 1930 (0.7%)<br>B: 142 (0.1%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_MATEMATICA_FORMA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_MATEMATICA_GESTION_DATOS</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 260953 (97.17%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5670 (2.1%)<br>A: 1806 (0.7%)<br>B: 136 (0.1%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_MATEMATICA_GESTION_DATOS.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>4TO_MATEMATICA_REGULARIDAD_EQUIVALENCIA</h2><b>Total number of unique values:</b> 3 (0.00%)<br><b>Missing values:</b> 260953 (97.17%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5453 (2.0%)<br>A: 2002 (0.7%)<br>B: 157 (0.1%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\4TO_MATEMATICA_REGULARIDAD_EQUIVALENCIA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_CIENCIA_TECNOLOGIA_DISEÑA</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260877 (97.14%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5759 (2.1%)<br>A: 1776 (0.7%)<br>CNE: 85 (0.0%)<br>B: 68 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_CIENCIA_TECNOLOGIA_DISEÑA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_CIENCIA_TECNOLOGIA_EXPLICA</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260877 (97.14%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5657 (2.1%)<br>A: 1830 (0.7%)<br>B: 193 (0.1%)<br>CNE: 8 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_CIENCIA_TECNOLOGIA_EXPLICA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_CIENCIA_TECNOLOGIA_INDAGA</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260877 (97.14%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5751 (2.1%)<br>A: 1829 (0.7%)<br>B: 100 (0.0%)<br>CNE: 8 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_CIENCIA_TECNOLOGIA_INDAGA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_CIENCIAS_SOCIALES_CONSTRUYE</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260877 (97.14%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 6223 (2.3%)<br>A: 1413 (0.5%)<br>B: 44 (0.0%)<br>CNE: 8 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_CIENCIAS_SOCIALES_CONSTRUYE.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260877 (97.14%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 6239 (2.3%)<br>A: 1401 (0.5%)<br>B: 29 (0.0%)<br>CNE: 19 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_CIENCIAS_SOCIALES_ESPACIO_AMBIENTE.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260877 (97.14%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 6367 (2.4%)<br>A: 1220 (0.5%)<br>B: 74 (0.0%)<br>CNE: 27 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_CIENCIAS_SOCIALES_RECURSOS_ECOLOGICOS.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_COMUNICACION_LENGUA_ESCRIBE</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260877 (97.14%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5733 (2.1%)<br>A: 1800 (0.7%)<br>B: 131 (0.0%)<br>CNE: 24 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_COMUNICACION_LENGUA_ESCRIBE.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_COMUNICACION_LENGUA_LEE</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260877 (97.14%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5768 (2.1%)<br>A: 1777 (0.7%)<br>B: 119 (0.0%)<br>CNE: 24 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_COMUNICACION_LENGUA_LEE.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_COMUNICACION_LENGUA_COMUNICA</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260877 (97.14%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5909 (2.2%)<br>A: 1681 (0.6%)<br>B: 74 (0.0%)<br>CNE: 24 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_COMUNICACION_LENGUA_COMUNICA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_MATEMATICA_CANTIDAD</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260867 (97.13%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5751 (2.1%)<br>A: 1781 (0.7%)<br>B: 158 (0.1%)<br>CNE: 8 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_MATEMATICA_CANTIDAD.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_MATEMATICA_FORMA</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260867 (97.13%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5599 (2.1%)<br>A: 1877 (0.7%)<br>B: 214 (0.1%)<br>CNE: 8 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_MATEMATICA_FORMA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_MATEMATICA_GESTION_DATOS</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260877 (97.14%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5625 (2.1%)<br>A: 1876 (0.7%)<br>B: 173 (0.1%)<br>CNE: 14 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_MATEMATICA_GESTION_DATOS.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>5TO_MATEMATICA_REGULARIDAD_EQUIVALENCIA</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 260877 (97.14%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>AD: 5638 (2.1%)<br>A: 1946 (0.7%)<br>B: 96 (0.0%)<br>CNE: 8 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\5TO_MATEMATICA_REGULARIDAD_EQUIVALENCIA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>MODALIDAD_DE_ADMISION</h2><b>Total number of unique values:</b> 16 (0.01%)<br><b>Missing values:</b> 13744 (5.12%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>Admisión Selectiva: 124912 (46.5%)<br>Admisión por Excelencia Académica: 34629 (12.9%)<br>Admisión Regular: 27396 (10.2%)<br>Admisión por Bachillerato: 26611 (9.9%)<br>Admisión Escuela Preuniversitaria: 18950 (7.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>Admisión por Bachillerato Selectiva: 1258 (0.5%)<br>Reingreso: 743 (0.3%)<br>Estudiantes/Egresados Exterior: 346 (0.1%)<br>Admisión Graduados: 101 (0.0%)<br>Ninguno: 2 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>AÑO_INGRESO_CARRERA</h2><b>Total number of unique values:</b> 22 (0.01%)<br><b>Missing values:</b> 217 (0.08%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>2018: 43359 (16.1%)<br>2017: 41861 (15.6%)<br>2016: 32069 (11.9%)<br>2019: 30707 (11.4%)<br>2021: 29279 (10.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>2006: 9 (0.0%)<br>2001: 5 (0.0%)<br>2007: 5 (0.0%)<br>2005: 2 (0.0%)<br>1999: 1 (0.0%)<br></div><b>Minimum value:</b> 1998<br><b>Maximum value:</b> 2022<br><b>Median value:</b> 2018.0<br><b>Mode value(s):</b> 2018<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\AÑO_INGRESO_CARRERA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>SEMESTRE_INGRESO_CARRERA</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 217 (0.08%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>I PER: 246112 (91.6%)<br>II PER: 22236 (8.3%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\SEMESTRE_INGRESO_CARRERA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PIDIO_RECATEGORIZACION_DE_ESCALA</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>NO: 192409 (71.6%)<br>SI: 76156 (28.4%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PIDIO_RECATEGORIZACION_DE_ESCALA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>ESCALA_DE_PAGO_INICIAL</h2><b>Total number of unique values:</b> 11 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>3: 67613 (25.2%)<br>4: 66768 (24.9%)<br>1: 63306 (23.6%)<br>2: 37809 (14.1%)<br>6: 15523 (5.8%)<br>5: 12461 (4.6%)<br>A: 1766 (0.7%)<br>D: 1321 (0.5%)<br>B: 962 (0.4%)<br>C: 633 (0.2%)<br>7: 403 (0.2%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>AÑO_DE_SOLICITUD_DE_RECATEGORIZACION</h2><b>Total number of unique values:</b> 11 (0.00%)<br><b>Missing values:</b> 192409 (71.64%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>2020: 36824 (13.7%)<br>2019: 8494 (3.2%)<br>2018: 5774 (2.1%)<br>2021: 5152 (1.9%)<br>2013: 4739 (1.8%)<br>2017: 4247 (1.6%)<br>2016: 3980 (1.5%)<br>2022: 2911 (1.1%)<br>2015: 2361 (0.9%)<br>2014: 1666 (0.6%)<br>2012: 8 (0.0%)<br></div><b>Minimum value:</b> 2012<br><b>Maximum value:</b> 2022<br><b>Median value:</b> 2020.0<br><b>Mode value(s):</b> 2020<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\AÑO_DE_SOLICITUD_DE_RECATEGORIZACION.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>ESCALA_DE_PAGO_REGATEGORIZADO</h2><b>Total number of unique values:</b> 8 (0.00%)<br><b>Missing values:</b> 192409 (71.64%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>4: 19620 (7.3%)<br>6: 15265 (5.7%)<br>3: 13654 (5.1%)<br>5: 11402 (4.2%)<br>2: 8895 (3.3%)<br>7: 3770 (1.4%)<br>1: 3314 (1.2%)<br>0: 236 (0.1%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 7<br><b>Median value:</b> 4.0<br><b>Mode value(s):</b> 4<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\ESCALA_DE_PAGO_REGATEGORIZADO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>ASIGNACION_ESCALA_INGRESOS_ESTIMADOS</h2><b>Total number of unique values:</b> 2926 (1.09%)<br><b>Missing values:</b> 0 (0.00%)<br><br><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 2585550.0<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\ASIGNACION_ESCALA_INGRESOS_ESTIMADOS_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>ASIGNACION_ESCALA_MONTO_PAGADO_COLEGIO_PROCEDENCIA</h2><b>Total number of unique values:</b> 1167 (0.43%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>0.0: 142353 (53.0%)<br>2000.0: 2079 (0.8%)<br>1500.0: 2029 (0.8%)<br>2500.0: 1700 (0.6%)<br>300.0: 1626 (0.6%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>15000.0: 2 (0.0%)<br>1867.0: 1 (0.0%)<br>10204.0: 1 (0.0%)<br>10532.0: 1 (0.0%)<br>1830.0: 1 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 28450.0<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\ASIGNACION_ESCALA_MONTO_PAGADO_COLEGIO_PROCEDENCIA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>INGRESO_ESTIMADO_FACTORIZADO_POR_NUMERO_DE_FAMILIARES</h2><b>Total number of unique values:</b> 2972 (1.11%)<br><b>Missing values:</b> 0 (0.00%)<br><br><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 613646.25<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\INGRESO_ESTIMADO_FACTORIZADO_POR_NUMERO_DE_FAMILIARES_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>RECATEGORIZACION_INGRESOS_ESTIMADOS</h2><b>Total number of unique values:</b> 275 (0.10%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>0.0: 255102 (95.0%)<br>3500.0: 156 (0.1%)<br>4000.0: 145 (0.1%)<br>700.0: 106 (0.0%)<br>2000.0: 105 (0.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>19299.83: 7 (0.0%)<br>6708.0: 7 (0.0%)<br>20013.92: 6 (0.0%)<br>8595.94: 6 (0.0%)<br>14554.14: 4 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 106154.67<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\RECATEGORIZACION_INGRESOS_ESTIMADOS_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>RECATEGORIZACION_MONTO_PAGADO_COLEGIO_PROCEDENCIA</h2><b>Total number of unique values:</b> 201 (0.07%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>0.0: 256107 (95.4%)<br>2500.0: 316 (0.1%)<br>5000.0: 314 (0.1%)<br>2000.0: 266 (0.1%)<br>4000.0: 242 (0.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>8856.0: 7 (0.0%)<br>3400.0: 7 (0.0%)<br>2897.8: 7 (0.0%)<br>6380.0: 6 (0.0%)<br>4680.0: 6 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 19626.0<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\RECATEGORIZACION_MONTO_PAGADO_COLEGIO_PROCEDENCIA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>RECATEGORIZACION_INGRESO_ESTIMADO_FACTORIZADO_POR_NUMERO_DE_FAMILIARES</h2><b>Total number of unique values:</b> 279 (0.10%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>0.0: 255102 (95.0%)<br>500.0: 118 (0.0%)<br>2000.0: 113 (0.0%)<br>233.333333: 106 (0.0%)<br>833.333333: 101 (0.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>1166.666666: 7 (0.0%)<br>1677.0: 7 (0.0%)<br>6671.306666: 6 (0.0%)<br>1719.188: 6 (0.0%)<br>4851.38: 4 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 35384.89<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\RECATEGORIZACION_INGRESO_ESTIMADO_FACTORIZADO_POR_NUMERO_DE_FAMILIARES_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>ESTADO_MATRICULA</h2><b>Total number of unique values:</b> 17 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>Matriculado: 260261 (96.9%)<br>Retirado: 6147 (2.3%)<br>Baja por 2 ciclos observados consecutivo: 562 (0.2%)<br>Baja por desaprobar las asignaturas de N: 372 (0.1%)<br>Reservado: 288 (0.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>RETIRO EXCEPCIONAL: 11 (0.0%)<br>Baja por desaprobar una asignatu 2 veces: 5 (0.0%)<br>Bja por cursar 17 period acade. y no egr: 4 (0.0%)<br>Baja por ser expulsado por cometer falta: 4 (0.0%)<br>Baja por desaprobar asig dos o mas veces: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CARRERA</h2><b>Total number of unique values:</b> 9 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Administración: 79944 (29.8%)<br>Economía: 78898 (29.4%)<br>Ingeniería Empresarial: 41482 (15.4%)<br>Negocios Internacionales: 20009 (7.5%)<br>Derecho: 15672 (5.8%)<br>Finanzas: 13704 (5.1%)<br>Marketing: 8572 (3.2%)<br>Contabilidad: 5184 (1.9%)<br>Ingeniería de la Información: 5100 (1.9%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\CARRERA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PLAN_STUDIO</h2><b>Total number of unique values:</b> 9 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>2017-I PER: 143757 (53.5%)<br>2015-I PER: 78168 (29.1%)<br>2018-I PER: 30890 (11.5%)<br>2022-I PER: 10456 (3.9%)<br>2017-II PER: 3892 (1.4%)<br>2018-II PER: 1241 (0.5%)<br>2010-I PER: 159 (0.1%)<br>                    : 1 (0.0%)<br>2008-I PER: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PLAN_STUDIO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PRIMER_SEMESTRE_EN_QUE_CURSO_ESTUDIO</h2><b>Total number of unique values:</b> 38 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>2018-I PER: 39834 (14.8%)<br>2017-I PER: 35611 (13.3%)<br>2021-I PER: 28801 (10.7%)<br>2019-I PER: 28455 (10.6%)<br>2020-I PER: 27152 (10.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>1998-I PER: 8 (0.0%)<br>2007-I PER: 4 (0.0%)<br>2005-I PER: 2 (0.0%)<br>1999-I PER: 1 (0.0%)<br>2008-I PER: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CAMBIO_DE_CARRERA</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>NO: 227682 (84.8%)<br>SI: 40883 (15.2%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\CAMBIO_DE_CARRERA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>NUMERO_VECES_CAMBIO_CARRERA</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>0: 227682 (84.8%)<br>1: 34575 (12.9%)<br>2: 6120 (2.3%)<br>3: 188 (0.1%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 3<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\NUMERO_VECES_CAMBIO_CARRERA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CARRERA_PROCEDENTE</h2><b>Total number of unique values:</b> 9 (0.00%)<br><b>Missing values:</b> 227977 (84.89%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Economía: 21071 (7.8%)<br>Negocios Internacionales: 5088 (1.9%)<br>Administración: 3816 (1.4%)<br>Ingeniería Empresarial: 3579 (1.3%)<br>Finanzas: 3005 (1.1%)<br>Marketing: 1392 (0.5%)<br>Contabilidad: 970 (0.4%)<br>Derecho: 845 (0.3%)<br>Ingeniería de la Información: 822 (0.3%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\CARRERA_PROCEDENTE.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CARRERA_DESTINO</h2><b>Total number of unique values:</b> 9 (0.00%)<br><b>Missing values:</b> 227682 (84.78%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Administración: 22561 (8.4%)<br>Finanzas: 3400 (1.3%)<br>Derecho: 3227 (1.2%)<br>Ingeniería Empresarial: 3062 (1.1%)<br>Economía: 2489 (0.9%)<br>Negocios Internacionales: 1870 (0.7%)<br>Marketing: 1782 (0.7%)<br>Contabilidad: 1454 (0.5%)<br>Ingeniería de la Información: 1038 (0.4%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\CARRERA_DESTINO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>AGREGACION_DE_CARRERA</h2><b>Total number of unique values:</b> 8 (0.00%)<br><b>Missing values:</b> 264023 (98.31%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Administración: 1793 (0.7%)<br>Contabilidad: 1047 (0.4%)<br>Economía: 820 (0.3%)<br>Ingeniería Empresarial: 516 (0.2%)<br>Negocios Internacionales: 174 (0.1%)<br>Marketing: 105 (0.0%)<br>Finanzas: 74 (0.0%)<br>Derecho: 13 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\AGREGACION_DE_CARRERA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>FACTOR_DE_INSCRIPCION</h2><b>Total number of unique values:</b> 3395 (1.26%)<br><b>Missing values:</b> 56259 (20.95%)<br><br><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 575.8<br><b>Median value:</b> 245.8<br><b>Mode value(s):</b> 0.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\FACTOR_DE_INSCRIPCION_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CICLO_SEGUN_REGLAMENTO</h2><b>Total number of unique values:</b> 12 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>1: 45050 (16.8%)<br>2: 28643 (10.7%)<br>3: 24261 (9.0%)<br>10: 23084 (8.6%)<br>11: 22782 (8.5%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>5: 19696 (7.3%)<br>7: 19691 (7.3%)<br>8: 19268 (7.2%)<br>6: 19240 (7.2%)<br>12: 4934 (1.8%)<br></div><b>Minimum value:</b> 1<br><b>Maximum value:</b> 12<br><b>Median value:</b> 5.0<br><b>Mode value(s):</b> 1<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\CICLO_SEGUN_REGLAMENTO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CREDITOS_ACUMULADO</h2><b>Total number of unique values:</b> 442 (0.16%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>5.0: 6936 (2.6%)<br>9.0: 3576 (1.3%)<br>15.0: 3192 (1.2%)<br>209.0: 3102 (1.2%)<br>19.0: 2957 (1.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>218.85: 1 (0.0%)<br>69.15: 1 (0.0%)<br>175.85: 1 (0.0%)<br>287.0: 1 (0.0%)<br>60.15: 1 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 460.0<br><b>Median value:</b> 95.0<br><b>Mode value(s):</b> 5.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\CREDITOS_ACUMULADO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CREDITOS_CICLO</h2><b>Total number of unique values:</b> 73 (0.03%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>20: 18914 (7.0%)<br>19: 18764 (7.0%)<br>18: 18394 (6.8%)<br>21: 18068 (6.7%)<br>17: 16543 (6.2%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>68: 20 (0.0%)<br>65: 20 (0.0%)<br>54: 18 (0.0%)<br>66: 18 (0.0%)<br>53: 16 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 125<br><b>Median value:</b> 17.0<br><b>Mode value(s):</b> 20<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\CREDITOS_CICLO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CICLO_SEMESTRES_MATRICULADOS</h2><b>Total number of unique values:</b> 20 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>11: 38640 (14.4%)<br>12: 37211 (13.9%)<br>10: 37033 (13.8%)<br>6: 25138 (9.4%)<br>8: 20648 (7.7%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>16: 1579 (0.6%)<br>17: 696 (0.3%)<br>0: 625 (0.2%)<br>18: 221 (0.1%)<br>19: 164 (0.1%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 19<br><b>Median value:</b> 10.0<br><b>Mode value(s):</b> 11<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\CICLO_SEMESTRES_MATRICULADOS_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>AÑOS_ACUMULADOS_POR_ALUMNO</h2><b>Total number of unique values:</b> 12 (0.00%)<br><b>Missing values:</b> 862 (0.32%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>6: 78130 (29.1%)<br>5: 42618 (15.9%)<br>3: 37003 (13.8%)<br>7: 34056 (12.7%)<br>4: 32898 (12.2%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>1: 7506 (2.8%)<br>9: 2893 (1.1%)<br>10: 714 (0.3%)<br>11: 219 (0.1%)<br>13: 1 (0.0%)<br></div><b>Minimum value:</b> 1<br><b>Maximum value:</b> 13<br><b>Median value:</b> 5.0<br><b>Mode value(s):</b> 6<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\AÑOS_ACUMULADOS_POR_ALUMNO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>UBICACION_ACTUAL_DEL_ALUMNO_EN_EL_TERCIO</h2><b>Total number of unique values:</b> 938 (0.35%)<br><b>Missing values:</b> 190995 (71.12%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>22: 284 (0.1%)<br>28: 283 (0.1%)<br>25: 282 (0.1%)<br>33: 282 (0.1%)<br>10: 280 (0.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>889: 4 (0.0%)<br>921: 4 (0.0%)<br>919: 3 (0.0%)<br>940: 3 (0.0%)<br>938: 3 (0.0%)<br></div><b>Minimum value:</b> 1<br><b>Maximum value:</b> 940<br><b>Median value:</b> 228.0<br><b>Mode value(s):</b> 22<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\UBICACION_ACTUAL_DEL_ALUMNO_EN_EL_TERCIO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>TERCIO_SUPERIOR</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 190995 (71.12%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>NO: 50875 (18.9%)<br>SI: 26695 (9.9%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\TERCIO_SUPERIOR.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>TERCIO_MEDIO</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 190995 (71.12%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>NO: 51124 (19.0%)<br>SI: 26446 (9.8%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\TERCIO_MEDIO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>TERCIO_INFERIOR</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 190995 (71.12%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>NO: 53141 (19.8%)<br>SI: 24429 (9.1%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\TERCIO_INFERIOR.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PERIODO_DE_EGRESO_DEL_ALUMNO</h2><b>Total number of unique values:</b> 10 (0.00%)<br><b>Missing values:</b> 255451 (95.12%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>201901: 1396 (0.5%)<br>201801: 1395 (0.5%)<br>202001: 1365 (0.5%)<br>201902: 1343 (0.5%)<br>201802: 1336 (0.5%)<br>202002: 1326 (0.5%)<br>202201: 1286 (0.5%)<br>202101: 1256 (0.5%)<br>202102: 1208 (0.4%)<br>202202: 1203 (0.4%)<br></div><b>Minimum value:</b> 201801<br><b>Maximum value:</b> 202202<br><b>Median value:</b> 202001.0<br><b>Mode value(s):</b> 201901<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PERIODO_DE_EGRESO_DEL_ALUMNO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>TIENE_PROCESO_DISCIPLINARIO</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>NO: 267616 (99.6%)<br>SI: 949 (0.4%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\TIENE_PROCESO_DISCIPLINARIO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>MOTIVO_PROCESO_DISCIPLINARIO</h2><b>Total number of unique values:</b> 15 (0.01%)<br><b>Missing values:</b> 267616 (99.65%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>2021-I PER-Faltas graves - 10.7 Copiar de otro estudiante o permitir que otro estudiante copie durante el desarrollo de una evaluación académica, tener disponible información no autorizada relacionada con la materia de la evaluación académica, o cualquier otro acto que implique la alteración de la objetividad de dicha evaluación académica.: 317 (0.1%)<br>2021-II PER-Faltas graves - 10.7 Copiar de otro estudiante o permitir que otro estudiante copie durante el desarrollo de una evaluación académica, tener disponible información no autorizada relacionada con la materia de la evaluación académica, o cualquier otro acto que implique la alteración de la objetividad de dicha evaluación académica.: 91 (0.0%)<br>2021-CUR VERANO-Faltas graves - 10.7 Copiar de otro estudiante o permitir que otro estudiante copie durante el desarrollo de una evaluación académica, tener disponible información no autorizada relacionada con la materia de la evaluación académica, o cualquier otro acto que implique la alteración de la objetividad de dicha evaluación académica.: 81 (0.0%)<br>2021-II PER-Faltas leves - 9.2 Perturbar el desenvolvimiento de las actividades o eventos institucionales.: 65 (0.0%)<br>2021-I PER-Faltas muy graves - 11.7 El hostigamiento sexual en todas sus formas contra las personas que se encuentren en las instalaciones, actividades o eventos de la Universidad. Se incluyen, aunque sin limitarse a ellos: los comentarios insinuantes e inoportunos, actitudes y gestos insinuantes o impropios, los pedidos de favores sexuales en forma implícita o explícita, el ofrecimiento de ventajas de cualquier tipo a cambio de concesiones de connotación sexual y en general cualquier otra conducta verbal o física de una naturaleza sexual, realizada contra una persona que rechaza tales conductas.: 55 (0.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>2017-II PER-Faltas muy graves - 11.5 Apropiarse de bienes de la Universidad, de las personas que se encuentren en las instalaciones, actividades o eventos de la Universidad, con prescindencia de su valor.: 34 (0.0%)<br>2019-II PER-Faltas muy graves - 11.2 Falsificar, adulterar, sustraer, destruir o presentar fraudulentamente listas o registros de notas o calificaciones, certificados, firmas, constancias o documentos académicos o administrativos.: 28 (0.0%)<br>2018-I PER-Faltas graves - 10.7 Copiar de otro estudiante o permitir que otro estudiante copie durante el desarrollo de una evaluación académica, tener disponible información no autorizada relacionada con la materia de la evaluación académica, o cualquier otro acto que implique la alteración de la objetividad de dicha evaluación académica.: 24 (0.0%)<br>2020-II PER-Faltas graves - 10.7 Copiar de otro estudiante o permitir que otro estudiante copie durante el desarrollo de una evaluación académica, tener disponible información no autorizada relacionada con la materia de la evaluación académica, o cualquier otro acto que implique la alteración de la objetividad de dicha evaluación académica.: 18 (0.0%)<br>2018-I PER-Faltas graves - 10.5 La amenaza, coacción o agresión física sin causar lesiones contra cualquier persona que se encuentre en las instalaciones, actividades o eventos de la Universidad, o mantenga algún vínculo con esta.: 13 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>TIENE_BAJA_ACADEMICA</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>NO: 257166 (95.8%)<br>SI: 11399 (4.2%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\TIENE_BAJA_ACADEMICA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>MOTIVO_BAJA_ACADEMICA</h2><b>Total number of unique values:</b> 559 (0.21%)<br><b>Missing values:</b> 257166 (95.76%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>Baja por no matricularse en 6 periodos Semestre: 2018-I PER Carrera: ADMI: 318 (0.1%)<br>Baja por no matricularse en 6 periodos Semestre: 2018-I PER Carrera: ECON: 257 (0.1%)<br>Baja por 2 ciclos observados consecutivo Semestre: 2022-I PER Carrera: ECON: 190 (0.1%)<br>Baja por 2 ciclos observados consecutivo Semestre: 2018-I PER Carrera: ECON: 167 (0.1%)<br>Baja por 2 ciclos observados consecutivo Semestre: 2021-II PER Carrera: ECON: 163 (0.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>Baja por 2 ciclos observados consecutivo Semestre: 2021-CUR VERANO Carrera: DERE: 1 (0.0%)<br>Baja por no matricularse en 6 periodos Semestre: 2019-CUR VERANO Carrera: NEGINT: 1 (0.0%)<br>Baja por 3 ciclos obser. alternos (CCurs Semestre: 2018-CUR VERANO Carrera: FINAN: 1 (0.0%)<br>Baja por desaprobar las asignaturas de N Semestre: 2018-CUR VERANO Carrera: ECON: 1 (0.0%)<br>Baja por no matricularse en 6 periodos Semestre: 2020-CUR VERANO Carrera: FINAN: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>RENUNCIA</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>NO: 264220 (98.4%)<br>SI: 4345 (1.6%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\RENUNCIA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CURSOS_OBLIGATORIOS_PLAN_ACADEMICO</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>SI: 191526 (71.3%)<br>NO: 77039 (28.7%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\CURSOS_OBLIGATORIOS_PLAN_ACADEMICO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CODIGO_DEL_CURSO</h2><b>Total number of unique values:</b> 2294 (0.85%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>132641: 7059 (2.6%)<br>138649: 7029 (2.6%)<br>170131: 6852 (2.6%)<br>134654: 6758 (2.5%)<br>120000: 6074 (2.3%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>140096: 1 (0.0%)<br>1MN262: 1 (0.0%)<br>170281: 1 (0.0%)<br>160157: 1 (0.0%)<br>1MN428: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>NOMBRE_DEL_CURSO</h2><b>Total number of unique values:</b> 2246 (0.84%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>Economía General I: 7059 (2.6%)<br>Matemáticas I: 7029 (2.6%)<br>Nivelación en Informática: 6852 (2.6%)<br>Nivelación en Matemáticas: 6758 (2.5%)<br>Nivelación en Lenguaje: 6074 (2.3%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>Internationalization in Professional Spo: 1 (0.0%)<br>Business and Politics in Europe (Univers: 1 (0.0%)<br>Supply Chain Management (École Supérieur: 1 (0.0%)<br>Marketing of Innovations (École Supérieu: 1 (0.0%)<br>Frontiers of Strategy (University of Aar: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>SECCION_DEL_CURSO</h2><b>Total number of unique values:</b> 111 (0.04%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>A: 75552 (28.1%)<br>B: 32614 (12.1%)<br>C: 22988 (8.6%)<br>D: 15793 (5.9%)<br>E: 12258 (4.6%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>VAB: 13 (0.0%)<br>RECA: 13 (0.0%)<br>REC : 2 (0.0%)<br>VD: 2 (0.0%)<br>PRE: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>DOCENTE_DEL_CURSO</h2><b>Total number of unique values:</b> 866 (0.32%)<br><b>Missing values:</b> 21102 (7.86%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>GONZALEZ VIGIL, LUIS FERNANDO: 2019 (0.8%)<br>PROLEON PATRICIO, DANIEL GIOVANNI: 1827 (0.7%)<br>DAVILA QUESQUEN, ERICK NOMBERTO: 1810 (0.7%)<br>FLORES SALINAS, JOSE ALBERTO: 1784 (0.7%)<br>CORNEJO ALVAREZ, ANA LOURDES: 1766 (0.7%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>COLOMA SALAS, FABIOLA FATIMA: 6 (0.0%)<br>MUÑOZ ROMERO, MARTHA GISSELLE: 6 (0.0%)<br>ZAMUDIO ESCUDERO, MARIA NATALIA: 6 (0.0%)<br>GHIRETTI MATUTE, MARIA FRANCESCA: 2 (0.0%)<br>MEYER ., DAVID THEOPHILE IVAN: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>JEFE_DE_PRACTICA_DEL_CURSO</h2><b>Total number of unique values:</b> 524 (0.20%)<br><b>Missing values:</b> 173938 (64.77%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>BIFFI OLIVAS, PATRICIA EDDA: 4246 (1.6%)<br>RODRIGUEZ CUADROS DE MURO, LORENA: 3545 (1.3%)<br>RUBINA ESPINOSA, MAGALY SUSANA: 3505 (1.3%)<br>ARANA RAMIREZ, MILUSKA: 3234 (1.2%)<br>CABALLERO FELIPE, MARIA ISABEL: 3166 (1.2%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>ASO NAKAMINE, SACHIE CAROLINA: 7 (0.0%)<br>RUIZ LLACSAHUANGA, KETTY MARGARITA: 6 (0.0%)<br>GONZALES BECERRA, KATIA: 5 (0.0%)<br>ZUÑIGA PARRA, OSCAR MARCIAL: 3 (0.0%)<br>ESTRADA SEGURA, MIGUEL LUIS RENE: 3 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CREDITAJE_DEL_CURSO</h2><b>Total number of unique values:</b> 7 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>4: 123517 (46.0%)<br>5: 47280 (17.6%)<br>1: 41000 (15.3%)<br>0: 22669 (8.4%)<br>3: 21645 (8.1%)<br>2: 12439 (4.6%)<br>8: 15 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 8<br><b>Median value:</b> 4.0<br><b>Mode value(s):</b> 4<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\CREDITAJE_DEL_CURSO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>ES_CURSO_NIVELATORIO</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>NO: 248878 (92.7%)<br>SI: 19687 (7.3%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\ES_CURSO_NIVELATORIO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>EXONERADO_CURSO_NIVELATORIO</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>NO: 262067 (97.6%)<br>SI: 6498 (2.4%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\EXONERADO_CURSO_NIVELATORIO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CURSOS_EQUIVALENTES</h2><b>Total number of unique values:</b> 361 (0.13%)<br><b>Missing values:</b> 60226 (22.43%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>133100, 134198: 7059 (2.6%)<br>110043, 113038, 117005: 7029 (2.6%)<br>113024, 136653: 6852 (2.6%)<br>115023, 116000: 6758 (2.5%)<br>123092: 6074 (2.3%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>141247, 143425, 1MN020: 1 (0.0%)<br>497007: 1 (0.0%)<br>136281, 163062, 167026, 1F0112: 1 (0.0%)<br>180092, 1MN061: 1 (0.0%)<br>140337, 141038, 144058: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>DEPARTAMENTO_DEL_CURSO</h2><b>Total number of unique values:</b> 11 (0.00%)<br><b>Missing values:</b> 18312 (6.82%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Economía: 58257 (21.7%)<br>Humanidades: 29482 (11.0%)<br>Dirección de Formación Extraacadémica: 24794 (9.2%)<br>Ingeniería: 24759 (9.2%)<br>Administración: 23305 (8.7%)<br>Ciencias Sociales y Políticas: 22927 (8.5%)<br>Marketing y Negocios Internacionales: 17316 (6.4%)<br>Contabilidad: 14749 (5.5%)<br>Finanzas: 13547 (5.0%)<br>Derecho: 11925 (4.4%)<br>Oficina del Preboste: 9192 (3.4%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>NUMERO_DE_VECES_QUE_LLEVO_EL_CURSO</h2><b>Total number of unique values:</b> 5 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>1: 190757 (71.0%)<br>0: 58930 (21.9%)<br>2: 16562 (6.2%)<br>3: 2302 (0.9%)<br>4: 14 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 4<br><b>Median value:</b> 1.0<br><b>Mode value(s):</b> 1<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\NUMERO_DE_VECES_QUE_LLEVO_EL_CURSO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>NUMERO_DE_ALUMNOS_POR_CURSO</h2><b>Total number of unique values:</b> 79 (0.03%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>30: 51447 (19.2%)<br>35: 42895 (16.0%)<br>0: 18312 (6.8%)<br>32: 15671 (5.8%)<br>31: 12585 (4.7%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>3: 50 (0.0%)<br>47: 47 (0.0%)<br>46: 45 (0.0%)<br>2: 30 (0.0%)<br>1: 6 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 307<br><b>Median value:</b> 30.0<br><b>Mode value(s):</b> 30<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\NUMERO_DE_ALUMNOS_POR_CURSO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>NUMERO_DE_HORAS_TOTALES_DEL_CURSO</h2><b>Total number of unique values:</b> 135 (0.05%)<br><b>Missing values:</b> 22780 (8.48%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>54.0: 36476 (13.6%)<br>56.0: 26450 (9.8%)<br>52.0: 21444 (8.0%)<br>70.0: 18688 (7.0%)<br>84.0: 16786 (6.3%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>31.0: 7 (0.0%)<br>101.0: 7 (0.0%)<br>47.5: 6 (0.0%)<br>62.5: 6 (0.0%)<br>57.5: 2 (0.0%)<br></div><b>Minimum value:</b> 1.0<br><b>Maximum value:</b> 116.0<br><b>Median value:</b> 56.0<br><b>Mode value(s):</b> 54.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\NUMERO_DE_HORAS_TOTALES_DEL_CURSO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PORCENTAJE_DE_APROBADOS_POR_CURSO</h2><b>Total number of unique values:</b> 93 (0.03%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>100: 73199 (27.3%)<br>96: 25130 (9.4%)<br>93: 14199 (5.3%)<br>90: 10212 (3.8%)<br>97: 9038 (3.4%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>9: 42 (0.0%)<br>7: 40 (0.0%)<br>2: 37 (0.0%)<br>14: 35 (0.0%)<br>10: 30 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 100<br><b>Median value:</b> 93.0<br><b>Mode value(s):</b> 100<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PORCENTAJE_DE_APROBADOS_POR_CURSO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>NUMERO_DE_RETIRADOS_EN_EL_CURSO</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>0: 257180 (95.8%)<br>1: 11385 (4.2%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 1<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\NUMERO_DE_RETIRADOS_EN_EL_CURSO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>NUMERO_DE_RETIRADOS_DE_CICLO</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>0: 264165 (98.4%)<br>1: 4400 (1.6%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 1<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\NUMERO_DE_RETIRADOS_DE_CICLO.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CALIFICACION_DEL_PROFESOR_DE_LA_SECCION</h2><b>Total number of unique values:</b> 3578 (1.33%)<br><b>Missing values:</b> 0 (0.00%)<br><br><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 7.0<br><b>Median value:</b> 5.9844<br><b>Mode value(s):</b> 0.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\CALIFICACION_DEL_PROFESOR_DE_LA_SECCION_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>EXAMEN_FINAL_NOTA</h2><b>Total number of unique values:</b> 22 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>-1: 29816 (11.1%)<br>20: 28033 (10.4%)<br>17: 22866 (8.5%)<br>16: 22508 (8.4%)<br>15: 19950 (7.4%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>5: 2525 (0.9%)<br>4: 1733 (0.6%)<br>3: 1093 (0.4%)<br>2: 776 (0.3%)<br>1: 468 (0.2%)<br></div><b>Minimum value:</b> -1<br><b>Maximum value:</b> 20<br><b>Median value:</b> 14.0<br><b>Mode value(s):</b> -1<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\EXAMEN_FINAL_NOTA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>EXAMEN_PARCIAL_NOTA</h2><b>Total number of unique values:</b> 23 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>-1.0: 89153 (33.2%)<br>15.0: 16142 (6.0%)<br>16.0: 15834 (5.9%)<br>14.0: 15739 (5.9%)<br>13.0: 14790 (5.5%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>4.0: 1674 (0.6%)<br>3.0: 1110 (0.4%)<br>2.0: 748 (0.3%)<br>1.0: 568 (0.2%)<br>7.5: 1 (0.0%)<br></div><b>Minimum value:</b> -1.0<br><b>Maximum value:</b> 20.0<br><b>Median value:</b> 10.0<br><b>Mode value(s):</b> -1.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\EXAMEN_PARCIAL_NOTA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>TRABAJO_NOTA</h2><b>Total number of unique values:</b> 22 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>-1: 78831 (29.4%)<br>16: 25622 (9.5%)<br>17: 25391 (9.5%)<br>15: 22435 (8.4%)<br>14: 18577 (6.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>5: 1009 (0.4%)<br>4: 895 (0.3%)<br>3: 786 (0.3%)<br>2: 599 (0.2%)<br>1: 385 (0.1%)<br></div><b>Minimum value:</b> -1<br><b>Maximum value:</b> 20<br><b>Median value:</b> 13.0<br><b>Mode value(s):</b> -1<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\TRABAJO_NOTA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>NOTA_FINAL_DEL_CURSO</h2><b>Total number of unique values:</b> 33 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>REC: 47928 (17.8%)<br>16: 27118 (10.1%)<br>17: 25414 (9.5%)<br>15: 24768 (9.2%)<br>14: 22318 (8.3%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>NASI: 202 (0.1%)<br>1: 174 (0.1%)<br>NAPR: 13 (0.0%)<br>MAT: 10 (0.0%)<br>ANU: 5 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PORCENTAJE_EXAMEN_PARCIAL</h2><b>Total number of unique values:</b> 9 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>0: 267563 (99.6%)<br>20: 381 (0.1%)<br>30: 277 (0.1%)<br>25: 198 (0.1%)<br>15: 43 (0.0%)<br>35: 42 (0.0%)<br>33: 30 (0.0%)<br>10: 26 (0.0%)<br>50: 5 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 50<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PORCENTAJE_EXAMEN_PARCIAL.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PORCENTAJE_EXAMEN_FINAL</h2><b>Total number of unique values:</b> 10 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>0: 265912 (99.0%)<br>100: 1472 (0.5%)<br>30: 398 (0.1%)<br>40: 367 (0.1%)<br>25: 164 (0.1%)<br>20: 111 (0.0%)<br>35: 71 (0.0%)<br>80: 37 (0.0%)<br>10: 26 (0.0%)<br>50: 7 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 100<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PORCENTAJE_EXAMEN_FINAL.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PORCENTAJE_TRABAJO</h2><b>Total number of unique values:</b> 22 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>40: 79020 (29.4%)<br>0: 78831 (29.4%)<br>50: 46458 (17.3%)<br>35: 19429 (7.2%)<br>60: 14100 (5.3%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>47: 96 (0.0%)<br>75: 95 (0.0%)<br>53: 25 (0.0%)<br>15: 24 (0.0%)<br>1: 19 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 100<br><b>Median value:</b> 40.0<br><b>Mode value(s):</b> 40<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PORCENTAJE_TRABAJO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PORCENTAJE_TRABAJO_FINAL</h2><b>Total number of unique values:</b> 13 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>0: 266001 (99.0%)<br>25: 961 (0.4%)<br>33: 706 (0.3%)<br>50: 237 (0.1%)<br>100: 159 (0.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>20: 65 (0.0%)<br>75: 44 (0.0%)<br>70: 32 (0.0%)<br>35: 29 (0.0%)<br>1: 19 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 100<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PORCENTAJE_TRABAJO_FINAL_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PORCENTAJE_PROMEDIO_PRACTICA</h2><b>Total number of unique values:</b> 7 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>0: 268049 (99.8%)<br>30: 232 (0.1%)<br>40: 188 (0.1%)<br>35: 30 (0.0%)<br>25: 29 (0.0%)<br>50: 20 (0.0%)<br>45: 17 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 50<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PORCENTAJE_PROMEDIO_PRACTICA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PORCENTAJE_NOTA_PARCIAL</h2><b>Total number of unique values:</b> 16 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>0: 89204 (33.2%)<br>30: 79816 (29.7%)<br>20: 50243 (18.7%)<br>25: 35623 (13.3%)<br>35: 3644 (1.4%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>23: 199 (0.1%)<br>14: 184 (0.1%)<br>18: 58 (0.0%)<br>60: 58 (0.0%)<br>21: 57 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 60<br><b>Median value:</b> 20.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PORCENTAJE_NOTA_PARCIAL_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PORCENTAJE_PRE_FINAL</h2><b>Total number of unique values:</b> 8 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>0: 268004 (99.8%)<br>33: 297 (0.1%)<br>50: 117 (0.0%)<br>25: 69 (0.0%)<br>20: 27 (0.0%)<br>35: 23 (0.0%)<br>100: 20 (0.0%)<br>30: 8 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 100<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PORCENTAJE_PRE_FINAL.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PORCENTAJE_NOTA_FINAL</h2><b>Total number of unique values:</b> 24 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>30: 93372 (34.8%)<br>100: 46381 (17.3%)<br>35: 35976 (13.4%)<br>0: 35398 (13.2%)<br>25: 18875 (7.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>80: 34 (0.0%)<br>48: 25 (0.0%)<br>10: 21 (0.0%)<br>75: 20 (0.0%)<br>65: 13 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 100<br><b>Median value:</b> 30.0<br><b>Mode value(s):</b> 30<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PORCENTAJE_NOTA_FINAL_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PORCENTAJE_PARTICIPACION</h2><b>Total number of unique values:</b> 16 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>0: 257147 (95.7%)<br>100: 6571 (2.4%)<br>33: 1640 (0.6%)<br>50: 1290 (0.5%)<br>25: 1020 (0.4%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>15: 47 (0.0%)<br>35: 44 (0.0%)<br>45: 42 (0.0%)<br>70: 30 (0.0%)<br>40: 25 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 100<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PORCENTAJE_PARTICIPACION_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PORCENTAJE_ASISTENCIA</h2><b>Total number of unique values:</b> 6 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>0: 261835 (97.5%)<br>100: 2345 (0.9%)<br>33: 1816 (0.7%)<br>50: 1406 (0.5%)<br>25: 987 (0.4%)<br>1: 176 (0.1%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 100<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PORCENTAJE_ASISTENCIA.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PORCENTAJE_CASOS</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>0: 268428 (99.9%)<br>30: 100 (0.0%)<br>15: 20 (0.0%)<br>33: 17 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 33<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PORCENTAJE_CASOS.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PORCENTAJE_CONTROL</h2><b>Total number of unique values:</b> 6 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>0: 268293 (99.9%)<br>30: 153 (0.1%)<br>40: 62 (0.0%)<br>60: 27 (0.0%)<br>50: 16 (0.0%)<br>35: 14 (0.0%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 60<br><b>Median value:</b> 0.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PORCENTAJE_CONTROL.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PROMEDIO_ACUMULADO</h2><b>Total number of unique values:</b> 1065 (0.40%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>15.0: 3750 (1.4%)<br>14.0: 3742 (1.4%)<br>13.0: 3060 (1.1%)<br>16.0: 2707 (1.0%)<br>0.0: 2465 (0.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>18.06: 1 (0.0%)<br>5.23: 1 (0.0%)<br>9.1: 1 (0.0%)<br>10.47: 1 (0.0%)<br>8.35: 1 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 20.0<br><b>Median value:</b> 13.9<br><b>Mode value(s):</b> 15.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PROMEDIO_ACUMULADO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PROMEDIO_CICLO</h2><b>Total number of unique values:</b> 1120 (0.42%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>0.0: 9786 (3.6%)<br>15.0: 8808 (3.3%)<br>16.0: 8151 (3.0%)<br>14.0: 7417 (2.8%)<br>13.0: 6201 (2.3%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>19.55: 2 (0.0%)<br>10.62: 2 (0.0%)<br>2.88: 2 (0.0%)<br>5.71: 2 (0.0%)<br>1.77: 2 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 20.0<br><b>Median value:</b> 14.58<br><b>Mode value(s):</b> 0.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PROMEDIO_CICLO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>HA_TENIDO_EL_ROL_DE_JP</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>NO: 268260 (99.9%)<br>SI: 305 (0.1%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\HA_TENIDO_EL_ROL_DE_JP.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>HA_TENIDO_EL_ROL_DE_AI_EN_EL_CIUP</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>NO: 264313 (98.4%)<br>SI: 4252 (1.6%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\HA_TENIDO_EL_ROL_DE_AI_EN_EL_CIUP.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>NUMERO_DE_PRACTICAS_PREPROFESIONALES</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>0: 122877 (45.8%)<br>2: 86515 (32.2%)<br>1: 59004 (22.0%)<br>4: 169 (0.1%)<br></div><b>Minimum value:</b> 0<br><b>Maximum value:</b> 4<br><b>Median value:</b> 1.0<br><b>Mode value(s):</b> 0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\NUMERO_DE_PRACTICAS_PREPROFESIONALES.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>N_NEUROTICISMO</h2><b>Total number of unique values:</b> 156 (0.06%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>85.0: 610 (0.2%)<br>78.0: 608 (0.2%)<br>75.0: 594 (0.2%)<br>93.0: 556 (0.2%)<br>87.0: 549 (0.2%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>12.0: 5 (0.0%)<br>98.5: 5 (0.0%)<br>146.0: 4 (0.0%)<br>74.5: 2 (0.0%)<br>65.5: 1 (0.0%)<br></div><b>Minimum value:</b> 6.0<br><b>Maximum value:</b> 179.0<br><b>Median value:</b> 83.0<br><b>Mode value(s):</b> 85.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\N_NEUROTICISMO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>N1_ANSIEDAD</h2><b>Total number of unique values:</b> 35 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>18.0: 2504 (0.9%)<br>16.0: 2489 (0.9%)<br>17.0: 2349 (0.9%)<br>15.0: 2347 (0.9%)<br>19.0: 2279 (0.8%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>3.0: 21 (0.0%)<br>0.0: 21 (0.0%)<br>1.0: 6 (0.0%)<br>17.5: 5 (0.0%)<br>16.5: 5 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 17.0<br><b>Mode value(s):</b> 18.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\N1_ANSIEDAD_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>N2_HOSTILIDAD</h2><b>Total number of unique values:</b> 34 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>12.0: 2500 (0.9%)<br>14.0: 2478 (0.9%)<br>13.0: 2454 (0.9%)<br>11.0: 2372 (0.9%)<br>10.0: 2234 (0.8%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>32.0: 23 (0.0%)<br>31.0: 14 (0.0%)<br>29.0: 10 (0.0%)<br>23.5: 8 (0.0%)<br>30.0: 6 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 13.0<br><b>Mode value(s):</b> 12.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\N2_HOSTILIDAD_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>N3_DEPRESIÓN</h2><b>Total number of unique values:</b> 34 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>12.0: 2504 (0.9%)<br>13.0: 2391 (0.9%)<br>11.0: 2194 (0.8%)<br>14.0: 2190 (0.8%)<br>10.0: 2073 (0.8%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>30.0: 63 (0.0%)<br>29.0: 36 (0.0%)<br>31.0: 16 (0.0%)<br>32.0: 12 (0.0%)<br>17.5: 5 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 13.0<br><b>Mode value(s):</b> 12.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\N3_DEPRESIÓN_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>N4_ANSIEDAD_SOCIAL</h2><b>Total number of unique values:</b> 35 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>13.0: 2754 (1.0%)<br>12.0: 2659 (1.0%)<br>14.0: 2508 (0.9%)<br>16.0: 2184 (0.8%)<br>15.0: 2184 (0.8%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>29.0: 15 (0.0%)<br>30.0: 5 (0.0%)<br>16.5: 5 (0.0%)<br>10.5: 2 (0.0%)<br>12.5: 1 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 31.0<br><b>Median value:</b> 13.0<br><b>Mode value(s):</b> 13.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\N4_ANSIEDAD_SOCIAL_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>N5_IMPULSIVIDAD</h2><b>Total number of unique values:</b> 35 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>16.0: 2807 (1.0%)<br>15.0: 2763 (1.0%)<br>14.0: 2689 (1.0%)<br>17.0: 2521 (0.9%)<br>13.0: 2405 (0.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>19.5: 8 (0.0%)<br>0.0: 7 (0.0%)<br>31.0: 7 (0.0%)<br>32.0: 5 (0.0%)<br>8.5: 2 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 15.0<br><b>Mode value(s):</b> 16.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\N5_IMPULSIVIDAD_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>N6_VULNERABILIDAD</h2><b>Total number of unique values:</b> 34 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>10.0: 2866 (1.1%)<br>9.0: 2631 (1.0%)<br>11.0: 2504 (0.9%)<br>12.0: 2406 (0.9%)<br>8.0: 2276 (0.8%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>32.0: 13 (0.0%)<br>30.0: 8 (0.0%)<br>8.5: 8 (0.0%)<br>12.5: 5 (0.0%)<br>9.5: 2 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 11.0<br><b>Mode value(s):</b> 10.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\N6_VULNERABILIDAD_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>E_EXTROVERSIÓN</h2><b>Total number of unique values:</b> 126 (0.05%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>120.0: 809 (0.3%)<br>117.0: 775 (0.3%)<br>124.0: 771 (0.3%)<br>127.0: 734 (0.3%)<br>121.0: 733 (0.3%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>44.0: 4 (0.0%)<br>170.0: 4 (0.0%)<br>61.0: 4 (0.0%)<br>152.5: 2 (0.0%)<br>54.0: 1 (0.0%)<br></div><b>Minimum value:</b> 33.0<br><b>Maximum value:</b> 184.0<br><b>Median value:</b> 121.0<br><b>Mode value(s):</b> 120.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\E_EXTROVERSIÓN_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>E1_CORDIALIDAD</h2><b>Total number of unique values:</b> 33 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>23.0: 2842 (1.1%)<br>22.0: 2829 (1.1%)<br>24.0: 2745 (1.0%)<br>21.0: 2496 (0.9%)<br>25.0: 2426 (0.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>19.5: 8 (0.0%)<br>2.0: 4 (0.0%)<br>28.5: 2 (0.0%)<br>20.5: 1 (0.0%)<br>5.0: 1 (0.0%)<br></div><b>Minimum value:</b> 2.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 22.0<br><b>Mode value(s):</b> 23.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\E1_CORDIALIDAD_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>E2_GREGARISMO</h2><b>Total number of unique values:</b> 35 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>20.0: 2687 (1.0%)<br>18.0: 2673 (1.0%)<br>19.0: 2664 (1.0%)<br>22.0: 2510 (0.9%)<br>21.0: 2502 (0.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>2.0: 19 (0.0%)<br>5.5: 8 (0.0%)<br>1.0: 6 (0.0%)<br>15.5: 5 (0.0%)<br>13.5: 1 (0.0%)<br></div><b>Minimum value:</b> 1.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 19.0<br><b>Mode value(s):</b> 20.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\E2_GREGARISMO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>E3_ASERTIVIDAD</h2><b>Total number of unique values:</b> 32 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>20.0: 2951 (1.1%)<br>21.0: 2792 (1.0%)<br>19.0: 2790 (1.0%)<br>18.0: 2539 (0.9%)<br>22.0: 2403 (0.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>6.0: 14 (0.0%)<br>2.0: 14 (0.0%)<br>4.0: 12 (0.0%)<br>25.5: 2 (0.0%)<br>3.0: 1 (0.0%)<br></div><b>Minimum value:</b> 2.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 19.0<br><b>Mode value(s):</b> 20.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\E3_ASERTIVIDAD_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>E4_ACTIVIDAD</h2><b>Total number of unique values:</b> 34 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>17.0: 3533 (1.3%)<br>16.0: 3424 (1.3%)<br>18.0: 3382 (1.3%)<br>19.0: 2895 (1.1%)<br>15.0: 2720 (1.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>3.0: 6 (0.0%)<br>18.5: 5 (0.0%)<br>14.5: 5 (0.0%)<br>21.5: 2 (0.0%)<br>20.5: 1 (0.0%)<br></div><b>Minimum value:</b> 3.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 17.0<br><b>Mode value(s):</b> 17.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\E4_ACTIVIDAD_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>E5_BÚSQUEDA_DE_EMOCIONES</h2><b>Total number of unique values:</b> 34 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>21.0: 3005 (1.1%)<br>20.0: 2919 (1.1%)<br>22.0: 2753 (1.0%)<br>19.0: 2640 (1.0%)<br>23.0: 2610 (1.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>0.0: 6 (0.0%)<br>17.5: 5 (0.0%)<br>4.0: 5 (0.0%)<br>5.0: 4 (0.0%)<br>15.5: 1 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 20.0<br><b>Mode value(s):</b> 21.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\E5_BÚSQUEDA_DE_EMOCIONES_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>E6_EMOCIONES_POSITIVAS</h2><b>Total number of unique values:</b> 32 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>23.0: 2918 (1.1%)<br>22.0: 2743 (1.0%)<br>24.0: 2611 (1.0%)<br>25.0: 2443 (0.9%)<br>21.0: 2303 (0.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>6.0: 25 (0.0%)<br>5.0: 18 (0.0%)<br>19.5: 5 (0.0%)<br>16.5: 5 (0.0%)<br>2.0: 5 (0.0%)<br></div><b>Minimum value:</b> 2.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 22.0<br><b>Mode value(s):</b> 23.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\E6_EMOCIONES_POSITIVAS_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>O_APERTURA</h2><b>Total number of unique values:</b> 105 (0.04%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>108.0: 894 (0.3%)<br>109.0: 892 (0.3%)<br>112.0: 844 (0.3%)<br>115.0: 837 (0.3%)<br>114.0: 833 (0.3%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>109.5: 5 (0.0%)<br>161.0: 5 (0.0%)<br>63.0: 4 (0.0%)<br>166.0: 4 (0.0%)<br>122.5: 2 (0.0%)<br></div><b>Minimum value:</b> 60.0<br><b>Maximum value:</b> 173.0<br><b>Median value:</b> 115.0<br><b>Mode value(s):</b> 108.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\O_APERTURA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>O1_FANTASÍA</h2><b>Total number of unique values:</b> 33 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>18.0: 2896 (1.1%)<br>16.0: 2843 (1.1%)<br>19.0: 2713 (1.0%)<br>17.0: 2647 (1.0%)<br>20.0: 2607 (1.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>1.0: 7 (0.0%)<br>4.0: 6 (0.0%)<br>13.5: 5 (0.0%)<br>15.5: 2 (0.0%)<br>16.5: 1 (0.0%)<br></div><b>Minimum value:</b> 1.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 18.0<br><b>Mode value(s):</b> 18.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\O1_FANTASÍA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>O2_ESTÉTICA</h2><b>Total number of unique values:</b> 34 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>18.0: 2350 (0.9%)<br>20.0: 2280 (0.8%)<br>21.0: 2274 (0.8%)<br>19.0: 2089 (0.8%)<br>22.0: 2004 (0.7%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>2.0: 18 (0.0%)<br>4.0: 14 (0.0%)<br>1.0: 8 (0.0%)<br>17.5: 5 (0.0%)<br>19.5: 1 (0.0%)<br></div><b>Minimum value:</b> 1.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 19.0<br><b>Mode value(s):</b> 18.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\O2_ESTÉTICA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>O3_SENTIMIENTOS</h2><b>Total number of unique values:</b> 33 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>19.0: 3341 (1.2%)<br>20.0: 3089 (1.2%)<br>21.0: 2799 (1.0%)<br>22.0: 2706 (1.0%)<br>18.0: 2686 (1.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>6.0: 13 (0.0%)<br>4.0: 8 (0.0%)<br>9.5: 8 (0.0%)<br>16.5: 6 (0.0%)<br>2.0: 5 (0.0%)<br></div><b>Minimum value:</b> 1.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 20.0<br><b>Mode value(s):</b> 19.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\O3_SENTIMIENTOS_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>O4_ACCIONES</h2><b>Total number of unique values:</b> 30 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>16.0: 4002 (1.5%)<br>17.0: 3981 (1.5%)<br>18.0: 3507 (1.3%)<br>15.0: 2988 (1.1%)<br>19.0: 2877 (1.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>16.5: 8 (0.0%)<br>29.0: 7 (0.0%)<br>17.5: 5 (0.0%)<br>12.5: 5 (0.0%)<br>15.5: 2 (0.0%)<br></div><b>Minimum value:</b> 4.0<br><b>Maximum value:</b> 29.0<br><b>Median value:</b> 17.0<br><b>Mode value(s):</b> 16.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\O4_ACCIONES_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>O5_IDEAS</h2><b>Total number of unique values:</b> 33 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>22.0: 2423 (0.9%)<br>24.0: 2415 (0.9%)<br>23.0: 2379 (0.9%)<br>21.0: 2293 (0.9%)<br>20.0: 2231 (0.8%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>22.5: 8 (0.0%)<br>4.0: 7 (0.0%)<br>19.5: 5 (0.0%)<br>16.5: 5 (0.0%)<br>2.0: 5 (0.0%)<br></div><b>Minimum value:</b> 2.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 22.0<br><b>Mode value(s):</b> 22.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\O5_IDEAS_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>O6_VALORES</h2><b>Total number of unique values:</b> 33 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>19.0: 3687 (1.4%)<br>20.0: 3626 (1.4%)<br>21.0: 3276 (1.2%)<br>18.0: 3270 (1.2%)<br>17.0: 2871 (1.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>26.5: 8 (0.0%)<br>22.5: 7 (0.0%)<br>3.0: 7 (0.0%)<br>18.5: 5 (0.0%)<br>17.5: 1 (0.0%)<br></div><b>Minimum value:</b> 3.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 20.0<br><b>Mode value(s):</b> 19.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\O6_VALORES_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>A_AMABILIDAD</h2><b>Total number of unique values:</b> 114 (0.04%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>115.0: 977 (0.4%)<br>112.0: 877 (0.3%)<br>119.0: 872 (0.3%)<br>111.0: 862 (0.3%)<br>118.0: 825 (0.3%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>67.0: 5 (0.0%)<br>101.5: 5 (0.0%)<br>155.0: 5 (0.0%)<br>159.0: 5 (0.0%)<br>60.0: 4 (0.0%)<br></div><b>Minimum value:</b> 25.0<br><b>Maximum value:</b> 163.0<br><b>Median value:</b> 114.0<br><b>Mode value(s):</b> 115.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\A_AMABILIDAD_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>A1_CONFIANZA</h2><b>Total number of unique values:</b> 34 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>18.0: 3081 (1.1%)<br>19.0: 2831 (1.1%)<br>17.0: 2750 (1.0%)<br>16.0: 2618 (1.0%)<br>20.0: 2578 (1.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>0.0: 17 (0.0%)<br>2.0: 13 (0.0%)<br>3.0: 12 (0.0%)<br>1.0: 4 (0.0%)<br>18.5: 1 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 18.0<br><b>Mode value(s):</b> 18.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\A1_CONFIANZA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>A2_FRANQUEZA</h2><b>Total number of unique values:</b> 34 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>19.0: 2906 (1.1%)<br>20.0: 2784 (1.0%)<br>18.0: 2617 (1.0%)<br>21.0: 2495 (0.9%)<br>17.0: 2330 (0.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>3.0: 11 (0.0%)<br>7.5: 8 (0.0%)<br>1.0: 7 (0.0%)<br>23.5: 5 (0.0%)<br>13.5: 1 (0.0%)<br></div><b>Minimum value:</b> 1.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 19.0<br><b>Mode value(s):</b> 19.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\A2_FRANQUEZA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>A3_ALTRUISMO</h2><b>Total number of unique values:</b> 28 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>24.0: 3542 (1.3%)<br>23.0: 3279 (1.2%)<br>22.0: 2967 (1.1%)<br>25.0: 2827 (1.1%)<br>26.0: 2616 (1.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>9.0: 25 (0.0%)<br>5.0: 9 (0.0%)<br>6.0: 7 (0.0%)<br>17.5: 5 (0.0%)<br>8.0: 4 (0.0%)<br></div><b>Minimum value:</b> 5.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 23.0<br><b>Mode value(s):</b> 24.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\A3_ALTRUISMO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>A4_ACTITUD_CONCILIADORA</h2><b>Total number of unique values:</b> 32 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>17.0: 3538 (1.3%)<br>16.0: 3259 (1.2%)<br>18.0: 3051 (1.1%)<br>15.0: 2943 (1.1%)<br>19.0: 2867 (1.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>19.5: 5 (0.0%)<br>17.5: 5 (0.0%)<br>4.0: 4 (0.0%)<br>21.5: 2 (0.0%)<br>18.5: 1 (0.0%)<br></div><b>Minimum value:</b> 1.0<br><b>Maximum value:</b> 29.0<br><b>Median value:</b> 17.0<br><b>Mode value(s):</b> 17.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\A4_ACTITUD_CONCILIADORA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>A5_MODESTIA</h2><b>Total number of unique values:</b> 36 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>17.0: 3011 (1.1%)<br>16.0: 2912 (1.1%)<br>18.0: 2724 (1.0%)<br>15.0: 2378 (0.9%)<br>19.0: 2269 (0.8%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>32.0: 16 (0.0%)<br>0.0: 9 (0.0%)<br>19.5: 5 (0.0%)<br>18.5: 5 (0.0%)<br>20.5: 2 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 17.0<br><b>Mode value(s):</b> 17.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\A5_MODESTIA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>A6_SENSIBILIDAD_A_LOS_DEMÁS</h2><b>Total number of unique values:</b> 29 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>20.0: 4279 (1.6%)<br>21.0: 4105 (1.5%)<br>19.0: 3594 (1.3%)<br>22.0: 3523 (1.3%)<br>23.0: 2689 (1.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>21.5: 8 (0.0%)<br>6.0: 8 (0.0%)<br>5.0: 7 (0.0%)<br>31.0: 5 (0.0%)<br>20.5: 1 (0.0%)<br></div><b>Minimum value:</b> 5.0<br><b>Maximum value:</b> 31.0<br><b>Median value:</b> 20.0<br><b>Mode value(s):</b> 20.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\A6_SENSIBILIDAD_A_LOS_DEMÁS_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>C_RESONSABILIDAD</h2><b>Total number of unique values:</b> 120 (0.04%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>132.0: 825 (0.3%)<br>131.0: 788 (0.3%)<br>133.0: 755 (0.3%)<br>127.0: 708 (0.3%)<br>134.0: 699 (0.3%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>77.0: 5 (0.0%)<br>97.5: 5 (0.0%)<br>74.0: 5 (0.0%)<br>182.0: 4 (0.0%)<br>80.0: 1 (0.0%)<br></div><b>Minimum value:</b> 55.0<br><b>Maximum value:</b> 184.0<br><b>Median value:</b> 130.0<br><b>Mode value(s):</b> 132.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\C_RESONSABILIDAD_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>C1_COMPETENCIA</h2><b>Total number of unique values:</b> 27 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>22.0: 3657 (1.4%)<br>23.0: 3627 (1.4%)<br>24.0: 3446 (1.3%)<br>25.0: 2888 (1.1%)<br>21.0: 2721 (1.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>8.0: 13 (0.0%)<br>10.0: 10 (0.0%)<br>9.0: 8 (0.0%)<br>7.0: 7 (0.0%)<br>25.5: 5 (0.0%)<br></div><b>Minimum value:</b> 7.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 23.0<br><b>Mode value(s):</b> 22.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\C1_COMPETENCIA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>C2_ORDEN</h2><b>Total number of unique values:</b> 31 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>18.0: 3479 (1.3%)<br>19.0: 3246 (1.2%)<br>17.0: 3231 (1.2%)<br>20.0: 3121 (1.2%)<br>21.0: 2432 (0.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>23.5: 10 (0.0%)<br>31.0: 7 (0.0%)<br>32.0: 6 (0.0%)<br>4.0: 6 (0.0%)<br>16.5: 5 (0.0%)<br></div><b>Minimum value:</b> 4.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 18.0<br><b>Mode value(s):</b> 18.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\C2_ORDEN_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>C3_SENTIDO_DEL_DEBER</h2><b>Total number of unique values:</b> 28 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>24.0: 3536 (1.3%)<br>25.0: 3348 (1.2%)<br>23.0: 3211 (1.2%)<br>26.0: 3147 (1.2%)<br>27.0: 2437 (0.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>8.0: 7 (0.0%)<br>10.0: 6 (0.0%)<br>23.5: 5 (0.0%)<br>9.0: 5 (0.0%)<br>26.5: 2 (0.0%)<br></div><b>Minimum value:</b> 7.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 24.0<br><b>Mode value(s):</b> 24.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\C3_SENTIDO_DEL_DEBER_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>C4_NECESIDAD_DE_LOGRO</h2><b>Total number of unique values:</b> 29 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>23.0: 3334 (1.2%)<br>22.0: 3120 (1.2%)<br>25.0: 2719 (1.0%)<br>24.0: 2650 (1.0%)<br>21.0: 2578 (1.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>8.0: 23 (0.0%)<br>6.0: 18 (0.0%)<br>7.0: 7 (0.0%)<br>27.5: 1 (0.0%)<br>3.0: 1 (0.0%)<br></div><b>Minimum value:</b> 3.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 23.0<br><b>Mode value(s):</b> 23.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\C4_NECESIDAD_DE_LOGRO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>C5_AUTODISCIPLINA</h2><b>Total number of unique values:</b> 32 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>22.0: 2658 (1.0%)<br>20.0: 2544 (0.9%)<br>24.0: 2523 (0.9%)<br>23.0: 2479 (0.9%)<br>21.0: 2457 (0.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>6.0: 35 (0.0%)<br>3.0: 13 (0.0%)<br>21.5: 5 (0.0%)<br>25.5: 2 (0.0%)<br>24.5: 1 (0.0%)<br></div><b>Minimum value:</b> 3.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 21.0<br><b>Mode value(s):</b> 22.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\C5_AUTODISCIPLINA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>C6_DELIBERACIÓN</h2><b>Total number of unique values:</b> 32 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>21.0: 2897 (1.1%)<br>20.0: 2822 (1.1%)<br>22.0: 2687 (1.0%)<br>19.0: 2572 (1.0%)<br>17.0: 2334 (0.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>6.0: 20 (0.0%)<br>15.5: 8 (0.0%)<br>24.5: 7 (0.0%)<br>0.0: 5 (0.0%)<br>3.0: 5 (0.0%)<br></div><b>Minimum value:</b> 0.0<br><b>Maximum value:</b> 32.0<br><b>Median value:</b> 20.0<br><b>Mode value(s):</b> 21.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\C6_DELIBERACIÓN_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>ENSAYO</h2><b>Total number of unique values:</b> 25 (0.01%)<br><b>Missing values:</b> 248223 (92.43%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>22.0: 2045 (0.8%)<br>20.0: 1981 (0.7%)<br>21.0: 1977 (0.7%)<br>23.0: 1950 (0.7%)<br>24.0: 1897 (0.7%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>9.0: 38 (0.0%)<br>4.0: 21 (0.0%)<br>7.0: 20 (0.0%)<br>8.0: 18 (0.0%)<br>5.0: 5 (0.0%)<br></div><b>Minimum value:</b> 4.0<br><b>Maximum value:</b> 28.0<br><b>Median value:</b> 21.0<br><b>Mode value(s):</b> 22.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\ENSAYO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>Estrategias de aprendizaje: ELABORACIÓN</h2><b>Total number of unique values:</b> 31 (0.01%)<br><b>Missing values:</b> 248223 (92.43%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>36.0: 1911 (0.7%)<br>35.0: 1853 (0.7%)<br>33.0: 1597 (0.6%)<br>34.0: 1570 (0.6%)<br>31.0: 1457 (0.5%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>16.0: 7 (0.0%)<br>11.0: 6 (0.0%)<br>9.0: 5 (0.0%)<br>15.0: 5 (0.0%)<br>28.5: 5 (0.0%)<br></div><b>Minimum value:</b> 9.0<br><b>Maximum value:</b> 42.0<br><b>Median value:</b> 34.0<br><b>Mode value(s):</b> 36.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\Estrategias de aprendizaje: ELABORACIÓN_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>Estrategias de aprendizaje: ORGANIZACIÓN</h2><b>Total number of unique values:</b> 24 (0.01%)<br><b>Missing values:</b> 248223 (92.43%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>24.0: 2090 (0.8%)<br>23.0: 2050 (0.8%)<br>28.0: 1876 (0.7%)<br>21.0: 1781 (0.7%)<br>25.0: 1761 (0.7%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>9.0: 39 (0.0%)<br>7.0: 25 (0.0%)<br>6.0: 23 (0.0%)<br>8.0: 19 (0.0%)<br>4.0: 13 (0.0%)<br></div><b>Minimum value:</b> 4.0<br><b>Maximum value:</b> 28.0<br><b>Median value:</b> 23.0<br><b>Mode value(s):</b> 24.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\Estrategias de aprendizaje: ORGANIZACIÓN_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PENSAMIENTO_CRÍTICO</h2><b>Total number of unique values:</b> 30 (0.01%)<br><b>Missing values:</b> 248223 (92.43%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>26.0: 1990 (0.7%)<br>25.0: 1755 (0.7%)<br>28.0: 1683 (0.6%)<br>27.0: 1631 (0.6%)<br>29.0: 1576 (0.6%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>10.0: 14 (0.0%)<br>11.0: 12 (0.0%)<br>5.0: 9 (0.0%)<br>26.5: 5 (0.0%)<br>8.0: 1 (0.0%)<br></div><b>Minimum value:</b> 5.0<br><b>Maximum value:</b> 35.0<br><b>Median value:</b> 26.0<br><b>Mode value(s):</b> 26.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PENSAMIENTO_CRÍTICO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>AUTO_REGULACIÓN_METACOGNITIVA</h2><b>Total number of unique values:</b> 52 (0.02%)<br><b>Missing values:</b> 248223 (92.43%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>63.0: 1090 (0.4%)<br>65.0: 1020 (0.4%)<br>66.0: 1011 (0.4%)<br>69.0: 921 (0.3%)<br>61.0: 894 (0.3%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>37.0: 13 (0.0%)<br>27.0: 8 (0.0%)<br>34.0: 7 (0.0%)<br>32.0: 6 (0.0%)<br>33.0: 5 (0.0%)<br></div><b>Minimum value:</b> 27.0<br><b>Maximum value:</b> 84.0<br><b>Median value:</b> 65.0<br><b>Mode value(s):</b> 63.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\AUTO_REGULACIÓN_METACOGNITIVA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>TIEMPO_Y_AMBIENTE_DE_ESTUDIO</h2><b>Total number of unique values:</b> 40 (0.01%)<br><b>Missing values:</b> 248223 (92.43%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>44.0: 1309 (0.5%)<br>45.0: 1205 (0.4%)<br>43.0: 1184 (0.4%)<br>46.0: 1140 (0.4%)<br>39.0: 1102 (0.4%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>21.0: 10 (0.0%)<br>16.0: 8 (0.0%)<br>18.0: 6 (0.0%)<br>15.0: 5 (0.0%)<br>39.5: 5 (0.0%)<br></div><b>Minimum value:</b> 15.0<br><b>Maximum value:</b> 56.0<br><b>Median value:</b> 44.0<br><b>Mode value(s):</b> 44.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\TIEMPO_Y_AMBIENTE_DE_ESTUDIO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>REGULACIÓN_DEL_ESFUERZO</h2><b>Total number of unique values:</b> 18 (0.01%)<br><b>Missing values:</b> 248223 (92.43%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>18.0: 3000 (1.1%)<br>17.0: 2729 (1.0%)<br>19.0: 2574 (1.0%)<br>16.0: 2310 (0.9%)<br>20.0: 2069 (0.8%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>7.0: 49 (0.0%)<br>8.0: 36 (0.0%)<br>5.0: 13 (0.0%)<br>3.0: 5 (0.0%)<br>17.5: 5 (0.0%)<br></div><b>Minimum value:</b> 3.0<br><b>Maximum value:</b> 21.0<br><b>Median value:</b> 17.0<br><b>Mode value(s):</b> 18.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\REGULACIÓN_DEL_ESFUERZO_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>APRENDIZAJE_ENTRE_IGUALES</h2><b>Total number of unique values:</b> 20 (0.01%)<br><b>Missing values:</b> 248223 (92.43%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>15.0: 2503 (0.9%)<br>14.0: 2290 (0.9%)<br>16.0: 2114 (0.8%)<br>12.0: 2053 (0.8%)<br>13.0: 1988 (0.7%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>6.0: 243 (0.1%)<br>5.0: 106 (0.0%)<br>3.0: 85 (0.0%)<br>4.0: 60 (0.0%)<br>10.5: 5 (0.0%)<br></div><b>Minimum value:</b> 3.0<br><b>Maximum value:</b> 21.0<br><b>Median value:</b> 14.0<br><b>Mode value(s):</b> 15.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\APRENDIZAJE_ENTRE_IGUALES_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>BÚSQUEDA_DE_AYUDA</h2><b>Total number of unique values:</b> 22 (0.01%)<br><b>Missing values:</b> 248223 (92.43%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>22.0: 2700 (1.0%)<br>21.0: 2663 (1.0%)<br>20.0: 2661 (1.0%)<br>23.0: 2155 (0.8%)<br>19.0: 2013 (0.7%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>11.0: 72 (0.0%)<br>6.0: 13 (0.0%)<br>8.0: 7 (0.0%)<br>9.0: 5 (0.0%)<br>10.0: 5 (0.0%)<br></div><b>Minimum value:</b> 6.0<br><b>Maximum value:</b> 28.0<br><b>Median value:</b> 21.0<br><b>Mode value(s):</b> 22.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\BÚSQUEDA_DE_AYUDA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>FAMILIA</h2><b>Total number of unique values:</b> 21 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>24.0: 5109 (1.9%)<br>20.0: 3007 (1.1%)<br>22.0: 2751 (1.0%)<br>19.0: 2703 (1.0%)<br>23.0: 2662 (1.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>7.0: 113 (0.0%)<br>8.0: 93 (0.0%)<br>5.0: 57 (0.0%)<br>4.0: 48 (0.0%)<br>6.0: 40 (0.0%)<br></div><b>Minimum value:</b> 4.0<br><b>Maximum value:</b> 24.0<br><b>Median value:</b> 20.0<br><b>Mode value(s):</b> 24.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\FAMILIA_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>AMIGOS</h2><b>Total number of unique values:</b> 21 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>24.0: 5768 (2.1%)<br>16.0: 4232 (1.6%)<br>20.0: 3622 (1.3%)<br>19.0: 2305 (0.9%)<br>21.0: 2284 (0.9%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>8.0: 119 (0.0%)<br>10.0: 91 (0.0%)<br>7.0: 89 (0.0%)<br>6.0: 48 (0.0%)<br>5.0: 20 (0.0%)<br></div><b>Minimum value:</b> 4.0<br><b>Maximum value:</b> 24.0<br><b>Median value:</b> 20.0<br><b>Mode value(s):</b> 24.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\AMIGOS_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PERSONAS_RELEVANTES</h2><b>Total number of unique values:</b> 21 (0.01%)<br><b>Missing values:</b> 238437 (88.78%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>24.0: 5790 (2.2%)<br>20.0: 2872 (1.1%)<br>22.0: 2812 (1.0%)<br>23.0: 2659 (1.0%)<br>21.0: 2607 (1.0%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>8.0: 112 (0.0%)<br>7.0: 86 (0.0%)<br>6.0: 84 (0.0%)<br>5.0: 45 (0.0%)<br>4.0: 44 (0.0%)<br></div><b>Minimum value:</b> 4.0<br><b>Maximum value:</b> 24.0<br><b>Median value:</b> 20.0<br><b>Mode value(s):</b> 24.0<br>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\PERSONAS_RELEVANTES_boxplot.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>HABITO_SALUD1</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 243561 (90.69%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Sí: 21651 (8.1%)<br>No: 3353 (1.2%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\HABITO_SALUD1.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>HABITO_SALUD2</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 243561 (90.69%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Sí: 19700 (7.3%)<br>No: 5304 (2.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\HABITO_SALUD2.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>HABITO_SALUD3</h2><b>Total number of unique values:</b> 6 (0.00%)<br><b>Missing values:</b> 243561 (90.69%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Algunas veces: 10854 (4.0%)<br>Regularmente: 5484 (2.0%)<br>Casi nunca: 5328 (2.0%)<br>Nunca: 2073 (0.8%)<br>Casi siempre: 1241 (0.5%)<br>Siempre: 24 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\HABITO_SALUD3.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>HABITO_SALUD4</h2><b>Total number of unique values:</b> 6 (0.00%)<br><b>Missing values:</b> 243561 (90.69%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Nunca: 20813 (7.7%)<br>Casi nunca: 1824 (0.7%)<br>Casi siempre: 1406 (0.5%)<br>Algunas veces: 663 (0.2%)<br>Siempre: 153 (0.1%)<br>Regularmente: 145 (0.1%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\HABITO_SALUD4.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>HABITO_SALUD5</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 243561 (90.69%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Entre 6 y 7 horas: 10874 (4.0%)<br>Entre 7 y 8 horas: 10699 (4.0%)<br>Más de 8 horas: 1776 (0.7%)<br>Menos de 6 horas: 1655 (0.6%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\HABITO_SALUD5.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>HABITO_SALUD6</h2><b>Total number of unique values:</b> 4 (0.00%)<br><b>Missing values:</b> 238460 (88.79%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>De 1 a 2 veces: 9938 (3.7%)<br>De 3 a 4 veces: 8869 (3.3%)<br>De 5 a 7 veces: 6473 (2.4%)<br>Nunca: 4825 (1.8%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\HABITO_SALUD6.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>HABITO_SALUD7</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 238460 (88.79%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>No: 26753 (10.0%)<br>Sí: 3352 (1.2%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\HABITO_SALUD7.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>HABITO_SALUD8</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 238460 (88.79%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>No: 15442 (5.7%)<br>Sí: 14663 (5.5%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\HABITO_SALUD8.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>HABITO_SALUD9</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 238460 (88.79%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>No: 28587 (10.6%)<br>Sí: 1518 (0.6%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\HABITO_SALUD9.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>HABITO_SALUD10</h2><b>Total number of unique values:</b> 2 (0.00%)<br><b>Missing values:</b> 238460 (88.79%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>No: 29908 (11.1%)<br>Sí: 197 (0.1%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\HABITO_SALUD10.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CICLO</h2><b>Total number of unique values:</b> 15 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>2021-1: 29890 (11.1%)<br>2022-1: 28272 (10.5%)<br>2021-2: 26551 (9.9%)<br>2022-2: 25538 (9.5%)<br>2018-1: 25451 (9.5%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>2021-0: 4842 (1.8%)<br>2022-0: 4339 (1.6%)<br>2018-0: 2828 (1.1%)<br>2019-0: 2409 (0.9%)<br>2020-0: 2069 (0.8%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>CICLO_INGRESO_CARRERA</h2><b>Total number of unique values:</b> 37 (0.01%)<br><b>Missing values:</b> 217 (0.08%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>2018-1: 40577 (15.1%)<br>2017-1: 37766 (14.1%)<br>2021-1: 28077 (10.5%)<br>2019-1: 27903 (10.4%)<br>2016-1: 27234 (10.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>2009-2: 4 (0.0%)<br>2007-1: 4 (0.0%)<br>2005-1: 2 (0.0%)<br>1999-1: 1 (0.0%)<br>2007-2: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>PRIMER_CICLO</h2><b>Total number of unique values:</b> 35 (0.01%)<br><b>Missing values:</b> 0 (0.00%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>2018-1: 39834 (14.8%)<br>2017-1: 35623 (13.3%)<br>2021-1: 28801 (10.7%)<br>2019-1: 28455 (10.6%)<br>2020-1: 27152 (10.1%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>1998-1: 8 (0.0%)<br>2007-1: 4 (0.0%)<br>2005-1: 2 (0.0%)<br>2008-1: 1 (0.0%)<br>1999-1: 1 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>BECA1</h2><b>Total number of unique values:</b> 33 (0.01%)<br><b>Missing values:</b> 243525 (90.68%)<br><b>Most frequent values:</b><br><div style='padding-left: 20px;'>Beca 18: 10070 (3.7%)<br>Beca Excelencia - Hijos de Docentes: 2960 (1.1%)<br>Beca Patronato BCP: 2269 (0.8%)<br>Beca Patronato UP: 1631 (0.6%)<br>Subsidio tipo 1: 1383 (0.5%)<br></div><b>Least frequent values:</b><br><div style='padding-left: 20px;'>Beca CAFED: 14 (0.0%)<br>Beca Luis Felipe Gayoso: 13 (0.0%)<br>Beca Grupo Educativo Alegrevo: 5 (0.0%)<br>Beca para Trabajadores UP  : 5 (0.0%)<br>Beca 25% Hijo de Trabajador: 4 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    </div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"display: flex; align-items: flex-start;\">\n",
       "        <div style=\"width: 40%; padding-right: 20px; word-wrap: break-word; max-width: 95%;\">\n",
       "            <h2>BECA2</h2><b>Total number of unique values:</b> 7 (0.00%)<br><b>Missing values:</b> 268479 (99.97%)<br><b>Value Counts:</b><br><div style='padding-left: 20px;'>Subsidio tipo 1: 38 (0.0%)<br>Beca Patronato UP: 28 (0.0%)<br>Beca 18: 7 (0.0%)<br>Crédito 18: 4 (0.0%)<br>Subsidio tipo 1 - Orfandad: 4 (0.0%)<br>Subsidio tipo 2 - Orfandad: 3 (0.0%)<br>Beca CAFED: 2 (0.0%)<br></div>\n",
       "        </div>\n",
       "        <div style=\"width: 60%;\">\n",
       "    <img src=\"../04-FIGURES\\temp_figures\\BECA2.png\" width=\"100%\"></div></div><br><br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in df.columns:\n",
    "    col_analysis(df,col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ydata_profiling import ProfileReport\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "profile = ProfileReport(df, title=\"Profiling Report\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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