Unidad 3: Estadística inferencial y análisis de problemas públicos

Clase 1: De la pregunta inferencial al intervalo de confianza con CASEN Araucanía

Dr(c). César Marcelo Ávila Fuentes

2026-04-21

Decisión metodológica de la unidad

  • En esta unidad trabajaremos con una sola base de datos: CASEN reducida – Región de La Araucanía

  • ¿Por qué?

    • para concentrarnos en la inferencia, no en la limpieza compleja
    • para que las tres clases estén conectadas entre sí
    • para facilitar el desarrollo del trabajo final
    • para trabajar con un caso territorial concreto y conocido

Ruta de la clase

  • Qué pide la evaluación final de la unidad
  • Qué distingue una pregunta inferencial de una descriptiva
  • Cómo formular una pregunta viable con CASEN Araucanía
  • Qué es un intervalo de confianza
  • Cómo obtenerlo en R
  • Cómo interpretarlo en lenguaje claro

La evaluación final como mapa de la unidad

La evaluación pide desarrollar seis partes:

  1. Pregunta de investigación (media plana)
  2. Intervalo de confianza del 95% (media plana)
  3. Prueba de hipótesis (1 plana)
  4. Errores tipo I y tipo II (media plana)
  5. Regresión lineal simple (1 plana)
  6. Conclusión final (media plana)
  • Extensión mínima 1.500 y máximo 2.300 palabras

¿Qué haremos con CASEN Araucanía?

Trabajaremos preguntas inferenciales simples sobre fenómenos sociales de la región.

Ejemplos posibles

  • ingresos
  • escolaridad
  • pobreza
  • asistencia educacional
  • condición de actividad
  • edad
  • diferencias entre grupos

De la estadística descriptiva a la inferencia

  • Estadística descriptiva
    • Resume y organiza lo que observamos en la muestra.
  • Estadística inferencial
    • Utiliza la información de la muestra para decir algo sobre la población.
  • Entonces…
  • Con CASEN Araucanía no solo describimos casos observados: intentamos estimar y evaluar qué podemos afirmar sobre una población mayor.

¿Qué tipo de pregunta sirve para esta evaluación?

La pregunta debe ser:

  • inferencial
  • sencilla
  • verificable
  • relevante para un problema público
  • respondible con los datos de CASEN Araucanía

¿Qué tipo de pregunta sirve para esta evaluación?

  • La pregunta puede tomar tres formas:
    • estimación
    • comparación entre grupos
    • relación simple entre variables

Tres tipos de preguntas posibles con CASEN Araucanía

  • 1. Estimación

  • ¿Cuál es el promedio o proporción de una variable en la población?

  • Ejemplos:

    • ¿Cuál es el promedio de años de escolaridad en la muestra?
    • ¿Cuál es la proporción de personas en situación de pobreza?

Tres tipos de preguntas posibles con CASEN Araucanía

  • 2. Comparación

  • ¿Existe diferencia entre dos grupos?

  • Ejemplos:

    • ¿Existe diferencia en el ingreso promedio entre hombres y mujeres?
    • ¿Existe diferencia en la escolaridad entre zona urbana y rural?

Tres tipos de preguntas posibles con CASEN Araucanía

  • 3. Relación

  • ¿Se asocian dos variables?

  • Ejemplos:

    • ¿Aumenta el ingreso a medida que aumentan los años de escolaridad?
    • ¿Se relaciona la edad con el ingreso?

Del tema a la pregunta de investigación

  • Tema: Son cosas amplias, como pobreza en La Araucanía, desigualdad, educación, empleo, ingresos, etc.

  • Problema: Existe una duda concreta sobre el comportamiento de una variable o la diferencia entre grupos.

  • Pregunta: Debe formularse de manera específica, medible y compatible con la base.

Ejemplos de preguntas mejor formuladas

Preguntas viables

  • ¿El ingreso promedio mensual en la muestra supera cierto umbral?
  • ¿Existe diferencia en los años de escolaridad entre hombres y mujeres?
  • ¿Aumenta el ingreso a medida que aumentan los años de escolaridad?
  • ¿La proporción de pobreza en la muestra se encuentra dentro de cierto rango plausible?

Preparación en R

library(dplyr)
library(haven)
library(labelled)
library(janitor)

Supuesto

Son los paquetes mínimos, se supone que ya están instalados, en caso contrario, antes ejecutar comando install.packages() en los casos que corresponda

Cargar la base

base <- readRDS("base_araucania.rds")
glimpse(base)
Rows: 14,457
Columns: 877
$ id_vivienda        <dbl> 1003001, 1003002, 1003003, 1003004, 1003004, 100300…
$ folio              <dbl> 100300101, 100300201, 100300301, 100300401, 1003004…
$ id_persona         <dbl> 1, 1, 1, 1, 2, 1, 1, 2, 3, 1, 2, 3, 1, 2, 3, 4, 5, …
$ region             <dbl+lbl> 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9,…
$ region_geo         <dbl+lbl> 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12,…
$ area               <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2,…
$ cod_upm            <dbl> 10030, 10030, 10030, 10030, 10030, 10030, 10030, 10…
$ nse                <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 4, 4, 4, 4, 4, 4,…
$ estrato            <dbl> 910112, 910112, 910112, 910112, 910112, 910112, 910…
$ hogar              <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
$ expr               <dbl> 72, 131, 51, 71, 71, 51, 65, 65, 65, 41, 41, 41, 42…
$ expr_osig          <dbl> 78, 97, 66, 81, NA, 65, 89, NA, NA, NA, 68, NA, 103…
$ varstrat           <dbl> 910112, 910112, 910112, 910112, 910112, 910112, 910…
$ varunit            <dbl> 910112142, 910112142, 910112142, 910112142, 9101121…
$ fecha_entrev       <date> 2024-11-26, 2024-11-25, 2024-11-23, 2024-11-26, 20…
$ p1                 <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1,…
$ p2                 <dbl+lbl> 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 3, 3, 3, 3,…
$ p3                 <dbl+lbl> 3, 3, 3, 4, 4, 4, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4,…
$ p4                 <dbl+lbl> 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,…
$ p9                 <dbl> 1, 1, 1, 2, 2, 1, 3, 3, 3, 3, 3, 3, 5, 5, 5, 5, 5, …
$ p10                <dbl+lbl> NA, NA, NA,  1,  1, NA,  1,  1,  1,  1,  1,  1,…
$ p11                <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ tot_per_h          <dbl> 1, 1, 1, 2, 2, 1, 3, 3, 3, 3, 3, 3, 5, 5, 5, 5, 5, …
$ h1                 <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ edad               <dbl> 35, 37, 57, 41, 22, 56, 42, 65, 16, 63, 64, 34, 39,…
$ sexo               <dbl+lbl> 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1,…
$ pco1_a             <dbl+lbl>  1,  1,  1,  1,  0,  1,  1,  0,  0,  1,  0,  0,…
$ pco1_b             <dbl+lbl> NA, NA, NA, NA,  5, NA, NA,  7,  5, NA,  2,  4,…
$ pco1               <dbl+lbl>  1,  1,  1,  1,  5,  1,  1,  7,  5,  1,  2,  4,…
$ h5_cp              <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ h5_sp              <dbl+lbl> NA, NA, NA, NA, NA, NA,  2,  2,  2, NA, NA, NA,…
$ h5b_1_1            <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ h5b_1_2            <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ h5a_2              <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ h5b_2_1            <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ h5b_2_2            <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ h5a_3              <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ h5b_3_1            <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ h5b_3_2            <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ h5a_4              <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ h5b                <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, 1, 1, NA, 1, 1,…
$ ecivil             <dbl+lbl>  8,  8,  6,  6,  8,  8,  8,  6,  8,  1,  1,  8,…
$ h5_10              <dbl+lbl> NA, NA, NA, NA,  1, NA,  1, NA,  1, NA, NA,  1,…
$ h5_1a              <dbl> NA, NA, NA, NA, 1, NA, 2, NA, 1, NA, NA, 1, NA, NA,…
$ h5_1b              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2, NA, …
$ h5_20              <dbl+lbl> NA, NA, NA,  2,  1, NA,  2,  2,  1,  2,  1,  1,…
$ h5_2               <dbl> NA, NA, NA, NA, 1, NA, NA, NA, 1, NA, 1, 1, NA, 1, …
$ n_nucleos          <dbl> 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, …
$ nucleo             <dbl> 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
$ pco2_a             <dbl+lbl>  1,  1,  1,  1,  0,  1,  1,  1,  0,  1,  0,  0,…
$ pco2_b             <dbl+lbl> NA, NA, NA, NA,  5, NA, NA, NA,  5, NA,  2,  4,…
$ pco2               <dbl+lbl>  1,  1,  1,  1,  5,  1,  1,  1,  5,  1,  2,  4,…
$ h6                 <dbl+lbl>  1,  1,  1,  1,  0,  1,  1,  0,  0,  1,  0,  0,…
$ h7a                <dbl+lbl> 1, 1, 1, 3, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1,…
$ h7b                <dbl+lbl> 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ h7c                <dbl+lbl> 1, 1, 3, 1, 1, 1, 1, 3, 1, 3, 2, 1, 1, 1, 1, 1,…
$ h7d                <dbl+lbl> 1, 1, 2, 1, 1, 3, 3, 1, 2, 2, 2, 1, 1, 1, 1, 1,…
$ h7e                <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ h7f                <dbl+lbl> 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ informante         <dbl+lbl>  1,  1,  1,  1,  0,  1,  1,  0, NA,  0,  1,  0,…
$ e1                 <dbl+lbl>  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,…
$ e3                 <dbl+lbl> 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1,…
$ e4a                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e4a_esp            <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ e5a                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e5a_esp            <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ e5b                <dbl+lbl>  NA,  NA,  NA,  NA,  NA,  NA,  NA,  NA,  NA,  N…
$ e6a_asiste         <dbl+lbl> NA, NA, NA, NA, 12, NA, NA, NA,  9, NA, NA, NA,…
$ e6a_no_asiste      <dbl+lbl> 13,  9,  9,  9, NA, 11,  9,  7, NA,  7,  7,  9,…
$ e6a                <dbl+lbl> 13,  9,  9,  9, 12, 11,  9,  7,  9,  7,  7,  9,…
$ e6b_asiste         <dbl+lbl> NA, NA, NA, NA,  2, NA, NA, NA,  4, NA, NA, NA,…
$ e6b_no_asiste      <dbl+lbl>  5,  4,  4,  4, NA,  4,  4,  6, NA,  4,  6,  4,…
$ e6b                <dbl+lbl> 5, 4, 4, 4, 2, 4, 4, 6, 4, 4, 6, 4, 4, 2, 8, 6,…
$ e6c_completo       <dbl+lbl>  1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e6d_preg           <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e6d_postg          <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e7                 <chr> "Terapia ocupacional", "", "", "", "Técnico en elec…
$ cinef13_area       <dbl+lbl>  1, NA, NA, NA,  2, NA, NA, NA, NA, NA, NA, NA,…
$ cinef13_subarea    <dbl+lbl>  1, NA, NA, NA,  2, NA, NA, NA, NA, NA, NA, NA,…
$ e7a                <dbl+lbl> NA, NA, NA, NA,  1, NA, NA, NA, NA, NA, NA, NA,…
$ e8                 <dbl+lbl>  2, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e9nom              <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ e9dir              <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ e9com              <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e9nom_esc          <chr> "", "", "", "", "", "", "", "", "Colegio New Harves…
$ e9nom_esc_esp      <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ e9dir_esc          <chr> "", "", "", "", "", "", "", "", "uno norte 050", ""…
$ e9com_esc          <dbl+lbl>   NA,   NA,   NA,   NA,   NA,   NA,   NA,   NA,…
$ e9nom_sup          <chr> "", "", "", "", "Instituto Profesional Inacap", "",…
$ e9nom_sup_esp      <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ e9com_sup          <dbl+lbl>   NA,   NA,   NA,   NA, 9101,   NA,   NA,   NA,…
$ e9rbd_parv         <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e9rbd_esc          <dbl+lbl>    NA,    NA,    NA,    NA,    NA,    NA,    NA…
$ e9rbd_sup          <dbl+lbl>  NA,  NA,  NA,  NA, 100,  NA,  NA,  NA,  NA,  N…
$ e9dv_esc           <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA,  6, NA, NA, NA,…
$ e9depen            <dbl+lbl> NA, NA, NA, NA, 11, NA, NA, NA,  2, NA, NA, NA,…
$ e10                <dbl+lbl> NA, NA, NA, NA,  9, NA, NA, NA,  2, NA, NA, NA,…
$ e11                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e12a               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA,  1, NA, NA, NA,…
$ e12b               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA,  1, NA, NA, NA,…
$ e12c               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA,  2, NA, NA, NA,…
$ e12d               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA,  2, NA, NA, NA,…
$ e12e               <dbl+lbl> NA, NA, NA, NA,  1, NA, NA, NA, NA, NA, NA, NA,…
$ e13a               <dbl+lbl> NA, NA, NA, NA,  2, NA, NA, NA,  2, NA, NA, NA,…
$ e13b_1             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e13b_2             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e13b_3             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e13b_4             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e13b_5             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e13b_6             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e13b_7             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e13b_8             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e13b_9             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e13b_10            <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e13b_11            <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e13b1              <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e13b2              <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ e13b_esp1          <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ e13b_esp2          <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ e16                <dbl+lbl> NA, NA, NA, NA,  2, NA, NA, NA, NA, NA, NA, NA,…
$ e18                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ o1                 <dbl+lbl>  1,  1,  2,  1,  2,  1,  1,  2,  2,  1,  2,  2,…
$ o2                 <dbl+lbl> NA, NA,  2, NA,  2, NA, NA,  2,  2, NA,  2,  2,…
$ o3                 <dbl+lbl> NA, NA,  2, NA,  2, NA, NA,  2,  2, NA,  2,  2,…
$ o4                 <dbl+lbl> NA, NA,  1, NA,  2, NA, NA,  1,  2, NA,  1,  1,…
$ o5                 <dbl+lbl> NA, NA,  1, NA,  3, NA, NA,  3,  3, NA,  3,  2,…
$ o6                 <dbl+lbl> NA, NA,  1, NA,  2, NA, NA,  2,  2, NA,  2,  2,…
$ o7                 <dbl+lbl> NA, NA, NA, NA, 11, NA, NA, 12, 11, NA,  6,  4,…
$ o7_esp             <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ o8                 <dbl+lbl> NA, NA,  4, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ o9a                <chr> "Vendedor(a) de calzado en portal temuco", "Desbast…
$ o9b                <chr> "Vende calzado en portal", "Desbastar piso, nivelar…
$ oficio1_08         <dbl+lbl>  5,  7, NA,  5, NA,  3,  5, NA, NA,  6, NA, NA,…
$ oficio4_08         <dbl+lbl> 5223, 7111,   NA, 5311,   NA, 3611, 5221,   NA,…
$ o10                <dbl+lbl> 30, 44, NA, 44, NA, 44, 30, NA, NA, 44, NA, NA,…
$ o11                <dbl+lbl>  1,  3, NA,  3, NA,  3,  1, NA, NA,  3, NA, NA,…
$ o12                <dbl+lbl>  1,  1, NA,  1, NA,  1,  3, NA, NA,  1, NA, NA,…
$ o14                <dbl+lbl>  3,  3, NA,  3, NA,  3,  3, NA, NA,  3, NA, NA,…
$ o15                <dbl+lbl>  5,  5, NA,  5, NA,  5,  2, NA, NA,  1, NA, NA,…
$ o16                <dbl+lbl> NA, NA, NA, NA, NA, NA,  2, NA, NA,  2, NA, NA,…
$ o17                <dbl+lbl> NA, NA, NA, NA, NA, NA,  4, NA, NA,  1, NA, NA,…
$ o19                <dbl+lbl>  1,  1, NA,  1, NA,  1, NA, NA, NA, NA, NA, NA,…
$ o18                <dbl+lbl>  1,  2, NA,  1, NA,  1, NA, NA, NA, NA, NA, NA,…
$ o20                <dbl+lbl>  2,  1, NA,  1, NA,  1, NA, NA, NA, NA, NA, NA,…
$ o21                <dbl+lbl>  1,  1, NA,  1, NA,  1, NA, NA, NA, NA, NA, NA,…
$ o22                <dbl+lbl>  1,  1, NA,  1, NA,  1, NA, NA, NA, NA, NA, NA,…
$ o24                <chr> "Tienda de calzado deportivo para hombres y mujeres…
$ rama1              <dbl+lbl>  7,  6, NA, 20, NA, 16,  7, NA, NA,  1, NA, NA,…
$ rama4              <dbl+lbl> 4804, 4101,   NA, 9701,   NA, 8501, 4803,   NA,…
$ o25                <dbl+lbl>  2,  5, NA,  1, NA,  3,  2, NA, NA,  3, NA, NA,…
$ o33a               <dbl+lbl>  1,  7, NA,  2, NA,  1,  5, NA, NA,  1, NA, NA,…
$ o33b               <dbl+lbl>  2,  2, NA,  2, NA,  2,  1, NA, NA,  2, NA, NA,…
$ o33c               <dbl+lbl> NA, NA, NA, NA, NA, NA,  3, NA, NA, NA, NA, NA,…
$ o33d               <dbl+lbl> NA, NA, NA, NA, NA, NA,  2, NA, NA, NA, NA, NA,…
$ o26a               <dbl+lbl>  2,  2, NA,  2, NA,  2,  2, NA, NA, NA, NA, NA,…
$ o26b               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ o26c               <dbl+lbl>  2,  2, NA,  2, NA,  2,  2, NA, NA,  2, NA, NA,…
$ o26d               <dbl+lbl>  2,  2, NA,  2, NA,  2,  2, NA, NA,  2, NA, NA,…
$ o28a_hr            <dbl+lbl>  1,  0, NA,  1, NA,  0,  0, NA, NA,  0, NA, NA,…
$ o28a_min           <dbl+lbl>  0, 30, NA,  0, NA,  5,  0, NA, NA,  5, NA, NA,…
$ o28c               <dbl+lbl>  1,  1, NA,  1, NA,  3, NA, NA, NA,  3, NA, NA,…
$ o29                <dbl+lbl>  2,  2, NA,  2, NA,  1,  2, NA, NA,  2, NA, NA,…
$ o30                <dbl+lbl> NA, NA, NA, NA, NA,  2, NA, NA, NA, NA, NA, NA,…
$ o31                <dbl+lbl>  1,  1,  1,  1,  2,  1,  1,  1,  2,  1,  1,  2,…
$ o32                <dbl+lbl>  1,  1,  6,  1, NA,  1,  6,  6, NA,  1,  6, NA,…
$ o32_esp            <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ y1                 <dbl+lbl> 289000, 570000,     NA, 500000,     NA, 515000,…
$ y2_dias            <dbl+lbl>  8, 20, NA, 20, NA, 20, NA, NA, NA, NA, NA, NA,…
$ y2_hrs             <dbl+lbl> 120, 176,  NA, 176,  NA, 176,  NA,  NA,  NA,  N…
$ y3a_preg           <dbl+lbl>  2,  1, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y3b_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y3c_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y3d_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y3e_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y3f_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y3f_esp            <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ y3a                <dbl+lbl>    NA, 38000,    NA,    NA,    NA,    NA,    NA…
$ y3ap               <dbl+lbl> NA,  1, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y3b                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y3bp               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y3c                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y3cp               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y3d                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y3dp               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y3e                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y3ep               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y3f                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y3fp               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y4a_preg           <dbl+lbl>  2,  2, NA,  2, NA,  1, NA, NA, NA, NA, NA, NA,…
$ y4b_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y4c_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y4d_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y4d_esp            <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ y4a                <dbl+lbl>    NA,    NA,    NA,    NA,    NA, 80000,    NA…
$ y4b                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y4c                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y4d                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y5a_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y5b_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y5c_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y5d_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y5e_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y5f_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y5g_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y5h_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y5i_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y5j_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y5k_preg           <dbl+lbl>  2,  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA,…
$ y5l_preg           <dbl+lbl>   2,   2,  NA,   2,  NA,   2,  NA,  NA,  NA,  N…
$ y5a                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y5b                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y5c                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y5d                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y5e                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y5f                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y5g                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y5h                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y5i                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y5j                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y5k                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y5l                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y6                 <dbl+lbl>    NA,    NA,    NA,    NA,    NA, 65000,    NA…
$ y7                 <dbl+lbl>      NA,      NA,      NA,      NA,      NA,   …
$ y8                 <dbl+lbl>    NA,    NA,    NA,    NA,    NA,    NA,     0…
$ y9                 <dbl+lbl> NA, NA, NA, NA, NA, NA,  0, NA, NA,  0, NA, NA,…
$ y10                <dbl+lbl>    NA,    NA,    NA,    NA,    NA,    NA,    NA…
$ y11_preg           <dbl+lbl> NA, NA,  2, NA,  2, NA, NA,  2,  2, NA,  2,  2,…
$ y11                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y12a_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y12a               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y12b_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y12b               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y13a_preg          <dbl+lbl> 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,…
$ y13a               <dbl+lbl>    NA,    NA,    NA, 1e+05,    NA,    NA,    NA…
$ y13b_preg          <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,…
$ y13b               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y13c_preg          <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,…
$ y13c               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y14a_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y14a               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y14b_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y14b               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y14c_preg          <dbl+lbl>  2,  2,  1,  2,  2,  2,  2,  2, NA,  2,  2,  2,…
$ y14c               <dbl+lbl>     NA,     NA, 211000,     NA,     NA,     NA,…
$ y15a_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y15a               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y15b_preg          <dbl+lbl>   2,   2,   2,   2,   2,   2,   2,   2,   2,   …
$ y15b               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y15c_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y15c               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y16a_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y16a               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y16b_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y16b               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y17_preg           <dbl+lbl>  2,  2,  2,  2, NA,  2,  2, NA, NA,  2, NA, NA,…
$ y17                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y18a_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y18a               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y18b_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y18b               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y18c_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y18c               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y18d_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y18d_esp           <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ y18d               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y19                <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y19t               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y19n               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y20a               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA,  1, NA, NA, NA,…
$ y20b               <dbl+lbl>  2, NA,  2,  2, NA,  2,  2, NA, NA, NA, NA,  2,…
$ y20c               <dbl+lbl>  2,  2,  2,  2,  2,  2,  1,  2,  2,  2,  2,  2,…
$ y20d               <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,…
$ y20e               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA,  2, NA, NA, NA,…
$ y20amonto          <dbl> NA, NA, NA, NA, NA, NA, NA, NA, 21243, NA, NA, NA, …
$ y20bmonto          <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y20cmonto          <dbl> NA, NA, NA, NA, NA, NA, 21243, NA, NA, NA, NA, NA, …
$ y20dmonto          <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y20emonto          <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y21_preg           <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y21                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y21monto           <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y21_bolsillo       <dbl+lbl>   2,   2,   2,   2,   2,   2,   1,   2,   2,   …
$ y21_bolsillo_m     <dbl+lbl> NA, NA, NA, NA, NA, NA,  3, NA, NA, NA, NA, NA,…
$ y21_bolsillo_p     <dbl+lbl> NA, NA, NA, NA, NA, NA,  2, NA, NA, NA, NA, NA,…
$ y21_bolsillo_monto <dbl> NA, NA, NA, NA, NA, NA, 243000, NA, NA, NA, NA, NA,…
$ y22_preg           <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y22                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y22amonto          <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y22bmonto          <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y22cmonto          <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y22dmonto          <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y23a_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y23a               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y23b               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y23c               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA,  2, NA, NA, NA,…
$ y23bmonto          <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y23cmonto          <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y24_preg           <dbl+lbl>  2,  2,  2,  2, NA,  2,  2, NA, NA,  2, NA, NA,…
$ y24                <dbl+lbl>   NA,   NA,   NA,   NA,   NA,   NA,   NA,   NA,…
$ y24a_preg          <dbl+lbl>  2,  2,  1,  1, NA,  2,  1, NA, NA,  2, NA, NA,…
$ y24a               <dbl+lbl> NA, NA,  1,  2, NA, NA,  2, NA, NA, NA, NA, NA,…
$ y24amonto          <dbl> NA, NA, 23890, 31056, NA, NA, 31056, NA, NA, NA, NA…
$ y25a_preg          <dbl+lbl>  2,  2,  2,  2,  2,  2,  1,  2,  2,  2,  2,  2,…
$ y25a               <dbl+lbl> NA, NA, NA, NA, NA, NA,  2, NA, NA, NA, NA, NA,…
$ y25amonto          <dbl> NA, NA, NA, NA, NA, NA, 123586, NA, NA, NA, NA, NA,…
$ y25b_preg          <dbl+lbl> NA, NA, NA, NA,  2, NA, NA, NA,  2, NA, NA, NA,…
$ y25b               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y25bmonto          <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y25c               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA,  2, NA,  2,  2, NA,…
$ y25cmonto          <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y25d               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA,  1, NA, NA, NA, NA,…
$ y25dmonto          <dbl> NA, NA, NA, NA, NA, NA, NA, 77982, NA, NA, NA, NA, …
$ y25ep              <dbl+lbl> NA, NA, NA, NA,  3, NA, NA, NA, NA, NA, NA, NA,…
$ y25e               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y25fp              <dbl+lbl>  3, NA,  3,  3, NA,  3,  3, NA, NA, NA, NA,  3,…
$ y25f               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y27_preg           <dbl+lbl>  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,…
$ y27_esp            <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ y27                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_1b             <dbl+lbl> NA,  2,  2,  2, NA,  2,  2,  1, NA,  2,  2, NA,…
$ y29_2b             <dbl+lbl>     NA,     NA,     NA,     NA,     NA,     NA,…
$ y29_3b             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA,  1, NA, NA, NA, NA,…
$ y29_3b_1           <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_4b             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_5b             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA,  1, NA, NA, NA, NA,…
$ y29_6b             <dbl+lbl>     NA,     NA,     NA,     NA,     NA,     NA,…
$ y29_6b_1           <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_7b             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_8b             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_8b_1           <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_9b             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA,  2, NA, NA, NA, NA,…
$ y29_1c             <dbl+lbl>  2,  2,  2,  2,  2,  2,  2, NA, NA,  2,  2,  2,…
$ y29_1cmonto        <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_1d             <dbl+lbl>  2,  2,  2,  2,  2,  2,  2, NA, NA,  2,  2,  2,…
$ y29_2d             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_4d             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_5d             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_3d             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_1e             <dbl+lbl>  2,  2,  2,  2,  2,  2,  2, NA,  2,  2,  2,  2,…
$ y29_2e             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_3e             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_1f             <dbl+lbl>  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,…
$ y29_2f             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_3f             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_4f             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_5f             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_6f             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_1g             <dbl+lbl> NA, NA, NA, NA,  2, NA, NA, NA,  2, NA, NA, NA,…
$ y29_2g             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_3g             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_1h             <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,…
$ y29_2h             <dbl+lbl>     NA,     NA,     NA,     NA,     NA,     NA,…
$ y29_3h             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_4h             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_5h             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_1i             <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,…
$ y29i_esp           <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ y29_3i             <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_m2_a1          <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y29_m2_a2          <dbl+lbl>     NA,     NA,     NA,     NA,     NA,     NA,…
$ s2                 <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s5                 <dbl+lbl>  0,  0,  1,  1,  0,  1,  3,  2,  0,  3,  3,  0,…
$ s6                 <dbl+lbl> NA, NA, 22, 18, NA, 29, 18, 21, NA, 21, 22, NA,…
$ s9a                <dbl+lbl>   2,  NA,   1,   1,  NA,   2,   1,  NA,  NA,  N…
$ s9b                <dbl+lbl> NA, NA,  1,  1, NA, NA,  1, NA, NA, NA,  1, NA,…
$ s10                <dbl+lbl>  3, NA, NA, NA, NA,  3, NA, NA, NA, NA, NA,  4,…
$ s11a               <dbl+lbl>  2, NA,  1,  1, NA,  2,  2, NA, NA, NA,  1, NA,…
$ s11b               <dbl+lbl> NA, NA,  1,  1, NA, NA, NA, NA, NA, NA,  2, NA,…
$ s12                <dbl+lbl>  3, NA, NA, NA, NA,  3,  9, NA, NA, NA, NA, NA,…
$ s13                <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ s13_fonasa         <dbl+lbl> 2, 3, 2, 2, 1, 4, 1, 1, 1, 3, 3, 2, 3, 1, 1, 1,…
$ s15a               <dbl+lbl>  2,  2,  2,  2, NA,  2,  2, NA, NA,  2, NA, NA,…
$ s15b               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s16                <dbl+lbl> 2, 5, 1, 5, 2, 5, 5, 5, 5, 5, 5, 5, 5, 5, 2, 5,…
$ s17                <dbl+lbl>  1, NA,  1, NA,  1, NA, NA, NA, NA, NA, NA, NA,…
$ s17b               <dbl+lbl>  1, NA,  1, NA,  1, NA, NA, NA, NA, NA, NA, NA,…
$ s18                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s19a               <dbl+lbl>  2, NA,  1, NA,  2, NA, NA, NA, NA, NA, NA, NA,…
$ s19b               <dbl+lbl>  2, NA,  1, NA,  2, NA, NA, NA, NA, NA, NA, NA,…
$ s19c               <dbl+lbl>  2, NA,  1, NA,  2, NA, NA, NA, NA, NA, NA, NA,…
$ s19d               <dbl+lbl>  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA, NA,…
$ s19e               <dbl+lbl>  2, NA,  2, NA,  2, NA, NA, NA, NA, NA, NA, NA,…
$ s20a_preg          <dbl+lbl> 2, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2,…
$ s20b               <dbl+lbl> NA,  1,  1,  1,  1, NA, NA, NA, NA,  1, NA,  2,…
$ s21a_preg          <dbl+lbl> 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2,…
$ s21b               <dbl+lbl>  1, NA,  1,  1,  1, NA,  1,  1,  2, NA, NA, NA,…
$ s22a_preg          <dbl+lbl> 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2,…
$ s22b               <dbl+lbl> NA, NA,  1, NA, NA, NA,  1, NA, NA, NA, NA, NA,…
$ s23a_preg          <dbl+lbl> 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2,…
$ s23b               <dbl+lbl> NA, NA,  1,  1, NA, NA,  1, NA, NA, NA, NA, NA,…
$ s24a_preg          <dbl+lbl> 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1,…
$ s24b               <dbl+lbl> NA, NA,  1,  2, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s26a               <dbl+lbl>  0,  3,  4, 10,  7,  0, 12,  0,  2,  2,  2,  0,…
$ s26b_1             <dbl+lbl> NA,  0,  0,  0,  0, NA,  0, NA,  0,  0,  0, NA,…
$ s26b_2             <dbl+lbl> NA,  0,  0,  0,  0, NA,  0, NA,  0,  0,  0, NA,…
$ s26b_3             <dbl+lbl> NA,  0,  1,  0,  0, NA,  1, NA,  1,  1,  1, NA,…
$ s26b_4             <dbl+lbl> NA,  0,  0,  1,  0, NA,  1, NA,  0,  0,  0, NA,…
$ s26b_5             <dbl+lbl> NA,  0,  1,  0,  0, NA,  0, NA,  0,  0,  0, NA,…
$ s26b_6             <dbl+lbl> NA,  0,  0,  0,  0, NA,  0, NA,  0,  0,  0, NA,…
$ s26b_7             <dbl+lbl> NA,  0,  0,  0,  0, NA,  0, NA,  0,  0,  0, NA,…
$ s26b_8             <dbl+lbl> NA,  1,  1,  1,  1, NA,  1, NA,  0,  0,  0, NA,…
$ s26b_88            <dbl+lbl> NA,  0,  0,  0,  0, NA,  0, NA,  0,  0,  0, NA,…
$ s26u               <dbl+lbl> NA, NA,  8,  8, NA, NA,  3, NA, NA, NA, NA, NA,…
$ s26c               <dbl+lbl> NA,  1,  1,  1,  1, NA,  1, NA,  1,  1,  1, NA,…
$ s27a               <dbl+lbl> 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,…
$ s27c               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s28                <dbl+lbl> 22, 22,  4, 21, 22, 22,  4,  7, 21,  1,  1, 22,…
$ s29                <dbl+lbl>  NA,  NA,   1,  NA,  NA,  NA,   1,   1,  NA,   …
$ s30                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s30_esp            <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ s31_1              <dbl+lbl> 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0,…
$ s31_2              <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ s31_3              <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ s31_4              <dbl+lbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ s31_5              <dbl+lbl> 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0,…
$ s31_6              <dbl+lbl> 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0,…
$ s31_7              <dbl+lbl> 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1,…
$ s32l               <dbl+lbl> NA, NA,  2,  1, NA,  1,  2,  1,  1,  2,  2, NA,…
$ s32a               <dbl+lbl> NA, NA,  1,  1, NA,  1,  1,  1,  1,  1,  1, NA,…
$ s32b               <dbl+lbl> NA, NA,  1,  1, NA,  1,  1,  1,  1,  1,  3, NA,…
$ s32c               <dbl+lbl> NA, NA,  1,  1, NA,  1,  2,  2,  1,  1,  1, NA,…
$ s32d               <dbl+lbl> NA, NA,  1,  1, NA,  1,  1,  1,  1,  1,  1, NA,…
$ s32e               <dbl+lbl> NA, NA,  1,  1, NA,  2,  1,  1,  1,  3,  2, NA,…
$ s32f               <dbl+lbl> NA, NA,  1,  1, NA,  1,  1,  1,  1,  2,  2, NA,…
$ s32g               <dbl+lbl> NA, NA,  2,  1, NA,  1,  4,  3,  1,  1,  1, NA,…
$ s32h               <dbl+lbl> NA, NA,  1,  1, NA,  1,  3,  1,  1,  1,  1, NA,…
$ s32i               <dbl+lbl> NA, NA,  1,  1, NA,  1,  1,  1,  1,  1,  1, NA,…
$ s32j               <dbl+lbl> NA, NA,  1,  1, NA,  1,  3,  2,  1,  1,  2, NA,…
$ s32k               <dbl+lbl> NA, NA,  1,  1, NA,  1,  1,  1,  1,  1,  1, NA,…
$ s33l               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s33a               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s33b               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,  4, NA,…
$ s33c               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s33d               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s33e               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA,  1, NA, NA,…
$ s33f               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s33g               <dbl+lbl> NA, NA, NA, NA, NA, NA,  1,  1, NA, NA, NA, NA,…
$ s33h               <dbl+lbl> NA, NA, NA, NA, NA, NA,  1, NA, NA, NA, NA, NA,…
$ s33i               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s33j               <dbl+lbl> NA, NA, NA, NA, NA, NA,  1, NA, NA, NA, NA, NA,…
$ s33k               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s34a               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,  1, NA,…
$ s34b               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3, NA, NA, …
$ s34c               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,  2, NA,…
$ s34c2              <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ s34c3              <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ r1a                <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ r1a_esp            <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ r1b                <dbl+lbl> 2, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2,…
$ r1b_comuna_esp     <dbl+lbl> 13117,    NA,  9118,  9116,  9116,    NA,  8110…
$ r1b_pais_esp       <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ r1cp               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ r1d1               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ r3                 <dbl+lbl>  4,  4, 12,  4,  4, 12, 12, 12, 12, 12, 12, 12,…
$ r4                 <dbl+lbl> 3, 3, 3, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 1, 1,…
$ r5                 <dbl+lbl> NA, NA, NA,  4, NA, NA, NA, NA, NA, NA, NA, NA,…
$ r5a                <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,…
$ r5b                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ r6                 <dbl+lbl> 15,  1,  3,  3,  6, 15,  1, 15, 15, 15, 15, 15,…
$ r7a                <dbl+lbl> 4, 4, 1, 4, 4, 1, 4, 4, 4, 2, 2, 2, 2, 2, 2, 2,…
$ r7b                <dbl+lbl> 4, 4, 4, 4, 4, 1, 4, 4, 4, 2, 2, 2, 2, 2, 2, 2,…
$ r7c                <dbl+lbl> 1, 1, 1, 4, 4, 1, 1, 1, 1, 1, 1, 1, 4, 4, 4, 4,…
$ r7d                <dbl+lbl> 1, 1, 1, 4, 4, 1, 1, 1, 1, 4, 4, 4, 4, 4, 4, 4,…
$ r7e                <dbl+lbl> 4, 4, 1, 4, 4, 1, 4, 4, 4, 4, 4, 4, 2, 2, 2, 2,…
$ r7f                <dbl+lbl> 4, 4, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2,…
$ r7g                <dbl+lbl> 1, 1, 4, 2, 2, 4, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3,…
$ r7h                <dbl+lbl> 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,…
$ r7i                <dbl+lbl> 4, 1, 4, 1, 1, 4, 1, 1, 1, 4, 4, 4, 1, 1, 1, 1,…
$ r8a                <dbl+lbl> 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1,…
$ r8b                <dbl+lbl> 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ r8c                <dbl+lbl> 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ r8d                <dbl+lbl> 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ r8e                <dbl+lbl> 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ r8f                <dbl+lbl> 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ r8g                <dbl+lbl> 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ r8h                <dbl+lbl> 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1,…
$ r9a                <dbl+lbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0,…
$ r9b                <dbl+lbl> 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ r9u                <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1,…
$ r9c                <dbl+lbl> 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0,…
$ r9d                <dbl+lbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ r9e                <dbl+lbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0,…
$ r9f                <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ r9g                <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ r9h                <dbl+lbl> 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ r9i                <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ r9j                <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ r9k                <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ r9l                <dbl+lbl> 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ r9m                <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ r9n                <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1,…
$ r9o                <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ r9p                <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ r9q                <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1,…
$ r9r                <dbl+lbl> 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0,…
$ r9s                <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ r9t                <dbl+lbl> 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0,…
$ r14                <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2,…
$ r15                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA,  1,  1,  1,…
$ r17a               <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1,…
$ r17b               <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,…
$ r17c               <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ r17d               <dbl+lbl> 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2,…
$ r17e               <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,…
$ r18                <dbl+lbl> 10, 10,  7,  7,  7,  5,  7,  7,  7,  3,  3,  3,…
$ v1                 <dbl+lbl> 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1,…
$ v2                 <dbl+lbl> 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,…
$ v3                 <dbl+lbl> 1, 1, 1, 2, 2, 1, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3,…
$ v4                 <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1,…
$ v5                 <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 2, 2, 2, 2,…
$ v6                 <dbl+lbl> 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,…
$ v7                 <dbl+lbl> 1, 1, 1, 3, 3, 1, 3, 3, 3, 1, 1, 1, 2, 2, 2, 2,…
$ v9                 <dbl+lbl> 6, 6, 1, 5, 5, 1, 1, 1, 1, 7, 7, 7, 8, 8, 8, 8,…
$ v10                <dbl+lbl> NA, NA,  1, NA, NA,  1,  1,  1,  1, NA, NA, NA,…
$ v11_o1             <dbl> NA, NA, 1, NA, NA, 1, 1, 1, 1, NA, NA, NA, NA, NA, …
$ v11_o2             <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ v12                <dbl+lbl> 3, 2, 4, 2, 2, 3, 3, 3, 3, 1, 1, 1, 4, 4, 4, 4,…
$ v12mt              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ v13                <dbl+lbl> 2, 2, 1, 2, 2, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3,…
$ v13_propia         <dbl+lbl> NA, NA,  1, NA, NA,  1,  1,  1,  1, NA, NA, NA,…
$ v13_arrendada      <dbl+lbl>  6,  6, NA,  5,  5, NA, NA, NA, NA, NA, NA, NA,…
$ v13_cedida         <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA,  8,  8,  8,…
$ v14                <dbl+lbl>   NA,   NA, 2014,   NA,   NA, 2011, 2012, 2012,…
$ v15                <dbl+lbl> NA, NA,  3, NA, NA,  1,  1,  1,  1, NA, NA, NA,…
$ v16                <dbl+lbl> NA, NA,  6, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ v17                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ v18                <dbl+lbl>  90000, 170000,     NA, 280000, 280000,     NA,…
$ v19                <dbl+lbl> 280000, 200000, 250000, 280000, 280000, 200000,…
$ v20                <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ v20_esp            <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ v20_red            <dbl+lbl>  1,  2,  1,  2,  2,  1,  1,  1,  1,  1,  1,  1,…
$ v21                <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2,…
$ v22                <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ v23                <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ v23_sistema        <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2,…
$ v23_cajon          <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ v24                <dbl+lbl> 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1,…
$ v24b               <dbl+lbl>  30200,    -88,  35400,  18300,  18300,   9500,…
$ v25                <dbl+lbl> 7, 7, 6, 7, 7, 6, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ v26                <dbl+lbl> NA, NA,  3, NA, NA,  1,  3,  3,  3,  3,  3,  3,…
$ v27a               <dbl+lbl> 3, 1, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4,…
$ v27b               <dbl+lbl> 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ v28                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ v29a               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ v29b               <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ v30                <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ v32                <dbl+lbl> NA, NA, NA, NA, NA, NA,  1,  1,  1, NA, NA, NA,…
$ v34a               <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 4, 4, 4, 4, 4, 4,…
$ v34b               <dbl+lbl> 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,…
$ v34c               <dbl+lbl> 1, 8, 1, 1, 1, 1, 8, 8, 8, 4, 4, 4, 1, 1, 1, 1,…
$ v35a               <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ v35b               <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ v35c               <dbl+lbl> 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1,…
$ v35d               <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ v36a               <dbl+lbl> 1, 1, 1, 4, 4, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1,…
$ v36b               <dbl+lbl> 2, 2, 1, 3, 3, 1, 3, 3, 3, 1, 1, 1, 3, 3, 3, 3,…
$ v36c               <dbl+lbl> 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 3, 3, 3, 3,…
$ v36d               <dbl+lbl> 1, 1, 2, 1, 1, 1, 3, 3, 3, 1, 1, 1, 3, 3, 3, 3,…
$ v36e               <dbl+lbl> 1, 1, 2, 2, 2, 1, 3, 3, 3, 1, 1, 1, 2, 2, 2, 2,…
$ v37a               <dbl+lbl> 2, 4, 1, 2, 2, 1, 4, 4, 4, 1, 1, 1, 1, 1, 1, 1,…
$ v37b               <dbl+lbl> 1, 2, 2, 1, 1, 1, 3, 3, 3, 1, 1, 1, 2, 2, 2, 2,…
$ v37c               <dbl+lbl> 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1,…
$ v37d               <dbl+lbl> 1, 1, 3, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1,…
$ v37e               <dbl+lbl> 1, 2, 1, 2, 2, 1, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1,…
$ v37f               <dbl+lbl> 2, 1, 1, 2, 2, 1, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2,…
$ v37g               <dbl+lbl> 1, 2, 1, 4, 4, 1, 3, 3, 3, 1, 1, 1, 3, 3, 3, 3,…
$ v38                <dbl+lbl> 12, 12, 12, 12, 12, 12,  5,  5,  5, 12, 12, 12,…
$ os_presente        <dbl+lbl>  1,  1,  1,  1,  2,  1,  1,  2, NA,  2,  1,  2,…
$ os1                <dbl+lbl>   1,   1,   1,   1,  NA,   1,   1,  NA,  NA,  N…
$ os1_esp            <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ genero             <dbl+lbl>  2,  1,  2,  2, NA,  2,  2, NA, NA, NA,  2, NA,…
$ genero_esp         <chr> "", "", "", "", "", "", "", "", "", "", "", "", "",…
$ trans              <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0101              <dbl> 289000, 570000, NA, 500000, NA, 515000, NA, NA, NA,…
$ y0301              <dbl> NA, 38000, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
$ y0302              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0303              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0304              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0305              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0306              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0401              <dbl> NA, NA, NA, NA, NA, 6667, NA, NA, NA, NA, NA, NA, N…
$ y0402              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0403              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0404              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0501              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0502              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0503              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0504              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0505              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0506              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0507              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0508              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0509              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0510              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0511              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0512              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yosa               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0701              <dbl> NA, NA, NA, NA, NA, NA, 400000, NA, NA, 500000, NA,…
$ y0801              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y0901              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yosi               <dbl> NA, NA, NA, NA, NA, 65000, NA, NA, NA, NA, NA, NA, …
$ y1101              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yre1               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yama               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ ymes               <dbl> NA, NA, NA, 1e+05, NA, NA, NA, NA, NA, NA, NA, NA, …
$ yfa1               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yfa2               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ ytro               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yta1               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yta2               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ ydes               <dbl> NA, NA, 211000, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yah1               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yah2               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yrut               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yre2               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yre3               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yac2               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yids               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ ydon               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ ydim               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yotr               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yfam               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2001              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, 21243, NA, NA, NA, …
$ y2002              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2003              <dbl> NA, NA, NA, NA, NA, NA, 21243, NA, NA, NA, NA, NA, …
$ y2004              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2005              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y210101            <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y210102            <dbl> NA, NA, NA, NA, NA, NA, 20250, NA, NA, NA, NA, NA, …
$ y2201              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2202              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2203              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2204              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2301              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2302              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2303              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2401              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2402              <dbl> NA, NA, 1991, 2588, NA, NA, 2588, NA, NA, NA, NA, N…
$ y2501              <dbl> NA, NA, NA, NA, NA, NA, 10299, NA, NA, NA, NA, NA, …
$ y2502              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2503              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2504              <dbl> NA, NA, NA, NA, NA, NA, NA, 6499, NA, NA, NA, NA, N…
$ y2505              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2506              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ y2701              <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yjub_pgu03         <dbl> NA, NA, NA, NA, NA, NA, NA, 214296, NA, NA, NA, NA,…
$ yjub_aps03         <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yinv_pbs           <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yinv_aps03         <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yinv_con           <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ ymon_pgu03         <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yorf               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yesp_pgu03         <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yotp               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yjub_pgu02         <dbl> NA, NA, NA, NA, NA, NA, NA, 35704, NA, NA, NA, NA, …
$ yjub_pgu01         <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yjub_aps02         <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yjub_con           <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yinv_aps02         <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ ymon_pgu02         <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ ymon_con           <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yesp_pgu02         <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yesp               <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yaut               <dbl> 289000, 608000, 211000, 600000, NA, 586667, 400000,…
$ ysub               <dbl> NA, NA, 1991, 2588, NA, NA, 54380, 220795, 21243, N…
$ ytot               <dbl> 289000, 608000, 212991, 602588, NA, 586667, 454380,…
$ y0101h             <dbl> 289000, 570000, 0, 500000, 500000, 515000, 0, 0, 0,…
$ y0301h             <dbl> 0, 38000, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ y0302h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0303h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0304h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0305h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0306h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0401h             <dbl> 0, 0, 0, 0, 0, 6667, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0402h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0403h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0404h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0501h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0502h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0503h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0504h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0505h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0506h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0507h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0508h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0509h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0510h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0511h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0512h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yosah              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0701h             <dbl> 0, 0, 0, 0, 0, 0, 400000, 400000, 400000, 500000, 5…
$ y0801h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y0901h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yosih              <dbl> 0, 0, 0, 0, 0, 65000, 0, 0, 0, 0, 0, 0, 300000, 300…
$ y1101h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yre1h              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yamah              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ ymesh              <dbl> 0e+00, 0e+00, 0e+00, 1e+05, 1e+05, 0e+00, 0e+00, 0e…
$ yfa1h              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yfa2h              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ ytroh              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yta1h              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yta2h              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ ydesh              <dbl> 0, 0, 211000, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
$ yah1h              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yah2h              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yruth              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yre2h              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yre3h              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yac2h              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yidsh              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ ydonh              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ ydimh              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yotrh              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yfamh              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2001h             <dbl> 0, 0, 0, 0, 0, 0, 21243, 21243, 21243, 0, 0, 0, 637…
$ y2002h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2003h             <dbl> 0, 0, 0, 0, 0, 0, 21243, 21243, 21243, 0, 0, 0, 212…
$ y2004h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2005h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y210101h           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y210102h           <dbl> 0, 0, 0, 0, 0, 0, 20250, 20250, 20250, 0, 0, 0, 450…
$ y2201h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2202h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2203h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2204h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2301h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2302h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2303h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2401h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2402h             <dbl> 0, 0, 1991, 2588, 2588, 0, 2588, 2588, 2588, 0, 0, …
$ y2501h             <dbl> 0, 0, 0, 0, 0, 0, 10299, 10299, 10299, 0, 0, 0, 154…
$ y2502h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3932, 3932, 393…
$ y2503h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2504h             <dbl> 0, 0, 0, 0, 0, 0, 6499, 6499, 6499, 0, 0, 0, 0, 0, …
$ y2505h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2506h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ y2701h             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yjub_pgu02h        <dbl> 0, 0, 0, 0, 0, 0, 35704, 35704, 35704, 0, 0, 0, 0, …
$ yjub_aps02h        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yjub_conh          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yinv_aps02h        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yinv_conh          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ ymon_pgu02h        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ ymon_conh          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yorfh              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yotph              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yjub_pgu03h        <dbl> 0, 0, 0, 0, 0, 0, 214296, 214296, 214296, 0, 0, 0, …
$ yjub_aps03h        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yjub_pgu01h        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yinv_aps03h        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yinv_pbsh          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ ymon_pgu03h        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yesp_pgu02h        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yesp_pgu03h        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yesph              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yauth              <dbl> 289000, 608000, 211000, 600000, 600000, 586667, 435…
$ ysubh              <dbl> 0, 0, 1991, 2588, 2588, 0, 296418, 296418, 296418, …
$ yaimh              <dbl> 0, 0, 250000, 0, 0, 200000, 250000, 250000, 250000,…
$ ytoth              <dbl> 289000, 608000, 462991, 602588, 602588, 786667, 982…
$ y0101c             <dbl> 289000, 570000, NA, 500000, NA, 515000, NA, NA, NA,…
$ y0701c             <dbl> NA, NA, NA, NA, NA, NA, 400000, NA, NA, 500000, NA,…
$ yjub_conc          <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ yautcor            <dbl> 289000, 608000, 211000, 600000, NA, 586667, 400000,…
$ ytotcor            <dbl> 289000, 608000, 212991, 602588, NA, 586667, 454380,…
$ y0101ch            <dbl> 289000, 570000, 0, 500000, 500000, 515000, 0, 0, 0,…
$ y0701ch            <dbl> 0, 0, 0, 0, 0, 0, 400000, 400000, 400000, 500000, 5…
$ yjub_conch         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ yautcorh           <dbl> 289000, 608000, 211000, 600000, 600000, 586667, 435…
$ yaimcorh           <dbl> 0, 0, 250000, 0, 0, 200000, 250000, 250000, 250000,…
$ ytotcorh           <dbl> 289000, 608000, 462991, 602588, 602588, 786667, 982…
$ ymonecorh          <dbl> 289000, 608000, 212991, 602588, 602588, 586667, 732…
$ no_arrienda        <dbl+lbl> 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ nae                <dbl> 1.000000, 1.000000, 1.000000, 1.624505, 1.624505, 1…
$ yae                <dbl> 289000, 608000, 212991, 370936, 370936, 586667, 339…
$ li                 <dbl> 234906, 234906, 158063, 234906, 234906, 158063, 158…
$ lp                 <dbl> 352359, 352359, 237094, 352359, 352359, 237094, 237…
$ pobreza            <dbl+lbl> 2, 3, 2, 3, 3, 3, 3, 3, 3, 2, 2, 2, 3, 3, 3, 3,…
$ yae_2013           <dbl> 289000, 608000, 462991, 370936, 370936, 786667, 455…
$ li_2013            <dbl> 157804, 157804, 157804, 157804, 157804, 157804, 157…
$ lp_2013            <dbl> 236705, 236705, 236705, 236705, 236705, 236705, 236…
$ pobreza_2013       <dbl+lbl> 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,…
$ yoprcor            <dbl> 289000, 570000, NA, 500000, NA, 515000, 400000, NA,…
$ yoprcorh           <dbl> 289000, 570000, 0, 500000, 500000, 515000, 400000, …
$ yoautcor           <dbl> NA, NA, 211000, 100000, NA, NA, NA, 35704, NA, NA, …
$ yoautcorh          <dbl> 0, 0, 211000, 100000, 100000, 0, 35704, 35704, 3570…
$ ytrabajocor        <dbl> 289000, 608000, NA, 500000, NA, 586667, 400000, NA,…
$ ytrabajocorh       <dbl> 289000, 608000, 0, 500000, 500000, 586667, 400000, …
$ ypchautcor         <dbl> 289000, 608000, 211000, 300000, 300000, 586667, 145…
$ ypchtrabcor        <dbl> 289000, 608000, 0, 250000, 250000, 586667, 133333, …
$ ypchtotcor         <dbl> 289000, 608000, 462991, 301294, 301294, 786667, 327…
$ ypchmonecor        <dbl> 289000, 608000, 212991, 301294, 301294, 586667, 244…
$ dau                <dbl+lbl> 5, 8, 3, 5, 5, 7, 2, 2, 2, 3, 3, 3, 5, 5, 5, 5,…
$ qaut               <dbl+lbl> 3, 4, 2, 3, 3, 4, 1, 1, 1, 2, 2, 2, 3, 3, 3, 3,…
$ dautr              <dbl+lbl> 6, 9, 5, 6, 6, 9, 4, 4, 4, 4, 4, 4, 6, 6, 6, 6,…
$ qautr              <dbl+lbl> 3, 5, 3, 3, 3, 5, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3,…
$ pobreza_severa     <dbl+lbl>  2,  4,  1,  4,  4,  4, NA, NA, NA,  1,  1,  1,…
$ hh_d_asis          <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_rez           <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_esc           <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1,…
$ hh_d_ape           <dbl+lbl>  0,  0,  0,  0,  0,  0, NA, NA, NA,  0,  0,  0,…
$ hh_d_acc           <dbl+lbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_ali           <dbl+lbl> 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ hh_d_contprev      <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_dpf           <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0,…
$ hh_d_actsub        <dbl+lbl> 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_inf           <dbl+lbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ hh_d_jub           <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0,…
$ hh_d_cui           <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1,…
$ hh_d_defcuali      <dbl+lbl> 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ hh_d_defcuanti     <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_accesi        <dbl+lbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_medio         <dbl+lbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_apoyo         <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_tsocial       <dbl+lbl> 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1,…
$ hh_d_conec         <dbl+lbl> 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_seg           <dbl+lbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1,…
$ pobreza_multi      <dbl+lbl>  0,  0,  1,  0,  0,  0, NA, NA, NA,  1,  1,  1,…
$ hh_d_asis_2015     <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_rez_2015      <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_esc_2015      <dbl+lbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ hh_d_mal_2015      <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_prevs_2015    <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_acc_2015      <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_act_2015      <dbl+lbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_cot_2015      <dbl+lbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_jub_2015      <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0,…
$ hh_d_hacina_2015   <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_estado_2015   <dbl+lbl> 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ hh_d_habitab_2015  <dbl+lbl> 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ hh_d_servbas_2015  <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_medio_2015    <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_accesi_2015   <dbl+lbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_entorno_2015  <dbl+lbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_tsocial_2015  <dbl+lbl> 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1,…
$ hh_d_seg_2015      <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ hh_d_appart_2015   <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ pobreza_multi_2015 <dbl+lbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0,…
$ disc_wg            <dbl+lbl> 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0,…
$ analfabetismo      <dbl+lbl>  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,…
$ agnoesc            <dbl> 17, 12, 12, 12, 14, 12, 12, 6, 12, 4, 6, 12, 12, 2,…
$ esc                <dbl> 17, 12, 12, 12, 14, 12, 12, 6, 12, 4, 6, 12, 12, 2,…
$ desercion          <dbl+lbl>  NA,  NA,  NA,  NA,  NA,  NA,  NA,  NA,  NA,  N…
$ rezagobasica       <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
$ rezagomedia        <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA,  0, NA, NA, NA,…
$ asiste             <dbl+lbl> 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1,…
$ educc              <dbl+lbl> 6, 4, 4, 4, 5, 4, 4, 1, 4, 1, 1, 4, 4, 1, 2, 1,…
$ depen              <dbl+lbl> NA, NA, NA, NA, 11, NA, NA, NA,  2, NA, NA, NA,…
$ activ              <dbl+lbl>  1,  1,  2,  1,  3,  1,  1,  3,  3,  1,  3,  3,…
$ asalariado         <dbl+lbl>  1,  1, NA,  1, NA,  1,  0, NA, NA,  0, NA, NA,…
$ contrato           <dbl+lbl>  1,  1, NA,  1, NA,  1, NA, NA, NA, NA, NA, NA,…
$ cotiza             <dbl+lbl>  1,  1,  0,  1,  0,  1,  0,  0,  0,  1,  0,  0,…
$ depen_fun          <dbl+lbl>  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  1,  0,…
$ depen_grado        <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,  2, NA,…
$ persona_cuidada    <dbl+lbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,  1, NA,…
$ cuidador           <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0,…
$ lugar_nac          <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ pueblos_indigenas  <dbl+lbl> 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1,…
$ n_ocupados         <dbl> 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
$ n_desocupados      <dbl> 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ n_inactivos        <dbl> 0, 0, 0, 1, 1, 0, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, …
$ numper             <dbl> 1, 1, 1, 2, 2, 1, 3, 3, 3, 3, 3, 3, 5, 5, 5, 5, 5, …
$ numnuc             <dbl> 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, …
$ men18c             <dbl+lbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1,…
$ may60c             <dbl+lbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0,…
$ tipohogar          <dbl+lbl> 1, 1, 1, 2, 2, 1, 4, 4, 4, 3, 3, 3, 3, 3, 3, 3,…
$ tot_hog            <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
$ ind_hacina         <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ ind_san            <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ ind_tip            <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ ten_viv            <dbl+lbl> 2, 2, 1, 2, 2, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3,…
$ ten_viv_f          <dbl+lbl> 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2,…
$ allega_ext         <dbl+lbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ allega_int         <dbl+lbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0,…
$ ind_mat            <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ ind_estado         <dbl+lbl> 1, 1, 1, 3, 3, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,…
$ ind_cal_glob       <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…

Explorar variables útiles

names(base)
  [1] "id_vivienda"        "folio"              "id_persona"        
  [4] "region"             "region_geo"         "area"              
  [7] "cod_upm"            "nse"                "estrato"           
 [10] "hogar"              "expr"               "expr_osig"         
 [13] "varstrat"           "varunit"            "fecha_entrev"      
 [16] "p1"                 "p2"                 "p3"                
 [19] "p4"                 "p9"                 "p10"               
 [22] "p11"                "tot_per_h"          "h1"                
 [25] "edad"               "sexo"               "pco1_a"            
 [28] "pco1_b"             "pco1"               "h5_cp"             
 [31] "h5_sp"              "h5b_1_1"            "h5b_1_2"           
 [34] "h5a_2"              "h5b_2_1"            "h5b_2_2"           
 [37] "h5a_3"              "h5b_3_1"            "h5b_3_2"           
 [40] "h5a_4"              "h5b"                "ecivil"            
 [43] "h5_10"              "h5_1a"              "h5_1b"             
 [46] "h5_20"              "h5_2"               "n_nucleos"         
 [49] "nucleo"             "pco2_a"             "pco2_b"            
 [52] "pco2"               "h6"                 "h7a"               
 [55] "h7b"                "h7c"                "h7d"               
 [58] "h7e"                "h7f"                "informante"        
 [61] "e1"                 "e3"                 "e4a"               
 [64] "e4a_esp"            "e5a"                "e5a_esp"           
 [67] "e5b"                "e6a_asiste"         "e6a_no_asiste"     
 [70] "e6a"                "e6b_asiste"         "e6b_no_asiste"     
 [73] "e6b"                "e6c_completo"       "e6d_preg"          
 [76] "e6d_postg"          "e7"                 "cinef13_area"      
 [79] "cinef13_subarea"    "e7a"                "e8"                
 [82] "e9nom"              "e9dir"              "e9com"             
 [85] "e9nom_esc"          "e9nom_esc_esp"      "e9dir_esc"         
 [88] "e9com_esc"          "e9nom_sup"          "e9nom_sup_esp"     
 [91] "e9com_sup"          "e9rbd_parv"         "e9rbd_esc"         
 [94] "e9rbd_sup"          "e9dv_esc"           "e9depen"           
 [97] "e10"                "e11"                "e12a"              
[100] "e12b"               "e12c"               "e12d"              
[103] "e12e"               "e13a"               "e13b_1"            
[106] "e13b_2"             "e13b_3"             "e13b_4"            
[109] "e13b_5"             "e13b_6"             "e13b_7"            
[112] "e13b_8"             "e13b_9"             "e13b_10"           
[115] "e13b_11"            "e13b1"              "e13b2"             
[118] "e13b_esp1"          "e13b_esp2"          "e16"               
[121] "e18"                "o1"                 "o2"                
[124] "o3"                 "o4"                 "o5"                
[127] "o6"                 "o7"                 "o7_esp"            
[130] "o8"                 "o9a"                "o9b"               
[133] "oficio1_08"         "oficio4_08"         "o10"               
[136] "o11"                "o12"                "o14"               
[139] "o15"                "o16"                "o17"               
[142] "o19"                "o18"                "o20"               
[145] "o21"                "o22"                "o24"               
[148] "rama1"              "rama4"              "o25"               
[151] "o33a"               "o33b"               "o33c"              
[154] "o33d"               "o26a"               "o26b"              
[157] "o26c"               "o26d"               "o28a_hr"           
[160] "o28a_min"           "o28c"               "o29"               
[163] "o30"                "o31"                "o32"               
[166] "o32_esp"            "y1"                 "y2_dias"           
[169] "y2_hrs"             "y3a_preg"           "y3b_preg"          
[172] "y3c_preg"           "y3d_preg"           "y3e_preg"          
[175] "y3f_preg"           "y3f_esp"            "y3a"               
[178] "y3ap"               "y3b"                "y3bp"              
[181] "y3c"                "y3cp"               "y3d"               
[184] "y3dp"               "y3e"                "y3ep"              
[187] "y3f"                "y3fp"               "y4a_preg"          
[190] "y4b_preg"           "y4c_preg"           "y4d_preg"          
[193] "y4d_esp"            "y4a"                "y4b"               
[196] "y4c"                "y4d"                "y5a_preg"          
[199] "y5b_preg"           "y5c_preg"           "y5d_preg"          
[202] "y5e_preg"           "y5f_preg"           "y5g_preg"          
[205] "y5h_preg"           "y5i_preg"           "y5j_preg"          
[208] "y5k_preg"           "y5l_preg"           "y5a"               
[211] "y5b"                "y5c"                "y5d"               
[214] "y5e"                "y5f"                "y5g"               
[217] "y5h"                "y5i"                "y5j"               
[220] "y5k"                "y5l"                "y6"                
[223] "y7"                 "y8"                 "y9"                
[226] "y10"                "y11_preg"           "y11"               
[229] "y12a_preg"          "y12a"               "y12b_preg"         
[232] "y12b"               "y13a_preg"          "y13a"              
[235] "y13b_preg"          "y13b"               "y13c_preg"         
[238] "y13c"               "y14a_preg"          "y14a"              
[241] "y14b_preg"          "y14b"               "y14c_preg"         
[244] "y14c"               "y15a_preg"          "y15a"              
[247] "y15b_preg"          "y15b"               "y15c_preg"         
[250] "y15c"               "y16a_preg"          "y16a"              
[253] "y16b_preg"          "y16b"               "y17_preg"          
[256] "y17"                "y18a_preg"          "y18a"              
[259] "y18b_preg"          "y18b"               "y18c_preg"         
[262] "y18c"               "y18d_preg"          "y18d_esp"          
[265] "y18d"               "y19"                "y19t"              
[268] "y19n"               "y20a"               "y20b"              
[271] "y20c"               "y20d"               "y20e"              
[274] "y20amonto"          "y20bmonto"          "y20cmonto"         
[277] "y20dmonto"          "y20emonto"          "y21_preg"          
[280] "y21"                "y21monto"           "y21_bolsillo"      
[283] "y21_bolsillo_m"     "y21_bolsillo_p"     "y21_bolsillo_monto"
[286] "y22_preg"           "y22"                "y22amonto"         
[289] "y22bmonto"          "y22cmonto"          "y22dmonto"         
[292] "y23a_preg"          "y23a"               "y23b"              
[295] "y23c"               "y23bmonto"          "y23cmonto"         
[298] "y24_preg"           "y24"                "y24a_preg"         
[301] "y24a"               "y24amonto"          "y25a_preg"         
[304] "y25a"               "y25amonto"          "y25b_preg"         
[307] "y25b"               "y25bmonto"          "y25c"              
[310] "y25cmonto"          "y25d"               "y25dmonto"         
[313] "y25ep"              "y25e"               "y25fp"             
[316] "y25f"               "y27_preg"           "y27_esp"           
[319] "y27"                "y29_1b"             "y29_2b"            
[322] "y29_3b"             "y29_3b_1"           "y29_4b"            
[325] "y29_5b"             "y29_6b"             "y29_6b_1"          
[328] "y29_7b"             "y29_8b"             "y29_8b_1"          
[331] "y29_9b"             "y29_1c"             "y29_1cmonto"       
[334] "y29_1d"             "y29_2d"             "y29_4d"            
[337] "y29_5d"             "y29_3d"             "y29_1e"            
[340] "y29_2e"             "y29_3e"             "y29_1f"            
[343] "y29_2f"             "y29_3f"             "y29_4f"            
[346] "y29_5f"             "y29_6f"             "y29_1g"            
[349] "y29_2g"             "y29_3g"             "y29_1h"            
[352] "y29_2h"             "y29_3h"             "y29_4h"            
[355] "y29_5h"             "y29_1i"             "y29i_esp"          
[358] "y29_3i"             "y29_m2_a1"          "y29_m2_a2"         
[361] "s2"                 "s5"                 "s6"                
[364] "s9a"                "s9b"                "s10"               
[367] "s11a"               "s11b"               "s12"               
[370] "s13"                "s13_fonasa"         "s15a"              
[373] "s15b"               "s16"                "s17"               
[376] "s17b"               "s18"                "s19a"              
[379] "s19b"               "s19c"               "s19d"              
[382] "s19e"               "s20a_preg"          "s20b"              
[385] "s21a_preg"          "s21b"               "s22a_preg"         
[388] "s22b"               "s23a_preg"          "s23b"              
[391] "s24a_preg"          "s24b"               "s26a"              
[394] "s26b_1"             "s26b_2"             "s26b_3"            
[397] "s26b_4"             "s26b_5"             "s26b_6"            
[400] "s26b_7"             "s26b_8"             "s26b_88"           
[403] "s26u"               "s26c"               "s27a"              
[406] "s27c"               "s28"                "s29"               
[409] "s30"                "s30_esp"            "s31_1"             
[412] "s31_2"              "s31_3"              "s31_4"             
[415] "s31_5"              "s31_6"              "s31_7"             
[418] "s32l"               "s32a"               "s32b"              
[421] "s32c"               "s32d"               "s32e"              
[424] "s32f"               "s32g"               "s32h"              
[427] "s32i"               "s32j"               "s32k"              
[430] "s33l"               "s33a"               "s33b"              
[433] "s33c"               "s33d"               "s33e"              
[436] "s33f"               "s33g"               "s33h"              
[439] "s33i"               "s33j"               "s33k"              
[442] "s34a"               "s34b"               "s34c"              
[445] "s34c2"              "s34c3"              "r1a"               
[448] "r1a_esp"            "r1b"                "r1b_comuna_esp"    
[451] "r1b_pais_esp"       "r1cp"               "r1d1"              
[454] "r3"                 "r4"                 "r5"                
[457] "r5a"                "r5b"                "r6"                
[460] "r7a"                "r7b"                "r7c"               
[463] "r7d"                "r7e"                "r7f"               
[466] "r7g"                "r7h"                "r7i"               
[469] "r8a"                "r8b"                "r8c"               
[472] "r8d"                "r8e"                "r8f"               
[475] "r8g"                "r8h"                "r9a"               
[478] "r9b"                "r9u"                "r9c"               
[481] "r9d"                "r9e"                "r9f"               
[484] "r9g"                "r9h"                "r9i"               
[487] "r9j"                "r9k"                "r9l"               
[490] "r9m"                "r9n"                "r9o"               
[493] "r9p"                "r9q"                "r9r"               
[496] "r9s"                "r9t"                "r14"               
[499] "r15"                "r17a"               "r17b"              
[502] "r17c"               "r17d"               "r17e"              
[505] "r18"                "v1"                 "v2"                
[508] "v3"                 "v4"                 "v5"                
[511] "v6"                 "v7"                 "v9"                
[514] "v10"                "v11_o1"             "v11_o2"            
[517] "v12"                "v12mt"              "v13"               
[520] "v13_propia"         "v13_arrendada"      "v13_cedida"        
[523] "v14"                "v15"                "v16"               
[526] "v17"                "v18"                "v19"               
[529] "v20"                "v20_esp"            "v20_red"           
[532] "v21"                "v22"                "v23"               
[535] "v23_sistema"        "v23_cajon"          "v24"               
[538] "v24b"               "v25"                "v26"               
[541] "v27a"               "v27b"               "v28"               
[544] "v29a"               "v29b"               "v30"               
[547] "v32"                "v34a"               "v34b"              
[550] "v34c"               "v35a"               "v35b"              
[553] "v35c"               "v35d"               "v36a"              
[556] "v36b"               "v36c"               "v36d"              
[559] "v36e"               "v37a"               "v37b"              
[562] "v37c"               "v37d"               "v37e"              
[565] "v37f"               "v37g"               "v38"               
[568] "os_presente"        "os1"                "os1_esp"           
[571] "genero"             "genero_esp"         "trans"             
[574] "y0101"              "y0301"              "y0302"             
[577] "y0303"              "y0304"              "y0305"             
[580] "y0306"              "y0401"              "y0402"             
[583] "y0403"              "y0404"              "y0501"             
[586] "y0502"              "y0503"              "y0504"             
[589] "y0505"              "y0506"              "y0507"             
[592] "y0508"              "y0509"              "y0510"             
[595] "y0511"              "y0512"              "yosa"              
[598] "y0701"              "y0801"              "y0901"             
[601] "yosi"               "y1101"              "yre1"              
[604] "yama"               "ymes"               "yfa1"              
[607] "yfa2"               "ytro"               "yta1"              
[610] "yta2"               "ydes"               "yah1"              
[613] "yah2"               "yrut"               "yre2"              
[616] "yre3"               "yac2"               "yids"              
[619] "ydon"               "ydim"               "yotr"              
[622] "yfam"               "y2001"              "y2002"             
[625] "y2003"              "y2004"              "y2005"             
[628] "y210101"            "y210102"            "y2201"             
[631] "y2202"              "y2203"              "y2204"             
[634] "y2301"              "y2302"              "y2303"             
[637] "y2401"              "y2402"              "y2501"             
[640] "y2502"              "y2503"              "y2504"             
[643] "y2505"              "y2506"              "y2701"             
[646] "yjub_pgu03"         "yjub_aps03"         "yinv_pbs"          
[649] "yinv_aps03"         "yinv_con"           "ymon_pgu03"        
[652] "yorf"               "yesp_pgu03"         "yotp"              
[655] "yjub_pgu02"         "yjub_pgu01"         "yjub_aps02"        
[658] "yjub_con"           "yinv_aps02"         "ymon_pgu02"        
[661] "ymon_con"           "yesp_pgu02"         "yesp"              
[664] "yaut"               "ysub"               "ytot"              
[667] "y0101h"             "y0301h"             "y0302h"            
[670] "y0303h"             "y0304h"             "y0305h"            
[673] "y0306h"             "y0401h"             "y0402h"            
[676] "y0403h"             "y0404h"             "y0501h"            
[679] "y0502h"             "y0503h"             "y0504h"            
[682] "y0505h"             "y0506h"             "y0507h"            
[685] "y0508h"             "y0509h"             "y0510h"            
[688] "y0511h"             "y0512h"             "yosah"             
[691] "y0701h"             "y0801h"             "y0901h"            
[694] "yosih"              "y1101h"             "yre1h"             
[697] "yamah"              "ymesh"              "yfa1h"             
[700] "yfa2h"              "ytroh"              "yta1h"             
[703] "yta2h"              "ydesh"              "yah1h"             
[706] "yah2h"              "yruth"              "yre2h"             
[709] "yre3h"              "yac2h"              "yidsh"             
[712] "ydonh"              "ydimh"              "yotrh"             
[715] "yfamh"              "y2001h"             "y2002h"            
[718] "y2003h"             "y2004h"             "y2005h"            
[721] "y210101h"           "y210102h"           "y2201h"            
[724] "y2202h"             "y2203h"             "y2204h"            
[727] "y2301h"             "y2302h"             "y2303h"            
[730] "y2401h"             "y2402h"             "y2501h"            
[733] "y2502h"             "y2503h"             "y2504h"            
[736] "y2505h"             "y2506h"             "y2701h"            
[739] "yjub_pgu02h"        "yjub_aps02h"        "yjub_conh"         
[742] "yinv_aps02h"        "yinv_conh"          "ymon_pgu02h"       
[745] "ymon_conh"          "yorfh"              "yotph"             
[748] "yjub_pgu03h"        "yjub_aps03h"        "yjub_pgu01h"       
[751] "yinv_aps03h"        "yinv_pbsh"          "ymon_pgu03h"       
[754] "yesp_pgu02h"        "yesp_pgu03h"        "yesph"             
[757] "yauth"              "ysubh"              "yaimh"             
[760] "ytoth"              "y0101c"             "y0701c"            
[763] "yjub_conc"          "yautcor"            "ytotcor"           
[766] "y0101ch"            "y0701ch"            "yjub_conch"        
[769] "yautcorh"           "yaimcorh"           "ytotcorh"          
[772] "ymonecorh"          "no_arrienda"        "nae"               
[775] "yae"                "li"                 "lp"                
[778] "pobreza"            "yae_2013"           "li_2013"           
[781] "lp_2013"            "pobreza_2013"       "yoprcor"           
[784] "yoprcorh"           "yoautcor"           "yoautcorh"         
[787] "ytrabajocor"        "ytrabajocorh"       "ypchautcor"        
[790] "ypchtrabcor"        "ypchtotcor"         "ypchmonecor"       
[793] "dau"                "qaut"               "dautr"             
[796] "qautr"              "pobreza_severa"     "hh_d_asis"         
[799] "hh_d_rez"           "hh_d_esc"           "hh_d_ape"          
[802] "hh_d_acc"           "hh_d_ali"           "hh_d_contprev"     
[805] "hh_d_dpf"           "hh_d_actsub"        "hh_d_inf"          
[808] "hh_d_jub"           "hh_d_cui"           "hh_d_defcuali"     
[811] "hh_d_defcuanti"     "hh_d_accesi"        "hh_d_medio"        
[814] "hh_d_apoyo"         "hh_d_tsocial"       "hh_d_conec"        
[817] "hh_d_seg"           "pobreza_multi"      "hh_d_asis_2015"    
[820] "hh_d_rez_2015"      "hh_d_esc_2015"      "hh_d_mal_2015"     
[823] "hh_d_prevs_2015"    "hh_d_acc_2015"      "hh_d_act_2015"     
[826] "hh_d_cot_2015"      "hh_d_jub_2015"      "hh_d_hacina_2015"  
[829] "hh_d_estado_2015"   "hh_d_habitab_2015"  "hh_d_servbas_2015" 
[832] "hh_d_medio_2015"    "hh_d_accesi_2015"   "hh_d_entorno_2015" 
[835] "hh_d_tsocial_2015"  "hh_d_seg_2015"      "hh_d_appart_2015"  
[838] "pobreza_multi_2015" "disc_wg"            "analfabetismo"     
[841] "agnoesc"            "esc"                "desercion"         
[844] "rezagobasica"       "rezagomedia"        "asiste"            
[847] "educc"              "depen"              "activ"             
[850] "asalariado"         "contrato"           "cotiza"            
[853] "depen_fun"          "depen_grado"        "persona_cuidada"   
[856] "cuidador"           "lugar_nac"          "pueblos_indigenas" 
[859] "n_ocupados"         "n_desocupados"      "n_inactivos"       
[862] "numper"             "numnuc"             "men18c"            
[865] "may60c"             "tipohogar"          "tot_hog"           
[868] "ind_hacina"         "ind_san"            "ind_tip"           
[871] "ten_viv"            "ten_viv_f"          "allega_ext"        
[874] "allega_int"         "ind_mat"            "ind_estado"        
[877] "ind_cal_glob"      
base |>
  select(edad, sexo, esc, ytotcorh) |>
  glimpse()
Rows: 14,457
Columns: 4
$ edad     <dbl> 35, 37, 57, 41, 22, 56, 42, 65, 16, 63, 64, 34, 39, 38, 14, 1…
$ sexo     <dbl+lbl> 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, …
$ esc      <dbl> 17, 12, 12, 12, 14, 12, 12, 6, 12, 4, 6, 12, 12, 2, NA, NA, N…
$ ytotcorh <dbl> 289000, 608000, 462991, 602588, 602588, 786667, 982122, 98212…

Elegimos una variable cuantitativa

Ejemplo para esta clase: años de escolaridad

base |>
  summarise(
    n = sum(!is.na(ytotcorh)),
    media = mean(ytotcorh, na.rm = TRUE),
    sd = sd(ytotcorh, na.rm = TRUE)
  )
# A tibble: 1 × 3
      n    media       sd
  <int>    <dbl>    <dbl>
1 14449 1268631. 1022930.

¿Qué es un intervalo de confianza?

Un intervalo de confianza es un rango de valores plausibles para un parámetro poblacional.

Nos permite responder:

  • qué valor podría tener una media o proporción en la población
  • qué tan precisa es nuestra estimación
  • qué nivel de incertidumbre acompaña el resultado

Idea clave

En inferencia no trabajamos con certeza absoluta, sino con estimaciones más margen de error.

Obtener media, error estándar e IC 95% en R

resumen_ic <- base |>
  summarise(
    n = sum(!is.na(ytotcorh)),
    media = mean(ytotcorh, na.rm = TRUE),
    sd = sd(ytotcorh, na.rm = TRUE)
  ) |>
  mutate(
    se = sd / sqrt(n),
    z = 1.96,
    li = media - z * se,
    ls = media + z * se
  )

resumen_ic
# A tibble: 1 × 7
      n    media       sd    se     z       li       ls
  <int>    <dbl>    <dbl> <dbl> <dbl>    <dbl>    <dbl>
1 14449 1268631. 1022930. 8510.  1.96 1251951. 1285310.

Leer el resultado

Si el resultado fuera algo como:

  • media = 1.268631

  • se = 1.022.930

  • límite inferior = 1.251.951

  • límite superior = 1.285.310

  • Entonces escribiríamos:

  • Con un 95% de confianza, el promedio de ingreso total corregido del hogar de la población representada por la muestra se ubicaría entre $1.251.951 y $1.285.310 pesos.

Opción más automática con t.test()

t.test(base$ytotcorh, conf.level = 0.95)

    One Sample t-test

data:  base$ytotcorh
t = 149.08, df = 14448, p-value < 2.2e-16
alternative hypothesis: true mean is not equal to 0
95 percent confidence interval:
 1251950 1285311
sample estimates:
mean of x 
  1268631 

¿Qué entrega?

  • media muestral
  • intervalo de confianza
  • estadístico t
  • p-valor asociado a la prueba de una media

Qué sí y qué no significa un IC 95%

Sí significa

  • que usamos un procedimiento con un 95% de confianza
  • que existe un rango plausible para el parámetro
  • que la estimación tiene cierta precisión

No significa

  • que haya 95% de probabilidad de que este intervalo contenga el parámetro
  • que el dato sea exacto
  • que el intervalo por sí solo pruebe una relación causal

Probar con otra variable cuantitativa

Ejemplo con edad:

base |>
  summarise(
    n = sum(!is.na(edad)),
    media = mean(edad, na.rm = TRUE),
    sd = sd(edad, na.rm = TRUE),
    se = sd / sqrt(n),
    li = media - 1.96 * se,
    ls = media + 1.96 * se
  )
# A tibble: 1 × 6
      n media    sd    se    li    ls
  <int> <dbl> <dbl> <dbl> <dbl> <dbl>
1 14457  41.0  23.6 0.196  40.6  41.4

Idea

El procedimiento es el mismo; cambia solo la variable.

¿Qué deberían avanzar para la próxima clase?

Cada grupo debería definir y traer:

  • un tema de trabajo con CASEN Araucanía
  • una pregunta inferencial
  • una variable principal
  • una media o proporción estimada
  • un intervalo de confianza preliminar
  • una interpretación breve en lenguaje claro

Próxima clase

Trabajaremos con esa misma base la prueba de hipótesis, el p-valor y los errores tipo I y II.