# Paquetes
library(readr)
library(dplyr)
##
## Adjuntando el paquete: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(purrr)
## Warning: package 'purrr' was built under R version 4.4.3
library(stringr)
library(janitor)
## Warning: package 'janitor' was built under R version 4.4.3
##
## Adjuntando el paquete: 'janitor'
## The following objects are masked from 'package:stats':
##
## chisq.test, fisher.test
m19 <- read.csv("Datos_molec_2019-1.csv")
m20 <- read.csv("Datos_molec_2020-1.csv")
m21 <- read.csv("Datos_molec_2021-1.csv")
m22 <- read.csv("Datos_molec_2022-1.csv")
m23 <- read.csv("Datos_molec_2023-1.csv")
m24<- read.csv("Datos_molec_2024-1.csv")
str(m19)
## 'data.frame': 1980 obs. of 108 variables:
## $ cd : int 14 14 14 14 14 14 14 14 14 14 ...
## $ periodo : int 219 219 219 219 219 219 219 219 219 219 ...
## $ folio : chr "11B167" "11B167" "11B167" "11B167" ...
## $ entidad : int 1 1 1 1 1 1 1 1 1 1 ...
## $ control : int 40006 40006 40006 40006 40131 40131 40131 40131 40132 40132 ...
## $ viv_sel : int 3 2 1 4 3 4 2 1 1 2 ...
## $ num_hog : int 1 1 1 1 1 1 1 1 1 1 ...
## $ hog_mud : int 0 0 0 0 0 0 0 0 0 0 ...
## $ n_ren_ele : int 2 1 1 2 1 1 1 1 1 2 ...
## $ p1 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p2 : int 2 2 2 2 2 1 1 1 2 1 ...
## $ p3_1 : int 2 2 2 2 2 2 1 2 2 2 ...
## $ p3_2 : int 2 2 2 2 2 1 2 2 2 2 ...
## $ p3_3 : int 2 2 1 2 2 1 2 1 2 1 ...
## $ p3_4 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p3_5 : int 2 2 2 2 2 1 1 2 2 2 ...
## $ p4 : int 0 0 0 0 0 0 1 0 0 0 ...
## $ p5 : int 0 0 0 0 0 0 4 0 0 0 ...
## $ p5_6esp : chr " " " " " " " " ...
## $ p6_1 : int 0 0 0 0 0 0 2 0 0 0 ...
## $ p6_2 : int 0 0 0 0 0 0 2 0 0 0 ...
## $ p6_3 : int 0 0 0 0 0 0 1 0 0 0 ...
## $ p6_4 : int 0 0 0 0 0 0 2 0 0 0 ...
## $ p6_5 : int 0 0 0 0 0 0 2 0 0 0 ...
## $ p6_6 : int 0 0 0 0 0 0 2 0 0 0 ...
## $ p6_6esp : chr " " " " " " " " ...
## $ p7 : int 0 0 0 0 0 0 2 0 0 0 ...
## $ p7_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p8_1 : int 0 0 0 0 0 0 2 0 0 0 ...
## $ p8_2 : int 0 0 0 0 0 0 1 0 0 0 ...
## $ p9 : int 0 0 0 0 0 0 1 0 0 0 ...
## $ p9_5esp : chr " " " " " " " " ...
## $ p10 : int 0 0 0 0 0 2 0 0 0 0 ...
## $ p11 : int 0 0 0 0 0 4 0 0 0 0 ...
## $ p11_6esp : chr " " " " " " " " ...
## $ p12_1 : int 0 0 0 0 0 2 0 0 0 0 ...
## $ p12_2 : int 0 0 0 0 0 1 0 0 0 0 ...
## $ p12_3 : int 0 0 0 0 0 2 0 0 0 0 ...
## $ p12_4 : int 0 0 0 0 0 2 0 0 0 0 ...
## $ p12_5 : int 0 0 0 0 0 2 0 0 0 0 ...
## $ p12_6 : int 0 0 0 0 0 1 0 0 0 0 ...
## $ p12_7 : int 0 0 0 0 0 2 0 0 0 0 ...
## $ p12_8 : int 0 0 0 0 0 2 0 0 0 0 ...
## $ p12_9 : int 0 0 0 0 0 2 0 0 0 0 ...
## $ p12_9esp : chr " " " " " " " " ...
## $ p13 : int 0 0 0 0 0 2 0 0 0 0 ...
## $ p13_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p14_1 : int 0 0 0 0 0 2 0 0 0 0 ...
## $ p14_2 : int 0 0 0 0 0 1 0 0 0 0 ...
## $ p15 : int 0 0 0 0 0 1 0 0 0 0 ...
## $ p15_5esp : chr " " " " " " " " ...
## $ p16 : int 0 0 1 0 0 1 0 3 0 2 ...
## $ p17 : int 0 0 4 0 0 4 0 3 0 3 ...
## $ p17_6esp : chr " " " " " " " " ...
## $ p18_1 : int 0 0 1 0 0 1 0 2 0 2 ...
## $ p18_2 : int 0 0 1 0 0 1 0 1 0 1 ...
## $ p18_3 : int 0 0 1 0 0 2 0 2 0 2 ...
## $ p18_4 : int 0 0 1 0 0 2 0 2 0 2 ...
## $ p18_5 : int 0 0 1 0 0 1 0 1 0 1 ...
## $ p19 : int 0 0 2 0 0 2 0 2 0 2 ...
## $ p19_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p20_1 : int 0 0 1 0 0 2 0 2 0 2 ...
## $ p20_2 : int 0 0 2 0 0 1 0 1 0 1 ...
## $ p21 : int 0 0 1 0 0 2 0 2 0 2 ...
## $ p21_5esp : chr " " " " " " " " ...
## $ p22 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p23_1 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p23_2 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p24 : int 0 0 0 0 0 5 2 0 0 0 ...
## $ p25 : int 0 0 0 0 0 3 3 0 0 0 ...
## $ p25_6esp : chr " " " " " " " " ...
## $ p26 : int 0 0 15 0 0 10 60 15 0 20 ...
## $ p27 : int 0 0 2 0 0 2 2 2 0 2 ...
## $ p28 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p28_7esp : chr " " " " " " " " ...
## $ p29 : int 0 0 2 0 0 4 3 2 0 3 ...
## $ p30 : int 0 0 2 0 0 4 3 3 0 3 ...
## $ p31 : int 0 0 2 0 0 2 1 2 0 2 ...
## $ p32 : int 3 5 0 5 2 0 0 0 1 0 ...
## $ p32_6esp : chr " " " " " " " " ...
## $ p33_1 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_2 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_3 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_4 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p34_1 : int 2 2 2 2 3 1 1 3 3 3 ...
## $ p34_2 : int 2 1 1 1 3 1 1 3 3 1 ...
## $ p34_3 : int 2 2 2 1 3 1 1 3 3 1 ...
## $ p34_3_1 : int 0 0 0 1 0 2 2 0 0 1 ...
## $ p34_4 : int 2 1 1 1 1 1 1 1 3 1 ...
## $ p34_4_1 : int 0 1 1 1 1 1 1 1 0 1 ...
## $ p35 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p36_1 : int 2 1 1 1 3 1 1 3 3 1 ...
## $ p36_2 : int 2 1 2 1 3 1 1 3 3 1 ...
## $ p36_3 : int 2 1 2 1 3 1 1 3 3 1 ...
## $ p36_4 : int 2 2 2 2 3 1 1 3 3 1 ...
## $ factor : int 18795 15188 22781 14041 16030 21866 33063 14578 24608 15907 ...
## $ h_lec : int 4 4 3 4 4 1 1 1 4 1 ...
## $ mat_lec : int 4 4 3 4 4 3 2 3 4 3 ...
## $ perslec : int 2 2 1 2 2 1 1 1 2 1 ...
## [list output truncated]
names(m19)
## [1] "cd" "periodo" "folio" "entidad" "control"
## [6] "viv_sel" "num_hog" "hog_mud" "n_ren_ele" "p1"
## [11] "p2" "p3_1" "p3_2" "p3_3" "p3_4"
## [16] "p3_5" "p4" "p5" "p5_6esp" "p6_1"
## [21] "p6_2" "p6_3" "p6_4" "p6_5" "p6_6"
## [26] "p6_6esp" "p7" "p7_3" "p8_1" "p8_2"
## [31] "p9" "p9_5esp" "p10" "p11" "p11_6esp"
## [36] "p12_1" "p12_2" "p12_3" "p12_4" "p12_5"
## [41] "p12_6" "p12_7" "p12_8" "p12_9" "p12_9esp"
## [46] "p13" "p13_3" "p14_1" "p14_2" "p15"
## [51] "p15_5esp" "p16" "p17" "p17_6esp" "p18_1"
## [56] "p18_2" "p18_3" "p18_4" "p18_5" "p19"
## [61] "p19_3" "p20_1" "p20_2" "p21" "p21_5esp"
## [66] "p22" "p23_1" "p23_2" "p24" "p25"
## [71] "p25_6esp" "p26" "p27" "p28" "p28_7esp"
## [76] "p29" "p30" "p31" "p32" "p32_6esp"
## [81] "p33_1" "p33_2" "p33_3" "p33_4" "p34_1"
## [86] "p34_2" "p34_3" "p34_3_1" "p34_4" "p34_4_1"
## [91] "p35" "p36_1" "p36_2" "p36_3" "p36_4"
## [96] "factor" "h_lec" "mat_lec" "perslec" "l_formato"
## [101] "r_formato" "p_formato" "persleclrp" "edad" "sexo"
## [106] "anio" "nivel" "cond_activ"
head(m19)
## cd periodo folio entidad control viv_sel num_hog hog_mud n_ren_ele p1 p2
## 1 14 219 11B167 1 40006 3 1 0 2 1 2
## 2 14 219 11B167 1 40006 2 1 0 1 1 2
## 3 14 219 11B167 1 40006 1 1 0 1 1 2
## 4 14 219 11B167 1 40006 4 1 0 2 1 2
## 5 14 219 11B176 1 40131 3 1 0 1 1 2
## 6 14 219 11B176 1 40131 4 1 0 1 1 1
## p3_1 p3_2 p3_3 p3_4 p3_5 p4 p5 p5_6esp p6_1 p6_2 p6_3 p6_4 p6_5 p6_6 p6_6esp
## 1 2 2 2 2 2 0 0 0 0 0 0 0 0
## 2 2 2 2 2 2 0 0 0 0 0 0 0 0
## 3 2 2 1 2 2 0 0 0 0 0 0 0 0
## 4 2 2 2 2 2 0 0 0 0 0 0 0 0
## 5 2 2 2 2 2 0 0 0 0 0 0 0 0
## 6 2 1 1 2 1 0 0 0 0 0 0 0 0
## p7 p7_3 p8_1 p8_2 p9 p9_5esp p10 p11 p11_6esp p12_1 p12_2 p12_3 p12_4 p12_5
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 2 4 2 1 2 2 2
## p12_6 p12_7 p12_8 p12_9 p12_9esp p13 p13_3 p14_1 p14_2 p15 p15_5esp p16 p17
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 1 4
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 1 2 2 2 2 0 2 1 1 1 4
## p17_6esp p18_1 p18_2 p18_3 p18_4 p18_5 p19 p19_3 p20_1 p20_2 p21 p21_5esp p22
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 1 1 1 1 1 2 0 1 2 1 0
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 1 1 2 2 1 2 0 2 1 2 0
## p23_1 p23_2 p24 p25 p25_6esp p26 p27 p28 p28_7esp p29 p30 p31 p32 p32_6esp
## 1 0 0 0 0 0 0 0 0 0 0 3
## 2 0 0 0 0 0 0 0 0 0 0 5
## 3 0 0 0 0 15 2 0 2 2 2 0
## 4 0 0 0 0 0 0 0 0 0 0 5
## 5 0 0 0 0 0 0 0 0 0 0 2
## 6 0 0 5 3 10 2 0 4 4 2 0
## p33_1 p33_2 p33_3 p33_4 p34_1 p34_2 p34_3 p34_3_1 p34_4 p34_4_1 p35 p36_1
## 1 2 2 2 2 2 2 2 0 2 0 1 2
## 2 2 2 2 2 2 1 2 0 1 1 1 1
## 3 2 2 2 2 2 1 2 0 1 1 1 1
## 4 2 2 2 2 2 1 1 1 1 1 1 1
## 5 2 2 2 2 3 3 3 0 1 1 1 3
## 6 2 2 2 2 1 1 1 2 1 1 1 1
## p36_2 p36_3 p36_4 factor h_lec mat_lec perslec l_formato r_formato p_formato
## 1 2 2 2 18795 4 4 2 NA NA NA
## 2 1 1 2 15188 4 4 2 NA NA NA
## 3 2 2 2 22781 3 3 1 NA NA 1
## 4 1 1 2 14041 4 4 2 NA NA NA
## 5 3 3 3 16030 4 4 2 NA NA NA
## 6 1 1 1 21866 1 3 1 NA 2 2
## persleclrp edad sexo anio nivel cond_activ
## 1 2 52 2 3 3 1
## 2 2 75 1 3 3 8
## 3 1 67 1 6 2 1
## 4 2 65 2 5 2 7
## 5 2 66 1 3 6 8
## 6 1 39 1 3 3 1
View(m19)
dim(m19)
## [1] 1980 108
summary(m19)
## cd periodo folio entidad
## Min. : 1.00 Min. :219 Length:1980 Min. : 1.00
## 1st Qu.: 2.00 1st Qu.:219 Class :character 1st Qu.: 9.00
## Median : 9.00 Median :219 Mode :character Median :15.00
## Mean :13.96 Mean :219 Mean :15.74
## 3rd Qu.:25.00 3rd Qu.:219 3rd Qu.:21.00
## Max. :43.00 Max. :219 Max. :32.00
##
## control viv_sel num_hog hog_mud n_ren_ele
## Min. :40001 Min. :1.000 Min. :1 Min. :0.00000 Min. :1.000
## 1st Qu.:40138 1st Qu.:2.000 1st Qu.:1 1st Qu.:0.00000 1st Qu.:1.000
## Median :40222 Median :3.000 Median :1 Median :0.00000 Median :1.000
## Mean :40291 Mean :2.502 Mean :1 Mean :0.04697 Mean :1.732
## 3rd Qu.:40390 3rd Qu.:3.000 3rd Qu.:1 3rd Qu.:0.00000 3rd Qu.:2.000
## Max. :41420 Max. :4.000 Max. :1 Max. :2.00000 Max. :7.000
##
## p1 p2 p3_1 p3_2 p3_3
## Min. :1.00 Min. :0.000 Min. :0.00 Min. :0.000 Min. :0.0
## 1st Qu.:1.00 1st Qu.:1.000 1st Qu.:1.00 1st Qu.:1.000 1st Qu.:1.0
## Median :1.00 Median :1.000 Median :2.00 Median :2.000 Median :2.0
## Mean :1.03 Mean :1.351 Mean :1.53 Mean :1.612 Mean :1.6
## 3rd Qu.:1.00 3rd Qu.:2.000 3rd Qu.:2.00 3rd Qu.:2.000 3rd Qu.:2.0
## Max. :2.00 Max. :2.000 Max. :2.00 Max. :2.000 Max. :2.0
##
## p3_4 p3_5 p4 p5
## Min. :0.000 Min. :0.000 Min. : 0.000 Min. :0.00
## 1st Qu.:2.000 1st Qu.:1.000 1st Qu.: 0.000 1st Qu.:0.00
## Median :2.000 Median :2.000 Median : 0.000 Median :0.00
## Mean :1.897 Mean :1.582 Mean : 1.335 Mean :1.37
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.: 2.000 3rd Qu.:3.00
## Max. :2.000 Max. :2.000 Max. :50.000 Max. :6.00
##
## p5_6esp p6_1 p6_2 p6_3
## Length:1980 Min. :0.0000 Min. :0.0000 Min. :0.0000
## Class :character 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Mode :character Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.7848 Mean :0.6889 Mean :0.6985
## 3rd Qu.:2.0000 3rd Qu.:2.0000 3rd Qu.:2.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p6_4 p6_5 p6_6 p6_6esp
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Length:1980
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 Class :character
## Median :0.0000 Median :0.0000 Median :0.0000 Mode :character
## Mean :0.6465 Mean :0.7131 Mean :0.8177
## 3rd Qu.:1.0000 3rd Qu.:2.0000 3rd Qu.:2.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p7 p7_3 p8_1 p8_2
## Min. :0.0000 Min. : 0.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.: 0.0 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median : 0.0 Median :0.0000 Median :0.0000
## Mean :0.9364 Mean : 195.5 Mean :0.7545 Mean :0.4561
## 3rd Qu.:2.0000 3rd Qu.: 0.0 3rd Qu.:2.0000 3rd Qu.:1.0000
## Max. :3.0000 Max. :99999.0 Max. :2.0000 Max. :2.0000
##
## p9 p9_5esp p10 p11
## Min. :0.0000 Length:1980 Min. : 0.000 Min. :0.000
## 1st Qu.:0.0000 Class :character 1st Qu.: 0.000 1st Qu.:0.000
## Median :0.0000 Mode :character Median : 0.000 Median :0.000
## Mean :0.4848 Mean : 1.363 Mean :1.156
## 3rd Qu.:1.0000 3rd Qu.: 2.000 3rd Qu.:3.000
## Max. :5.0000 Max. :99.000 Max. :6.000
##
## p11_6esp p12_1 p12_2 p12_3
## Length:1980 Min. :0.0000 Min. :0.0000 Min. :0.0000
## Class :character 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Mode :character Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.6197 Mean :0.5955 Mean :0.5949
## 3rd Qu.:2.0000 3rd Qu.:2.0000 3rd Qu.:2.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p12_4 p12_5 p12_6 p12_7
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.5742 Mean :0.6172 Mean :0.5818 Mean :0.5773
## 3rd Qu.:1.0000 3rd Qu.:2.0000 3rd Qu.:2.0000 3rd Qu.:1.2500
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p12_8 p12_9 p12_9esp p13
## Min. :0.000 Min. :0.000 Length:1980 Min. :0.000
## 1st Qu.:0.000 1st Qu.:0.000 Class :character 1st Qu.:0.000
## Median :0.000 Median :0.000 Mode :character Median :0.000
## Mean :0.554 Mean :0.651 Mean :0.752
## 3rd Qu.:1.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :2.000 Max. :2.000 Max. :3.000
##
## p13_3 p14_1 p14_2 p15
## Min. : 0.00 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.: 0.00 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median : 0.00 Median :0.0000 Median :0.0000 Median :0.0000
## Mean : 18.22 Mean :0.6197 Mean :0.3551 Mean :0.4096
## 3rd Qu.: 0.00 3rd Qu.:2.0000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :1000.00 Max. :2.0000 Max. :2.0000 Max. :5.0000
##
## p15_5esp p16 p17 p17_6esp
## Length:1980 Min. : 0.000 Min. :0.00 Length:1980
## Class :character 1st Qu.: 0.000 1st Qu.:0.00 Class :character
## Mode :character Median : 0.000 Median :0.00 Mode :character
## Mean : 1.092 Mean :1.11
## 3rd Qu.: 1.000 3rd Qu.:3.00
## Max. :45.000 Max. :6.00
##
## p18_1 p18_2 p18_3 p18_4
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.4268 Mean :0.4692 Mean :0.4611 Mean :0.4975
## 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p18_5 p19 p19_3 p20_1
## Min. :0.000 Min. :0.0000 Min. : 0.0 Min. :0.0000
## 1st Qu.:0.000 1st Qu.:0.0000 1st Qu.: 0.0 1st Qu.:0.0000
## Median :0.000 Median :0.0000 Median : 0.0 Median :0.0000
## Mean :0.403 Mean :0.8177 Mean : 512.7 Mean :0.6475
## 3rd Qu.:1.000 3rd Qu.:2.0000 3rd Qu.: 0.0 3rd Qu.:2.0000
## Max. :2.000 Max. :3.0000 Max. :999999.0 Max. :2.0000
##
## p20_2 p21 p21_5esp p22
## Min. :0.0000 Min. :0.0000 Length:1980 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 Class :character 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Mode :character Median :0.0000
## Mean :0.3672 Mean :0.4879 Mean :0.1374
## 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2.0000 Max. :5.0000 Max. :5.0000
##
## p23_1 p23_2 p24 p25
## Min. :0.00000 Min. :0.00000 Min. :0.0000 Min. :0.000
## 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.000
## Median :0.00000 Median :0.00000 Median :0.0000 Median :0.000
## Mean :0.07121 Mean :0.05253 Mean :0.7631 Mean :1.066
## 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:1.0000 3rd Qu.:3.000
## Max. :2.00000 Max. :2.00000 Max. :5.0000 Max. :6.000
##
## p25_6esp p26 p27 p28
## Length:1980 Min. : 0.00 Min. :0.000 Min. :0.0000
## Class :character 1st Qu.: 0.00 1st Qu.:0.000 1st Qu.:0.0000
## Mode :character Median : 20.00 Median :2.000 Median :0.0000
## Mean : 27.54 Mean :1.322 Mean :0.5808
## 3rd Qu.: 40.00 3rd Qu.:2.000 3rd Qu.:0.0000
## Max. :360.00 Max. :2.000 Max. :7.0000
##
## p28_7esp p29 p30 p31
## Length:1980 Min. :0.000 Min. :0.000 Min. :0.000
## Class :character 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.000
## Mode :character Median :2.000 Median :3.000 Median :1.000
## Mean :1.748 Mean :2.111 Mean :1.134
## 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:2.000
## Max. :4.000 Max. :4.000 Max. :2.000
##
## p32 p32_6esp p33_1 p33_2
## Min. :0.0000 Length:1980 Min. :0.000 Min. :0.000
## 1st Qu.:0.0000 Class :character 1st Qu.:1.000 1st Qu.:2.000
## Median :0.0000 Mode :character Median :2.000 Median :2.000
## Mean :0.7106 Mean :1.712 Mean :1.801
## 3rd Qu.:1.0000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :6.0000 Max. :2.000 Max. :2.000
##
## p33_3 p33_4 p34_1 p34_2 p34_3
## Min. :0.000 Min. :0.000 Min. :0.00 Min. :0.00 Min. :0.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:1.00 1st Qu.:1.00 1st Qu.:1.000
## Median :2.000 Median :2.000 Median :2.00 Median :1.00 Median :2.000
## Mean :1.856 Mean :1.767 Mean :1.71 Mean :1.47 Mean :1.639
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.00 3rd Qu.:2.00 3rd Qu.:2.000
## Max. :2.000 Max. :2.000 Max. :3.00 Max. :3.00 Max. :3.000
##
## p34_3_1 p34_4 p34_4_1 p35
## Min. :0.0000 Min. :0.000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:1.000 1st Qu.:0.0000 1st Qu.:1.0000
## Median :0.0000 Median :1.000 Median :1.0000 Median :1.0000
## Mean :0.5323 Mean :1.416 Mean :0.9621 Mean :0.9818
## 3rd Qu.:1.0000 3rd Qu.:2.000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :3.0000 Max. :3.000 Max. :6.0000 Max. :2.0000
##
## p36_1 p36_2 p36_3 p36_4
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.000
## 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:1.000
## Median :1.000 Median :1.000 Median :1.000 Median :1.000
## Mean :1.424 Mean :1.207 Mean :1.334 Mean :1.422
## 3rd Qu.:2.000 3rd Qu.:1.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :3.000 Max. :3.000 Max. :3.000 Max. :3.000
##
## factor h_lec mat_lec perslec
## Min. : 2852 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.: 12880 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:1.000
## Median : 16765 Median :1.000 Median :3.000 Median :1.000
## Mean : 19297 Mean :2.044 Mean :2.756 Mean :1.258
## 3rd Qu.: 24724 3rd Qu.:3.000 3rd Qu.:4.000 3rd Qu.:2.000
## Max. :103721 Max. :4.000 Max. :4.000 Max. :2.000
## NA's :60 NA's :60 NA's :60
## l_formato r_formato p_formato persleclrp edad
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.0 Min. :18.00
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:1.0 1st Qu.:31.00
## Median :2.000 Median :2.000 Median :2.000 Median :1.0 Median :44.00
## Mean :1.926 Mean :1.937 Mean :1.929 Mean :1.3 Mean :45.07
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.0 3rd Qu.:57.00
## Max. :3.000 Max. :3.000 Max. :3.000 Max. :2.0 Max. :95.00
## NA's :1170 NA's :1332 NA's :1308 NA's :60
## sexo anio nivel cond_activ
## Min. :1.000 Min. :1.000 Min. : 0.000 Min. : 1.000
## 1st Qu.:1.000 1st Qu.:3.000 1st Qu.: 3.000 1st Qu.: 1.000
## Median :2.000 Median :3.000 Median : 4.000 Median : 1.000
## Mean :1.559 Mean :3.463 Mean : 4.368 Mean : 3.388
## 3rd Qu.:2.000 3rd Qu.:4.000 3rd Qu.: 7.000 3rd Qu.: 7.000
## Max. :2.000 Max. :6.000 Max. :99.000 Max. :99.000
## NA's :59
str(m20)
## 'data.frame': 2010 obs. of 108 variables:
## $ folio : chr "11A192" "11A192" "11A192" "12A192" ...
## $ entidad : int 1 1 1 1 1 1 1 1 1 1 ...
## $ control : int 40060 40060 40060 40091 40091 40131 40131 40131 40131 40132 ...
## $ viv_sel : int 1 3 2 4 1 2 3 4 1 1 ...
## $ num_hog : int 1 1 1 1 1 1 1 1 1 1 ...
## $ hog_mud : int 0 0 0 0 0 0 0 0 0 0 ...
## $ n_ren_el: int 1 4 2 1 2 1 1 1 1 1 ...
## $ cd : int 14 14 14 14 14 14 14 14 14 14 ...
## $ periodo : int 220 220 220 220 220 220 220 220 220 220 ...
## $ sexo : int 1 2 2 1 2 2 1 1 1 1 ...
## $ edad : int 48 41 55 55 60 48 67 40 43 68 ...
## $ anio : int 6 3 3 5 3 3 3 3 2 6 ...
## $ nivel : int 2 3 3 7 6 3 6 3 2 2 ...
## $ cond_act: int 1 7 1 1 7 1 1 1 1 8 ...
## $ p1 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p2 : int 1 2 2 1 1 1 1 1 2 1 ...
## $ p3_1 : int 1 2 2 1 1 2 2 2 2 1 ...
## $ p3_2 : int 1 2 2 2 2 1 2 2 2 2 ...
## $ p3_3 : int 1 2 2 1 2 2 1 1 2 2 ...
## $ p3_4 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p3_5 : int 1 1 2 1 2 1 2 1 2 2 ...
## $ p4 : int 1 0 0 2 2 0 0 0 0 1 ...
## $ p5 : int 4 0 0 4 4 0 0 0 0 4 ...
## $ p5_6esp : chr "" "" "" "" ...
## $ p6_1 : int 2 0 0 2 2 0 0 0 0 2 ...
## $ p6_2 : int 2 0 0 2 2 0 0 0 0 2 ...
## $ p6_3 : int 2 0 0 2 1 0 0 0 0 2 ...
## $ p6_4 : int 1 0 0 1 2 0 0 0 0 1 ...
## $ p6_5 : int 2 0 0 2 2 0 0 0 0 2 ...
## $ p6_6 : int 2 0 0 2 2 0 0 0 0 2 ...
## $ p6_6esp : chr "" "" "" "" ...
## $ p7 : int 2 0 0 2 2 0 0 0 0 2 ...
## $ p7_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p8_1 : int 2 0 0 2 2 0 0 0 0 2 ...
## $ p8_2 : int 1 0 0 1 1 0 0 0 0 1 ...
## $ p9 : int 1 0 0 1 1 0 0 0 0 1 ...
## $ p9_5esp : chr "" "" "" "" ...
## $ p10 : int 2 0 0 0 0 2 0 0 0 0 ...
## $ p11 : int 4 0 0 0 0 4 0 0 0 0 ...
## $ p11_6esp: chr "" "" "" "" ...
## $ p12_1 : int 2 0 0 0 0 2 0 0 0 0 ...
## $ p12_2 : int 2 0 0 0 0 2 0 0 0 0 ...
## $ p12_3 : int 2 0 0 0 0 2 0 0 0 0 ...
## $ p12_4 : int 1 0 0 0 0 1 0 0 0 0 ...
## $ p12_5 : int 2 0 0 0 0 2 0 0 0 0 ...
## $ p12_6 : int 2 0 0 0 0 2 0 0 0 0 ...
## $ p12_7 : int 1 0 0 0 0 2 0 0 0 0 ...
## $ p12_8 : int 2 0 0 0 0 1 0 0 0 0 ...
## $ p12_9 : int 2 0 0 0 0 2 0 0 0 0 ...
## $ p12_9esp: chr "" "" "" "" ...
## $ p13 : int 2 0 0 0 0 2 0 0 0 0 ...
## $ p13_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p14_1 : int 2 0 0 0 0 2 0 0 0 0 ...
## $ p14_2 : int 1 0 0 0 0 1 0 0 0 0 ...
## $ p15 : int 1 0 0 0 0 2 0 0 0 0 ...
## $ p15_5esp: chr "" "" "" "" ...
## $ p16 : int 1 0 0 1 0 0 1 1 0 0 ...
## $ p17 : int 4 0 0 4 0 0 3 4 0 0 ...
## $ p17_6esp: chr "" "" "" "" ...
## $ p18_1 : int 2 0 0 1 0 0 1 2 0 0 ...
## $ p18_2 : int 1 0 0 1 0 0 1 1 0 0 ...
## $ p18_3 : int 2 0 0 1 0 0 2 2 0 0 ...
## $ p18_4 : int 1 0 0 1 0 0 2 2 0 0 ...
## $ p18_5 : int 1 0 0 1 0 0 1 1 0 0 ...
## $ p19 : int 2 0 0 2 0 0 2 2 0 0 ...
## $ p19_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p20_1 : int 2 0 0 2 0 0 2 2 0 0 ...
## $ p20_2 : int 1 0 0 1 0 0 1 1 0 0 ...
## $ p21 : int 2 0 0 2 0 0 2 2 0 0 ...
## $ p21_5esp: chr "" "" "" "" ...
## $ p22 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p23_1 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p23_2 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p24 : int 5 5 0 2 0 3 0 1 0 0 ...
## $ p25 : int 4 4 0 4 0 4 0 4 0 0 ...
## $ p25_6esp: chr "" "" "" "" ...
## $ p26 : int 30 10 0 20 20 30 20 10 0 60 ...
## $ p27 : int 2 2 0 2 2 2 1 2 0 2 ...
## $ p28 : int 0 0 0 0 0 0 6 0 0 0 ...
## $ p28_7esp: chr "" "" "" "" ...
## $ p29 : int 2 2 0 2 2 4 3 4 0 3 ...
## $ p30 : int 3 3 0 3 3 4 3 4 0 3 ...
## $ p31 : int 2 2 0 1 2 2 2 2 0 2 ...
## $ p32 : int 0 0 3 0 0 0 0 0 3 0 ...
## $ p32_6esp: chr "" "" "" "" ...
## $ p33_1 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_2 : int 2 2 2 2 2 2 1 2 2 2 ...
## $ p33_3 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_4 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p34_1 : int 2 2 2 1 2 3 3 3 3 1 ...
## $ p34_2 : int 2 2 2 1 2 3 3 1 3 1 ...
## $ p34_3 : int 2 2 2 2 2 1 3 3 3 1 ...
## $ p34_3_1 : int 0 0 0 0 0 2 0 0 0 1 ...
## $ p34_4 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p34_4_1 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p35 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p36_1 : int 1 1 2 1 2 1 3 3 3 3 ...
## $ p36_2 : int 1 1 1 1 2 1 3 3 3 3 ...
## $ p36_3 : int 1 1 1 1 2 1 1 1 3 1 ...
## [list output truncated]
names(m20)
## [1] "folio" "entidad" "control" "viv_sel" "num_hog" "hog_mud"
## [7] "n_ren_el" "cd" "periodo" "sexo" "edad" "anio"
## [13] "nivel" "cond_act" "p1" "p2" "p3_1" "p3_2"
## [19] "p3_3" "p3_4" "p3_5" "p4" "p5" "p5_6esp"
## [25] "p6_1" "p6_2" "p6_3" "p6_4" "p6_5" "p6_6"
## [31] "p6_6esp" "p7" "p7_3" "p8_1" "p8_2" "p9"
## [37] "p9_5esp" "p10" "p11" "p11_6esp" "p12_1" "p12_2"
## [43] "p12_3" "p12_4" "p12_5" "p12_6" "p12_7" "p12_8"
## [49] "p12_9" "p12_9esp" "p13" "p13_3" "p14_1" "p14_2"
## [55] "p15" "p15_5esp" "p16" "p17" "p17_6esp" "p18_1"
## [61] "p18_2" "p18_3" "p18_4" "p18_5" "p19" "p19_3"
## [67] "p20_1" "p20_2" "p21" "p21_5esp" "p22" "p23_1"
## [73] "p23_2" "p24" "p25" "p25_6esp" "p26" "p27"
## [79] "p28" "p28_7esp" "p29" "p30" "p31" "p32"
## [85] "p32_6esp" "p33_1" "p33_2" "p33_3" "p33_4" "p34_1"
## [91] "p34_2" "p34_3" "p34_3_1" "p34_4" "p34_4_1" "p35"
## [97] "p36_1" "p36_2" "p36_3" "p36_4" "factor" "h_lec"
## [103] "mat_lec" "perslec" "l_format" "r_format" "p_format" "perslecl"
head(m20)
## folio entidad control viv_sel num_hog hog_mud n_ren_el cd periodo sexo edad
## 1 11A192 1 40060 1 1 0 1 14 220 1 48
## 2 11A192 1 40060 3 1 0 4 14 220 2 41
## 3 11A192 1 40060 2 1 0 2 14 220 2 55
## 4 12A192 1 40091 4 1 0 1 14 220 1 55
## 5 12A192 1 40091 1 1 0 2 14 220 2 60
## 6 11B176 1 40131 2 1 0 1 14 220 2 48
## anio nivel cond_act p1 p2 p3_1 p3_2 p3_3 p3_4 p3_5 p4 p5 p5_6esp p6_1 p6_2
## 1 6 2 1 1 1 1 1 1 2 1 1 4 2 2
## 2 3 3 7 1 2 2 2 2 2 1 0 0 0 0
## 3 3 3 1 1 2 2 2 2 2 2 0 0 0 0
## 4 5 7 1 1 1 1 2 1 2 1 2 4 2 2
## 5 3 6 7 1 1 1 2 2 2 2 2 4 2 2
## 6 3 3 1 1 1 2 1 2 2 1 0 0 0 0
## p6_3 p6_4 p6_5 p6_6 p6_6esp p7 p7_3 p8_1 p8_2 p9 p9_5esp p10 p11 p11_6esp
## 1 2 1 2 2 2 0 2 1 1 2 4
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 2 1 2 2 2 0 2 1 1 0 0
## 5 1 2 2 2 2 0 2 1 1 0 0
## 6 0 0 0 0 0 0 0 0 0 2 4
## p12_1 p12_2 p12_3 p12_4 p12_5 p12_6 p12_7 p12_8 p12_9 p12_9esp p13 p13_3
## 1 2 2 2 1 2 2 1 2 2 2 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 2 2 2 1 2 2 2 1 2 2 0
## p14_1 p14_2 p15 p15_5esp p16 p17 p17_6esp p18_1 p18_2 p18_3 p18_4 p18_5 p19
## 1 2 1 1 1 4 2 1 2 1 1 2
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 1 4 1 1 1 1 1 2
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 2 1 2 0 0 0 0 0 0 0 0
## p19_3 p20_1 p20_2 p21 p21_5esp p22 p23_1 p23_2 p24 p25 p25_6esp p26 p27 p28
## 1 0 2 1 2 0 0 0 5 4 30 2 0
## 2 0 0 0 0 0 0 0 5 4 10 2 0
## 3 0 0 0 0 0 0 0 0 0 0 0 0
## 4 0 2 1 2 0 0 0 2 4 20 2 0
## 5 0 0 0 0 0 0 0 0 0 20 2 0
## 6 0 0 0 0 0 0 0 3 4 30 2 0
## p28_7esp p29 p30 p31 p32 p32_6esp p33_1 p33_2 p33_3 p33_4 p34_1 p34_2 p34_3
## 1 2 3 2 0 2 2 2 2 2 2 2
## 2 2 3 2 0 2 2 2 2 2 2 2
## 3 0 0 0 3 2 2 2 2 2 2 2
## 4 2 3 1 0 2 2 2 2 1 1 2
## 5 2 3 2 0 2 2 2 2 2 2 2
## 6 4 4 2 0 2 2 2 2 3 3 1
## p34_3_1 p34_4 p34_4_1 p35 p36_1 p36_2 p36_3 p36_4 factor h_lec mat_lec
## 1 0 1 1 1 1 1 1 2 17463 1 2
## 2 0 1 1 1 1 1 1 1 37353 3 3
## 3 0 1 1 1 2 1 1 2 20668 4 4
## 4 0 1 1 1 1 1 1 1 30309 1 2
## 5 0 1 1 1 2 2 2 2 13886 1 1
## 6 2 1 1 1 1 1 1 1 33374 1 3
## perslec l_format r_format p_format perslecl
## 1 1 2 2 2 1
## 2 1 0 0 0 2
## 3 2 0 0 0 2
## 4 1 2 0 2 1
## 5 1 2 0 0 1
## 6 1 0 2 0 1
View(m20)
dim(m20)
## [1] 2010 108
summary(m20)
## folio entidad control viv_sel num_hog
## Length:2010 Min. : 1.0 Min. :40025 Min. :1.000 Min. :1
## Class :character 1st Qu.: 9.0 1st Qu.:40153 1st Qu.:2.000 1st Qu.:1
## Mode :character Median :15.0 Median :40248 Median :3.000 Median :1
## Mean :15.6 Mean :40307 Mean :2.517 Mean :1
## 3rd Qu.:20.0 3rd Qu.:40398 3rd Qu.:4.000 3rd Qu.:1
## Max. :32.0 Max. :41420 Max. :4.000 Max. :1
##
## hog_mud n_ren_el cd periodo
## Min. :0.00000 Min. : 1.000 Min. : 1.00 Min. :220
## 1st Qu.:0.00000 1st Qu.: 1.000 1st Qu.: 2.00 1st Qu.:220
## Median :0.00000 Median : 1.000 Median : 9.00 Median :220
## Mean :0.04726 Mean : 1.734 Mean :14.01 Mean :220
## 3rd Qu.:0.00000 3rd Qu.: 2.000 3rd Qu.:25.00 3rd Qu.:220
## Max. :2.00000 Max. :10.000 Max. :43.00 Max. :220
##
## sexo edad anio nivel
## Min. :1.000 Min. :18.00 Min. :1.00 Min. : 0.000
## 1st Qu.:1.000 1st Qu.:31.00 1st Qu.:3.00 1st Qu.: 3.000
## Median :2.000 Median :44.00 Median :3.00 Median : 4.000
## Mean :1.552 Mean :45.49 Mean :3.47 Mean : 4.418
## 3rd Qu.:2.000 3rd Qu.:58.00 3rd Qu.:4.00 3rd Qu.: 7.000
## Max. :2.000 Max. :94.00 Max. :6.00 Max. :99.000
## NA's :65
## cond_act p1 p2 p3_1
## Min. : 1.000 Min. :1.000 Min. :0.000 Min. :0.000
## 1st Qu.: 1.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:1.000
## Median : 1.000 Median :1.000 Median :1.000 Median :2.000
## Mean : 3.289 Mean :1.026 Mean :1.367 Mean :1.545
## 3rd Qu.: 7.000 3rd Qu.:1.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :99.000 Max. :2.000 Max. :2.000 Max. :2.000
##
## p3_2 p3_3 p3_4 p3_5
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.000
## 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:1.000
## Median :2.000 Median :2.000 Median :2.000 Median :2.000
## Mean :1.638 Mean :1.655 Mean :1.904 Mean :1.588
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :2.000 Max. :2.000 Max. :2.000 Max. :2.000
##
## p4 p5 p5_6esp p6_1
## Min. : 0.000 Min. :0.00 Length:2010 Min. :0.0000
## 1st Qu.: 0.000 1st Qu.:0.00 Class :character 1st Qu.:0.0000
## Median : 0.000 Median :0.00 Mode :character Median :0.0000
## Mean : 1.428 Mean :1.33 Mean :0.7781
## 3rd Qu.: 2.000 3rd Qu.:3.00 3rd Qu.:2.0000
## Max. :60.000 Max. :6.00 Max. :2.0000
##
## p6_2 p6_3 p6_4 p6_5
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.000
## Mean :0.6801 Mean :0.6861 Mean :0.6363 Mean :0.696
## 3rd Qu.:2.0000 3rd Qu.:2.0000 3rd Qu.:1.0000 3rd Qu.:2.000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :2.000
##
## p6_6 p6_6esp p7 p7_3
## Min. :0.000 Length:2010 Min. :0.0000 Min. : 0
## 1st Qu.:0.000 Class :character 1st Qu.:0.0000 1st Qu.: 0
## Median :0.000 Mode :character Median :0.0000 Median : 0
## Mean :0.805 Mean :0.9224 Mean : 1631
## 3rd Qu.:2.000 3rd Qu.:2.0000 3rd Qu.: 0
## Max. :2.000 Max. :3.0000 Max. :999999
##
## p8_1 p8_2 p9 p9_5esp
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Length:2010
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 Class :character
## Median :0.0000 Median :0.0000 Median :0.0000 Mode :character
## Mean :0.7473 Mean :0.4468 Mean :0.4905
## 3rd Qu.:2.0000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2.0000 Max. :2.0000 Max. :5.0000
##
## p10 p11 p11_6esp p12_1
## Min. : 0.00 Min. :0.000 Length:2010 Min. :0.000
## 1st Qu.: 0.00 1st Qu.:0.000 Class :character 1st Qu.:0.000
## Median : 0.00 Median :0.000 Mode :character Median :0.000
## Mean : 1.12 Mean :1.077 Mean :0.594
## 3rd Qu.: 2.00 3rd Qu.:3.000 3rd Qu.:2.000
## Max. :90.00 Max. :6.000 Max. :2.000
##
## p12_2 p12_3 p12_4 p12_5
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.000
## Mean :0.5582 Mean :0.5697 Mean :0.5348 Mean :0.595
## 3rd Qu.:1.0000 3rd Qu.:2.0000 3rd Qu.:1.0000 3rd Qu.:2.000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :2.000
##
## p12_6 p12_7 p12_8 p12_9
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.5473 Mean :0.5443 Mean :0.5209 Mean :0.6194
## 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:2.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p12_9esp p13 p13_3 p14_1
## Length:2010 Min. :0.0000 Min. : 0.00 Min. :0.0000
## Class :character 1st Qu.:0.0000 1st Qu.: 0.00 1st Qu.:0.0000
## Mode :character Median :0.0000 Median : 0.00 Median :0.0000
## Mean :0.7144 Mean : 19.04 Mean :0.5841
## 3rd Qu.:2.0000 3rd Qu.: 0.00 3rd Qu.:2.0000
## Max. :3.0000 Max. :1200.00 Max. :2.0000
##
## p14_2 p15 p15_5esp p16
## Min. :0.0000 Min. :0.0000 Length:2010 Min. : 0.000
## 1st Qu.:0.0000 1st Qu.:0.0000 Class :character 1st Qu.: 0.000
## Median :0.0000 Median :0.0000 Mode :character Median : 0.000
## Mean :0.3428 Mean :0.4005 Mean : 1.077
## 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.: 1.000
## Max. :2.0000 Max. :5.0000 Max. :80.000
##
## p17 p17_6esp p18_1 p18_2
## Min. :0.0000 Length:2010 Min. :0.0000 Min. :0.000
## 1st Qu.:0.0000 Class :character 1st Qu.:0.0000 1st Qu.:0.000
## Median :0.0000 Mode :character Median :0.0000 Median :0.000
## Mean :0.9662 Mean :0.3721 Mean :0.392
## 3rd Qu.:3.0000 3rd Qu.:1.0000 3rd Qu.:1.000
## Max. :6.0000 Max. :2.0000 Max. :2.000
##
## p18_3 p18_4 p18_5 p19
## Min. :0.00 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.00 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.00 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.39 Mean :0.4239 Mean :0.3363 Mean :0.7065
## 3rd Qu.:1.00 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:2.0000
## Max. :2.00 Max. :2.0000 Max. :2.0000 Max. :3.0000
##
## p19_3 p20_1 p20_2 p21
## Min. : 0.000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.: 0.000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median : 0.000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean : 6.793 Mean :0.5567 Mean :0.3184 Mean :0.4194
## 3rd Qu.: 0.000 3rd Qu.:2.0000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :1300.000 Max. :2.0000 Max. :2.0000 Max. :5.0000
##
## p21_5esp p22 p23_1 p23_2
## Length:2010 Min. :0.0000 Min. :0.00000 Min. :0.00000
## Class :character 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.:0.00000
## Mode :character Median :0.0000 Median :0.00000 Median :0.00000
## Mean :0.1433 Mean :0.07413 Mean :0.05672
## 3rd Qu.:0.0000 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :5.0000 Max. :2.00000 Max. :2.00000
##
## p24 p25 p25_6esp p26
## Min. :0.0000 Min. :0.000 Length:2010 Min. : 0.00
## 1st Qu.:0.0000 1st Qu.:0.000 Class :character 1st Qu.: 0.00
## Median :0.0000 Median :0.000 Mode :character Median : 20.00
## Mean :0.7697 Mean :1.077 Mean : 28.25
## 3rd Qu.:1.0000 3rd Qu.:3.000 3rd Qu.: 40.00
## Max. :5.0000 Max. :6.000 Max. :480.00
##
## p27 p28 p28_7esp p29
## Min. :0.000 Min. :0.0000 Length:2010 Min. :0.000
## 1st Qu.:0.000 1st Qu.:0.0000 Class :character 1st Qu.:0.000
## Median :2.000 Median :0.0000 Mode :character Median :2.000
## Mean :1.286 Mean :0.6209 Mean :1.748
## 3rd Qu.:2.000 3rd Qu.:0.0000 3rd Qu.:3.000
## Max. :2.000 Max. :7.0000 Max. :4.000
##
## p30 p31 p32 p32_6esp
## Min. :0.000 Min. :0.000 Min. :0.0000 Length:2010
## 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.0000 Class :character
## Median :3.000 Median :1.000 Median :0.0000 Mode :character
## Mean :2.125 Mean :1.096 Mean :0.7299
## 3rd Qu.:3.000 3rd Qu.:2.000 3rd Qu.:1.0000
## Max. :4.000 Max. :2.000 Max. :6.0000
##
## p33_1 p33_2 p33_3 p33_4
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000
## Median :2.000 Median :2.000 Median :2.000 Median :2.000
## Mean :1.749 Mean :1.819 Mean :1.864 Mean :1.779
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :2.000 Max. :2.000 Max. :2.000 Max. :2.000
##
## p34_1 p34_2 p34_3 p34_3_1
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.0000
## 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:0.0000
## Median :2.000 Median :1.000 Median :2.000 Median :0.0000
## Mean :1.682 Mean :1.456 Mean :1.625 Mean :0.5652
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:1.0000
## Max. :3.000 Max. :3.000 Max. :3.000 Max. :3.0000
##
## p34_4 p34_4_1 p35 p36_1
## Min. :0.000 Min. :0.000 Min. :0.0000 Min. :0.000
## 1st Qu.:1.000 1st Qu.:0.000 1st Qu.:1.0000 1st Qu.:1.000
## Median :1.000 Median :1.000 Median :1.0000 Median :1.000
## Mean :1.412 Mean :1.021 Mean :0.9891 Mean :1.439
## 3rd Qu.:2.000 3rd Qu.:1.000 3rd Qu.:1.0000 3rd Qu.:2.000
## Max. :3.000 Max. :6.000 Max. :2.0000 Max. :3.000
##
## p36_2 p36_3 p36_4 factor h_lec
## Min. :0.00 Min. :0.000 Min. :0.000 Min. : 2976 Min. :0.000
## 1st Qu.:1.00 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:12684 1st Qu.:1.000
## Median :1.00 Median :1.000 Median :1.000 Median :17143 Median :1.000
## Mean :1.21 Mean :1.321 Mean :1.402 Mean :19353 Mean :2.032
## 3rd Qu.:1.00 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:24472 3rd Qu.:3.000
## Max. :3.00 Max. :3.000 Max. :3.000 Max. :84991 Max. :4.000
##
## mat_lec perslec l_format r_format
## Min. :0.000 Min. :0.000 Min. :0.0000 Min. :0.000
## 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:0.0000 1st Qu.:0.000
## Median :3.000 Median :1.000 Median :0.0000 Median :0.000
## Mean :2.712 Mean :1.246 Mean :0.7801 Mean :0.593
## 3rd Qu.:4.000 3rd Qu.:2.000 3rd Qu.:2.0000 3rd Qu.:2.000
## Max. :4.000 Max. :2.000 Max. :3.0000 Max. :3.000
##
## p_format perslecl
## Min. :0.0000 Min. :0.000
## 1st Qu.:0.0000 1st Qu.:1.000
## Median :0.0000 Median :1.000
## Mean :0.5677 Mean :1.305
## 3rd Qu.:2.0000 3rd Qu.:2.000
## Max. :3.0000 Max. :2.000
##
str(m21)
## 'data.frame': 1948 obs. of 108 variables:
## $ folio : chr "11B193" "11B193" "11B193" "11B193" ...
## $ entidad : int 1 1 1 1 1 1 1 1 1 1 ...
## $ control : int 40048 40048 40048 40048 40060 40060 40060 40060 40085 40085 ...
## $ viv_sel : int 2 3 1 4 2 3 4 1 1 2 ...
## $ num_hog : int 1 1 1 1 1 1 1 1 1 1 ...
## $ hog_mud : int 0 0 0 0 0 0 0 0 0 0 ...
## $ n_ren_el: int 2 1 6 1 2 3 1 1 2 3 ...
## $ cd : int 14 14 14 14 14 14 14 14 14 14 ...
## $ periodo : int 221 221 221 221 221 221 221 221 221 221 ...
## $ sexo : int 2 1 2 1 2 1 1 1 2 2 ...
## $ edad : int 40 43 27 68 56 44 46 49 22 19 ...
## $ nivel : int 2 3 4 2 3 7 2 2 4 4 ...
## $ anio : int 6 3 3 6 3 2 6 6 3 3 ...
## $ cond_act: int 7 1 7 1 1 1 1 1 7 6 ...
## $ p1 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p2 : int 2 2 2 1 2 2 2 2 1 1 ...
## $ p3_1 : int 2 2 2 2 2 2 2 2 1 1 ...
## $ p3_2 : int 2 2 2 2 2 2 2 2 1 1 ...
## $ p3_3 : int 2 2 2 1 2 2 2 2 2 2 ...
## $ p3_4 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p3_5 : int 1 2 1 2 2 2 2 2 1 1 ...
## $ p4 : int 0 0 0 0 0 0 0 0 1 3 ...
## $ p5 : int 0 0 0 0 0 0 0 0 4 2 ...
## $ p5_6esp : chr "" "" "" "" ...
## $ p6_1 : int 0 0 0 0 0 0 0 0 2 2 ...
## $ p6_2 : int 0 0 0 0 0 0 0 0 2 1 ...
## $ p6_3 : int 0 0 0 0 0 0 0 0 1 2 ...
## $ p6_4 : int 0 0 0 0 0 0 0 0 2 1 ...
## $ p6_5 : int 0 0 0 0 0 0 0 0 2 2 ...
## $ p6_6 : int 0 0 0 0 0 0 0 0 2 2 ...
## $ p6_6esp : chr "" "" "" "" ...
## $ p7 : int 0 0 0 0 0 0 0 0 3 3 ...
## $ p7_3 : int 0 0 0 0 0 0 0 0 280 750 ...
## $ p8_1 : int 0 0 0 0 0 0 0 0 2 2 ...
## $ p8_2 : int 0 0 0 0 0 0 0 0 1 1 ...
## $ p9 : int 0 0 0 0 0 0 0 0 1 1 ...
## $ p9_5esp : chr "" "" "" "" ...
## $ p10 : int 0 0 0 0 0 0 0 0 3 2 ...
## $ p11 : int 0 0 0 0 0 0 0 0 4 4 ...
## $ p11_6esp: chr "" "" "" "" ...
## $ p12_1 : int 0 0 0 0 0 0 0 0 2 2 ...
## $ p12_2 : int 0 0 0 0 0 0 0 0 2 2 ...
## $ p12_3 : int 0 0 0 0 0 0 0 0 1 2 ...
## $ p12_4 : int 0 0 0 0 0 0 0 0 1 1 ...
## $ p12_5 : int 0 0 0 0 0 0 0 0 2 2 ...
## $ p12_6 : int 0 0 0 0 0 0 0 0 2 2 ...
## $ p12_7 : int 0 0 0 0 0 0 0 0 2 2 ...
## $ p12_8 : int 0 0 0 0 0 0 0 0 1 1 ...
## $ p12_9 : int 0 0 0 0 0 0 0 0 2 2 ...
## $ p12_9esp: chr "" "" "" "" ...
## $ p13 : int 0 0 0 0 0 0 0 0 2 2 ...
## $ p13_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p14_1 : int 0 0 0 0 0 0 0 0 2 2 ...
## $ p14_2 : int 0 0 0 0 0 0 0 0 1 1 ...
## $ p15 : int 0 0 0 0 0 0 0 0 1 1 ...
## $ p15_5esp: chr "" "" "" "" ...
## $ p16 : int 0 0 0 3 0 0 0 0 0 0 ...
## $ p17 : int 0 0 0 4 0 0 0 0 0 0 ...
## $ p17_6esp: chr "" "" "" "" ...
## $ p18_1 : int 0 0 0 1 0 0 0 0 0 0 ...
## $ p18_2 : int 0 0 0 2 0 0 0 0 0 0 ...
## $ p18_3 : int 0 0 0 2 0 0 0 0 0 0 ...
## $ p18_4 : int 0 0 0 1 0 0 0 0 0 0 ...
## $ p18_5 : int 0 0 0 1 0 0 0 0 0 0 ...
## $ p19 : int 0 0 0 3 0 0 0 0 0 0 ...
## $ p19_3 : int 0 0 0 7 0 0 0 0 0 0 ...
## $ p20_1 : int 0 0 0 1 0 0 0 0 0 0 ...
## $ p20_2 : int 0 0 0 1 0 0 0 0 0 0 ...
## $ p21 : int 0 0 0 1 0 0 0 0 0 0 ...
## $ p21_5esp: chr "" "" "" "" ...
## $ p22 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p23_1 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p23_2 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p24 : int 5 0 5 0 0 0 0 0 5 1 ...
## $ p25 : int 4 0 4 0 0 0 0 0 3 2 ...
## $ p25_6esp: chr "" "" "" "" ...
## $ p26 : int 15 0 20 20 0 0 0 0 60 120 ...
## $ p27 : int 2 0 2 2 0 0 0 0 2 2 ...
## $ p28 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p28_7esp: chr "" "" "" "" ...
## $ p29 : int 1 0 2 2 0 0 0 0 3 4 ...
## $ p30 : int 3 0 3 1 0 0 0 0 4 4 ...
## $ p31 : int 2 0 2 2 0 0 0 0 1 1 ...
## $ p32 : int 0 2 0 0 3 2 3 3 0 0 ...
## $ p32_6esp: chr "" "" "" "" ...
## $ p33_1 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_2 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_3 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_4 : int 2 2 2 2 2 2 2 2 2 1 ...
## $ p34_1 : int 2 2 2 2 2 2 2 2 1 1 ...
## $ p34_2 : int 1 2 2 2 2 2 2 2 1 1 ...
## $ p34_3 : int 1 2 2 2 2 2 2 2 1 1 ...
## $ p34_3_1 : int 2 0 0 0 0 0 0 0 1 2 ...
## $ p34_4 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p34_4_1 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p35 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p36_1 : int 1 1 1 2 2 2 1 2 1 1 ...
## $ p36_2 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p36_3 : int 1 1 1 2 1 1 1 1 1 1 ...
## [list output truncated]
names(m21)
## [1] "folio" "entidad" "control" "viv_sel" "num_hog" "hog_mud"
## [7] "n_ren_el" "cd" "periodo" "sexo" "edad" "nivel"
## [13] "anio" "cond_act" "p1" "p2" "p3_1" "p3_2"
## [19] "p3_3" "p3_4" "p3_5" "p4" "p5" "p5_6esp"
## [25] "p6_1" "p6_2" "p6_3" "p6_4" "p6_5" "p6_6"
## [31] "p6_6esp" "p7" "p7_3" "p8_1" "p8_2" "p9"
## [37] "p9_5esp" "p10" "p11" "p11_6esp" "p12_1" "p12_2"
## [43] "p12_3" "p12_4" "p12_5" "p12_6" "p12_7" "p12_8"
## [49] "p12_9" "p12_9esp" "p13" "p13_3" "p14_1" "p14_2"
## [55] "p15" "p15_5esp" "p16" "p17" "p17_6esp" "p18_1"
## [61] "p18_2" "p18_3" "p18_4" "p18_5" "p19" "p19_3"
## [67] "p20_1" "p20_2" "p21" "p21_5esp" "p22" "p23_1"
## [73] "p23_2" "p24" "p25" "p25_6esp" "p26" "p27"
## [79] "p28" "p28_7esp" "p29" "p30" "p31" "p32"
## [85] "p32_6esp" "p33_1" "p33_2" "p33_3" "p33_4" "p34_1"
## [91] "p34_2" "p34_3" "p34_3_1" "p34_4" "p34_4_1" "p35"
## [97] "p36_1" "p36_2" "p36_3" "p36_4" "factor" "h_lec"
## [103] "mat_lec" "perslec" "l_format" "r_format" "p_format" "perslecl"
head(m21)
## folio entidad control viv_sel num_hog hog_mud n_ren_el cd periodo sexo edad
## 1 11B193 1 40048 2 1 0 2 14 221 2 40
## 2 11B193 1 40048 3 1 0 1 14 221 1 43
## 3 11B193 1 40048 1 1 0 6 14 221 2 27
## 4 11B193 1 40048 4 1 0 1 14 221 1 68
## 5 11A192 1 40060 2 1 0 2 14 221 2 56
## 6 11A192 1 40060 3 1 0 3 14 221 1 44
## nivel anio cond_act p1 p2 p3_1 p3_2 p3_3 p3_4 p3_5 p4 p5 p5_6esp p6_1 p6_2
## 1 2 6 7 1 2 2 2 2 2 1 0 0 0 0
## 2 3 3 1 1 2 2 2 2 2 2 0 0 0 0
## 3 4 3 7 1 2 2 2 2 2 1 0 0 0 0
## 4 2 6 1 1 1 2 2 1 2 2 0 0 0 0
## 5 3 3 1 1 2 2 2 2 2 2 0 0 0 0
## 6 7 2 1 1 2 2 2 2 2 2 0 0 0 0
## p6_3 p6_4 p6_5 p6_6 p6_6esp p7 p7_3 p8_1 p8_2 p9 p9_5esp p10 p11 p11_6esp
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0 0 0 0
## p12_1 p12_2 p12_3 p12_4 p12_5 p12_6 p12_7 p12_8 p12_9 p12_9esp p13 p13_3
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0 0 0 0
## p14_1 p14_2 p15 p15_5esp p16 p17 p17_6esp p18_1 p18_2 p18_3 p18_4 p18_5 p19
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 3 4 1 2 2 1 1 3
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0 0 0 0
## p19_3 p20_1 p20_2 p21 p21_5esp p22 p23_1 p23_2 p24 p25 p25_6esp p26 p27 p28
## 1 0 0 0 0 0 0 0 5 4 15 2 0
## 2 0 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 5 4 20 2 0
## 4 7 1 1 1 0 0 0 0 0 20 2 0
## 5 0 0 0 0 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0 0 0 0 0
## p28_7esp p29 p30 p31 p32 p32_6esp p33_1 p33_2 p33_3 p33_4 p34_1 p34_2 p34_3
## 1 1 3 2 0 2 2 2 2 2 1 1
## 2 0 0 0 2 2 2 2 2 2 2 2
## 3 2 3 2 0 2 2 2 2 2 2 2
## 4 2 1 2 0 2 2 2 2 2 2 2
## 5 0 0 0 3 2 2 2 2 2 2 2
## 6 0 0 0 2 2 2 2 2 2 2 2
## p34_3_1 p34_4 p34_4_1 p35 p36_1 p36_2 p36_3 p36_4 factor h_lec mat_lec
## 1 2 1 1 1 1 1 1 1 14969 3 3
## 2 0 1 1 1 1 1 1 2 16592 4 4
## 3 0 1 1 1 1 1 1 1 36357 3 3
## 4 0 1 1 1 2 1 2 2 19122 1 3
## 5 0 1 1 1 2 1 1 2 30694 4 4
## 6 0 1 1 1 2 1 1 2 25292 4 4
## perslec l_format r_format p_format perslecl
## 1 1 0 0 0 2
## 2 2 0 0 0 2
## 3 1 0 0 0 2
## 4 1 0 0 3 1
## 5 2 0 0 0 2
## 6 2 0 0 0 2
View(m21)
dim(m21)
## [1] 1948 108
summary(m21)
## folio entidad control viv_sel num_hog
## Length:1948 Min. : 1.00 Min. :22251 Min. :1.000 Min. :1
## Class :character 1st Qu.: 9.00 1st Qu.:40121 1st Qu.:1.000 1st Qu.:1
## Mode :character Median :15.00 Median :40242 Median :2.000 Median :1
## Mean :15.58 Mean :40242 Mean :2.499 Mean :1
## 3rd Qu.:20.00 3rd Qu.:40369 3rd Qu.:4.000 3rd Qu.:1
## Max. :32.00 Max. :41408 Max. :4.000 Max. :1
##
## hog_mud n_ren_el cd periodo
## Min. :0.00000 Min. : 1.000 Min. : 1.0 Min. :221
## 1st Qu.:0.00000 1st Qu.: 1.000 1st Qu.: 2.0 1st Qu.:221
## Median :0.00000 Median : 1.000 Median : 9.0 Median :221
## Mean :0.04312 Mean : 1.725 Mean :13.8 Mean :221
## 3rd Qu.:0.00000 3rd Qu.: 2.000 3rd Qu.:25.0 3rd Qu.:221
## Max. :2.00000 Max. :10.000 Max. :43.0 Max. :221
##
## sexo edad nivel anio
## Min. :1.000 Min. :18.00 Min. : 0.000 Min. :1.000
## 1st Qu.:1.000 1st Qu.:31.00 1st Qu.: 3.000 1st Qu.:3.000
## Median :2.000 Median :43.00 Median : 4.000 Median :3.000
## Mean :1.547 Mean :44.77 Mean : 4.676 Mean :3.444
## 3rd Qu.:2.000 3rd Qu.:57.00 3rd Qu.: 7.000 3rd Qu.:4.000
## Max. :2.000 Max. :94.00 Max. :99.000 Max. :9.000
## NA's :52
## cond_act p1 p2 p3_1
## Min. : 1.000 Min. :1.000 Min. :0.000 Min. :0.000
## 1st Qu.: 1.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:1.000
## Median : 1.000 Median :1.000 Median :1.000 Median :2.000
## Mean : 3.304 Mean :1.025 Mean :1.367 Mean :1.539
## 3rd Qu.: 7.000 3rd Qu.:1.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :10.000 Max. :2.000 Max. :2.000 Max. :2.000
##
## p3_2 p3_3 p3_4 p3_5
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.000
## 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:1.000
## Median :2.000 Median :2.000 Median :2.000 Median :2.000
## Mean :1.697 Mean :1.691 Mean :1.889 Mean :1.567
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :2.000 Max. :2.000 Max. :2.000 Max. :2.000
##
## p4 p5 p5_6esp p6_1
## Min. : 0.000 Min. :0.00 Length:1948 Min. :0.0000
## 1st Qu.: 0.000 1st Qu.:0.00 Class :character 1st Qu.:0.0000
## Median : 0.000 Median :0.00 Mode :character Median :0.0000
## Mean : 1.564 Mean :1.41 Mean :0.7936
## 3rd Qu.: 2.000 3rd Qu.:3.00 3rd Qu.:2.0000
## Max. :60.000 Max. :6.00 Max. :2.0000
##
## p6_2 p6_3 p6_4 p6_5
## Min. :0.000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.711 Mean :0.6915 Mean :0.6709 Mean :0.7182
## 3rd Qu.:2.000 3rd Qu.:2.0000 3rd Qu.:2.0000 3rd Qu.:2.0000
## Max. :2.000 Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p6_6 p6_6esp p7 p7_3
## Min. :0.0000 Length:1948 Min. :0.0000 Min. : 0
## 1st Qu.:0.0000 Class :character 1st Qu.:0.0000 1st Qu.: 0
## Median :0.0000 Mode :character Median :0.0000 Median : 0
## Mean :0.8219 Mean :0.8866 Mean : 2201
## 3rd Qu.:2.0000 3rd Qu.:2.0000 3rd Qu.: 0
## Max. :2.0000 Max. :3.0000 Max. :999999
##
## p8_1 p8_2 p9 p9_5esp
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Length:1948
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 Class :character
## Median :0.0000 Median :0.0000 Median :0.0000 Mode :character
## Mean :0.7187 Mean :0.4949 Mean :0.4466
## 3rd Qu.:2.0000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2.0000 Max. :2.0000 Max. :5.0000
##
## p10 p11 p11_6esp p12_1
## Min. : 0.000 Min. :0.0000 Length:1948 Min. :0.0000
## 1st Qu.: 0.000 1st Qu.:0.0000 Class :character 1st Qu.:0.0000
## Median : 0.000 Median :0.0000 Mode :character Median :0.0000
## Mean : 0.923 Mean :0.8522 Mean :0.4713
## 3rd Qu.: 1.000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :60.000 Max. :6.0000 Max. :2.0000
##
## p12_2 p12_3 p12_4 p12_5
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.4579 Mean :0.4497 Mean :0.4492 Mean :0.4867
## 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p12_6 p12_7 p12_8 p12_9
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.4456 Mean :0.4574 Mean :0.4446 Mean :0.5041
## 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:2.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p12_9esp p13 p13_3 p14_1
## Length:1948 Min. :0.0000 Min. : 0.00 Min. :0.0000
## Class :character 1st Qu.:0.0000 1st Qu.: 0.00 1st Qu.:0.0000
## Mode :character Median :0.0000 Median : 0.00 Median :0.0000
## Mean :0.5303 Mean : 23.58 Mean :0.4435
## 3rd Qu.:1.0000 3rd Qu.: 0.00 3rd Qu.:1.0000
## Max. :3.0000 Max. :9999.00 Max. :2.0000
##
## p14_2 p15 p15_5esp p16
## Min. :0.000 Min. :0.0000 Length:1948 Min. : 0.0000
## 1st Qu.:0.000 1st Qu.:0.0000 Class :character 1st Qu.: 0.0000
## Median :0.000 Median :0.0000 Mode :character Median : 0.0000
## Mean :0.309 Mean :0.2936 Mean : 0.9035
## 3rd Qu.:1.000 3rd Qu.:1.0000 3rd Qu.: 1.0000
## Max. :2.000 Max. :5.0000 Max. :60.0000
##
## p17 p17_6esp p18_1 p18_2
## Min. :0.0000 Length:1948 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 Class :character 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Mode :character Median :0.0000 Median :0.0000
## Mean :0.8506 Mean :0.3501 Mean :0.3645
## 3rd Qu.:2.0000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :6.0000 Max. :2.0000 Max. :2.0000
##
## p18_3 p18_4 p18_5 p19
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.3588 Mean :0.3855 Mean :0.3239 Mean :0.5873
## 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :3.0000
##
## p19_3 p20_1 p20_2 p21
## Min. : 0.0 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.: 0.0 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median : 0.0 Median :0.0000 Median :0.0000 Median :0.0000
## Mean : 523.4 Mean :0.4584 Mean :0.3178 Mean :0.3445
## 3rd Qu.: 0.0 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :999999.0 Max. :2.0000 Max. :2.0000 Max. :5.0000
##
## p21_5esp p22 p23_1 p23_2
## Length:1948 Min. :0.0000 Min. :0.00000 Min. :0.00000
## Class :character 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.:0.00000
## Mode :character Median :0.0000 Median :0.00000 Median :0.00000
## Mean :0.2115 Mean :0.09189 Mean :0.08778
## 3rd Qu.:0.0000 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :5.0000 Max. :2.00000 Max. :2.00000
##
## p24 p25 p25_6esp p26
## Min. :0.0000 Min. :0.000 Length:1948 Min. : 0.00
## 1st Qu.:0.0000 1st Qu.:0.000 Class :character 1st Qu.: 0.00
## Median :0.0000 Median :0.000 Mode :character Median : 20.00
## Mean :0.9338 Mean :1.191 Mean : 29.24
## 3rd Qu.:2.0000 3rd Qu.:3.000 3rd Qu.: 40.00
## Max. :5.0000 Max. :6.000 Max. :480.00
##
## p27 p28 p28_7esp p29
## Min. :0.000 Min. :0.0000 Length:1948 Min. :0.000
## 1st Qu.:0.000 1st Qu.:0.0000 Class :character 1st Qu.:0.000
## Median :2.000 Median :0.0000 Mode :character Median :2.000
## Mean :1.276 Mean :0.5703 Mean :1.718
## 3rd Qu.:2.000 3rd Qu.:0.0000 3rd Qu.:3.000
## Max. :2.000 Max. :7.0000 Max. :4.000
##
## p30 p31 p32 p32_6esp
## Min. :0.000 Min. :0.000 Min. :0.0000 Length:1948
## 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.0000 Class :character
## Median :3.000 Median :1.000 Median :0.0000 Mode :character
## Mean :2.064 Mean :1.095 Mean :0.7351
## 3rd Qu.:3.000 3rd Qu.:2.000 3rd Qu.:1.0000
## Max. :4.000 Max. :2.000 Max. :6.0000
##
## p33_1 p33_2 p33_3 p33_4
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000
## Median :2.000 Median :2.000 Median :2.000 Median :2.000
## Mean :1.844 Mean :1.889 Mean :1.936 Mean :1.889
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :2.000 Max. :2.000 Max. :2.000 Max. :2.000
##
## p34_1 p34_2 p34_3 p34_3_1
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.0000
## 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:0.0000
## Median :2.000 Median :1.000 Median :2.000 Median :0.0000
## Mean :1.656 Mean :1.459 Mean :1.614 Mean :0.5919
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:1.0000
## Max. :3.000 Max. :3.000 Max. :3.000 Max. :3.0000
##
## p34_4 p34_4_1 p35 p36_1 p36_2
## Min. :0.000 Min. :0.000 Min. :0.0000 Min. :0.000 Min. :0.0
## 1st Qu.:1.000 1st Qu.:0.000 1st Qu.:1.0000 1st Qu.:1.000 1st Qu.:1.0
## Median :1.000 Median :1.000 Median :1.0000 Median :1.000 Median :1.0
## Mean :1.386 Mean :1.079 Mean :0.9841 Mean :1.392 Mean :1.2
## 3rd Qu.:2.000 3rd Qu.:1.000 3rd Qu.:1.0000 3rd Qu.:2.000 3rd Qu.:1.0
## Max. :3.000 Max. :6.000 Max. :2.0000 Max. :3.000 Max. :3.0
##
## p36_3 p36_4 factor h_lec
## Min. :0.000 Min. :0.000 Min. : 3234 Min. :0.000
## 1st Qu.:1.000 1st Qu.:1.000 1st Qu.: 13068 1st Qu.:1.000
## Median :1.000 Median :1.000 Median : 17690 Median :1.000
## Mean :1.309 Mean :1.402 Mean : 20263 Mean :2.039
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.: 25969 3rd Qu.:4.000
## Max. :3.000 Max. :3.000 Max. :107866 Max. :4.000
##
## mat_lec perslec l_format r_format
## Min. :0.000 Min. :0.000 Min. :0.0000 Min. :0.00
## 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:0.0000 1st Qu.:0.00
## Median :3.000 Median :1.000 Median :0.0000 Median :0.00
## Mean :2.699 Mean :1.256 Mean :0.7649 Mean :0.46
## 3rd Qu.:4.000 3rd Qu.:2.000 3rd Qu.:2.0000 3rd Qu.:1.00
## Max. :4.000 Max. :2.000 Max. :3.0000 Max. :3.00
##
## p_format perslecl
## Min. :0.0000 Min. :0.000
## 1st Qu.:0.0000 1st Qu.:1.000
## Median :0.0000 Median :1.000
## Mean :0.4615 Mean :1.334
## 3rd Qu.:1.0000 3rd Qu.:2.000
## Max. :3.0000 Max. :2.000
##
str(m22)
## 'data.frame': 2016 obs. of 108 variables:
## $ folio : chr "12A207" "12A207" "12A207" "12A207" ...
## $ entidad : int 1 1 1 1 1 1 1 1 1 1 ...
## $ control : int 40007 40007 40007 40007 40048 40048 40048 40048 40085 40085 ...
## $ viv_sel : int 4 2 1 3 1 2 3 4 4 1 ...
## $ num_hog : int 1 1 1 1 1 1 1 1 1 1 ...
## $ hog_mud : int 0 0 0 0 0 0 0 0 0 0 ...
## $ n_ren_el: int 1 2 1 2 6 2 1 1 1 2 ...
## $ cd : int 14 14 14 14 14 14 14 14 14 14 ...
## $ periodo : int 222 222 222 222 222 222 222 222 222 222 ...
## $ sexo : int 1 2 1 2 2 2 1 1 1 2 ...
## $ edad : int 51 73 52 35 28 41 44 69 45 23 ...
## $ nivel : int 6 2 3 3 4 2 3 2 4 4 ...
## $ anio : int 3 6 3 3 3 6 3 6 3 3 ...
## $ cond_act: int 1 7 1 1 7 7 1 1 1 7 ...
## $ p1 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p2 : int 2 2 2 2 2 1 2 2 1 1 ...
## $ p3_1 : int 2 2 2 2 2 2 2 2 1 2 ...
## $ p3_2 : int 2 2 2 2 2 2 2 2 1 2 ...
## $ p3_3 : int 2 2 2 2 2 2 2 2 1 2 ...
## $ p3_4 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p3_5 : int 1 2 1 1 1 2 2 2 1 1 ...
## $ p4 : int 0 0 0 0 0 0 0 0 3 0 ...
## $ p5 : int 0 0 0 0 0 0 0 0 4 0 ...
## $ p5_6esp : chr "" "" "" "" ...
## $ p6_1 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p6_2 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p6_3 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p6_4 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p6_5 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p6_6 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p6_6esp : chr "" "" "" "" ...
## $ p7 : int 0 0 0 0 0 0 0 0 3 0 ...
## $ p7_3 : int 0 0 0 0 0 0 0 0 600 0 ...
## $ p8_1 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p8_2 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p9 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p9_5esp : chr "" "" "" "" ...
## $ p10 : int 0 0 0 0 0 0 0 0 10 0 ...
## $ p11 : int 0 0 0 0 0 0 0 0 4 0 ...
## $ p11_6esp: chr "" "" "" "" ...
## $ p12_1 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p12_2 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_3 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_4 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_5 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_6 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_7 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_8 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p12_9 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_9esp: chr "" "" "" "" ...
## $ p13 : int 0 0 0 0 0 0 0 0 3 0 ...
## $ p13_3 : int 0 0 0 0 0 0 0 0 150 0 ...
## $ p14_1 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p14_2 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p15 : int 0 0 0 0 0 0 0 0 4 0 ...
## $ p15_5esp: chr "" "" "" "" ...
## $ p16 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p17 : int 0 0 0 0 0 0 0 0 4 0 ...
## $ p17_6esp: chr "" "" "" "" ...
## $ p18_1 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p18_2 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p18_3 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p18_4 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p18_5 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p19 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p19_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p20_1 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p20_2 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p21 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p21_5esp: chr "" "" "" "" ...
## $ p22 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p23_1 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p23_2 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p24 : int 5 0 5 2 5 0 0 0 1 1 ...
## $ p25 : int 4 0 4 2 2 0 0 0 4 4 ...
## $ p25_6esp: chr "" "" "" "" ...
## $ p26 : int 20 0 15 20 20 0 0 0 20 60 ...
## $ p27 : int 2 0 2 2 2 0 0 0 2 2 ...
## $ p28 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p28_7esp: chr "" "" "" "" ...
## $ p29 : int 2 0 2 3 2 0 0 0 3 2 ...
## $ p30 : int 3 0 3 3 3 0 0 0 4 3 ...
## $ p31 : int 2 0 2 2 2 0 0 0 2 2 ...
## $ p32 : int 0 1 0 0 0 1 3 5 0 0 ...
## $ p32_6esp: chr "" "" "" "" ...
## $ p33_1 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_2 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_3 : int 2 2 2 2 2 2 2 2 1 2 ...
## $ p33_4 : int 2 2 2 1 2 2 2 2 2 2 ...
## $ p34_1 : int 2 2 2 1 2 2 2 2 1 1 ...
## $ p34_2 : int 1 2 2 2 2 2 2 2 1 1 ...
## $ p34_3 : int 1 2 2 2 2 2 2 2 1 1 ...
## $ p34_3_1 : int 2 0 0 0 0 0 0 0 1 2 ...
## $ p34_4 : int 1 1 1 2 1 1 1 2 1 1 ...
## $ p34_4_1 : int 1 1 1 0 1 1 1 0 1 1 ...
## $ p35 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p36_1 : int 1 1 1 1 1 1 1 2 1 1 ...
## $ p36_2 : int 1 1 1 1 1 1 1 2 1 1 ...
## $ p36_3 : int 1 1 1 1 1 1 1 2 1 1 ...
## [list output truncated]
names(m22)
## [1] "folio" "entidad" "control" "viv_sel" "num_hog" "hog_mud"
## [7] "n_ren_el" "cd" "periodo" "sexo" "edad" "nivel"
## [13] "anio" "cond_act" "p1" "p2" "p3_1" "p3_2"
## [19] "p3_3" "p3_4" "p3_5" "p4" "p5" "p5_6esp"
## [25] "p6_1" "p6_2" "p6_3" "p6_4" "p6_5" "p6_6"
## [31] "p6_6esp" "p7" "p7_3" "p8_1" "p8_2" "p9"
## [37] "p9_5esp" "p10" "p11" "p11_6esp" "p12_1" "p12_2"
## [43] "p12_3" "p12_4" "p12_5" "p12_6" "p12_7" "p12_8"
## [49] "p12_9" "p12_9esp" "p13" "p13_3" "p14_1" "p14_2"
## [55] "p15" "p15_5esp" "p16" "p17" "p17_6esp" "p18_1"
## [61] "p18_2" "p18_3" "p18_4" "p18_5" "p19" "p19_3"
## [67] "p20_1" "p20_2" "p21" "p21_5esp" "p22" "p23_1"
## [73] "p23_2" "p24" "p25" "p25_6esp" "p26" "p27"
## [79] "p28" "p28_7esp" "p29" "p30" "p31" "p32"
## [85] "p32_6esp" "p33_1" "p33_2" "p33_3" "p33_4" "p34_1"
## [91] "p34_2" "p34_3" "p34_3_1" "p34_4" "p34_4_1" "p35"
## [97] "p36_1" "p36_2" "p36_3" "p36_4" "factor" "h_lec"
## [103] "mat_lec" "perslec" "l_format" "r_format" "p_format" "perslecl"
head(m22)
## folio entidad control viv_sel num_hog hog_mud n_ren_el cd periodo sexo edad
## 1 12A207 1 40007 4 1 0 1 14 222 1 51
## 2 12A207 1 40007 2 1 0 2 14 222 2 73
## 3 12A207 1 40007 1 1 0 1 14 222 1 52
## 4 12A207 1 40007 3 1 0 2 14 222 2 35
## 5 11B193 1 40048 1 1 0 6 14 222 2 28
## 6 11B193 1 40048 2 1 0 2 14 222 2 41
## nivel anio cond_act p1 p2 p3_1 p3_2 p3_3 p3_4 p3_5 p4 p5 p5_6esp p6_1 p6_2
## 1 6 3 1 1 2 2 2 2 2 1 0 0 0 0
## 2 2 6 7 1 2 2 2 2 2 2 0 0 0 0
## 3 3 3 1 1 2 2 2 2 2 1 0 0 0 0
## 4 3 3 1 1 2 2 2 2 2 1 0 0 0 0
## 5 4 3 7 1 2 2 2 2 2 1 0 0 0 0
## 6 2 6 7 1 1 2 2 2 2 2 0 0 0 0
## p6_3 p6_4 p6_5 p6_6 p6_6esp p7 p7_3 p8_1 p8_2 p9 p9_5esp p10 p11 p11_6esp
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0 0 0 0
## p12_1 p12_2 p12_3 p12_4 p12_5 p12_6 p12_7 p12_8 p12_9 p12_9esp p13 p13_3
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0 0 0 0
## p14_1 p14_2 p15 p15_5esp p16 p17 p17_6esp p18_1 p18_2 p18_3 p18_4 p18_5 p19
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0 0 0 0
## p19_3 p20_1 p20_2 p21 p21_5esp p22 p23_1 p23_2 p24 p25 p25_6esp p26 p27 p28
## 1 0 0 0 0 0 0 0 5 4 20 2 0
## 2 0 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 5 4 15 2 0
## 4 0 0 0 0 0 0 0 2 2 20 2 0
## 5 0 0 0 0 0 0 0 5 2 20 2 0
## 6 0 0 0 0 0 0 0 0 0 0 0 0
## p28_7esp p29 p30 p31 p32 p32_6esp p33_1 p33_2 p33_3 p33_4 p34_1 p34_2 p34_3
## 1 2 3 2 0 2 2 2 2 2 1 1
## 2 0 0 0 1 2 2 2 2 2 2 2
## 3 2 3 2 0 2 2 2 2 2 2 2
## 4 3 3 2 0 2 2 2 1 1 2 2
## 5 2 3 2 0 2 2 2 2 2 2 2
## 6 0 0 0 1 2 2 2 2 2 2 2
## p34_3_1 p34_4 p34_4_1 p35 p36_1 p36_2 p36_3 p36_4 factor h_lec mat_lec
## 1 2 1 1 1 1 1 1 2 25403 3 3
## 2 0 1 1 1 1 1 1 2 11406 4 4
## 3 0 1 1 1 1 1 1 2 19052 3 3
## 4 0 2 0 1 1 1 1 1 20172 3 3
## 5 0 1 1 1 1 1 1 1 41647 3 3
## 6 0 1 1 1 1 1 1 2 14875 2 4
## perslec l_format r_format p_format perslecl
## 1 1 0 0 0 2
## 2 2 0 0 0 2
## 3 1 0 0 0 2
## 4 1 0 0 0 2
## 5 1 0 0 0 2
## 6 2 0 0 0 2
View(m22)
dim(m22)
## [1] 2016 108
summary(m22)
## folio entidad control viv_sel num_hog
## Length:2016 Min. : 1.00 Min. :22251 Min. :1.000 Min. :1
## Class :character 1st Qu.: 9.00 1st Qu.:40087 1st Qu.:1.000 1st Qu.:1
## Mode :character Median :15.00 Median :40211 Median :2.000 Median :1
## Mean :15.65 Mean :40227 Mean :2.475 Mean :1
## 3rd Qu.:20.00 3rd Qu.:40348 3rd Qu.:3.000 3rd Qu.:1
## Max. :32.00 Max. :41398 Max. :4.000 Max. :1
##
## hog_mud n_ren_el cd periodo
## Min. :0.00000 Min. : 1.000 Min. : 1.00 Min. :222
## 1st Qu.:0.00000 1st Qu.: 1.000 1st Qu.: 2.00 1st Qu.:222
## Median :0.00000 Median : 1.000 Median : 9.00 Median :222
## Mean :0.04911 Mean : 1.684 Mean :13.65 Mean :222
## 3rd Qu.:0.00000 3rd Qu.: 2.000 3rd Qu.:25.00 3rd Qu.:222
## Max. :3.00000 Max. :10.000 Max. :43.00 Max. :222
##
## sexo edad nivel anio
## Min. :1.00 Min. :18.00 Min. : 0.000 Min. :1.00
## 1st Qu.:1.00 1st Qu.:32.00 1st Qu.: 3.000 1st Qu.:3.00
## Median :2.00 Median :44.00 Median : 4.000 Median :3.00
## Mean :1.56 Mean :45.88 Mean : 4.655 Mean :3.47
## 3rd Qu.:2.00 3rd Qu.:58.00 3rd Qu.: 7.000 3rd Qu.:4.00
## Max. :2.00 Max. :97.00 Max. :99.000 Max. :6.00
## NA's :39
## cond_act p1 p2 p3_1
## Min. : 1.000 Min. :1.000 Min. :0.000 Min. :0.000
## 1st Qu.: 1.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:1.000
## Median : 1.000 Median :1.000 Median :1.000 Median :2.000
## Mean : 3.274 Mean :1.018 Mean :1.371 Mean :1.547
## 3rd Qu.: 7.000 3rd Qu.:1.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :10.000 Max. :2.000 Max. :2.000 Max. :2.000
##
## p3_2 p3_3 p3_4 p3_5
## Min. :0.00 Min. :0.000 Min. :0.000 Min. :0.000
## 1st Qu.:1.00 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:1.000
## Median :2.00 Median :2.000 Median :2.000 Median :2.000
## Mean :1.72 Mean :1.731 Mean :1.909 Mean :1.583
## 3rd Qu.:2.00 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :2.00 Max. :2.000 Max. :2.000 Max. :2.000
##
## p4 p5 p5_6esp p6_1
## Min. : 0.000 Min. :0.000 Length:2016 Min. :0.0000
## 1st Qu.: 0.000 1st Qu.:0.000 Class :character 1st Qu.:0.0000
## Median : 0.000 Median :0.000 Mode :character Median :0.0000
## Mean : 1.627 Mean :1.406 Mean :0.7996
## 3rd Qu.: 2.000 3rd Qu.:3.000 3rd Qu.:2.0000
## Max. :99.000 Max. :6.000 Max. :2.0000
##
## p6_2 p6_3 p6_4 p6_5
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.7173 Mean :0.7009 Mean :0.6711 Mean :0.7292
## 3rd Qu.:2.0000 3rd Qu.:2.0000 3rd Qu.:2.0000 3rd Qu.:2.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p6_6 p6_6esp p7 p7_3
## Min. :0.0000 Length:2016 Min. :0.0000 Min. : 0
## 1st Qu.:0.0000 Class :character 1st Qu.:0.0000 1st Qu.: 0
## Median :0.0000 Mode :character Median :0.0000 Median : 0
## Mean :0.8323 Mean :0.9062 Mean : 3699
## 3rd Qu.:2.0000 3rd Qu.:2.0000 3rd Qu.: 0
## Max. :2.0000 Max. :3.0000 Max. :999999
##
## p8_1 p8_2 p9 p9_5esp
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Length:2016
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 Class :character
## Median :0.0000 Median :0.0000 Median :0.0000 Mode :character
## Mean :0.7292 Mean :0.4931 Mean :0.4712
## 3rd Qu.:2.0000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2.0000 Max. :2.0000 Max. :5.0000
##
## p10 p11 p11_6esp p12_1
## Min. : 0.000 Min. :0.0000 Length:2016 Min. :0.0000
## 1st Qu.: 0.000 1st Qu.:0.0000 Class :character 1st Qu.:0.0000
## Median : 0.000 Median :0.0000 Mode :character Median :0.0000
## Mean : 0.869 Mean :0.8318 Mean :0.4628
## 3rd Qu.: 0.000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :60.000 Max. :6.0000 Max. :2.0000
##
## p12_2 p12_3 p12_4 p12_5
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.4435 Mean :0.4375 Mean :0.4479 Mean :0.4588
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p12_6 p12_7 p12_8 p12_9
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.4206 Mean :0.4291 Mean :0.4335 Mean :0.4836
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p12_9esp p13 p13_3 p14_1
## Length:2016 Min. :0.0000 Min. : 0 Min. :0.000
## Class :character 1st Qu.:0.0000 1st Qu.: 0 1st Qu.:0.000
## Mode :character Median :0.0000 Median : 0 Median :0.000
## Mean :0.5263 Mean : 1008 Mean :0.433
## 3rd Qu.:0.0000 3rd Qu.: 0 3rd Qu.:0.000
## Max. :3.0000 Max. :999999 Max. :2.000
##
## p14_2 p15 p15_5esp p16
## Min. :0.0000 Min. :0.0000 Length:2016 Min. : 0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 Class :character 1st Qu.: 0.0000
## Median :0.0000 Median :0.0000 Mode :character Median : 0.0000
## Mean :0.2912 Mean :0.2917 Mean : 0.7445
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.: 0.0000
## Max. :2.0000 Max. :5.0000 Max. :30.0000
##
## p17 p17_6esp p18_1 p18_2
## Min. :0.0000 Length:2016 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 Class :character 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Mode :character Median :0.0000 Median :0.0000
## Mean :0.7733 Mean :0.3085 Mean :0.3175
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :6.0000 Max. :2.0000 Max. :2.0000
##
## p18_3 p18_4 p18_5 p19
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.3189 Mean :0.3413 Mean :0.2951 Mean :0.5397
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :3.0000
##
## p19_3 p20_1 p20_2 p21
## Min. : 0.0 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.: 0.0 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median : 0.0 Median :0.0000 Median :0.0000 Median :0.0000
## Mean : 998.2 Mean :0.4206 Mean :0.2753 Mean :0.3105
## 3rd Qu.: 0.0 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :999999.0 Max. :2.0000 Max. :2.0000 Max. :5.0000
##
## p21_5esp p22 p23_1 p23_2
## Length:2016 Min. :0.0000 Min. :0.00000 Min. :0.00000
## Class :character 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.:0.00000
## Mode :character Median :0.0000 Median :0.00000 Median :0.00000
## Mean :0.1969 Mean :0.08185 Mean :0.07391
## 3rd Qu.:0.0000 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :5.0000 Max. :2.00000 Max. :2.00000
##
## p24 p25 p25_6esp p26
## Min. :0.0000 Min. :0.000 Length:2016 Min. : 0.00
## 1st Qu.:0.0000 1st Qu.:0.000 Class :character 1st Qu.: 0.00
## Median :0.0000 Median :0.000 Mode :character Median : 20.00
## Mean :0.8408 Mean :1.163 Mean : 28.45
## 3rd Qu.:1.0000 3rd Qu.:3.000 3rd Qu.: 40.00
## Max. :5.0000 Max. :6.000 Max. :360.00
##
## p27 p28 p28_7esp p29
## Min. :0.000 Min. :0.0000 Length:2016 Min. :0.00
## 1st Qu.:0.000 1st Qu.:0.0000 Class :character 1st Qu.:0.00
## Median :2.000 Median :0.0000 Mode :character Median :2.00
## Mean :1.267 Mean :0.6141 Mean :1.75
## 3rd Qu.:2.000 3rd Qu.:0.0000 3rd Qu.:3.00
## Max. :2.000 Max. :7.0000 Max. :4.00
##
## p30 p31 p32 p32_6esp
## Min. :0.000 Min. :0.000 Min. :0.000 Length:2016
## 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.000 Class :character
## Median :3.000 Median :1.000 Median :0.000 Mode :character
## Mean :2.129 Mean :1.077 Mean :0.754
## 3rd Qu.:3.000 3rd Qu.:2.000 3rd Qu.:1.000
## Max. :4.000 Max. :2.000 Max. :6.000
##
## p33_1 p33_2 p33_3 p33_4
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000
## Median :2.000 Median :2.000 Median :2.000 Median :2.000
## Mean :1.813 Mean :1.865 Mean :1.931 Mean :1.854
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :2.000 Max. :2.000 Max. :2.000 Max. :2.000
##
## p34_1 p34_2 p34_3 p34_3_1 p34_4
## Min. :0.000 Min. :0.0 Min. :0.000 Min. :0.0000 Min. :0.000
## 1st Qu.:1.000 1st Qu.:1.0 1st Qu.:1.000 1st Qu.:0.0000 1st Qu.:1.000
## Median :2.000 Median :1.0 Median :2.000 Median :0.0000 Median :1.000
## Mean :1.693 Mean :1.5 Mean :1.645 Mean :0.5938 Mean :1.428
## 3rd Qu.:2.000 3rd Qu.:2.0 3rd Qu.:2.000 3rd Qu.:1.0000 3rd Qu.:2.000
## Max. :3.000 Max. :3.0 Max. :3.000 Max. :3.0000 Max. :3.000
##
## p34_4_1 p35 p36_1 p36_2
## Min. :0.000 Min. :0.0000 Min. :0.000 Min. :0.000
## 1st Qu.:0.000 1st Qu.:1.0000 1st Qu.:1.000 1st Qu.:1.000
## Median :1.000 Median :1.0000 Median :1.000 Median :1.000
## Mean :1.098 Mean :0.9896 Mean :1.426 Mean :1.243
## 3rd Qu.:2.000 3rd Qu.:1.0000 3rd Qu.:2.000 3rd Qu.:1.000
## Max. :6.000 Max. :2.0000 Max. :3.000 Max. :3.000
##
## p36_3 p36_4 factor h_lec
## Min. :0.000 Min. :0.000 Min. : 1481 Min. :0.000
## 1st Qu.:1.000 1st Qu.:1.000 1st Qu.: 12064 1st Qu.:1.000
## Median :1.000 Median :1.000 Median : 17342 Median :1.000
## Mean :1.347 Mean :1.439 Mean : 19896 Mean :2.049
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.: 24978 3rd Qu.:4.000
## Max. :3.000 Max. :3.000 Max. :101135 Max. :4.000
##
## mat_lec perslec l_format r_format
## Min. :0.000 Min. :0.000 Min. :0.0000 Min. :0.0000
## 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :3.000 Median :1.000 Median :0.0000 Median :0.0000
## Mean :2.708 Mean :1.271 Mean :0.7847 Mean :0.4459
## 3rd Qu.:4.000 3rd Qu.:2.000 3rd Qu.:2.0000 3rd Qu.:0.0000
## Max. :4.000 Max. :2.000 Max. :3.0000 Max. :3.0000
##
## p_format perslecl
## Min. :0.0000 Min. :0.000
## 1st Qu.:0.0000 1st Qu.:1.000
## Median :0.0000 Median :1.000
## Mean :0.4246 Mean :1.357
## 3rd Qu.:0.0000 3rd Qu.:2.000
## Max. :3.0000 Max. :2.000
##
str(m23)
## 'data.frame': 1996 obs. of 108 variables:
## $ folio : chr "11B213" "11B213" "11B213" "11B213" ...
## $ entidad : int 1 1 1 1 1 1 1 1 1 1 ...
## $ control : int 40003 40003 40003 40003 40007 40007 40007 40007 40034 40034 ...
## $ viv_sel : int 2 1 4 3 4 3 2 1 4 1 ...
## $ num_hog : int 1 1 1 1 1 1 1 1 1 1 ...
## $ hog_mud : int 0 0 0 0 0 0 0 0 0 0 ...
## $ n_ren_el: int 1 1 1 2 1 2 2 1 2 2 ...
## $ cd : int 14 14 14 14 14 14 14 14 14 14 ...
## $ periodo : int 223 223 223 223 223 223 223 223 223 223 ...
## $ sexo : int 1 1 2 2 1 2 2 1 2 2 ...
## $ edad : int 29 53 65 44 52 36 74 53 23 57 ...
## $ nivel : int 4 3 2 3 6 3 2 3 7 4 ...
## $ anio : int 3 3 6 3 3 3 6 3 4 3 ...
## $ cond_act: int 1 1 7 7 1 1 7 1 1 1 ...
## $ p1 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p2 : int 2 2 2 2 2 2 1 2 1 2 ...
## $ p3_1 : int 2 2 2 2 2 2 1 2 1 2 ...
## $ p3_2 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p3_3 : int 2 1 2 2 2 2 2 2 2 2 ...
## $ p3_4 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p3_5 : int 2 2 2 2 1 2 2 1 1 2 ...
## $ p4 : int 0 0 0 0 0 0 2 0 3 0 ...
## $ p5 : int 0 0 0 0 0 0 4 0 2 0 ...
## $ p5_6esp : chr "" "" "" "" ...
## $ p6_1 : int 0 0 0 0 0 0 2 0 2 0 ...
## $ p6_2 : int 0 0 0 0 0 0 2 0 1 0 ...
## $ p6_3 : int 0 0 0 0 0 0 2 0 2 0 ...
## $ p6_4 : int 0 0 0 0 0 0 1 0 2 0 ...
## $ p6_5 : int 0 0 0 0 0 0 2 0 2 0 ...
## $ p6_6 : int 0 0 0 0 0 0 2 0 2 0 ...
## $ p6_6esp : chr "" "" "" "" ...
## $ p7 : int 0 0 0 0 0 0 2 0 2 0 ...
## $ p7_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p8_1 : int 0 0 0 0 0 0 2 0 2 0 ...
## $ p8_2 : int 0 0 0 0 0 0 1 0 1 0 ...
## $ p9 : int 0 0 0 0 0 0 1 0 1 0 ...
## $ p9_5esp : chr "" "" "" "" ...
## $ p10 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p11 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p11_6esp: chr "" "" "" "" ...
## $ p12_1 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p12_2 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p12_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p12_4 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p12_5 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p12_6 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p12_7 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p12_8 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p12_9 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p12_9esp: chr "" "" "" "" ...
## $ p13 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p13_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p14_1 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p14_2 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p15 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p15_5esp: chr "" "" "" "" ...
## $ p16 : int 0 1 0 0 0 0 0 0 0 0 ...
## $ p17 : int 0 4 0 0 0 0 0 0 0 0 ...
## $ p17_6esp: chr "" "" "" "" ...
## $ p18_1 : int 0 1 0 0 0 0 0 0 0 0 ...
## $ p18_2 : int 0 1 0 0 0 0 0 0 0 0 ...
## $ p18_3 : int 0 1 0 0 0 0 0 0 0 0 ...
## $ p18_4 : int 0 1 0 0 0 0 0 0 0 0 ...
## $ p18_5 : int 0 1 0 0 0 0 0 0 0 0 ...
## $ p19 : int 0 2 0 0 0 0 0 0 0 0 ...
## $ p19_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p20_1 : int 0 2 0 0 0 0 0 0 0 0 ...
## $ p20_2 : int 0 1 0 0 0 0 0 0 0 0 ...
## $ p21 : int 0 4 0 0 0 0 0 0 0 0 ...
## $ p21_5esp: chr "" "" "" "" ...
## $ p22 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p23_1 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p23_2 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p24 : int 0 0 0 0 2 0 0 5 2 0 ...
## $ p25 : int 0 0 0 0 1 0 0 4 2 0 ...
## $ p25_6esp: chr "" "" "" "" ...
## $ p26 : int 0 10 0 0 20 0 30 15 30 0 ...
## $ p27 : int 0 2 0 0 2 0 2 2 2 0 ...
## $ p28 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p28_7esp: chr "" "" "" "" ...
## $ p29 : int 0 2 0 0 2 0 2 2 2 0 ...
## $ p30 : int 0 2 0 0 3 0 3 3 3 0 ...
## $ p31 : int 0 2 0 0 1 0 2 2 1 0 ...
## $ p32 : int 3 0 1 2 0 3 0 0 0 2 ...
## $ p32_6esp: chr "" "" "" "" ...
## $ p33_1 : int 2 2 2 2 2 2 2 2 1 2 ...
## $ p33_2 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_3 : int 2 2 2 2 2 2 2 2 1 2 ...
## $ p33_4 : int 2 2 2 2 2 2 2 2 1 2 ...
## $ p34_1 : int 2 2 2 2 2 2 2 2 1 2 ...
## $ p34_2 : int 2 1 2 2 1 2 1 1 1 2 ...
## $ p34_3 : int 2 2 2 2 1 2 2 1 1 2 ...
## $ p34_3_1 : int 0 0 0 0 2 0 0 1 2 0 ...
## $ p34_4 : int 1 1 1 1 1 1 1 1 1 2 ...
## $ p34_4_1 : int 1 1 1 1 1 1 1 1 1 0 ...
## $ p35 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p36_1 : int 1 2 2 1 1 1 2 1 1 1 ...
## $ p36_2 : int 1 1 2 1 1 1 2 1 1 1 ...
## $ p36_3 : int 1 2 2 1 1 1 2 1 1 1 ...
## [list output truncated]
names(m23)
## [1] "folio" "entidad" "control" "viv_sel" "num_hog" "hog_mud"
## [7] "n_ren_el" "cd" "periodo" "sexo" "edad" "nivel"
## [13] "anio" "cond_act" "p1" "p2" "p3_1" "p3_2"
## [19] "p3_3" "p3_4" "p3_5" "p4" "p5" "p5_6esp"
## [25] "p6_1" "p6_2" "p6_3" "p6_4" "p6_5" "p6_6"
## [31] "p6_6esp" "p7" "p7_3" "p8_1" "p8_2" "p9"
## [37] "p9_5esp" "p10" "p11" "p11_6esp" "p12_1" "p12_2"
## [43] "p12_3" "p12_4" "p12_5" "p12_6" "p12_7" "p12_8"
## [49] "p12_9" "p12_9esp" "p13" "p13_3" "p14_1" "p14_2"
## [55] "p15" "p15_5esp" "p16" "p17" "p17_6esp" "p18_1"
## [61] "p18_2" "p18_3" "p18_4" "p18_5" "p19" "p19_3"
## [67] "p20_1" "p20_2" "p21" "p21_5esp" "p22" "p23_1"
## [73] "p23_2" "p24" "p25" "p25_6esp" "p26" "p27"
## [79] "p28" "p28_7esp" "p29" "p30" "p31" "p32"
## [85] "p32_6esp" "p33_1" "p33_2" "p33_3" "p33_4" "p34_1"
## [91] "p34_2" "p34_3" "p34_3_1" "p34_4" "p34_4_1" "p35"
## [97] "p36_1" "p36_2" "p36_3" "p36_4" "factor" "h_lec"
## [103] "mat_lec" "perslec" "l_format" "r_format" "p_format" "perslecl"
head(m23)
## folio entidad control viv_sel num_hog hog_mud n_ren_el cd periodo sexo edad
## 1 11B213 1 40003 2 1 0 1 14 223 1 29
## 2 11B213 1 40003 1 1 0 1 14 223 1 53
## 3 11B213 1 40003 4 1 0 1 14 223 2 65
## 4 11B213 1 40003 3 1 0 2 14 223 2 44
## 5 12A207 1 40007 4 1 0 1 14 223 1 52
## 6 12A207 1 40007 3 1 0 2 14 223 2 36
## nivel anio cond_act p1 p2 p3_1 p3_2 p3_3 p3_4 p3_5 p4 p5 p5_6esp p6_1 p6_2
## 1 4 3 1 1 2 2 2 2 2 2 0 0 0 0
## 2 3 3 1 1 2 2 2 1 2 2 0 0 0 0
## 3 2 6 7 1 2 2 2 2 2 2 0 0 0 0
## 4 3 3 7 1 2 2 2 2 2 2 0 0 0 0
## 5 6 3 1 1 2 2 2 2 2 1 0 0 0 0
## 6 3 3 1 1 2 2 2 2 2 2 0 0 0 0
## p6_3 p6_4 p6_5 p6_6 p6_6esp p7 p7_3 p8_1 p8_2 p9 p9_5esp p10 p11 p11_6esp
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0 0 0 0
## p12_1 p12_2 p12_3 p12_4 p12_5 p12_6 p12_7 p12_8 p12_9 p12_9esp p13 p13_3
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0 0 0 0
## p14_1 p14_2 p15 p15_5esp p16 p17 p17_6esp p18_1 p18_2 p18_3 p18_4 p18_5 p19
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 1 4 1 1 1 1 1 2
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0 0 0 0
## p19_3 p20_1 p20_2 p21 p21_5esp p22 p23_1 p23_2 p24 p25 p25_6esp p26 p27 p28
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## 2 0 2 1 4 0 0 0 0 0 10 2 0
## 3 0 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 2 1 20 2 0
## 6 0 0 0 0 0 0 0 0 0 0 0 0
## p28_7esp p29 p30 p31 p32 p32_6esp p33_1 p33_2 p33_3 p33_4 p34_1 p34_2 p34_3
## 1 0 0 0 3 2 2 2 2 2 2 2
## 2 2 2 2 0 2 2 2 2 2 1 2
## 3 0 0 0 1 2 2 2 2 2 2 2
## 4 0 0 0 2 2 2 2 2 2 2 2
## 5 2 3 1 0 2 2 2 2 2 1 1
## 6 0 0 0 3 2 2 2 2 2 2 2
## p34_3_1 p34_4 p34_4_1 p35 p36_1 p36_2 p36_3 p36_4 factor h_lec mat_lec
## 1 0 1 1 1 1 1 1 1 7806 4 4
## 2 0 1 1 1 2 1 2 2 7906 3 3
## 3 0 1 1 1 2 2 2 2 7401 4 4
## 4 0 1 1 1 1 1 1 2 31590 4 4
## 5 2 1 1 1 1 1 1 2 26205 3 3
## 6 0 1 1 1 1 1 1 1 20943 4 4
## perslec l_format r_format p_format perslecl
## 1 2 0 0 0 2
## 2 1 0 0 2 1
## 3 2 0 0 0 2
## 4 2 0 0 0 2
## 5 1 0 0 0 2
## 6 2 0 0 0 2
View(m23)
dim(m23)
## [1] 1996 108
summary(m23)
## folio entidad control viv_sel num_hog
## Length:1996 Min. : 1.00 Min. :40001 Min. :1.000 Min. :1
## Class :character 1st Qu.: 9.00 1st Qu.:40100 1st Qu.:2.000 1st Qu.:1
## Mode :character Median :15.00 Median :40199 Median :2.000 Median :1
## Mean :15.61 Mean :40253 Mean :2.486 Mean :1
## 3rd Qu.:21.00 3rd Qu.:40335 3rd Qu.:3.000 3rd Qu.:1
## Max. :32.00 Max. :41398 Max. :4.000 Max. :1
##
## hog_mud n_ren_el cd periodo
## Min. :0.00000 Min. : 1.000 Min. : 1.00 Min. :223
## 1st Qu.:0.00000 1st Qu.: 1.000 1st Qu.: 2.00 1st Qu.:223
## Median :0.00000 Median : 1.000 Median : 9.00 Median :223
## Mean :0.05561 Mean : 1.667 Mean :13.85 Mean :223
## 3rd Qu.:0.00000 3rd Qu.: 2.000 3rd Qu.:25.00 3rd Qu.:223
## Max. :3.00000 Max. :10.000 Max. :43.00 Max. :223
##
## sexo edad nivel anio
## Min. :1.000 Min. :18.00 Min. : 0.000 Min. :1.000
## 1st Qu.:1.000 1st Qu.:32.00 1st Qu.: 3.000 1st Qu.:3.000
## Median :2.000 Median :45.00 Median : 4.000 Median :3.000
## Mean :1.585 Mean :46.21 Mean : 4.709 Mean :3.521
## 3rd Qu.:2.000 3rd Qu.:59.00 3rd Qu.: 7.000 3rd Qu.:4.000
## Max. :2.000 Max. :97.00 Max. :99.000 Max. :7.000
## NA's :48
## cond_act p1 p2 p3_1
## Min. : 1.000 Min. :1.000 Min. :0.000 Min. :0.000
## 1st Qu.: 1.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:1.000
## Median : 1.000 Median :1.000 Median :1.000 Median :2.000
## Mean : 3.269 Mean :1.019 Mean :1.419 Mean :1.565
## 3rd Qu.: 7.000 3rd Qu.:1.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :10.000 Max. :2.000 Max. :2.000 Max. :2.000
##
## p3_2 p3_3 p3_4 p3_5
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.00
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:1.00
## Median :2.000 Median :2.000 Median :2.000 Median :2.00
## Mean :1.742 Mean :1.784 Mean :1.909 Mean :1.61
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.00
## Max. :2.000 Max. :2.000 Max. :2.000 Max. :2.00
##
## p4 p5 p5_6esp p6_1
## Min. : 0.000 Min. :0.00 Length:1996 Min. :0.0000
## 1st Qu.: 0.000 1st Qu.:0.00 Class :character 1st Qu.:0.0000
## Median : 0.000 Median :0.00 Mode :character Median :0.0000
## Mean : 1.381 Mean :1.34 Mean :0.7665
## 3rd Qu.: 2.000 3rd Qu.:3.00 3rd Qu.:2.0000
## Max. :80.000 Max. :6.00 Max. :2.0000
##
## p6_2 p6_3 p6_4 p6_5
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.6784 Mean :0.6759 Mean :0.6473 Mean :0.6979
## 3rd Qu.:2.0000 3rd Qu.:2.0000 3rd Qu.:1.0000 3rd Qu.:2.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p6_6 p6_6esp p7 p7_3
## Min. :0.0000 Length:1996 Min. :0.0000 Min. : 0
## 1st Qu.:0.0000 Class :character 1st Qu.:0.0000 1st Qu.: 0
## Median :0.0000 Mode :character Median :0.0000 Median : 0
## Mean :0.7956 Mean :0.8682 Mean : 2137
## 3rd Qu.:2.0000 3rd Qu.:2.0000 3rd Qu.: 0
## Max. :2.0000 Max. :3.0000 Max. :999999
##
## p8_1 p8_2 p9 p9_5esp
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Length:1996
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 Class :character
## Median :0.0000 Median :0.0000 Median :0.0000 Mode :character
## Mean :0.6904 Mean :0.4749 Mean :0.4594
## 3rd Qu.:2.0000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2.0000 Max. :2.0000 Max. :5.0000
##
## p10 p11 p11_6esp p12_1
## Min. : 0.000 Min. :0.0000 Length:1996 Min. :0.0000
## 1st Qu.: 0.000 1st Qu.:0.0000 Class :character 1st Qu.:0.0000
## Median : 0.000 Median :0.0000 Mode :character Median :0.0000
## Mean : 0.756 Mean :0.7771 Mean :0.4254
## 3rd Qu.: 0.000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :70.000 Max. :6.0000 Max. :2.0000
##
## p12_2 p12_3 p12_4 p12_5
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.4088 Mean :0.4013 Mean :0.4018 Mean :0.4143
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p12_6 p12_7 p12_8 p12_9
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.4008 Mean :0.3978 Mean :0.3798 Mean :0.4409
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p12_9esp p13 p13_3 p14_1
## Length:1996 Min. :0.0000 Min. : 0.00 Min. :0.0000
## Class :character 1st Qu.:0.0000 1st Qu.: 0.00 1st Qu.:0.0000
## Mode :character Median :0.0000 Median : 0.00 Median :0.0000
## Mean :0.4755 Mean : 12.73 Mean :0.3988
## 3rd Qu.:0.0000 3rd Qu.: 0.00 3rd Qu.:0.0000
## Max. :3.0000 Max. :3500.00 Max. :2.0000
##
## p14_2 p15 p15_5esp p16
## Min. :0.000 Min. :0.0000 Length:1996 Min. : 0.0000
## 1st Qu.:0.000 1st Qu.:0.0000 Class :character 1st Qu.: 0.0000
## Median :0.000 Median :0.0000 Mode :character Median : 0.0000
## Mean :0.256 Mean :0.2956 Mean : 0.5792
## 3rd Qu.:0.000 3rd Qu.:0.0000 3rd Qu.: 0.0000
## Max. :2.000 Max. :5.0000 Max. :50.0000
##
## p17 p17_6esp p18_1 p18_2
## Min. :0.0000 Length:1996 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 Class :character 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Mode :character Median :0.0000 Median :0.0000
## Mean :0.5842 Mean :0.2244 Mean :0.2355
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :6.0000 Max. :2.0000 Max. :2.0000
##
## p18_3 p18_4 p18_5 p19
## Min. :0.000 Min. :0.000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.000 Median :0.000 Median :0.0000 Median :0.0000
## Mean :0.235 Mean :0.254 Mean :0.2129 Mean :0.4228
## 3rd Qu.:0.000 3rd Qu.:0.000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :2.000 Max. :2.000 Max. :2.0000 Max. :3.0000
##
## p19_3 p20_1 p20_2 p21
## Min. : 0 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.: 0 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median : 0 Median :0.0000 Median :0.0000 Median :0.0000
## Mean : 1006 Mean :0.3307 Mean :0.2039 Mean :0.2525
## 3rd Qu.: 0 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :999999 Max. :2.0000 Max. :2.0000 Max. :5.0000
##
## p21_5esp p22 p23_1 p23_2
## Length:1996 Min. :0.0000 Min. :0.00000 Min. :0.00000
## Class :character 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.:0.00000
## Mode :character Median :0.0000 Median :0.00000 Median :0.00000
## Mean :0.1658 Mean :0.07415 Mean :0.08417
## 3rd Qu.:0.0000 3rd Qu.:0.00000 3rd Qu.:0.00000
## Max. :5.0000 Max. :2.00000 Max. :2.00000
##
## p24 p25 p25_6esp p26
## Min. :0.0000 Min. :0.000 Length:1996 Min. : 0.00
## 1st Qu.:0.0000 1st Qu.:0.000 Class :character 1st Qu.: 0.00
## Median :0.0000 Median :0.000 Mode :character Median : 20.00
## Mean :0.8091 Mean :1.053 Mean : 27.44
## 3rd Qu.:1.0000 3rd Qu.:3.000 3rd Qu.: 30.00
## Max. :5.0000 Max. :6.000 Max. :480.00
##
## p27 p28 p28_7esp p29 p30
## Min. :0.000 Min. :0.0000 Length:1996 Min. :0.00 Min. :0
## 1st Qu.:0.000 1st Qu.:0.0000 Class :character 1st Qu.:0.00 1st Qu.:0
## Median :2.000 Median :0.0000 Mode :character Median :2.00 Median :3
## Mean :1.195 Mean :0.6012 Mean :1.62 Mean :2
## 3rd Qu.:2.000 3rd Qu.:0.0000 3rd Qu.:3.00 3rd Qu.:3
## Max. :2.000 Max. :7.0000 Max. :4.00 Max. :4
##
## p31 p32 p32_6esp p33_1
## Min. :0.000 Min. :0.0000 Length:1996 Min. :0.000
## 1st Qu.:0.000 1st Qu.:0.0000 Class :character 1st Qu.:2.000
## Median :1.000 Median :0.0000 Mode :character Median :2.000
## Mean :1.034 Mean :0.8888 Mean :1.804
## 3rd Qu.:2.000 3rd Qu.:1.0000 3rd Qu.:2.000
## Max. :2.000 Max. :6.0000 Max. :2.000
##
## p33_2 p33_3 p33_4 p34_1
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:1.000
## Median :2.000 Median :2.000 Median :2.000 Median :2.000
## Mean :1.868 Mean :1.902 Mean :1.843 Mean :1.691
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :2.000 Max. :2.000 Max. :2.000 Max. :3.000
##
## p34_2 p34_3 p34_3_1 p34_4
## Min. :0.000 Min. :0.000 Min. :0.0000 Min. :0.000
## 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:0.0000 1st Qu.:1.000
## Median :1.000 Median :2.000 Median :0.0000 Median :1.000
## Mean :1.487 Mean :1.649 Mean :0.5616 Mean :1.432
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:1.0000 3rd Qu.:2.000
## Max. :3.000 Max. :3.000 Max. :3.0000 Max. :3.000
##
## p34_4_1 p35 p36_1 p36_2
## Min. :0.000 Min. :0.0000 Min. :0.000 Min. :0.000
## 1st Qu.:0.000 1st Qu.:1.0000 1st Qu.:1.000 1st Qu.:1.000
## Median :1.000 Median :1.0000 Median :1.000 Median :1.000
## Mean :0.999 Mean :0.9895 Mean :1.421 Mean :1.228
## 3rd Qu.:1.000 3rd Qu.:1.0000 3rd Qu.:2.000 3rd Qu.:1.000
## Max. :6.000 Max. :2.0000 Max. :3.000 Max. :3.000
##
## p36_3 p36_4 factor h_lec
## Min. :0.000 Min. :0.000 Min. : 1634 Min. :0.000
## 1st Qu.:1.000 1st Qu.:1.000 1st Qu.: 12854 1st Qu.:1.000
## Median :1.000 Median :1.000 Median : 18528 Median :1.000
## Mean :1.337 Mean :1.444 Mean : 21120 Mean :2.182
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.: 26649 3rd Qu.:4.000
## Max. :3.000 Max. :3.000 Max. :105760 Max. :4.000
##
## mat_lec perslec l_format r_format
## Min. :0.000 Min. :0.000 Min. :0.0000 Min. :0.0000
## 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :3.000 Median :1.000 Median :0.0000 Median :0.0000
## Mean :2.752 Mean :1.307 Mean :0.7495 Mean :0.4148
## 3rd Qu.:4.000 3rd Qu.:2.000 3rd Qu.:2.0000 3rd Qu.:0.0000
## Max. :4.000 Max. :2.000 Max. :3.0000 Max. :3.0000
##
## p_format perslecl
## Min. :0.0000 Min. :0.000
## 1st Qu.:0.0000 1st Qu.:1.000
## Median :0.0000 Median :1.000
## Mean :0.3347 Mean :1.398
## 3rd Qu.:0.0000 3rd Qu.:2.000
## Max. :3.0000 Max. :2.000
##
str(m24)
## 'data.frame': 2016 obs. of 108 variables:
## $ folio : chr "12B221" "12B221" "12B221" "12B221" ...
## $ entidad : int 1 1 1 1 1 1 1 1 1 1 ...
## $ control : int 40002 40002 40002 40002 40003 40003 40003 40003 40028 40028 ...
## $ viv_sel : int 2 1 3 4 1 2 4 3 2 3 ...
## $ num_hog : int 1 1 1 1 1 1 1 1 1 1 ...
## $ hog_mud : int 0 0 0 0 0 0 0 0 0 0 ...
## $ n_ren_el: int 1 1 1 2 1 1 1 2 1 1 ...
## $ cd : int 14 14 14 14 14 14 14 14 14 14 ...
## $ periodo : int 224 224 224 224 224 224 224 224 224 224 ...
## $ sexo : int 1 1 1 1 1 1 2 2 1 2 ...
## $ edad : int 52 55 59 30 54 30 66 45 26 41 ...
## $ nivel : int 3 3 3 4 3 4 2 3 4 4 ...
## $ anio : int 3 3 3 3 3 3 6 3 3 3 ...
## $ cond_act: int 9 1 1 1 1 1 7 7 1 1 ...
## $ p1 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p2 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p3_1 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p3_2 : int 2 2 2 2 2 2 2 2 1 2 ...
## $ p3_3 : int 2 2 2 2 1 2 2 2 1 2 ...
## $ p3_4 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p3_5 : int 2 2 2 2 2 1 2 2 1 1 ...
## $ p4 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p5 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p5_6esp : chr "" "" "" "" ...
## $ p6_1 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p6_2 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p6_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p6_4 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p6_5 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p6_6 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p6_6esp : chr "" "" "" "" ...
## $ p7 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p7_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p8_1 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p8_2 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p9 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p9_5esp : chr "" "" "" "" ...
## $ p10 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p11 : int 0 0 0 0 0 0 0 0 4 0 ...
## $ p11_6esp: chr "" "" "" "" ...
## $ p12_1 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_2 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_3 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_4 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p12_5 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_6 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_7 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p12_8 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_9 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p12_9esp: chr "" "" "" "" ...
## $ p13 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p13_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p14_1 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p14_2 : int 0 0 0 0 0 0 0 0 2 0 ...
## $ p15 : int 0 0 0 0 0 0 0 0 1 0 ...
## $ p15_5esp: chr "" "" "" "" ...
## $ p16 : int 0 0 0 0 1 0 0 0 1 0 ...
## $ p17 : int 0 0 0 0 4 0 0 0 4 0 ...
## $ p17_6esp: chr "" "" "" "" ...
## $ p18_1 : int 0 0 0 0 1 0 0 0 1 0 ...
## $ p18_2 : int 0 0 0 0 1 0 0 0 2 0 ...
## $ p18_3 : int 0 0 0 0 1 0 0 0 1 0 ...
## $ p18_4 : int 0 0 0 0 1 0 0 0 1 0 ...
## $ p18_5 : int 0 0 0 0 1 0 0 0 1 0 ...
## $ p19 : int 0 0 0 0 2 0 0 0 2 0 ...
## $ p19_3 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p20_1 : int 0 0 0 0 1 0 0 0 1 0 ...
## $ p20_2 : int 0 0 0 0 2 0 0 0 2 0 ...
## $ p21 : int 0 0 0 0 1 0 0 0 2 0 ...
## $ p21_5esp: chr "" "" "" "" ...
## $ p22 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p23_1 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p23_2 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p24 : int 0 0 0 0 0 5 0 0 5 5 ...
## $ p25 : int 0 0 0 0 0 4 0 0 1 4 ...
## $ p25_6esp: chr "" "" "" "" ...
## $ p26 : int 0 0 0 0 20 15 0 0 20 10 ...
## $ p27 : int 0 0 0 0 2 2 0 0 2 2 ...
## $ p28 : int 0 0 0 0 0 0 0 0 0 0 ...
## $ p28_7esp: chr "" "" "" "" ...
## $ p29 : int 0 0 0 0 2 2 0 0 2 2 ...
## $ p30 : int 0 0 0 0 3 3 0 0 3 3 ...
## $ p31 : int 0 0 0 0 2 2 0 0 2 2 ...
## $ p32 : int 5 2 3 4 0 0 2 3 0 0 ...
## $ p32_6esp: chr "" "" "" "" ...
## $ p33_1 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_2 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_3 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p33_4 : int 2 2 2 2 2 2 2 2 2 2 ...
## $ p34_1 : int 2 2 2 2 2 1 2 2 1 1 ...
## $ p34_2 : int 1 2 1 2 2 1 1 2 1 1 ...
## $ p34_3 : int 2 2 2 2 2 1 2 2 1 1 ...
## $ p34_3_1 : int 0 0 0 0 0 1 0 0 2 1 ...
## $ p34_4 : int 1 2 1 1 1 1 1 1 1 1 ...
## $ p34_4_1 : int 1 0 1 1 1 1 1 1 1 1 ...
## $ p35 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p36_1 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p36_2 : int 1 1 1 1 1 1 1 1 1 1 ...
## $ p36_3 : int 1 1 1 1 1 1 1 1 1 1 ...
## [list output truncated]
names(m24)
## [1] "folio" "entidad" "control" "viv_sel" "num_hog" "hog_mud"
## [7] "n_ren_el" "cd" "periodo" "sexo" "edad" "nivel"
## [13] "anio" "cond_act" "p1" "p2" "p3_1" "p3_2"
## [19] "p3_3" "p3_4" "p3_5" "p4" "p5" "p5_6esp"
## [25] "p6_1" "p6_2" "p6_3" "p6_4" "p6_5" "p6_6"
## [31] "p6_6esp" "p7" "p7_3" "p8_1" "p8_2" "p9"
## [37] "p9_5esp" "p10" "p11" "p11_6esp" "p12_1" "p12_2"
## [43] "p12_3" "p12_4" "p12_5" "p12_6" "p12_7" "p12_8"
## [49] "p12_9" "p12_9esp" "p13" "p13_3" "p14_1" "p14_2"
## [55] "p15" "p15_5esp" "p16" "p17" "p17_6esp" "p18_1"
## [61] "p18_2" "p18_3" "p18_4" "p18_5" "p19" "p19_3"
## [67] "p20_1" "p20_2" "p21" "p21_5esp" "p22" "p23_1"
## [73] "p23_2" "p24" "p25" "p25_6esp" "p26" "p27"
## [79] "p28" "p28_7esp" "p29" "p30" "p31" "p32"
## [85] "p32_6esp" "p33_1" "p33_2" "p33_3" "p33_4" "p34_1"
## [91] "p34_2" "p34_3" "p34_3_1" "p34_4" "p34_4_1" "p35"
## [97] "p36_1" "p36_2" "p36_3" "p36_4" "factor" "h_lec"
## [103] "mat_lec" "perslec" "l_format" "r_format" "p_format" "perslecl"
head(m24)
## folio entidad control viv_sel num_hog hog_mud n_ren_el cd periodo sexo edad
## 1 12B221 1 40002 2 1 0 1 14 224 1 52
## 2 12B221 1 40002 1 1 0 1 14 224 1 55
## 3 12B221 1 40002 3 1 0 1 14 224 1 59
## 4 12B221 1 40002 4 1 0 2 14 224 1 30
## 5 11B213 1 40003 1 1 0 1 14 224 1 54
## 6 11B213 1 40003 2 1 0 1 14 224 1 30
## nivel anio cond_act p1 p2 p3_1 p3_2 p3_3 p3_4 p3_5 p4 p5 p5_6esp p6_1 p6_2
## 1 3 3 9 1 2 2 2 2 2 2 0 0 0 0
## 2 3 3 1 1 2 2 2 2 2 2 0 0 0 0
## 3 3 3 1 1 2 2 2 2 2 2 0 0 0 0
## 4 4 3 1 1 2 2 2 2 2 2 0 0 0 0
## 5 3 3 1 1 2 2 2 1 2 2 0 0 0 0
## 6 4 3 1 1 2 2 2 2 2 1 0 0 0 0
## p6_3 p6_4 p6_5 p6_6 p6_6esp p7 p7_3 p8_1 p8_2 p9 p9_5esp p10 p11 p11_6esp
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0 0 0 0
## p12_1 p12_2 p12_3 p12_4 p12_5 p12_6 p12_7 p12_8 p12_9 p12_9esp p13 p13_3
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 0 0 0 0 0 0 0 0
## 6 0 0 0 0 0 0 0 0 0 0 0
## p14_1 p14_2 p15 p15_5esp p16 p17 p17_6esp p18_1 p18_2 p18_3 p18_4 p18_5 p19
## 1 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0
## 5 0 0 0 1 4 1 1 1 1 1 2
## 6 0 0 0 0 0 0 0 0 0 0 0
## p19_3 p20_1 p20_2 p21 p21_5esp p22 p23_1 p23_2 p24 p25 p25_6esp p26 p27 p28
## 1 0 0 0 0 0 0 0 0 0 0 0 0
## 2 0 0 0 0 0 0 0 0 0 0 0 0
## 3 0 0 0 0 0 0 0 0 0 0 0 0
## 4 0 0 0 0 0 0 0 0 0 0 0 0
## 5 0 1 2 1 0 0 0 0 0 20 2 0
## 6 0 0 0 0 0 0 0 5 4 15 2 0
## p28_7esp p29 p30 p31 p32 p32_6esp p33_1 p33_2 p33_3 p33_4 p34_1 p34_2 p34_3
## 1 0 0 0 5 2 2 2 2 2 1 2
## 2 0 0 0 2 2 2 2 2 2 2 2
## 3 0 0 0 3 2 2 2 2 2 1 2
## 4 0 0 0 4 2 2 2 2 2 2 2
## 5 2 3 2 0 2 2 2 2 2 2 2
## 6 2 3 2 0 2 2 2 2 1 1 1
## p34_3_1 p34_4 p34_4_1 p35 p36_1 p36_2 p36_3 p36_4 factor h_lec mat_lec
## 1 0 1 1 1 1 1 1 2 36731 4 4
## 2 0 2 0 1 1 1 1 2 9183 4 4
## 3 0 1 1 1 1 1 1 2 36731 4 4
## 4 0 1 1 1 1 1 1 1 18365 4 4
## 5 0 1 1 1 1 1 1 2 7488 3 3
## 6 1 1 1 1 1 1 1 1 7488 3 3
## perslec l_format r_format p_format perslecl
## 1 2 0 0 0 2
## 2 2 0 0 0 2
## 3 2 0 0 0 2
## 4 2 0 0 0 2
## 5 1 0 0 1 1
## 6 1 0 0 0 2
View(m24)
dim(m24)
## [1] 2016 108
summary(m24)
## folio entidad control viv_sel num_hog
## Length:2016 Min. : 1.00 Min. :40001 Min. :1.000 Min. :1
## Class :character 1st Qu.: 9.00 1st Qu.:40095 1st Qu.:1.750 1st Qu.:1
## Mode :character Median :15.00 Median :40191 Median :2.000 Median :1
## Mean :15.58 Mean :40244 Mean :2.493 Mean :1
## 3rd Qu.:20.25 3rd Qu.:40315 3rd Qu.:3.000 3rd Qu.:1
## Max. :32.00 Max. :41419 Max. :4.000 Max. :1
##
## hog_mud n_ren_el cd periodo
## Min. :0.00000 Min. :1.000 Min. : 1.00 Min. :224
## 1st Qu.:0.00000 1st Qu.:1.000 1st Qu.: 2.00 1st Qu.:224
## Median :0.00000 Median :1.000 Median : 9.00 Median :224
## Mean :0.03472 Mean :1.673 Mean :13.74 Mean :224
## 3rd Qu.:0.00000 3rd Qu.:2.000 3rd Qu.:25.00 3rd Qu.:224
## Max. :2.00000 Max. :8.000 Max. :43.00 Max. :224
##
## sexo edad nivel anio
## Min. :1.000 Min. :18.00 Min. : 0.00 Min. :1.000
## 1st Qu.:1.000 1st Qu.:33.00 1st Qu.: 3.00 1st Qu.:3.000
## Median :2.000 Median :46.00 Median : 4.00 Median :3.000
## Mean :1.574 Mean :46.49 Mean : 4.66 Mean :3.456
## 3rd Qu.:2.000 3rd Qu.:59.00 3rd Qu.: 7.00 3rd Qu.:4.000
## Max. :2.000 Max. :94.00 Max. :99.00 Max. :9.000
## NA's :48
## cond_act p1 p2 p3_1
## Min. : 1.000 Min. :1.000 Min. :0.000 Min. :0.000
## 1st Qu.: 1.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:1.000
## Median : 1.000 Median :1.000 Median :1.000 Median :2.000
## Mean : 3.325 Mean :1.023 Mean :1.405 Mean :1.552
## 3rd Qu.: 7.000 3rd Qu.:1.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :10.000 Max. :2.000 Max. :2.000 Max. :2.000
##
## p3_2 p3_3 p3_4 p3_5
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:1.000
## Median :2.000 Median :2.000 Median :2.000 Median :2.000
## Mean :1.745 Mean :1.781 Mean :1.912 Mean :1.588
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :2.000 Max. :2.000 Max. :2.000 Max. :2.000
##
## p4 p5 p5_6esp p6_1
## Min. : 0.000 Min. :0.000 Length:2016 Min. :0.0000
## 1st Qu.: 0.000 1st Qu.:0.000 Class :character 1st Qu.:0.0000
## Median : 0.000 Median :0.000 Mode :character Median :0.0000
## Mean : 1.275 Mean :1.348 Mean :0.7723
## 3rd Qu.: 2.000 3rd Qu.:3.000 3rd Qu.:2.0000
## Max. :70.000 Max. :6.000 Max. :2.0000
##
## p6_2 p6_3 p6_4 p6_5
## Min. :0.000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.686 Mean :0.6756 Mean :0.6458 Mean :0.7143
## 3rd Qu.:2.000 3rd Qu.:2.0000 3rd Qu.:1.0000 3rd Qu.:2.0000
## Max. :2.000 Max. :2.0000 Max. :2.0000 Max. :2.0000
##
## p6_6 p6_6esp p7 p7_3
## Min. :0.0000 Length:2016 Min. :0.0000 Min. : 0
## 1st Qu.:0.0000 Class :character 1st Qu.:0.0000 1st Qu.: 0
## Median :0.0000 Mode :character Median :0.0000 Median : 0
## Mean :0.8006 Mean :0.8591 Mean : 3115
## 3rd Qu.:2.0000 3rd Qu.:2.0000 3rd Qu.: 0
## Max. :2.0000 Max. :3.0000 Max. :999999
##
## p8_1 p8_2 p9 p9_5esp
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Length:2016
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 Class :character
## Median :0.0000 Median :0.0000 Median :0.0000 Mode :character
## Mean :0.7054 Mean :0.4772 Mean :0.4529
## 3rd Qu.:2.0000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2.0000 Max. :2.0000 Max. :5.0000
##
## p10 p11 p11_6esp p12_1
## Min. : 0.0000 Min. :0.0000 Length:2016 Min. :0.0000
## 1st Qu.: 0.0000 1st Qu.:0.0000 Class :character 1st Qu.:0.0000
## Median : 0.0000 Median :0.0000 Mode :character Median :0.0000
## Mean : 0.6349 Mean :0.7326 Mean :0.3973
## 3rd Qu.: 0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :25.0000 Max. :6.0000 Max. :2.0000
##
## p12_2 p12_3 p12_4 p12_5
## Min. :0.0000 Min. :0.000 Min. :0.000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.0000
## Median :0.0000 Median :0.000 Median :0.000 Median :0.0000
## Mean :0.3824 Mean :0.371 Mean :0.377 Mean :0.3879
## 3rd Qu.:0.0000 3rd Qu.:0.000 3rd Qu.:0.000 3rd Qu.:0.0000
## Max. :2.0000 Max. :2.000 Max. :2.000 Max. :2.0000
##
## p12_6 p12_7 p12_8 p12_9
## Min. :0.000 Min. :0.000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.000 Median :0.000 Median :0.0000 Median :0.0000
## Mean :0.371 Mean :0.369 Mean :0.3562 Mean :0.4172
## 3rd Qu.:0.000 3rd Qu.:0.000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :2.000 Max. :2.000 Max. :2.0000 Max. :2.0000
##
## p12_9esp p13 p13_3 p14_1
## Length:2016 Min. :0.000 Min. : 0.0 Min. :0.000
## Class :character 1st Qu.:0.000 1st Qu.: 0.0 1st Qu.:0.000
## Mode :character Median :0.000 Median : 0.0 Median :0.000
## Mean :0.433 Mean : 506.5 Mean :0.372
## 3rd Qu.:0.000 3rd Qu.: 0.0 3rd Qu.:0.000
## Max. :3.000 Max. :999999.0 Max. :2.000
##
## p14_2 p15 p15_5esp p16
## Min. :0.000 Min. :0.0000 Length:2016 Min. : 0.0000
## 1st Qu.:0.000 1st Qu.:0.0000 Class :character 1st Qu.: 0.0000
## Median :0.000 Median :0.0000 Mode :character Median : 0.0000
## Mean :0.247 Mean :0.2688 Mean : 0.5749
## 3rd Qu.:0.000 3rd Qu.:0.0000 3rd Qu.: 0.0000
## Max. :2.000 Max. :5.0000 Max. :60.0000
##
## p17 p17_6esp p18_1 p18_2
## Min. :0.0000 Length:2016 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 Class :character 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Mode :character Median :0.0000 Median :0.0000
## Mean :0.5794 Mean :0.2163 Mean :0.2272
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :6.0000 Max. :2.0000 Max. :2.0000
##
## p18_3 p18_4 p18_5 p19
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.2361 Mean :0.2594 Mean :0.2133 Mean :0.3904
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :2.0000 Max. :2.0000 Max. :2.0000 Max. :3.0000
##
## p19_3 p20_1 p20_2 p21
## Min. : 0.0 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.: 0.0 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median : 0.0 Median :0.0000 Median :0.0000 Median :0.0000
## Mean : 995.8 Mean :0.3115 Mean :0.2039 Mean :0.2411
## 3rd Qu.: 0.0 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :999999.0 Max. :2.0000 Max. :2.0000 Max. :5.0000
##
## p21_5esp p22 p23_1 p23_2
## Length:2016 Min. :0.0000 Min. :0.00000 Min. :0.000
## Class :character 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.:0.000
## Mode :character Median :0.0000 Median :0.00000 Median :0.000
## Mean :0.1443 Mean :0.05804 Mean :0.063
## 3rd Qu.:0.0000 3rd Qu.:0.00000 3rd Qu.:0.000
## Max. :5.0000 Max. :2.00000 Max. :2.000
##
## p24 p25 p25_6esp p26
## Min. :0.0000 Min. :0.000 Length:2016 Min. : 0.00
## 1st Qu.:0.0000 1st Qu.:0.000 Class :character 1st Qu.: 0.00
## Median :0.0000 Median :0.000 Mode :character Median : 20.00
## Mean :0.7986 Mean :1.117 Mean : 26.78
## 3rd Qu.:1.0000 3rd Qu.:3.000 3rd Qu.: 30.00
## Max. :5.0000 Max. :6.000 Max. :360.00
##
## p27 p28 p28_7esp p29
## Min. :0.00 Min. :0.000 Length:2016 Min. :0.00
## 1st Qu.:0.00 1st Qu.:0.000 Class :character 1st Qu.:0.00
## Median :2.00 Median :0.000 Mode :character Median :2.00
## Mean :1.23 Mean :0.557 Mean :1.68
## 3rd Qu.:2.00 3rd Qu.:0.000 3rd Qu.:3.00
## Max. :2.00 Max. :7.000 Max. :4.00
##
## p30 p31 p32 p32_6esp
## Min. :0.000 Min. :0.000 Min. :0.0000 Length:2016
## 1st Qu.:0.000 1st Qu.:0.000 1st Qu.:0.0000 Class :character
## Median :3.000 Median :1.000 Median :0.0000 Mode :character
## Mean :1.995 Mean :1.056 Mean :0.8175
## 3rd Qu.:3.000 3rd Qu.:2.000 3rd Qu.:1.0000
## Max. :4.000 Max. :2.000 Max. :6.0000
##
## p33_1 p33_2 p33_3 p33_4 p34_1
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.00
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:1.00
## Median :2.000 Median :2.000 Median :2.000 Median :2.000 Median :2.00
## Mean :1.787 Mean :1.868 Mean :1.887 Mean :1.824 Mean :1.67
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:2.00
## Max. :2.000 Max. :2.000 Max. :2.000 Max. :2.000 Max. :3.00
##
## p34_2 p34_3 p34_3_1 p34_4
## Min. :0.000 Min. :0.00 Min. :0.0000 Min. :0.000
## 1st Qu.:1.000 1st Qu.:1.00 1st Qu.:0.0000 1st Qu.:1.000
## Median :1.000 Median :2.00 Median :0.0000 Median :1.000
## Mean :1.477 Mean :1.64 Mean :0.5437 Mean :1.427
## 3rd Qu.:2.000 3rd Qu.:2.00 3rd Qu.:1.0000 3rd Qu.:2.000
## Max. :3.000 Max. :3.00 Max. :3.0000 Max. :3.000
##
## p34_4_1 p35 p36_1 p36_2
## Min. :0.000 Min. :0.0000 Min. :0.000 Min. :0.000
## 1st Qu.:0.000 1st Qu.:1.0000 1st Qu.:1.000 1st Qu.:1.000
## Median :1.000 Median :1.0000 Median :1.000 Median :1.000
## Mean :0.998 Mean :0.9871 Mean :1.357 Mean :1.188
## 3rd Qu.:1.000 3rd Qu.:1.0000 3rd Qu.:2.000 3rd Qu.:1.000
## Max. :6.000 Max. :2.0000 Max. :3.000 Max. :3.000
##
## p36_3 p36_4 factor h_lec
## Min. :0.000 Min. :0.000 Min. : 3576 Min. :0.000
## 1st Qu.:1.000 1st Qu.:1.000 1st Qu.: 12994 1st Qu.:1.000
## Median :1.000 Median :1.000 Median : 18445 Median :1.000
## Mean :1.293 Mean :1.397 Mean : 21196 Mean :2.141
## 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.: 26839 3rd Qu.:4.000
## Max. :3.000 Max. :3.000 Max. :124941 Max. :4.000
##
## mat_lec perslec l_format r_format
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :0.0000
## 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:0.000 1st Qu.:0.0000
## Median :3.000 Median :1.000 Median :0.000 Median :0.0000
## Mean :2.714 Mean :1.284 Mean :0.748 Mean :0.3869
## 3rd Qu.:4.000 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:0.0000
## Max. :4.000 Max. :2.000 Max. :3.000 Max. :3.0000
##
## p_format perslecl
## Min. :0.0000 Min. :0.000
## 1st Qu.:0.0000 1st Qu.:1.000
## Median :0.0000 Median :1.000
## Mean :0.3165 Mean :1.376
## 3rd Qu.:0.0000 3rd Qu.:2.000
## Max. :3.0000 Max. :2.000
##
files <- c(
"Datos_molec_2020-1.csv",
"Datos_molec_2021-1.csv",
"Datos_molec_2022-1.csv",
"Datos_molec_2023-1.csv",
"Datos_molec_2024-1.csv"
)
years <- c(2020, 2021, 2022, 2024, 2023)
aliases <- list(
sabe_leer_escribir = c("p1", "p_1", "sabe_leer", "sabe_leer_escribir", "leer_escribir"),
nivel_aprobado = c("nivel", "nivel_aprobado", "escolaridad", "grado_aprob", "ultimo_grado"),
condicion_actividad= c("cond_act", "condicion_actividad", "cond_act_pea"),
libros_origen = c("p7", "p07", "libros_origen", "libro_origen"),
libros_gasto = c("p7_3", "p07_3", "p7_03", "gasto_libros", "libros_gasto"),
libros_leidos_12m = c(
"p4","p04","libros_leidos","num_libros","cuantos_libros",
"libros_12m","libros_ultimos_12_meses","libros_12_meses"
),
revistas_origen = c("p13", "p013", "revistas_origen", "revista_origen"),
revistas_gasto = c("p13_3", "p013_3", "p13_03", "gasto_revistas", "revistas_gasto"),
revistas_leidas_3m = c(
"p10","p010","revistas_leidas","num_revistas","cuantas_revistas",
"revistas_3m","revistas_ultimos_3_meses"
),
periodicos_origen = c("p19", "p019", "periodicos_origen", "periodico_origen"),
periodicos_gasto = c("p19_3", "p019_3", "p19_03", "gasto_periodicos", "periodicos_gasto"),
periodicos_leidos_sem = c(
"p16","p016","periodicos_leidos","num_periodicos","cuantos_periodicos",
"periodicos_semana","periodicos_ult_semana"
),
internet_motivo = c("p25", "p025", "motivo_internet", "internet_motivo"),
internet_motivo_otro = c("p25_6esp", "p025_6esp", "p25_06esp", "internet_otro_esp", "internet_motivo_otro"),
no_lectura_motivo = c("p32", "p032", "no_lectura_motivo", "motivo_no_lectura"),
no_lectura_otro = c("p32_6esp", "p032_6esp", "p32_06esp", "no_lectura_otro_esp", "no_lectura_otro"),
lectura_minutos = c("p26", "p026", "p26_minutos", "minutos_lectura","minutos_continuos", "p26_min", "minutos")
)
standard_vars <- names(aliases)
harmonize_one <- function(path, year, aliases) {
df_raw <- suppressMessages(read_csv(path, col_types = cols(.default = col_character())))
df <- clean_names(df_raw)
nm <- names(df)
pick_first <- function(cands) {
cands_clean <- cands |>
tolower() |>
str_replace_all("[^a-z0-9_]", "_")
hit <- intersect(cands_clean, nm)
if (length(hit) > 0) hit[[1]] else NA_character_
}
n <- nrow(df)
out <- tibble(year = rep(year, n))
for (std in standard_vars) {
src <- pick_first(aliases[[std]])
if (!is.na(src)) {
out[[std]] <- df[[src]]
} else {
out[[std]] <- NA_character_
message("Año ", year, ": no se encontró columna para '", std, "'.")
}
}
out
}
molec_list <- map2(files, years, ~ harmonize_one(.x, .y, aliases))
molec <- bind_rows(molec_list)
molec <- molec %>%
mutate(
libros_gasto_num = suppressWarnings(as.numeric(libros_gasto)),
revistas_gasto_num = suppressWarnings(as.numeric(revistas_gasto)),
periodicos_gasto_num = suppressWarnings(as.numeric(periodicos_gasto)),
gasto_total = rowSums(cbind(libros_gasto_num, revistas_gasto_num, periodicos_gasto_num), na.rm = TRUE),
sabe_leer_bin = case_when(
str_detect(str_trim(tolower(sabe_leer_escribir)), "^(si|sí|1)$") ~ 1,
str_detect(str_trim(tolower(sabe_leer_escribir)), "^(no|0)$") ~ 0,
TRUE ~ NA_real_
)
) %>%
select(year, all_of(standard_vars), gasto_total, sabe_leer_bin)
molec <- molec %>%
mutate(
internet_motivo = case_when(
!is.na(internet_motivo_otro) & str_trim(internet_motivo_otro) != "" ~ "Otro",
TRUE ~ internet_motivo
),
# Igual para no_lectura
no_lectura_motivo = case_when(
!is.na(no_lectura_otro) & str_trim(no_lectura_otro) != "" ~ "Otro",
TRUE ~ no_lectura_motivo
)
) %>%
select(-internet_motivo_otro, -no_lectura_otro)
molec <- molec %>%
select(-gasto_total, -sabe_leer_bin)
View(molec)
molec<- na.omit(molec)
for (yy in years) {
df_y <- subset(molec, year == yy)
write.csv(df_y, paste0("DatosEquipo#_", yy, ".csv"), row.names = FALSE)
}
numify <- function(x) {
y <- readr::parse_number(x, locale = readr::locale(decimal_mark = ".", grouping_mark = ","))
if (mean(is.na(y)) > 0.9) {
y <- readr::parse_number(x, locale = readr::locale(decimal_mark = ",", grouping_mark = "."))
}
y
}
molec <- molec %>%
dplyr::mutate(
libros_gasto_num = numify(libros_gasto),
revistas_gasto_num = numify(revistas_gasto),
periodicos_gasto_num = numify(periodicos_gasto),
libros_leidos_12m_num = numify(libros_leidos_12m),
revistas_leidas_3m_num = numify(revistas_leidas_3m),
periodicos_leidos_sem_num = numify(periodicos_leidos_sem),
lectura_minutos_num = numify(lectura_minutos)
)
molec <- molec %>%
dplyr::select(-libros_gasto, -revistas_gasto, -periodicos_gasto, -lectura_minutos,-libros_leidos_12m,-revistas_leidas_3m,-periodicos_leidos_sem)
write.csv(molec, "DatosEquipo#.csv", row.names = FALSE)
str(molec)
## tibble [9,986 × 16] (S3: tbl_df/tbl/data.frame)
## $ year : num [1:9986] 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 ...
## $ sabe_leer_escribir : chr [1:9986] "1" "1" "1" "1" ...
## $ nivel_aprobado : chr [1:9986] "2" "3" "3" "7" ...
## $ condicion_actividad : chr [1:9986] "1" "7" "1" "1" ...
## $ libros_origen : chr [1:9986] "2" "0" "0" "2" ...
## $ revistas_origen : chr [1:9986] "2" "0" "0" "0" ...
## $ periodicos_origen : chr [1:9986] "2" "0" "0" "2" ...
## $ internet_motivo : chr [1:9986] "4" "4" "0" "4" ...
## $ no_lectura_motivo : chr [1:9986] "0" "0" "3" "0" ...
## $ libros_gasto_num : num [1:9986] 0 0 0 0 0 0 0 0 0 0 ...
## $ revistas_gasto_num : num [1:9986] 0 0 0 0 0 0 0 0 0 0 ...
## $ periodicos_gasto_num : num [1:9986] 0 0 0 0 0 0 0 0 0 0 ...
## $ libros_leidos_12m_num : num [1:9986] 1 0 0 2 2 0 0 0 0 1 ...
## $ revistas_leidas_3m_num : num [1:9986] 2 0 0 0 0 2 0 0 0 0 ...
## $ periodicos_leidos_sem_num: num [1:9986] 1 0 0 1 0 0 1 1 0 0 ...
## $ lectura_minutos_num : num [1:9986] 30 10 0 20 20 30 20 10 0 60 ...
names(molec)
## [1] "year" "sabe_leer_escribir"
## [3] "nivel_aprobado" "condicion_actividad"
## [5] "libros_origen" "revistas_origen"
## [7] "periodicos_origen" "internet_motivo"
## [9] "no_lectura_motivo" "libros_gasto_num"
## [11] "revistas_gasto_num" "periodicos_gasto_num"
## [13] "libros_leidos_12m_num" "revistas_leidas_3m_num"
## [15] "periodicos_leidos_sem_num" "lectura_minutos_num"
head(molec)
## # A tibble: 6 × 16
## year sabe_leer_escribir nivel_aprobado condicion_actividad libros_origen
## <dbl> <chr> <chr> <chr> <chr>
## 1 2020 1 2 1 2
## 2 2020 1 3 7 0
## 3 2020 1 3 1 0
## 4 2020 1 7 1 2
## 5 2020 1 6 7 2
## 6 2020 1 3 1 0
## # ℹ 11 more variables: revistas_origen <chr>, periodicos_origen <chr>,
## # internet_motivo <chr>, no_lectura_motivo <chr>, libros_gasto_num <dbl>,
## # revistas_gasto_num <dbl>, periodicos_gasto_num <dbl>,
## # libros_leidos_12m_num <dbl>, revistas_leidas_3m_num <dbl>,
## # periodicos_leidos_sem_num <dbl>, lectura_minutos_num <dbl>
View(molec)
dim(molec)
## [1] 9986 16
summary(molec)
## year sabe_leer_escribir nivel_aprobado condicion_actividad
## Min. :2020 Length:9986 Length:9986 Length:9986
## 1st Qu.:2021 Class :character Class :character Class :character
## Median :2022 Mode :character Mode :character Mode :character
## Mean :2022
## 3rd Qu.:2023
## Max. :2024
## libros_origen revistas_origen periodicos_origen internet_motivo
## Length:9986 Length:9986 Length:9986 Length:9986
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## no_lectura_motivo libros_gasto_num revistas_gasto_num periodicos_gasto_num
## Length:9986 Min. : 0 Min. : 0.0 Min. : 0.0
## Class :character 1st Qu.: 0 1st Qu.: 0.0 1st Qu.: 0.0
## Mode :character Median : 0 Median : 0.0 Median : 0.0
## Mean : 2560 Mean : 316.8 Mean : 707.1
## 3rd Qu.: 0 3rd Qu.: 0.0 3rd Qu.: 0.0
## Max. :999999 Max. :999999.0 Max. :999999.0
## libros_leidos_12m_num revistas_leidas_3m_num periodicos_leidos_sem_num
## Min. : 0.000 Min. : 0.0000 Min. : 0.0000
## 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.: 0.0000
## Median : 0.000 Median : 0.0000 Median : 0.0000
## Mean : 1.454 Mean : 0.8603 Mean : 0.7752
## 3rd Qu.: 2.000 3rd Qu.: 0.0000 3rd Qu.: 0.0000
## Max. :99.000 Max. :90.0000 Max. :80.0000
## lectura_minutos_num
## Min. : 0.00
## 1st Qu.: 0.00
## Median : 20.00
## Mean : 28.03
## 3rd Qu.: 40.00
## Max. :480.00
colSums(is.na(molec))
## year sabe_leer_escribir nivel_aprobado
## 0 0 0
## condicion_actividad libros_origen revistas_origen
## 0 0 0
## periodicos_origen internet_motivo no_lectura_motivo
## 0 0 0
## libros_gasto_num revistas_gasto_num periodicos_gasto_num
## 0 0 0
## libros_leidos_12m_num revistas_leidas_3m_num periodicos_leidos_sem_num
## 0 0 0
## lectura_minutos_num
## 0
round(colSums(is.na(molec)) / nrow(molec) * 100, 2)
## year sabe_leer_escribir nivel_aprobado
## 0 0 0
## condicion_actividad libros_origen revistas_origen
## 0 0 0
## periodicos_origen internet_motivo no_lectura_motivo
## 0 0 0
## libros_gasto_num revistas_gasto_num periodicos_gasto_num
## 0 0 0
## libros_leidos_12m_num revistas_leidas_3m_num periodicos_leidos_sem_num
## 0 0 0
## lectura_minutos_num
## 0
table(molec$libros_gasto_num) +
prop.table(table(molec$libros_gasto_num))
##
## 0 1 10 15 20 25
## 8493.850491 1.000100 2.000200 1.000100 6.000601 1.000100
## 30 40 45 50 55 60
## 4.000401 7.000701 1.000100 11.001102 1.000100 10.001001
## 70 75 79 80 85 89
## 3.000300 1.000100 1.000100 5.000501 1.000100 1.000100
## 90 95 100 110 120 125
## 3.000300 1.000100 43.004306 1.000100 12.001202 2.000200
## 130 140 150 155 160 170
## 2.000200 2.000200 52.005207 1.000100 4.000401 3.000300
## 175 180 185 200 210 215
## 1.000100 9.000901 2.000200 103.010314 2.000200 1.000100
## 219 220 230 239 240 250
## 1.000100 3.000300 4.000401 1.000100 5.000501 40.004006
## 260 270 280 299 300 311
## 1.000100 2.000200 8.000801 1.000100 135.013519 1.000100
## 320 329 340 350 360 370
## 2.000200 1.000100 1.000100 30.003004 2.000200 2.000200
## 380 390 400 420 430 450
## 4.000401 2.000200 74.007410 1.000100 1.000100 15.001502
## 480 490 500 530 550 570
## 3.000300 1.000100 117.011716 1.000100 6.000601 1.000100
## 580 600 620 650 660 700
## 2.000200 101.010114 1.000100 7.000701 1.000100 37.003705
## 720 750 780 800 850 860
## 1.000100 14.001402 1.000100 66.006609 5.000501 1.000100
## 875 900 950 960 1000 1100
## 1.000100 25.002504 3.000300 1.000100 91.009113 3.000300
## 1200 1300 1400 1500 1560 1600
## 55.005508 12.001202 4.000401 66.006609 1.000100 8.000801
## 1700 1800 1900 2000 2200 2300
## 3.000300 10.001001 2.000200 54.005408 1.000100 2.000200
## 2400 2500 2599 2600 2700 3000
## 3.000300 14.001402 1.000100 1.000100 1.000100 30.003004
## 3400 3500 3600 4000 4200 5000
## 1.000100 9.000901 1.000100 14.001402 1.000100 20.002003
## 5200 6000 7000 7200 7500 8000
## 1.000100 7.000701 2.000200 1.000100 4.000401 3.000300
## 9999 10000 15000 24000 50000 120000
## 1.000100 3.000300 2.000200 1.000100 1.000100 1.000100
## 999999
## 24.002403