Todas las variables CALI Y PALMIRA

#factominer
library(bootstrap)
library(factoextra)
## Loading required package: ggplot2
## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa
library(FactoMineR)
library(haven)
library(ade4)
## 
## Attaching package: 'ade4'
## The following object is masked from 'package:FactoMineR':
## 
##     reconst
library(xtable)
library(readr)
library(data.table)
#library(ff)
#library(ffbase)
library(bigmemory)
library(foreach)
library(doParallel)
## Loading required package: iterators
## Loading required package: parallel
library(biglm)
## Loading required package: DBI
library(Factoshiny)
## Loading required package: shiny
## Loading required package: FactoInvestigate
library(readxl)
CaliyPalmira<-read_excel("C:/LAURA LUCIA/U/9/Tesis/MARZO/CaliyPalmira-TAINA.xlsx")

names(CaliyPalmira)
##  [1] "Total_act_sociales"     "Total_lug_act_sociales" "conoce_enf"            
##  [4] "p26"                    "S_sintomas"             "conoce_preven"         
##  [7] "S_prevención"           "creenvirus"             "contac_covid"          
## [10] "dx_covid"               "conf_presi"             "conf_alcaldia"         
## [13] "conf_gobern"            "conf_mensgobierno"      "p40"                   
## [16] "p42"                    "medios"                 "conf_mediocomu"        
## [19] "p46"                    "p47"                    "p48"                   
## [22] "p49"                    "p50_1"                  "p50_2"                 
## [25] "p50_3"                  "p51"                    "p52"                   
## [28] "p53"                    "p54"                    "p55"                   
## [31] "p56"                    "p57"                    "p58"                   
## [34] "p60"                    "cumple_lavamanos"       "cumple_tapaboca"       
## [37] "cumple_distancia"       "cumple_desinfecmano"    "Total_tapaboca"        
## [40] "Total_distancia"        "ID"                     "Municipio"
CaliyPalmira$creenvirus<-as.factor(CaliyPalmira$creenvirus)
CaliyPalmira$contac_covid<-as.factor(CaliyPalmira$contac_covid)
CaliyPalmira$dx_covid<-as.factor(CaliyPalmira$dx_covid)
names(CaliyPalmira)<-c(
  #1.voluntariedad
  "x11",
  "x12",
  #2.conocimiento
  "x21",
  "x22", #p26
  "x23",
  "x24",
  "x25", #p30
  #3.incertidumbre
  "x31", #p33
  "x32", #p35
  "x33", #p36
  #4.gubernamental
  "x41", 
  "x42", 
  "x43",
  "x44",#"recomen_efectiva",
  #5.salud
  "x51",
  #"p41", #factor
  "x52",
  #6.medios de comunicación
  "x61", #total_medios_comu
  "x62", #p43
  #"mensaje", #categórica p72
  #7.probabilidad de contagio
  "x71",
  "x72",
  "x73",
  "x74",
  "x75", 
  "x76",
  "x77",
  #8.severidad
  "x81",
  "x82",
  "x83",
  "x84",
  #9.susceptibilidad
  "x91", 
  "x92",
  "x93",
  "x94",
  #"p59_1", #factor
  #"p59_2", #factor
  #"p59_3", #factor
  #"p59_4", #factor
  "x95",
  #10.cumplimiento
  "x101", #p61
  "x102",
  "x103",
  "x104",
  "x105", #p76
  "x106",
  #otras
  "id",
  "Municipio"
)
#recodificar la voluntariedad
library(car)
## Loading required package: carData
summary(CaliyPalmira$x11) #de 0 a 5
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   0.000   0.000   1.000   1.265   2.000   5.000
CaliyPalmira$x11 <- recode(CaliyPalmira$x11,"5=0; 4=1; 3=2; 2=3; 1=4; 0=5")
summary(CaliyPalmira$x12) #de 0 a 8
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   0.000   1.000   1.000   1.633   2.000   8.000
CaliyPalmira$x12 <- recode(CaliyPalmira$x12,"8=0; 7=1; 6=2; 5=3; 4=4; 3=5; 2=6; 1=7; 0=8")
#x75 [23]
x75N<-as.factor(CaliyPalmira$x75)
summary(x75N)
##   1   2   3   4   5 
## 288  82 104 245 724
#x77 [25]
x77N<-as.factor(CaliyPalmira$x77)
summary(x77N)
##   1   2   3   4   5 
##  43  42 151 269 938

AFM CON TODAS LAS VARIABLES

##Análisis factorial múltiple
CaliyPalmira.FMA<-MFA(CaliyPalmira[,c(19:34)],
                      group=c(#2,
                              #5,
                              #3,
                              #4,
                              #2,
                              #2, #3
                              7,
                              4,
                              5
                              #6
                              ),
                      type=c(#'s',
                             #'s',
                             #'n',
                             #'s', #n
                             #'s',
                             #'s', #n
                             's',
                             's',
                             's'#,
                             #'s'
                             ),
                      name.group=c(#"Voluntariedad",
                                   #"Conocimiento",  
                                   #"Incertidumbre",
                                   #"Confianza gubernamental",
                                   #"Confianza sector salud",
                                   #"Confianza medios",
                                   "Probabilidad de contagio",
                                   "Severidad",
                                   "Susceptibilidad"), #,
                                   #"Cumplimiento"),
                      #num.group.sup=c(3),
                      graph=FALSE)

CaliyPalmira.FMA$eig
##         eigenvalue percentage of variance cumulative percentage of variance
## comp 1  1.95371969              37.354849                          37.35485
## comp 2  0.76278418              14.584328                          51.93918
## comp 3  0.46061251               8.806847                          60.74602
## comp 4  0.31307706               5.985990                          66.73201
## comp 5  0.27980231               5.349781                          72.08179
## comp 6  0.24472973               4.679198                          76.76099
## comp 7  0.21919631               4.191003                          80.95200
## comp 8  0.19355882               3.700818                          84.65281
## comp 9  0.16004627               3.060062                          87.71288
## comp 10 0.14217163               2.718302                          90.43118
## comp 11 0.11679648               2.233132                          92.66431
## comp 12 0.10867422               2.077836                          94.74215
## comp 13 0.08312730               1.589382                          96.33153
## comp 14 0.07144414               1.366002                          97.69753
## comp 15 0.06704119               1.281818                          98.97935
## comp 16 0.05338169               1.020651                         100.00000
CaliyPalmira.FMA$group$contrib
##                             Dim.1     Dim.2    Dim.3     Dim.4     Dim.5
## Probabilidad de contagio 22.07821 77.726865 15.65889 91.047532 84.042533
## Severidad                38.70329 13.287416 45.28145  6.939909  9.329046
## Susceptibilidad          39.21850  8.985719 39.05966  2.012559  6.628421
CaliyPalmira.FMA$group$correlation[,1:3]
##                              Dim.1     Dim.2     Dim.3
## Probabilidad de contagio 0.6636843 0.7801080 0.4438594
## Severidad                0.8746823 0.3278311 0.5848514
## Susceptibilidad          0.8775728 0.2757276 0.4690437
Coordenadas<-round(CaliyPalmira.FMA$quanti.var$coord[,c(1,2,3)],3);Coordenadas
##     Dim.1  Dim.2  Dim.3
## x71 0.534  0.705 -0.037
## x72 0.529  0.644 -0.040
## x73 0.531  0.659 -0.043
## x74 0.451  0.444  0.230
## x75 0.178  0.067  0.180
## x76 0.396  0.570  0.063
## x77 0.354 -0.037  0.365
## x81 0.608 -0.274  0.570
## x82 0.792 -0.295 -0.026
## x83 0.641 -0.310  0.494
## x84 0.810 -0.135  0.003
## x91 0.342 -0.197 -0.528
## x92 0.795 -0.165 -0.369
## x93 0.793 -0.182 -0.252
## x94 0.818 -0.177 -0.297
## x95 0.652 -0.300 -0.117
Contribu<-round(CaliyPalmira.FMA$quanti.var$contrib[,c(1,2,3)],3);Contribu
##      Dim.1  Dim.2  Dim.3
## x71  4.620 20.610  0.094
## x72  4.527 17.215  0.109
## x73  4.562 18.004  0.128
## x74  3.287  8.178  3.647
## x75  0.516  0.187  2.237
## x76  2.533 13.476  0.271
## x77  2.034  0.057  9.172
## x81  6.924  3.594 25.829
## x82 11.764  4.187  0.055
## x83  7.713  4.627 19.396
## x84 12.301  0.880  0.001
## x91  1.851  1.583 18.745
## x92 10.029  1.113  9.175
## x93  9.969  1.351  4.290
## x94 10.615  1.276  5.929
## x95  6.755  3.664  0.920
Tabla<-cbind(Coordenadas,Contribu);Tabla
##     Dim.1  Dim.2  Dim.3  Dim.1  Dim.2  Dim.3
## x71 0.534  0.705 -0.037  4.620 20.610  0.094
## x72 0.529  0.644 -0.040  4.527 17.215  0.109
## x73 0.531  0.659 -0.043  4.562 18.004  0.128
## x74 0.451  0.444  0.230  3.287  8.178  3.647
## x75 0.178  0.067  0.180  0.516  0.187  2.237
## x76 0.396  0.570  0.063  2.533 13.476  0.271
## x77 0.354 -0.037  0.365  2.034  0.057  9.172
## x81 0.608 -0.274  0.570  6.924  3.594 25.829
## x82 0.792 -0.295 -0.026 11.764  4.187  0.055
## x83 0.641 -0.310  0.494  7.713  4.627 19.396
## x84 0.810 -0.135  0.003 12.301  0.880  0.001
## x91 0.342 -0.197 -0.528  1.851  1.583 18.745
## x92 0.795 -0.165 -0.369 10.029  1.113  9.175
## x93 0.793 -0.182 -0.252  9.969  1.351  4.290
## x94 0.818 -0.177 -0.297 10.615  1.276  5.929
## x95 0.652 -0.300 -0.117  6.755  3.664  0.920
plot.MFA(CaliyPalmira.FMA, choix="group",title="Representación de grupos")

#plot.MFA(CaliyPalmira.FMA, choix="ind",lab.par=FALSE)
library(ggrepel)
options(ggrepel.max.overlaps = Inf)
#dim 1-2
plot.MFA(CaliyPalmira.FMA, choix="var",habillage='group',title="Círculo de correlación", repel = TRUE)

IPRG

#--------------------------ÍNDICE DE PERCEPCIÓN GLOBAL-----------------------------------------------#####

res.mfa_severidad=CaliyPalmira.FMA

#Datos
Severidad=CaliyPalmira[,c(19:34)]

Coord1_severidad <-res.mfa_severidad$global.pca$var$coord[,1];Coord1_severidad
##       x71       x72       x73       x74       x75       x76       x77       x81 
## 0.5341653 0.5287287 0.5308074 0.4505285 0.1784305 0.3955389 0.3544335 0.6076142 
##       x82       x83       x84       x91       x92       x93       x94       x95 
## 0.7919927 0.6412808 0.8098680 0.3415608 0.7949994 0.7926213 0.8178959 0.6524851
lp_severidad<-res.mfa_severidad$eig[1];lp_severidad #VALOR PROPIO
## [1] 1.95372
Vp_severidad<-Coord1_severidad/sqrt(lp_severidad);Vp_severidad #VECTOR PROPIO
##       x71       x72       x73       x74       x75       x76       x77       x81 
## 0.3821594 0.3782699 0.3797571 0.3223229 0.1276550 0.2829815 0.2535734 0.4347071 
##       x82       x83       x84       x91       x92       x93       x94       x95 
## 0.5666176 0.4587934 0.5794061 0.2443638 0.5687687 0.5670673 0.5851496 0.4668093
Pesos_severidad<-(Vp_severidad/sum(Vp_severidad));Pesos_severidad # PESOS RELATIVOS DE LAS VARIABLES
##        x71        x72        x73        x74        x75        x76        x77 
## 0.05791696 0.05732750 0.05755288 0.04884863 0.01934636 0.04288637 0.03842951 
##        x81        x82        x83        x84        x91        x92        x93 
## 0.06588067 0.08587194 0.06953098 0.08781007 0.03703379 0.08619794 0.08594010 
##        x94        x95 
## 0.08868050 0.07074581
sum(Pesos_severidad)
## [1] 1
data.frame(round(Pesos_severidad,3))
##     round.Pesos_severidad..3.
## x71                     0.058
## x72                     0.057
## x73                     0.058
## x74                     0.049
## x75                     0.019
## x76                     0.043
## x77                     0.038
## x81                     0.066
## x82                     0.086
## x83                     0.070
## x84                     0.088
## x91                     0.037
## x92                     0.086
## x93                     0.086
## x94                     0.089
## x95                     0.071
res.mfa_severidad$eig
##         eigenvalue percentage of variance cumulative percentage of variance
## comp 1  1.95371969              37.354849                          37.35485
## comp 2  0.76278418              14.584328                          51.93918
## comp 3  0.46061251               8.806847                          60.74602
## comp 4  0.31307706               5.985990                          66.73201
## comp 5  0.27980231               5.349781                          72.08179
## comp 6  0.24472973               4.679198                          76.76099
## comp 7  0.21919631               4.191003                          80.95200
## comp 8  0.19355882               3.700818                          84.65281
## comp 9  0.16004627               3.060062                          87.71288
## comp 10 0.14217163               2.718302                          90.43118
## comp 11 0.11679648               2.233132                          92.66431
## comp 12 0.10867422               2.077836                          94.74215
## comp 13 0.08312730               1.589382                          96.33153
## comp 14 0.07144414               1.366002                          97.69753
## comp 15 0.06704119               1.281818                          98.97935
## comp 16 0.05338169               1.020651                         100.00000
Ind_severidad<-as.matrix(Severidad)%*%Pesos_severidad
Imin_severidad<-min(Ind_severidad);Imin_severidad
## [1] 0.9629662
Imax_severidad<-max(Ind_severidad);Imax_severidad
## [1] 6.613507
Ind_2_severidad3<-round(((Ind_severidad-Imin_severidad)/(Imax_severidad-Imin_severidad))*100,2) #con este índice se hace el cluster
min(Ind_2_severidad3)
## [1] 0
max(Ind_2_severidad3)
## [1] 100
C8<-cbind(Ind_2_severidad3,CaliyPalmira)

summary(C8$Ind_2_severidad3);sd(C8$Ind_2_severidad3)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   41.24   53.47   54.10   66.20  100.00
## [1] 17.83391

K-means

set.seed(1234)
kmeans <- kmeans(C8$Ind_2_severidad3, 3, iter.max = 1000, nstart = 10);kmeans
## K-means clustering with 3 clusters of sizes 646, 433, 364
## 
## Cluster means:
##       [,1]
## 1 54.69625
## 2 33.72363
## 3 77.28025
## 
## Clustering vector:
##    [1] 2 2 1 1 1 3 2 1 1 2 1 2 1 1 1 1 2 1 3 1 3 2 2 2 1 2 2 1 2 1 1 1 2 3 1 2 1
##   [38] 3 3 1 3 2 1 1 1 2 2 2 2 1 2 2 2 3 1 1 2 1 2 2 3 2 2 2 1 1 1 1 3 3 1 2 1 2
##   [75] 2 1 2 1 3 1 3 1 1 1 2 3 2 2 3 1 2 1 1 1 2 3 1 2 2 1 3 2 2 1 3 3 3 3 1 1 3
##  [112] 3 1 3 2 2 2 1 2 1 3 3 1 1 2 1 3 1 3 2 3 1 3 2 1 2 2 3 1 2 3 1 1 1 2 1 1 2
##  [149] 1 1 2 2 3 1 3 2 1 1 1 3 1 3 1 1 1 3 1 2 3 2 3 3 1 2 1 1 2 1 1 1 3 2 3 2 3
##  [186] 1 2 1 1 1 1 1 2 2 3 2 1 1 2 1 2 1 1 3 1 3 1 1 2 3 3 2 1 1 1 1 1 3 2 3 1 1
##  [223] 1 1 1 2 1 2 2 1 3 1 1 1 1 2 2 1 2 2 1 1 1 2 2 2 1 3 2 3 2 2 1 1 1 2 1 2 3
##  [260] 1 3 1 1 2 2 1 2 1 1 2 3 2 2 2 2 1 1 3 3 1 1 1 3 1 2 1 3 2 1 1 1 1 2 1 2 2
##  [297] 2 1 1 3 2 1 2 2 3 1 2 1 1 3 1 3 2 2 1 1 1 2 3 2 1 1 2 2 1 3 3 2 1 2 1 1 3
##  [334] 3 1 2 1 3 2 2 2 1 1 2 1 2 2 1 1 3 3 1 2 1 1 2 3 2 2 3 1 3 2 2 1 2 3 2 3 2
##  [371] 1 1 3 1 3 1 3 2 2 1 1 3 2 3 3 1 3 2 2 1 2 2 1 2 1 1 2 1 2 2 1 2 2 2 1 2 2
##  [408] 2 1 1 3 1 2 1 1 3 1 1 2 1 1 2 3 3 3 1 3 1 1 1 1 3 2 2 3 3 1 2 1 2 2 2 1 3
##  [445] 2 2 3 1 3 3 1 3 3 1 1 1 1 3 1 3 2 1 1 2 1 1 1 1 3 1 3 1 2 3 1 1 3 1 1 1 2
##  [482] 3 1 1 1 2 3 3 3 2 1 1 2 2 3 1 1 1 1 3 2 3 1 2 1 1 1 2 2 2 2 1 1 1 2 2 3 1
##  [519] 2 2 2 3 2 2 1 1 3 2 2 1 1 2 1 1 1 2 2 2 1 2 2 1 3 1 3 1 1 1 1 2 1 3 1 2 2
##  [556] 3 2 2 1 2 2 2 1 2 1 2 1 2 1 2 1 3 1 1 2 1 2 1 1 1 1 1 1 2 2 2 2 1 2 1 1 2
##  [593] 1 1 1 1 1 2 1 1 1 1 1 2 2 2 1 2 1 3 2 1 1 3 1 3 2 3 3 2 3 3 2 1 1 1 1 3 2
##  [630] 2 3 1 2 3 1 1 2 3 2 2 2 2 1 1 2 1 1 1 2 3 3 3 1 1 1 3 1 3 1 1 3 2 3 1 3 1
##  [667] 2 1 2 1 3 1 3 1 3 1 1 2 3 1 1 1 1 1 1 2 2 1 2 1 2 1 1 1 3 1 3 1 3 2 2 1 1
##  [704] 1 3 3 1 1 2 1 1 3 2 2 1 1 2 1 1 1 1 2 1 1 1 3 1 2 1 2 2 1 2 1 1 2 2 1 1 1
##  [741] 1 3 3 3 1 3 1 3 1 1 3 1 3 3 1 1 3 1 1 1 1 1 2 2 1 2 1 2 1 2 1 3 3 3 2 1 2
##  [778] 1 1 3 3 1 1 1 3 2 1 1 2 3 1 1 1 3 2 3 2 1 2 2 1 3 2 2 1 1 3 3 2 2 2 1 3 3
##  [815] 1 1 3 1 1 1 2 1 2 2 1 1 1 1 3 1 2 1 3 1 3 3 2 3 1 1 1 2 3 1 1 1 1 1 1 3 1
##  [852] 1 2 3 3 1 2 1 1 2 3 2 1 3 3 2 1 3 1 2 1 1 1 2 3 3 2 3 2 1 1 3 1 2 1 1 1 3
##  [889] 1 2 2 2 1 3 1 2 1 2 2 1 1 2 2 2 3 3 2 3 2 1 1 1 2 1 1 3 1 3 1 1 1 1 2 1 1
##  [926] 3 1 1 2 3 1 2 1 3 1 2 3 1 2 3 2 2 3 3 3 1 1 2 2 3 3 3 3 1 1 3 2 3 2 1 3 1
##  [963] 2 2 2 2 1 1 1 3 3 1 1 3 3 2 3 1 3 1 1 2 2 2 2 2 1 1 3 3 3 3 2 2 1 2 1 3 1
## [1000] 1 2 2 3 3 3 1 3 1 1 1 2 1 2 3 3 1 2 2 3 3 2 3 1 3 1 1 2 3 3 2 1 3 3 2 3 1
## [1037] 2 2 1 2 2 3 1 3 3 3 3 1 2 3 1 2 1 1 3 1 3 1 1 1 1 2 1 2 3 2 3 3 1 1 3 1 2
## [1074] 2 1 2 1 3 1 2 3 1 1 1 3 3 1 1 2 2 1 1 3 2 3 2 2 2 2 3 2 1 3 2 1 2 1 3 1 3
## [1111] 1 1 1 1 3 1 3 2 2 1 1 1 2 3 1 3 1 1 1 1 2 1 1 1 3 1 3 3 1 1 2 2 2 1 1 3 2
## [1148] 3 1 3 2 1 1 3 1 2 2 1 1 2 1 3 1 1 2 2 1 3 3 2 2 2 1 2 1 2 1 3 1 1 2 1 2 2
## [1185] 2 2 3 2 1 1 3 1 2 2 1 1 1 1 1 1 3 1 2 3 3 2 2 3 3 2 3 2 1 1 3 2 3 3 2 3 2
## [1222] 2 2 3 3 3 3 1 1 1 1 3 1 3 1 1 1 1 2 1 1 3 3 3 2 3 3 3 1 1 3 1 3 1 3 1 2 1
## [1259] 1 1 2 3 3 3 3 3 2 1 1 1 2 1 2 1 2 1 3 2 3 2 2 2 3 3 2 3 1 2 3 1 3 3 1 3 2
## [1296] 1 3 1 2 3 1 2 2 1 1 3 3 1 3 1 3 1 1 1 1 3 1 3 2 2 3 2 3 1 3 1 1 3 3 3 3 2
## [1333] 3 3 3 3 1 3 2 3 1 1 1 3 1 2 3 1 3 2 3 1 2 1 2 2 3 3 2 1 3 2 3 1 1 2 2 3 1
## [1370] 1 2 2 1 1 2 1 1 1 1 2 3 3 3 3 2 1 3 2 1 2 1 1 1 1 1 2 1 1 3 2 3 2 2 1 2 3
## [1407] 1 1 2 1 1 1 1 1 2 3 3 1 1 2 3 1 1 1 1 1 3 3 1 1 3 1 3 1 1 3 1 2 1 1 1 3 1
## 
## Within cluster sum of squares by cluster:
## [1] 23747.37 32212.71 27070.04
##  (between_SS / total_SS =  81.9 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"     "tot.withinss"
## [6] "betweenss"    "size"         "iter"         "ifault"
#windows();fviz_cluster(kmeans, data = C8)

C8$cluster <- kmeans$cluster
summary(C8)
##  Ind_2_severidad3      x11             x12             x21       
##  Min.   :  0.00   Min.   :0.000   Min.   :0.000   Min.   :1.000  
##  1st Qu.: 41.24   1st Qu.:3.000   1st Qu.:6.000   1st Qu.:5.000  
##  Median : 53.47   Median :4.000   Median :7.000   Median :5.000  
##  Mean   : 54.10   Mean   :3.735   Mean   :6.367   Mean   :5.375  
##  3rd Qu.: 66.20   3rd Qu.:5.000   3rd Qu.:7.000   3rd Qu.:6.000  
##  Max.   :100.00   Max.   :5.000   Max.   :8.000   Max.   :7.000  
##       x22             x23             x24             x25             x31      
##  Min.   :1.000   Min.   :0.000   Min.   :1.000   Min.   :0.000   No     :  21  
##  1st Qu.:3.000   1st Qu.:7.000   1st Qu.:5.000   1st Qu.:6.000   No sabe:  20  
##  Median :4.000   Median :8.000   Median :6.000   Median :7.000   Si     :1402  
##  Mean   :3.633   Mean   :7.319   Mean   :5.796   Mean   :6.517                 
##  3rd Qu.:4.000   3rd Qu.:8.000   3rd Qu.:7.000   3rd Qu.:7.000                 
##  Max.   :4.000   Max.   :8.000   Max.   :7.000   Max.   :7.000                 
##       x32      x33           x41             x42             x43      
##  No     :702   0:   7   Min.   :1.000   Min.   :1.000   Min.   :1.00  
##  No sabe:124   1:1303   1st Qu.:2.000   1st Qu.:3.000   1st Qu.:3.00  
##  Si     :617   2: 133   Median :4.000   Median :4.000   Median :4.00  
##                         Mean   :3.671   Mean   :3.773   Mean   :3.96  
##                         3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.00  
##                         Max.   :7.000   Max.   :7.000   Max.   :7.00  
##       x44            x51             x52             x61             x62      
##  Min.   :1.00   Min.   :1.000   Min.   :1.000   Min.   :0.000   Min.   :1.00  
##  1st Qu.:2.00   1st Qu.:3.000   1st Qu.:4.000   1st Qu.:1.000   1st Qu.:2.00  
##  Median :3.00   Median :5.000   Median :5.000   Median :2.000   Median :4.00  
##  Mean   :3.45   Mean   :4.459   Mean   :5.252   Mean   :2.256   Mean   :3.43  
##  3rd Qu.:5.00   3rd Qu.:6.000   3rd Qu.:6.000   3rd Qu.:3.000   3rd Qu.:5.00  
##  Max.   :7.00   Max.   :7.000   Max.   :7.000   Max.   :6.000   Max.   :7.00  
##       x71             x72             x73             x74       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:3.000   1st Qu.:4.000   1st Qu.:3.000   1st Qu.:5.000  
##  Median :4.000   Median :5.000   Median :4.000   Median :6.000  
##  Mean   :4.283   Mean   :4.578   Mean   :4.112   Mean   :5.415  
##  3rd Qu.:5.000   3rd Qu.:6.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x75             x76             x77             x81       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.500   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :3.000   Median :5.000   Median :5.000  
##  Mean   :3.717   Mean   :3.286   Mean   :4.398   Mean   :4.995  
##  3rd Qu.:5.000   3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :7.000  
##       x82             x83             x84           x91         
##  Min.   :1.000   Min.   :1.000   Min.   :1.0   Min.   : 0.0000  
##  1st Qu.:3.000   1st Qu.:3.000   1st Qu.:3.0   1st Qu.: 0.0000  
##  Median :4.000   Median :4.000   Median :4.0   Median : 0.0000  
##  Mean   :4.084   Mean   :4.236   Mean   :3.9   Mean   : 0.6189  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.0   3rd Qu.: 1.0000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.0   Max.   :13.0000  
##       x92             x93             x94             x95       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.000   1st Qu.:2.500   1st Qu.:3.000  
##  Median :4.000   Median :4.000   Median :4.000   Median :5.000  
##  Mean   :3.625   Mean   :3.685   Mean   :3.743   Mean   :4.604  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x101            x102            x103            x104      
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :5.000   Median :4.000   Median :5.000  
##  Mean   :4.426   Mean   :4.639   Mean   :4.131   Mean   :4.516  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000  
##       x105             x106              id          Municipio        
##  Min.   : 0.000   Min.   : 0.000   Min.   :   1.0   Length:1443       
##  1st Qu.: 4.000   1st Qu.: 2.000   1st Qu.: 368.5   Class :character  
##  Median : 9.000   Median : 6.000   Median : 736.0   Mode  :character  
##  Mean   : 8.069   Mean   : 5.881   Mean   : 734.0                     
##  3rd Qu.:12.000   3rd Qu.:10.000   3rd Qu.:1099.5                     
##  Max.   :14.000   Max.   :12.000   Max.   :1460.0                     
##     cluster     
##  Min.   :1.000  
##  1st Qu.:1.000  
##  Median :2.000  
##  Mean   :1.805  
##  3rd Qu.:3.000  
##  Max.   :3.000
kmeans$centers
##       [,1]
## 1 54.69625
## 2 33.72363
## 3 77.28025
tapply(Ind_2_severidad3,kmeans$cluster,summary)
## $`1`
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   44.26   49.44   54.52   54.70   59.80   65.94 
## 
## $`2`
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   29.76   35.91   33.72   40.02   44.17 
## 
## $`3`
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   66.05   70.30   75.33   77.28   82.27  100.00

BASES CON IPRG K-MEANS

#descriptivas final ####

#recodificar la voluntariedad
library(car)
#summary(C8$cluster) #de 1 a 3
#C8$cluster <- recode(C8$cluster, "1=Bajo; 2=Alto; 3=Medio")

C8$cluster<-factor(C8$cluster,levels=c("2","1","3"),labels = c("1.Bajo","2.Medio","3.Alto"))
summary(C8)
##  Ind_2_severidad3      x11             x12             x21       
##  Min.   :  0.00   Min.   :0.000   Min.   :0.000   Min.   :1.000  
##  1st Qu.: 41.24   1st Qu.:3.000   1st Qu.:6.000   1st Qu.:5.000  
##  Median : 53.47   Median :4.000   Median :7.000   Median :5.000  
##  Mean   : 54.10   Mean   :3.735   Mean   :6.367   Mean   :5.375  
##  3rd Qu.: 66.20   3rd Qu.:5.000   3rd Qu.:7.000   3rd Qu.:6.000  
##  Max.   :100.00   Max.   :5.000   Max.   :8.000   Max.   :7.000  
##       x22             x23             x24             x25             x31      
##  Min.   :1.000   Min.   :0.000   Min.   :1.000   Min.   :0.000   No     :  21  
##  1st Qu.:3.000   1st Qu.:7.000   1st Qu.:5.000   1st Qu.:6.000   No sabe:  20  
##  Median :4.000   Median :8.000   Median :6.000   Median :7.000   Si     :1402  
##  Mean   :3.633   Mean   :7.319   Mean   :5.796   Mean   :6.517                 
##  3rd Qu.:4.000   3rd Qu.:8.000   3rd Qu.:7.000   3rd Qu.:7.000                 
##  Max.   :4.000   Max.   :8.000   Max.   :7.000   Max.   :7.000                 
##       x32      x33           x41             x42             x43      
##  No     :702   0:   7   Min.   :1.000   Min.   :1.000   Min.   :1.00  
##  No sabe:124   1:1303   1st Qu.:2.000   1st Qu.:3.000   1st Qu.:3.00  
##  Si     :617   2: 133   Median :4.000   Median :4.000   Median :4.00  
##                         Mean   :3.671   Mean   :3.773   Mean   :3.96  
##                         3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.00  
##                         Max.   :7.000   Max.   :7.000   Max.   :7.00  
##       x44            x51             x52             x61             x62      
##  Min.   :1.00   Min.   :1.000   Min.   :1.000   Min.   :0.000   Min.   :1.00  
##  1st Qu.:2.00   1st Qu.:3.000   1st Qu.:4.000   1st Qu.:1.000   1st Qu.:2.00  
##  Median :3.00   Median :5.000   Median :5.000   Median :2.000   Median :4.00  
##  Mean   :3.45   Mean   :4.459   Mean   :5.252   Mean   :2.256   Mean   :3.43  
##  3rd Qu.:5.00   3rd Qu.:6.000   3rd Qu.:6.000   3rd Qu.:3.000   3rd Qu.:5.00  
##  Max.   :7.00   Max.   :7.000   Max.   :7.000   Max.   :6.000   Max.   :7.00  
##       x71             x72             x73             x74       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:3.000   1st Qu.:4.000   1st Qu.:3.000   1st Qu.:5.000  
##  Median :4.000   Median :5.000   Median :4.000   Median :6.000  
##  Mean   :4.283   Mean   :4.578   Mean   :4.112   Mean   :5.415  
##  3rd Qu.:5.000   3rd Qu.:6.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x75             x76             x77             x81       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.500   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :3.000   Median :5.000   Median :5.000  
##  Mean   :3.717   Mean   :3.286   Mean   :4.398   Mean   :4.995  
##  3rd Qu.:5.000   3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :7.000  
##       x82             x83             x84           x91         
##  Min.   :1.000   Min.   :1.000   Min.   :1.0   Min.   : 0.0000  
##  1st Qu.:3.000   1st Qu.:3.000   1st Qu.:3.0   1st Qu.: 0.0000  
##  Median :4.000   Median :4.000   Median :4.0   Median : 0.0000  
##  Mean   :4.084   Mean   :4.236   Mean   :3.9   Mean   : 0.6189  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.0   3rd Qu.: 1.0000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.0   Max.   :13.0000  
##       x92             x93             x94             x95       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.000   1st Qu.:2.500   1st Qu.:3.000  
##  Median :4.000   Median :4.000   Median :4.000   Median :5.000  
##  Mean   :3.625   Mean   :3.685   Mean   :3.743   Mean   :4.604  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x101            x102            x103            x104      
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :5.000   Median :4.000   Median :5.000  
##  Mean   :4.426   Mean   :4.639   Mean   :4.131   Mean   :4.516  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000  
##       x105             x106              id          Municipio        
##  Min.   : 0.000   Min.   : 0.000   Min.   :   1.0   Length:1443       
##  1st Qu.: 4.000   1st Qu.: 2.000   1st Qu.: 368.5   Class :character  
##  Median : 9.000   Median : 6.000   Median : 736.0   Mode  :character  
##  Mean   : 8.069   Mean   : 5.881   Mean   : 734.0                     
##  3rd Qu.:12.000   3rd Qu.:10.000   3rd Qu.:1099.5                     
##  Max.   :14.000   Max.   :12.000   Max.   :1460.0                     
##     cluster   
##  1.Bajo :433  
##  2.Medio:646  
##  3.Alto :364  
##               
##               
## 
table(C8$cluster)
## 
##  1.Bajo 2.Medio  3.Alto 
##     433     646     364

DESCRIPTIVAS

###------------------------------descriptivas-------------------------------#### 

library(readxl)
exploratorio <- read_excel("C:/LAURA LUCIA/U/9/Tesis/MARZO/exploratorio/exploratorio.xlsx")

C9<-cbind(C8$Ind_2_severidad,C8$cluster,exploratorio)

summary(C9)
##  C8$Ind_2_severidad   C8$cluster        ID         acep_participa    
##  Min.   :  0.00     1.Bajo :433   Min.   :   1.0   Length:1443       
##  1st Qu.: 41.24     2.Medio:646   1st Qu.: 368.5   Class :character  
##  Median : 53.47     3.Alto :364   Median : 736.0   Mode  :character  
##  Mean   : 54.10                   Mean   : 734.0                     
##  3rd Qu.: 66.20                   3rd Qu.:1099.5                     
##  Max.   :100.00                   Max.   :1460.0                     
##  acep_nuevainv       mayoredad            vivtrab           Edad      
##  Length:1443        Length:1443        Min.   :0.000   Min.   :18.00  
##  Class :character   Class :character   1st Qu.:1.000   1st Qu.:28.00  
##  Mode  :character   Mode  :character   Median :1.000   Median :36.00  
##                                        Mean   :1.431   Mean   :37.74  
##                                        3rd Qu.:2.000   3rd Qu.:46.00  
##                                        Max.   :2.000   Max.   :75.00  
##     Edad_g              Sexo              Sexo_Cat          Raza          
##  Length:1443        Length:1443        Min.   :0.0000   Length:1443       
##  Class :character   Class :character   1st Qu.:0.0000   Class :character  
##  Mode  :character   Mode  :character   Median :1.0000   Mode  :character  
##                                        Mean   :0.6743                     
##                                        3rd Qu.:1.0000                     
##                                        Max.   :2.0000                     
##     Raza_Cat        AreaResid              Area        Municipio        
##  Min.   :0.00000   Length:1443        Min.   :1.000   Length:1443       
##  1st Qu.:0.00000   Class :character   1st Qu.:1.000   Class :character  
##  Median :0.00000   Mode  :character   Median :1.000   Mode  :character  
##  Mean   :0.09286                      Mean   :1.085                     
##  3rd Qu.:0.00000                      3rd Qu.:1.000                     
##  Max.   :1.00000                      Max.   :3.000                     
##   MunicipioCat   Barrio_resid          Comuna            Estrato         
##  Min.   :0.000   Length:1443        Length:1443        Length:1443       
##  1st Qu.:1.000   Class :character   Class :character   Class :character  
##  Median :1.000   Mode  :character   Mode  :character   Mode  :character  
##  Mean   :1.386                                                           
##  3rd Qu.:2.000                                                           
##  Max.   :2.000                                                           
##   cat_estrato     Educacion           Ingresos          Ingresos_Cat   
##  Min.   :1.000   Length:1443        Length:1443        Min.   :0.0000  
##  1st Qu.:1.000   Class :character   Class :character   1st Qu.:0.0000  
##  Median :2.000   Mode  :character   Mode  :character   Median :1.0000  
##  Mean   :1.955                                         Mean   :0.9785  
##  3rd Qu.:2.000                                         3rd Qu.:2.0000  
##  Max.   :3.000                                         Max.   :2.0000  
##    Migrante          Ocupacion         Ocupacion_Cat   ActividadLaboral  
##  Length:1443        Length:1443        Min.   :1.000   Length:1443       
##  Class :character   Class :character   1st Qu.:2.000   Class :character  
##  Mode  :character   Mode  :character   Median :4.000   Mode  :character  
##                                        Mean   :3.034                     
##                                        3rd Qu.:4.000                     
##                                        Max.   :4.000                     
##    sec_ocupa2       Regimen           Regimen_Cat       Internet        
##  Min.   : 0.000   Length:1443        Min.   :0.0000   Length:1443       
##  1st Qu.: 2.000   Class :character   1st Qu.:0.0000   Class :character  
##  Median : 5.000   Mode  :character   Median :0.0000   Mode  :character  
##  Mean   : 8.643                      Mean   :0.6383                     
##  3rd Qu.:16.000                      3rd Qu.:1.0000                     
##  Max.   :26.000                      Max.   :2.0000                     
##   Internet_Cat       Agua           Personas_casa      conv10anos    
##  Min.   :1.000   Length:1443        Min.   : 1.000   Min.   :0.0000  
##  1st Qu.:3.000   Class :character   1st Qu.: 2.000   1st Qu.:0.0000  
##  Median :4.000   Mode  :character   Median : 3.000   Median :0.0000  
##  Mean   :3.568                      Mean   : 3.484   Mean   :0.3035  
##  3rd Qu.:4.000                      3rd Qu.: 4.000   3rd Qu.:1.0000  
##  Max.   :5.000                      Max.   :49.000   Max.   :1.0000  
##   conv1117anos     conv1830anos    conv3159anos      conv60anos    
##  Min.   :0.0000   Min.   :0.000   Min.   :0.0000   Min.   :0.0000  
##  1st Qu.:0.0000   1st Qu.:0.000   1st Qu.:0.0000   1st Qu.:0.0000  
##  Median :0.0000   Median :0.000   Median :1.0000   Median :0.0000  
##  Mean   :0.2183   Mean   :0.377   Mean   :0.6556   Mean   :0.4109  
##  3rd Qu.:0.0000   3rd Qu.:1.000   3rd Qu.:1.0000   3rd Qu.:1.0000  
##  Max.   :1.0000   Max.   :1.000   Max.   :1.0000   Max.   :1.0000  
##  conv_enfercronicas    Vivesolo      
##  Min.   :0.0000     Min.   :0.00000  
##  1st Qu.:0.0000     1st Qu.:0.00000  
##  Median :0.0000     Median :0.00000  
##  Mean   :0.2994     Mean   :0.09702  
##  3rd Qu.:1.0000     3rd Qu.:0.00000  
##  Max.   :1.0000     Max.   :3.00000
#View(C9) #base de datos cali y palmira con la columna ?ndice

#edad
summary(C9$Edad)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   18.00   28.00   36.00   37.74   46.00   75.00
#C9[,"Edad_grupos"] <- cut(C9$Edad, breaks = c(18,29,59,76),labels = c("De 18 a 29 años", "De 30 a 59 años", "Más de 60 años"))
head(C9)
##   C8$Ind_2_severidad C8$cluster ID acep_participa acep_nuevainv mayoredad
## 1              35.88     1.Bajo  1             Si            Si        Si
## 2              31.53     1.Bajo  2             Si            Si        Si
## 3              50.10    2.Medio  3             Si            Si        Si
## 4              46.17    2.Medio  4             Si            Si        Si
## 5              56.30    2.Medio  5             Si            Si        Si
## 6              69.42     3.Alto  6             Si            Si        Si
##   vivtrab Edad Edad_g   Sexo Sexo_Cat    Raza Raza_Cat AreaResid Area
## 1       1   33  30-59 Hombre        0  Blanco        0    Urbana    1
## 2       1   35  30-59  Mujer        1 Mestizo        0    Urbana    1
## 3       1   21  18-29  Mujer        1 Mestizo        0    Urbana    1
## 4       1   20  18-29  Mujer        1 Mestizo        0    Urbana    1
## 5       1   48  30-59 Hombre        0  Blanco        0    Urbana    1
## 6       1   44  30-59  Mujer        1 Mestizo        0     Rural    2
##                            Municipio MunicipioCat         Barrio_resid
## 1                               Cali            1        Departamental
## 2                               Cali            1 Quintas de Don Simón
## 3                               Cali            1        Villa del Sol
## 4                               Cali            1            Seminario
## 5                               Cali            1            Normandía
## 6 Otro municipio del Valle del Cauca            0                   NA
##      Comuna   Estrato cat_estrato                    Educacion Ingresos
## 1 Comuna 10 Estrato 4           2                Universitario   Más de
## 2 Comuna 17 Estrato 5           3       Esp/Maestría/Doctorado   Más de
## 3  Comuna 5 Estrato 4           2 Técnico/Bachillerato o menos Sin ingr
## 4 Comuna 19 Estrato 5           3 Técnico/Bachillerato o menos Sin ingr
## 5  Comuna 2 Estrato 6           3       Esp/Maestría/Doctorado   Más de
## 6 No Aplica Estrato 5           3       Esp/Maestría/Doctorado   Más de
##   Ingresos_Cat       Migrante  Ocupacion Ocupacion_Cat
## 1            0 No es migrante   Empleado             4
## 2            0 No es migrante   Empleado             4
## 3            1 No es migrante Estudiante             3
## 4            1 No es migrante Estudiante             3
## 5            0 No es migrante   Empleado             4
## 6            0 No es migrante   Empleado             4
##                                   ActividadLaboral sec_ocupa2  Regimen
## 1                                        Educativo         23 Contribu
## 2 Actividades intelectuales y científicas /Docente          3 Contribu
## 3               Estudiante instituto o universidad          2  No sabe
## 4               Estudiante instituto o universidad          2 Contribu
## 5 Actividades intelectuales y científicas /Docente          3 Contribu
## 6 Actividades intelectuales y científicas /Docente          3 Contribu
##   Regimen_Cat                    Internet Internet_Cat Agua Personas_casa
## 1           0 Datos móviles – wifi vivien            4   Si             4
## 2           0 Datos móviles – wifi vivien            4   Si             1
## 3           2 Datos móviles – wifi vivien            4   Si             3
## 4           0 Datos móviles – wifi vivien            4   Si             4
## 5           0 Datos móviles – wifi vivien            4   Si             3
## 6           0              Wifi -vivienda            3   Si             2
##   conv10anos conv1117anos conv1830anos conv3159anos conv60anos
## 1          1            0            0            1          1
## 2          0            0            0            1          1
## 3          0            0            0            1          0
## 4          0            0            1            1          1
## 5          0            0            0            1          1
## 6          0            1            0            0          0
##   conv_enfercronicas Vivesolo
## 1                  0        0
## 2                  0        0
## 3                  0        0
## 4                  1        0
## 5                  0        0
## 6                  0        0
summary(C9$`C8$cluster`)
##  1.Bajo 2.Medio  3.Alto 
##     433     646     364
##Funci?n para generar las tablas
CualiG<-function(Variable,var2){
  T_1<-table(Variable,var2)
  p_1<-prop.table(T_1,1)*100
  p_F<-round(chisq.test(T_1)$p.value,3)
  #T_2<-table(Variable)
  #pp_2<-prop.table(T_2)*100
  Cual<-cbind(T_1,#T_2,
              p_1,p_F
              #,pp_2)
              )
  colnames(Cual)<-c("Bajo","Medio","Alto","%Bajo","%Medio","%Alto","p-valor")
  Cual
}

### Creaci?n de todas las tablas

Tablas_<-function(C9,Var_r){
  Edad<-CualiG(C9$Edad_g,Var_r)
  Sexo<-CualiG(C9$Sexo,Var_r)
  Raza<-CualiG(C9$Raza_Cat,Var_r)
  Residencia<-CualiG(C9$AreaResid,Var_r)
  Estrato<-CualiG(C9$cat_estrato,Var_r)
  Educacion<-CualiG(C9$Educacion,Var_r)
  Ingresos<-CualiG(C9$Ingresos_Cat,Var_r)
  Ocupacion<-CualiG(C9$Ocupacion_Cat,Var_r)
  rbind(Edad,Sexo, Raza,Residencia,Estrato,Educacion,Ingresos,Ocupacion)
  }

C9$Grupo=C8$cluster;dim(C9)
## [1] 1443   43
#C9<-na.omit(C9)
TablasFinal<-Tablas_(C9,C9$Grupo);TablasFinal
##                              Bajo Medio Alto    %Bajo   %Medio     %Alto
## >60                            15    42   35 16.30435 45.65217 38.043478
## 18-29                         171   175   83 39.86014 40.79254 19.347319
## 30-59                         247   429  246 26.78959 46.52928 26.681128
## Hombre                        163   204  107 34.38819 43.03797 22.573840
## Mujer                         269   439  257 27.87565 45.49223 26.632124
## 0                             394   593  322 30.09931 45.30176 24.598930
## 1                              39    53   42 29.10448 39.55224 31.343284
## Rural                          25    52   35 22.32143 46.42857 31.250000
## Urbana                        408   594  329 30.65364 44.62810 24.718257
## 1                             101   176  127 25.00000 43.56436 31.435644
## 2                             219   309  172 31.28571 44.14286 24.571429
## 3                             113   161   65 33.33333 47.49263 19.174041
## Esp/Maestría/Doctorado        144   218   86 32.14286 48.66071 19.196429
## Técnico/Bachillerato o menos  124   180  140 27.92793 40.54054 31.531532
## Universitario                 165   248  138 29.94555 45.00907 25.045372
## 0                             174   253  109 32.46269 47.20149 20.335821
## 1                             141   166   95 35.07463 41.29353 23.631841
## 2                             118   227  160 23.36634 44.95050 31.683168
## 1                              54    93   73 24.54545 42.27273 33.181818
## 2                              89   113   63 33.58491 42.64151 23.773585
## 3                              89    95   20 43.62745 46.56863  9.803922
## 4                             201   345  208 26.65782 45.75597 27.586207
##                              p-valor
## >60                            0.000
## 18-29                          0.000
## 30-59                          0.000
## Hombre                         0.030
## Mujer                          0.030
## 0                              0.209
## 1                              0.209
## Rural                          0.122
## Urbana                         0.122
## 1                              0.002
## 2                              0.002
## 3                              0.002
## Esp/Maestría/Doctorado         0.001
## Técnico/Bachillerato o menos   0.001
## Universitario                  0.001
## 0                              0.000
## 1                              0.000
## 2                              0.000
## 1                              0.000
## 2                              0.000
## 3                              0.000
## 4                              0.000
setwd("C:/LAURA LUCIA/U/9/Tesis/MARZO")

write.csv2(TablasFinal,"Tablas2.csv")

#LATEX

#TablasF2 <- read.csv2("C:/LAURA LUCIA/U/9/Tesis/MARZO/TablasF2.csv")
#View(TablasF2)

#print(xtable(TablasF2), include.rownames = FALSE)

#summary(C8$Ind_2_severidad)
#round(sd(C8$Ind_2_severidad),2)

ACM 11-julio-2022 OCHOA

lib_req<-c("randomForest","knitr","pROC","dplyr","MASS","visdat","doBy","FactoMineR","factoextra","caret","e1071","pROC","class","rpart","rpart.plot")# Listado de librerias requeridas por el script
easypackages::packages(lib_req)         # Verificación, instalación y carga de librerias.
## Loading required package: randomForest
## Warning: package 'randomForest' was built under R version 4.2.1
## randomForest 4.7-1.1
## Type rfNews() to see new features/changes/bug fixes.
## 
## Attaching package: 'randomForest'
## The following object is masked from 'package:ggplot2':
## 
##     margin
## Loading required package: knitr
## Loading required package: pROC
## Type 'citation("pROC")' for a citation.
## 
## Attaching package: 'pROC'
## The following objects are masked from 'package:stats':
## 
##     cov, smooth, var
## Loading required package: dplyr
## 
## Attaching package: 'dplyr'
## The following object is masked from 'package:randomForest':
## 
##     combine
## The following object is masked from 'package:car':
## 
##     recode
## The following objects are masked from 'package:data.table':
## 
##     between, first, last
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
## Loading required package: MASS
## 
## Attaching package: 'MASS'
## The following object is masked from 'package:dplyr':
## 
##     select
## Loading required package: visdat
## Loading required package: doBy
## 
## Attaching package: 'doBy'
## The following object is masked from 'package:dplyr':
## 
##     order_by
## Loading required package: caret
## Loading required package: lattice
## Loading required package: e1071
## Loading required package: class
## Loading required package: rpart
## Loading required package: rpart.plot
## All packages loaded successfully
library(readxl)
acm <- read_excel("C:/LAURA LUCIA/U/9/Tesis/MARZO/exploratorio/ACM.xlsx")
dim(acm)
## [1] 1443    9
IPRG<-C8$cluster
Datos<-cbind(acm,
           #C8$Ind_2_severidad,
           IPRG);dim(Datos);summary(Datos)
## [1] 1443   10
##        ID            Edad_g              Sexo             Municipio    
##  Min.   :   1.0   Length:1443        Length:1443        Min.   :1.000  
##  1st Qu.: 368.5   Class :character   Class :character   1st Qu.:1.000  
##  Median : 736.0   Mode  :character   Mode  :character   Median :1.000  
##  Mean   : 734.0                                         Mean   :1.448  
##  3rd Qu.:1099.5                                         3rd Qu.:2.000  
##  Max.   :1460.0                                         Max.   :2.000  
##    Estrato           Educacion            Ingresos           Ocu       
##  Length:1443        Length:1443        Min.   :0.0000   Min.   :1.000  
##  Class :character   Class :character   1st Qu.:0.0000   1st Qu.:2.000  
##  Mode  :character   Mode  :character   Median :1.0000   Median :4.000  
##                                        Mean   :0.9785   Mean   :3.032  
##                                        3rd Qu.:2.0000   3rd Qu.:4.000  
##                                        Max.   :2.0000   Max.   :4.000  
##  ViveConEnferCronicas      IPRG    
##  Length:1443          1.Bajo :433  
##  Class :character     2.Medio:646  
##  Mode  :character     3.Alto :364  
##                                    
##                                    
## 
#estructura
Datos = Datos %>% mutate_if(is.character,as.factor) ##Convertir cadenas de texto a caracteres
Datos = Datos %>% mutate_all(na_if," ") ##Datos vacíos a NA

## Nombres de las variables
level_EDAD=c("18-29"="18-29","30-59"="30-59",">60"=">60")
level_GENERO=c("Mujer"="M","Hombre"="H")
level_Municipio=c("1"="Cali","2"="Palmira")
level_ESTRATO=c("E.1-2"="Estrato 1-2","E.3-4"="Estrato 3-4","E.5-6"="Estrato 5-6")
level_EDUCACION=c("Universitario"="Univ","Esp/Maestría/Doctorado"="Mst/Doc","Técnico/Bachillerato o menos"="Téc/Bach")
level_INGRESOS=c("0"=">3smlv","1"="<1smlv","2"="1-3smlv")
level_OCUPACION=c("1"="Jubilado/Desempleado","2"="Independiente","3"="Estudiante","4"="Empleado")
level_VIVE=c("1"="Si","0"="No")
level_IPRG=c("1.Bajo"="Bajo","2.Medio"="Medio","3.Alto"="Alto")

#ejemplo ochoa

dataACM<-Datos[,-1]
res.mca<-MCA(dataACM);res.mca

## **Results of the Multiple Correspondence Analysis (MCA)**
## The analysis was performed on 1443 individuals, described by 9 variables
## *The results are available in the following objects:
## 
##    name              description                       
## 1  "$eig"            "eigenvalues"                     
## 2  "$var"            "results for the variables"       
## 3  "$var$coord"      "coord. of the categories"        
## 4  "$var$cos2"       "cos2 for the categories"         
## 5  "$var$contrib"    "contributions of the categories" 
## 6  "$var$v.test"     "v-test for the categories"       
## 7  "$ind"            "results for the individuals"     
## 8  "$ind$coord"      "coord. for the individuals"      
## 9  "$ind$cos2"       "cos2 for the individuals"        
## 10 "$ind$contrib"    "contributions of the individuals"
## 11 "$call"           "intermediate results"            
## 12 "$call$marge.col" "weights of columns"              
## 13 "$call$marge.li"  "weights of rows"
library(ggrepel)
options(ggrepel.max.overlaps = Inf)
plot.MCA(res.mca,choix="var",invisible=NULL,title="Graph of the variables on the MCA map",axes=c(1,2),cex=0.6)

library(ggrepel)
options(ggrepel.max.overlaps = Inf)

plot.MCA(res.mca,choix="ind",invisible=NULL,axes=c(1,2),
         selectMod=NULL,selec=NULL,habillage='none',title="MCA factor map",col.quali="magenta",cex=0.6)

res.mca$call$Xtot ## Tabla disjuntiva completa
##      18-29 30-59 >60 H M Otro Cali Palmira Estrato 1-2 Estrato 3-4 Estrato 5-6
## 1        0     1   0 1 0    0    1       0           0           1           0
## 2        0     1   0 0 1    0    1       0           0           0           1
## 3        1     0   0 0 1    0    1       0           0           1           0
## 4        1     0   0 0 1    0    1       0           0           0           1
## 5        0     1   0 1 0    0    1       0           0           0           1
## 6        0     1   0 0 1    0    1       0           0           0           1
## 7        0     1   0 0 1    0    1       0           0           1           0
## 8        0     1   0 0 1    0    1       0           0           0           1
## 9        1     0   0 0 1    0    1       0           0           1           0
## 10       1     0   0 0 1    0    1       0           0           0           1
## 11       0     1   0 0 1    0    1       0           0           0           1
## 12       1     0   0 0 1    0    1       0           0           0           1
## 13       1     0   0 0 1    0    1       0           1           0           0
## 14       0     1   0 0 1    0    1       0           0           1           0
## 15       1     0   0 0 1    0    1       0           0           0           1
## 16       0     1   0 0 1    0    1       0           0           1           0
## 17       1     0   0 0 1    0    1       0           0           0           1
## 18       0     1   0 0 1    0    1       0           0           1           0
## 19       1     0   0 0 1    0    1       0           0           1           0
## 20       0     1   0 1 0    0    1       0           0           1           0
## 21       1     0   0 0 1    0    1       0           0           0           1
## 22       0     1   0 1 0    0    1       0           0           1           0
## 23       1     0   0 1 0    0    1       0           0           1           0
## 24       0     1   0 0 1    0    1       0           0           0           1
## 25       1     0   0 0 1    0    1       0           1           0           0
## 26       1     0   0 1 0    0    1       0           0           0           1
## 27       1     0   0 1 0    0    1       0           0           0           1
## 28       0     1   0 1 0    0    1       0           0           0           1
## 29       1     0   0 0 1    0    1       0           0           0           1
## 30       0     1   0 0 1    0    1       0           0           0           1
## 31       0     1   0 1 0    0    1       0           0           0           1
## 32       1     0   0 0 1    0    1       0           0           0           1
## 33       0     1   0 1 0    0    1       0           0           1           0
## 34       0     1   0 1 0    0    1       0           0           1           0
## 35       0     1   0 0 1    0    1       0           0           0           1
## 36       1     0   0 0 1    0    1       0           0           1           0
## 37       0     0   1 1 0    0    1       0           0           0           1
## 38       0     1   0 0 1    0    1       0           0           0           1
## 39       0     1   0 0 1    0    1       0           0           1           0
## 40       0     0   1 0 1    0    1       0           0           0           1
## 41       0     1   0 0 1    0    1       0           0           1           0
## 42       1     0   0 1 0    0    1       0           0           1           0
## 43       0     1   0 1 0    0    1       0           0           0           1
## 44       0     1   0 1 0    0    1       0           0           0           1
## 45       1     0   0 0 1    0    1       0           0           0           1
## 46       0     1   0 1 0    0    1       0           0           1           0
## 47       0     1   0 1 0    0    1       0           0           0           1
## 48       0     1   0 0 1    0    1       0           0           0           1
## 49       0     1   0 1 0    0    1       0           0           1           0
## 50       1     0   0 0 1    0    1       0           0           1           0
## 51       0     1   0 0 1    0    1       0           0           1           0
## 52       0     1   0 0 1    0    1       0           0           0           1
## 53       0     1   0 0 1    0    1       0           0           0           1
## 54       0     1   0 0 1    0    1       0           0           1           0
## 55       0     1   0 0 1    0    1       0           0           0           1
## 56       1     0   0 0 1    0    1       0           0           0           1
## 57       0     1   0 0 1    0    1       0           0           1           0
## 58       0     1   0 0 1    0    1       0           0           0           1
## 59       1     0   0 0 1    0    1       0           0           1           0
## 60       1     0   0 0 1    0    1       0           0           0           1
## 61       0     0   1 1 0    0    1       0           0           1           0
## 62       0     1   0 0 1    0    1       0           0           1           0
## 63       0     1   0 0 1    0    1       0           0           0           1
## 64       0     1   0 0 1    0    1       0           0           1           0
## 65       0     1   0 1 0    0    1       0           0           0           1
## 66       0     1   0 1 0    0    1       0           0           0           1
## 67       0     1   0 0 1    0    1       0           0           0           1
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## 69       1     0   0 0 1    0    1       0           0           1           0
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## 71       0     1   0 0 1    0    1       0           0           1           0
## 72       1     0   0 0 1    0    1       0           0           0           1
## 73       0     1   0 0 1    0    1       0           0           1           0
## 74       1     0   0 1 0    0    1       0           0           1           0
## 75       0     1   0 0 1    0    1       0           0           0           1
## 76       1     0   0 0 1    0    1       0           1           0           0
## 77       0     1   0 0 1    0    1       0           0           0           1
## 78       0     0   1 1 0    0    1       0           0           1           0
## 79       0     1   0 0 1    0    1       0           0           1           0
## 80       1     0   0 1 0    0    1       0           1           0           0
## 81       0     1   0 0 1    0    1       0           0           1           0
## 82       0     1   0 1 0    0    1       0           0           0           1
## 83       0     1   0 1 0    0    1       0           0           1           0
## 84       0     0   1 0 1    0    1       0           0           0           1
## 85       0     1   0 1 0    0    1       0           0           1           0
## 86       0     1   0 0 1    0    1       0           0           0           1
## 87       1     0   0 1 0    0    1       0           0           1           0
## 88       1     0   0 0 1    0    1       0           0           0           1
## 89       1     0   0 0 1    0    1       0           0           1           0
## 90       0     1   0 0 1    0    1       0           0           0           1
## 91       1     0   0 0 1    0    1       0           1           0           0
## 92       0     1   0 0 1    0    1       0           0           0           1
## 93       0     1   0 0 1    0    1       0           0           1           0
## 94       0     0   1 1 0    0    1       0           0           0           1
## 95       0     1   0 0 1    0    1       0           0           0           1
## 96       0     1   0 1 0    0    1       0           0           1           0
## 97       0     1   0 0 1    0    1       0           0           1           0
## 98       0     1   0 0 1    0    1       0           0           1           0
## 99       0     1   0 0 1    0    1       0           0           0           1
## 100      0     1   0 0 1    0    1       0           0           0           1
## 101      0     1   0 0 1    0    1       0           0           0           1
## 102      0     1   0 0 1    0    1       0           0           1           0
## 103      1     0   0 1 0    0    1       0           0           1           0
## 104      0     1   0 0 1    0    1       0           0           1           0
## 105      0     1   0 0 1    0    1       0           0           1           0
## 106      0     1   0 0 1    0    1       0           0           0           1
## 107      0     1   0 1 0    0    1       0           0           1           0
## 108      0     0   1 0 1    0    1       0           0           1           0
## 109      1     0   0 1 0    0    1       0           0           1           0
## 110      0     1   0 0 1    0    1       0           0           1           0
## 111      0     1   0 1 0    0    1       0           0           1           0
## 112      0     1   0 0 1    0    1       0           0           0           1
## 113      0     1   0 1 0    0    1       0           0           1           0
## 114      0     1   0 0 1    0    1       0           0           1           0
## 115      0     1   0 0 1    0    1       0           0           0           1
## 116      0     1   0 0 1    0    1       0           0           0           1
## 117      1     0   0 0 1    0    1       0           1           0           0
## 118      0     1   0 0 1    0    1       0           0           0           1
## 119      0     1   0 0 1    0    1       0           0           1           0
## 120      0     1   0 0 1    0    1       0           0           1           0
## 121      1     0   0 0 1    0    1       0           0           1           0
## 122      0     1   0 0 1    0    1       0           1           0           0
## 123      0     1   0 0 1    0    1       0           0           1           0
## 124      0     1   0 1 0    0    1       0           0           0           1
## 125      0     1   0 0 1    0    1       0           0           1           0
## 126      0     1   0 0 1    0    1       0           0           0           1
## 127      0     1   0 0 1    0    1       0           0           1           0
## 128      1     0   0 0 1    0    1       0           0           1           0
## 129      0     1   0 0 1    0    1       0           0           0           1
## 130      0     1   0 0 1    0    1       0           0           1           0
## 131      0     1   0 0 1    0    1       0           0           0           1
## 132      0     0   1 0 1    0    1       0           0           1           0
## 133      0     1   0 1 0    0    1       0           0           0           1
## 134      0     1   0 1 0    0    1       0           0           0           1
## 135      0     1   0 0 1    0    1       0           0           1           0
## 136      1     0   0 0 1    0    1       0           0           1           0
## 137      0     1   0 0 1    0    1       0           0           1           0
## 138      0     0   1 1 0    0    1       0           0           0           1
## 139      1     0   0 1 0    0    1       0           0           1           0
## 140      1     0   0 1 0    0    1       0           0           1           0
## 141      0     1   0 0 1    0    1       0           1           0           0
## 142      0     1   0 1 0    0    1       0           0           1           0
## 143      0     0   1 1 0    0    1       0           0           1           0
## 144      0     1   0 0 1    0    1       0           0           1           0
## 145      0     1   0 0 1    0    1       0           0           1           0
## 146      0     1   0 1 0    0    1       0           0           1           0
## 147      0     1   0 1 0    0    1       0           0           0           1
## 148      1     0   0 1 0    0    1       0           0           1           0
## 149      0     1   0 0 1    0    1       0           1           0           0
## 150      1     0   0 0 1    0    1       0           0           1           0
## 151      1     0   0 1 0    0    1       0           0           1           0
## 152      0     1   0 0 1    0    1       0           0           0           1
## 153      1     0   0 0 1    0    1       0           0           1           0
## 154      0     1   0 1 0    0    1       0           0           0           1
## 155      0     1   0 1 0    0    1       0           0           1           0
## 156      1     0   0 1 0    0    1       0           0           0           1
## 157      0     1   0 0 1    0    1       0           0           1           0
## 158      0     1   0 0 1    0    1       0           0           0           1
## 159      0     1   0 0 1    0    1       0           0           1           0
## 160      0     0   1 1 0    0    1       0           0           0           1
## 161      1     0   0 0 1    0    1       0           0           1           0
## 162      0     1   0 0 1    0    1       0           0           0           1
## 163      0     1   0 0 1    0    1       0           0           0           1
## 164      0     1   0 0 1    0    1       0           0           0           1
## 165      0     1   0 1 0    0    1       0           0           1           0
## 166      0     1   0 0 1    0    1       0           0           1           0
## 167      0     1   0 0 1    0    1       0           0           0           1
## 168      0     1   0 0 1    0    1       0           0           1           0
## 169      1     0   0 0 1    0    1       0           1           0           0
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## 171      1     0   0 1 0    0    1       0           1           0           0
## 172      0     0   1 0 1    0    1       0           0           0           1
## 173      0     1   0 1 0    0    1       0           0           1           0
## 174      0     1   0 1 0    0    1       0           0           1           0
## 175      1     0   0 0 1    0    1       0           0           1           0
## 176      0     1   0 0 1    0    1       0           0           1           0
## 177      0     1   0 0 1    0    1       0           0           0           1
## 178      1     0   0 0 1    0    1       0           0           1           0
## 179      0     1   0 0 1    0    1       0           0           0           1
## 180      0     0   1 0 1    0    1       0           0           0           1
## 181      1     0   0 1 0    0    1       0           1           0           0
## 182      0     1   0 0 1    0    1       0           1           0           0
## 183      1     0   0 0 1    0    1       0           1           0           0
## 184      0     0   1 1 0    0    1       0           0           1           0
## 185      1     0   0 0 1    0    1       0           1           0           0
## 186      0     1   0 0 1    0    1       0           0           0           1
## 187      0     1   0 0 1    0    1       0           0           1           0
## 188      0     1   0 0 1    0    1       0           0           1           0
## 189      0     1   0 0 1    0    1       0           0           0           1
## 190      1     0   0 0 1    0    1       0           0           0           1
## 191      1     0   0 0 1    0    1       0           0           0           1
## 192      0     1   0 0 1    0    1       0           0           1           0
## 193      0     1   0 1 0    0    1       0           0           1           0
## 194      0     1   0 0 1    0    1       0           0           1           0
## 195      0     0   1 1 0    0    1       0           0           0           1
## 196      1     0   0 0 1    0    1       0           0           0           1
## 197      0     1   0 0 1    0    1       0           1           0           0
## 198      1     0   0 1 0    0    1       0           1           0           0
## 199      1     0   0 1 0    0    1       0           1           0           0
## 200      0     1   0 1 0    0    1       0           0           1           0
## 201      1     0   0 1 0    0    1       0           0           0           1
## 202      0     0   1 0 1    0    1       0           0           0           1
## 203      0     1   0 0 1    0    1       0           0           0           1
## 204      0     1   0 0 1    0    1       0           0           1           0
## 205      1     0   0 0 1    0    1       0           1           0           0
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##      Independiente Jubilado/Desempleado No Si Bajo Medio Alto
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## 1375             1                    0  1  0    1     0    0
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## 1400             1                    0  1  0    1     0    0
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## 1420             0                    0  1  0    1     0    0
## 1421             0                    1  0  1    0     0    1
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## 1423             0                    0  1  0    0     1    0
## 1424             1                    0  1  0    0     1    0
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## 1441             0                    0  1  0    0     1    0
## 1442             1                    0  1  0    0     0    1
## 1443             0                    0  0  1    0     1    0
res.mca$eig
##        eigenvalue percentage of variance cumulative percentage of variance
## dim 1  0.29465047              15.599142                          15.59914
## dim 2  0.19534952              10.342034                          25.94118
## dim 3  0.16938527               8.967455                          34.90863
## dim 4  0.13026750               6.896515                          41.80515
## dim 5  0.12491918               6.613368                          48.41851
## dim 6  0.11517958               6.097743                          54.51626
## dim 7  0.11331419               5.998986                          60.51524
## dim 8  0.10648238               5.637303                          66.15255
## dim 9  0.10435832               5.524852                          71.67740
## dim 10 0.10076800               5.334776                          77.01217
## dim 11 0.09768371               5.171491                          82.18366
## dim 12 0.08344159               4.417496                          86.60116
## dim 13 0.07024702               3.718960                          90.32012
## dim 14 0.06126647               3.243519                          93.56364
## dim 15 0.04966908               2.629540                          96.19318
## dim 16 0.04622352               2.447128                          98.64031
## dim 17 0.02568309               1.359693                         100.00000
## Contribucciones
res.mca$var$contrib
##                            Dim 1       Dim 2        Dim 3       Dim 4
## 18-29                 9.58674780  6.46994334  5.036202619  1.23633231
## 30-59                 3.57429216  3.98716943  0.016420057  5.78527992
## >60                   0.49144089  0.68653646 19.716936092 27.17859573
## H                     0.31725355  0.25883574  0.191673539  9.33586459
## M                     0.14764038  0.13420567  0.103859313  4.44576878
## Otro                  0.02667903  0.02306009  0.057482002  0.26153506
## Cali                  2.23612486  7.03186159  0.211855660  2.29428246
## Palmira               2.75881039  8.67553202  0.261376100  2.83056211
## Estrato 1-2           6.66735305  5.93244516  2.016847963  1.89924841
## Estrato 3-4           0.27475527  0.14787088  4.343469410  1.51205438
## Estrato 5-6           4.26670667 10.31378962  2.086454554  0.06891745
## Téc/Bach             11.24925738  0.06150919  1.616714927  0.31711590
## Univ                  0.00480892  0.86918404  7.999460365  5.31539362
## Mst/Doc              11.66830841  1.64053685  3.500063992  3.98495335
## <1smlv               15.82232964  4.41190793  2.305803248  2.45933321
## 1-3smlv               0.06979527 11.76774244  7.465605893  4.46708195
## >3smlv               13.69924371  2.28218374  1.787803653  0.48079518
## Empleado              4.46238015  3.77100360  3.042330667  1.68570460
## Estudiante            7.45804136 18.63466508  5.600773179  0.32388384
## Independiente         0.43660411  0.10642785  0.053950844 13.63521728
## Jubilado/Desempleado  3.99612815  0.04230874 27.447374265  1.21031132
## No                    0.13155068  0.25024441  0.312134132  1.01949601
## Si                    0.30786513  0.58564143  0.730480573  2.38590386
## Bajo                  0.02190182  4.95206454  1.836164095  2.97378688
## Medio                 0.17157142  0.02417543  0.000349034  0.01945029
## Alto                  0.15240981  6.93915472  2.258413825  2.87313149
##                             Dim 5
## 18-29                 0.084712679
## 30-59                 0.007337573
## >60                   0.127685777
## H                    22.664838375
## M                    10.569466100
## Otro                  1.764037589
## Cali                  1.334573639
## Palmira               1.646525063
## Estrato 1-2           0.002314975
## Estrato 3-4           2.648995527
## Estrato 5-6           5.226973215
## Téc/Bach              1.861850679
## Univ                  3.585380540
## Mst/Doc               0.549876748
## <1smlv                0.014415508
## 1-3smlv               0.272772826
## >3smlv                0.162384428
## Empleado              0.064010757
## Estudiante            0.845887922
## Independiente         0.033584579
## Jubilado/Desempleado  0.381065235
## No                    6.785523369
## Si                   15.880009550
## Bajo                 13.391720855
## Medio                10.041099481
## Alto                  0.052957009
library(ggrepel)
options(ggrepel.max.overlaps = Inf)
fviz_mca_biplot(res.mca, repel=TRUE,cex=0.6,geom.ind = c("point"),geom.var =  c("point", "text"),col.ind  ="#C1CDCD", col.var="#8B1A1A")
## Warning: Duplicated aesthetics after name standardisation: size
## Duplicated aesthetics after name standardisation: size

cluster

library(FactoMineR)
cluster.votaciones<-HCPC(res.mca,nb.clust=-1,consol=FALSE,graph=FALSE)
library(ggrepel)
options(ggrepel.max.overlaps = Inf)
plot.HCPC(cluster.votaciones,choice='map',draw.tree=FALSE,title = '',axes = c(1,2),ylim=c(-1.7,1.7),ind.names = FALSE)

##P values
summary(cluster.votaciones)
##            Length Class      Mode
## data.clust 10     data.frame list
## desc.var    3     catdes     list
## desc.axes   3     catdes     list
## desc.ind    2     -none-     list
## call        7     -none-     list
#descripcion de los cluster con los valores test

cluster.votaciones$desc.var #valores test
## 
## Link between the cluster variable and the categorical variables (chi-square test)
## =================================================================================
##                            p.value df
## Ingresos              0.000000e+00  4
## Educacion            1.633042e-189  4
## Ocu                  1.535558e-175  6
## Edad_g               8.306674e-114  4
## Estrato               3.199314e-76  4
## Municipio             1.598873e-26  2
## IPRG                  4.802382e-11  4
## Sexo                  9.967112e-06  4
## ViveConEnferCronicas  3.616930e-03  2
## 
## Description of each cluster by the categories
## =============================================
## $`1`
##                            Cla/Mod   Mod/Cla    Global       p.value     v.test
## Ingresos=>3smlv          83.582090 86.990291 37.144837 2.763024e-202  30.346871
## Educacion=Mst/Doc        85.491071 74.368932 31.046431 2.156318e-160  26.986024
## Estrato=Estrato 5-6      70.501475 46.407767 23.492723  2.895141e-51  15.061640
## Edad_g=>60               96.739130 17.281553  6.375606  3.086511e-38  12.929039
## Municipio=Cali           48.055207 74.368932 55.232155  2.032146e-28  11.056802
## Edad_g=30-59             43.817787 78.446602 63.894664  2.224735e-18   8.745275
## Ocu=Empleado             44.488712 65.048544 52.182952  2.469413e-13   7.320558
## Sexo=H                   44.514768 40.970874 32.848233  1.206921e-06   4.854498
## ViveConEnferCronicas=No  38.180020 74.951456 70.062370  2.385014e-03   3.037561
## Ocu=Independiente        42.264151 21.747573 18.364518  1.436419e-02   2.448024
## ViveConEnferCronicas=Si  29.861111 25.048544 29.937630  2.385014e-03  -3.037561
## Ocu=Jubilado/Desempleado 26.244344 11.262136 15.315315  1.225439e-03  -3.232892
## IPRG=Alto                28.021978 19.805825 25.225225  3.625769e-04  -3.565924
## Sexo=M                   31.502591 59.029126 66.874567  2.864759e-06  -4.680285
## Educacion=Univ           19.782214 21.165049 38.184338  3.976028e-24 -10.132200
## Municipio=Palmira        20.433437 25.631068 44.767845  2.032146e-28 -11.056802
## Ocu=Estudiante            4.901961  1.941748 14.137214  7.974452e-29 -11.140418
## Ingresos=1-3smlv         11.089109 10.873786 34.996535  1.827993e-51 -15.092006
## Estrato=Estrato 1-2       7.425743  5.825243 27.997228  6.910301e-52 -15.156049
## Edad_g=18-29              5.128205  4.271845 29.729730  2.840273e-67 -17.329041
## Educacion=Téc/Bach        5.180180  4.466019 30.769231  4.565094e-70 -17.695212
## Ingresos=<1smlv           2.736318  2.135922 27.858628  7.124286e-75 -18.308155
## 
## $`2`
##                            Cla/Mod   Mod/Cla    Global       p.value     v.test
## Ingresos=1-3smlv         81.386139 81.386139 34.996535 1.821093e-169  27.748412
## Ocu=Empleado             51.792829 77.227723 52.182952  4.386362e-46  14.251519
## Educacion=Univ           57.713249 62.970297 38.184338  1.182407e-45  14.182108
## Municipio=Palmira        43.808050 56.039604 44.767845  2.860689e-10   6.306146
## Edad_g=30-59             40.672451 74.257426 63.894664  1.167717e-09   6.084615
## Estrato=Estrato 3-4      42.000000 58.217822 48.510049  6.178149e-08   5.413567
## IPRG=Alto                46.703297 33.663366 25.225225  9.257423e-08   5.340728
## Estrato=Estrato 1-2      44.306931 35.445545 27.997228  4.790900e-06   4.573742
## ViveConEnferCronicas=Si  40.509259 34.653465 29.937630  4.368762e-03   2.850230
## Edad_g=18-29             30.303030 25.742574 29.729730  1.465903e-02  -2.440695
## ViveConEnferCronicas=No  32.640950 65.346535 70.062370  4.368762e-03  -2.850230
## IPRG=Bajo                23.556582 20.198020 30.006930  1.272217e-09  -6.070867
## Municipio=Cali           27.854454 43.960396 55.232155  2.860689e-10  -6.306146
## Edad_g=>60                0.000000  0.000000  6.375606  1.183326e-18  -8.816273
## Ocu=Estudiante            3.431373  1.386139 14.137214  2.056435e-31 -11.659334
## Ocu=Jubilado/Desempleado  4.072398  1.782178 15.315315  1.636841e-32 -11.872905
## Estrato=Estrato 5-6       9.439528  6.336634 23.492723  5.364841e-34 -12.155476
## Ingresos=>3smlv          12.500000 13.267327 37.144837  5.082929e-47 -14.401232
## Ingresos=<1smlv           6.716418  5.346535 27.858628  1.396016e-52 -15.260765
## Educacion=Mst/Doc         8.258929  7.326733 31.046431  2.985654e-53 -15.361079
## 
## $`3`
##                            Cla/Mod    Mod/Cla    Global       p.value
## Ingresos=<1smlv          90.547264 86.0520095 27.858628 1.422635e-227
## Ocu=Estudiante           91.666667 44.2080378 14.137214  2.671355e-93
## Edad_g=18-29             64.568765 65.4846336 29.729730  2.374451e-78
## Educacion=Téc/Bach       61.036036 64.0661939 30.769231  4.935667e-67
## Ocu=Jubilado/Desempleado 69.683258 36.4066194 15.315315  2.812254e-42
## Estrato=Estrato 1-2      48.267327 46.0992908 27.997228  6.604890e-22
## Municipio=Palmira        35.758514 54.6099291 44.767845  1.388987e-06
## IPRG=Bajo                37.875289 38.7706856 30.006930  3.981743e-06
## Sexo=M                   32.435233 73.9952719 66.874567  1.854597e-04
## IPRG=Alto                25.274725 21.7494090 25.225225  4.911288e-02
## IPRG=Medio               25.851393 39.4799054 44.767845  9.227392e-03
## Ocu=Independiente        20.377358 12.7659574 18.364518  2.958028e-04
## Sexo=H                   22.784810 25.5319149 32.848233  1.173631e-04
## Estrato=Estrato 5-6      20.058997 16.0756501 23.492723  1.198242e-05
## Educacion=Univ           22.504537 29.3144208 38.184338  6.588344e-06
## Municipio=Cali           24.090339 45.3900709 55.232155  1.388987e-06
## Estrato=Estrato 3-4      22.857143 37.8250591 48.510049  1.584836e-07
## Edad_g=>60                3.260870  0.7092199  6.375606  5.245939e-11
## Educacion=Mst/Doc         6.250000  6.6193853 31.046431  4.948088e-45
## Ingresos=1-3smlv          7.524752  8.9834515 34.996535  1.725981e-46
## Edad_g=30-59             15.509761 33.8061466 63.894664  5.426837e-52
## Ingresos=>3smlv           3.917910  4.9645390 37.144837  8.326091e-72
## Ocu=Empleado              3.718459  6.6193853 52.182952 2.752197e-124
##                              v.test
## Ingresos=<1smlv           32.206688
## Ocu=Estudiante            20.489498
## Edad_g=18-29              18.739138
## Educacion=Téc/Bach        17.297229
## Ocu=Jubilado/Desempleado  13.625822
## Estrato=Estrato 1-2        9.619660
## Municipio=Palmira          4.826578
## IPRG=Bajo                  4.612333
## Sexo=M                     3.738041
## IPRG=Alto                 -1.967610
## IPRG=Medio                -2.603512
## Ocu=Independiente         -3.618948
## Sexo=H                    -3.851570
## Estrato=Estrato 5-6       -4.377907
## Educacion=Univ            -4.506572
## Municipio=Cali            -4.826578
## Estrato=Estrato 3-4       -5.242421
## Edad_g=>60                -6.563783
## Educacion=Mst/Doc        -14.081314
## Ingresos=1-3smlv         -14.316501
## Edad_g=30-59             -15.171917
## Ingresos=>3smlv          -17.919373
## Ocu=Empleado             -23.711374
#con todos los ejes del acm

cluster.votaciones$data.clust #conjunto de datos con la clasificacion
##      Edad_g Sexo Municipio     Estrato Educacion Ingresos                  Ocu
## 1     30-59    H      Cali Estrato 3-4      Univ   >3smlv Jubilado/Desempleado
## 2     30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 3     18-29    M      Cali Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 4     18-29    M      Cali Estrato 5-6  Téc/Bach   <1smlv           Estudiante
## 5     30-59    H      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 6     30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 7     30-59    M      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 8     30-59    M      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 9     18-29    M      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 10    18-29    M      Cali Estrato 5-6  Téc/Bach   <1smlv           Estudiante
## 11    30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 12    18-29    M      Cali Estrato 5-6  Téc/Bach   <1smlv           Estudiante
## 13    18-29    M      Cali Estrato 1-2      Univ  1-3smlv             Empleado
## 14    30-59    M      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 15    18-29    M      Cali Estrato 5-6      Univ  1-3smlv             Empleado
## 16    30-59    M      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 17    18-29    M      Cali Estrato 5-6  Téc/Bach   <1smlv           Estudiante
## 18    30-59    M      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 19    18-29    M      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 20    30-59    H      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 21    18-29    M      Cali Estrato 5-6  Téc/Bach   <1smlv           Estudiante
## 22    30-59    H      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 23    18-29    H      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 24    30-59    M      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 25    18-29    M      Cali Estrato 1-2      Univ   <1smlv           Estudiante
## 26    18-29    H      Cali Estrato 5-6  Téc/Bach   >3smlv           Estudiante
## 27    18-29    H      Cali Estrato 5-6      Univ  1-3smlv           Estudiante
## 28    30-59    H      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 29    18-29    M      Cali Estrato 5-6      Univ   <1smlv           Estudiante
## 30    30-59    M      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 31    30-59    H      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 32    18-29    M      Cali Estrato 5-6      Univ  1-3smlv             Empleado
## 33    30-59    H      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 34    30-59    H      Cali Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 35    30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 36    18-29    M      Cali Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 37      >60    H      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 38    30-59    M      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 39    30-59    M      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 40      >60    M      Cali Estrato 5-6   Mst/Doc   >3smlv        Independiente
## 41    30-59    M      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 42    18-29    H      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 43    30-59    H      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 44    30-59    H      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 45    18-29    M      Cali Estrato 5-6  Téc/Bach   <1smlv           Estudiante
## 46    30-59    H      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 47    30-59    H      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 48    30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 49    30-59    H      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 50    18-29    M      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 51    30-59    M      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 52    30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 53    30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 54    30-59    M      Cali Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 55    30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 56    18-29    M      Cali Estrato 5-6      Univ  1-3smlv           Estudiante
## 57    30-59    M      Cali Estrato 3-4   Mst/Doc   >3smlv        Independiente
## 58    30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 59    18-29    M      Cali Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 60    18-29    M      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 61      >60    H      Cali Estrato 3-4      Univ   >3smlv Jubilado/Desempleado
## 62    30-59    M      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 63    30-59    M      Cali Estrato 5-6   Mst/Doc  1-3smlv        Independiente
## 64    30-59    M      Cali Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 65    30-59    H      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 66    30-59    H      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 67    30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv        Independiente
## 68    30-59    H      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 69    18-29    M      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 70      >60    M      Cali Estrato 5-6   Mst/Doc   >3smlv Jubilado/Desempleado
## 71    30-59    M      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 72    18-29    M      Cali Estrato 5-6      Univ   <1smlv           Estudiante
## 73    30-59    M      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 74    18-29    H      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 75    30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv        Independiente
## 76    18-29    M      Cali Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 77    30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 78      >60    H      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 79    30-59    M      Cali Estrato 3-4  Téc/Bach   <1smlv        Independiente
## 80    18-29    H      Cali Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 81    30-59    M      Cali Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 82    30-59    H      Cali Estrato 5-6      Univ   >3smlv        Independiente
## 83    30-59    H      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 84      >60    M      Cali Estrato 5-6   Mst/Doc   >3smlv Jubilado/Desempleado
## 85    30-59    H      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 86    30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv        Independiente
## 87    18-29    H      Cali Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 88    18-29    M      Cali Estrato 5-6  Téc/Bach   <1smlv           Estudiante
## 89    18-29    M      Cali Estrato 3-4  Téc/Bach  1-3smlv           Estudiante
## 90    30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 91    18-29    M      Cali Estrato 1-2      Univ  1-3smlv             Empleado
## 92    30-59    M      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 93    30-59    M      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 94      >60    H      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 95    30-59    M      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 96    30-59    H      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 97    30-59    M      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 98    30-59    M      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 99    30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 100   30-59    M      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 101   30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv        Independiente
## 102   30-59    M      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 103   18-29    H      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 104   30-59    M      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 105   30-59    M      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 106   30-59    M      Cali Estrato 5-6      Univ  1-3smlv             Empleado
## 107   30-59    H      Cali Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 108     >60    M      Cali Estrato 3-4      Univ  1-3smlv        Independiente
## 109   18-29    H      Cali Estrato 3-4   Mst/Doc   >3smlv        Independiente
## 110   30-59    M      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 111   30-59    H      Cali Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 112   30-59    M      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 113   30-59    H      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 114   30-59    M      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 115   30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 116   30-59    M      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 117   18-29    M      Cali Estrato 1-2      Univ   >3smlv        Independiente
## 118   30-59    M      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 119   30-59    M      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 120   30-59    M      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 121   18-29    M      Cali Estrato 3-4      Univ  1-3smlv           Estudiante
## 122   30-59    M      Cali Estrato 1-2      Univ  1-3smlv             Empleado
## 123   30-59    M      Cali Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 124   30-59    H      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 125   30-59    M      Cali Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 126   30-59    M      Cali Estrato 5-6  Téc/Bach  1-3smlv             Empleado
## 127   30-59    M      Cali Estrato 3-4      Univ   >3smlv        Independiente
## 128   18-29    M      Cali Estrato 3-4      Univ   <1smlv           Estudiante
## 129   30-59    M      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 130   30-59    M      Cali Estrato 3-4  Téc/Bach  1-3smlv        Independiente
## 131   30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 132     >60    M      Cali Estrato 3-4   Mst/Doc   >3smlv Jubilado/Desempleado
## 133   30-59    H      Cali Estrato 5-6   Mst/Doc   <1smlv Jubilado/Desempleado
## 134   30-59    H      Cali Estrato 5-6      Univ   >3smlv             Empleado
## 135   30-59    M      Cali Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 136   18-29    M      Cali Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 137   30-59    M      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 138     >60    H      Cali Estrato 5-6      Univ   >3smlv Jubilado/Desempleado
## 139   18-29    H      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 140   18-29    H      Cali Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 141   30-59    M      Cali Estrato 1-2      Univ   >3smlv             Empleado
## 142   30-59    H      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 143     >60    H      Cali Estrato 3-4      Univ   >3smlv Jubilado/Desempleado
## 144   30-59    M      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 145   30-59    M      Cali Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 146   30-59    H      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 147   30-59    H      Cali Estrato 5-6   Mst/Doc   >3smlv Jubilado/Desempleado
## 148   18-29    H      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 149   30-59    M      Cali Estrato 1-2      Univ   >3smlv             Empleado
## 150   18-29    M      Cali Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 151   18-29    H      Cali Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 152   30-59    M      Cali Estrato 5-6      Univ   <1smlv           Estudiante
## 153   18-29    M      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 154   30-59    H      Cali Estrato 5-6   Mst/Doc  1-3smlv           Estudiante
## 155   30-59    H      Cali Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 156   18-29    H      Cali Estrato 5-6  Téc/Bach   <1smlv           Estudiante
## 157   30-59    M      Cali Estrato 3-4      Univ   >3smlv        Independiente
## 158   30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv        Independiente
## 159   30-59    M      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 160     >60    H      Cali Estrato 5-6   Mst/Doc   >3smlv Jubilado/Desempleado
## 161   18-29    M      Cali Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 162   30-59    M      Cali Estrato 5-6      Univ   >3smlv             Empleado
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## 631   18-29    H      Cali Estrato 3-4      Univ   <1smlv           Estudiante
## 632   30-59    M      Cali Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 633   30-59    M      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
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## 636   30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 637   30-59    M      Cali Estrato 5-6      Univ   <1smlv Jubilado/Desempleado
## 638   30-59    H      Cali Estrato 3-4      Univ  1-3smlv             Empleado
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## 644   30-59    H      Cali Estrato 5-6      Univ   >3smlv             Empleado
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## 646   30-59    H      Cali Estrato 3-4      Univ   >3smlv             Empleado
## 647   30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 648   30-59    M      Cali Estrato 5-6  Téc/Bach  1-3smlv        Independiente
## 649   30-59    H      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 650   30-59    M      Cali Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 651   30-59    H      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
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## 653   18-29    H      Cali Estrato 3-4      Univ   <1smlv           Estudiante
## 654   30-59    H      Cali Estrato 5-6      Univ  1-3smlv             Empleado
## 655   30-59 Otro      Cali Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 656   30-59    M      Cali Estrato 3-4   Mst/Doc  1-3smlv        Independiente
## 657   30-59    H      Cali Estrato 5-6      Univ  1-3smlv Jubilado/Desempleado
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## 660   18-29    M      Cali Estrato 1-2  Téc/Bach  1-3smlv           Estudiante
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## 666   18-29    M      Cali Estrato 5-6  Téc/Bach   <1smlv           Estudiante
## 667   18-29    H      Cali Estrato 5-6  Téc/Bach   <1smlv           Estudiante
## 668   30-59    M      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 669   30-59    H      Cali Estrato 3-4   Mst/Doc  1-3smlv             Empleado
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## 680   30-59    M      Cali Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 681   18-29    H      Cali Estrato 3-4      Univ   <1smlv           Estudiante
## 682   30-59    M      Cali Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 683   30-59    M      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 684     >60    H      Cali Estrato 3-4  Téc/Bach  1-3smlv        Independiente
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## 687   18-29    H      Cali Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 688   18-29    M      Cali Estrato 1-2      Univ   <1smlv           Estudiante
## 689   30-59    M      Cali Estrato 5-6      Univ   <1smlv        Independiente
## 690   30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
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## 692   30-59    M      Cali Estrato 1-2      Univ   <1smlv           Estudiante
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## 694   18-29    H      Cali Estrato 3-4      Univ  1-3smlv             Empleado
## 695   30-59    M      Cali Estrato 3-4  Téc/Bach  1-3smlv             Empleado
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## 697     >60    H      Cali Estrato 1-2  Téc/Bach  1-3smlv Jubilado/Desempleado
## 698   30-59    H      Cali Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 699   30-59    M      Cali Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 700   30-59    M      Cali Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 701   30-59    M      Cali Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 702   30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
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## 704   30-59    M      Cali Estrato 5-6  Téc/Bach  1-3smlv             Empleado
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## 706     >60    H      Cali Estrato 3-4  Téc/Bach  1-3smlv Jubilado/Desempleado
## 707   30-59    M      Cali Estrato 3-4   Mst/Doc   >3smlv             Empleado
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## 711   30-59    M      Cali Estrato 3-4      Univ  1-3smlv           Estudiante
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## 713   30-59    M      Cali Estrato 1-2      Univ   <1smlv        Independiente
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## 721   18-29    M      Cali Estrato 5-6  Téc/Bach   <1smlv           Estudiante
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## 723   30-59    M      Cali Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 724   18-29    H      Cali Estrato 3-4      Univ  1-3smlv           Estudiante
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## 733   30-59    M      Cali Estrato 1-2  Téc/Bach   <1smlv        Independiente
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## 736   18-29    H      Cali Estrato 3-4      Univ   <1smlv Jubilado/Desempleado
## 737   18-29    M      Cali Estrato 1-2      Univ  1-3smlv             Empleado
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## 747     >60    M      Cali Estrato 1-2  Téc/Bach   <1smlv             Empleado
## 748   30-59    M      Cali Estrato 1-2  Téc/Bach  1-3smlv             Empleado
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## 751   18-29    H      Cali Estrato 1-2      Univ   <1smlv           Estudiante
## 752   30-59    M      Cali Estrato 5-6   Mst/Doc   >3smlv        Independiente
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## 756   18-29    M      Cali Estrato 3-4   Mst/Doc  1-3smlv           Estudiante
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## 763   18-29    H      Cali Estrato 3-4      Univ   <1smlv Jubilado/Desempleado
## 764   18-29    H      Cali Estrato 1-2      Univ   <1smlv           Estudiante
## 765     >60    M      Cali Estrato 5-6   Mst/Doc   >3smlv             Empleado
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## 777   18-29    H      Cali Estrato 3-4  Téc/Bach   <1smlv           Estudiante
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## 782   30-59    M      Cali Estrato 5-6      Univ   <1smlv           Estudiante
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## 784   30-59    H      Cali Estrato 3-4      Univ  1-3smlv        Independiente
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## 789   18-29    M      Cali Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 790   30-59    M      Cali Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 791     >60    M      Cali Estrato 5-6   Mst/Doc   >3smlv Jubilado/Desempleado
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## 804   18-29    M   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
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## 806   30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv        Independiente
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## 808   18-29    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
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## 811   30-59    M   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 812   30-59    H   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
## 813   18-29    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
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## 858   30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 859   30-59    M   Palmira Estrato 3-4   Mst/Doc   <1smlv        Independiente
## 860   18-29    H   Palmira Estrato 5-6  Téc/Bach   <1smlv           Estudiante
## 861   30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 862   30-59    M   Palmira Estrato 3-4      Univ  1-3smlv Jubilado/Desempleado
## 863   30-59    M   Palmira Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 864   30-59    M   Palmira Estrato 3-4   Mst/Doc   <1smlv Jubilado/Desempleado
## 865   30-59    M   Palmira Estrato 3-4      Univ   <1smlv Jubilado/Desempleado
## 866   18-29    H   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 867   18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 868   30-59    M   Palmira Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 869   30-59    M   Palmira Estrato 3-4   Mst/Doc   <1smlv Jubilado/Desempleado
## 870   18-29    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv           Estudiante
## 871   30-59    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 872     >60    H   Palmira Estrato 3-4   Mst/Doc   <1smlv Jubilado/Desempleado
## 873   30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 874   30-59    H   Palmira Estrato 1-2   Mst/Doc   >3smlv        Independiente
## 875   18-29    M   Palmira Estrato 3-4      Univ   >3smlv        Independiente
## 876     >60    H   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
## 877   18-29    M   Palmira Estrato 5-6      Univ  1-3smlv             Empleado
## 878   18-29    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 879   18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 880   30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv        Independiente
## 881   30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 882   30-59    H   Palmira Estrato 5-6  Téc/Bach   <1smlv        Independiente
## 883   30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 884   30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 885   30-59    M   Palmira Estrato 1-2   Mst/Doc  1-3smlv             Empleado
## 886   30-59    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv        Independiente
## 887   30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv        Independiente
## 888   30-59    H   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 889   18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 890   30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 891     >60    H   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 892   30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 893   30-59    M   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
## 894   18-29    M   Palmira Estrato 5-6   Mst/Doc   >3smlv        Independiente
## 895   30-59    H   Palmira Estrato 1-2      Univ   >3smlv             Empleado
## 896   30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 897   18-29    M   Palmira Estrato 5-6      Univ   <1smlv           Estudiante
## 898   18-29    H   Palmira Estrato 1-2   Mst/Doc   <1smlv Jubilado/Desempleado
## 899   18-29    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 900   30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 901   30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 902   30-59    M   Palmira Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 903   18-29    M   Palmira Estrato 5-6   Mst/Doc   >3smlv        Independiente
## 904   18-29    H   Palmira Estrato 5-6      Univ   <1smlv           Estudiante
## 905   30-59    M   Palmira Estrato 5-6      Univ   >3smlv             Empleado
## 906   30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 907   30-59    H   Palmira Estrato 3-4      Univ   <1smlv             Empleado
## 908   30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 909   30-59    M   Palmira Estrato 1-2      Univ   >3smlv Jubilado/Desempleado
## 910   30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 911   30-59    H   Palmira Estrato 3-4      Univ   >3smlv        Independiente
## 912   18-29    H   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 913   30-59    H   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 914   30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 915   30-59    M   Palmira Estrato 1-2      Univ  1-3smlv Jubilado/Desempleado
## 916   30-59    H   Palmira Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 917   30-59    M   Palmira Estrato 1-2      Univ   <1smlv        Independiente
## 918   30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 919   30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 920   18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 921   30-59    M   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 922   30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 923   18-29    H   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
## 924   30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 925   30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv             Empleado
## 926   18-29    H   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 927   18-29    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 928   30-59    H   Palmira Estrato 1-2      Univ  1-3smlv           Estudiante
## 929   30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 930   30-59    H   Palmira Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 931   18-29    H   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 932   18-29    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 933   18-29    H   Palmira Estrato 1-2      Univ  1-3smlv           Estudiante
## 934   18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 935   18-29    H   Palmira Estrato 3-4      Univ   <1smlv           Estudiante
## 936   18-29    H   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 937   30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 938   18-29    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 939   30-59    H   Palmira Estrato 3-4  Téc/Bach   >3smlv             Empleado
## 940   18-29    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 941   18-29    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 942   18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 943   30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 944   30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 945   30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 946   18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 947   30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 948   30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 949   30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 950   30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 951   18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 952   18-29    M   Palmira Estrato 3-4      Univ  1-3smlv Jubilado/Desempleado
## 953   30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 954   18-29    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 955   30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 956   30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 957   18-29    H   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 958   30-59    M   Palmira Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 959   18-29    H   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 960   30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 961   18-29    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 962   30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv Jubilado/Desempleado
## 963   18-29    H   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 964   18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 965   30-59    M   Palmira Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 966   30-59    M   Palmira Estrato 3-4   Mst/Doc   <1smlv Jubilado/Desempleado
## 967   30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 968   30-59    H   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 969   30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 970   18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 971   30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 972   30-59    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 973   30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 974   18-29    M   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
## 975   30-59    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 976   18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 977   30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 978   30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 979     >60    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv Jubilado/Desempleado
## 980   30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 981   30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 982   30-59    M   Palmira Estrato 1-2  Téc/Bach   >3smlv             Empleado
## 983   30-59    M   Palmira Estrato 1-2   Mst/Doc  1-3smlv             Empleado
## 984   30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 985   18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 986   18-29    H   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 987   30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 988   18-29    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 989     >60    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 990   30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 991   30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 992   18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 993   30-59    M   Palmira Estrato 5-6      Univ  1-3smlv        Independiente
## 994   18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 995   30-59    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 996   30-59    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv Jubilado/Desempleado
## 997   30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 998   30-59    M   Palmira Estrato 5-6      Univ  1-3smlv        Independiente
## 999   30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1000  30-59    H   Palmira Estrato 3-4   Mst/Doc  1-3smlv        Independiente
## 1001  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1002  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1003  30-59    M   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 1004  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 1005  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1006  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1007  18-29    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1008  30-59    M   Palmira Estrato 3-4   Mst/Doc   <1smlv Jubilado/Desempleado
## 1009  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1010  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1011  30-59    M   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1012  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1013  30-59    M   Palmira Estrato 5-6      Univ   <1smlv        Independiente
## 1014  18-29    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1015  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1016  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1017  18-29    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1018  18-29    H   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 1019  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 1020  30-59    M   Palmira Estrato 1-2  Téc/Bach   >3smlv Jubilado/Desempleado
## 1021  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1022  30-59    M   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1023  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1024  18-29    H   Palmira Estrato 1-2   Mst/Doc   >3smlv        Independiente
## 1025  18-29    H   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1026  30-59    M   Palmira Estrato 3-4      Univ   <1smlv        Independiente
## 1027  30-59    M   Palmira Estrato 3-4      Univ   <1smlv Jubilado/Desempleado
## 1028  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv        Independiente
## 1029  30-59    M   Palmira Estrato 1-2      Univ   >3smlv             Empleado
## 1030  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1031  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1032  18-29    M   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1033  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1034  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv             Empleado
## 1035  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1036  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1037  18-29    H   Palmira Estrato 5-6      Univ  1-3smlv        Independiente
## 1038  18-29    H   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 1039  18-29    M   Palmira Estrato 1-2      Univ   <1smlv           Estudiante
## 1040  18-29    M   Palmira Estrato 3-4      Univ   <1smlv           Estudiante
## 1041  30-59    H   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1042  18-29    M   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
## 1043  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1044  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1045  18-29    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1046  18-29    H   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 1047  30-59    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1048  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1049  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 1050  18-29    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1051  18-29    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1052  30-59    H   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1053  30-59    H   Palmira Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 1054  30-59    H   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1055  18-29    H   Palmira Estrato 1-2      Univ   <1smlv           Estudiante
## 1056  18-29    M   Palmira Estrato 3-4      Univ   <1smlv           Estudiante
## 1057  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1058    >60    H   Palmira Estrato 1-2  Téc/Bach   >3smlv Jubilado/Desempleado
## 1059  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1060  18-29    H   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 1061  18-29    M   Palmira Estrato 3-4      Univ   <1smlv Jubilado/Desempleado
## 1062  30-59    M   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1063  30-59    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1064  18-29    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1065  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1066  18-29    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1067  30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1068  30-59    M   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1069  30-59    M   Palmira Estrato 3-4  Téc/Bach   >3smlv             Empleado
## 1070  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1071  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 1072  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 1073  30-59    H   Palmira Estrato 3-4  Téc/Bach   <1smlv        Independiente
## 1074  18-29    H   Palmira Estrato 1-2      Univ   <1smlv             Empleado
## 1075  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
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## 1077  18-29    M   Palmira Estrato 3-4      Univ   <1smlv           Estudiante
## 1078  30-59    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv        Independiente
## 1079  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1080  30-59    M   Palmira Estrato 5-6   Mst/Doc   >3smlv             Empleado
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## 1082  30-59    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv        Independiente
## 1083  18-29    M   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1084  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
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## 1089  18-29    H   Palmira Estrato 3-4      Univ   <1smlv Jubilado/Desempleado
## 1090  18-29    H   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1091  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 1092  30-59    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1093  30-59    M   Palmira Estrato 1-2   Mst/Doc  1-3smlv        Independiente
## 1094  30-59    M   Palmira Estrato 5-6   Mst/Doc   >3smlv        Independiente
## 1095  18-29    H   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1096  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
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## 1099  18-29    M   Palmira Estrato 3-4      Univ   <1smlv           Estudiante
## 1100  30-59    H   Palmira Estrato 1-2      Univ  1-3smlv        Independiente
## 1101  18-29    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1102  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1103  30-59    M   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 1104  30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv        Independiente
## 1105  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1106    >60    H   Palmira Estrato 3-4      Univ   <1smlv Jubilado/Desempleado
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## 1108  30-59    M   Palmira Estrato 3-4   Mst/Doc   <1smlv Jubilado/Desempleado
## 1109  30-59    M   Palmira Estrato 3-4      Univ   <1smlv Jubilado/Desempleado
## 1110  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
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## 1112  30-59    M   Palmira Estrato 1-2      Univ   >3smlv             Empleado
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## 1114  30-59    H   Palmira Estrato 5-6   Mst/Doc   >3smlv             Empleado
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## 1116  30-59    M   Palmira Estrato 1-2      Univ   <1smlv        Independiente
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## 1118  30-59    H   Palmira Estrato 3-4      Univ   >3smlv             Empleado
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## 1122  30-59    H   Palmira Estrato 1-2      Univ  1-3smlv Jubilado/Desempleado
## 1123  30-59    M   Palmira Estrato 3-4   Mst/Doc  1-3smlv        Independiente
## 1124  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
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## 1126  30-59    M   Palmira Estrato 5-6   Mst/Doc   >3smlv           Estudiante
## 1127  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1128  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1129  30-59    M   Palmira Estrato 3-4      Univ   <1smlv        Independiente
## 1130    >60    H   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1131  18-29    H   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
## 1132  30-59    M   Palmira Estrato 1-2   Mst/Doc   >3smlv             Empleado
## 1133  30-59    M   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1134  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1135  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1136  18-29    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1137  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1138  30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1139  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv        Independiente
## 1140  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1141  30-59    H   Palmira Estrato 3-4   Mst/Doc  1-3smlv        Independiente
## 1142  30-59    M   Palmira Estrato 5-6      Univ   >3smlv        Independiente
## 1143  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1144  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1145  18-29    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1146  30-59    M   Palmira Estrato 1-2   Mst/Doc   >3smlv             Empleado
## 1147  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1148  30-59    M   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 1149  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1150  30-59    M   Palmira Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 1151  30-59    M   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1152  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1153  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1154  30-59    M   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1155  30-59    M   Palmira Estrato 1-2   Mst/Doc  1-3smlv        Independiente
## 1156  18-29    H   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1157  18-29    H   Palmira Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 1158  18-29    M   Palmira Estrato 1-2      Univ   <1smlv        Independiente
## 1159  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1160    >60    H   Palmira Estrato 5-6      Univ  1-3smlv Jubilado/Desempleado
## 1161  30-59    M   Palmira Estrato 5-6      Univ  1-3smlv        Independiente
## 1162    >60    H   Palmira Estrato 1-2   Mst/Doc   >3smlv Jubilado/Desempleado
## 1163    >60    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv Jubilado/Desempleado
## 1164  30-59    H   Palmira Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 1165  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
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## 1167    >60    H   Palmira Estrato 1-2      Univ  1-3smlv Jubilado/Desempleado
## 1168  30-59    M   Palmira Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 1169  30-59    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1170  30-59    H   Palmira Estrato 1-2   Mst/Doc   >3smlv             Empleado
## 1171  30-59    H   Palmira Estrato 3-4      Univ   <1smlv        Independiente
## 1172    >60    M   Palmira Estrato 1-2      Univ   <1smlv        Independiente
## 1173  18-29    M   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1174  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
## 1175  30-59    M   Palmira Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 1176  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 1177  30-59    H   Palmira Estrato 1-2  Téc/Bach   >3smlv        Independiente
## 1178  30-59    H   Palmira Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 1179  30-59    M   Palmira Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 1180  30-59    M   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1181  30-59    M   Palmira Estrato 1-2   Mst/Doc   <1smlv Jubilado/Desempleado
## 1182  30-59    M   Palmira Estrato 5-6      Univ   <1smlv Jubilado/Desempleado
## 1183  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv        Independiente
## 1184  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv        Independiente
## 1185    >60    H   Palmira Estrato 3-4   Mst/Doc   >3smlv        Independiente
## 1186  30-59    H   Palmira Estrato 1-2   Mst/Doc   <1smlv        Independiente
## 1187  18-29    M   Palmira Estrato 3-4      Univ   <1smlv        Independiente
## 1188  30-59    M   Palmira Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 1189  30-59    M   Palmira Estrato 5-6   Mst/Doc  1-3smlv             Empleado
## 1190  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv        Independiente
## 1191  30-59    M   Palmira Estrato 5-6  Téc/Bach  1-3smlv             Empleado
## 1192  30-59    M   Palmira Estrato 3-4      Univ   <1smlv        Independiente
## 1193  30-59    M   Palmira Estrato 3-4  Téc/Bach   <1smlv        Independiente
## 1194  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1195  30-59    M   Palmira Estrato 3-4  Téc/Bach   <1smlv        Independiente
## 1196    >60    H   Palmira Estrato 3-4   Mst/Doc   >3smlv Jubilado/Desempleado
## 1197  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1198  18-29    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1199  30-59    H   Palmira Estrato 1-2      Univ  1-3smlv Jubilado/Desempleado
## 1200  30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1201  30-59    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1202  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1203  18-29    H   Palmira Estrato 3-4      Univ   <1smlv Jubilado/Desempleado
## 1204  30-59    M   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1205  18-29    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1206  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 1207  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1208  30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1209  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1210  18-29    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv Jubilado/Desempleado
## 1211  30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1212  18-29    M   Palmira Estrato 1-2      Univ   <1smlv           Estudiante
## 1213  30-59    M   Palmira Estrato 3-4  Téc/Bach   <1smlv             Empleado
## 1214  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1215  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1216  18-29    H   Palmira Estrato 5-6      Univ   >3smlv        Independiente
## 1217    >60    H   Palmira Estrato 3-4  Téc/Bach   >3smlv             Empleado
## 1218  30-59    M   Palmira Estrato 1-2      Univ   <1smlv        Independiente
## 1219  18-29    M   Palmira Estrato 1-2      Univ   <1smlv           Estudiante
## 1220  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 1221  30-59    H   Palmira Estrato 5-6   Mst/Doc   >3smlv        Independiente
## 1222  30-59    M   Palmira Estrato 3-4   Mst/Doc  1-3smlv        Independiente
## 1223  18-29    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1224  18-29    M   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1225  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv        Independiente
## 1226  18-29    H   Palmira Estrato 1-2  Téc/Bach   <1smlv             Empleado
## 1227  30-59    H   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1228  18-29    M   Palmira Estrato 3-4      Univ   <1smlv           Estudiante
## 1229  30-59    M   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1230  30-59    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1231  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1232  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1233  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1234  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1235  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv        Independiente
## 1236  30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1237    >60    H   Palmira Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 1238  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 1239  18-29    M   Palmira Estrato 5-6  Téc/Bach   <1smlv Jubilado/Desempleado
## 1240  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv        Independiente
## 1241  18-29    H   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1242  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1243  30-59    H   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1244  30-59    M   Palmira Estrato 5-6      Univ   <1smlv Jubilado/Desempleado
## 1245  30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1246  30-59    M   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1247  30-59    M   Palmira Estrato 3-4   Mst/Doc  1-3smlv        Independiente
## 1248  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1249  30-59    M   Palmira Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 1250  30-59    M   Palmira Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 1251  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv        Independiente
## 1252  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 1253  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv             Empleado
## 1254  30-59    H   Palmira Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 1255  18-29    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1256  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1257  18-29    M   Palmira Estrato 1-2      Univ   <1smlv           Estudiante
## 1258  30-59    M   Palmira Estrato 5-6   Mst/Doc  1-3smlv Jubilado/Desempleado
## 1259  30-59    H   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1260  18-29    H   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 1261  30-59    H   Palmira Estrato 1-2      Univ   >3smlv             Empleado
## 1262  30-59    M   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 1263  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1264  30-59    H   Palmira Estrato 5-6   Mst/Doc   >3smlv        Independiente
## 1265  30-59    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1266  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv        Independiente
## 1267  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1268  30-59    H   Palmira Estrato 1-2   Mst/Doc   >3smlv             Empleado
## 1269  18-29    M   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
## 1270  30-59    H   Palmira Estrato 3-4   Mst/Doc  1-3smlv        Independiente
## 1271  30-59    M   Palmira Estrato 3-4   Mst/Doc   <1smlv Jubilado/Desempleado
## 1272  30-59    H   Palmira Estrato 3-4  Téc/Bach   >3smlv             Empleado
## 1273  30-59    M   Palmira Estrato 1-2      Univ   >3smlv             Empleado
## 1274  30-59    H   Palmira Estrato 1-2      Univ   <1smlv             Empleado
## 1275  18-29    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv        Independiente
## 1276  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 1277  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1278  30-59    H   Palmira Estrato 1-2  Téc/Bach   <1smlv             Empleado
## 1279  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 1280  30-59    M   Palmira Estrato 3-4   Mst/Doc  1-3smlv             Empleado
## 1281  18-29    M   Palmira Estrato 3-4   Mst/Doc   <1smlv           Estudiante
## 1282  30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv        Independiente
## 1283  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
## 1284  18-29    H   Palmira Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 1285    >60    M   Palmira Estrato 1-2  Téc/Bach   >3smlv Jubilado/Desempleado
## 1286  30-59    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1287  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 1288  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1289  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1290  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1291  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1292  30-59    M   Palmira Estrato 3-4      Univ   <1smlv        Independiente
## 1293  18-29    M   Palmira Estrato 3-4      Univ   <1smlv           Estudiante
## 1294  30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1295  18-29    H   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1296  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1297  30-59    H   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1298  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1299  18-29    M   Palmira Estrato 1-2   Mst/Doc   >3smlv             Empleado
## 1300  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1301  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 1302  18-29    M   Palmira Estrato 3-4      Univ   <1smlv             Empleado
## 1303  18-29    M   Palmira Estrato 3-4      Univ   <1smlv        Independiente
## 1304  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1305  30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1306  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1307  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 1308  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 1309  30-59    M   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 1310  18-29    M   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1311  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 1312  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1313  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1314  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1315  30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1316  18-29    M   Palmira Estrato 1-2      Univ   >3smlv             Empleado
## 1317  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv        Independiente
## 1318  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1319  18-29    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1320  30-59    H   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1321  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1322  30-59    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1323  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv             Empleado
## 1324  30-59    H   Palmira Estrato 1-2  Téc/Bach   <1smlv             Empleado
## 1325  18-29    M   Palmira Estrato 3-4   Mst/Doc   <1smlv             Empleado
## 1326  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1327  18-29    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1328  30-59    M   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 1329  30-59    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1330  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv             Empleado
## 1331  30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1332  30-59    M   Palmira Estrato 5-6   Mst/Doc  1-3smlv        Independiente
## 1333  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
## 1334  18-29    M   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1335  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1336  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1337  18-29    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1338  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1339  30-59    H   Palmira Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 1340  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1341  18-29    H   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
## 1342  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1343  18-29    M   Palmira Estrato 5-6      Univ  1-3smlv        Independiente
## 1344  18-29    H   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1345  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1346  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1347  30-59    M   Palmira Estrato 3-4   Mst/Doc   <1smlv        Independiente
## 1348  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1349  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv             Empleado
## 1350  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1351  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 1352  30-59    M   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 1353  18-29    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1354  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv Jubilado/Desempleado
## 1355  30-59    M   Palmira Estrato 3-4      Univ   <1smlv Jubilado/Desempleado
## 1356  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv        Independiente
## 1357  30-59    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1358  30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1359  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv Jubilado/Desempleado
## 1360  30-59    H   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1361  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1362  18-29    H   Palmira Estrato 3-4      Univ   <1smlv           Estudiante
## 1363  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1364  30-59    M   Palmira Estrato 5-6   Mst/Doc   >3smlv             Empleado
## 1365  30-59    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1366  18-29    M   Palmira Estrato 3-4      Univ   <1smlv             Empleado
## 1367  18-29    M   Palmira Estrato 1-2      Univ   <1smlv           Estudiante
## 1368  30-59    M   Palmira Estrato 1-2      Univ   >3smlv             Empleado
## 1369  30-59    M   Palmira Estrato 5-6   Mst/Doc   >3smlv        Independiente
## 1370  30-59    M   Palmira Estrato 1-2   Mst/Doc  1-3smlv             Empleado
## 1371  30-59    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1372  30-59    M   Palmira Estrato 3-4   Mst/Doc   <1smlv Jubilado/Desempleado
## 1373  30-59    M   Palmira Estrato 1-2   Mst/Doc  1-3smlv        Independiente
## 1374  30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1375  30-59    M   Palmira Estrato 1-2      Univ   <1smlv        Independiente
## 1376  30-59    M   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1377  30-59    H   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1378  18-29    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1379  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1380  30-59    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1381  30-59    M   Palmira Estrato 3-4   Mst/Doc   <1smlv        Independiente
## 1382  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1383  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1384  18-29    M   Palmira Estrato 3-4   Mst/Doc   >3smlv           Estudiante
## 1385  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1386  30-59    M   Palmira Estrato 1-2      Univ   >3smlv             Empleado
## 1387  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv        Independiente
## 1388  30-59    H   Palmira Estrato 1-2      Univ   >3smlv             Empleado
## 1389  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv        Independiente
## 1390  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 1391  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv        Independiente
## 1392  30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv        Independiente
## 1393  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1394  30-59    H   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1395  18-29    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1396  18-29    M   Palmira Estrato 3-4      Univ   <1smlv           Estudiante
## 1397  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv        Independiente
## 1398  30-59    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv        Independiente
## 1399  30-59    H   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1400  30-59    H   Palmira Estrato 3-4   Mst/Doc   >3smlv        Independiente
## 1401  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1402  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1403  18-29    H   Palmira Estrato 3-4  Téc/Bach   <1smlv        Independiente
## 1404  18-29    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1405  18-29    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1406  30-59    M   Palmira Estrato 3-4  Téc/Bach   <1smlv Jubilado/Desempleado
## 1407  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1408  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv        Independiente
## 1409  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 1410  30-59 Otro   Palmira Estrato 3-4      Univ  1-3smlv        Independiente
## 1411  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1412  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 1413  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv           Estudiante
## 1414  18-29    H   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1415  30-59    M   Palmira Estrato 3-4   Mst/Doc   <1smlv Jubilado/Desempleado
## 1416  30-59    M   Palmira Estrato 3-4  Téc/Bach   <1smlv             Empleado
## 1417  30-59    H   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1418  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv             Empleado
## 1419  18-29    M   Palmira Estrato 3-4  Téc/Bach   <1smlv           Estudiante
## 1420  18-29    H   Palmira Estrato 1-2      Univ   >3smlv             Empleado
## 1421  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv Jubilado/Desempleado
## 1422  30-59    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1423  30-59    H   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1424  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv        Independiente
## 1425  30-59    M   Palmira Estrato 1-2  Téc/Bach   <1smlv             Empleado
## 1426  30-59    H   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1427  30-59    H   Palmira Estrato 1-2      Univ   >3smlv             Empleado
## 1428  18-29    M   Palmira Estrato 1-2      Univ  1-3smlv           Estudiante
## 1429  18-29    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1430  30-59    H   Palmira Estrato 3-4      Univ   >3smlv             Empleado
## 1431  18-29    M   Palmira Estrato 1-2  Téc/Bach   <1smlv Jubilado/Desempleado
## 1432  30-59 Otro   Palmira Estrato 3-4  Téc/Bach   <1smlv             Empleado
## 1433  30-59    H   Palmira Estrato 3-4  Téc/Bach  1-3smlv             Empleado
## 1434  18-29    M   Palmira Estrato 1-2      Univ  1-3smlv             Empleado
## 1435  30-59    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv             Empleado
## 1436  18-29    M   Palmira Estrato 3-4  Téc/Bach  1-3smlv Jubilado/Desempleado
## 1437  18-29    M   Palmira Estrato 1-2  Téc/Bach  1-3smlv Jubilado/Desempleado
## 1438  30-59    M   Palmira Estrato 3-4      Univ  1-3smlv             Empleado
## 1439  30-59    M   Palmira Estrato 1-2      Univ  1-3smlv        Independiente
## 1440  30-59    M   Palmira Estrato 1-2      Univ   <1smlv Jubilado/Desempleado
## 1441  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
## 1442  18-29    M   Palmira Estrato 1-2      Univ   <1smlv        Independiente
## 1443  30-59    M   Palmira Estrato 3-4   Mst/Doc   >3smlv             Empleado
##      ViveConEnferCronicas  IPRG clust
## 1                      No  Bajo     1
## 2                      No  Bajo     1
## 3                      No Medio     3
## 4                      Si Medio     3
## 5                      No Medio     1
## 6                      No  Alto     1
## 7                      No  Bajo     1
## 8                      No Medio     1
## 9                      No Medio     2
## 10                     No  Bajo     3
## 11                     No Medio     1
## 12                     No  Bajo     3
## 13                     Si Medio     2
## 14                     No Medio     1
## 15                     Si Medio     2
## 16                     No Medio     2
## 17                     No  Bajo     3
## 18                     No Medio     1
## 19                     No  Alto     2
## 20                     No Medio     1
## 21                     Si  Alto     3
## 22                     No  Bajo     1
## 23                     No  Bajo     2
## 24                     No  Bajo     1
## 25                     No Medio     3
## 26                     Si  Bajo     3
## 27                     Si  Bajo     3
## 28                     No Medio     1
## 29                     No  Bajo     3
## 30                     No Medio     1
## 31                     No Medio     1
## 32                     Si Medio     2
## 33                     No  Bajo     1
## 34                     No  Alto     2
## 35                     No Medio     1
## 36                     No  Bajo     3
## 37                     No Medio     1
## 38                     No  Alto     1
## 39                     No  Alto     2
## 40                     No Medio     1
## 41                     No  Alto     2
## 42                     Si  Bajo     2
## 43                     No Medio     1
## 44                     Si Medio     1
## 45                     No Medio     3
## 46                     No  Bajo     1
## 47                     No  Bajo     1
## 48                     Si  Bajo     1
## 49                     No  Bajo     1
## 50                     Si Medio     2
## 51                     No  Bajo     2
## 52                     No  Bajo     1
## 53                     Si  Bajo     1
## 54                     Si  Alto     2
## 55                     No Medio     1
## 56                     Si Medio     3
## 57                     No  Bajo     1
## 58                     No Medio     1
## 59                     No  Bajo     3
## 60                     No  Bajo     1
## 61                     No  Alto     1
## 62                     No  Bajo     1
## 63                     No  Bajo     1
## 64                     No  Bajo     1
## 65                     No Medio     1
## 66                     No Medio     1
## 67                     Si Medio     1
## 68                     No Medio     1
## 69                     No  Alto     2
## 70                     Si  Alto     1
## 71                     No Medio     1
## 72                     No  Bajo     3
## 73                     No Medio     1
## 74                     No  Bajo     1
## 75                     Si  Bajo     1
## 76                     No Medio     2
## 77                     Si  Bajo     1
## 78                     Si Medio     1
## 79                     No  Alto     3
## 80                     No Medio     2
## 81                     No  Alto     2
## 82                     No Medio     1
## 83                     No Medio     1
## 84                     Si Medio     1
## 85                     No  Bajo     2
## 86                     No  Alto     1
## 87                     No  Bajo     3
## 88                     Si  Bajo     3
## 89                     No  Alto     3
## 90                     Si Medio     1
## 91                     No  Bajo     2
## 92                     Si Medio     1
## 93                     No Medio     1
## 94                     Si Medio     1
## 95                     No  Bajo     1
## 96                     No  Alto     1
## 97                     Si Medio     2
## 98                     No  Bajo     1
## 99                     Si  Bajo     1
## 100                    No Medio     1
## 101                    No  Alto     1
## 102                    No  Bajo     1
## 103                    No  Bajo     2
## 104                    No Medio     2
## 105                    No  Alto     2
## 106                    No  Alto     2
## 107                    Si  Alto     2
## 108                    Si  Alto     1
## 109                    Si Medio     1
## 110                    No Medio     2
## 111                    No  Alto     2
## 112                    Si  Alto     1
## 113                    No Medio     1
## 114                    Si  Alto     2
## 115                    No  Bajo     1
## 116                    No  Bajo     1
## 117                    No  Bajo     3
## 118                    Si Medio     1
## 119                    No  Bajo     1
## 120                    No Medio     2
## 121                    Si  Alto     3
## 122                    No  Alto     2
## 123                    Si Medio     3
## 124                    No Medio     1
## 125                    Si  Bajo     2
## 126                    Si Medio     2
## 127                    Si  Alto     2
## 128                    No Medio     3
## 129                    No  Alto     1
## 130                    Si  Bajo     2
## 131                    Si  Alto     1
## 132                    Si Medio     1
## 133                    Si  Alto     3
## 134                    No  Bajo     1
## 135                    No Medio     2
## 136                    Si  Bajo     3
## 137                    No  Bajo     1
## 138                    No  Alto     1
## 139                    No Medio     2
## 140                    Si  Bajo     3
## 141                    Si  Alto     2
## 142                    No Medio     1
## 143                    Si Medio     1
## 144                    Si Medio     2
## 145                    Si  Bajo     2
## 146                    No Medio     1
## 147                    Si Medio     1
## 148                    No  Bajo     1
## 149                    No Medio     2
## 150                    No Medio     3
## 151                    No  Bajo     3
## 152                    Si  Bajo     3
## 153                    Si  Alto     2
## 154                    Si Medio     1
## 155                    No  Alto     2
## 156                    No  Bajo     3
## 157                    Si Medio     2
## 158                    No Medio     1
## 159                    No Medio     2
## 160                    No  Alto     1
## 161                    No Medio     3
## 162                    No  Alto     1
## 163                    No Medio     2
## 164                    No Medio     1
## 165                    No Medio     1
## 166                    No  Alto     2
## 167                    No Medio     1
## 168                    No  Bajo     1
## 169                    No  Alto     2
## 170                    No  Bajo     1
## 171                    Si  Alto     2
## 172                    No  Alto     1
## 173                    No Medio     1
## 174                    No  Bajo     1
## 175                    Si Medio     2
## 176                    No Medio     1
## 177                    No  Bajo     1
## 178                    Si Medio     3
## 179                    Si Medio     1
## 180                    Si Medio     1
## 181                    No  Alto     3
## 182                    No  Bajo     1
## 183                    No  Alto     2
## 184                    No  Bajo     1
## 185                    Si  Alto     2
## 186                    No Medio     1
## 187                    Si  Bajo     2
## 188                    Si Medio     2
## 189                    Si Medio     2
## 190                    Si Medio     3
## 191                    No Medio     1
## 192                    No Medio     2
## 193                    No  Bajo     2
## 194                    No  Bajo     3
## 195                    No  Alto     1
## 196                    No  Bajo     3
## 197                    No Medio     2
## 198                    Si Medio     3
## 199                    No  Bajo     3
## 200                    No Medio     2
## 201                    No  Bajo     3
## 202                    No Medio     1
## 203                    No Medio     1
## 204                    No  Alto     2
## 205                    No Medio     2
## 206                    No  Alto     2
## 207                    Si Medio     3
## 208                    No Medio     1
## 209                    No  Bajo     3
## 210                    No  Alto     1
## 211                    No  Alto     1
## 212                    Si  Bajo     1
## 213                    No Medio     3
## 214                    No Medio     1
## 215                    Si Medio     2
## 216                    No Medio     1
## 217                    No Medio     2
## 218                    No  Alto     2
## 219                    No  Bajo     3
## 220                    No  Alto     2
## 221                    No Medio     1
## 222                    No Medio     1
## 223                    No Medio     1
## 224                    No Medio     1
## 225                    Si Medio     1
## 226                    Si  Bajo     3
## 227                    No Medio     1
## 228                    Si  Bajo     1
## 229                    No  Bajo     2
## 230                    No Medio     2
## 231                    Si  Alto     2
## 232                    No Medio     1
## 233                    Si Medio     1
## 234                    No Medio     2
## 235                    No Medio     1
## 236                    No  Bajo     3
## 237                    No  Bajo     3
## 238                    No Medio     1
## 239                    No  Bajo     1
## 240                    No  Bajo     1
## 241                    No Medio     1
## 242                    No Medio     3
## 243                    No Medio     1
## 244                    No  Bajo     3
## 245                    Si  Bajo     2
## 246                    Si  Bajo     1
## 247                    Si Medio     3
## 248                    No  Alto     1
## 249                    Si  Bajo     1
## 250                    No  Alto     2
## 251                    No  Bajo     1
## 252                    No  Bajo     3
## 253                    No Medio     2
## 254                    No Medio     1
## 255                    No Medio     2
## 256                    Si  Bajo     1
## 257                    No Medio     3
## 258                    No  Bajo     1
## 259                    No  Alto     2
## 260                    No Medio     1
## 261                    No  Alto     2
## 262                    No Medio     2
## 263                    No Medio     3
## 264                    No  Bajo     1
## 265                    No  Bajo     1
## 266                    No Medio     1
## 267                    No  Bajo     1
## 268                    No Medio     2
## 269                    No Medio     1
## 270                    No  Bajo     3
## 271                    No  Alto     2
## 272                    No  Bajo     1
## 273                    No  Bajo     1
## 274                    No  Bajo     2
## 275                    No  Bajo     1
## 276                    No Medio     1
## 277                    No Medio     1
## 278                    No  Alto     1
## 279                    No  Alto     2
## 280                    No Medio     1
## 281                    No Medio     1
## 282                    Si Medio     1
## 283                    No  Alto     1
## 284                    Si Medio     1
## 285                    No  Bajo     1
## 286                    No Medio     1
## 287                    No  Alto     1
## 288                    No  Bajo     2
## 289                    No Medio     1
## 290                    No Medio     3
## 291                    No Medio     1
## 292                    No Medio     2
## 293                    No  Bajo     1
## 294                    No Medio     1
## 295                    No  Bajo     2
## 296                    No  Bajo     3
## 297                    No  Bajo     1
## 298                    No Medio     3
## 299                    No Medio     2
## 300                    No  Alto     2
## 301                    No  Bajo     3
## 302                    No Medio     1
## 303                    No  Bajo     1
## 304                    No  Bajo     2
## 305                    No  Alto     1
## 306                    No Medio     3
## 307                    No  Bajo     1
## 308                    No Medio     3
## 309                    Si Medio     1
## 310                    No  Alto     2
## 311                    No Medio     2
## 312                    No  Alto     1
## 313                    No  Bajo     1
## 314                    No  Bajo     1
## 315                    Si Medio     1
## 316                    No Medio     2
## 317                    No Medio     1
## 318                    No  Bajo     1
## 319                    No  Alto     2
## 320                    No  Bajo     3
## 321                    Si Medio     1
## 322                    No Medio     1
## 323                    No  Bajo     1
## 324                    No  Bajo     1
## 325                    No Medio     3
## 326                    No  Alto     2
## 327                    No  Alto     1
## 328                    No  Bajo     2
## 329                    No Medio     1
## 330                    Si  Bajo     2
## 331                    No Medio     2
## 332                    No Medio     1
## 333                    Si  Alto     1
## 334                    No  Alto     1
## 335                    No Medio     2
## 336                    No  Bajo     3
## 337                    No Medio     3
## 338                    No  Alto     1
## 339                    No  Bajo     1
## 340                    No  Bajo     2
## 341                    No  Bajo     1
## 342                    No Medio     3
## 343                    No Medio     1
## 344                    No  Bajo     1
## 345                    No Medio     1
## 346                    No  Bajo     2
## 347                    No  Bajo     2
## 348                    Si Medio     1
## 349                    No Medio     3
## 350                    No  Alto     3
## 351                    No  Alto     3
## 352                    No Medio     3
## 353                    No  Bajo     1
## 354                    No Medio     2
## 355                    No Medio     1
## 356                    No  Bajo     1
## 357                    Si  Alto     2
## 358                    No  Bajo     2
## 359                    No  Bajo     3
## 360                    Si  Alto     3
## 361                    Si Medio     2
## 362                    Si  Alto     1
## 363                    No  Bajo     1
## 364                    No  Bajo     1
## 365                    No Medio     1
## 366                    No  Bajo     1
## 367                    No  Alto     1
## 368                    No  Bajo     1
## 369                    No  Alto     1
## 370                    Si  Bajo     1
## 371                    No Medio     2
## 372                    No Medio     1
## 373                    No  Alto     1
## 374                    Si Medio     1
## 375                    No  Alto     1
## 376                    No Medio     1
## 377                    Si  Alto     2
## 378                    No  Bajo     3
## 379                    Si  Bajo     1
## 380                    Si Medio     1
## 381                    No Medio     1
## 382                    No  Alto     1
## 383                    No  Bajo     3
## 384                    No  Alto     1
## 385                    Si  Alto     2
## 386                    Si Medio     1
## 387                    No  Alto     1
## 388                    No  Bajo     1
## 389                    No  Bajo     1
## 390                    No Medio     1
## 391                    No  Bajo     3
## 392                    No  Bajo     3
## 393                    Si Medio     3
## 394                    No  Bajo     3
## 395                    Si Medio     1
## 396                    No Medio     1
## 397                    No  Bajo     1
## 398                    No Medio     2
## 399                    No  Bajo     2
## 400                    No  Bajo     1
## 401                    No Medio     1
## 402                    No  Bajo     1
## 403                    No  Bajo     3
## 404                    Si  Bajo     1
## 405                    No Medio     1
## 406                    No  Bajo     3
## 407                    Si  Bajo     3
## 408                    No  Bajo     3
## 409                    Si Medio     3
## 410                    Si Medio     2
## 411                    No  Alto     2
## 412                    Si Medio     3
## 413                    No  Bajo     3
## 414                    No Medio     3
## 415                    No Medio     3
## 416                    Si  Alto     3
## 417                    No Medio     3
## 418                    Si Medio     1
## 419                    No  Bajo     3
## 420                    Si Medio     1
## 421                    No Medio     3
## 422                    No  Bajo     2
## 423                    Si  Alto     3
## 424                    No  Alto     3
## 425                    No  Alto     3
## 426                    No Medio     3
## 427                    No  Alto     3
## 428                    Si Medio     2
## 429                    Si Medio     3
## 430                    Si Medio     3
## 431                    Si Medio     3
## 432                    Si  Alto     3
## 433                    No  Bajo     2
## 434                    No  Bajo     2
## 435                    No  Alto     1
## 436                    Si  Alto     2
## 437                    Si Medio     3
## 438                    No  Bajo     2
## 439                    No Medio     1
## 440                    No  Bajo     3
## 441                    Si  Bajo     3
## 442                    No  Bajo     1
## 443                    Si Medio     1
## 444                    No  Alto     1
## 445                    No  Bajo     1
## 446                    No  Bajo     1
## 447                    Si  Alto     1
## 448                    No Medio     1
## 449                    No  Alto     2
## 450                    No  Alto     3
## 451                    No Medio     1
## 452                    Si  Alto     1
## 453                    Si  Alto     1
## 454                    No Medio     3
## 455                    No Medio     1
## 456                    No Medio     2
## 457                    No Medio     1
## 458                    No  Alto     1
## 459                    Si Medio     3
## 460                    No  Alto     1
## 461                    Si  Bajo     1
## 462                    No Medio     2
## 463                    No Medio     3
## 464                    No  Bajo     3
## 465                    No Medio     3
## 466                    No Medio     3
## 467                    No Medio     3
## 468                    No Medio     1
## 469                    No  Alto     1
## 470                    Si Medio     2
## 471                    Si  Alto     3
## 472                    No Medio     3
## 473                    No  Bajo     1
## 474                    No  Alto     1
## 475                    No Medio     1
## 476                    No Medio     1
## 477                    No  Alto     3
## 478                    Si Medio     2
## 479                    No Medio     3
## 480                    Si Medio     1
## 481                    No  Bajo     1
## 482                    No  Alto     1
## 483                    No Medio     1
## 484                    No Medio     2
## 485                    No Medio     1
## 486                    No  Bajo     1
## 487                    Si  Alto     1
## 488                    No  Alto     1
## 489                    No  Alto     1
## 490                    No  Bajo     1
## 491                    No Medio     3
## 492                    No Medio     2
## 493                    No  Bajo     1
## 494                    No  Bajo     2
## 495                    No  Alto     2
## 496                    No Medio     1
## 497                    No Medio     2
## 498                    No Medio     2
## 499                    No Medio     1
## 500                    No  Alto     2
## 501                    No  Bajo     3
## 502                    No  Alto     2
## 503                    No Medio     2
## 504                    Si  Bajo     1
## 505                    No Medio     1
## 506                    No Medio     1
## 507                    No Medio     1
## 508                    No  Bajo     2
## 509                    No  Bajo     1
## 510                    No  Bajo     1
## 511                    No  Bajo     3
## 512                    No Medio     1
## 513                    Si Medio     3
## 514                    No Medio     3
## 515                    No  Bajo     3
## 516                    Si  Bajo     3
## 517                    No  Alto     2
## 518                    No Medio     1
## 519                    No  Bajo     1
## 520                    Si  Bajo     2
## 521                    No  Bajo     2
## 522                    No  Alto     1
## 523                    No  Bajo     3
## 524                    No  Bajo     2
## 525                    No Medio     3
## 526                    No Medio     1
## 527                    Si  Alto     1
## 528                    No  Bajo     3
## 529                    No  Bajo     3
## 530                    No Medio     1
## 531                    No Medio     3
## 532                    Si  Bajo     3
## 533                    Si Medio     3
## 534                    Si Medio     3
## 535                    No Medio     3
## 536                    Si  Bajo     3
## 537                    Si  Bajo     2
## 538                    No  Bajo     1
## 539                    No Medio     3
## 540                    No  Bajo     2
## 541                    No  Bajo     1
## 542                    Si Medio     3
## 543                    Si  Alto     1
## 544                    No Medio     3
## 545                    Si  Alto     2
## 546                    Si Medio     1
## 547                    No Medio     2
## 548                    No Medio     2
## 549                    No Medio     3
## 550                    No  Bajo     1
## 551                    Si Medio     2
## 552                    No  Alto     2
## 553                    Si Medio     2
## 554                    No  Bajo     1
## 555                    Si  Bajo     2
## 556                    No  Alto     1
## 557                    Si  Bajo     2
## 558                    No  Bajo     3
## 559                    No Medio     1
## 560                    No  Bajo     2
## 561                    No  Bajo     1
## 562                    No  Bajo     2
## 563                    No Medio     1
## 564                    Si  Bajo     3
## 565                    No Medio     1
## 566                    No  Bajo     1
## 567                    No Medio     2
## 568                    No  Bajo     1
## 569                    No Medio     3
## 570                    No  Bajo     3
## 571                    No Medio     1
## 572                    Si  Alto     3
## 573                    No Medio     1
## 574                    No Medio     1
## 575                    No  Bajo     3
## 576                    No Medio     1
## 577                    No  Bajo     1
## 578                    No Medio     2
## 579                    No Medio     2
## 580                    No Medio     1
## 581                    No Medio     2
## 582                    Si Medio     2
## 583                    Si Medio     1
## 584                    Si  Bajo     2
## 585                    Si  Bajo     2
## 586                    Si  Bajo     3
## 587                    No  Bajo     3
## 588                    No Medio     1
## 589                    No  Bajo     3
## 590                    No Medio     2
## 591                    No Medio     2
## 592                    No  Bajo     3
## 593                    No Medio     2
## 594                    No Medio     3
## 595                    No Medio     2
## 596                    No Medio     1
## 597                    No Medio     1
## 598                    No  Bajo     1
## 599                    No Medio     1
## 600                    No Medio     2
## 601                    Si Medio     1
## 602                    No Medio     3
## 603                    Si Medio     2
## 604                    No  Bajo     2
## 605                    No  Bajo     2
## 606                    No  Bajo     2
## 607                    No Medio     1
## 608                    No  Bajo     2
## 609                    No Medio     1
## 610                    No  Alto     1
## 611                    No  Bajo     3
## 612                    No Medio     1
## 613                    Si Medio     3
## 614                    No  Alto     3
## 615                    No Medio     1
## 616                    No  Alto     1
## 617                    Si  Bajo     1
## 618                    No  Alto     1
## 619                    No  Alto     3
## 620                    No  Bajo     1
## 621                    Si  Alto     1
## 622                    No  Alto     1
## 623                    Si  Bajo     3
## 624                    No Medio     2
## 625                    No Medio     1
## 626                    Si Medio     1
## 627                    Si Medio     3
## 628                    No  Alto     2
## 629                    Si  Bajo     1
## 630                    No  Bajo     1
## 631                    No  Alto     3
## 632                    Si Medio     3
## 633                    Si  Bajo     1
## 634                    Si  Alto     2
## 635                    Si Medio     1
## 636                    Si Medio     1
## 637                    No  Bajo     3
## 638                    No  Alto     2
## 639                    No  Bajo     1
## 640                    No  Bajo     1
## 641                    No  Bajo     1
## 642                    No  Bajo     3
## 643                    No Medio     1
## 644                    Si Medio     1
## 645                    Si  Bajo     1
## 646                    No Medio     1
## 647                    No Medio     1
## 648                    No Medio     1
## 649                    No  Bajo     1
## 650                    No  Alto     3
## 651                    Si  Alto     1
## 652                    No  Alto     1
## 653                    Si Medio     3
## 654                    Si Medio     2
## 655                    No Medio     3
## 656                    No  Alto     2
## 657                    No Medio     3
## 658                    No  Alto     1
## 659                    No Medio     1
## 660                    No Medio     3
## 661                    No  Alto     2
## 662                    Si  Bajo     2
## 663                    Si  Alto     2
## 664                    No Medio     2
## 665                    No  Alto     2
## 666                    No Medio     3
## 667                    No  Bajo     3
## 668                    Si Medio     2
## 669                    No  Bajo     1
## 670                    No Medio     2
## 671                    No  Alto     2
## 672                    Si Medio     2
## 673                    Si  Alto     2
## 674                    No Medio     2
## 675                    Si  Alto     2
## 676                    No Medio     2
## 677                    No Medio     2
## 678                    No  Bajo     2
## 679                    Si  Alto     2
## 680                    No Medio     2
## 681                    No Medio     3
## 682                    No Medio     2
## 683                    No Medio     2
## 684                    Si Medio     1
## 685                    No Medio     1
## 686                    No  Bajo     1
## 687                    Si  Bajo     3
## 688                    No Medio     3
## 689                    No  Bajo     3
## 690                    Si Medio     1
## 691                    Si  Bajo     1
## 692                    No Medio     3
## 693                    No Medio     3
## 694                    No Medio     2
## 695                    No  Alto     2
## 696                    No Medio     1
## 697                    No  Alto     1
## 698                    No Medio     2
## 699                    No  Alto     2
## 700                    No  Bajo     3
## 701                    Si  Bajo     3
## 702                    No Medio     1
## 703                    Si Medio     2
## 704                    Si Medio     2
## 705                    No  Alto     1
## 706                    Si  Alto     1
## 707                    No Medio     1
## 708                    No Medio     1
## 709                    No  Bajo     1
## 710                    No Medio     1
## 711                    No Medio     2
## 712                    No  Alto     2
## 713                    No  Bajo     3
## 714                    Si  Bajo     1
## 715                    No Medio     1
## 716                    No Medio     1
## 717                    No  Bajo     1
## 718                    No Medio     1
## 719                    No Medio     1
## 720                    Si Medio     1
## 721                    Si Medio     3
## 722                    No  Bajo     3
## 723                    Si Medio     2
## 724                    No Medio     3
## 725                    No Medio     1
## 726                    Si  Alto     2
## 727                    Si Medio     3
## 728                    No  Bajo     2
## 729                    No Medio     1
## 730                    Si  Bajo     1
## 731                    Si  Bajo     3
## 732                    No Medio     3
## 733                    No  Bajo     3
## 734                    No Medio     1
## 735                    No Medio     1
## 736                    No  Bajo     3
## 737                    No  Bajo     2
## 738                    No Medio     1
## 739                    Si Medio     1
## 740                    No Medio     1
## 741                    Si Medio     1
## 742                    No  Alto     1
## 743                    No  Alto     2
## 744                    No  Alto     1
## 745                    Si Medio     2
## 746                    No  Alto     3
## 747                    No Medio     3
## 748                    No  Alto     2
## 749                    Si Medio     2
## 750                    No Medio     1
## 751                    Si  Alto     3
## 752                    Si Medio     1
## 753                    No  Alto     3
## 754                    No  Alto     1
## 755                    No Medio     1
## 756                    No Medio     3
## 757                    No  Alto     3
## 758                    No Medio     2
## 759                    Si Medio     1
## 760                    No Medio     2
## 761                    No Medio     2
## 762                    No Medio     1
## 763                    No  Bajo     3
## 764                    No  Bajo     3
## 765                    No Medio     1
## 766                    Si  Bajo     1
## 767                    No Medio     2
## 768                    No  Bajo     3
## 769                    No Medio     2
## 770                    Si  Bajo     2
## 771                    Si Medio     2
## 772                    No  Alto     1
## 773                    Si  Alto     2
## 774                    Si  Alto     2
## 775                    No  Bajo     1
## 776                    Si Medio     1
## 777                    Si  Bajo     3
## 778                    Si Medio     1
## 779                    No Medio     1
## 780                    Si  Alto     2
## 781                    No  Alto     1
## 782                    No Medio     3
## 783                    No Medio     1
## 784                    Si Medio     2
## 785                    Si  Alto     2
## 786                    No  Bajo     1
## 787                    No Medio     1
## 788                    No Medio     1
## 789                    No  Bajo     3
## 790                    No  Alto     2
## 791                    No Medio     1
## 792                    No Medio     2
## 793                    No Medio     2
## 794                    Si  Alto     2
## 795                    Si  Bajo     1
## 796                    No  Alto     2
## 797                    Si  Bajo     1
## 798                    No Medio     2
## 799                    No  Bajo     1
## 800                    No  Bajo     1
## 801                    Si Medio     2
## 802                    No  Alto     1
## 803                    No  Bajo     1
## 804                    No  Bajo     2
## 805                    Si Medio     1
## 806                    No Medio     1
## 807                    No  Alto     2
## 808                    No  Alto     2
## 809                    No  Bajo     1
## 810                    No  Bajo     2
## 811                    Si  Bajo     3
## 812                    No Medio     2
## 813                    No  Alto     2
## 814                    Si  Alto     1
## 815                    Si Medio     2
## 816                    Si Medio     1
## 817                    No  Alto     1
## 818                    Si Medio     2
## 819                    No Medio     1
## 820                    No Medio     3
## 821                    No  Bajo     2
## 822                    Si Medio     2
## 823                    No  Bajo     3
## 824                    No  Bajo     1
## 825                    No Medio     1
## 826                    No Medio     2
## 827                    No Medio     2
## 828                    No Medio     1
## 829                    No  Alto     1
## 830                    No Medio     2
## 831                    No  Bajo     3
## 832                    No Medio     3
## 833                    No  Alto     1
## 834                    No Medio     2
## 835                    No  Alto     1
## 836                    Si  Alto     3
## 837                    No  Bajo     1
## 838                    No  Alto     1
## 839                    No Medio     2
## 840                    No Medio     3
## 841                    Si Medio     2
## 842                    No  Bajo     3
## 843                    Si  Alto     3
## 844                    No Medio     1
## 845                    No Medio     1
## 846                    Si Medio     1
## 847                    No Medio     2
## 848                    No Medio     3
## 849                    Si Medio     2
## 850                    Si  Alto     2
## 851                    Si Medio     2
## 852                    Si Medio     3
## 853                    No  Bajo     1
## 854                    No  Alto     2
## 855                    No  Alto     2
## 856                    No Medio     3
## 857                    Si  Bajo     3
## 858                    Si Medio     2
## 859                    No Medio     3
## 860                    No  Bajo     3
## 861                    Si  Alto     1
## 862                    No  Bajo     2
## 863                    Si Medio     1
## 864                    No  Alto     3
## 865                    No  Alto     2
## 866                    No  Bajo     3
## 867                    No Medio     3
## 868                    No  Alto     2
## 869                    Si Medio     3
## 870                    No  Bajo     3
## 871                    Si Medio     2
## 872                    No Medio     1
## 873                    No Medio     2
## 874                    No  Bajo     1
## 875                    No  Alto     2
## 876                    Si  Alto     1
## 877                    No  Bajo     2
## 878                    No  Alto     2
## 879                    No  Bajo     3
## 880                    Si Medio     1
## 881                    No Medio     1
## 882                    Si  Alto     3
## 883                    No Medio     2
## 884                    Si  Bajo     2
## 885                    No Medio     2
## 886                    No Medio     2
## 887                    No Medio     1
## 888                    Si  Alto     2
## 889                    No Medio     3
## 890                    No  Bajo     2
## 891                    No  Bajo     1
## 892                    No  Bajo     1
## 893                    No Medio     2
## 894                    No  Alto     1
## 895                    Si Medio     2
## 896                    No  Bajo     2
## 897                    No Medio     3
## 898                    No  Bajo     3
## 899                    No  Bajo     2
## 900                    No Medio     2
## 901                    No Medio     2
## 902                    No  Bajo     1
## 903                    No  Bajo     3
## 904                    No  Bajo     3
## 905                    Si  Alto     2
## 906                    No  Alto     1
## 907                    No  Bajo     2
## 908                    Si  Alto     2
## 909                    Si  Bajo     3
## 910                    No Medio     3
## 911                    No Medio     1
## 912                    No Medio     3
## 913                    No  Bajo     3
## 914                    No Medio     3
## 915                    Si Medio     2
## 916                    No  Alto     1
## 917                    No Medio     2
## 918                    No  Alto     1
## 919                    Si Medio     3
## 920                    Si Medio     3
## 921                    Si Medio     2
## 922                    No Medio     1
## 923                    No  Bajo     2
## 924                    No Medio     2
## 925                    Si Medio     3
## 926                    Si  Alto     2
## 927                    No Medio     1
## 928                    Si Medio     2
## 929                    Si  Bajo     3
## 930                    No  Alto     1
## 931                    No Medio     3
## 932                    Si  Bajo     2
## 933                    Si Medio     3
## 934                    Si  Alto     3
## 935                    No Medio     3
## 936                    No  Bajo     3
## 937                    Si  Alto     1
## 938                    No Medio     2
## 939                    No  Bajo     2
## 940                    No  Alto     2
## 941                    No  Bajo     2
## 942                    Si  Bajo     3
## 943                    No  Alto     3
## 944                    Si  Alto     1
## 945                    Si  Alto     3
## 946                    No Medio     3
## 947                    Si Medio     1
## 948                    No  Bajo     2
## 949                    Si  Bajo     1
## 950                    No  Alto     2
## 951                    No  Alto     3
## 952                    Si  Alto     2
## 953                    No  Alto     2
## 954                    No Medio     2
## 955                    No Medio     1
## 956                    Si  Alto     2
## 957                    No  Bajo     3
## 958                    No  Alto     1
## 959                    No  Bajo     3
## 960                    Si Medio     3
## 961                    Si  Alto     2
## 962                    No Medio     2
## 963                    Si  Bajo     3
## 964                    No  Bajo     3
## 965                    No  Bajo     1
## 966                    No  Bajo     3
## 967                    Si Medio     2
## 968                    No Medio     3
## 969                    No Medio     3
## 970                    Si  Alto     3
## 971                    No  Alto     2
## 972                    Si Medio     2
## 973                    No Medio     3
## 974                    No  Alto     2
## 975                    No  Alto     2
## 976                    Si  Bajo     3
## 977                    No  Alto     3
## 978                    Si Medio     2
## 979                    Si  Alto     1
## 980                    No Medio     1
## 981                    Si Medio     3
## 982                    No  Bajo     3
## 983                    Si  Bajo     2
## 984                    No  Bajo     2
## 985                    Si  Bajo     3
## 986                    Si  Bajo     3
## 987                    No Medio     2
## 988                    Si Medio     2
## 989                    No  Alto     1
## 990                    No  Alto     2
## 991                    Si  Alto     2
## 992                    Si  Alto     3
## 993                    No  Bajo     1
## 994                    No  Bajo     3
## 995                    No Medio     2
## 996                    No  Bajo     3
## 997                    Si Medio     2
## 998                    Si  Alto     2
## 999                    No Medio     1
## 1000                   No Medio     1
## 1001                   No  Bajo     2
## 1002                   No  Bajo     2
## 1003                   No  Alto     3
## 1004                   No  Alto     3
## 1005                   Si  Alto     2
## 1006                   No Medio     3
## 1007                   No  Alto     2
## 1008                   Si Medio     3
## 1009                   No Medio     3
## 1010                   Si Medio     3
## 1011                   No  Bajo     1
## 1012                   No Medio     2
## 1013                   No  Bajo     3
## 1014                   Si  Alto     2
## 1015                   No  Alto     2
## 1016                   No Medio     2
## 1017                   No  Bajo     3
## 1018                   No  Bajo     3
## 1019                   No  Alto     3
## 1020                   No  Alto     3
## 1021                   Si  Bajo     1
## 1022                   No  Alto     3
## 1023                   No Medio     3
## 1024                   No  Alto     3
## 1025                   No Medio     3
## 1026                   No Medio     2
## 1027                   No  Bajo     3
## 1028                   No  Alto     2
## 1029                   Si  Alto     2
## 1030                   Si  Bajo     2
## 1031                   Si Medio     2
## 1032                   No  Alto     3
## 1033                   Si  Alto     2
## 1034                   Si  Bajo     3
## 1035                   Si  Alto     2
## 1036                   No Medio     1
## 1037                   Si  Bajo     2
## 1038                   No  Bajo     3
## 1039                   No Medio     3
## 1040                   No  Bajo     3
## 1041                   No  Bajo     1
## 1042                   No  Alto     2
## 1043                   Si Medio     1
## 1044                   No  Alto     3
## 1045                   Si  Alto     2
## 1046                   No  Alto     3
## 1047                   No  Alto     2
## 1048                   No Medio     3
## 1049                   No  Bajo     3
## 1050                   Si  Alto     2
## 1051                   Si Medio     2
## 1052                   No  Bajo     1
## 1053                   Si Medio     1
## 1054                   No Medio     2
## 1055                   No  Alto     3
## 1056                   Si Medio     3
## 1057                   No  Alto     2
## 1058                   Si Medio     1
## 1059                   Si Medio     3
## 1060                   Si Medio     3
## 1061                   Si Medio     3
## 1062                   No  Bajo     1
## 1063                   Si Medio     2
## 1064                   No  Bajo     2
## 1065                   No  Alto     2
## 1066                   No  Bajo     3
## 1067                   Si  Alto     2
## 1068                   Si  Alto     3
## 1069                   Si Medio     2
## 1070                   No Medio     2
## 1071                   Si  Alto     3
## 1072                   Si Medio     3
## 1073                   No  Bajo     3
## 1074                   No  Bajo     3
## 1075                   No Medio     1
## 1076                   No  Bajo     2
## 1077                   Si Medio     3
## 1078                   No  Alto     2
## 1079                   Si Medio     3
## 1080                   No  Bajo     1
## 1081                   Si  Alto     3
## 1082                   No Medio     2
## 1083                   No Medio     3
## 1084                   No Medio     2
## 1085                   Si  Alto     2
## 1086                   No  Alto     2
## 1087                   Si Medio     1
## 1088                   No Medio     3
## 1089                   Si  Bajo     3
## 1090                   No  Bajo     3
## 1091                   Si Medio     3
## 1092                   No Medio     2
## 1093                   No  Alto     2
## 1094                   No  Bajo     1
## 1095                   No  Alto     2
## 1096                   No  Bajo     3
## 1097                   No  Bajo     3
## 1098                   Si  Bajo     2
## 1099                   No  Bajo     3
## 1100                   Si  Alto     2
## 1101                   No  Bajo     2
## 1102                   No Medio     2
## 1103                   No  Alto     3
## 1104                   No  Bajo     1
## 1105                   No Medio     2
## 1106                   No  Bajo     1
## 1107                   No Medio     1
## 1108                   No  Alto     3
## 1109                   Si Medio     3
## 1110                   Si  Alto     2
## 1111                   No Medio     2
## 1112                   Si Medio     2
## 1113                   No Medio     2
## 1114                   No Medio     1
## 1115                   No  Alto     3
## 1116                   No Medio     2
## 1117                   Si  Alto     2
## 1118                   No  Bajo     1
## 1119                   No  Bajo     1
## 1120                   No Medio     2
## 1121                   No Medio     3
## 1122                   Si Medio     2
## 1123                   Si  Bajo     1
## 1124                   Si  Alto     2
## 1125                   No Medio     2
## 1126                   Si  Alto     1
## 1127                   Si Medio     1
## 1128                   No Medio     1
## 1129                   Si Medio     2
## 1130                   Si Medio     1
## 1131                   No  Bajo     2
## 1132                   Si Medio     1
## 1133                   No Medio     2
## 1134                   Si Medio     2
## 1135                   Si  Alto     2
## 1136                   Si Medio     2
## 1137                   No  Alto     2
## 1138                   No  Alto     2
## 1139                   No Medio     2
## 1140                   No Medio     3
## 1141                   No  Bajo     2
## 1142                   Si  Bajo     1
## 1143                   No  Bajo     2
## 1144                   No Medio     3
## 1145                   No Medio     2
## 1146                   Si  Alto     1
## 1147                   No  Bajo     3
## 1148                   Si  Alto     3
## 1149                   Si Medio     1
## 1150                   Si  Alto     1
## 1151                   No  Bajo     1
## 1152                   No Medio     2
## 1153                   No Medio     3
## 1154                   No  Alto     2
## 1155                   No Medio     2
## 1156                   Si  Bajo     3
## 1157                   No  Bajo     1
## 1158                   Si Medio     3
## 1159                   No Medio     2
## 1160                   Si  Bajo     1
## 1161                   Si Medio     2
## 1162                   No  Alto     1
## 1163                   Si Medio     1
## 1164                   No Medio     1
## 1165                   No  Bajo     2
## 1166                   No  Bajo     1
## 1167                   No Medio     1
## 1168                   Si  Alto     2
## 1169                   No  Alto     2
## 1170                   Si  Bajo     1
## 1171                   No  Bajo     2
## 1172                   No  Bajo     3
## 1173                   No Medio     3
## 1174                   Si  Bajo     2
## 1175                   Si Medio     2
## 1176                   Si  Bajo     3
## 1177                   No Medio     3
## 1178                   Si  Alto     1
## 1179                   No Medio     2
## 1180                   No Medio     2
## 1181                   No  Bajo     3
## 1182                   No Medio     3
## 1183                   No  Bajo     1
## 1184                   No  Bajo     1
## 1185                   No  Bajo     1
## 1186                   No  Bajo     3
## 1187                   Si  Alto     2
## 1188                   No  Bajo     1
## 1189                   No Medio     1
## 1190                   No Medio     2
## 1191                   No  Alto     2
## 1192                   No Medio     2
## 1193                   No  Bajo     3
## 1194                   Si  Bajo     2
## 1195                   Si Medio     2
## 1196                   No Medio     1
## 1197                   No Medio     2
## 1198                   No Medio     2
## 1199                   No Medio     2
## 1200                   Si Medio     2
## 1201                   No  Alto     2
## 1202                   No Medio     2
## 1203                   Si  Bajo     3
## 1204                   Si  Alto     2
## 1205                   Si  Alto     2
## 1206                   No  Bajo     3
## 1207                   Si  Bajo     2
## 1208                   No  Alto     1
## 1209                   Si  Alto     1
## 1210                   No  Bajo     3
## 1211                   No  Alto     2
## 1212                   Si  Bajo     3
## 1213                   No Medio     2
## 1214                   No Medio     2
## 1215                   No  Alto     2
## 1216                   No  Bajo     3
## 1217                   No  Alto     1
## 1218                   No  Alto     2
## 1219                   No  Bajo     3
## 1220                   No  Alto     3
## 1221                   Si  Bajo     1
## 1222                   Si  Bajo     1
## 1223                   No  Bajo     2
## 1224                   No  Alto     2
## 1225                   No  Alto     3
## 1226                   Si  Alto     3
## 1227                   Si  Alto     2
## 1228                   Si Medio     3
## 1229                   No Medio     3
## 1230                   No Medio     2
## 1231                   No Medio     1
## 1232                   Si  Alto     2
## 1233                   No Medio     2
## 1234                   No  Alto     2
## 1235                   Si Medio     2
## 1236                   No Medio     1
## 1237                   Si Medio     3
## 1238                   No Medio     3
## 1239                   No  Bajo     3
## 1240                   Si Medio     2
## 1241                   Si Medio     3
## 1242                   No  Alto     2
## 1243                   No  Alto     3
## 1244                   No  Alto     3
## 1245                   No  Bajo     1
## 1246                   Si  Alto     3
## 1247                   No  Alto     2
## 1248                   Si  Alto     1
## 1249                   Si Medio     1
## 1250                   Si Medio     2
## 1251                   Si  Alto     2
## 1252                   Si Medio     3
## 1253                   No  Alto     3
## 1254                   No Medio     1
## 1255                   No  Alto     2
## 1256                   No Medio     2
## 1257                   No  Bajo     3
## 1258                   No Medio     3
## 1259                   Si Medio     3
## 1260                   No Medio     3
## 1261                   No  Bajo     2
## 1262                   No  Alto     3
## 1263                   No  Alto     2
## 1264                   No  Alto     1
## 1265                   No  Alto     2
## 1266                   Si  Alto     3
## 1267                   No  Bajo     2
## 1268                   No Medio     1
## 1269                   No Medio     2
## 1270                   No Medio     1
## 1271                   No  Bajo     3
## 1272                   No Medio     2
## 1273                   No  Bajo     1
## 1274                   Si Medio     2
## 1275                   Si  Bajo     3
## 1276                   No Medio     3
## 1277                   Si  Alto     1
## 1278                   No  Bajo     3
## 1279                   Si  Alto     3
## 1280                   No  Bajo     1
## 1281                   No  Bajo     3
## 1282                   Si  Bajo     1
## 1283                   Si  Alto     2
## 1284                   Si  Alto     3
## 1285                   Si  Bajo     1
## 1286                   No  Alto     2
## 1287                   Si Medio     3
## 1288                   No  Bajo     2
## 1289                   No  Alto     2
## 1290                   No Medio     2
## 1291                   No  Alto     2
## 1292                   No  Alto     2
## 1293                   No Medio     3
## 1294                   Si  Alto     2
## 1295                   No  Bajo     2
## 1296                   Si Medio     2
## 1297                   Si  Alto     2
## 1298                   No Medio     2
## 1299                   Si  Bajo     3
## 1300                   No  Alto     1
## 1301                   No Medio     3
## 1302                   No  Bajo     2
## 1303                   No  Bajo     2
## 1304                   No Medio     2
## 1305                   Si Medio     2
## 1306                   No  Alto     2
## 1307                   No  Alto     3
## 1308                   Si Medio     3
## 1309                   No  Alto     3
## 1310                   No Medio     3
## 1311                   No  Alto     3
## 1312                   Si Medio     2
## 1313                   No Medio     2
## 1314                   No Medio     2
## 1315                   No Medio     2
## 1316                   Si  Alto     2
## 1317                   No Medio     3
## 1318                   No  Alto     1
## 1319                   No  Bajo     3
## 1320                   No  Bajo     2
## 1321                   Si  Alto     3
## 1322                   No  Bajo     2
## 1323                   Si  Alto     2
## 1324                   Si Medio     2
## 1325                   No  Alto     3
## 1326                   Si Medio     2
## 1327                   Si Medio     2
## 1328                   No  Alto     3
## 1329                   No  Alto     2
## 1330                   No  Alto     3
## 1331                   No  Alto     1
## 1332                   No  Bajo     1
## 1333                   Si  Alto     2
## 1334                   No  Alto     3
## 1335                   No  Alto     3
## 1336                   No  Alto     2
## 1337                   Si Medio     2
## 1338                   No  Alto     3
## 1339                   Si  Bajo     3
## 1340                   No  Alto     3
## 1341                   No Medio     2
## 1342                   No Medio     2
## 1343                   No Medio     2
## 1344                   Si  Alto     3
## 1345                   No Medio     2
## 1346                   No  Bajo     2
## 1347                   No  Alto     3
## 1348                   No Medio     3
## 1349                   No  Alto     3
## 1350                   No  Bajo     3
## 1351                   Si  Alto     3
## 1352                   No Medio     3
## 1353                   Si  Bajo     2
## 1354                   Si Medio     3
## 1355                   No  Bajo     3
## 1356                   No  Bajo     2
## 1357                   No  Alto     2
## 1358                   No  Alto     2
## 1359                   No  Bajo     3
## 1360                   Si Medio     2
## 1361                   No  Alto     3
## 1362                   No  Bajo     3
## 1363                   No  Alto     2
## 1364                   Si Medio     1
## 1365                   No Medio     2
## 1366                   Si  Bajo     2
## 1367                   No  Bajo     3
## 1368                   Si  Alto     2
## 1369                   No Medio     1
## 1370                   No Medio     2
## 1371                   No  Bajo     2
## 1372                   No  Bajo     3
## 1373                   Si Medio     2
## 1374                   Si Medio     2
## 1375                   No  Bajo     3
## 1376                   No Medio     2
## 1377                   Si Medio     3
## 1378                   No Medio     2
## 1379                   No Medio     3
## 1380                   No  Bajo     2
## 1381                   Si  Alto     2
## 1382                   No  Alto     3
## 1383                   Si  Alto     3
## 1384                   No  Alto     3
## 1385                   Si  Bajo     2
## 1386                   No Medio     2
## 1387                   No  Alto     3
## 1388                   No  Bajo     2
## 1389                   No Medio     2
## 1390                   No  Bajo     3
## 1391                   No Medio     3
## 1392                   Si Medio     1
## 1393                   No Medio     2
## 1394                   Si Medio     2
## 1395                   No Medio     2
## 1396                   Si  Bajo     3
## 1397                   No Medio     2
## 1398                   No Medio     2
## 1399                   No  Alto     2
## 1400                   No  Bajo     1
## 1401                   No  Alto     2
## 1402                   No  Bajo     3
## 1403                   No  Bajo     3
## 1404                   No Medio     2
## 1405                   No  Bajo     3
## 1406                   No  Alto     3
## 1407                   No Medio     3
## 1408                   No Medio     1
## 1409                   No  Bajo     3
## 1410                   Si Medio     2
## 1411                   No Medio     3
## 1412                   No Medio     3
## 1413                   No Medio     3
## 1414                   No Medio     3
## 1415                   No  Bajo     3
## 1416                   Si  Alto     2
## 1417                   No  Alto     2
## 1418                   Si Medio     3
## 1419                   Si Medio     3
## 1420                   No  Bajo     2
## 1421                   Si  Alto     3
## 1422                   No Medio     2
## 1423                   No Medio     1
## 1424                   No Medio     2
## 1425                   No Medio     3
## 1426                   No Medio     3
## 1427                   No  Alto     2
## 1428                   No  Alto     3
## 1429                   Si Medio     2
## 1430                   No Medio     1
## 1431                   Si  Alto     3
## 1432                   No Medio     2
## 1433                   Si  Alto     2
## 1434                   Si Medio     2
## 1435                   Si Medio     2
## 1436                   No  Alto     3
## 1437                   Si Medio     3
## 1438                   Si  Bajo     2
## 1439                   No Medio     2
## 1440                   No Medio     3
## 1441                   No Medio     1
## 1442                   No  Alto     3
## 1443                   Si Medio     1
#library(Factoshiny)

#HCPCshiny(res.mca)

ECM

#Nfinal<-c()
NfinalMedia<-c() ##En este vector se estan almacenando las proporciones, osea, cada repeticion bootstrap
for (i in 1:1000) {
  Severidad=CaliyPalmira[,c(19:34)]
  res.mfa_severidad=CaliyPalmira.FMA
  #Datos
  Coord1_severidad <-res.mfa_severidad$global.pca$var$coord[,c(1)];Coord1_severidad
  lp_severidad<-res.mfa_severidad$eig[c(1)];lp_severidad #VALOR PROPIO
  Vp_severidad<-Coord1_severidad/sqrt(lp_severidad);Vp_severidad #VECTOR PROPIO
  Pesos_severidad<-(Vp_severidad/sum(Vp_severidad));Pesos_severidad # PESOS RELATIVOS DE LAS VARIABLES
  data.frame(round(Pesos_severidad,3))
  Ind_severidad<-as.matrix(Severidad)%*%Pesos_severidad
  Imin_severidad<-min(Ind_severidad);Imin_severidad
  Imax_severidad<-max(Ind_severidad);Imax_severidad
  Ind_2_severidad<-round(((Ind_severidad-Imin_severidad)/(Imax_severidad-Imin_severidad))*100,2) #con este índice se hace el cluster
  NfinalMedia[i]=median(sample(Ind_2_severidad,replace = TRUE))

  }; NfinalMedia
##    [1] 53.92 54.31 54.06 53.27 53.60 53.47 53.31 53.48 53.32 53.70 53.67 53.62
##   [13] 53.40 53.49 54.18 53.91 53.53 54.06 53.92 53.92 52.40 54.61 53.40 53.40
##   [25] 53.11 53.40 54.06 52.69 53.73 54.47 54.17 52.65 54.18 53.46 53.53 54.50
##   [37] 54.06 53.27 53.08 53.18 53.49 53.46 51.83 52.65 52.76 52.47 53.91 53.40
##   [49] 52.58 53.40 53.40 53.49 53.73 52.57 53.31 53.49 54.55 53.52 53.39 53.40
##   [61] 52.95 52.83 53.67 53.48 53.31 53.18 53.18 52.03 55.04 54.32 53.32 53.53
##   [73] 52.59 52.94 54.06 53.76 54.06 53.62 53.70 54.17 53.40 53.32 52.92 54.56
##   [85] 53.48 53.49 53.62 53.46 52.26 53.11 53.31 53.67 53.53 52.67 52.71 54.17
##   [97] 53.73 53.60 53.92 52.59 54.17 53.18 54.56 53.11 53.46 54.32 53.32 53.76
##  [109] 54.18 53.40 53.82 54.29 53.31 53.48 54.32 52.65 52.67 52.67 52.94 52.63
##  [121] 53.40 52.76 52.46 53.53 53.49 54.18 53.70 53.70 53.06 53.20 52.76 53.91
##  [133] 53.47 52.94 54.44 53.40 54.55 54.17 53.27 53.62 53.08 54.66 53.70 53.48
##  [145] 53.40 52.76 54.47 53.49 53.52 53.08 53.47 53.73 53.60 53.46 52.59 54.31
##  [157] 54.06 53.46 53.31 53.92 52.83 53.70 53.62 53.53 53.47 53.92 53.31 52.94
##  [169] 53.91 52.83 54.45 54.06 53.70 53.73 53.49 53.40 53.47 53.32 52.59 53.18
##  [181] 53.60 53.47 53.47 53.49 53.40 52.03 54.17 53.53 53.49 52.10 52.67 54.18
##  [193] 54.41 53.31 53.60 54.06 53.49 54.31 54.61 53.21 53.31 53.52 53.46 54.06
##  [205] 53.46 52.67 54.06 51.58 54.80 52.61 52.94 53.27 53.73 54.18 53.48 53.08
##  [217] 52.83 53.18 53.18 53.27 53.49 55.49 54.14 52.94 53.70 53.48 53.67 53.70
##  [229] 53.32 53.46 53.08 53.76 52.92 53.76 53.40 53.49 52.83 54.80 53.67 52.26
##  [241] 52.71 54.39 53.11 53.52 52.46 54.39 53.40 53.40 52.69 53.76 54.50 53.49
##  [253] 54.45 53.48 53.08 53.08 52.14 54.17 53.06 53.48 53.62 53.49 53.18 52.59
##  [265] 53.46 53.49 54.48 53.49 53.53 53.16 52.83 53.82 52.40 53.21 54.15 52.92
##  [277] 52.76 54.29 53.40 54.47 54.48 53.40 53.40 53.49 52.58 53.16 54.66 53.82
##  [289] 53.21 54.17 53.32 53.31 53.62 53.40 53.49 53.70 52.63 54.17 53.31 52.63
##  [301] 53.60 52.65 54.50 54.18 54.14 53.48 53.32 52.67 54.14 53.21 53.27 53.92
##  [313] 53.40 53.49 53.39 54.44 53.82 52.71 53.08 53.18 52.95 53.47 53.49 53.18
##  [325] 54.14 53.91 53.21 54.48 53.47 53.54 52.95 54.15 53.46 53.49 53.53 54.45
##  [337] 52.69 53.32 53.16 53.70 54.15 53.21 52.03 53.20 53.08 53.21 54.45 53.16
##  [349] 52.59 54.18 52.63 53.47 54.17 54.95 52.76 54.18 53.21 54.41 53.40 53.46
##  [361] 54.06 53.39 53.06 52.57 53.49 53.60 53.70 53.62 54.48 53.60 53.46 53.27
##  [373] 53.82 53.92 52.92 54.45 53.16 52.06 53.40 53.40 53.67 53.52 53.49 53.18
##  [385] 53.46 52.40 53.46 53.08 52.65 53.49 53.46 53.47 53.08 53.49 53.49 53.49
##  [397] 53.73 53.49 53.08 53.48 53.18 54.32 53.49 53.47 54.31 52.76 53.49 53.18
##  [409] 54.61 53.21 53.73 53.62 53.40 54.55 53.82 53.62 53.62 54.95 52.18 53.31
##  [421] 53.21 53.70 53.40 53.40 53.08 52.71 53.39 54.15 53.70 52.94 52.95 53.49
##  [433] 53.40 54.32 53.54 53.32 53.62 52.69 53.49 53.48 52.58 52.83 52.35 54.17
##  [445] 53.11 54.55 53.52 53.46 52.40 53.82 53.82 53.11 53.82 53.67 53.31 54.31
##  [457] 53.49 53.46 52.83 53.70 52.37 53.27 53.62 53.49 52.61 52.95 52.71 52.94
##  [469] 52.46 52.95 53.47 53.48 53.49 53.52 53.76 53.82 53.49 54.14 53.40 54.06
##  [481] 53.49 52.94 53.11 53.47 52.47 53.82 52.61 53.70 53.70 54.15 52.95 52.83
##  [493] 53.18 53.47 53.31 53.46 54.61 53.40 52.76 54.71 53.20 52.26 53.40 53.54
##  [505] 53.49 53.60 53.27 53.40 53.20 54.69 53.52 53.40 53.49 53.70 52.94 53.27
##  [517] 54.14 52.65 54.18 53.40 52.76 54.29 53.16 52.76 53.40 53.47 54.18 53.70
##  [529] 53.49 53.40 54.31 54.32 53.91 52.09 53.08 53.47 52.46 53.32 53.16 53.60
##  [541] 52.67 54.95 53.40 53.39 52.94 53.08 52.40 53.82 52.92 53.49 53.73 51.47
##  [553] 53.27 53.70 53.40 53.16 53.67 54.55 53.27 53.47 53.27 54.45 53.49 53.67
##  [565] 53.31 53.82 53.82 52.92 53.49 53.49 52.71 53.16 53.20 53.21 53.47 52.69
##  [577] 53.67 54.39 53.70 53.49 53.54 53.49 53.46 53.18 52.95 54.06 53.32 52.83
##  [589] 53.40 54.17 52.71 53.20 53.40 53.40 54.44 54.17 52.57 51.82 52.92 52.95
##  [601] 53.53 54.15 53.40 53.53 53.76 53.47 53.82 52.71 52.46 54.47 53.91 52.26
##  [613] 53.52 53.46 53.52 53.11 53.48 53.39 52.02 53.70 52.47 53.52 53.49 53.47
##  [625] 53.70 54.18 53.40 53.54 53.76 53.39 53.47 54.17 52.67 54.71 54.15 53.46
##  [637] 52.59 53.60 53.16 53.52 54.06 53.54 54.95 53.06 53.49 53.16 54.39 52.76
##  [649] 53.52 54.18 52.94 53.53 53.91 55.04 53.40 54.39 54.47 54.17 53.60 53.11
##  [661] 54.14 53.53 53.60 52.92 52.71 53.73 54.31 54.69 53.39 52.95 52.63 53.70
##  [673] 53.47 52.10 53.53 51.47 53.06 52.92 52.10 54.17 53.73 53.46 53.27 53.16
##  [685] 53.40 53.11 53.18 53.48 52.71 54.17 53.32 53.46 53.16 53.82 54.17 53.11
##  [697] 54.17 53.82 54.44 53.92 53.54 53.91 52.83 53.40 53.82 52.63 54.55 53.47
##  [709] 53.82 53.49 52.67 53.49 53.06 53.92 53.06 54.61 54.45 53.31 52.95 53.82
##  [721] 52.67 53.11 53.40 54.18 53.52 54.48 54.14 53.48 52.71 52.35 53.20 53.49
##  [733] 52.03 53.48 54.17 53.21 53.47 53.06 53.60 53.31 53.08 53.49 52.95 54.29
##  [745] 53.48 53.18 52.18 53.39 53.67 53.47 53.62 54.50 53.27 53.46 53.11 55.04
##  [757] 53.49 53.32 53.40 53.82 53.53 52.71 53.31 52.76 53.08 53.53 53.46 52.95
##  [769] 53.47 53.67 53.08 54.61 53.16 52.35 55.16 53.46 52.67 52.95 53.73 53.67
##  [781] 53.53 52.57 53.46 53.11 52.59 54.32 53.27 53.16 54.44 53.92 54.87 52.26
##  [793] 52.65 53.46 54.91 53.70 53.40 54.45 53.46 52.46 53.46 53.06 53.48 53.16
##  [805] 52.69 53.32 53.46 54.50 53.16 53.06 52.95 52.40 54.17 53.08 54.17 53.16
##  [817] 54.44 53.47 53.48 53.32 53.91 54.44 53.82 53.67 52.40 53.16 52.65 53.31
##  [829] 52.63 54.47 52.37 53.49 53.67 53.67 52.14 54.15 53.20 53.91 53.49 53.60
##  [841] 51.93 54.06 54.50 52.95 53.21 54.31 54.17 52.69 53.73 53.70 53.47 53.49
##  [853] 53.60 53.18 53.40 53.76 53.47 53.32 53.21 53.52 54.18 53.20 53.40 54.47
##  [865] 53.53 53.20 53.60 54.31 52.83 53.47 53.32 53.49 53.31 53.54 54.61 54.39
##  [877] 53.11 53.76 53.21 53.52 54.15 54.14 53.31 53.16 53.48 53.32 54.41 54.06
##  [889] 53.92 53.21 52.69 53.48 52.94 53.32 54.18 54.18 53.47 53.32 52.83 53.62
##  [901] 53.49 53.31 53.62 53.82 53.76 53.32 53.46 53.40 53.92 53.49 53.46 53.48
##  [913] 53.47 52.95 54.14 52.63 53.47 53.53 54.18 52.40 53.18 53.52 53.67 53.08
##  [925] 53.92 53.39 53.92 54.18 53.49 54.45 53.39 53.31 54.47 53.52 54.15 53.49
##  [937] 53.46 53.76 52.63 52.02 53.16 53.62 54.15 53.16 53.70 52.59 54.76 54.76
##  [949] 53.73 53.54 53.21 53.70 52.94 53.49 54.17 53.39 53.20 53.73 53.40 54.32
##  [961] 54.56 53.76 54.18 52.94 52.92 55.04 53.70 53.62 53.31 53.73 52.14 53.70
##  [973] 53.60 53.20 53.48 54.50 53.53 53.20 53.91 53.27 53.82 53.70 53.48 53.27
##  [985] 53.82 54.69 53.92 53.76 53.73 53.31 54.17 52.46 53.21 52.67 53.08 53.91
##  [997] 53.27 53.31 54.32 53.31
hist(NfinalMedia)

I_mediana=round(median(NfinalMedia,3));I_mediana
## [1] 53
#EE=I_referencia-I_mediana;EE
#EE<-round((1/1000)*sum((NfinalMedia-I_mediana)^2+((1/1000)*sum(NfinalMedia)-I_mediana)^2),2);EE
EE<-round((1/(1000-1))*sum(NfinalMedia-median(C8$Ind_2_severidad))^2+(median(NfinalMedia)-median(C8$Ind_2_severidad))^2,2);EE
## [1] 0.04

Índices por separado

Probabilidad de contagio

#-----------------------------------probabilidad de contagio-----------------------------------
Proba<-CaliyPalmira.FMA$separate.analyses$`Probabilidad de contagio`$ind$coord[,1]

Imin_Proba<-min(Proba);Imin_Proba
## [1] -5.561753
Imax_Proba<-max(Proba);Imax_Proba
## [1] 3.500155
Ind_2_Proba3<-round(((Proba-Imin_Proba)/(Imax_Proba-Imin_Proba))*100,2) #con este índice se hace el cluster
min(Ind_2_Proba3)
## [1] 0
max(Ind_2_Proba3)
## [1] 100
C8<-cbind(Ind_2_Proba3,CaliyPalmira)
summary(C8$Ind_2_Proba3);sd(C8$Ind_2_Proba3)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   48.23   60.96   61.38   74.47  100.00
## [1] 19.62697

K-means

set.seed(1234)
kmeans3<- kmeans(C8$Ind_2_Proba3, 3, iter.max = 1000, nstart = 10)

C8$cluster <- kmeans3$cluster
summary(C8)
##   Ind_2_Proba3         x11             x12             x21       
##  Min.   :  0.00   Min.   :0.000   Min.   :0.000   Min.   :1.000  
##  1st Qu.: 48.23   1st Qu.:3.000   1st Qu.:6.000   1st Qu.:5.000  
##  Median : 60.96   Median :4.000   Median :7.000   Median :5.000  
##  Mean   : 61.38   Mean   :3.735   Mean   :6.367   Mean   :5.375  
##  3rd Qu.: 74.47   3rd Qu.:5.000   3rd Qu.:7.000   3rd Qu.:6.000  
##  Max.   :100.00   Max.   :5.000   Max.   :8.000   Max.   :7.000  
##       x22             x23             x24             x25             x31      
##  Min.   :1.000   Min.   :0.000   Min.   :1.000   Min.   :0.000   No     :  21  
##  1st Qu.:3.000   1st Qu.:7.000   1st Qu.:5.000   1st Qu.:6.000   No sabe:  20  
##  Median :4.000   Median :8.000   Median :6.000   Median :7.000   Si     :1402  
##  Mean   :3.633   Mean   :7.319   Mean   :5.796   Mean   :6.517                 
##  3rd Qu.:4.000   3rd Qu.:8.000   3rd Qu.:7.000   3rd Qu.:7.000                 
##  Max.   :4.000   Max.   :8.000   Max.   :7.000   Max.   :7.000                 
##       x32      x33           x41             x42             x43      
##  No     :702   0:   7   Min.   :1.000   Min.   :1.000   Min.   :1.00  
##  No sabe:124   1:1303   1st Qu.:2.000   1st Qu.:3.000   1st Qu.:3.00  
##  Si     :617   2: 133   Median :4.000   Median :4.000   Median :4.00  
##                         Mean   :3.671   Mean   :3.773   Mean   :3.96  
##                         3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.00  
##                         Max.   :7.000   Max.   :7.000   Max.   :7.00  
##       x44            x51             x52             x61             x62      
##  Min.   :1.00   Min.   :1.000   Min.   :1.000   Min.   :0.000   Min.   :1.00  
##  1st Qu.:2.00   1st Qu.:3.000   1st Qu.:4.000   1st Qu.:1.000   1st Qu.:2.00  
##  Median :3.00   Median :5.000   Median :5.000   Median :2.000   Median :4.00  
##  Mean   :3.45   Mean   :4.459   Mean   :5.252   Mean   :2.256   Mean   :3.43  
##  3rd Qu.:5.00   3rd Qu.:6.000   3rd Qu.:6.000   3rd Qu.:3.000   3rd Qu.:5.00  
##  Max.   :7.00   Max.   :7.000   Max.   :7.000   Max.   :6.000   Max.   :7.00  
##       x71             x72             x73             x74       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:3.000   1st Qu.:4.000   1st Qu.:3.000   1st Qu.:5.000  
##  Median :4.000   Median :5.000   Median :4.000   Median :6.000  
##  Mean   :4.283   Mean   :4.578   Mean   :4.112   Mean   :5.415  
##  3rd Qu.:5.000   3rd Qu.:6.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x75             x76             x77             x81       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.500   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :3.000   Median :5.000   Median :5.000  
##  Mean   :3.717   Mean   :3.286   Mean   :4.398   Mean   :4.995  
##  3rd Qu.:5.000   3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :7.000  
##       x82             x83             x84           x91         
##  Min.   :1.000   Min.   :1.000   Min.   :1.0   Min.   : 0.0000  
##  1st Qu.:3.000   1st Qu.:3.000   1st Qu.:3.0   1st Qu.: 0.0000  
##  Median :4.000   Median :4.000   Median :4.0   Median : 0.0000  
##  Mean   :4.084   Mean   :4.236   Mean   :3.9   Mean   : 0.6189  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.0   3rd Qu.: 1.0000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.0   Max.   :13.0000  
##       x92             x93             x94             x95       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.000   1st Qu.:2.500   1st Qu.:3.000  
##  Median :4.000   Median :4.000   Median :4.000   Median :5.000  
##  Mean   :3.625   Mean   :3.685   Mean   :3.743   Mean   :4.604  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x101            x102            x103            x104      
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :5.000   Median :4.000   Median :5.000  
##  Mean   :4.426   Mean   :4.639   Mean   :4.131   Mean   :4.516  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000  
##       x105             x106              id          Municipio        
##  Min.   : 0.000   Min.   : 0.000   Min.   :   1.0   Length:1443       
##  1st Qu.: 4.000   1st Qu.: 2.000   1st Qu.: 368.5   Class :character  
##  Median : 9.000   Median : 6.000   Median : 736.0   Mode  :character  
##  Mean   : 8.069   Mean   : 5.881   Mean   : 734.0                     
##  3rd Qu.:12.000   3rd Qu.:10.000   3rd Qu.:1099.5                     
##  Max.   :14.000   Max.   :12.000   Max.   :1460.0                     
##     cluster     
##  Min.   :1.000  
##  1st Qu.:1.000  
##  Median :2.000  
##  Mean   :2.169  
##  3rd Qu.:3.000  
##  Max.   :3.000
kmeans3$centers
##       [,1]
## 1 85.61910
## 2 37.86926
## 3 61.10051
tapply(Ind_2_Proba3,kmeans3$cluster,summary)
## $`1`
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   73.55   77.48   83.87   85.62   93.50  100.00 
## 
## $`2`
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   32.78   40.56   37.87   45.62   49.42 
## 
## $`3`
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   49.57   55.37   61.00   61.10   67.09   73.29

BASES CON IPRG K-MEANS

library(car)
C8$cluster<-factor(C8$cluster,levels=c("2","3","1"),labels = c("1.Bajo","2.Medio","3.Alto"))
summary(C8)
##   Ind_2_Proba3         x11             x12             x21       
##  Min.   :  0.00   Min.   :0.000   Min.   :0.000   Min.   :1.000  
##  1st Qu.: 48.23   1st Qu.:3.000   1st Qu.:6.000   1st Qu.:5.000  
##  Median : 60.96   Median :4.000   Median :7.000   Median :5.000  
##  Mean   : 61.38   Mean   :3.735   Mean   :6.367   Mean   :5.375  
##  3rd Qu.: 74.47   3rd Qu.:5.000   3rd Qu.:7.000   3rd Qu.:6.000  
##  Max.   :100.00   Max.   :5.000   Max.   :8.000   Max.   :7.000  
##       x22             x23             x24             x25             x31      
##  Min.   :1.000   Min.   :0.000   Min.   :1.000   Min.   :0.000   No     :  21  
##  1st Qu.:3.000   1st Qu.:7.000   1st Qu.:5.000   1st Qu.:6.000   No sabe:  20  
##  Median :4.000   Median :8.000   Median :6.000   Median :7.000   Si     :1402  
##  Mean   :3.633   Mean   :7.319   Mean   :5.796   Mean   :6.517                 
##  3rd Qu.:4.000   3rd Qu.:8.000   3rd Qu.:7.000   3rd Qu.:7.000                 
##  Max.   :4.000   Max.   :8.000   Max.   :7.000   Max.   :7.000                 
##       x32      x33           x41             x42             x43      
##  No     :702   0:   7   Min.   :1.000   Min.   :1.000   Min.   :1.00  
##  No sabe:124   1:1303   1st Qu.:2.000   1st Qu.:3.000   1st Qu.:3.00  
##  Si     :617   2: 133   Median :4.000   Median :4.000   Median :4.00  
##                         Mean   :3.671   Mean   :3.773   Mean   :3.96  
##                         3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.00  
##                         Max.   :7.000   Max.   :7.000   Max.   :7.00  
##       x44            x51             x52             x61             x62      
##  Min.   :1.00   Min.   :1.000   Min.   :1.000   Min.   :0.000   Min.   :1.00  
##  1st Qu.:2.00   1st Qu.:3.000   1st Qu.:4.000   1st Qu.:1.000   1st Qu.:2.00  
##  Median :3.00   Median :5.000   Median :5.000   Median :2.000   Median :4.00  
##  Mean   :3.45   Mean   :4.459   Mean   :5.252   Mean   :2.256   Mean   :3.43  
##  3rd Qu.:5.00   3rd Qu.:6.000   3rd Qu.:6.000   3rd Qu.:3.000   3rd Qu.:5.00  
##  Max.   :7.00   Max.   :7.000   Max.   :7.000   Max.   :6.000   Max.   :7.00  
##       x71             x72             x73             x74       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:3.000   1st Qu.:4.000   1st Qu.:3.000   1st Qu.:5.000  
##  Median :4.000   Median :5.000   Median :4.000   Median :6.000  
##  Mean   :4.283   Mean   :4.578   Mean   :4.112   Mean   :5.415  
##  3rd Qu.:5.000   3rd Qu.:6.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x75             x76             x77             x81       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.500   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :3.000   Median :5.000   Median :5.000  
##  Mean   :3.717   Mean   :3.286   Mean   :4.398   Mean   :4.995  
##  3rd Qu.:5.000   3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :7.000  
##       x82             x83             x84           x91         
##  Min.   :1.000   Min.   :1.000   Min.   :1.0   Min.   : 0.0000  
##  1st Qu.:3.000   1st Qu.:3.000   1st Qu.:3.0   1st Qu.: 0.0000  
##  Median :4.000   Median :4.000   Median :4.0   Median : 0.0000  
##  Mean   :4.084   Mean   :4.236   Mean   :3.9   Mean   : 0.6189  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.0   3rd Qu.: 1.0000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.0   Max.   :13.0000  
##       x92             x93             x94             x95       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.000   1st Qu.:2.500   1st Qu.:3.000  
##  Median :4.000   Median :4.000   Median :4.000   Median :5.000  
##  Mean   :3.625   Mean   :3.685   Mean   :3.743   Mean   :4.604  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x101            x102            x103            x104      
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :5.000   Median :4.000   Median :5.000  
##  Mean   :4.426   Mean   :4.639   Mean   :4.131   Mean   :4.516  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000  
##       x105             x106              id          Municipio        
##  Min.   : 0.000   Min.   : 0.000   Min.   :   1.0   Length:1443       
##  1st Qu.: 4.000   1st Qu.: 2.000   1st Qu.: 368.5   Class :character  
##  Median : 9.000   Median : 6.000   Median : 736.0   Mode  :character  
##  Mean   : 8.069   Mean   : 5.881   Mean   : 734.0                     
##  3rd Qu.:12.000   3rd Qu.:10.000   3rd Qu.:1099.5                     
##  Max.   :14.000   Max.   :12.000   Max.   :1460.0                     
##     cluster   
##  1.Bajo :403  
##  2.Medio:642  
##  3.Alto :398  
##               
##               
## 
table(C8$cluster)
## 
##  1.Bajo 2.Medio  3.Alto 
##     403     642     398

ECM

#Nfinal<-c()
NfinalMedia<-c() ##En este vector se estan almacenando las proporciones, osea, cada repeticion bootstrap
for (i in 1:1000) {
  Severidad=CaliyPalmira[,c(19:34)]
  res.mfa_severidad=CaliyPalmira.FMA
  #Datos
  Proba<-CaliyPalmira.FMA$separate.analyses$`Probabilidad de contagio`$ind$coord[,1]
  Imin_Proba<-min(Proba) 
  Imax_Proba<-max(Proba)
  Ind_2_Proba3<-round(((Proba-Imin_Proba)/(Imax_Proba-Imin_Proba))*100,2) 
  #aquí están las replicaciones
  NfinalMedia[i]=median(sample(Ind_2_Proba3,replace = TRUE))
  }; NfinalMedia
##    [1] 61.32 60.84 60.71 60.51 61.00 61.67 60.84 60.84 60.96 61.21 60.84 61.12
##   [13] 61.47 61.27 61.71 60.81 61.12 60.24 61.00 59.90 61.15 61.32 60.72 60.84
##   [25] 60.84 61.27 60.88 60.84 60.84 60.96 61.45 60.84 61.47 60.96 61.12 61.35
##   [37] 61.27 61.23 60.81 60.96 61.00 60.81 60.84 61.00 61.27 61.32 60.71 61.27
##   [49] 61.27 60.84 60.84 61.27 60.84 60.51 61.27 60.84 60.84 61.38 61.08 60.84
##   [61] 60.52 61.08 61.12 61.67 61.12 61.59 61.27 60.72 61.71 61.43 60.56 61.21
##   [73] 60.96 60.84 61.27 61.27 60.72 60.71 61.51 61.38 61.23 60.84 61.23 61.71
##   [85] 61.23 61.31 60.84 60.19 60.71 60.64 61.12 61.00 61.43 61.00 60.84 60.84
##   [97] 61.47 60.84 61.27 61.27 61.12 60.84 61.75 61.38 61.00 61.75 60.24 61.47
##  [109] 60.88 60.08 61.23 61.28 61.21 61.27 60.84 61.00 60.70 60.19 60.84 60.84
##  [121] 60.96 61.00 60.96 60.84 61.32 61.75 60.88 61.00 61.12 60.84 60.04 61.47
##  [133] 60.84 60.53 61.38 60.84 61.00 60.84 60.84 61.47 61.79 61.32 60.84 61.00
##  [145] 60.84 60.84 61.28 61.32 61.43 60.52 60.71 60.84 61.23 61.00 61.00 61.35
##  [157] 60.19 60.84 61.28 61.27 60.84 61.27 61.00 61.28 61.00 60.84 61.27 60.84
##  [169] 61.28 61.00 61.08 60.84 60.84 61.27 61.08 61.12 60.84 60.84 60.84 61.27
##  [181] 60.96 61.47 61.00 61.28 60.88 60.70 60.84 59.78 61.32 61.12 60.84 60.96
##  [193] 61.38 60.44 61.51 60.88 61.35 61.00 61.43 61.00 61.28 60.84 60.96 60.96
##  [205] 61.35 60.84 60.84 60.81 61.00 61.00 60.84 60.84 60.71 60.84 60.64 60.84
##  [217] 60.84 60.84 60.84 60.84 60.84 61.31 61.28 61.00 60.84 60.84 61.38 60.72
##  [229] 61.27 60.84 60.96 60.81 60.88 60.84 61.15 60.84 60.84 61.00 61.12 60.19
##  [241] 60.84 61.86 60.96 61.27 60.84 61.47 61.21 60.96 61.47 61.71 61.28 61.28
##  [253] 61.28 60.84 60.41 60.23 60.84 61.31 59.78 61.00 61.27 61.12 60.84 60.72
##  [265] 60.84 61.45 61.51 60.84 61.27 61.71 61.00 60.72 60.52 61.00 59.78 61.60
##  [277] 60.84 60.84 61.38 61.12 61.23 60.84 60.84 60.84 60.71 61.27 60.24 60.84
##  [289] 60.84 60.84 60.84 60.84 60.52 60.24 60.84 60.84 61.00 61.23 61.27 60.84
##  [301] 61.28 60.84 60.84 60.96 60.81 60.72 60.84 60.41 61.51 60.23 61.38 61.12
##  [313] 60.84 60.84 60.70 61.60 60.84 60.84 61.08 61.12 60.96 61.21 60.84 61.38
##  [325] 61.00 61.43 60.84 60.84 61.35 60.84 61.35 60.84 60.84 61.28 61.59 61.27
##  [337] 60.09 60.09 60.84 60.71 61.08 60.84 60.84 61.00 61.08 61.28 61.27 61.51
##  [349] 60.71 61.31 60.71 61.00 61.35 61.28 61.43 61.43 61.00 61.32 61.28 61.27
##  [361] 61.00 61.00 60.72 61.12 61.27 61.28 61.60 61.15 61.00 60.09 60.84 60.84
##  [373] 61.00 60.70 60.84 60.84 61.08 60.88 60.71 61.12 60.64 60.84 60.84 61.08
##  [385] 60.84 60.84 60.64 61.43 60.84 61.47 60.84 60.96 60.52 60.84 60.84 60.88
##  [397] 61.12 61.12 60.84 59.76 61.12 61.47 61.27 60.84 60.84 60.84 61.00 61.00
##  [409] 61.15 61.38 61.59 61.15 60.70 61.43 61.71 61.21 61.59 60.84 60.71 60.84
##  [421] 61.00 60.72 60.84 61.00 61.08 61.00 60.72 61.00 60.84 61.47 61.21 60.84
##  [433] 60.84 61.31 61.00 60.84 60.84 61.08 60.84 60.84 60.84 59.77 60.84 61.00
##  [445] 60.56 61.43 61.27 60.84 60.70 61.27 60.71 60.96 61.12 60.84 61.32 61.47
##  [457] 60.96 60.84 60.84 61.00 60.71 60.84 61.38 60.84 60.41 60.72 60.84 59.33
##  [469] 60.44 61.28 61.27 61.55 60.84 61.12 60.84 61.00 61.12 60.84 61.55 61.12
##  [481] 61.15 61.23 60.72 60.84 60.84 61.08 61.00 61.15 60.88 60.84 61.00 61.00
##  [493] 61.15 61.12 60.84 61.00 60.72 61.27 60.88 61.38 61.23 60.53 60.84 61.55
##  [505] 61.08 60.84 60.96 60.72 60.96 61.38 60.84 61.28 60.84 61.27 60.96 60.72
##  [517] 61.12 60.53 61.28 60.81 60.84 61.59 60.84 60.84 60.84 60.44 61.28 61.59
##  [529] 61.27 60.84 60.84 61.08 61.08 60.70 59.61 61.27 61.51 61.12 60.84 61.00
##  [541] 60.41 61.12 60.88 60.84 60.84 60.51 61.12 61.27 60.72 61.71 60.84 60.84
##  [553] 60.84 61.71 61.43 60.84 60.41 62.65 60.84 60.24 60.64 60.84 61.00 60.84
##  [565] 61.00 61.28 60.96 60.84 61.08 61.35 61.00 60.84 60.84 60.64 61.43 60.72
##  [577] 61.71 61.15 60.84 60.96 60.84 61.12 61.27 60.70 60.84 61.21 60.88 61.28
##  [589] 60.84 61.27 61.35 60.84 61.28 61.23 60.96 60.84 60.84 60.09 61.00 61.00
##  [601] 60.84 60.84 60.84 60.84 60.84 60.84 60.56 61.79 60.84 61.75 60.84 61.27
##  [613] 60.08 60.56 61.43 60.84 60.84 61.12 60.84 61.67 61.00 61.32 60.96 60.84
##  [625] 60.84 61.28 61.31 61.00 60.84 60.84 61.38 60.84 60.84 60.52 60.96 61.27
##  [637] 60.84 60.84 60.88 60.96 61.47 61.08 61.51 60.72 60.84 60.84 60.84 60.84
##  [649] 60.96 61.28 60.84 61.21 61.43 61.90 60.84 60.09 60.84 61.23 61.12 59.30
##  [661] 60.96 60.84 60.84 60.09 60.84 60.84 61.08 61.67 60.71 61.27 60.72 60.84
##  [673] 61.00 60.84 61.27 60.71 60.84 61.27 60.88 61.31 61.27 61.35 60.84 60.84
##  [685] 60.84 61.21 61.59 60.84 60.96 61.00 60.84 61.12 60.84 61.32 61.38 61.28
##  [697] 60.84 61.00 61.27 61.27 60.72 61.00 60.84 60.84 61.67 60.64 61.27 60.84
##  [709] 60.84 60.84 61.35 61.43 61.32 61.47 60.84 61.27 60.84 60.96 60.84 60.84
##  [721] 59.90 61.12 60.84 61.75 60.84 61.00 61.90 61.00 61.35 60.44 60.09 60.84
##  [733] 60.96 61.23 60.72 60.84 60.84 60.96 60.84 60.96 60.84 61.21 61.35 60.84
##  [745] 61.23 60.84 60.84 60.84 60.84 60.96 61.00 60.71 60.84 61.27 61.43 61.55
##  [757] 60.70 60.53 60.84 60.56 60.88 61.21 60.51 60.71 60.84 60.84 60.84 61.43
##  [769] 60.52 61.31 61.47 60.84 61.31 60.37 61.59 60.71 60.71 60.84 61.59 61.00
##  [781] 61.27 60.84 60.84 61.12 60.84 61.27 60.84 60.19 61.12 61.00 61.79 60.84
##  [793] 59.91 60.71 61.47 61.27 61.38 61.27 60.84 60.84 60.23 60.52 60.71 60.84
##  [805] 61.27 59.49 60.09 61.71 61.31 59.33 61.23 60.84 60.70 60.84 61.32 61.00
##  [817] 61.27 61.27 61.15 61.23 61.71 60.96 61.43 61.31 60.84 61.27 60.84 60.72
##  [829] 60.71 61.55 60.71 60.09 61.51 61.59 60.84 61.43 59.90 61.79 60.84 61.12
##  [841] 60.84 61.00 60.84 61.31 60.71 60.84 60.84 60.51 60.84 61.00 61.27 61.47
##  [853] 61.28 60.51 61.31 61.51 60.84 60.88 60.84 61.00 61.59 61.12 60.84 60.96
##  [865] 61.00 59.61 61.15 61.00 60.70 60.84 60.84 60.72 60.41 61.47 61.71 61.51
##  [877] 60.84 61.27 61.27 61.71 61.08 60.88 60.96 61.00 61.27 60.84 60.88 61.08
##  [889] 60.84 60.84 60.37 60.23 61.71 60.84 61.51 60.72 60.84 61.23 60.84 61.12
##  [901] 61.00 61.47 61.27 61.31 60.96 61.38 61.28 61.45 61.45 60.84 61.47 61.32
##  [913] 60.56 60.64 61.27 60.84 60.84 60.88 61.71 60.84 61.23 61.67 61.00 61.28
##  [925] 61.27 61.00 60.84 60.84 60.84 61.59 60.84 60.84 61.67 60.84 61.51 61.21
##  [937] 61.28 60.84 61.08 60.88 60.84 60.52 61.71 61.00 60.72 61.43 61.35 60.88
##  [949] 60.81 61.12 60.84 61.15 61.27 61.12 60.84 60.84 60.84 61.21 60.70 61.15
##  [961] 61.28 60.84 61.35 61.15 60.84 61.51 60.72 61.23 61.27 61.15 60.09 60.84
##  [973] 60.84 61.08 61.31 61.15 60.96 60.84 61.79 61.23 61.23 60.84 60.84 60.84
##  [985] 60.84 61.21 61.31 61.28 61.15 60.84 61.35 60.53 60.84 61.35 60.84 60.84
##  [997] 60.96 60.84 60.84 60.96
hist(NfinalMedia)

I_mediana=round(mean(NfinalMedia,3));I_mediana
## [1] 61
#EE=I_referencia-I_mediana;EE
#EE<-round((1/1000)*sum((NfinalMedia-I_mediana)^2+((1/1000)*sum(NfinalMedia)-I_mediana)^2),2);EE
EE<-round((1/(1000-1))*sum(NfinalMedia-median(C8$Ind_2_Proba3))^2+(median(NfinalMedia)-median(C8$Ind_2_Proba3))^2,2);EE
## [1] 1.3

Severidad

#-----------------------------------severidad-----------------------------------
Sev<-CaliyPalmira.FMA$separate.analyses$Severidad$ind$coord[,1]

Imin_Sev<-min(Sev);Imin_Sev
## [1] -4.142719
Imax_Sev<-max(Sev);Imax_Sev
## [1] 3.366186
Ind_2_Sev3<-round(((Sev-Imin_Sev)/(Imax_Sev-Imin_Sev))*100,2) #con este índice se hace el cluster
min(Ind_2_Sev3)
## [1] 0
max(Ind_2_Sev3)
## [1] 100
sd(Ind_2_Sev3)
## [1] 22.00786
#rbind(summary(Ind_2_Sev))
#print(xtable(rbind(summary(Ind_2_Sev))), include.rownames = FALSE)
C8<-cbind(Ind_2_Sev3,CaliyPalmira)
summary(C8$Ind_2_Sev3)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   41.66   54.28   55.17   70.83  100.00

K-means

set.seed(1234)
kmeans3<- kmeans(C8$Ind_2_Sev3, 3, iter.max = 1000, nstart = 10)

C8$cluster <- kmeans3$cluster
summary(C8)
##    Ind_2_Sev3          x11             x12             x21       
##  Min.   :  0.00   Min.   :0.000   Min.   :0.000   Min.   :1.000  
##  1st Qu.: 41.66   1st Qu.:3.000   1st Qu.:6.000   1st Qu.:5.000  
##  Median : 54.28   Median :4.000   Median :7.000   Median :5.000  
##  Mean   : 55.17   Mean   :3.735   Mean   :6.367   Mean   :5.375  
##  3rd Qu.: 70.83   3rd Qu.:5.000   3rd Qu.:7.000   3rd Qu.:6.000  
##  Max.   :100.00   Max.   :5.000   Max.   :8.000   Max.   :7.000  
##       x22             x23             x24             x25             x31      
##  Min.   :1.000   Min.   :0.000   Min.   :1.000   Min.   :0.000   No     :  21  
##  1st Qu.:3.000   1st Qu.:7.000   1st Qu.:5.000   1st Qu.:6.000   No sabe:  20  
##  Median :4.000   Median :8.000   Median :6.000   Median :7.000   Si     :1402  
##  Mean   :3.633   Mean   :7.319   Mean   :5.796   Mean   :6.517                 
##  3rd Qu.:4.000   3rd Qu.:8.000   3rd Qu.:7.000   3rd Qu.:7.000                 
##  Max.   :4.000   Max.   :8.000   Max.   :7.000   Max.   :7.000                 
##       x32      x33           x41             x42             x43      
##  No     :702   0:   7   Min.   :1.000   Min.   :1.000   Min.   :1.00  
##  No sabe:124   1:1303   1st Qu.:2.000   1st Qu.:3.000   1st Qu.:3.00  
##  Si     :617   2: 133   Median :4.000   Median :4.000   Median :4.00  
##                         Mean   :3.671   Mean   :3.773   Mean   :3.96  
##                         3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.00  
##                         Max.   :7.000   Max.   :7.000   Max.   :7.00  
##       x44            x51             x52             x61             x62      
##  Min.   :1.00   Min.   :1.000   Min.   :1.000   Min.   :0.000   Min.   :1.00  
##  1st Qu.:2.00   1st Qu.:3.000   1st Qu.:4.000   1st Qu.:1.000   1st Qu.:2.00  
##  Median :3.00   Median :5.000   Median :5.000   Median :2.000   Median :4.00  
##  Mean   :3.45   Mean   :4.459   Mean   :5.252   Mean   :2.256   Mean   :3.43  
##  3rd Qu.:5.00   3rd Qu.:6.000   3rd Qu.:6.000   3rd Qu.:3.000   3rd Qu.:5.00  
##  Max.   :7.00   Max.   :7.000   Max.   :7.000   Max.   :6.000   Max.   :7.00  
##       x71             x72             x73             x74       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:3.000   1st Qu.:4.000   1st Qu.:3.000   1st Qu.:5.000  
##  Median :4.000   Median :5.000   Median :4.000   Median :6.000  
##  Mean   :4.283   Mean   :4.578   Mean   :4.112   Mean   :5.415  
##  3rd Qu.:5.000   3rd Qu.:6.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x75             x76             x77             x81       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.500   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :3.000   Median :5.000   Median :5.000  
##  Mean   :3.717   Mean   :3.286   Mean   :4.398   Mean   :4.995  
##  3rd Qu.:5.000   3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :7.000  
##       x82             x83             x84           x91         
##  Min.   :1.000   Min.   :1.000   Min.   :1.0   Min.   : 0.0000  
##  1st Qu.:3.000   1st Qu.:3.000   1st Qu.:3.0   1st Qu.: 0.0000  
##  Median :4.000   Median :4.000   Median :4.0   Median : 0.0000  
##  Mean   :4.084   Mean   :4.236   Mean   :3.9   Mean   : 0.6189  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.0   3rd Qu.: 1.0000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.0   Max.   :13.0000  
##       x92             x93             x94             x95       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.000   1st Qu.:2.500   1st Qu.:3.000  
##  Median :4.000   Median :4.000   Median :4.000   Median :5.000  
##  Mean   :3.625   Mean   :3.685   Mean   :3.743   Mean   :4.604  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x101            x102            x103            x104      
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :5.000   Median :4.000   Median :5.000  
##  Mean   :4.426   Mean   :4.639   Mean   :4.131   Mean   :4.516  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000  
##       x105             x106              id          Municipio        
##  Min.   : 0.000   Min.   : 0.000   Min.   :   1.0   Length:1443       
##  1st Qu.: 4.000   1st Qu.: 2.000   1st Qu.: 368.5   Class :character  
##  Median : 9.000   Median : 6.000   Median : 736.0   Mode  :character  
##  Mean   : 8.069   Mean   : 5.881   Mean   : 734.0                     
##  3rd Qu.:12.000   3rd Qu.:10.000   3rd Qu.:1099.5                     
##  Max.   :14.000   Max.   :12.000   Max.   :1460.0                     
##     cluster     
##  Min.   :1.000  
##  1st Qu.:1.000  
##  Median :2.000  
##  Mean   :2.237  
##  3rd Qu.:3.000  
##  Max.   :3.000
kmeans3$centers
##       [,1]
## 1 83.32348
## 2 26.63181
## 3 54.53598
tapply(Ind_2_Sev3,kmeans3$cluster,summary)
## $`1`
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   70.50   75.11   83.33   83.32   91.68  100.00 
## 
## $`2`
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   20.95   29.21   26.63   33.48   38.11 
## 
## $`3`
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   41.53   49.91   54.28   54.54   62.54   67.15

BASES CON IPRG K-MEANS

library(car)
C8$cluster<-factor(C8$cluster,levels=c("2","3","1"),labels = c("1.Bajo","2.Medio","3.Alto"))
summary(C8)
##    Ind_2_Sev3          x11             x12             x21       
##  Min.   :  0.00   Min.   :0.000   Min.   :0.000   Min.   :1.000  
##  1st Qu.: 41.66   1st Qu.:3.000   1st Qu.:6.000   1st Qu.:5.000  
##  Median : 54.28   Median :4.000   Median :7.000   Median :5.000  
##  Mean   : 55.17   Mean   :3.735   Mean   :6.367   Mean   :5.375  
##  3rd Qu.: 70.83   3rd Qu.:5.000   3rd Qu.:7.000   3rd Qu.:6.000  
##  Max.   :100.00   Max.   :5.000   Max.   :8.000   Max.   :7.000  
##       x22             x23             x24             x25             x31      
##  Min.   :1.000   Min.   :0.000   Min.   :1.000   Min.   :0.000   No     :  21  
##  1st Qu.:3.000   1st Qu.:7.000   1st Qu.:5.000   1st Qu.:6.000   No sabe:  20  
##  Median :4.000   Median :8.000   Median :6.000   Median :7.000   Si     :1402  
##  Mean   :3.633   Mean   :7.319   Mean   :5.796   Mean   :6.517                 
##  3rd Qu.:4.000   3rd Qu.:8.000   3rd Qu.:7.000   3rd Qu.:7.000                 
##  Max.   :4.000   Max.   :8.000   Max.   :7.000   Max.   :7.000                 
##       x32      x33           x41             x42             x43      
##  No     :702   0:   7   Min.   :1.000   Min.   :1.000   Min.   :1.00  
##  No sabe:124   1:1303   1st Qu.:2.000   1st Qu.:3.000   1st Qu.:3.00  
##  Si     :617   2: 133   Median :4.000   Median :4.000   Median :4.00  
##                         Mean   :3.671   Mean   :3.773   Mean   :3.96  
##                         3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.00  
##                         Max.   :7.000   Max.   :7.000   Max.   :7.00  
##       x44            x51             x52             x61             x62      
##  Min.   :1.00   Min.   :1.000   Min.   :1.000   Min.   :0.000   Min.   :1.00  
##  1st Qu.:2.00   1st Qu.:3.000   1st Qu.:4.000   1st Qu.:1.000   1st Qu.:2.00  
##  Median :3.00   Median :5.000   Median :5.000   Median :2.000   Median :4.00  
##  Mean   :3.45   Mean   :4.459   Mean   :5.252   Mean   :2.256   Mean   :3.43  
##  3rd Qu.:5.00   3rd Qu.:6.000   3rd Qu.:6.000   3rd Qu.:3.000   3rd Qu.:5.00  
##  Max.   :7.00   Max.   :7.000   Max.   :7.000   Max.   :6.000   Max.   :7.00  
##       x71             x72             x73             x74       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:3.000   1st Qu.:4.000   1st Qu.:3.000   1st Qu.:5.000  
##  Median :4.000   Median :5.000   Median :4.000   Median :6.000  
##  Mean   :4.283   Mean   :4.578   Mean   :4.112   Mean   :5.415  
##  3rd Qu.:5.000   3rd Qu.:6.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x75             x76             x77             x81       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.500   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :3.000   Median :5.000   Median :5.000  
##  Mean   :3.717   Mean   :3.286   Mean   :4.398   Mean   :4.995  
##  3rd Qu.:5.000   3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :7.000  
##       x82             x83             x84           x91         
##  Min.   :1.000   Min.   :1.000   Min.   :1.0   Min.   : 0.0000  
##  1st Qu.:3.000   1st Qu.:3.000   1st Qu.:3.0   1st Qu.: 0.0000  
##  Median :4.000   Median :4.000   Median :4.0   Median : 0.0000  
##  Mean   :4.084   Mean   :4.236   Mean   :3.9   Mean   : 0.6189  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.0   3rd Qu.: 1.0000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.0   Max.   :13.0000  
##       x92             x93             x94             x95       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.000   1st Qu.:2.500   1st Qu.:3.000  
##  Median :4.000   Median :4.000   Median :4.000   Median :5.000  
##  Mean   :3.625   Mean   :3.685   Mean   :3.743   Mean   :4.604  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x101            x102            x103            x104      
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :5.000   Median :4.000   Median :5.000  
##  Mean   :4.426   Mean   :4.639   Mean   :4.131   Mean   :4.516  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000  
##       x105             x106              id          Municipio        
##  Min.   : 0.000   Min.   : 0.000   Min.   :   1.0   Length:1443       
##  1st Qu.: 4.000   1st Qu.: 2.000   1st Qu.: 368.5   Class :character  
##  Median : 9.000   Median : 6.000   Median : 736.0   Mode  :character  
##  Mean   : 8.069   Mean   : 5.881   Mean   : 734.0                     
##  3rd Qu.:12.000   3rd Qu.:10.000   3rd Qu.:1099.5                     
##  Max.   :14.000   Max.   :12.000   Max.   :1460.0                     
##     cluster   
##  1.Bajo :353  
##  2.Medio:716  
##  3.Alto :374  
##               
##               
## 
table(C8$cluster)
## 
##  1.Bajo 2.Medio  3.Alto 
##     353     716     374

ECM

#Nfinal<-c()
NfinalMedia<-c() ##En este vector se estan almacenando las proporciones, osea, cada repeticion bootstrap
for (i in 1:1000) {
  Severidad=CaliyPalmira[,c(19:34)]
  res.mfa_severidad=CaliyPalmira.FMA
  #Datos
  Sev<-CaliyPalmira.FMA$separate.analyses$Severidad$ind$coord[,1]
  Imin_Sev<-min(Sev)
  Imax_Sev<-max(Sev)
  Ind_2_Sev3<-round(((Sev-Imin_Sev)/(Imax_Sev-Imin_Sev))*100,2) #con este índice se hace el cluster
 #aquí están las replicaciones
  NfinalMedia[i]=median(sample(Ind_2_Sev3,replace = TRUE))
  }; NfinalMedia
##    [1] 54.28 54.59 54.42 54.28 54.32 54.28 54.43 54.28 54.47 54.18 54.28 54.28
##   [13] 54.28 54.28 54.28 54.32 54.34 54.43 54.58 54.28 54.14 54.32 54.28 54.28
##   [25] 54.16 54.22 54.28 54.16 54.28 54.34 54.28 54.28 54.28 54.28 54.34 54.50
##   [37] 54.28 54.25 54.28 54.28 54.14 54.28 53.99 54.28 54.12 54.28 54.34 54.34
##   [49] 54.22 54.34 54.20 54.47 54.28 54.16 54.28 54.28 54.28 54.28 54.28 54.28
##   [61] 54.28 54.18 54.31 54.28 54.28 54.18 54.28 54.06 54.57 54.28 54.34 54.28
##   [73] 54.19 54.14 54.28 54.31 54.32 54.28 54.55 54.34 54.28 54.16 54.28 54.28
##   [85] 54.31 54.16 54.28 54.28 54.28 54.28 54.20 54.31 54.28 54.28 54.28 54.28
##   [97] 54.32 54.28 54.28 54.28 54.28 54.28 54.28 54.28 54.28 54.64 54.28 54.28
##  [109] 54.32 54.28 54.28 54.43 54.28 54.28 54.28 54.28 54.14 54.28 54.28 54.14
##  [121] 54.28 54.41 54.16 54.40 54.28 54.31 54.40 54.28 54.28 54.28 54.16 54.43
##  [133] 54.22 54.16 54.47 54.28 54.43 54.42 54.28 54.28 54.28 54.57 54.16 54.59
##  [145] 54.28 54.28 54.34 54.28 54.19 54.28 54.28 54.28 54.28 54.18 54.28 54.58
##  [157] 54.28 54.32 54.28 54.28 54.28 54.28 54.34 54.28 54.22 54.34 54.22 54.12
##  [169] 54.28 54.22 54.28 54.34 54.32 54.28 54.28 54.34 54.16 54.31 54.28 54.14
##  [181] 54.28 54.44 54.28 54.28 54.28 54.28 54.28 54.16 54.28 54.28 54.20 54.28
##  [193] 54.34 54.28 54.34 54.34 54.40 54.32 54.28 54.28 54.18 54.43 54.28 54.28
##  [205] 54.28 54.28 54.28 54.22 54.28 54.16 54.28 54.28 54.28 54.57 54.28 54.28
##  [217] 54.22 54.28 54.31 54.16 54.30 54.28 54.55 54.19 54.28 54.16 54.28 54.32
##  [229] 54.28 54.28 54.31 54.47 54.28 54.28 54.28 54.28 54.28 54.64 54.30 50.51
##  [241] 54.36 54.40 54.38 54.28 54.06 54.32 54.28 54.28 54.16 54.28 54.63 54.12
##  [253] 54.31 54.47 54.28 54.28 54.28 54.28 54.31 54.28 54.28 54.28 54.28 54.16
##  [265] 54.28 54.28 54.34 54.28 54.28 54.28 54.28 54.32 54.28 54.28 54.28 54.28
##  [277] 54.16 54.36 54.43 54.28 54.28 54.28 54.28 54.28 54.28 54.18 54.41 54.12
##  [289] 54.28 54.43 54.32 54.28 54.30 54.28 54.28 54.28 54.25 54.28 54.34 54.14
##  [301] 54.28 54.28 54.31 54.28 54.28 54.20 54.22 54.16 54.28 54.28 54.28 54.28
##  [313] 54.28 54.38 54.28 54.40 54.28 54.25 54.28 54.28 54.28 54.19 54.28 54.28
##  [325] 54.25 54.28 54.28 54.28 54.57 54.14 54.28 54.28 54.28 54.28 54.32 54.32
##  [337] 54.16 54.32 54.25 54.28 54.28 54.28 54.16 54.22 54.28 54.28 54.32 54.28
##  [349] 54.28 54.28 54.28 54.28 54.63 54.41 54.28 54.32 54.38 54.28 54.28 54.28
##  [361] 54.28 54.28 54.16 54.28 54.28 54.28 54.42 54.25 54.42 54.28 54.28 54.28
##  [373] 54.28 54.31 54.28 54.28 54.22 54.28 54.28 54.22 54.28 54.28 54.28 54.28
##  [385] 54.28 54.28 54.28 54.28 54.22 54.32 54.28 54.28 54.16 54.28 54.50 54.28
##  [397] 54.31 54.28 54.28 54.28 54.28 54.28 54.18 54.28 54.28 54.28 54.22 54.18
##  [409] 54.57 54.43 54.28 54.28 54.28 54.47 54.38 54.28 54.47 54.28 54.19 54.28
##  [421] 54.28 54.34 54.28 54.28 54.28 54.22 54.28 54.58 54.28 54.28 54.28 54.19
##  [433] 54.28 54.22 54.28 54.28 54.28 54.28 54.28 54.18 54.28 54.28 54.16 54.28
##  [445] 54.28 54.32 54.34 54.28 54.28 54.42 54.28 54.28 54.28 54.28 54.28 54.28
##  [457] 54.42 54.22 54.28 54.34 54.28 54.28 54.31 54.28 54.14 54.28 54.28 54.25
##  [469] 54.14 54.28 54.28 54.28 54.28 54.28 54.28 54.28 54.42 54.28 54.31 54.28
##  [481] 54.31 54.22 54.25 54.28 54.25 54.22 54.28 54.28 54.28 54.32 54.28 54.28
##  [493] 54.25 54.34 54.28 54.28 54.55 54.28 54.28 54.41 54.28 54.20 54.25 54.28
##  [505] 54.28 54.28 54.14 54.28 54.30 54.34 54.28 54.20 54.31 54.28 54.28 54.25
##  [517] 54.32 54.14 54.28 54.28 54.28 54.28 54.28 54.28 54.40 54.28 54.30 54.28
##  [529] 54.28 54.28 54.28 54.47 54.28 54.28 54.25 54.58 54.28 54.28 54.30 54.28
##  [541] 54.19 54.59 54.28 54.22 54.28 54.28 54.28 54.28 54.19 54.28 54.12 54.16
##  [553] 54.16 54.32 54.34 54.25 54.28 54.43 54.22 54.28 54.25 54.32 54.28 54.32
##  [565] 54.28 54.28 54.30 54.16 54.28 54.28 54.19 54.28 54.16 54.25 54.28 54.16
##  [577] 54.34 54.28 54.47 54.28 54.32 54.28 54.28 54.28 54.28 54.19 54.57 54.28
##  [589] 54.28 54.32 54.28 54.14 54.28 54.34 54.34 54.28 54.28 50.33 54.28 54.28
##  [601] 54.28 54.28 54.16 54.28 54.32 54.16 54.28 54.28 54.08 54.28 54.28 54.28
##  [613] 54.22 54.28 54.40 54.28 54.28 54.28 54.25 54.31 54.28 54.22 54.28 54.28
##  [625] 54.28 54.43 54.28 54.38 54.34 54.36 54.28 54.59 54.28 54.47 54.42 54.28
##  [637] 54.28 54.32 54.28 54.31 54.36 54.28 54.32 54.19 54.28 54.12 54.34 54.28
##  [649] 54.25 54.28 54.28 54.28 54.28 54.28 54.12 54.34 54.34 54.59 54.47 54.25
##  [661] 54.53 54.28 54.32 54.28 54.28 54.28 54.47 54.32 54.31 54.12 54.16 54.28
##  [673] 54.28 54.28 54.28 54.10 54.22 54.28 54.16 54.28 54.50 54.34 54.28 54.28
##  [685] 54.28 54.28 54.30 54.28 54.28 54.32 54.28 54.28 54.28 54.28 54.28 54.28
##  [697] 54.50 54.28 54.28 54.38 54.38 54.28 54.16 54.28 54.28 50.47 54.34 54.28
##  [709] 54.28 54.28 54.34 54.28 54.32 54.28 54.19 54.31 54.31 54.14 54.31 54.28
##  [721] 54.28 54.28 54.19 54.34 54.28 54.43 54.28 54.28 54.34 50.56 54.28 54.28
##  [733] 54.28 54.16 54.28 54.28 54.25 54.16 54.28 54.28 54.28 54.28 54.16 54.28
##  [745] 54.40 54.22 54.22 54.28 54.30 54.28 54.32 54.32 54.28 54.19 54.25 54.34
##  [757] 54.36 54.22 54.28 54.28 54.28 54.06 54.14 54.28 54.40 54.14 54.28 54.19
##  [769] 54.31 54.28 54.16 54.43 54.28 54.22 54.64 54.28 54.28 54.28 54.25 54.42
##  [781] 54.30 54.12 54.28 54.28 54.28 54.43 54.06 54.28 54.44 54.28 54.58 50.51
##  [793] 54.32 54.28 54.44 54.28 54.25 54.28 54.28 54.28 54.22 54.14 54.22 54.25
##  [805] 54.18 54.28 54.28 54.28 54.28 54.28 54.28 54.19 54.28 54.28 54.28 54.14
##  [817] 54.36 54.58 54.22 54.20 54.28 54.28 54.28 54.28 54.14 54.28 54.28 54.06
##  [829] 54.28 54.28 54.19 54.28 54.22 54.32 54.06 54.28 54.28 54.28 54.22 54.28
##  [841] 54.12 54.28 54.28 54.25 54.28 54.32 54.32 54.10 54.28 54.69 54.28 54.22
##  [853] 54.28 54.32 54.28 54.28 54.28 54.28 54.28 54.31 54.28 54.28 54.25 54.34
##  [865] 54.28 54.28 54.44 54.28 54.16 54.28 54.28 54.40 54.28 54.28 54.28 54.47
##  [877] 54.32 54.36 54.28 54.28 54.42 54.31 54.28 54.47 54.42 54.10 54.38 54.34
##  [889] 54.28 54.28 54.16 54.28 54.28 54.42 54.30 54.28 54.42 54.16 54.28 54.28
##  [901] 54.28 54.32 54.28 54.28 54.28 54.28 54.28 54.28 54.38 54.28 54.34 54.28
##  [913] 54.28 54.28 54.42 54.28 54.30 54.31 54.28 54.28 54.28 54.28 54.25 54.28
##  [925] 54.31 54.16 54.47 54.43 54.63 54.34 54.38 54.28 54.58 54.16 54.28 54.28
##  [937] 54.28 54.50 54.25 54.14 54.28 54.36 54.44 54.16 54.28 54.28 58.30 54.61
##  [949] 54.28 54.28 54.16 54.28 54.34 54.28 54.34 54.34 54.28 54.31 54.28 54.40
##  [961] 54.28 54.32 54.28 54.28 54.16 54.43 54.43 54.19 54.30 54.32 54.22 54.31
##  [973] 54.28 54.28 54.28 54.28 54.34 54.28 54.28 54.14 54.28 54.28 54.28 54.28
##  [985] 54.28 54.42 58.26 54.22 54.28 54.28 54.32 54.28 54.16 54.28 54.28 54.30
##  [997] 54.19 54.28 54.28 54.28
hist(NfinalMedia)

I_mediana=round(mean(NfinalMedia,3));I_mediana
## [1] 54
#EE=I_referencia-I_mediana;EE
#EE<-round((1/1000)*sum((NfinalMedia-I_mediana)^2+((1/1000)*sum(NfinalMedia)-I_mediana)^2),2);EE
EE<-(1/(1000-1))*sum(NfinalMedia-median(C8$Ind_2_Sev3))^2+(median(NfinalMedia)-median(C8$Ind_2_Sev3))^2;EE
## [1] 0.003171572

Susceptibilidad

#-----------------------------------susceptibilidad-----------------------------------
SU<-CaliyPalmira.FMA$separate.analyses$Susceptibilidad$ind$coord[,1]

Imin_SU<-min(SU);Imin_SU
## [1] -3.522199
Imax_SU<-max(SU);Imax_SU
## [1] 6.746319
Ind_2_SU3<-round(((SU-Imin_SU)/(Imax_SU-Imin_SU))*100,2) #con este índice se hace el cluster
min(Ind_2_SU3)
## [1] 0
max(Ind_2_SU3)
## [1] 100
sd(Ind_2_SU3)
## [1] 17.49717
#rbind(summary(Ind_2_SU))
#print(xtable(rbind(summary(Ind_2_SU))), include.rownames = FALSE)


#-----------------------------------k-mean--------------------------------####
C8<-cbind(Ind_2_SU3,CaliyPalmira)
summary(C8$Ind_2_SU3)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   21.91   34.02   34.30   45.38  100.00

K-means

set.seed(1234)
kmeans3<- kmeans(C8$Ind_2_SU3, 3, iter.max = 1000, nstart = 10)

C8$cluster <- kmeans3$cluster
summary(C8)
##    Ind_2_SU3           x11             x12             x21       
##  Min.   :  0.00   Min.   :0.000   Min.   :0.000   Min.   :1.000  
##  1st Qu.: 21.91   1st Qu.:3.000   1st Qu.:6.000   1st Qu.:5.000  
##  Median : 34.02   Median :4.000   Median :7.000   Median :5.000  
##  Mean   : 34.30   Mean   :3.735   Mean   :6.367   Mean   :5.375  
##  3rd Qu.: 45.38   3rd Qu.:5.000   3rd Qu.:7.000   3rd Qu.:6.000  
##  Max.   :100.00   Max.   :5.000   Max.   :8.000   Max.   :7.000  
##       x22             x23             x24             x25             x31      
##  Min.   :1.000   Min.   :0.000   Min.   :1.000   Min.   :0.000   No     :  21  
##  1st Qu.:3.000   1st Qu.:7.000   1st Qu.:5.000   1st Qu.:6.000   No sabe:  20  
##  Median :4.000   Median :8.000   Median :6.000   Median :7.000   Si     :1402  
##  Mean   :3.633   Mean   :7.319   Mean   :5.796   Mean   :6.517                 
##  3rd Qu.:4.000   3rd Qu.:8.000   3rd Qu.:7.000   3rd Qu.:7.000                 
##  Max.   :4.000   Max.   :8.000   Max.   :7.000   Max.   :7.000                 
##       x32      x33           x41             x42             x43      
##  No     :702   0:   7   Min.   :1.000   Min.   :1.000   Min.   :1.00  
##  No sabe:124   1:1303   1st Qu.:2.000   1st Qu.:3.000   1st Qu.:3.00  
##  Si     :617   2: 133   Median :4.000   Median :4.000   Median :4.00  
##                         Mean   :3.671   Mean   :3.773   Mean   :3.96  
##                         3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.00  
##                         Max.   :7.000   Max.   :7.000   Max.   :7.00  
##       x44            x51             x52             x61             x62      
##  Min.   :1.00   Min.   :1.000   Min.   :1.000   Min.   :0.000   Min.   :1.00  
##  1st Qu.:2.00   1st Qu.:3.000   1st Qu.:4.000   1st Qu.:1.000   1st Qu.:2.00  
##  Median :3.00   Median :5.000   Median :5.000   Median :2.000   Median :4.00  
##  Mean   :3.45   Mean   :4.459   Mean   :5.252   Mean   :2.256   Mean   :3.43  
##  3rd Qu.:5.00   3rd Qu.:6.000   3rd Qu.:6.000   3rd Qu.:3.000   3rd Qu.:5.00  
##  Max.   :7.00   Max.   :7.000   Max.   :7.000   Max.   :6.000   Max.   :7.00  
##       x71             x72             x73             x74       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:3.000   1st Qu.:4.000   1st Qu.:3.000   1st Qu.:5.000  
##  Median :4.000   Median :5.000   Median :4.000   Median :6.000  
##  Mean   :4.283   Mean   :4.578   Mean   :4.112   Mean   :5.415  
##  3rd Qu.:5.000   3rd Qu.:6.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x75             x76             x77             x81       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.500   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :3.000   Median :5.000   Median :5.000  
##  Mean   :3.717   Mean   :3.286   Mean   :4.398   Mean   :4.995  
##  3rd Qu.:5.000   3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :7.000  
##       x82             x83             x84           x91         
##  Min.   :1.000   Min.   :1.000   Min.   :1.0   Min.   : 0.0000  
##  1st Qu.:3.000   1st Qu.:3.000   1st Qu.:3.0   1st Qu.: 0.0000  
##  Median :4.000   Median :4.000   Median :4.0   Median : 0.0000  
##  Mean   :4.084   Mean   :4.236   Mean   :3.9   Mean   : 0.6189  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.0   3rd Qu.: 1.0000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.0   Max.   :13.0000  
##       x92             x93             x94             x95       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.000   1st Qu.:2.500   1st Qu.:3.000  
##  Median :4.000   Median :4.000   Median :4.000   Median :5.000  
##  Mean   :3.625   Mean   :3.685   Mean   :3.743   Mean   :4.604  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x101            x102            x103            x104      
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :5.000   Median :4.000   Median :5.000  
##  Mean   :4.426   Mean   :4.639   Mean   :4.131   Mean   :4.516  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000  
##       x105             x106              id          Municipio        
##  Min.   : 0.000   Min.   : 0.000   Min.   :   1.0   Length:1443       
##  1st Qu.: 4.000   1st Qu.: 2.000   1st Qu.: 368.5   Class :character  
##  Median : 9.000   Median : 6.000   Median : 736.0   Mode  :character  
##  Mean   : 8.069   Mean   : 5.881   Mean   : 734.0                     
##  3rd Qu.:12.000   3rd Qu.:10.000   3rd Qu.:1099.5                     
##  Max.   :14.000   Max.   :12.000   Max.   :1460.0                     
##     cluster     
##  Min.   :1.000  
##  1st Qu.:2.000  
##  Median :2.000  
##  Mean   :2.222  
##  3rd Qu.:3.000  
##  Max.   :3.000
kmeans3$centers
##       [,1]
## 1 61.37931
## 2 38.83473
## 3 17.44862
tapply(Ind_2_SU3,kmeans3$cluster,summary)
## $`1`
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   50.13   54.34   59.67   61.38   67.79  100.00 
## 
## $`2`
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   28.20   34.02   38.41   38.83   44.33   49.89 
## 
## $`3`
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   12.39   18.83   17.45   23.64   28.13

BASES CON IPRG K-MEANS

library(car)
C8$cluster<-factor(C8$cluster,levels=c("2","3","1"),labels = c("1.Bajo","2.Medio","3.Alto"))
summary(C8)
##    Ind_2_SU3           x11             x12             x21       
##  Min.   :  0.00   Min.   :0.000   Min.   :0.000   Min.   :1.000  
##  1st Qu.: 21.91   1st Qu.:3.000   1st Qu.:6.000   1st Qu.:5.000  
##  Median : 34.02   Median :4.000   Median :7.000   Median :5.000  
##  Mean   : 34.30   Mean   :3.735   Mean   :6.367   Mean   :5.375  
##  3rd Qu.: 45.38   3rd Qu.:5.000   3rd Qu.:7.000   3rd Qu.:6.000  
##  Max.   :100.00   Max.   :5.000   Max.   :8.000   Max.   :7.000  
##       x22             x23             x24             x25             x31      
##  Min.   :1.000   Min.   :0.000   Min.   :1.000   Min.   :0.000   No     :  21  
##  1st Qu.:3.000   1st Qu.:7.000   1st Qu.:5.000   1st Qu.:6.000   No sabe:  20  
##  Median :4.000   Median :8.000   Median :6.000   Median :7.000   Si     :1402  
##  Mean   :3.633   Mean   :7.319   Mean   :5.796   Mean   :6.517                 
##  3rd Qu.:4.000   3rd Qu.:8.000   3rd Qu.:7.000   3rd Qu.:7.000                 
##  Max.   :4.000   Max.   :8.000   Max.   :7.000   Max.   :7.000                 
##       x32      x33           x41             x42             x43      
##  No     :702   0:   7   Min.   :1.000   Min.   :1.000   Min.   :1.00  
##  No sabe:124   1:1303   1st Qu.:2.000   1st Qu.:3.000   1st Qu.:3.00  
##  Si     :617   2: 133   Median :4.000   Median :4.000   Median :4.00  
##                         Mean   :3.671   Mean   :3.773   Mean   :3.96  
##                         3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.00  
##                         Max.   :7.000   Max.   :7.000   Max.   :7.00  
##       x44            x51             x52             x61             x62      
##  Min.   :1.00   Min.   :1.000   Min.   :1.000   Min.   :0.000   Min.   :1.00  
##  1st Qu.:2.00   1st Qu.:3.000   1st Qu.:4.000   1st Qu.:1.000   1st Qu.:2.00  
##  Median :3.00   Median :5.000   Median :5.000   Median :2.000   Median :4.00  
##  Mean   :3.45   Mean   :4.459   Mean   :5.252   Mean   :2.256   Mean   :3.43  
##  3rd Qu.:5.00   3rd Qu.:6.000   3rd Qu.:6.000   3rd Qu.:3.000   3rd Qu.:5.00  
##  Max.   :7.00   Max.   :7.000   Max.   :7.000   Max.   :6.000   Max.   :7.00  
##       x71             x72             x73             x74       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:3.000   1st Qu.:4.000   1st Qu.:3.000   1st Qu.:5.000  
##  Median :4.000   Median :5.000   Median :4.000   Median :6.000  
##  Mean   :4.283   Mean   :4.578   Mean   :4.112   Mean   :5.415  
##  3rd Qu.:5.000   3rd Qu.:6.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x75             x76             x77             x81       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.500   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :3.000   Median :5.000   Median :5.000  
##  Mean   :3.717   Mean   :3.286   Mean   :4.398   Mean   :4.995  
##  3rd Qu.:5.000   3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :7.000  
##       x82             x83             x84           x91         
##  Min.   :1.000   Min.   :1.000   Min.   :1.0   Min.   : 0.0000  
##  1st Qu.:3.000   1st Qu.:3.000   1st Qu.:3.0   1st Qu.: 0.0000  
##  Median :4.000   Median :4.000   Median :4.0   Median : 0.0000  
##  Mean   :4.084   Mean   :4.236   Mean   :3.9   Mean   : 0.6189  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.0   3rd Qu.: 1.0000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.0   Max.   :13.0000  
##       x92             x93             x94             x95       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.000   1st Qu.:2.500   1st Qu.:3.000  
##  Median :4.000   Median :4.000   Median :4.000   Median :5.000  
##  Mean   :3.625   Mean   :3.685   Mean   :3.743   Mean   :4.604  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x101            x102            x103            x104      
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.000  
##  Median :5.000   Median :5.000   Median :4.000   Median :5.000  
##  Mean   :4.426   Mean   :4.639   Mean   :4.131   Mean   :4.516  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000  
##       x105             x106              id          Municipio        
##  Min.   : 0.000   Min.   : 0.000   Min.   :   1.0   Length:1443       
##  1st Qu.: 4.000   1st Qu.: 2.000   1st Qu.: 368.5   Class :character  
##  Median : 9.000   Median : 6.000   Median : 736.0   Mode  :character  
##  Mean   : 8.069   Mean   : 5.881   Mean   : 734.0                     
##  3rd Qu.:12.000   3rd Qu.:10.000   3rd Qu.:1099.5                     
##  Max.   :14.000   Max.   :12.000   Max.   :1460.0                     
##     cluster   
##  1.Bajo :603  
##  2.Medio:580  
##  3.Alto :260  
##               
##               
## 
table(C8$cluster)
## 
##  1.Bajo 2.Medio  3.Alto 
##     603     580     260

ECM

#Nfinal<-c()
NfinalMedia<-c() ##En este vector se estan almacenando las proporciones, osea, cada repeticion bootstrap
for (i in 1:1000) {
  Severidad=CaliyPalmira[,c(19:34)]
  res.mfa_severidad=CaliyPalmira.FMA
  #Datos
  SU<-CaliyPalmira.FMA$separate.analyses$Susceptibilidad$ind$coord[,1]
  Imin_SU<-min(SU)
  Imax_SU<-max(SU)
  Ind_2_SU3<-round(((SU-Imin_SU)/(Imax_SU-Imin_SU))*100,2) #con este índice se hace el cluster
 #aquí están las replicaciones
  NfinalMedia[i]=median(sample(Ind_2_SU3,replace = TRUE))
  }; NfinalMedia
##    [1] 34.02 34.04 34.02 34.02 34.02 34.02 33.27 34.02 34.02 34.02 34.02 34.02
##   [13] 34.02 34.02 34.02 34.02 34.02 34.02 34.02 34.02 34.02 34.02 34.02 33.28
##   [25] 33.73 33.88 34.02 33.27 34.02 34.41 34.02 33.28 34.02 34.02 34.02 34.02
##   [37] 34.02 33.27 34.02 33.43 34.02 34.02 31.83 34.02 33.28 31.45 34.02 33.42
##   [49] 32.99 34.02 32.99 34.02 33.73 32.21 34.02 34.02 34.02 34.02 34.02 33.73
##   [61] 34.02 33.43 34.02 34.02 34.02 32.35 34.02 32.21 34.02 34.02 34.02 34.02
##   [73] 33.12 34.02 34.02 34.02 34.02 33.12 34.02 34.04 33.11 34.02 33.73 34.02
##   [85] 33.12 34.02 33.88 34.02 33.27 34.02 33.27 34.02 34.02 33.12 33.12 34.02
##   [97] 34.02 34.02 33.88 34.02 34.02 34.02 34.41 34.02 34.02 34.02 33.11 34.02
##  [109] 34.02 34.02 34.02 34.02 33.43 34.02 34.02 34.02 32.51 33.27 34.02 32.60
##  [121] 34.02 33.42 31.75 34.02 34.02 33.27 34.02 34.02 33.27 34.02 34.02 34.02
##  [133] 34.02 33.73 33.43 34.02 34.17 33.88 34.02 34.02 32.99 34.02 34.02 34.02
##  [145] 33.73 34.02 34.02 34.02 34.02 34.02 34.02 34.02 33.73 33.28 33.28 34.02
##  [157] 34.02 34.02 34.02 34.02 34.02 34.02 34.02 33.27 34.02 34.02 33.27 34.02
##  [169] 34.02 34.02 34.02 34.02 34.02 34.02 34.02 34.02 33.88 34.02 34.02 33.27
##  [181] 34.02 33.73 33.27 34.02 34.02 33.12 34.02 34.02 34.02 33.88 33.12 34.02
##  [193] 34.02 34.02 34.02 34.05 34.02 34.04 34.02 34.02 33.27 34.02 34.02 34.02
##  [205] 34.02 32.48 34.02 31.75 34.54 33.73 33.43 33.88 34.02 34.02 34.02 34.02
##  [217] 34.02 34.02 33.88 32.36 34.02 34.02 34.02 34.02 34.02 34.02 34.02 34.02
##  [229] 34.02 33.27 34.02 34.02 33.27 34.02 32.60 34.02 34.02 34.02 34.02 33.11
##  [241] 34.02 34.02 33.28 34.02 32.51 34.02 34.02 33.27 33.28 34.02 34.02 34.02
##  [253] 34.02 33.88 33.28 34.02 32.48 34.02 34.02 33.88 34.02 34.02 34.02 33.88
##  [265] 34.02 33.28 34.02 34.02 34.02 33.88 34.02 34.02 33.28 32.99 34.02 33.89
##  [277] 32.35 34.02 34.02 34.02 34.02 33.89 34.02 34.02 33.12 33.88 34.02 34.02
##  [289] 34.02 34.02 34.02 33.27 34.02 34.02 34.02 34.02 33.27 34.02 33.27 33.11
##  [301] 34.02 34.02 34.02 34.02 34.02 33.73 34.02 33.28 33.27 34.02 32.99 34.02
##  [313] 34.02 34.02 34.02 34.04 34.02 34.02 34.02 33.27 33.12 33.42 34.02 33.57
##  [325] 34.02 34.02 33.89 34.02 33.73 34.02 32.36 33.89 34.02 33.27 34.02 34.02
##  [337] 32.01 34.02 34.02 34.02 34.02 33.27 32.82 34.02 34.02 34.02 34.02 33.43
##  [349] 33.27 34.02 34.02 34.02 34.02 34.56 34.02 32.21 34.02 34.02 34.02 33.42
##  [361] 34.02 33.73 33.88 34.02 34.02 33.12 33.12 34.02 34.02 34.02 34.02 34.02
##  [373] 34.02 34.02 34.02 34.02 33.88 32.51 34.02 34.02 34.02 34.02 34.02 32.35
##  [385] 34.02 33.27 33.12 33.27 32.53 33.12 33.88 33.27 33.57 33.88 34.02 33.73
##  [397] 33.89 34.02 33.88 34.02 34.02 34.02 34.02 34.02 34.02 34.02 34.02 33.27
##  [409] 34.02 33.12 34.02 34.02 34.02 34.02 34.02 34.02 34.02 34.02 34.02 34.02
##  [421] 34.02 34.02 34.02 33.89 33.42 34.02 34.02 34.02 34.02 33.27 33.28 33.73
##  [433] 34.02 34.02 34.02 34.02 34.02 34.02 34.02 34.02 33.43 33.57 33.42 34.02
##  [445] 33.88 34.04 33.88 33.27 34.02 34.02 34.02 34.02 34.02 33.73 33.88 34.02
##  [457] 34.02 34.02 33.42 34.02 33.27 34.02 34.02 32.99 33.12 34.02 33.27 34.02
##  [469] 31.45 33.88 33.27 33.89 33.28 34.02 34.02 34.02 33.73 34.02 34.02 34.02
##  [481] 34.02 34.02 33.11 34.02 33.43 34.02 34.02 34.02 33.73 34.02 34.02 34.02
##  [493] 33.88 34.02 34.02 34.02 34.04 33.27 33.73 34.02 34.02 33.43 33.88 34.02
##  [505] 34.02 34.02 33.88 33.43 34.02 34.02 34.02 32.35 34.02 34.02 34.02 34.02
##  [517] 34.02 34.02 34.02 34.02 34.02 34.02 34.02 32.21 34.02 33.28 34.02 34.02
##  [529] 34.02 33.73 34.02 34.02 33.88 33.73 34.02 34.02 32.36 34.02 34.02 33.42
##  [541] 33.88 34.02 34.02 34.02 34.02 33.28 33.88 34.02 33.88 34.02 33.27 33.11
##  [553] 33.73 34.02 34.02 34.02 34.02 34.16 33.88 33.27 34.02 34.02 33.27 34.02
##  [565] 33.73 34.02 34.02 32.99 34.02 34.02 33.27 34.02 33.27 34.02 33.27 32.51
##  [577] 34.02 34.02 34.02 33.43 34.02 33.27 34.02 33.12 33.43 32.53 33.27 32.82
##  [589] 34.02 34.02 33.28 32.99 34.02 34.02 34.02 34.02 33.89 32.99 33.89 33.89
##  [601] 34.02 34.02 34.02 34.02 34.02 34.02 34.02 34.02 33.12 34.02 34.02 32.60
##  [613] 34.02 34.02 34.02 33.43 34.02 33.11 32.99 34.02 31.83 34.02 34.02 34.02
##  [625] 34.02 34.41 33.12 33.27 34.02 34.02 34.02 34.02 32.51 34.02 34.02 34.02
##  [637] 33.89 33.43 34.02 34.02 34.02 33.12 34.02 33.12 34.02 33.73 34.02 34.02
##  [649] 34.02 34.02 33.27 34.02 34.02 34.02 34.02 34.02 34.02 34.02 34.02 33.27
##  [661] 34.02 33.88 34.02 34.02 33.28 34.02 34.02 34.02 34.02 33.73 33.12 33.89
##  [673] 34.02 32.82 34.02 31.83 33.12 33.88 32.12 34.04 34.02 34.02 34.02 32.89
##  [685] 34.02 33.28 34.02 33.88 34.02 34.02 34.02 34.02 34.02 34.02 34.02 33.88
##  [697] 34.02 34.02 34.02 34.02 34.18 33.89 32.89 34.02 34.02 33.57 34.02 33.27
##  [709] 34.02 33.89 33.43 34.02 34.02 34.02 32.99 34.02 34.02 33.88 34.02 34.02
##  [721] 34.02 33.88 33.42 34.02 34.02 34.02 34.04 34.02 34.02 32.36 34.02 34.02
##  [733] 33.12 34.02 34.02 34.02 34.02 33.27 34.02 33.88 32.35 34.02 32.36 34.02
##  [745] 34.02 31.45 33.28 34.02 34.02 33.88 34.02 34.02 34.02 34.02 34.02 34.41
##  [757] 34.02 34.02 34.02 34.02 33.27 33.11 34.02 33.27 34.02 32.82 34.02 33.42
##  [769] 34.02 34.02 34.02 34.02 34.02 33.27 34.02 34.02 33.28 34.02 33.57 34.02
##  [781] 34.02 33.27 33.27 33.27 34.02 34.02 33.73 34.02 34.02 34.02 34.02 33.27
##  [793] 34.02 34.02 34.02 34.02 34.02 34.02 34.02 33.27 33.88 34.02 34.02 34.02
##  [805] 34.02 33.12 33.28 34.02 34.02 32.99 33.88 32.60 34.02 34.02 34.04 33.89
##  [817] 34.02 34.02 33.28 34.02 34.02 34.02 34.02 34.02 33.27 34.02 34.02 33.12
##  [829] 34.02 34.02 33.27 33.73 34.02 34.02 33.73 34.02 34.02 34.02 34.02 34.02
##  [841] 33.27 34.02 34.02 34.02 33.27 34.02 34.02 33.42 34.02 33.73 34.02 33.28
##  [853] 34.02 33.73 34.02 34.02 34.02 33.88 33.27 34.02 34.02 33.89 33.88 34.02
##  [865] 34.04 32.48 34.02 33.73 33.42 33.89 34.02 34.02 33.43 34.02 34.02 34.02
##  [877] 32.82 34.04 33.27 34.02 34.02 34.02 33.27 34.02 34.02 34.02 34.02 34.02
##  [889] 34.02 34.02 33.73 33.73 33.27 33.89 34.02 34.02 33.28 33.27 34.02 33.57
##  [901] 34.02 34.02 34.02 33.88 34.02 33.27 34.02 33.88 34.02 33.28 33.73 34.02
##  [913] 34.02 32.99 34.02 32.34 34.02 34.02 34.02 33.27 34.02 33.27 34.02 33.12
##  [925] 34.02 33.27 34.02 34.02 33.88 34.02 34.02 34.02 34.02 34.02 34.02 34.02
##  [937] 34.02 34.02 33.57 32.82 33.42 34.02 34.02 34.02 34.02 32.35 34.02 34.02
##  [949] 34.02 34.02 33.43 34.02 34.02 34.02 34.02 34.04 33.73 34.02 34.02 34.04
##  [961] 34.02 34.02 34.02 33.27 34.02 34.02 34.02 34.02 33.73 34.02 32.36 34.02
##  [973] 34.02 34.02 34.02 34.02 34.02 34.02 34.02 33.73 34.02 33.88 34.02 34.02
##  [985] 34.02 34.02 34.02 34.02 34.02 33.73 34.02 32.51 34.02 32.36 33.43 34.02
##  [997] 34.02 34.02 34.02 33.12
hist(NfinalMedia)

I_mediana=round(mean(NfinalMedia,3));I_mediana
## [1] 34
#EE=I_referencia-I_mediana;EE
#EE<-round((1/1000)*sum((NfinalMedia-I_mediana)^2+((1/1000)*sum(NfinalMedia)-I_mediana)^2),2);EE
EE<-(1/(1000-1))*sum(NfinalMedia-median(C8$Ind_2_SU3))^2+(median(NfinalMedia)-median(C8$Ind_2_SU3))^2;EE
## [1] 56.715

CALI

#---------------------Índice de percepción por ciudad---------------------------####
library(dplyr)

CaliyPalmira$Municipio<-as.factor(CaliyPalmira$Municipio)
Cali<-filter(CaliyPalmira, CaliyPalmira$Municipio=="Cali")

summary(Cali)
##       x11             x12             x21             x22       
##  Min.   :0.000   Min.   :2.000   Min.   :1.000   Min.   :2.000  
##  1st Qu.:3.000   1st Qu.:6.000   1st Qu.:5.000   1st Qu.:3.000  
##  Median :4.000   Median :7.000   Median :5.000   Median :4.000  
##  Mean   :3.565   Mean   :6.294   Mean   :5.386   Mean   :3.656  
##  3rd Qu.:4.000   3rd Qu.:7.000   3rd Qu.:6.000   3rd Qu.:4.000  
##  Max.   :5.000   Max.   :8.000   Max.   :7.000   Max.   :4.000  
##       x23             x24             x25             x31           x32     
##  Min.   :0.000   Min.   :1.000   Min.   :3.000   No     :  5   No     :386  
##  1st Qu.:7.000   1st Qu.:5.000   1st Qu.:6.000   No sabe:  9   No sabe: 61  
##  Median :8.000   Median :6.000   Median :7.000   Si     :783   Si     :350  
##  Mean   :7.329   Mean   :5.864   Mean   :6.504                              
##  3rd Qu.:8.000   3rd Qu.:7.000   3rd Qu.:7.000                              
##  Max.   :8.000   Max.   :7.000   Max.   :7.000                              
##  x33          x41             x42             x43             x44       
##  0:  4   Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1:720   1st Qu.:3.000   1st Qu.:3.000   1st Qu.:3.000   1st Qu.:2.000  
##  2: 73   Median :4.000   Median :4.000   Median :4.000   Median :4.000  
##          Mean   :3.839   Mean   :3.704   Mean   :3.991   Mean   :3.512  
##          3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000  
##          Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x51             x52             x61             x62       
##  Min.   :1.000   Min.   :1.000   Min.   :0.000   Min.   :1.000  
##  1st Qu.:4.000   1st Qu.:5.000   1st Qu.:1.000   1st Qu.:2.000  
##  Median :5.000   Median :6.000   Median :2.000   Median :4.000  
##  Mean   :4.731   Mean   :5.528   Mean   :2.221   Mean   :3.478  
##  3rd Qu.:6.000   3rd Qu.:7.000   3rd Qu.:3.000   3rd Qu.:5.000  
##  Max.   :7.000   Max.   :7.000   Max.   :6.000   Max.   :7.000  
##       x71             x72             x73             x74       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:3.000   1st Qu.:4.000   1st Qu.:3.000   1st Qu.:5.000  
##  Median :4.000   Median :5.000   Median :4.000   Median :6.000  
##  Mean   :4.289   Mean   :4.575   Mean   :4.088   Mean   :5.428  
##  3rd Qu.:5.000   3rd Qu.:6.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x75             x76             x77             x81       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:1.000   1st Qu.:3.000   1st Qu.:4.000   1st Qu.:4.000  
##  Median :3.000   Median :3.000   Median :5.000   Median :5.000  
##  Mean   :3.118   Mean   :3.287   Mean   :4.438   Mean   :4.881  
##  3rd Qu.:5.000   3rd Qu.:4.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :7.000  
##       x82             x83             x84             x91        
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   : 0.000  
##  1st Qu.:3.000   1st Qu.:3.000   1st Qu.:3.000   1st Qu.: 0.000  
##  Median :4.000   Median :4.000   Median :4.000   Median : 0.000  
##  Mean   :3.964   Mean   :4.092   Mean   :3.757   Mean   : 0.601  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.: 1.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :13.000  
##       x92             x93             x94             x95       
##  Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000  
##  1st Qu.:2.000   1st Qu.:2.000   1st Qu.:2.000   1st Qu.:3.000  
##  Median :3.000   Median :4.000   Median :4.000   Median :4.000  
##  Mean   :3.449   Mean   :3.601   Mean   :3.606   Mean   :4.464  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:6.000  
##  Max.   :7.000   Max.   :7.000   Max.   :7.000   Max.   :7.000  
##       x101            x102            x103           x104      
##  Min.   :1.000   Min.   :1.000   Min.   :1.00   Min.   :1.000  
##  1st Qu.:4.000   1st Qu.:4.000   1st Qu.:4.00   1st Qu.:4.000  
##  Median :5.000   Median :5.000   Median :4.00   Median :5.000  
##  Mean   :4.494   Mean   :4.675   Mean   :4.12   Mean   :4.588  
##  3rd Qu.:5.000   3rd Qu.:5.000   3rd Qu.:5.00   3rd Qu.:5.000  
##  Max.   :5.000   Max.   :5.000   Max.   :5.00   Max.   :5.000  
##       x105             x106              id          Municipio  
##  Min.   : 0.000   Min.   : 0.000   Min.   :  1.0   Cali   :797  
##  1st Qu.: 4.000   1st Qu.: 2.000   1st Qu.:202.0   Palmira:  0  
##  Median : 8.000   Median : 6.000   Median :407.0                
##  Mean   : 7.853   Mean   : 5.762   Mean   :406.9                
##  3rd Qu.:12.000   3rd Qu.:10.000   3rd Qu.:611.0                
##  Max.   :14.000   Max.   :12.000   Max.   :814.0
## AFM CON TODAS LAS VARIABLES

##Análisis factorial múltiple
CaliyPalmira.FMA<-MFA(Cali[,c(19:34)],
                      group=c(#2,
                              #5,
                              #3,
                              #4,
                              #2,
                              #2, #3
                              7,
                              4,
                              5
                              #6
                              ),
                      type=c(#'s',
                             #'s',
                             #'n',
                             #'s', #n
                             #'s',
                             #'s', #n
                             's',
                             's',
                             's'#,
                             #'s'
                             ),
                      name.group=c(#"Voluntariedad",
                                   #"Conocimiento",  
                                   #"Incertidumbre",
                                   #"Confianza gubernamental",
                                   #"Confianza sector salud",
                                   #"Confianza medios",
                                   "Probabilidad de contagio",
                                   "Severidad",
                                   "Susceptibilidad"), #,
                                   #"Cumplimiento"),
                      #num.group.sup=c(3),
                      graph=FALSE)

CaliyPalmira.FMA$eig
##         eigenvalue percentage of variance cumulative percentage of variance
## comp 1  1.88558352              35.330673                          35.33067
## comp 2  0.80127659              15.013730                          50.34440
## comp 3  0.46792772               8.767684                          59.11209
## comp 4  0.33608339               6.297283                          65.40937
## comp 5  0.31549687               5.911548                          71.32092
## comp 6  0.26084766               4.887571                          76.20849
## comp 7  0.23464033               4.396517                          80.60501
## comp 8  0.19947998               3.737709                          84.34272
## comp 9  0.16751433               3.138760                          87.48148
## comp 10 0.14802976               2.773672                          90.25515
## comp 11 0.12433215               2.329644                          92.58479
## comp 12 0.10948924               2.051529                          94.63632
## comp 13 0.08829007               1.654314                          96.29063
## comp 14 0.07611270               1.426144                          97.71678
## comp 15 0.06563418               1.229805                          98.94658
## comp 16 0.05622042               1.053417                         100.00000
CaliyPalmira.FMA$group$contrib
##                             Dim.1     Dim.2    Dim.3     Dim.4     Dim.5
## Probabilidad de contagio 19.82260 79.665204 13.19394 91.207231 85.477448
## Severidad                39.72483 11.178689 50.39997  5.018541  7.488267
## Susceptibilidad          40.45257  9.156107 36.40609  3.774228  7.034285
CaliyPalmira.FMA$group$correlation[,1:3]
##                              Dim.1     Dim.2     Dim.3
## Probabilidad de contagio 0.6159570 0.8031239 0.4393622
## Severidad                0.8709080 0.3042487 0.6027138
## Susceptibilidad          0.8754346 0.2824650 0.4531235
Coordenadas<-round(CaliyPalmira.FMA$quanti.var$coord[,c(1,2,3)],3);Coordenadas
##     Dim.1  Dim.2  Dim.3
## x71 0.519  0.714 -0.077
## x72 0.523  0.638 -0.060
## x73 0.490  0.679 -0.060
## x74 0.395  0.470  0.265
## x75 0.032  0.091 -0.035
## x76 0.349  0.585  0.061
## x77 0.282  0.034  0.316
## x81 0.592 -0.246  0.602
## x82 0.796 -0.288 -0.003
## x83 0.646 -0.272  0.525
## x84 0.793 -0.159  0.031
## x91 0.329 -0.209 -0.505
## x92 0.790 -0.173 -0.356
## x93 0.777 -0.200 -0.244
## x94 0.821 -0.191 -0.284
## x95 0.649 -0.289 -0.143
Contribu<-round(CaliyPalmira.FMA$quanti.var$contrib[,c(1,2,3)],3);Contribu
##      Dim.1  Dim.2  Dim.3
## x71  4.676 20.813  0.418
## x72  4.744 16.620  0.248
## x73  4.174 18.858  0.254
## x74  2.715  9.028  4.929
## x75  0.018  0.336  0.088
## x76  2.113 13.964  0.262
## x77  1.382  0.047  6.994
## x81  6.868  2.781 28.610
## x82 12.399  3.808  0.001
## x83  8.165  3.418 21.713
## x84 12.293  1.171  0.077
## x91  1.804  1.707 17.124
## x92 10.378  1.178  8.505
## x93 10.053  1.559  4.005
## x94 11.210  1.433  5.395
## x95  7.008  3.278  1.377
Tabla<-cbind(Coordenadas,Contribu);Tabla
##     Dim.1  Dim.2  Dim.3  Dim.1  Dim.2  Dim.3
## x71 0.519  0.714 -0.077  4.676 20.813  0.418
## x72 0.523  0.638 -0.060  4.744 16.620  0.248
## x73 0.490  0.679 -0.060  4.174 18.858  0.254
## x74 0.395  0.470  0.265  2.715  9.028  4.929
## x75 0.032  0.091 -0.035  0.018  0.336  0.088
## x76 0.349  0.585  0.061  2.113 13.964  0.262
## x77 0.282  0.034  0.316  1.382  0.047  6.994
## x81 0.592 -0.246  0.602  6.868  2.781 28.610
## x82 0.796 -0.288 -0.003 12.399  3.808  0.001
## x83 0.646 -0.272  0.525  8.165  3.418 21.713
## x84 0.793 -0.159  0.031 12.293  1.171  0.077
## x91 0.329 -0.209 -0.505  1.804  1.707 17.124
## x92 0.790 -0.173 -0.356 10.378  1.178  8.505
## x93 0.777 -0.200 -0.244 10.053  1.559  4.005
## x94 0.821 -0.191 -0.284 11.210  1.433  5.395
## x95 0.649 -0.289 -0.143  7.008  3.278  1.377
plot.MFA(CaliyPalmira.FMA, choix="group",title="Representación de grupos")

#plot.MFA(CaliyPalmira.FMA, choix="ind",lab.par=FALSE)
library(ggrepel)
options(ggrepel.max.overlaps = Inf)
#dim 1-2
plot.MFA(CaliyPalmira.FMA, choix="var",habillage='group',title="Círculo de correlación", repel = TRUE)

IPRG

#--------------------------ÍNDICE DE PERCEPCIÓN GLOBAL-----------------------------------------------#####

res.mfa_severidad=CaliyPalmira.FMA

#Datos
Severidad=Cali[,c(19:34)]

Coord1_severidad <-res.mfa_severidad$global.pca$var$coord[,1];Coord1_severidad
##        x71        x72        x73        x74        x75        x76        x77 
## 0.51897714 0.52273671 0.49032346 0.39540629 0.03201124 0.34883299 0.28217312 
##        x81        x82        x83        x84        x91        x92        x93 
## 0.59244118 0.79605796 0.64597488 0.79262979 0.32918363 0.78957486 0.77708632 
##        x94        x95 
## 0.82059472 0.64882058
lp_severidad<-res.mfa_severidad$eig[1];lp_severidad #VALOR PROPIO
## [1] 1.885584
Vp_severidad<-Coord1_severidad/sqrt(lp_severidad);Vp_severidad #VECTOR PROPIO
##       x71       x72       x73       x74       x75       x76       x77       x81 
## 0.3779422 0.3806800 0.3570753 0.2879524 0.0233120 0.2540356 0.2054910 0.4314419 
##       x82       x83       x84       x91       x92       x93       x94       x95 
## 0.5797247 0.4704275 0.5772282 0.2397261 0.5750034 0.5659087 0.5975935 0.4724999
Pesos_severidad<-(Vp_severidad/sum(Vp_severidad));Pesos_severidad # PESOS RELATIVOS DE LAS VARIABLES
##         x71         x72         x73         x74         x75         x76 
## 0.059090002 0.059518062 0.055827535 0.045020400 0.003644754 0.039717630 
##         x77         x81         x82         x83         x84         x91 
## 0.032127832 0.067454514 0.090638033 0.073549784 0.090247705 0.037480382 
##         x92         x93         x94         x95 
## 0.089899876 0.088477947 0.093431752 0.073873792
sum(Pesos_severidad)
## [1] 1
data.frame(round(Pesos_severidad,3))
##     round.Pesos_severidad..3.
## x71                     0.059
## x72                     0.060
## x73                     0.056
## x74                     0.045
## x75                     0.004
## x76                     0.040
## x77                     0.032
## x81                     0.067
## x82                     0.091
## x83                     0.074
## x84                     0.090
## x91                     0.037
## x92                     0.090
## x93                     0.088
## x94                     0.093
## x95                     0.074
res.mfa_severidad$eig
##         eigenvalue percentage of variance cumulative percentage of variance
## comp 1  1.88558352              35.330673                          35.33067
## comp 2  0.80127659              15.013730                          50.34440
## comp 3  0.46792772               8.767684                          59.11209
## comp 4  0.33608339               6.297283                          65.40937
## comp 5  0.31549687               5.911548                          71.32092
## comp 6  0.26084766               4.887571                          76.20849
## comp 7  0.23464033               4.396517                          80.60501
## comp 8  0.19947998               3.737709                          84.34272
## comp 9  0.16751433               3.138760                          87.48148
## comp 10 0.14802976               2.773672                          90.25515
## comp 11 0.12433215               2.329644                          92.58479
## comp 12 0.10948924               2.051529                          94.63632
## comp 13 0.08829007               1.654314                          96.29063
## comp 14 0.07611270               1.426144                          97.71678
## comp 15 0.06563418               1.229805                          98.94658
## comp 16 0.05622042               1.053417                         100.00000
Ind_severidad<-as.matrix(Severidad)%*%Pesos_severidad
Imin_severidad<-min(Ind_severidad);Imin_severidad
## [1] 0.9625196
Imax_severidad<-max(Ind_severidad);Imax_severidad
## [1] 6.661618
Ind_2_severidad1<-round(((Ind_severidad-Imin_severidad)/(Imax_severidad-Imin_severidad))*100,2) #con este índice se hace el cluster
min(Ind_2_severidad1)
## [1] 0
max(Ind_2_severidad1)
## [1] 100
C8<-cbind(Ind_2_severidad1,Cali)

summary(C8$Ind_2_severidad1);sd(C8$Ind_2_severidad1)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   39.76   50.89   52.05   63.37  100.00
## [1] 17.58605

ECM

NfinalMedia<-c() ##En este vector se estan almacenando las proporciones, osea, cada repeticion bootstrap
for (i in 1:1000) {
  Severidad=Cali[,c(19:34)]
  res.mfa_severidad=CaliyPalmira.FMA
  #Datos
  Coord1_severidad <-res.mfa_severidad$global.pca$var$coord[,c(1)];Coord1_severidad
  lp_severidad<-res.mfa_severidad$eig[c(1)];lp_severidad #VALOR PROPIO
  Vp_severidad<-Coord1_severidad/sqrt(lp_severidad);Vp_severidad #VECTOR PROPIO
  Pesos_severidad<-(Vp_severidad/sum(Vp_severidad));Pesos_severidad # PESOS RELATIVOS DE LAS VARIABLES
  data.frame(round(Pesos_severidad,3))
  Ind_severidad<-as.matrix(Severidad)%*%Pesos_severidad
  Imin_severidad<-min(Ind_severidad);Imin_severidad
  Imax_severidad<-max(Ind_severidad);Imax_severidad
  Ind_2_severidad<-round(((Ind_severidad-Imin_severidad)/(Imax_severidad-Imin_severidad))*100,2) #con este índice se hace el cluster
  NfinalMedia[i]=median(sample(Ind_2_severidad,replace = TRUE))

  }#; NfinalMedia

hist(NfinalMedia)

I_mediana=round(median(NfinalMedia,3));I_mediana
## [1] 51
#EE=I_referencia-I_mediana;EE
#EE<-round((1/1000)*sum((NfinalMedia-I_mediana)^2+((1/1000)*sum(NfinalMedia)-I_mediana)^2),2);EE
EE<-round((1/(1000-1))*sum(NfinalMedia-median(C8$Ind_2_severidad1))^2+(median(NfinalMedia)-median(C8$Ind_2_severidad1))^2,2);EE
## [1] 0.01

Índices por separado

Probabilidad de contagio

#-----------------------------------probabilidad de contagio-----------------------------------
Proba<-CaliyPalmira.FMA$separate.analyses$`Probabilidad de contagio`$ind$coord[,1]

Imin_Proba<-min(Proba);Imin_Proba
## [1] -5.543756
Imax_Proba<-max(Proba);Imax_Proba
## [1] 3.539925
Ind_2_Proba<-round(((Proba-Imin_Proba)/(Imax_Proba-Imin_Proba))*100,2) #con este índice se hace el cluster
min(Ind_2_Proba)
## [1] 0
max(Ind_2_Proba)
## [1] 100
C8<-cbind(Ind_2_Proba,Cali)
summary(C8$Ind_2_Proba);sd(C8$Ind_2_Proba)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   49.02   60.59   61.03   73.73  100.00
## [1] 19.25214

ECM

NfinalMedia<-c() ##En este vector se estan almacenando las proporciones, osea, cada repeticion bootstrap
for (i in 1:1000) {
  Severidad=Cali[,c(19:34)]
  res.mfa_severidad=CaliyPalmira.FMA
  #Datos
  Proba<-CaliyPalmira.FMA$separate.analyses$`Probabilidad de contagio`$ind$coord[,1]
  Imin_Proba<-min(Proba)
  Imax_Proba<-max(Proba)
  Ind_2_Proba<-round(((Proba-Imin_Proba)/(Imax_Proba-Imin_Proba))*100,2) 
  #repeticiones
  NfinalMedia[i]=median(sample(Ind_2_Proba,replace = TRUE))

  }#; NfinalMedia

hist(NfinalMedia)

I_mediana=round(median(NfinalMedia,3));I_mediana
## [1] 61
#EE=I_referencia-I_mediana;EE
#EE<-round((1/1000)*sum((NfinalMedia-I_mediana)^2+((1/1000)*sum(NfinalMedia)-I_mediana)^2),2);EE
EE<-round((1/(1000-1))*sum(NfinalMedia-median(C8$Ind_2_Proba))^2+(median(NfinalMedia)-median(C8$Ind_2_Proba))^2,2);EE
## [1] 0.72

Severidad

#-----------------------------------severidad-----------------------------------
Sev<-CaliyPalmira.FMA$separate.analyses$Severidad$ind$coord[,1]

Imin_Sev<-min(Sev);Imin_Sev
## [1] -3.969254
Imax_Sev<-max(Sev);Imax_Sev
## [1] 3.521764
Ind_2_Sev<-round(((Sev-Imin_Sev)/(Imax_Sev-Imin_Sev))*100,2) #con este índice se hace el cluster
min(Ind_2_Sev)
## [1] 0
max(Ind_2_Sev)
## [1] 100
sd(Ind_2_Sev)
## [1] 21.99115
#rbind(summary(Ind_2_Sev))
#print(xtable(rbind(summary(Ind_2_Sev))), include.rownames = FALSE)
C8<-cbind(Ind_2_Sev,Cali)
summary(C8$Ind_2_Sev)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   37.60   50.26   52.99   66.90  100.00

ECM

NfinalMedia<-c() ##En este vector se estan almacenando las proporciones, osea, cada repeticion bootstrap
for (i in 1:1000) {
  Severidad=Cali[,c(19:34)]
  res.mfa_severidad=CaliyPalmira.FMA
  #Datos
  Sev<-CaliyPalmira.FMA$separate.analyses$Severidad$ind$coord[,1]
  Imin_Sev<-min(Sev)
  Imax_Sev<-max(Sev)
  Ind_2_Sev<-round(((Sev-Imin_Sev)/(Imax_Sev-Imin_Sev))*100,2) #con este índice se hace el cluster
  #repeticiones
  NfinalMedia[i]=median(sample(Ind_2_Sev,replace = TRUE))

  }#; NfinalMedia

hist(NfinalMedia)

I_mediana=round(median(NfinalMedia,3));I_mediana
## [1] 50
#EE=I_referencia-I_mediana;EE
#EE<-round((1/1000)*sum((NfinalMedia-I_mediana)^2+((1/1000)*sum(NfinalMedia)-I_mediana)^2),2);EE
EE<-round((1/(1000-1))*sum(NfinalMedia-median(C8$Ind_2_Sev))^2+(median(NfinalMedia)-median(C8$Ind_2_Sev))^2,2);EE
## [1] 794.21

Susceptibilidad

#-----------------------------------susceptibilidad-----------------------------------
SU<-CaliyPalmira.FMA$separate.analyses$Susceptibilidad$ind$coord[,1]

Imin_SU<-min(SU);Imin_SU
## [1] -3.393132
Imax_SU<-max(SU);Imax_SU
## [1] 6.640584
Ind_2_SU<-round(((SU-Imin_SU)/(Imax_SU-Imin_SU))*100,2) #con este índice se hace el cluster
min(Ind_2_SU)
## [1] 0
max(Ind_2_SU)
## [1] 100
sd(Ind_2_SU)
## [1] 17.79983
#rbind(summary(Ind_2_SU))
#print(xtable(rbind(summary(Ind_2_SU))), include.rownames = FALSE)


#-----------------------------------k-mean--------------------------------####
C8<-cbind(Ind_2_SU,Cali)
summary(C8$Ind_2_SU)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   21.30   32.61   33.82   45.43  100.00

ECM

NfinalMedia<-c() ##En este vector se estan almacenando las proporciones, osea, cada repeticion bootstrap
for (i in 1:1000) {
  Severidad=Cali[,c(19:34)]
  res.mfa_severidad=CaliyPalmira.FMA
  #Datos
  SU<-CaliyPalmira.FMA$separate.analyses$Susceptibilidad$ind$coord[,1]
  Imin_SU<-min(SU)
  Imax_SU<-max(SU)
  Ind_2_SU<-round(((SU-Imin_SU)/(Imax_SU-Imin_SU))*100,2) #con este índice se hace el cluster
  #repeticiones
  NfinalMedia[i]=median(sample(Ind_2_SU,replace = TRUE))

  }#; NfinalMedia

hist(NfinalMedia)

I_mediana=round(median(NfinalMedia,3));I_mediana
## [1] 33
#EE=I_referencia-I_mediana;EE
#EE<-round((1/1000)*sum((NfinalMedia-I_mediana)^2+((1/1000)*sum(NfinalMedia)-I_mediana)^2),2);EE
EE<-round((1/(1000-1))*sum(NfinalMedia-median(C8$Ind_2_SU))^2+(median(NfinalMedia)-median(C8$Ind_2_SU))^2,2);EE
## [1] 32.39

PALMIRA

library(dplyr)

CaliyPalmira$Municipio<-as.factor(CaliyPalmira$Municipio)
Palmira<-filter(CaliyPalmira, CaliyPalmira$Municipio=="Palmira")

AFM CON TODAS LAS VARIABLES

##Análisis factorial múltiple
CaliyPalmira.FMA<-MFA(Palmira[,c(19:34)],
                      group=c(#2,
                              #5,
                              #3,
                              #4,
                              #2,
                              #2, #3
                              7,
                              4,
                              5
                              #6
                              ),
                      type=c(#'s',
                             #'s',
                             #'n',
                             #'s', #n
                             #'s',
                             #'s', #n
                             's',
                             's',
                             's'#,
                             #'s'
                             ),
                      name.group=c(#"Voluntariedad",
                                   #"Conocimiento",  
                                   #"Incertidumbre",
                                   #"Confianza gubernamental",
                                   #"Confianza sector salud",
                                   #"Confianza medios",
                                   "Probabilidad de contagio",
                                   "Severidad",
                                   "Susceptibilidad"), #,
                                   #"Cumplimiento"),
                      #num.group.sup=c(3),
                      graph=FALSE)

CaliyPalmira.FMA$eig
##         eigenvalue percentage of variance cumulative percentage of variance
## comp 1  2.04287583             40.5263204                          40.52632
## comp 2  0.70280965             13.9422517                          54.46857
## comp 3  0.48852501              9.6912993                          64.15987
## comp 4  0.32139975              6.3758888                          70.53576
## comp 5  0.22235609              4.4110729                          74.94683
## comp 6  0.21048293              4.1755345                          79.12237
## comp 7  0.18525508              3.6750675                          82.79744
## comp 8  0.16106274              3.1951430                          85.99258
## comp 9  0.13244381              2.6274041                          88.61998
## comp 10 0.11596779              2.3005548                          90.92054
## comp 11 0.10876158              2.1575989                          93.07814
## comp 12 0.09656076              1.9155604                          94.99370
## comp 13 0.07852095              1.5576890                          96.55139
## comp 14 0.06938844              1.3765194                          97.92790
## comp 15 0.05687026              1.1281852                          99.05609
## comp 16 0.04758121              0.9439101                         100.00000
CaliyPalmira.FMA$group$contrib
##                             Dim.1     Dim.2    Dim.3    Dim.4    Dim.5
## Probabilidad de contagio 25.03689 75.462789 32.35813 60.09339 20.54200
## Severidad                37.54348 15.833327 31.50396 25.29624 26.00522
## Susceptibilidad          37.41964  8.703884 36.13791 14.61037 53.45278
CaliyPalmira.FMA$group$correlation[,1:3]
##                              Dim.1     Dim.2     Dim.3
## Probabilidad de contagio 0.7225955 0.7538494 0.5811008
## Severidad                0.8805261 0.3520768 0.5469880
## Susceptibilidad          0.8769671 0.2667586 0.4634630
Coordenadas<-round(CaliyPalmira.FMA$quanti.var$coord[,c(1,2,3)],3);Coordenadas
##     Dim.1  Dim.2  Dim.3
## x71 0.545  0.685 -0.043
## x72 0.531  0.650 -0.050
## x73 0.567  0.627 -0.084
## x74 0.519  0.420  0.237
## x75 0.409  0.167  0.495
## x76 0.451  0.559  0.070
## x77 0.457 -0.113  0.472
## x81 0.626 -0.296  0.499
## x82 0.788 -0.295 -0.069
## x83 0.632 -0.347  0.402
## x84 0.825 -0.094 -0.067
## x91 0.359 -0.188 -0.503
## x92 0.793 -0.149 -0.389
## x93 0.808 -0.156 -0.264
## x94 0.811 -0.148 -0.313
## x95 0.656 -0.310 -0.069
Contribu<-round(CaliyPalmira.FMA$quanti.var$contrib[,c(1,2,3)],3);Contribu
##      Dim.1  Dim.2  Dim.3
## x71  4.257 19.529  0.111
## x72  4.027 17.544  0.152
## x73  4.604 16.356  0.423
## x74  3.848  7.338  3.364
## x75  2.398  1.154 14.671
## x76  2.911 13.014  0.289
## x77  2.991  0.528 13.348
## x81  7.034  4.569 18.684
## x82 11.140  4.536  0.353
## x83  7.163  6.265 12.135
## x84 12.206  0.463  0.332
## x91  1.933  1.545 15.850
## x92  9.422  0.966  9.470
## x93  9.784  1.060  4.377
## x94  9.836  0.958  6.140
## x95  6.444  4.175  0.301
Tabla<-cbind(Coordenadas,Contribu);Tabla
##     Dim.1  Dim.2  Dim.3  Dim.1  Dim.2  Dim.3
## x71 0.545  0.685 -0.043  4.257 19.529  0.111
## x72 0.531  0.650 -0.050  4.027 17.544  0.152
## x73 0.567  0.627 -0.084  4.604 16.356  0.423
## x74 0.519  0.420  0.237  3.848  7.338  3.364
## x75 0.409  0.167  0.495  2.398  1.154 14.671
## x76 0.451  0.559  0.070  2.911 13.014  0.289
## x77 0.457 -0.113  0.472  2.991  0.528 13.348
## x81 0.626 -0.296  0.499  7.034  4.569 18.684
## x82 0.788 -0.295 -0.069 11.140  4.536  0.353
## x83 0.632 -0.347  0.402  7.163  6.265 12.135
## x84 0.825 -0.094 -0.067 12.206  0.463  0.332
## x91 0.359 -0.188 -0.503  1.933  1.545 15.850
## x92 0.793 -0.149 -0.389  9.422  0.966  9.470
## x93 0.808 -0.156 -0.264  9.784  1.060  4.377
## x94 0.811 -0.148 -0.313  9.836  0.958  6.140
## x95 0.656 -0.310 -0.069  6.444  4.175  0.301
plot.MFA(CaliyPalmira.FMA, choix="group",title="Representación de grupos")

#plot.MFA(CaliyPalmira.FMA, choix="ind",lab.par=FALSE)
library(ggrepel)
options(ggrepel.max.overlaps = Inf)
#dim 1-2
plot.MFA(CaliyPalmira.FMA, choix="var",habillage='group',title="Círculo de correlación", repel = TRUE)

IPRG

#--------------------------ÍNDICE DE PERCEPCIÓN GLOBAL-----------------------------------------------#####

res.mfa_severidad=CaliyPalmira.FMA

#Datos
Severidad=Palmira[,c(19:34)]

Coord1_severidad <-res.mfa_severidad$global.pca$var$coord[,1];Coord1_severidad
##       x71       x72       x73       x74       x75       x76       x77       x81 
## 0.5454594 0.5305513 0.5672769 0.5186316 0.4093872 0.4510565 0.4572500 0.6262629 
##       x82       x83       x84       x91       x92       x93       x94       x95 
## 0.7881412 0.6319853 0.8249893 0.3593309 0.7932819 0.8083693 0.8105135 0.6560303
lp_severidad<-res.mfa_severidad$eig[1];lp_severidad #VALOR PROPIO
## [1] 2.042876
Vp_severidad<-Coord1_severidad/sqrt(lp_severidad);Vp_severidad #VECTOR PROPIO
##       x71       x72       x73       x74       x75       x76       x77       x81 
## 0.3816290 0.3711987 0.3968936 0.3628591 0.2864265 0.3155803 0.3199136 0.4381630 
##       x82       x83       x84       x91       x92       x93       x94       x95 
## 0.5514207 0.4421667 0.5772013 0.2514048 0.5550173 0.5655732 0.5670734 0.4589897
Pesos_severidad<-(Vp_severidad/sum(Vp_severidad));Pesos_severidad # PESOS RELATIVOS DE LAS VARIABLES
##        x71        x72        x73        x74        x75        x76        x77 
## 0.05578140 0.05425683 0.05801257 0.05303785 0.04186598 0.04612728 0.04676066 
##        x81        x82        x83        x84        x91        x92        x93 
## 0.06404477 0.08059925 0.06462997 0.08436752 0.03674697 0.08112496 0.08266788 
##        x94        x95 
## 0.08288716 0.06708894
sum(Pesos_severidad)
## [1] 1
data.frame(round(Pesos_severidad,3))
##     round.Pesos_severidad..3.
## x71                     0.056
## x72                     0.054
## x73                     0.058
## x74                     0.053
## x75                     0.042
## x76                     0.046
## x77                     0.047
## x81                     0.064
## x82                     0.081
## x83                     0.065
## x84                     0.084
## x91                     0.037
## x92                     0.081
## x93                     0.083
## x94                     0.083
## x95                     0.067
res.mfa_severidad$eig
##         eigenvalue percentage of variance cumulative percentage of variance
## comp 1  2.04287583             40.5263204                          40.52632
## comp 2  0.70280965             13.9422517                          54.46857
## comp 3  0.48852501              9.6912993                          64.15987
## comp 4  0.32139975              6.3758888                          70.53576
## comp 5  0.22235609              4.4110729                          74.94683
## comp 6  0.21048293              4.1755345                          79.12237
## comp 7  0.18525508              3.6750675                          82.79744
## comp 8  0.16106274              3.1951430                          85.99258
## comp 9  0.13244381              2.6274041                          88.61998
## comp 10 0.11596779              2.3005548                          90.92054
## comp 11 0.10876158              2.1575989                          93.07814
## comp 12 0.09656076              1.9155604                          94.99370
## comp 13 0.07852095              1.5576890                          96.55139
## comp 14 0.06938844              1.3765194                          97.92790
## comp 15 0.05687026              1.1281852                          99.05609
## comp 16 0.04758121              0.9439101                         100.00000
Ind_severidad<-as.matrix(Severidad)%*%Pesos_severidad
Imin_severidad<-min(Ind_severidad);Imin_severidad
## [1] 0.963253
Imax_severidad<-max(Ind_severidad);Imax_severidad
## [1] 6.546757
Ind_2_severidad2<-round(((Ind_severidad-Imin_severidad)/(Imax_severidad-Imin_severidad))*100,2) #con este índice se hace el cluster
min(Ind_2_severidad2)
## [1] 0
max(Ind_2_severidad2)
## [1] 100
C8<-cbind(Ind_2_severidad2,Palmira)

summary(C8$Ind_2_severidad2);sd(C8$Ind_2_severidad2)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   44.15   57.09   57.03   69.84  100.00
## [1] 18.0409

ECM

NfinalMedia<-c() ##En este vector se estan almacenando las proporciones, osea, cada repeticion bootstrap
for (i in 1:1000) {
  Severidad=Palmira[,c(19:34)]
  res.mfa_severidad=CaliyPalmira.FMA
  #Datos
  Coord1_severidad <-res.mfa_severidad$global.pca$var$coord[,c(1)];Coord1_severidad
  lp_severidad<-res.mfa_severidad$eig[c(1)];lp_severidad #VALOR PROPIO
  Vp_severidad<-Coord1_severidad/sqrt(lp_severidad);Vp_severidad #VECTOR PROPIO
  Pesos_severidad<-(Vp_severidad/sum(Vp_severidad));Pesos_severidad # PESOS RELATIVOS DE LAS VARIABLES
  data.frame(round(Pesos_severidad,3))
  Ind_severidad<-as.matrix(Severidad)%*%Pesos_severidad
  Imin_severidad<-min(Ind_severidad);Imin_severidad
  Imax_severidad<-max(Ind_severidad);Imax_severidad
  Ind_2_severidad<-round(((Ind_severidad-Imin_severidad)/(Imax_severidad-Imin_severidad))*100,2) #con este índice se hace el cluster
  NfinalMedia[i]=median(sample(Ind_2_severidad,replace = TRUE))

  }#; NfinalMedia

hist(NfinalMedia)

I_mediana=round(median(NfinalMedia,3));I_mediana
## [1] 57
#EE=I_referencia-I_mediana;EE
#EE<-round((1/1000)*sum((NfinalMedia-I_mediana)^2+((1/1000)*sum(NfinalMedia)-I_mediana)^2),2);EE
EE<-round((1/(1000-1))*sum(NfinalMedia-median(C8$Ind_2_severidad2))^2+(median(NfinalMedia)-median(C8$Ind_2_severidad2))^2,2);EE
## [1] 3.35

Índices por separado

Probabilidad de contagio

#-----------------------------------probabilidad de contagio-----------------------------------
Proba<-CaliyPalmira.FMA$separate.analyses$`Probabilidad de contagio`$ind$coord[,1]

Imin_Proba<-min(Proba);Imin_Proba
## [1] -6.214496
Imax_Proba<-max(Proba);Imax_Proba
## [1] 3.395533
Ind_2_Proba2<-round(((Proba-Imin_Proba)/(Imax_Proba-Imin_Proba))*100,2) #con este índice se hace el cluster
min(Ind_2_Proba2)
## [1] 0
max(Ind_2_Proba2)
## [1] 100
C8<-cbind(Ind_2_Proba2,Palmira)
summary(C8$Ind_2_Proba2);sd(C8$Ind_2_Proba2)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   51.83   64.84   64.67   77.22  100.00
## [1] 19.26239

ECM

NfinalMedia<-c() ##En este vector se estan almacenando las proporciones, osea, cada repeticion bootstrap
for (i in 1:1000) {
  Severidad=Palmira[,c(19:34)]
  res.mfa_severidad=CaliyPalmira.FMA
  #Datos
  Proba<-CaliyPalmira.FMA$separate.analyses$`Probabilidad de contagio`$ind$coord[,1]
  Imin_Proba<-min(Proba)
  Imax_Proba<-max(Proba)
  Ind_2_Proba2<-round(((Proba-Imin_Proba)/(Imax_Proba-Imin_Proba))*100,2) #con este índice se hace el cluster
#repeticiones
  NfinalMedia[i]=median(sample(Ind_2_Proba2,replace = TRUE))

  }#; NfinalMedia

hist(NfinalMedia)

I_mediana=round(median(NfinalMedia,3));I_mediana
## [1] 65
#EE=I_referencia-I_mediana;EE
#EE<-round((1/1000)*sum((NfinalMedia-I_mediana)^2+((1/1000)*sum(NfinalMedia)-I_mediana)^2),2);EE
EE<-round((1/(1000-1))*sum(NfinalMedia-median(C8$Ind_2_Proba2))^2+(median(NfinalMedia)-median(C8$Ind_2_Proba2))^2,2);EE
## [1] 3.33

Severidad

#-----------------------------------severidad-----------------------------------
Sev<-CaliyPalmira.FMA$separate.analyses$Severidad$ind$coord[,1]

Imin_Sev<-min(Sev);Imin_Sev
## [1] -4.397929
Imax_Sev<-max(Sev);Imax_Sev
## [1] 3.203421
Ind_2_Sev2<-round(((Sev-Imin_Sev)/(Imax_Sev-Imin_Sev))*100,2) #con este índice se hace el cluster
min(Ind_2_Sev2)
## [1] 0
max(Ind_2_Sev2)
## [1] 100
sd(Ind_2_Sev2)
## [1] 21.75114
#rbind(summary(Ind_2_Sev))
#print(xtable(rbind(summary(Ind_2_Sev))), include.rownames = FALSE)
C8<-cbind(Ind_2_Sev2,Palmira)
summary(C8$Ind_2_Sev2)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   45.23   58.40   57.86   71.08  100.00

ECM

NfinalMedia<-c() ##En este vector se estan almacenando las proporciones, osea, cada repeticion bootstrap
for (i in 1:1000) {
  Severidad=Palmira[,c(19:34)]
  res.mfa_severidad=CaliyPalmira.FMA
  #Datos
  Sev<-CaliyPalmira.FMA$separate.analyses$Severidad$ind$coord[,1]
  Imin_Sev<-min(Sev)
  Imax_Sev<-max(Sev)
  Ind_2_Sev2<-round(((Sev-Imin_Sev)/(Imax_Sev-Imin_Sev))*100,2) #con este índice se hace el cluster
#repeticiones
  NfinalMedia[i]=median(sample(Ind_2_Sev2,replace = TRUE))

  }#; NfinalMedia

hist(NfinalMedia)

I_mediana=round(median(NfinalMedia,3));I_mediana
## [1] 58
#EE=I_referencia-I_mediana;EE
#EE<-round((1/1000)*sum((NfinalMedia-I_mediana)^2+((1/1000)*sum(NfinalMedia)-I_mediana)^2),2);EE
EE<-round((1/(1000-1))*sum(NfinalMedia-median(C8$Ind_2_Sev2))^2+(median(NfinalMedia)-median(C8$Ind_2_Sev2))^2,2);EE
## [1] 198.53

Susceptibilidad

#-----------------------------------susceptibilidad-----------------------------------
SU<-CaliyPalmira.FMA$separate.analyses$Susceptibilidad$ind$coord[,1]

Imin_SU<-min(SU);Imin_SU
## [1] -3.712545
Imax_SU<-max(SU);Imax_SU
## [1] 4.942211
Ind_2_SU2<-round(((SU-Imin_SU)/(Imax_SU-Imin_SU))*100,2) #con este índice se hace el cluster
min(Ind_2_SU2)
## [1] 0
max(Ind_2_SU2)
## [1] 100
sd(Ind_2_SU2)
## [1] 20.9077
#rbind(summary(Ind_2_SU))
#print(xtable(rbind(summary(Ind_2_SU))), include.rownames = FALSE)


#-----------------------------------k-mean--------------------------------####
C8<-cbind(Ind_2_SU2,Palmira)
summary(C8$Ind_2_SU2)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   26.64   41.91   42.90   57.20  100.00

ECM

NfinalMedia<-c() ##En este vector se estan almacenando las proporciones, osea, cada repeticion bootstrap
for (i in 1:1000) {
  Severidad=Palmira[,c(19:34)]
  res.mfa_severidad=CaliyPalmira.FMA
  #Datos
  SU<-CaliyPalmira.FMA$separate.analyses$Susceptibilidad$ind$coord[,1]
  Imin_SU<-min(SU)
  Imax_SU<-max(SU)
  Ind_2_SU2<-round(((SU-Imin_SU)/(Imax_SU-Imin_SU))*100,2) #con este índice se hace el cluster
#repeticiones
  NfinalMedia[i]=median(sample(Ind_2_SU2,replace = TRUE))

  }#; NfinalMedia

hist(NfinalMedia)

I_mediana=round(median(NfinalMedia,3));I_mediana
## [1] 42
#EE=I_referencia-I_mediana;EE
#EE<-round((1/1000)*sum((NfinalMedia-I_mediana)^2+((1/1000)*sum(NfinalMedia)-I_mediana)^2),2);EE
EE<-round((1/(1000-1))*sum(NfinalMedia-median(C8$Ind_2_SU2))^2+(median(NfinalMedia)-median(C8$Ind_2_SU2))^2,2);EE
## [1] 21.79

visualizacion

pdf("AFM_plots.pdf")
#png("mi_plot.png")

#windows(height=10,width=20)                     # Abre una nueva ventana grafica con las  dimensiones predeterminadas
par(cex.main=0.7,cex.lab=0.7,mfrow=c(3,4),oma = c(1,1,3,1)) 
#par(mfrow=c(4,5), mar = c(5, 3.7, 2, 0.8),oma = c(1,1,3,1))

#cali
hist(Ind_2_severidad1,col="azure2",xlab="IPRG",main = "Distribución de IPRG",freq = FALSE,ylim = c(0,0.035))
hist(Ind_2_Proba,col="azure2",xlab="IPPC",main = "Distribución de IPPC",freq = FALSE,ylim = c(0,0.035))
hist(Ind_2_Sev,col="azure2",xlab="IPSE",main = "Distribución de IPSE",freq = FALSE,ylim = c(0,0.035))
hist(Ind_2_SU,col="azure2",xlab="IPSU",main = "Distribución de IPSU",freq = FALSE,ylim = c(0,0.035))


#palmira
hist(Ind_2_severidad2,col="azure2",xlab="IPRG",main = "Distribución de IPRG",freq = FALSE,ylim = c(0,0.035))
hist(Ind_2_Proba2,col="azure2",xlab="IPPC",main = "Distribución de IPPC",freq = FALSE,ylim = c(0,0.035))
hist(Ind_2_Sev2,col="azure2",xlab="IPSE",main = "Distribución de IPSE",freq = FALSE,ylim = c(0,0.035))
hist(Ind_2_SU2,col="azure2",xlab="IPSU",main = "Distribución de IPSU",freq = FALSE,ylim = c(0,0.035))

#mtext("Índices Heuristicos", side = 3, line = -1, outer = TRUE)
mtext("Índices AFM de Cali", side = 3, line = 0, outer = TRUE,cex=0.7,font=0.6)
mtext("Índices AFM de Palmira", side = 3, line = -16.8, outer = TRUE,cex=0.7,font=0.6)
mtext("Índices AFM de Cali y Palmira", side = 3, line = -33, outer = TRUE,cex=0.7,font=0.6)


#Cali y palmira
hist(Ind_2_severidad3,col="azure2",xlab="IPRG",main = "Distribución de IPRG",freq = FALSE,ylim = c(0,0.035))
hist(Ind_2_Proba3,col="azure2",xlab="IPPC",main = "Distribución de IPPC",freq = FALSE,ylim = c(0,0.035))
hist(Ind_2_Sev3,col="azure2",xlab="IPSE",main = "Distribución de IPSE",freq = FALSE,ylim = c(0,0.035))
hist(Ind_2_SU3,col="azure2",xlab="IPSU",main = "Distribución de IPSU",freq = FALSE,ylim = c(0,0.035))
dev.off()
## png 
##   2