Correlaciones entre variables del Censo de Viviendas, Hogares y Personas e ingresos promedios comunales de la CASEN 2017.
VE-CC-AJ
DataIntelligenceMiércoles 30-06-2021
Abstract
Calculamos correlaciones entre el ingreso promedio comunal multiplicado por la población comunal que llamaremos ipcmp extraído de la Casen 2017 y las frecuencias de categorías de respuesta para todas las variables del Censo de viviendas, hogares y personas al 2017, también extraídas a nivel comunal.
Importante es aplicar la libreria dplyr para evitar que en los filtros se desplieguen series de tiempo.
1 Construcción de tablas con frecuencias de respuesta por categoría desde el Censo: Viviendas
1.1 Pregunta P01: Tipo de vivienda
Ésta pregunta posee 10 categorías de respuesta:
1 Casa
2 Departamento en edificio
3 Vivienda tradicional indígena (ruka, pae pae u otras)
4 Pieza en casa antigua o en conventillo
5 Mediagua, mejora, rancho o choza
6 Móvil (carpa, casa rodante o similar)
7 Otro tipo de vivienda particular
8 Vivienda colectiva
9 Operativo personas en tránsito (no es vivienda)
10 Operativo calle (no es vivienda)
1.1.1 Cálculo de frecuencias
Leemos las respuestas a la pregunta P01 del censo de viviendas 2017 y obtenemos la tabla de frecuencias por categoría de respuesta:
tabla_con_clave <- readRDS("../censo_viviendas_con_clave_17.rds")
b <- tabla_con_clave$COMUNA
c <- tabla_con_clave$P01
cross_tab = xtabs( ~ unlist(b) + unlist(c))
tabla <- as.data.frame(cross_tab)
d <-tabla[!(tabla$Freq == 0),]
d$anio <- "2017"
d_t <- filter(d,d$unlist.c. == 1)
for(i in 2:10){
d_i <- filter(d,d$unlist.c. == i)
d_t = merge( x = d_t, y = d_i, by = "unlist.b.", all.x = TRUE)
}
tablamadre <- head(d_t,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.b. | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1101 | 1 | 38383 | 2017 | 2 | 22525 | 2017 | 3 | 20 | 2017 | 4 | 4489 | 2017 | 5 | 586 | 2017 | 6 | 55 | 2017 | 7 | 667 | 2017 | 8 | 261 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 1107 | 1 | 26410 | 2017 | 2 | 4142 | 2017 | 3 | 13 | 2017 | 4 | 446 | 2017 | 5 | 1766 | 2017 | 6 | 32 | 2017 | 7 | 353 | 2017 | 8 | 16 | 2017 | NA | NA | NA | 10 | 1 | 2017 |
| 1401 | 1 | 7855 | 2017 | 2 | 4 | 2017 | 3 | 31 | 2017 | 4 | 248 | 2017 | 5 | 543 | 2017 | 6 | 10 | 2017 | 7 | 193 | 2017 | 8 | 42 | 2017 | 9 | 1 | 2017 | NA | NA | NA |
| 1402 | 1 | 828 | 2017 | 2 | 10 | 2017 | 3 | 12 | 2017 | 4 | 13 | 2017 | 5 | 213 | 2017 | 6 | 1 | 2017 | 7 | 11 | 2017 | 8 | 4 | 2017 | NA | NA | NA | NA | NA | NA |
| 1403 | 1 | 826 | 2017 | 2 | 2 | 2017 | 3 | 1141 | 2017 | 4 | 10 | 2017 | 5 | 32 | 2017 | 6 | 1 | 2017 | 7 | 13 | 2017 | 8 | 5 | 2017 | 9 | 1 | 2017 | NA | NA | NA |
| 1404 | 1 | 2266 | 2017 | 2 | 4 | 2017 | 3 | 61 | 2017 | 4 | 50 | 2017 | 5 | 443 | 2017 | NA | NA | NA | 7 | 39 | 2017 | 8 | 8 | 2017 | NA | NA | NA | NA | NA | NA |
| 1405 | 1 | 2424 | 2017 | 2 | 5 | 2017 | 3 | 11 | 2017 | 4 | 34 | 2017 | 5 | 169 | 2017 | 6 | 2 | 2017 | 7 | 58 | 2017 | 8 | 23 | 2017 | NA | NA | NA | NA | NA | NA |
| 2101 | 1 | 80067 | 2017 | 2 | 27940 | 2017 | 3 | 31 | 2017 | 4 | 751 | 2017 | 5 | 2782 | 2017 | 6 | 44 | 2017 | 7 | 660 | 2017 | 8 | 176 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 2102 | 1 | 3236 | 2017 | 2 | 473 | 2017 | 3 | 1 | 2017 | 4 | 13 | 2017 | 5 | 198 | 2017 | 6 | 6 | 2017 | 7 | 49 | 2017 | 8 | 240 | 2017 | 9 | 1 | 2017 | NA | NA | NA |
| 2103 | 1 | 466 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 21 | 2017 | 5 | 36 | 2017 | 6 | 1 | 2017 | 7 | 3 | 2017 | 8 | 43 | 2017 | NA | NA | NA | NA | NA | NA |
| 2104 | 1 | 4123 | 2017 | 2 | 3 | 2017 | 3 | 50 | 2017 | 4 | 20 | 2017 | 5 | 265 | 2017 | 6 | 28 | 2017 | 7 | 59 | 2017 | 8 | 45 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 2201 | 1 | 49994 | 2017 | 2 | 3683 | 2017 | 3 | 137 | 2017 | 4 | 1610 | 2017 | 5 | 705 | 2017 | 6 | 26 | 2017 | 7 | 808 | 2017 | 8 | 344 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 2202 | 1 | 173 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 6 | 2017 | 5 | 234 | 2017 | 6 | 1 | 2017 | 7 | 13 | 2017 | 8 | 12 | 2017 | NA | NA | NA | NA | NA | NA |
| 2203 | 1 | 3407 | 2017 | 2 | 5 | 2017 | 3 | 78 | 2017 | 4 | 229 | 2017 | 5 | 126 | 2017 | 6 | 6 | 2017 | 7 | 121 | 2017 | 8 | 172 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 2301 | 1 | 8580 | 2017 | 2 | 1110 | 2017 | 3 | 3 | 2017 | 4 | 48 | 2017 | 5 | 789 | 2017 | 6 | 12 | 2017 | 7 | 78 | 2017 | 8 | 50 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 2302 | 1 | 1798 | 2017 | 2 | 3 | 2017 | 3 | 1 | 2017 | 4 | 25 | 2017 | 5 | 7 | 2017 | 6 | 1 | 2017 | 7 | 30 | 2017 | 8 | 94 | 2017 | NA | NA | NA | NA | NA | NA |
| 3101 | 1 | 46557 | 2017 | 2 | 6812 | 2017 | 3 | 9 | 2017 | 4 | 351 | 2017 | 5 | 1481 | 2017 | 6 | 38 | 2017 | 7 | 205 | 2017 | 8 | 112 | 2017 | NA | NA | NA | 10 | 1 | 2017 |
| 3102 | 1 | 12730 | 2017 | 2 | 71 | 2017 | 3 | 16 | 2017 | 4 | 95 | 2017 | 5 | 2483 | 2017 | 6 | 68 | 2017 | 7 | 149 | 2017 | 8 | 39 | 2017 | NA | NA | NA | 10 | 1 | 2017 |
| 3103 | 1 | 4360 | 2017 | 2 | 4 | 2017 | 3 | 4 | 2017 | 4 | 49 | 2017 | 5 | 263 | 2017 | 6 | 2 | 2017 | 7 | 23 | 2017 | 8 | 40 | 2017 | NA | NA | NA | 10 | 1 | 2017 |
| 3201 | 1 | 5824 | 2017 | 2 | 74 | 2017 | NA | NA | NA | 4 | 10 | 2017 | 5 | 180 | 2017 | 6 | 6 | 2017 | 7 | 28 | 2017 | 8 | 31 | 2017 | NA | NA | NA | NA | NA | NA |
| 3202 | 1 | 6192 | 2017 | 2 | 520 | 2017 | NA | NA | NA | 4 | 35 | 2017 | 5 | 30 | 2017 | 6 | 1 | 2017 | 7 | 34 | 2017 | 8 | 102 | 2017 | NA | NA | NA | NA | NA | NA |
| 3301 | 1 | 18055 | 2017 | 2 | 514 | 2017 | 3 | 12 | 2017 | 4 | 84 | 2017 | 5 | 532 | 2017 | 6 | 20 | 2017 | 7 | 122 | 2017 | 8 | 63 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 3302 | 1 | 2535 | 2017 | 2 | 4 | 2017 | 3 | 22 | 2017 | 4 | 22 | 2017 | 5 | 271 | 2017 | 6 | 3 | 2017 | 7 | 46 | 2017 | 8 | 24 | 2017 | NA | NA | NA | NA | NA | NA |
| 3303 | 1 | 3044 | 2017 | NA | NA | NA | 3 | 1 | 2017 | 4 | 19 | 2017 | 5 | 410 | 2017 | 6 | 3 | 2017 | 7 | 21 | 2017 | 8 | 13 | 2017 | NA | NA | NA | NA | NA | NA |
| 3304 | 1 | 5411 | 2017 | 2 | 187 | 2017 | 3 | 6 | 2017 | 4 | 22 | 2017 | 5 | 530 | 2017 | 6 | 9 | 2017 | 7 | 36 | 2017 | 8 | 25 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 4101 | 1 | 68106 | 2017 | 2 | 17825 | 2017 | 3 | 8 | 2017 | 4 | 190 | 2017 | 5 | 707 | 2017 | 6 | 40 | 2017 | 7 | 391 | 2017 | 8 | 197 | 2017 | NA | NA | NA | 10 | 1 | 2017 |
| 4102 | 1 | 77648 | 2017 | 2 | 10320 | 2017 | 3 | 12 | 2017 | 4 | 310 | 2017 | 5 | 640 | 2017 | 6 | 30 | 2017 | 7 | 379 | 2017 | 8 | 160 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 4103 | 1 | 4310 | 2017 | 2 | 24 | 2017 | 3 | 1 | 2017 | 4 | 25 | 2017 | 5 | 86 | 2017 | 6 | 2 | 2017 | 7 | 43 | 2017 | 8 | 15 | 2017 | NA | NA | NA | NA | NA | NA |
| 4104 | 1 | 2430 | 2017 | NA | NA | NA | 3 | 1 | 2017 | 4 | 14 | 2017 | 5 | 162 | 2017 | 6 | 2 | 2017 | 7 | 34 | 2017 | 8 | 17 | 2017 | NA | NA | NA | NA | NA | NA |
| 4105 | 1 | 2258 | 2017 | NA | NA | NA | 3 | 2 | 2017 | 4 | 16 | 2017 | 5 | 48 | 2017 | 6 | 5 | 2017 | 7 | 19 | 2017 | 8 | 25 | 2017 | NA | NA | NA | NA | NA | NA |
| 4106 | 1 | 10347 | 2017 | 2 | 60 | 2017 | 3 | 7 | 2017 | 4 | 29 | 2017 | 5 | 237 | 2017 | 6 | 14 | 2017 | 7 | 39 | 2017 | 8 | 46 | 2017 | NA | NA | NA | NA | NA | NA |
| 4201 | 1 | 11612 | 2017 | 2 | 212 | 2017 | 3 | 2 | 2017 | 4 | 53 | 2017 | 5 | 336 | 2017 | 6 | 13 | 2017 | 7 | 57 | 2017 | 8 | 35 | 2017 | NA | NA | NA | NA | NA | NA |
| 4202 | 1 | 4848 | 2017 | NA | NA | NA | 3 | 5 | 2017 | 4 | 20 | 2017 | 5 | 356 | 2017 | 6 | 4 | 2017 | 7 | 37 | 2017 | 8 | 8 | 2017 | NA | NA | NA | NA | NA | NA |
| 4203 | 1 | 12935 | 2017 | 2 | 10 | 2017 | 3 | 2 | 2017 | 4 | 25 | 2017 | 5 | 208 | 2017 | 6 | 4 | 2017 | 7 | 53 | 2017 | 8 | 51 | 2017 | NA | NA | NA | 10 | 1 | 2017 |
| 4204 | 1 | 10069 | 2017 | 2 | 132 | 2017 | 3 | 1 | 2017 | 4 | 38 | 2017 | 5 | 297 | 2017 | 6 | 21 | 2017 | 7 | 54 | 2017 | 8 | 85 | 2017 | NA | NA | NA | 10 | 1 | 2017 |
| 4301 | 1 | 38937 | 2017 | 2 | 1578 | 2017 | 3 | 7 | 2017 | 4 | 203 | 2017 | 5 | 1097 | 2017 | 6 | 25 | 2017 | 7 | 192 | 2017 | 8 | 56 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 4302 | 1 | 6597 | 2017 | 2 | 4 | 2017 | 3 | 7 | 2017 | 4 | 25 | 2017 | 5 | 308 | 2017 | 6 | 6 | 2017 | 7 | 33 | 2017 | 8 | 19 | 2017 | NA | NA | NA | NA | NA | NA |
| 4303 | 1 | 12084 | 2017 | NA | NA | NA | 3 | 4 | 2017 | 4 | 80 | 2017 | 5 | 810 | 2017 | 6 | 6 | 2017 | 7 | 59 | 2017 | 8 | 31 | 2017 | NA | NA | NA | NA | NA | NA |
| 4304 | 1 | 4521 | 2017 | 2 | 2 | 2017 | 3 | 3 | 2017 | 4 | 13 | 2017 | 5 | 233 | 2017 | 6 | 10 | 2017 | 7 | 24 | 2017 | 8 | 6 | 2017 | NA | NA | NA | 10 | 1 | 2017 |
| 4305 | 1 | 2529 | 2017 | 2 | 1 | 2017 | 3 | 3 | 2017 | 4 | 13 | 2017 | 5 | 184 | 2017 | 6 | 6 | 2017 | 7 | 15 | 2017 | 8 | 13 | 2017 | NA | NA | NA | NA | NA | NA |
| 5101 | 1 | 83616 | 2017 | 2 | 30690 | 2017 | 3 | 18 | 2017 | 4 | 716 | 2017 | 5 | 1257 | 2017 | 6 | 30 | 2017 | 7 | 508 | 2017 | 8 | 361 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 5102 | 1 | 10211 | 2017 | 2 | 1151 | 2017 | 3 | 2 | 2017 | 4 | 42 | 2017 | 5 | 106 | 2017 | 6 | 12 | 2017 | 7 | 64 | 2017 | 8 | 18 | 2017 | NA | NA | NA | 10 | 1 | 2017 |
| 5103 | 1 | 11433 | 2017 | 2 | 8548 | 2017 | 3 | 4 | 2017 | 4 | 46 | 2017 | 5 | 109 | 2017 | 6 | 2 | 2017 | 7 | 124 | 2017 | 8 | 24 | 2017 | NA | NA | NA | NA | NA | NA |
| 5104 | 1 | 425 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 3 | 2017 | 5 | 8 | 2017 | NA | NA | NA | 7 | 2 | 2017 | 8 | 7 | 2017 | 9 | 1 | 2017 | NA | NA | NA |
| 5105 | 1 | 15270 | 2017 | 2 | 1765 | 2017 | NA | NA | NA | 4 | 18 | 2017 | 5 | 222 | 2017 | 6 | 6 | 2017 | 7 | 155 | 2017 | 8 | 15 | 2017 | NA | NA | NA | 10 | 1 | 2017 |
| 5107 | 1 | 15582 | 2017 | 2 | 1434 | 2017 | 3 | 3 | 2017 | 4 | 47 | 2017 | 5 | 217 | 2017 | 6 | 14 | 2017 | 7 | 120 | 2017 | 8 | 25 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 5109 | 1 | 77662 | 2017 | 2 | 67357 | 2017 | 3 | 18 | 2017 | 4 | 327 | 2017 | 5 | 1024 | 2017 | 6 | 5 | 2017 | 7 | 451 | 2017 | 8 | 273 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 5201 | 1 | 2782 | 2017 | 2 | 1 | 2017 | 3 | 108 | 2017 | 4 | 19 | 2017 | 5 | 37 | 2017 | 6 | 7 | 2017 | 7 | 68 | 2017 | 8 | 114 | 2017 | NA | NA | NA | NA | NA | NA |
| 5301 | 1 | 19535 | 2017 | 2 | 3765 | 2017 | 3 | 1 | 2017 | 4 | 90 | 2017 | 5 | 105 | 2017 | 6 | 15 | 2017 | 7 | 70 | 2017 | 8 | 80 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 |
| 5302 | 1 | 5313 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 20 | 2017 | 5 | 129 | 2017 | 6 | 1 | 2017 | 7 | 21 | 2017 | 8 | 4 | 2017 | NA | NA | NA | NA | NA | NA |
1.1.2 Construcción de un código comunal ad-hoc
Agregamos un cero a los códigos comunales de 4 dígitos, que queda en la columna llamada código:
codigos <- d_t$unlist.b.
rango <- seq(1:nrow(d_t))
cadena <- paste("0",codigos[rango], sep = "")
cadena <- substr(cadena,(nchar(cadena)[rango])-(4),6)
codigos <- as.data.frame(codigos)
cadena <- as.data.frame(cadena)
comuna_corr <- cbind(d_t,cadena)
comuna_corr <- comuna_corr[,-c(1),drop=FALSE]
names(comuna_corr)[31] <- "código"
tablamadre <- head(comuna_corr,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | código |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 38383 | 2017 | 2 | 22525 | 2017 | 3 | 20 | 2017 | 4 | 4489 | 2017 | 5 | 586 | 2017 | 6 | 55 | 2017 | 7 | 667 | 2017 | 8 | 261 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 01101 |
| 1 | 26410 | 2017 | 2 | 4142 | 2017 | 3 | 13 | 2017 | 4 | 446 | 2017 | 5 | 1766 | 2017 | 6 | 32 | 2017 | 7 | 353 | 2017 | 8 | 16 | 2017 | NA | NA | NA | 10 | 1 | 2017 | 01107 |
| 1 | 7855 | 2017 | 2 | 4 | 2017 | 3 | 31 | 2017 | 4 | 248 | 2017 | 5 | 543 | 2017 | 6 | 10 | 2017 | 7 | 193 | 2017 | 8 | 42 | 2017 | 9 | 1 | 2017 | NA | NA | NA | 01401 |
| 1 | 828 | 2017 | 2 | 10 | 2017 | 3 | 12 | 2017 | 4 | 13 | 2017 | 5 | 213 | 2017 | 6 | 1 | 2017 | 7 | 11 | 2017 | 8 | 4 | 2017 | NA | NA | NA | NA | NA | NA | 01402 |
| 1 | 826 | 2017 | 2 | 2 | 2017 | 3 | 1141 | 2017 | 4 | 10 | 2017 | 5 | 32 | 2017 | 6 | 1 | 2017 | 7 | 13 | 2017 | 8 | 5 | 2017 | 9 | 1 | 2017 | NA | NA | NA | 01403 |
| 1 | 2266 | 2017 | 2 | 4 | 2017 | 3 | 61 | 2017 | 4 | 50 | 2017 | 5 | 443 | 2017 | NA | NA | NA | 7 | 39 | 2017 | 8 | 8 | 2017 | NA | NA | NA | NA | NA | NA | 01404 |
| 1 | 2424 | 2017 | 2 | 5 | 2017 | 3 | 11 | 2017 | 4 | 34 | 2017 | 5 | 169 | 2017 | 6 | 2 | 2017 | 7 | 58 | 2017 | 8 | 23 | 2017 | NA | NA | NA | NA | NA | NA | 01405 |
| 1 | 80067 | 2017 | 2 | 27940 | 2017 | 3 | 31 | 2017 | 4 | 751 | 2017 | 5 | 2782 | 2017 | 6 | 44 | 2017 | 7 | 660 | 2017 | 8 | 176 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 02101 |
| 1 | 3236 | 2017 | 2 | 473 | 2017 | 3 | 1 | 2017 | 4 | 13 | 2017 | 5 | 198 | 2017 | 6 | 6 | 2017 | 7 | 49 | 2017 | 8 | 240 | 2017 | 9 | 1 | 2017 | NA | NA | NA | 02102 |
| 1 | 466 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 21 | 2017 | 5 | 36 | 2017 | 6 | 1 | 2017 | 7 | 3 | 2017 | 8 | 43 | 2017 | NA | NA | NA | NA | NA | NA | 02103 |
| 1 | 4123 | 2017 | 2 | 3 | 2017 | 3 | 50 | 2017 | 4 | 20 | 2017 | 5 | 265 | 2017 | 6 | 28 | 2017 | 7 | 59 | 2017 | 8 | 45 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 02104 |
| 1 | 49994 | 2017 | 2 | 3683 | 2017 | 3 | 137 | 2017 | 4 | 1610 | 2017 | 5 | 705 | 2017 | 6 | 26 | 2017 | 7 | 808 | 2017 | 8 | 344 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 02201 |
| 1 | 173 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 6 | 2017 | 5 | 234 | 2017 | 6 | 1 | 2017 | 7 | 13 | 2017 | 8 | 12 | 2017 | NA | NA | NA | NA | NA | NA | 02202 |
| 1 | 3407 | 2017 | 2 | 5 | 2017 | 3 | 78 | 2017 | 4 | 229 | 2017 | 5 | 126 | 2017 | 6 | 6 | 2017 | 7 | 121 | 2017 | 8 | 172 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 02203 |
| 1 | 8580 | 2017 | 2 | 1110 | 2017 | 3 | 3 | 2017 | 4 | 48 | 2017 | 5 | 789 | 2017 | 6 | 12 | 2017 | 7 | 78 | 2017 | 8 | 50 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 02301 |
| 1 | 1798 | 2017 | 2 | 3 | 2017 | 3 | 1 | 2017 | 4 | 25 | 2017 | 5 | 7 | 2017 | 6 | 1 | 2017 | 7 | 30 | 2017 | 8 | 94 | 2017 | NA | NA | NA | NA | NA | NA | 02302 |
| 1 | 46557 | 2017 | 2 | 6812 | 2017 | 3 | 9 | 2017 | 4 | 351 | 2017 | 5 | 1481 | 2017 | 6 | 38 | 2017 | 7 | 205 | 2017 | 8 | 112 | 2017 | NA | NA | NA | 10 | 1 | 2017 | 03101 |
| 1 | 12730 | 2017 | 2 | 71 | 2017 | 3 | 16 | 2017 | 4 | 95 | 2017 | 5 | 2483 | 2017 | 6 | 68 | 2017 | 7 | 149 | 2017 | 8 | 39 | 2017 | NA | NA | NA | 10 | 1 | 2017 | 03102 |
| 1 | 4360 | 2017 | 2 | 4 | 2017 | 3 | 4 | 2017 | 4 | 49 | 2017 | 5 | 263 | 2017 | 6 | 2 | 2017 | 7 | 23 | 2017 | 8 | 40 | 2017 | NA | NA | NA | 10 | 1 | 2017 | 03103 |
| 1 | 5824 | 2017 | 2 | 74 | 2017 | NA | NA | NA | 4 | 10 | 2017 | 5 | 180 | 2017 | 6 | 6 | 2017 | 7 | 28 | 2017 | 8 | 31 | 2017 | NA | NA | NA | NA | NA | NA | 03201 |
| 1 | 6192 | 2017 | 2 | 520 | 2017 | NA | NA | NA | 4 | 35 | 2017 | 5 | 30 | 2017 | 6 | 1 | 2017 | 7 | 34 | 2017 | 8 | 102 | 2017 | NA | NA | NA | NA | NA | NA | 03202 |
| 1 | 18055 | 2017 | 2 | 514 | 2017 | 3 | 12 | 2017 | 4 | 84 | 2017 | 5 | 532 | 2017 | 6 | 20 | 2017 | 7 | 122 | 2017 | 8 | 63 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 03301 |
| 1 | 2535 | 2017 | 2 | 4 | 2017 | 3 | 22 | 2017 | 4 | 22 | 2017 | 5 | 271 | 2017 | 6 | 3 | 2017 | 7 | 46 | 2017 | 8 | 24 | 2017 | NA | NA | NA | NA | NA | NA | 03302 |
| 1 | 3044 | 2017 | NA | NA | NA | 3 | 1 | 2017 | 4 | 19 | 2017 | 5 | 410 | 2017 | 6 | 3 | 2017 | 7 | 21 | 2017 | 8 | 13 | 2017 | NA | NA | NA | NA | NA | NA | 03303 |
| 1 | 5411 | 2017 | 2 | 187 | 2017 | 3 | 6 | 2017 | 4 | 22 | 2017 | 5 | 530 | 2017 | 6 | 9 | 2017 | 7 | 36 | 2017 | 8 | 25 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 03304 |
| 1 | 68106 | 2017 | 2 | 17825 | 2017 | 3 | 8 | 2017 | 4 | 190 | 2017 | 5 | 707 | 2017 | 6 | 40 | 2017 | 7 | 391 | 2017 | 8 | 197 | 2017 | NA | NA | NA | 10 | 1 | 2017 | 04101 |
| 1 | 77648 | 2017 | 2 | 10320 | 2017 | 3 | 12 | 2017 | 4 | 310 | 2017 | 5 | 640 | 2017 | 6 | 30 | 2017 | 7 | 379 | 2017 | 8 | 160 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 04102 |
| 1 | 4310 | 2017 | 2 | 24 | 2017 | 3 | 1 | 2017 | 4 | 25 | 2017 | 5 | 86 | 2017 | 6 | 2 | 2017 | 7 | 43 | 2017 | 8 | 15 | 2017 | NA | NA | NA | NA | NA | NA | 04103 |
| 1 | 2430 | 2017 | NA | NA | NA | 3 | 1 | 2017 | 4 | 14 | 2017 | 5 | 162 | 2017 | 6 | 2 | 2017 | 7 | 34 | 2017 | 8 | 17 | 2017 | NA | NA | NA | NA | NA | NA | 04104 |
| 1 | 2258 | 2017 | NA | NA | NA | 3 | 2 | 2017 | 4 | 16 | 2017 | 5 | 48 | 2017 | 6 | 5 | 2017 | 7 | 19 | 2017 | 8 | 25 | 2017 | NA | NA | NA | NA | NA | NA | 04105 |
| 1 | 10347 | 2017 | 2 | 60 | 2017 | 3 | 7 | 2017 | 4 | 29 | 2017 | 5 | 237 | 2017 | 6 | 14 | 2017 | 7 | 39 | 2017 | 8 | 46 | 2017 | NA | NA | NA | NA | NA | NA | 04106 |
| 1 | 11612 | 2017 | 2 | 212 | 2017 | 3 | 2 | 2017 | 4 | 53 | 2017 | 5 | 336 | 2017 | 6 | 13 | 2017 | 7 | 57 | 2017 | 8 | 35 | 2017 | NA | NA | NA | NA | NA | NA | 04201 |
| 1 | 4848 | 2017 | NA | NA | NA | 3 | 5 | 2017 | 4 | 20 | 2017 | 5 | 356 | 2017 | 6 | 4 | 2017 | 7 | 37 | 2017 | 8 | 8 | 2017 | NA | NA | NA | NA | NA | NA | 04202 |
| 1 | 12935 | 2017 | 2 | 10 | 2017 | 3 | 2 | 2017 | 4 | 25 | 2017 | 5 | 208 | 2017 | 6 | 4 | 2017 | 7 | 53 | 2017 | 8 | 51 | 2017 | NA | NA | NA | 10 | 1 | 2017 | 04203 |
| 1 | 10069 | 2017 | 2 | 132 | 2017 | 3 | 1 | 2017 | 4 | 38 | 2017 | 5 | 297 | 2017 | 6 | 21 | 2017 | 7 | 54 | 2017 | 8 | 85 | 2017 | NA | NA | NA | 10 | 1 | 2017 | 04204 |
| 1 | 38937 | 2017 | 2 | 1578 | 2017 | 3 | 7 | 2017 | 4 | 203 | 2017 | 5 | 1097 | 2017 | 6 | 25 | 2017 | 7 | 192 | 2017 | 8 | 56 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 04301 |
| 1 | 6597 | 2017 | 2 | 4 | 2017 | 3 | 7 | 2017 | 4 | 25 | 2017 | 5 | 308 | 2017 | 6 | 6 | 2017 | 7 | 33 | 2017 | 8 | 19 | 2017 | NA | NA | NA | NA | NA | NA | 04302 |
| 1 | 12084 | 2017 | NA | NA | NA | 3 | 4 | 2017 | 4 | 80 | 2017 | 5 | 810 | 2017 | 6 | 6 | 2017 | 7 | 59 | 2017 | 8 | 31 | 2017 | NA | NA | NA | NA | NA | NA | 04303 |
| 1 | 4521 | 2017 | 2 | 2 | 2017 | 3 | 3 | 2017 | 4 | 13 | 2017 | 5 | 233 | 2017 | 6 | 10 | 2017 | 7 | 24 | 2017 | 8 | 6 | 2017 | NA | NA | NA | 10 | 1 | 2017 | 04304 |
| 1 | 2529 | 2017 | 2 | 1 | 2017 | 3 | 3 | 2017 | 4 | 13 | 2017 | 5 | 184 | 2017 | 6 | 6 | 2017 | 7 | 15 | 2017 | 8 | 13 | 2017 | NA | NA | NA | NA | NA | NA | 04305 |
| 1 | 83616 | 2017 | 2 | 30690 | 2017 | 3 | 18 | 2017 | 4 | 716 | 2017 | 5 | 1257 | 2017 | 6 | 30 | 2017 | 7 | 508 | 2017 | 8 | 361 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 05101 |
| 1 | 10211 | 2017 | 2 | 1151 | 2017 | 3 | 2 | 2017 | 4 | 42 | 2017 | 5 | 106 | 2017 | 6 | 12 | 2017 | 7 | 64 | 2017 | 8 | 18 | 2017 | NA | NA | NA | 10 | 1 | 2017 | 05102 |
| 1 | 11433 | 2017 | 2 | 8548 | 2017 | 3 | 4 | 2017 | 4 | 46 | 2017 | 5 | 109 | 2017 | 6 | 2 | 2017 | 7 | 124 | 2017 | 8 | 24 | 2017 | NA | NA | NA | NA | NA | NA | 05103 |
| 1 | 425 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 3 | 2017 | 5 | 8 | 2017 | NA | NA | NA | 7 | 2 | 2017 | 8 | 7 | 2017 | 9 | 1 | 2017 | NA | NA | NA | 05104 |
| 1 | 15270 | 2017 | 2 | 1765 | 2017 | NA | NA | NA | 4 | 18 | 2017 | 5 | 222 | 2017 | 6 | 6 | 2017 | 7 | 155 | 2017 | 8 | 15 | 2017 | NA | NA | NA | 10 | 1 | 2017 | 05105 |
| 1 | 15582 | 2017 | 2 | 1434 | 2017 | 3 | 3 | 2017 | 4 | 47 | 2017 | 5 | 217 | 2017 | 6 | 14 | 2017 | 7 | 120 | 2017 | 8 | 25 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 05107 |
| 1 | 77662 | 2017 | 2 | 67357 | 2017 | 3 | 18 | 2017 | 4 | 327 | 2017 | 5 | 1024 | 2017 | 6 | 5 | 2017 | 7 | 451 | 2017 | 8 | 273 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 05109 |
| 1 | 2782 | 2017 | 2 | 1 | 2017 | 3 | 108 | 2017 | 4 | 19 | 2017 | 5 | 37 | 2017 | 6 | 7 | 2017 | 7 | 68 | 2017 | 8 | 114 | 2017 | NA | NA | NA | NA | NA | NA | 05201 |
| 1 | 19535 | 2017 | 2 | 3765 | 2017 | 3 | 1 | 2017 | 4 | 90 | 2017 | 5 | 105 | 2017 | 6 | 15 | 2017 | 7 | 70 | 2017 | 8 | 80 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 05301 |
| 1 | 5313 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 20 | 2017 | 5 | 129 | 2017 | 6 | 1 | 2017 | 7 | 21 | 2017 | 8 | 4 | 2017 | NA | NA | NA | NA | NA | NA | 05302 |
1.1.3 Unión con los ingresos comunales expandidos
Hacemos la unión con los ingresos promedio comunales expandidos:
ingresos_expandidos_2017 <- readRDS("../ingresos_expandidos_17.rds")
df_2017_2 = merge( x = comuna_corr, y = ingresos_expandidos_2017, by = "código", all.x = TRUE)
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 38383 | 2017 | 2 | 22525 | 2017 | 3 | 20 | 2017 | 4 | 4489 | 2017 | 5 | 586 | 2017 | 6 | 55 | 2017 | 7 | 667 | 2017 | 8 | 261 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 26410 | 2017 | 2 | 4142 | 2017 | 3 | 13 | 2017 | 4 | 446 | 2017 | 5 | 1766 | 2017 | 6 | 32 | 2017 | 7 | 353 | 2017 | 8 | 16 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 7855 | 2017 | 2 | 4 | 2017 | 3 | 31 | 2017 | 4 | 248 | 2017 | 5 | 543 | 2017 | 6 | 10 | 2017 | 7 | 193 | 2017 | 8 | 42 | 2017 | 9 | 1 | 2017 | NA | NA | NA | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 828 | 2017 | 2 | 10 | 2017 | 3 | 12 | 2017 | 4 | 13 | 2017 | 5 | 213 | 2017 | 6 | 1 | 2017 | 7 | 11 | 2017 | 8 | 4 | 2017 | NA | NA | NA | NA | NA | NA | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 826 | 2017 | 2 | 2 | 2017 | 3 | 1141 | 2017 | 4 | 10 | 2017 | 5 | 32 | 2017 | 6 | 1 | 2017 | 7 | 13 | 2017 | 8 | 5 | 2017 | 9 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 2266 | 2017 | 2 | 4 | 2017 | 3 | 61 | 2017 | 4 | 50 | 2017 | 5 | 443 | 2017 | NA | NA | NA | 7 | 39 | 2017 | 8 | 8 | 2017 | NA | NA | NA | NA | NA | NA | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 2424 | 2017 | 2 | 5 | 2017 | 3 | 11 | 2017 | 4 | 34 | 2017 | 5 | 169 | 2017 | 6 | 2 | 2017 | 7 | 58 | 2017 | 8 | 23 | 2017 | NA | NA | NA | NA | NA | NA | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 80067 | 2017 | 2 | 27940 | 2017 | 3 | 31 | 2017 | 4 | 751 | 2017 | 5 | 2782 | 2017 | 6 | 44 | 2017 | 7 | 660 | 2017 | 8 | 176 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 3236 | 2017 | 2 | 473 | 2017 | 3 | 1 | 2017 | 4 | 13 | 2017 | 5 | 198 | 2017 | 6 | 6 | 2017 | 7 | 49 | 2017 | 8 | 240 | 2017 | 9 | 1 | 2017 | NA | NA | NA | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 466 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 21 | 2017 | 5 | 36 | 2017 | 6 | 1 | 2017 | 7 | 3 | 2017 | 8 | 43 | 2017 | NA | NA | NA | NA | NA | NA | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 4123 | 2017 | 2 | 3 | 2017 | 3 | 50 | 2017 | 4 | 20 | 2017 | 5 | 265 | 2017 | 6 | 28 | 2017 | 7 | 59 | 2017 | 8 | 45 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 49994 | 2017 | 2 | 3683 | 2017 | 3 | 137 | 2017 | 4 | 1610 | 2017 | 5 | 705 | 2017 | 6 | 26 | 2017 | 7 | 808 | 2017 | 8 | 344 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 173 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 6 | 2017 | 5 | 234 | 2017 | 6 | 1 | 2017 | 7 | 13 | 2017 | 8 | 12 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 3407 | 2017 | 2 | 5 | 2017 | 3 | 78 | 2017 | 4 | 229 | 2017 | 5 | 126 | 2017 | 6 | 6 | 2017 | 7 | 121 | 2017 | 8 | 172 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 8580 | 2017 | 2 | 1110 | 2017 | 3 | 3 | 2017 | 4 | 48 | 2017 | 5 | 789 | 2017 | 6 | 12 | 2017 | 7 | 78 | 2017 | 8 | 50 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 1798 | 2017 | 2 | 3 | 2017 | 3 | 1 | 2017 | 4 | 25 | 2017 | 5 | 7 | 2017 | 6 | 1 | 2017 | 7 | 30 | 2017 | 8 | 94 | 2017 | NA | NA | NA | NA | NA | NA | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 46557 | 2017 | 2 | 6812 | 2017 | 3 | 9 | 2017 | 4 | 351 | 2017 | 5 | 1481 | 2017 | 6 | 38 | 2017 | 7 | 205 | 2017 | 8 | 112 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 12730 | 2017 | 2 | 71 | 2017 | 3 | 16 | 2017 | 4 | 95 | 2017 | 5 | 2483 | 2017 | 6 | 68 | 2017 | 7 | 149 | 2017 | 8 | 39 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 4360 | 2017 | 2 | 4 | 2017 | 3 | 4 | 2017 | 4 | 49 | 2017 | 5 | 263 | 2017 | 6 | 2 | 2017 | 7 | 23 | 2017 | 8 | 40 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 5824 | 2017 | 2 | 74 | 2017 | NA | NA | NA | 4 | 10 | 2017 | 5 | 180 | 2017 | 6 | 6 | 2017 | 7 | 28 | 2017 | 8 | 31 | 2017 | NA | NA | NA | NA | NA | NA | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 6192 | 2017 | 2 | 520 | 2017 | NA | NA | NA | 4 | 35 | 2017 | 5 | 30 | 2017 | 6 | 1 | 2017 | 7 | 34 | 2017 | 8 | 102 | 2017 | NA | NA | NA | NA | NA | NA | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 18055 | 2017 | 2 | 514 | 2017 | 3 | 12 | 2017 | 4 | 84 | 2017 | 5 | 532 | 2017 | 6 | 20 | 2017 | 7 | 122 | 2017 | 8 | 63 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 2535 | 2017 | 2 | 4 | 2017 | 3 | 22 | 2017 | 4 | 22 | 2017 | 5 | 271 | 2017 | 6 | 3 | 2017 | 7 | 46 | 2017 | 8 | 24 | 2017 | NA | NA | NA | NA | NA | NA | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 3044 | 2017 | NA | NA | NA | 3 | 1 | 2017 | 4 | 19 | 2017 | 5 | 410 | 2017 | 6 | 3 | 2017 | 7 | 21 | 2017 | 8 | 13 | 2017 | NA | NA | NA | NA | NA | NA | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 5411 | 2017 | 2 | 187 | 2017 | 3 | 6 | 2017 | 4 | 22 | 2017 | 5 | 530 | 2017 | 6 | 9 | 2017 | 7 | 36 | 2017 | 8 | 25 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 68106 | 2017 | 2 | 17825 | 2017 | 3 | 8 | 2017 | 4 | 190 | 2017 | 5 | 707 | 2017 | 6 | 40 | 2017 | 7 | 391 | 2017 | 8 | 197 | 2017 | NA | NA | NA | 10 | 1 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 77648 | 2017 | 2 | 10320 | 2017 | 3 | 12 | 2017 | 4 | 310 | 2017 | 5 | 640 | 2017 | 6 | 30 | 2017 | 7 | 379 | 2017 | 8 | 160 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 4310 | 2017 | 2 | 24 | 2017 | 3 | 1 | 2017 | 4 | 25 | 2017 | 5 | 86 | 2017 | 6 | 2 | 2017 | 7 | 43 | 2017 | 8 | 15 | 2017 | NA | NA | NA | NA | NA | NA | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 2430 | 2017 | NA | NA | NA | 3 | 1 | 2017 | 4 | 14 | 2017 | 5 | 162 | 2017 | 6 | 2 | 2017 | 7 | 34 | 2017 | 8 | 17 | 2017 | NA | NA | NA | NA | NA | NA | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 2258 | 2017 | NA | NA | NA | 3 | 2 | 2017 | 4 | 16 | 2017 | 5 | 48 | 2017 | 6 | 5 | 2017 | 7 | 19 | 2017 | 8 | 25 | 2017 | NA | NA | NA | NA | NA | NA | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 10347 | 2017 | 2 | 60 | 2017 | 3 | 7 | 2017 | 4 | 29 | 2017 | 5 | 237 | 2017 | 6 | 14 | 2017 | 7 | 39 | 2017 | 8 | 46 | 2017 | NA | NA | NA | NA | NA | NA | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 11612 | 2017 | 2 | 212 | 2017 | 3 | 2 | 2017 | 4 | 53 | 2017 | 5 | 336 | 2017 | 6 | 13 | 2017 | 7 | 57 | 2017 | 8 | 35 | 2017 | NA | NA | NA | NA | NA | NA | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 4848 | 2017 | NA | NA | NA | 3 | 5 | 2017 | 4 | 20 | 2017 | 5 | 356 | 2017 | 6 | 4 | 2017 | 7 | 37 | 2017 | 8 | 8 | 2017 | NA | NA | NA | NA | NA | NA | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 12935 | 2017 | 2 | 10 | 2017 | 3 | 2 | 2017 | 4 | 25 | 2017 | 5 | 208 | 2017 | 6 | 4 | 2017 | 7 | 53 | 2017 | 8 | 51 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 10069 | 2017 | 2 | 132 | 2017 | 3 | 1 | 2017 | 4 | 38 | 2017 | 5 | 297 | 2017 | 6 | 21 | 2017 | 7 | 54 | 2017 | 8 | 85 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 38937 | 2017 | 2 | 1578 | 2017 | 3 | 7 | 2017 | 4 | 203 | 2017 | 5 | 1097 | 2017 | 6 | 25 | 2017 | 7 | 192 | 2017 | 8 | 56 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 6597 | 2017 | 2 | 4 | 2017 | 3 | 7 | 2017 | 4 | 25 | 2017 | 5 | 308 | 2017 | 6 | 6 | 2017 | 7 | 33 | 2017 | 8 | 19 | 2017 | NA | NA | NA | NA | NA | NA | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 12084 | 2017 | NA | NA | NA | 3 | 4 | 2017 | 4 | 80 | 2017 | 5 | 810 | 2017 | 6 | 6 | 2017 | 7 | 59 | 2017 | 8 | 31 | 2017 | NA | NA | NA | NA | NA | NA | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 4521 | 2017 | 2 | 2 | 2017 | 3 | 3 | 2017 | 4 | 13 | 2017 | 5 | 233 | 2017 | 6 | 10 | 2017 | 7 | 24 | 2017 | 8 | 6 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 2529 | 2017 | 2 | 1 | 2017 | 3 | 3 | 2017 | 4 | 13 | 2017 | 5 | 184 | 2017 | 6 | 6 | 2017 | 7 | 15 | 2017 | 8 | 13 | 2017 | NA | NA | NA | NA | NA | NA | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 83616 | 2017 | 2 | 30690 | 2017 | 3 | 18 | 2017 | 4 | 716 | 2017 | 5 | 1257 | 2017 | 6 | 30 | 2017 | 7 | 508 | 2017 | 8 | 361 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 10211 | 2017 | 2 | 1151 | 2017 | 3 | 2 | 2017 | 4 | 42 | 2017 | 5 | 106 | 2017 | 6 | 12 | 2017 | 7 | 64 | 2017 | 8 | 18 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 11433 | 2017 | 2 | 8548 | 2017 | 3 | 4 | 2017 | 4 | 46 | 2017 | 5 | 109 | 2017 | 6 | 2 | 2017 | 7 | 124 | 2017 | 8 | 24 | 2017 | NA | NA | NA | NA | NA | NA | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 425 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 3 | 2017 | 5 | 8 | 2017 | NA | NA | NA | 7 | 2 | 2017 | 8 | 7 | 2017 | 9 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 15270 | 2017 | 2 | 1765 | 2017 | NA | NA | NA | 4 | 18 | 2017 | 5 | 222 | 2017 | 6 | 6 | 2017 | 7 | 155 | 2017 | 8 | 15 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 15582 | 2017 | 2 | 1434 | 2017 | 3 | 3 | 2017 | 4 | 47 | 2017 | 5 | 217 | 2017 | 6 | 14 | 2017 | 7 | 120 | 2017 | 8 | 25 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 77662 | 2017 | 2 | 67357 | 2017 | 3 | 18 | 2017 | 4 | 327 | 2017 | 5 | 1024 | 2017 | 6 | 5 | 2017 | 7 | 451 | 2017 | 8 | 273 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 2782 | 2017 | 2 | 1 | 2017 | 3 | 108 | 2017 | 4 | 19 | 2017 | 5 | 37 | 2017 | 6 | 7 | 2017 | 7 | 68 | 2017 | 8 | 114 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 19535 | 2017 | 2 | 3765 | 2017 | 3 | 1 | 2017 | 4 | 90 | 2017 | 5 | 105 | 2017 | 6 | 15 | 2017 | 7 | 70 | 2017 | 8 | 80 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 5313 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 20 | 2017 | 5 | 129 | 2017 | 6 | 1 | 2017 | 7 | 21 | 2017 | 8 | 4 | 2017 | NA | NA | NA | NA | NA | NA | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
1.1.4 Renombre de columnas
names(df_2017_2)[3] <- "Casa"
names(df_2017_2)[6] <- "Departamento"
names(df_2017_2)[9] <- "Vivienda_tradicional_ind "
names(df_2017_2)[12] <- "Pieza"
names(df_2017_2)[15] <- "Mediagua"
names(df_2017_2)[18] <- "Móvil"
names(df_2017_2)[21] <- "Otro_tipo"
names(df_2017_2)[24] <- "Vivienda_colectiva"
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Casa | anio.x | unlist.c..y | Departamento | anio.y | unlist.c..x.1 | Vivienda_tradicional_ind | anio.x.1 | unlist.c..y.1 | Pieza | anio.y.1 | unlist.c..x.2 | Mediagua | anio.x.2 | unlist.c..y.2 | Móvil | anio.y.2 | unlist.c..x.3 | Otro_tipo | anio.x.3 | unlist.c..y.3 | Vivienda_colectiva | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 38383 | 2017 | 2 | 22525 | 2017 | 3 | 20 | 2017 | 4 | 4489 | 2017 | 5 | 586 | 2017 | 6 | 55 | 2017 | 7 | 667 | 2017 | 8 | 261 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 26410 | 2017 | 2 | 4142 | 2017 | 3 | 13 | 2017 | 4 | 446 | 2017 | 5 | 1766 | 2017 | 6 | 32 | 2017 | 7 | 353 | 2017 | 8 | 16 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 7855 | 2017 | 2 | 4 | 2017 | 3 | 31 | 2017 | 4 | 248 | 2017 | 5 | 543 | 2017 | 6 | 10 | 2017 | 7 | 193 | 2017 | 8 | 42 | 2017 | 9 | 1 | 2017 | NA | NA | NA | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 828 | 2017 | 2 | 10 | 2017 | 3 | 12 | 2017 | 4 | 13 | 2017 | 5 | 213 | 2017 | 6 | 1 | 2017 | 7 | 11 | 2017 | 8 | 4 | 2017 | NA | NA | NA | NA | NA | NA | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 826 | 2017 | 2 | 2 | 2017 | 3 | 1141 | 2017 | 4 | 10 | 2017 | 5 | 32 | 2017 | 6 | 1 | 2017 | 7 | 13 | 2017 | 8 | 5 | 2017 | 9 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 2266 | 2017 | 2 | 4 | 2017 | 3 | 61 | 2017 | 4 | 50 | 2017 | 5 | 443 | 2017 | NA | NA | NA | 7 | 39 | 2017 | 8 | 8 | 2017 | NA | NA | NA | NA | NA | NA | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 2424 | 2017 | 2 | 5 | 2017 | 3 | 11 | 2017 | 4 | 34 | 2017 | 5 | 169 | 2017 | 6 | 2 | 2017 | 7 | 58 | 2017 | 8 | 23 | 2017 | NA | NA | NA | NA | NA | NA | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 80067 | 2017 | 2 | 27940 | 2017 | 3 | 31 | 2017 | 4 | 751 | 2017 | 5 | 2782 | 2017 | 6 | 44 | 2017 | 7 | 660 | 2017 | 8 | 176 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 3236 | 2017 | 2 | 473 | 2017 | 3 | 1 | 2017 | 4 | 13 | 2017 | 5 | 198 | 2017 | 6 | 6 | 2017 | 7 | 49 | 2017 | 8 | 240 | 2017 | 9 | 1 | 2017 | NA | NA | NA | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 466 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 21 | 2017 | 5 | 36 | 2017 | 6 | 1 | 2017 | 7 | 3 | 2017 | 8 | 43 | 2017 | NA | NA | NA | NA | NA | NA | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 4123 | 2017 | 2 | 3 | 2017 | 3 | 50 | 2017 | 4 | 20 | 2017 | 5 | 265 | 2017 | 6 | 28 | 2017 | 7 | 59 | 2017 | 8 | 45 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 49994 | 2017 | 2 | 3683 | 2017 | 3 | 137 | 2017 | 4 | 1610 | 2017 | 5 | 705 | 2017 | 6 | 26 | 2017 | 7 | 808 | 2017 | 8 | 344 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 173 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 6 | 2017 | 5 | 234 | 2017 | 6 | 1 | 2017 | 7 | 13 | 2017 | 8 | 12 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 3407 | 2017 | 2 | 5 | 2017 | 3 | 78 | 2017 | 4 | 229 | 2017 | 5 | 126 | 2017 | 6 | 6 | 2017 | 7 | 121 | 2017 | 8 | 172 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 8580 | 2017 | 2 | 1110 | 2017 | 3 | 3 | 2017 | 4 | 48 | 2017 | 5 | 789 | 2017 | 6 | 12 | 2017 | 7 | 78 | 2017 | 8 | 50 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 1798 | 2017 | 2 | 3 | 2017 | 3 | 1 | 2017 | 4 | 25 | 2017 | 5 | 7 | 2017 | 6 | 1 | 2017 | 7 | 30 | 2017 | 8 | 94 | 2017 | NA | NA | NA | NA | NA | NA | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 46557 | 2017 | 2 | 6812 | 2017 | 3 | 9 | 2017 | 4 | 351 | 2017 | 5 | 1481 | 2017 | 6 | 38 | 2017 | 7 | 205 | 2017 | 8 | 112 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 12730 | 2017 | 2 | 71 | 2017 | 3 | 16 | 2017 | 4 | 95 | 2017 | 5 | 2483 | 2017 | 6 | 68 | 2017 | 7 | 149 | 2017 | 8 | 39 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 4360 | 2017 | 2 | 4 | 2017 | 3 | 4 | 2017 | 4 | 49 | 2017 | 5 | 263 | 2017 | 6 | 2 | 2017 | 7 | 23 | 2017 | 8 | 40 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 5824 | 2017 | 2 | 74 | 2017 | NA | NA | NA | 4 | 10 | 2017 | 5 | 180 | 2017 | 6 | 6 | 2017 | 7 | 28 | 2017 | 8 | 31 | 2017 | NA | NA | NA | NA | NA | NA | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 6192 | 2017 | 2 | 520 | 2017 | NA | NA | NA | 4 | 35 | 2017 | 5 | 30 | 2017 | 6 | 1 | 2017 | 7 | 34 | 2017 | 8 | 102 | 2017 | NA | NA | NA | NA | NA | NA | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 18055 | 2017 | 2 | 514 | 2017 | 3 | 12 | 2017 | 4 | 84 | 2017 | 5 | 532 | 2017 | 6 | 20 | 2017 | 7 | 122 | 2017 | 8 | 63 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 2535 | 2017 | 2 | 4 | 2017 | 3 | 22 | 2017 | 4 | 22 | 2017 | 5 | 271 | 2017 | 6 | 3 | 2017 | 7 | 46 | 2017 | 8 | 24 | 2017 | NA | NA | NA | NA | NA | NA | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 3044 | 2017 | NA | NA | NA | 3 | 1 | 2017 | 4 | 19 | 2017 | 5 | 410 | 2017 | 6 | 3 | 2017 | 7 | 21 | 2017 | 8 | 13 | 2017 | NA | NA | NA | NA | NA | NA | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 5411 | 2017 | 2 | 187 | 2017 | 3 | 6 | 2017 | 4 | 22 | 2017 | 5 | 530 | 2017 | 6 | 9 | 2017 | 7 | 36 | 2017 | 8 | 25 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 68106 | 2017 | 2 | 17825 | 2017 | 3 | 8 | 2017 | 4 | 190 | 2017 | 5 | 707 | 2017 | 6 | 40 | 2017 | 7 | 391 | 2017 | 8 | 197 | 2017 | NA | NA | NA | 10 | 1 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 77648 | 2017 | 2 | 10320 | 2017 | 3 | 12 | 2017 | 4 | 310 | 2017 | 5 | 640 | 2017 | 6 | 30 | 2017 | 7 | 379 | 2017 | 8 | 160 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 4310 | 2017 | 2 | 24 | 2017 | 3 | 1 | 2017 | 4 | 25 | 2017 | 5 | 86 | 2017 | 6 | 2 | 2017 | 7 | 43 | 2017 | 8 | 15 | 2017 | NA | NA | NA | NA | NA | NA | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 2430 | 2017 | NA | NA | NA | 3 | 1 | 2017 | 4 | 14 | 2017 | 5 | 162 | 2017 | 6 | 2 | 2017 | 7 | 34 | 2017 | 8 | 17 | 2017 | NA | NA | NA | NA | NA | NA | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 2258 | 2017 | NA | NA | NA | 3 | 2 | 2017 | 4 | 16 | 2017 | 5 | 48 | 2017 | 6 | 5 | 2017 | 7 | 19 | 2017 | 8 | 25 | 2017 | NA | NA | NA | NA | NA | NA | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 10347 | 2017 | 2 | 60 | 2017 | 3 | 7 | 2017 | 4 | 29 | 2017 | 5 | 237 | 2017 | 6 | 14 | 2017 | 7 | 39 | 2017 | 8 | 46 | 2017 | NA | NA | NA | NA | NA | NA | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 11612 | 2017 | 2 | 212 | 2017 | 3 | 2 | 2017 | 4 | 53 | 2017 | 5 | 336 | 2017 | 6 | 13 | 2017 | 7 | 57 | 2017 | 8 | 35 | 2017 | NA | NA | NA | NA | NA | NA | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 4848 | 2017 | NA | NA | NA | 3 | 5 | 2017 | 4 | 20 | 2017 | 5 | 356 | 2017 | 6 | 4 | 2017 | 7 | 37 | 2017 | 8 | 8 | 2017 | NA | NA | NA | NA | NA | NA | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 12935 | 2017 | 2 | 10 | 2017 | 3 | 2 | 2017 | 4 | 25 | 2017 | 5 | 208 | 2017 | 6 | 4 | 2017 | 7 | 53 | 2017 | 8 | 51 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 10069 | 2017 | 2 | 132 | 2017 | 3 | 1 | 2017 | 4 | 38 | 2017 | 5 | 297 | 2017 | 6 | 21 | 2017 | 7 | 54 | 2017 | 8 | 85 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 38937 | 2017 | 2 | 1578 | 2017 | 3 | 7 | 2017 | 4 | 203 | 2017 | 5 | 1097 | 2017 | 6 | 25 | 2017 | 7 | 192 | 2017 | 8 | 56 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 6597 | 2017 | 2 | 4 | 2017 | 3 | 7 | 2017 | 4 | 25 | 2017 | 5 | 308 | 2017 | 6 | 6 | 2017 | 7 | 33 | 2017 | 8 | 19 | 2017 | NA | NA | NA | NA | NA | NA | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 12084 | 2017 | NA | NA | NA | 3 | 4 | 2017 | 4 | 80 | 2017 | 5 | 810 | 2017 | 6 | 6 | 2017 | 7 | 59 | 2017 | 8 | 31 | 2017 | NA | NA | NA | NA | NA | NA | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 4521 | 2017 | 2 | 2 | 2017 | 3 | 3 | 2017 | 4 | 13 | 2017 | 5 | 233 | 2017 | 6 | 10 | 2017 | 7 | 24 | 2017 | 8 | 6 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 2529 | 2017 | 2 | 1 | 2017 | 3 | 3 | 2017 | 4 | 13 | 2017 | 5 | 184 | 2017 | 6 | 6 | 2017 | 7 | 15 | 2017 | 8 | 13 | 2017 | NA | NA | NA | NA | NA | NA | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 83616 | 2017 | 2 | 30690 | 2017 | 3 | 18 | 2017 | 4 | 716 | 2017 | 5 | 1257 | 2017 | 6 | 30 | 2017 | 7 | 508 | 2017 | 8 | 361 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 10211 | 2017 | 2 | 1151 | 2017 | 3 | 2 | 2017 | 4 | 42 | 2017 | 5 | 106 | 2017 | 6 | 12 | 2017 | 7 | 64 | 2017 | 8 | 18 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 11433 | 2017 | 2 | 8548 | 2017 | 3 | 4 | 2017 | 4 | 46 | 2017 | 5 | 109 | 2017 | 6 | 2 | 2017 | 7 | 124 | 2017 | 8 | 24 | 2017 | NA | NA | NA | NA | NA | NA | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 425 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 3 | 2017 | 5 | 8 | 2017 | NA | NA | NA | 7 | 2 | 2017 | 8 | 7 | 2017 | 9 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 15270 | 2017 | 2 | 1765 | 2017 | NA | NA | NA | 4 | 18 | 2017 | 5 | 222 | 2017 | 6 | 6 | 2017 | 7 | 155 | 2017 | 8 | 15 | 2017 | NA | NA | NA | 10 | 1 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 15582 | 2017 | 2 | 1434 | 2017 | 3 | 3 | 2017 | 4 | 47 | 2017 | 5 | 217 | 2017 | 6 | 14 | 2017 | 7 | 120 | 2017 | 8 | 25 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 77662 | 2017 | 2 | 67357 | 2017 | 3 | 18 | 2017 | 4 | 327 | 2017 | 5 | 1024 | 2017 | 6 | 5 | 2017 | 7 | 451 | 2017 | 8 | 273 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 2782 | 2017 | 2 | 1 | 2017 | 3 | 108 | 2017 | 4 | 19 | 2017 | 5 | 37 | 2017 | 6 | 7 | 2017 | 7 | 68 | 2017 | 8 | 114 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 19535 | 2017 | 2 | 3765 | 2017 | 3 | 1 | 2017 | 4 | 90 | 2017 | 5 | 105 | 2017 | 6 | 15 | 2017 | 7 | 70 | 2017 | 8 | 80 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 5313 | 2017 | NA | NA | NA | NA | NA | NA | 4 | 20 | 2017 | 5 | 129 | 2017 | 6 | 1 | 2017 | 7 | 21 | 2017 | 8 | 4 | 2017 | NA | NA | NA | NA | NA | NA | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
1.1.5 Correlaciones
my_data <- df_2017_2[, c(3,6,9,12,15,18,21,24,37)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
La última columna nos indica en formato numérico las correlaciones de Pearson entre los ingresos expandidos y cada una de las categorías de respuesta. Por otro lado, la última fila nos entrega los diagramas de dispersión con una curva ajustada por Loess, también entre los ingresos expandidos y cada una de las categorías de respuesta.
9 Operativo personas en tránsito (no es vivienda)
10 Operativo calle (no es vivienda)
No se pueden establecer correlaciones con 9 y 10 pues sus sd = 1.
1.2 Pregunta P03A: Material de los muros exteriores
Ésta pregunta posee 6 categorías de respuesta:
1 Hormigón armado
2 Albañilería: bloque de cemento, piedra o ladrillo
3 Tabique forrado por ambas caras (madera o acero)
4 Tabique sin forro interior (madera u otro)
5 Adobe, barro, quincha, pirca u otro artesanal tradicional
6 Materiales precarios (lata, cartón, plástico, etc.)
98 No aplica
99 Missing
1.2.1 Cálculo de frecuencias
Leemos las respuestas a la pregunta P03A del censo de viviendas 2017 y obtenemos la tabla de frecuencias por categoría de respuesta:
tabla_con_clave <- readRDS("../censo_viviendas_con_clave_17.rds")
b <- tabla_con_clave$COMUNA
c <- tabla_con_clave$P03A
cross_tab = xtabs( ~ unlist(b) + unlist(c))
tabla <- as.data.frame(cross_tab)
d <-tabla[!(tabla$Freq == 0),]
d$anio <- "2017"
d_t <- filter(d,d$unlist.c. == 1)
for(i in 2:6){
d_i <- filter(d,d$unlist.c. == i)
d_t = merge( x = d_t, y = d_i, by = "unlist.b.", all.x = TRUE)
}
tablamadre <- head(d_t,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.b. | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1101 | 1 | 20712 | 2017 | 2 | 24336 | 2017 | 3 | 7275 | 2017 | 4 | 2774 | 2017 | 5 | 84 | 2017 | 6 | 345 | 2017 |
| 1107 | 1 | 6116 | 2017 | 2 | 15902 | 2017 | 3 | 2929 | 2017 | 4 | 2804 | 2017 | 5 | 49 | 2017 | 6 | 503 | 2017 |
| 1401 | 1 | 335 | 2017 | 2 | 2329 | 2017 | 3 | 804 | 2017 | 4 | 448 | 2017 | 5 | 80 | 2017 | 6 | 74 | 2017 |
| 1402 | 1 | 25 | 2017 | 2 | 252 | 2017 | 3 | 77 | 2017 | 4 | 84 | 2017 | 5 | 28 | 2017 | 6 | 1 | 2017 |
| 1403 | 1 | 6 | 2017 | 2 | 48 | 2017 | 3 | 10 | 2017 | 4 | 6 | 2017 | 5 | 393 | 2017 | 6 | 2 | 2017 |
| 1404 | 1 | 109 | 2017 | 2 | 267 | 2017 | 3 | 261 | 2017 | 4 | 210 | 2017 | 5 | 59 | 2017 | 6 | 33 | 2017 |
| 1405 | 1 | 155 | 2017 | 2 | 675 | 2017 | 3 | 396 | 2017 | 4 | 208 | 2017 | 5 | 144 | 2017 | 6 | 21 | 2017 |
| 2101 | 1 | 38456 | 2017 | 2 | 49324 | 2017 | 3 | 5509 | 2017 | 4 | 4020 | 2017 | 5 | 230 | 2017 | 6 | 452 | 2017 |
| 2102 | 1 | 760 | 2017 | 2 | 1615 | 2017 | 3 | 407 | 2017 | 4 | 213 | 2017 | 5 | 1 | 2017 | 6 | 42 | 2017 |
| 2103 | 1 | 34 | 2017 | 2 | 123 | 2017 | 3 | 107 | 2017 | 4 | 58 | 2017 | 5 | 9 | 2017 | 6 | 9 | 2017 |
| 2104 | 1 | 390 | 2017 | 2 | 1642 | 2017 | 3 | 922 | 2017 | 4 | 461 | 2017 | 5 | 13 | 2017 | 6 | 54 | 2017 |
| 2201 | 1 | 12878 | 2017 | 2 | 26196 | 2017 | 3 | 3076 | 2017 | 4 | 1234 | 2017 | 5 | 2121 | 2017 | 6 | 426 | 2017 |
| 2203 | 1 | 110 | 2017 | 2 | 1379 | 2017 | 3 | 341 | 2017 | 4 | 135 | 2017 | 5 | 849 | 2017 | 6 | 32 | 2017 |
| 2301 | 1 | 1770 | 2017 | 2 | 3781 | 2017 | 3 | 1645 | 2017 | 4 | 479 | 2017 | 5 | 26 | 2017 | 6 | 69 | 2017 |
| 2302 | 1 | 487 | 2017 | 2 | 681 | 2017 | 3 | 104 | 2017 | 4 | 31 | 2017 | 5 | 96 | 2017 | 6 | 14 | 2017 |
| 3101 | 1 | 7261 | 2017 | 2 | 27532 | 2017 | 3 | 5002 | 2017 | 4 | 3047 | 2017 | 5 | 2154 | 2017 | 6 | 326 | 2017 |
| 3102 | 1 | 754 | 2017 | 2 | 2984 | 2017 | 3 | 1195 | 2017 | 4 | 556 | 2017 | 5 | 46 | 2017 | 6 | 57 | 2017 |
| 3103 | 1 | 156 | 2017 | 2 | 1593 | 2017 | 3 | 897 | 2017 | 4 | 683 | 2017 | 5 | 426 | 2017 | 6 | 36 | 2017 |
| 3201 | 1 | 322 | 2017 | 2 | 1799 | 2017 | 3 | 1092 | 2017 | 4 | 356 | 2017 | 5 | 12 | 2017 | 6 | 95 | 2017 |
| 3202 | 1 | 381 | 2017 | 2 | 2594 | 2017 | 3 | 898 | 2017 | 4 | 278 | 2017 | 5 | 285 | 2017 | 6 | 53 | 2017 |
| 3301 | 1 | 2890 | 2017 | 2 | 8321 | 2017 | 3 | 2398 | 2017 | 4 | 1071 | 2017 | 5 | 809 | 2017 | 6 | 186 | 2017 |
| 3302 | 1 | 109 | 2017 | 2 | 681 | 2017 | 3 | 354 | 2017 | 4 | 207 | 2017 | 5 | 371 | 2017 | 6 | 21 | 2017 |
| 3303 | 1 | 205 | 2017 | 2 | 1048 | 2017 | 3 | 520 | 2017 | 4 | 323 | 2017 | 5 | 122 | 2017 | 6 | 31 | 2017 |
| 3304 | 1 | 443 | 2017 | 2 | 1745 | 2017 | 3 | 656 | 2017 | 4 | 396 | 2017 | 5 | 56 | 2017 | 6 | 34 | 2017 |
| 4101 | 1 | 17806 | 2017 | 2 | 38758 | 2017 | 3 | 6898 | 2017 | 4 | 2191 | 2017 | 5 | 1500 | 2017 | 6 | 120 | 2017 |
| 4102 | 1 | 12907 | 2017 | 2 | 42531 | 2017 | 3 | 7174 | 2017 | 4 | 2381 | 2017 | 5 | 2218 | 2017 | 6 | 165 | 2017 |
| 4103 | 1 | 159 | 2017 | 2 | 1638 | 2017 | 3 | 685 | 2017 | 4 | 292 | 2017 | 5 | 665 | 2017 | 6 | 22 | 2017 |
| 4104 | 1 | 48 | 2017 | 2 | 260 | 2017 | 3 | 758 | 2017 | 4 | 282 | 2017 | 5 | 84 | 2017 | 6 | 24 | 2017 |
| 4105 | 1 | 59 | 2017 | 2 | 601 | 2017 | 3 | 334 | 2017 | 4 | 161 | 2017 | 5 | 428 | 2017 | 6 | 13 | 2017 |
| 4106 | 1 | 615 | 2017 | 2 | 5016 | 2017 | 3 | 1474 | 2017 | 4 | 602 | 2017 | 5 | 953 | 2017 | 6 | 51 | 2017 |
| 4201 | 1 | 513 | 2017 | 2 | 5654 | 2017 | 3 | 2652 | 2017 | 4 | 965 | 2017 | 5 | 334 | 2017 | 6 | 21 | 2017 |
| 4202 | 1 | 56 | 2017 | 2 | 1261 | 2017 | 3 | 893 | 2017 | 4 | 437 | 2017 | 5 | 715 | 2017 | 6 | 19 | 2017 |
| 4203 | 1 | 478 | 2017 | 2 | 3840 | 2017 | 3 | 1980 | 2017 | 4 | 643 | 2017 | 5 | 252 | 2017 | 6 | 11 | 2017 |
| 4204 | 1 | 353 | 2017 | 2 | 4890 | 2017 | 3 | 2177 | 2017 | 4 | 883 | 2017 | 5 | 331 | 2017 | 6 | 53 | 2017 |
| 4301 | 1 | 3009 | 2017 | 2 | 22930 | 2017 | 3 | 4667 | 2017 | 4 | 2250 | 2017 | 5 | 1591 | 2017 | 6 | 105 | 2017 |
| 4302 | 1 | 103 | 2017 | 2 | 2329 | 2017 | 3 | 859 | 2017 | 4 | 477 | 2017 | 5 | 1058 | 2017 | 6 | 40 | 2017 |
| 4303 | 1 | 303 | 2017 | 2 | 4600 | 2017 | 3 | 2351 | 2017 | 4 | 1369 | 2017 | 5 | 1512 | 2017 | 6 | 65 | 2017 |
| 4304 | 1 | 79 | 2017 | 2 | 1966 | 2017 | 3 | 785 | 2017 | 4 | 513 | 2017 | 5 | 359 | 2017 | 6 | 37 | 2017 |
| 4305 | 1 | 37 | 2017 | 2 | 720 | 2017 | 3 | 269 | 2017 | 4 | 93 | 2017 | 5 | 547 | 2017 | 6 | 14 | 2017 |
| 5101 | 1 | 26845 | 2017 | 2 | 31147 | 2017 | 3 | 23038 | 2017 | 4 | 6331 | 2017 | 5 | 8862 | 2017 | 6 | 983 | 2017 |
| 5102 | 1 | 772 | 2017 | 2 | 3902 | 2017 | 3 | 2911 | 2017 | 4 | 743 | 2017 | 5 | 301 | 2017 | 6 | 33 | 2017 |
| 5103 | 1 | 4917 | 2017 | 2 | 3767 | 2017 | 3 | 4184 | 2017 | 4 | 731 | 2017 | 5 | 42 | 2017 | 6 | 24 | 2017 |
| 5104 | 1 | 4 | 2017 | 2 | 6 | 2017 | 3 | 311 | 2017 | 4 | 27 | 2017 | 5 | 1 | 2017 | 6 | 2 | 2017 |
| 5105 | 1 | 397 | 2017 | 2 | 1544 | 2017 | 3 | 3488 | 2017 | 4 | 820 | 2017 | 5 | 75 | 2017 | 6 | 26 | 2017 |
| 5107 | 1 | 1573 | 2017 | 2 | 3819 | 2017 | 3 | 3831 | 2017 | 4 | 1024 | 2017 | 5 | 69 | 2017 | 6 | 38 | 2017 |
| 5109 | 1 | 48422 | 2017 | 2 | 36723 | 2017 | 3 | 22227 | 2017 | 4 | 5973 | 2017 | 5 | 1888 | 2017 | 6 | 576 | 2017 |
| 5201 | 1 | 278 | 2017 | 2 | 662 | 2017 | 3 | 1295 | 2017 | 4 | 162 | 2017 | 5 | 14 | 2017 | 6 | 23 | 2017 |
| 5301 | 1 | 3264 | 2017 | 2 | 14216 | 2017 | 3 | 1522 | 2017 | 4 | 460 | 2017 | 5 | 1019 | 2017 | 6 | 44 | 2017 |
| 5302 | 1 | 514 | 2017 | 2 | 2676 | 2017 | 3 | 790 | 2017 | 4 | 306 | 2017 | 5 | 355 | 2017 | 6 | 10 | 2017 |
| 5303 | 1 | 250 | 2017 | 2 | 2024 | 2017 | 3 | 496 | 2017 | 4 | 167 | 2017 | 5 | 202 | 2017 | 6 | 8 | 2017 |
1.2.2 Construcción de un código comunal ad-hoc
Agregamos un cero a los códigos comunales de 4 dígitos, que queda en la columna llamada código:
codigos <- d_t$unlist.b.
rango <- seq(1:nrow(d_t))
cadena <- paste("0",codigos[rango], sep = "")
cadena <- substr(cadena,(nchar(cadena)[rango])-(4),6)
codigos <- as.data.frame(codigos)
cadena <- as.data.frame(cadena)
comuna_corr <- cbind(d_t,cadena)
comuna_corr <- comuna_corr[,-c(1),drop=FALSE]
names(comuna_corr)[19] <- "código"
tablamadre <- head(comuna_corr,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | código |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 20712 | 2017 | 2 | 24336 | 2017 | 3 | 7275 | 2017 | 4 | 2774 | 2017 | 5 | 84 | 2017 | 6 | 345 | 2017 | 01101 |
| 1 | 6116 | 2017 | 2 | 15902 | 2017 | 3 | 2929 | 2017 | 4 | 2804 | 2017 | 5 | 49 | 2017 | 6 | 503 | 2017 | 01107 |
| 1 | 335 | 2017 | 2 | 2329 | 2017 | 3 | 804 | 2017 | 4 | 448 | 2017 | 5 | 80 | 2017 | 6 | 74 | 2017 | 01401 |
| 1 | 25 | 2017 | 2 | 252 | 2017 | 3 | 77 | 2017 | 4 | 84 | 2017 | 5 | 28 | 2017 | 6 | 1 | 2017 | 01402 |
| 1 | 6 | 2017 | 2 | 48 | 2017 | 3 | 10 | 2017 | 4 | 6 | 2017 | 5 | 393 | 2017 | 6 | 2 | 2017 | 01403 |
| 1 | 109 | 2017 | 2 | 267 | 2017 | 3 | 261 | 2017 | 4 | 210 | 2017 | 5 | 59 | 2017 | 6 | 33 | 2017 | 01404 |
| 1 | 155 | 2017 | 2 | 675 | 2017 | 3 | 396 | 2017 | 4 | 208 | 2017 | 5 | 144 | 2017 | 6 | 21 | 2017 | 01405 |
| 1 | 38456 | 2017 | 2 | 49324 | 2017 | 3 | 5509 | 2017 | 4 | 4020 | 2017 | 5 | 230 | 2017 | 6 | 452 | 2017 | 02101 |
| 1 | 760 | 2017 | 2 | 1615 | 2017 | 3 | 407 | 2017 | 4 | 213 | 2017 | 5 | 1 | 2017 | 6 | 42 | 2017 | 02102 |
| 1 | 34 | 2017 | 2 | 123 | 2017 | 3 | 107 | 2017 | 4 | 58 | 2017 | 5 | 9 | 2017 | 6 | 9 | 2017 | 02103 |
| 1 | 390 | 2017 | 2 | 1642 | 2017 | 3 | 922 | 2017 | 4 | 461 | 2017 | 5 | 13 | 2017 | 6 | 54 | 2017 | 02104 |
| 1 | 12878 | 2017 | 2 | 26196 | 2017 | 3 | 3076 | 2017 | 4 | 1234 | 2017 | 5 | 2121 | 2017 | 6 | 426 | 2017 | 02201 |
| 1 | 110 | 2017 | 2 | 1379 | 2017 | 3 | 341 | 2017 | 4 | 135 | 2017 | 5 | 849 | 2017 | 6 | 32 | 2017 | 02203 |
| 1 | 1770 | 2017 | 2 | 3781 | 2017 | 3 | 1645 | 2017 | 4 | 479 | 2017 | 5 | 26 | 2017 | 6 | 69 | 2017 | 02301 |
| 1 | 487 | 2017 | 2 | 681 | 2017 | 3 | 104 | 2017 | 4 | 31 | 2017 | 5 | 96 | 2017 | 6 | 14 | 2017 | 02302 |
| 1 | 7261 | 2017 | 2 | 27532 | 2017 | 3 | 5002 | 2017 | 4 | 3047 | 2017 | 5 | 2154 | 2017 | 6 | 326 | 2017 | 03101 |
| 1 | 754 | 2017 | 2 | 2984 | 2017 | 3 | 1195 | 2017 | 4 | 556 | 2017 | 5 | 46 | 2017 | 6 | 57 | 2017 | 03102 |
| 1 | 156 | 2017 | 2 | 1593 | 2017 | 3 | 897 | 2017 | 4 | 683 | 2017 | 5 | 426 | 2017 | 6 | 36 | 2017 | 03103 |
| 1 | 322 | 2017 | 2 | 1799 | 2017 | 3 | 1092 | 2017 | 4 | 356 | 2017 | 5 | 12 | 2017 | 6 | 95 | 2017 | 03201 |
| 1 | 381 | 2017 | 2 | 2594 | 2017 | 3 | 898 | 2017 | 4 | 278 | 2017 | 5 | 285 | 2017 | 6 | 53 | 2017 | 03202 |
| 1 | 2890 | 2017 | 2 | 8321 | 2017 | 3 | 2398 | 2017 | 4 | 1071 | 2017 | 5 | 809 | 2017 | 6 | 186 | 2017 | 03301 |
| 1 | 109 | 2017 | 2 | 681 | 2017 | 3 | 354 | 2017 | 4 | 207 | 2017 | 5 | 371 | 2017 | 6 | 21 | 2017 | 03302 |
| 1 | 205 | 2017 | 2 | 1048 | 2017 | 3 | 520 | 2017 | 4 | 323 | 2017 | 5 | 122 | 2017 | 6 | 31 | 2017 | 03303 |
| 1 | 443 | 2017 | 2 | 1745 | 2017 | 3 | 656 | 2017 | 4 | 396 | 2017 | 5 | 56 | 2017 | 6 | 34 | 2017 | 03304 |
| 1 | 17806 | 2017 | 2 | 38758 | 2017 | 3 | 6898 | 2017 | 4 | 2191 | 2017 | 5 | 1500 | 2017 | 6 | 120 | 2017 | 04101 |
| 1 | 12907 | 2017 | 2 | 42531 | 2017 | 3 | 7174 | 2017 | 4 | 2381 | 2017 | 5 | 2218 | 2017 | 6 | 165 | 2017 | 04102 |
| 1 | 159 | 2017 | 2 | 1638 | 2017 | 3 | 685 | 2017 | 4 | 292 | 2017 | 5 | 665 | 2017 | 6 | 22 | 2017 | 04103 |
| 1 | 48 | 2017 | 2 | 260 | 2017 | 3 | 758 | 2017 | 4 | 282 | 2017 | 5 | 84 | 2017 | 6 | 24 | 2017 | 04104 |
| 1 | 59 | 2017 | 2 | 601 | 2017 | 3 | 334 | 2017 | 4 | 161 | 2017 | 5 | 428 | 2017 | 6 | 13 | 2017 | 04105 |
| 1 | 615 | 2017 | 2 | 5016 | 2017 | 3 | 1474 | 2017 | 4 | 602 | 2017 | 5 | 953 | 2017 | 6 | 51 | 2017 | 04106 |
| 1 | 513 | 2017 | 2 | 5654 | 2017 | 3 | 2652 | 2017 | 4 | 965 | 2017 | 5 | 334 | 2017 | 6 | 21 | 2017 | 04201 |
| 1 | 56 | 2017 | 2 | 1261 | 2017 | 3 | 893 | 2017 | 4 | 437 | 2017 | 5 | 715 | 2017 | 6 | 19 | 2017 | 04202 |
| 1 | 478 | 2017 | 2 | 3840 | 2017 | 3 | 1980 | 2017 | 4 | 643 | 2017 | 5 | 252 | 2017 | 6 | 11 | 2017 | 04203 |
| 1 | 353 | 2017 | 2 | 4890 | 2017 | 3 | 2177 | 2017 | 4 | 883 | 2017 | 5 | 331 | 2017 | 6 | 53 | 2017 | 04204 |
| 1 | 3009 | 2017 | 2 | 22930 | 2017 | 3 | 4667 | 2017 | 4 | 2250 | 2017 | 5 | 1591 | 2017 | 6 | 105 | 2017 | 04301 |
| 1 | 103 | 2017 | 2 | 2329 | 2017 | 3 | 859 | 2017 | 4 | 477 | 2017 | 5 | 1058 | 2017 | 6 | 40 | 2017 | 04302 |
| 1 | 303 | 2017 | 2 | 4600 | 2017 | 3 | 2351 | 2017 | 4 | 1369 | 2017 | 5 | 1512 | 2017 | 6 | 65 | 2017 | 04303 |
| 1 | 79 | 2017 | 2 | 1966 | 2017 | 3 | 785 | 2017 | 4 | 513 | 2017 | 5 | 359 | 2017 | 6 | 37 | 2017 | 04304 |
| 1 | 37 | 2017 | 2 | 720 | 2017 | 3 | 269 | 2017 | 4 | 93 | 2017 | 5 | 547 | 2017 | 6 | 14 | 2017 | 04305 |
| 1 | 26845 | 2017 | 2 | 31147 | 2017 | 3 | 23038 | 2017 | 4 | 6331 | 2017 | 5 | 8862 | 2017 | 6 | 983 | 2017 | 05101 |
| 1 | 772 | 2017 | 2 | 3902 | 2017 | 3 | 2911 | 2017 | 4 | 743 | 2017 | 5 | 301 | 2017 | 6 | 33 | 2017 | 05102 |
| 1 | 4917 | 2017 | 2 | 3767 | 2017 | 3 | 4184 | 2017 | 4 | 731 | 2017 | 5 | 42 | 2017 | 6 | 24 | 2017 | 05103 |
| 1 | 4 | 2017 | 2 | 6 | 2017 | 3 | 311 | 2017 | 4 | 27 | 2017 | 5 | 1 | 2017 | 6 | 2 | 2017 | 05104 |
| 1 | 397 | 2017 | 2 | 1544 | 2017 | 3 | 3488 | 2017 | 4 | 820 | 2017 | 5 | 75 | 2017 | 6 | 26 | 2017 | 05105 |
| 1 | 1573 | 2017 | 2 | 3819 | 2017 | 3 | 3831 | 2017 | 4 | 1024 | 2017 | 5 | 69 | 2017 | 6 | 38 | 2017 | 05107 |
| 1 | 48422 | 2017 | 2 | 36723 | 2017 | 3 | 22227 | 2017 | 4 | 5973 | 2017 | 5 | 1888 | 2017 | 6 | 576 | 2017 | 05109 |
| 1 | 278 | 2017 | 2 | 662 | 2017 | 3 | 1295 | 2017 | 4 | 162 | 2017 | 5 | 14 | 2017 | 6 | 23 | 2017 | 05201 |
| 1 | 3264 | 2017 | 2 | 14216 | 2017 | 3 | 1522 | 2017 | 4 | 460 | 2017 | 5 | 1019 | 2017 | 6 | 44 | 2017 | 05301 |
| 1 | 514 | 2017 | 2 | 2676 | 2017 | 3 | 790 | 2017 | 4 | 306 | 2017 | 5 | 355 | 2017 | 6 | 10 | 2017 | 05302 |
| 1 | 250 | 2017 | 2 | 2024 | 2017 | 3 | 496 | 2017 | 4 | 167 | 2017 | 5 | 202 | 2017 | 6 | 8 | 2017 | 05303 |
1.2.3 Unión con los ingresos comunales expandidos
Hacemos la unión con los ingresos promedio comunales expandidos:
ingresos_expandidos_2017 <- readRDS("../ingresos_expandidos_17.rds")
df_2017_2 = merge( x = comuna_corr, y = ingresos_expandidos_2017, by = "código", all.x = TRUE)
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 20712 | 2017 | 2 | 24336 | 2017 | 3 | 7275 | 2017 | 4 | 2774 | 2017 | 5 | 84 | 2017 | 6 | 345 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 6116 | 2017 | 2 | 15902 | 2017 | 3 | 2929 | 2017 | 4 | 2804 | 2017 | 5 | 49 | 2017 | 6 | 503 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 335 | 2017 | 2 | 2329 | 2017 | 3 | 804 | 2017 | 4 | 448 | 2017 | 5 | 80 | 2017 | 6 | 74 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 25 | 2017 | 2 | 252 | 2017 | 3 | 77 | 2017 | 4 | 84 | 2017 | 5 | 28 | 2017 | 6 | 1 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 6 | 2017 | 2 | 48 | 2017 | 3 | 10 | 2017 | 4 | 6 | 2017 | 5 | 393 | 2017 | 6 | 2 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 109 | 2017 | 2 | 267 | 2017 | 3 | 261 | 2017 | 4 | 210 | 2017 | 5 | 59 | 2017 | 6 | 33 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 155 | 2017 | 2 | 675 | 2017 | 3 | 396 | 2017 | 4 | 208 | 2017 | 5 | 144 | 2017 | 6 | 21 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 38456 | 2017 | 2 | 49324 | 2017 | 3 | 5509 | 2017 | 4 | 4020 | 2017 | 5 | 230 | 2017 | 6 | 452 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 760 | 2017 | 2 | 1615 | 2017 | 3 | 407 | 2017 | 4 | 213 | 2017 | 5 | 1 | 2017 | 6 | 42 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 34 | 2017 | 2 | 123 | 2017 | 3 | 107 | 2017 | 4 | 58 | 2017 | 5 | 9 | 2017 | 6 | 9 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 390 | 2017 | 2 | 1642 | 2017 | 3 | 922 | 2017 | 4 | 461 | 2017 | 5 | 13 | 2017 | 6 | 54 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 12878 | 2017 | 2 | 26196 | 2017 | 3 | 3076 | 2017 | 4 | 1234 | 2017 | 5 | 2121 | 2017 | 6 | 426 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02203 | 1 | 110 | 2017 | 2 | 1379 | 2017 | 3 | 341 | 2017 | 4 | 135 | 2017 | 5 | 849 | 2017 | 6 | 32 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 1770 | 2017 | 2 | 3781 | 2017 | 3 | 1645 | 2017 | 4 | 479 | 2017 | 5 | 26 | 2017 | 6 | 69 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 487 | 2017 | 2 | 681 | 2017 | 3 | 104 | 2017 | 4 | 31 | 2017 | 5 | 96 | 2017 | 6 | 14 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 7261 | 2017 | 2 | 27532 | 2017 | 3 | 5002 | 2017 | 4 | 3047 | 2017 | 5 | 2154 | 2017 | 6 | 326 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 754 | 2017 | 2 | 2984 | 2017 | 3 | 1195 | 2017 | 4 | 556 | 2017 | 5 | 46 | 2017 | 6 | 57 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 156 | 2017 | 2 | 1593 | 2017 | 3 | 897 | 2017 | 4 | 683 | 2017 | 5 | 426 | 2017 | 6 | 36 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 322 | 2017 | 2 | 1799 | 2017 | 3 | 1092 | 2017 | 4 | 356 | 2017 | 5 | 12 | 2017 | 6 | 95 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 381 | 2017 | 2 | 2594 | 2017 | 3 | 898 | 2017 | 4 | 278 | 2017 | 5 | 285 | 2017 | 6 | 53 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 2890 | 2017 | 2 | 8321 | 2017 | 3 | 2398 | 2017 | 4 | 1071 | 2017 | 5 | 809 | 2017 | 6 | 186 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 109 | 2017 | 2 | 681 | 2017 | 3 | 354 | 2017 | 4 | 207 | 2017 | 5 | 371 | 2017 | 6 | 21 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 205 | 2017 | 2 | 1048 | 2017 | 3 | 520 | 2017 | 4 | 323 | 2017 | 5 | 122 | 2017 | 6 | 31 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 443 | 2017 | 2 | 1745 | 2017 | 3 | 656 | 2017 | 4 | 396 | 2017 | 5 | 56 | 2017 | 6 | 34 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 17806 | 2017 | 2 | 38758 | 2017 | 3 | 6898 | 2017 | 4 | 2191 | 2017 | 5 | 1500 | 2017 | 6 | 120 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 12907 | 2017 | 2 | 42531 | 2017 | 3 | 7174 | 2017 | 4 | 2381 | 2017 | 5 | 2218 | 2017 | 6 | 165 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 159 | 2017 | 2 | 1638 | 2017 | 3 | 685 | 2017 | 4 | 292 | 2017 | 5 | 665 | 2017 | 6 | 22 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 48 | 2017 | 2 | 260 | 2017 | 3 | 758 | 2017 | 4 | 282 | 2017 | 5 | 84 | 2017 | 6 | 24 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 59 | 2017 | 2 | 601 | 2017 | 3 | 334 | 2017 | 4 | 161 | 2017 | 5 | 428 | 2017 | 6 | 13 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 615 | 2017 | 2 | 5016 | 2017 | 3 | 1474 | 2017 | 4 | 602 | 2017 | 5 | 953 | 2017 | 6 | 51 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 513 | 2017 | 2 | 5654 | 2017 | 3 | 2652 | 2017 | 4 | 965 | 2017 | 5 | 334 | 2017 | 6 | 21 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 56 | 2017 | 2 | 1261 | 2017 | 3 | 893 | 2017 | 4 | 437 | 2017 | 5 | 715 | 2017 | 6 | 19 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 478 | 2017 | 2 | 3840 | 2017 | 3 | 1980 | 2017 | 4 | 643 | 2017 | 5 | 252 | 2017 | 6 | 11 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 353 | 2017 | 2 | 4890 | 2017 | 3 | 2177 | 2017 | 4 | 883 | 2017 | 5 | 331 | 2017 | 6 | 53 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 3009 | 2017 | 2 | 22930 | 2017 | 3 | 4667 | 2017 | 4 | 2250 | 2017 | 5 | 1591 | 2017 | 6 | 105 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 103 | 2017 | 2 | 2329 | 2017 | 3 | 859 | 2017 | 4 | 477 | 2017 | 5 | 1058 | 2017 | 6 | 40 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 303 | 2017 | 2 | 4600 | 2017 | 3 | 2351 | 2017 | 4 | 1369 | 2017 | 5 | 1512 | 2017 | 6 | 65 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 79 | 2017 | 2 | 1966 | 2017 | 3 | 785 | 2017 | 4 | 513 | 2017 | 5 | 359 | 2017 | 6 | 37 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 37 | 2017 | 2 | 720 | 2017 | 3 | 269 | 2017 | 4 | 93 | 2017 | 5 | 547 | 2017 | 6 | 14 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 26845 | 2017 | 2 | 31147 | 2017 | 3 | 23038 | 2017 | 4 | 6331 | 2017 | 5 | 8862 | 2017 | 6 | 983 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 772 | 2017 | 2 | 3902 | 2017 | 3 | 2911 | 2017 | 4 | 743 | 2017 | 5 | 301 | 2017 | 6 | 33 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 4917 | 2017 | 2 | 3767 | 2017 | 3 | 4184 | 2017 | 4 | 731 | 2017 | 5 | 42 | 2017 | 6 | 24 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 4 | 2017 | 2 | 6 | 2017 | 3 | 311 | 2017 | 4 | 27 | 2017 | 5 | 1 | 2017 | 6 | 2 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 397 | 2017 | 2 | 1544 | 2017 | 3 | 3488 | 2017 | 4 | 820 | 2017 | 5 | 75 | 2017 | 6 | 26 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 1573 | 2017 | 2 | 3819 | 2017 | 3 | 3831 | 2017 | 4 | 1024 | 2017 | 5 | 69 | 2017 | 6 | 38 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 48422 | 2017 | 2 | 36723 | 2017 | 3 | 22227 | 2017 | 4 | 5973 | 2017 | 5 | 1888 | 2017 | 6 | 576 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 278 | 2017 | 2 | 662 | 2017 | 3 | 1295 | 2017 | 4 | 162 | 2017 | 5 | 14 | 2017 | 6 | 23 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 3264 | 2017 | 2 | 14216 | 2017 | 3 | 1522 | 2017 | 4 | 460 | 2017 | 5 | 1019 | 2017 | 6 | 44 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 514 | 2017 | 2 | 2676 | 2017 | 3 | 790 | 2017 | 4 | 306 | 2017 | 5 | 355 | 2017 | 6 | 10 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
| 05303 | 1 | 250 | 2017 | 2 | 2024 | 2017 | 3 | 496 | 2017 | 4 | 167 | 2017 | 5 | 202 | 2017 | 6 | 8 | 2017 | Rinconada | 281633.2 | 2017 | 5303 | 10207 | 2874630315 |
1.2.4 Renombre de columnas
names(df_2017_2)[3] <- "Hormigón"
names(df_2017_2)[6] <- "Albañilería"
names(df_2017_2)[9] <- "Tabique forrado"
names(df_2017_2)[12] <- "Tabique sin forro"
names(df_2017_2)[15] <- "Adobe"
names(df_2017_2)[18] <- "Materiales precarios"
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Hormigón | anio.x | unlist.c..y | Albañilería | anio.y | unlist.c..x.1 | Tabique forrado | anio.x.1 | unlist.c..y.1 | Tabique sin forro | anio.y.1 | unlist.c..x.2 | Adobe | anio.x.2 | unlist.c..y.2 | Materiales precarios | anio.y.2 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 20712 | 2017 | 2 | 24336 | 2017 | 3 | 7275 | 2017 | 4 | 2774 | 2017 | 5 | 84 | 2017 | 6 | 345 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 6116 | 2017 | 2 | 15902 | 2017 | 3 | 2929 | 2017 | 4 | 2804 | 2017 | 5 | 49 | 2017 | 6 | 503 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 335 | 2017 | 2 | 2329 | 2017 | 3 | 804 | 2017 | 4 | 448 | 2017 | 5 | 80 | 2017 | 6 | 74 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 25 | 2017 | 2 | 252 | 2017 | 3 | 77 | 2017 | 4 | 84 | 2017 | 5 | 28 | 2017 | 6 | 1 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 6 | 2017 | 2 | 48 | 2017 | 3 | 10 | 2017 | 4 | 6 | 2017 | 5 | 393 | 2017 | 6 | 2 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 109 | 2017 | 2 | 267 | 2017 | 3 | 261 | 2017 | 4 | 210 | 2017 | 5 | 59 | 2017 | 6 | 33 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 155 | 2017 | 2 | 675 | 2017 | 3 | 396 | 2017 | 4 | 208 | 2017 | 5 | 144 | 2017 | 6 | 21 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 38456 | 2017 | 2 | 49324 | 2017 | 3 | 5509 | 2017 | 4 | 4020 | 2017 | 5 | 230 | 2017 | 6 | 452 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 760 | 2017 | 2 | 1615 | 2017 | 3 | 407 | 2017 | 4 | 213 | 2017 | 5 | 1 | 2017 | 6 | 42 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 34 | 2017 | 2 | 123 | 2017 | 3 | 107 | 2017 | 4 | 58 | 2017 | 5 | 9 | 2017 | 6 | 9 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 390 | 2017 | 2 | 1642 | 2017 | 3 | 922 | 2017 | 4 | 461 | 2017 | 5 | 13 | 2017 | 6 | 54 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 12878 | 2017 | 2 | 26196 | 2017 | 3 | 3076 | 2017 | 4 | 1234 | 2017 | 5 | 2121 | 2017 | 6 | 426 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02203 | 1 | 110 | 2017 | 2 | 1379 | 2017 | 3 | 341 | 2017 | 4 | 135 | 2017 | 5 | 849 | 2017 | 6 | 32 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 1770 | 2017 | 2 | 3781 | 2017 | 3 | 1645 | 2017 | 4 | 479 | 2017 | 5 | 26 | 2017 | 6 | 69 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 487 | 2017 | 2 | 681 | 2017 | 3 | 104 | 2017 | 4 | 31 | 2017 | 5 | 96 | 2017 | 6 | 14 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 7261 | 2017 | 2 | 27532 | 2017 | 3 | 5002 | 2017 | 4 | 3047 | 2017 | 5 | 2154 | 2017 | 6 | 326 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 754 | 2017 | 2 | 2984 | 2017 | 3 | 1195 | 2017 | 4 | 556 | 2017 | 5 | 46 | 2017 | 6 | 57 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 156 | 2017 | 2 | 1593 | 2017 | 3 | 897 | 2017 | 4 | 683 | 2017 | 5 | 426 | 2017 | 6 | 36 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 322 | 2017 | 2 | 1799 | 2017 | 3 | 1092 | 2017 | 4 | 356 | 2017 | 5 | 12 | 2017 | 6 | 95 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 381 | 2017 | 2 | 2594 | 2017 | 3 | 898 | 2017 | 4 | 278 | 2017 | 5 | 285 | 2017 | 6 | 53 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 2890 | 2017 | 2 | 8321 | 2017 | 3 | 2398 | 2017 | 4 | 1071 | 2017 | 5 | 809 | 2017 | 6 | 186 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 109 | 2017 | 2 | 681 | 2017 | 3 | 354 | 2017 | 4 | 207 | 2017 | 5 | 371 | 2017 | 6 | 21 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 205 | 2017 | 2 | 1048 | 2017 | 3 | 520 | 2017 | 4 | 323 | 2017 | 5 | 122 | 2017 | 6 | 31 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 443 | 2017 | 2 | 1745 | 2017 | 3 | 656 | 2017 | 4 | 396 | 2017 | 5 | 56 | 2017 | 6 | 34 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 17806 | 2017 | 2 | 38758 | 2017 | 3 | 6898 | 2017 | 4 | 2191 | 2017 | 5 | 1500 | 2017 | 6 | 120 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 12907 | 2017 | 2 | 42531 | 2017 | 3 | 7174 | 2017 | 4 | 2381 | 2017 | 5 | 2218 | 2017 | 6 | 165 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 159 | 2017 | 2 | 1638 | 2017 | 3 | 685 | 2017 | 4 | 292 | 2017 | 5 | 665 | 2017 | 6 | 22 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 48 | 2017 | 2 | 260 | 2017 | 3 | 758 | 2017 | 4 | 282 | 2017 | 5 | 84 | 2017 | 6 | 24 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 59 | 2017 | 2 | 601 | 2017 | 3 | 334 | 2017 | 4 | 161 | 2017 | 5 | 428 | 2017 | 6 | 13 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 615 | 2017 | 2 | 5016 | 2017 | 3 | 1474 | 2017 | 4 | 602 | 2017 | 5 | 953 | 2017 | 6 | 51 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 513 | 2017 | 2 | 5654 | 2017 | 3 | 2652 | 2017 | 4 | 965 | 2017 | 5 | 334 | 2017 | 6 | 21 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 56 | 2017 | 2 | 1261 | 2017 | 3 | 893 | 2017 | 4 | 437 | 2017 | 5 | 715 | 2017 | 6 | 19 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 478 | 2017 | 2 | 3840 | 2017 | 3 | 1980 | 2017 | 4 | 643 | 2017 | 5 | 252 | 2017 | 6 | 11 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 353 | 2017 | 2 | 4890 | 2017 | 3 | 2177 | 2017 | 4 | 883 | 2017 | 5 | 331 | 2017 | 6 | 53 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 3009 | 2017 | 2 | 22930 | 2017 | 3 | 4667 | 2017 | 4 | 2250 | 2017 | 5 | 1591 | 2017 | 6 | 105 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 103 | 2017 | 2 | 2329 | 2017 | 3 | 859 | 2017 | 4 | 477 | 2017 | 5 | 1058 | 2017 | 6 | 40 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 303 | 2017 | 2 | 4600 | 2017 | 3 | 2351 | 2017 | 4 | 1369 | 2017 | 5 | 1512 | 2017 | 6 | 65 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 79 | 2017 | 2 | 1966 | 2017 | 3 | 785 | 2017 | 4 | 513 | 2017 | 5 | 359 | 2017 | 6 | 37 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 37 | 2017 | 2 | 720 | 2017 | 3 | 269 | 2017 | 4 | 93 | 2017 | 5 | 547 | 2017 | 6 | 14 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 26845 | 2017 | 2 | 31147 | 2017 | 3 | 23038 | 2017 | 4 | 6331 | 2017 | 5 | 8862 | 2017 | 6 | 983 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 772 | 2017 | 2 | 3902 | 2017 | 3 | 2911 | 2017 | 4 | 743 | 2017 | 5 | 301 | 2017 | 6 | 33 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 4917 | 2017 | 2 | 3767 | 2017 | 3 | 4184 | 2017 | 4 | 731 | 2017 | 5 | 42 | 2017 | 6 | 24 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 4 | 2017 | 2 | 6 | 2017 | 3 | 311 | 2017 | 4 | 27 | 2017 | 5 | 1 | 2017 | 6 | 2 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 397 | 2017 | 2 | 1544 | 2017 | 3 | 3488 | 2017 | 4 | 820 | 2017 | 5 | 75 | 2017 | 6 | 26 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 1573 | 2017 | 2 | 3819 | 2017 | 3 | 3831 | 2017 | 4 | 1024 | 2017 | 5 | 69 | 2017 | 6 | 38 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 48422 | 2017 | 2 | 36723 | 2017 | 3 | 22227 | 2017 | 4 | 5973 | 2017 | 5 | 1888 | 2017 | 6 | 576 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 278 | 2017 | 2 | 662 | 2017 | 3 | 1295 | 2017 | 4 | 162 | 2017 | 5 | 14 | 2017 | 6 | 23 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 3264 | 2017 | 2 | 14216 | 2017 | 3 | 1522 | 2017 | 4 | 460 | 2017 | 5 | 1019 | 2017 | 6 | 44 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 514 | 2017 | 2 | 2676 | 2017 | 3 | 790 | 2017 | 4 | 306 | 2017 | 5 | 355 | 2017 | 6 | 10 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
| 05303 | 1 | 250 | 2017 | 2 | 2024 | 2017 | 3 | 496 | 2017 | 4 | 167 | 2017 | 5 | 202 | 2017 | 6 | 8 | 2017 | Rinconada | 281633.2 | 2017 | 5303 | 10207 | 2874630315 |
1.2.5 Correlaciones
my_data <- df_2017_2[, c(3,6,9,12,15,18,25)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
1.3 Pregunta P03B: Material en la cubierta del techo
1 Tejas o tejuelas de arcilla, metálicas, de cemento, de madera, asfálticas o plásticas
2 Losa hormigón
3 Planchas metálicas de zinc, cobre, etc. o fibrocemento (tipo pizarreño)
4 Fonolita o plancha de fieltro embreado
5 Paja, coirón, totora o caña
6 Materiales precarios (lata, cartón, plásticos, etc.)
7 Sin cubierta sólida de techo
98 No aplica
99 Missing
1.3.1 Cálculo de frecuencias
Leemos las respuestas a la pregunta P03B del censo de viviendas 2017 y obtenemos la tabla de frecuencias por categoría de respuesta:
b <- tabla_con_clave$COMUNA
c <- tabla_con_clave$P03B
cross_tab = xtabs( ~ unlist(b) + unlist(c))
tabla <- as.data.frame(cross_tab)
d <-tabla[!(tabla$Freq == 0),]
d$anio <- "2017"
d_t <- filter(d,d$unlist.c. == 1)
for(i in 2:7){
d_i <- filter(d,d$unlist.c. == i)
d_t = merge( x = d_t, y = d_i, by = "unlist.b.", all.x = TRUE)
}tablamadre <- head(d_t,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.b. | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c. | Freq | anio |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1101 | 1 | 15518 | 2017 | 2 | 17268 | 2017 | 3 | 21126 | 2017 | 4 | 651 | 2017 | 5 | 43 | 2017 | 6 | 590 | 2017 | 7 | 182 | 2017 |
| 1107 | 1 | 7463 | 2017 | 2 | 7673 | 2017 | 3 | 11776 | 2017 | 4 | 344 | 2017 | 5 | 18 | 2017 | 6 | 733 | 2017 | 7 | 190 | 2017 |
| 1401 | 1 | 933 | 2017 | 2 | 112 | 2017 | 3 | 2762 | 2017 | 4 | 75 | 2017 | 5 | 18 | 2017 | 6 | 124 | 2017 | 7 | 32 | 2017 |
| 1402 | 1 | 82 | 2017 | 2 | 6 | 2017 | 3 | 369 | 2017 | 4 | 5 | 2017 | 5 | 1 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 |
| 1403 | 1 | 41 | 2017 | 2 | 3 | 2017 | 3 | 344 | 2017 | 4 | 2 | 2017 | 5 | 69 | 2017 | 6 | 3 | 2017 | NA | NA | NA |
| 1404 | 1 | 205 | 2017 | 2 | 13 | 2017 | 3 | 620 | 2017 | 4 | 20 | 2017 | 5 | 9 | 2017 | 6 | 62 | 2017 | 7 | 8 | 2017 |
| 1405 | 1 | 368 | 2017 | 2 | 42 | 2017 | 3 | 1085 | 2017 | 4 | 20 | 2017 | 5 | 40 | 2017 | 6 | 36 | 2017 | 7 | 2 | 2017 |
| 2101 | 1 | 28222 | 2017 | 2 | 30665 | 2017 | 3 | 37231 | 2017 | 4 | 674 | 2017 | 5 | 20 | 2017 | 6 | 715 | 2017 | 7 | 137 | 2017 |
| 2102 | 1 | 753 | 2017 | 2 | 599 | 2017 | 3 | 1602 | 2017 | 4 | 33 | 2017 | 5 | 1 | 2017 | 6 | 34 | 2017 | 7 | 7 | 2017 |
| 2103 | 1 | 48 | 2017 | 2 | 5 | 2017 | 3 | 285 | 2017 | 4 | 1 | 2017 | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA |
| 2104 | 1 | 701 | 2017 | 2 | 72 | 2017 | 3 | 2574 | 2017 | 4 | 18 | 2017 | NA | NA | NA | 6 | 66 | 2017 | 7 | 22 | 2017 |
| 2201 | 1 | 15078 | 2017 | 2 | 3796 | 2017 | 3 | 25641 | 2017 | 4 | 422 | 2017 | 5 | 44 | 2017 | 6 | 661 | 2017 | 7 | 103 | 2017 |
| 2202 | 1 | 20 | 2017 | NA | NA | NA | 3 | 67 | 2017 | NA | NA | NA | 5 | 4 | 2017 | 6 | 3 | 2017 | NA | NA | NA |
| 2203 | 1 | 424 | 2017 | 2 | 13 | 2017 | 3 | 2094 | 2017 | 4 | 33 | 2017 | 5 | 220 | 2017 | 6 | 54 | 2017 | 7 | 1 | 2017 |
| 2301 | 1 | 2406 | 2017 | 2 | 906 | 2017 | 3 | 4218 | 2017 | 4 | 77 | 2017 | NA | NA | NA | 6 | 97 | 2017 | 7 | 32 | 2017 |
| 2302 | 1 | 410 | 2017 | 2 | 4 | 2017 | 3 | 963 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | 6 | 23 | 2017 | 7 | 3 | 2017 |
| 3101 | 1 | 8019 | 2017 | 2 | 3664 | 2017 | 3 | 32996 | 2017 | 4 | 222 | 2017 | 5 | 29 | 2017 | 6 | 216 | 2017 | 7 | 40 | 2017 |
| 3102 | 1 | 1014 | 2017 | 2 | 79 | 2017 | 3 | 4371 | 2017 | 4 | 32 | 2017 | 5 | 15 | 2017 | 6 | 52 | 2017 | 7 | 16 | 2017 |
| 3103 | 1 | 239 | 2017 | 2 | 5 | 2017 | 3 | 3488 | 2017 | 4 | 12 | 2017 | 5 | 16 | 2017 | 6 | 13 | 2017 | 7 | 5 | 2017 |
| 3201 | 1 | 229 | 2017 | 2 | 71 | 2017 | 3 | 3267 | 2017 | 4 | 31 | 2017 | 5 | 3 | 2017 | 6 | 59 | 2017 | 7 | 5 | 2017 |
| 3202 | 1 | 646 | 2017 | 2 | 670 | 2017 | 3 | 3111 | 2017 | 4 | 5 | 2017 | 5 | 1 | 2017 | 6 | 29 | 2017 | 7 | 5 | 2017 |
| 3301 | 1 | 4699 | 2017 | 2 | 318 | 2017 | 3 | 10268 | 2017 | 4 | 98 | 2017 | 5 | 30 | 2017 | 6 | 181 | 2017 | 7 | 35 | 2017 |
| 3302 | 1 | 214 | 2017 | 2 | 1 | 2017 | 3 | 1445 | 2017 | 4 | 13 | 2017 | 5 | 31 | 2017 | 6 | 27 | 2017 | 7 | 7 | 2017 |
| 3303 | 1 | 315 | 2017 | 2 | 3 | 2017 | 3 | 1886 | 2017 | 4 | 8 | 2017 | 5 | 2 | 2017 | 6 | 23 | 2017 | 7 | 3 | 2017 |
| 3304 | 1 | 531 | 2017 | 2 | 48 | 2017 | 3 | 2640 | 2017 | 4 | 33 | 2017 | 5 | 1 | 2017 | 6 | 48 | 2017 | 7 | 7 | 2017 |
| 4101 | 1 | 23191 | 2017 | 2 | 6839 | 2017 | 3 | 36623 | 2017 | 4 | 264 | 2017 | 5 | 12 | 2017 | 6 | 143 | 2017 | 7 | 42 | 2017 |
| 4102 | 1 | 19353 | 2017 | 2 | 3376 | 2017 | 3 | 43825 | 2017 | 4 | 380 | 2017 | 5 | 16 | 2017 | 6 | 180 | 2017 | 7 | 49 | 2017 |
| 4103 | 1 | 420 | 2017 | 2 | 2 | 2017 | 3 | 2980 | 2017 | 4 | 29 | 2017 | 5 | 1 | 2017 | 6 | 10 | 2017 | 7 | 5 | 2017 |
| 4104 | 1 | 163 | 2017 | NA | NA | NA | 3 | 1238 | 2017 | 4 | 23 | 2017 | NA | NA | NA | 6 | 25 | 2017 | 7 | 3 | 2017 |
| 4105 | 1 | 146 | 2017 | 2 | 1 | 2017 | 3 | 1424 | 2017 | 4 | 4 | 2017 | 5 | 2 | 2017 | 6 | 8 | 2017 | 7 | 4 | 2017 |
| 4106 | 1 | 981 | 2017 | 2 | 26 | 2017 | 3 | 7609 | 2017 | 4 | 27 | 2017 | 5 | 4 | 2017 | 6 | 37 | 2017 | 7 | 9 | 2017 |
| 4201 | 1 | 696 | 2017 | 2 | 75 | 2017 | 3 | 9311 | 2017 | 4 | 20 | 2017 | NA | NA | NA | 6 | 18 | 2017 | 7 | 5 | 2017 |
| 4202 | 1 | 122 | 2017 | 2 | 4 | 2017 | 3 | 3223 | 2017 | 4 | 6 | 2017 | 5 | 6 | 2017 | 6 | 6 | 2017 | 7 | 9 | 2017 |
| 4203 | 1 | 945 | 2017 | 2 | 14 | 2017 | 3 | 6188 | 2017 | 4 | 25 | 2017 | 5 | 2 | 2017 | 6 | 11 | 2017 | 7 | 2 | 2017 |
| 4204 | 1 | 775 | 2017 | 2 | 96 | 2017 | 3 | 7732 | 2017 | 4 | 18 | 2017 | 5 | 2 | 2017 | 6 | 24 | 2017 | 7 | 8 | 2017 |
| 4301 | 1 | 5460 | 2017 | 2 | 755 | 2017 | 3 | 27922 | 2017 | 4 | 179 | 2017 | 5 | 14 | 2017 | 6 | 105 | 2017 | 7 | 22 | 2017 |
| 4302 | 1 | 217 | 2017 | 2 | 2 | 2017 | 3 | 4603 | 2017 | 4 | 7 | 2017 | 5 | 3 | 2017 | 6 | 12 | 2017 | 7 | 9 | 2017 |
| 4303 | 1 | 586 | 2017 | 2 | 14 | 2017 | 3 | 9507 | 2017 | 4 | 29 | 2017 | 5 | 2 | 2017 | 6 | 35 | 2017 | 7 | 5 | 2017 |
| 4304 | 1 | 213 | 2017 | 2 | 6 | 2017 | 3 | 3471 | 2017 | 4 | 9 | 2017 | 5 | 1 | 2017 | 6 | 25 | 2017 | 7 | 4 | 2017 |
| 4305 | 1 | 108 | 2017 | NA | NA | NA | 3 | 1529 | 2017 | 4 | 4 | 2017 | 5 | 1 | 2017 | 6 | 30 | 2017 | NA | NA | NA |
| 5101 | 1 | 19178 | 2017 | 2 | 13731 | 2017 | 3 | 61208 | 2017 | 4 | 259 | 2017 | 5 | 17 | 2017 | 6 | 2398 | 2017 | 7 | 89 | 2017 |
| 5102 | 1 | 1525 | 2017 | 2 | 350 | 2017 | 3 | 6690 | 2017 | 4 | 31 | 2017 | NA | NA | NA | 6 | 50 | 2017 | 7 | 7 | 2017 |
| 5103 | 1 | 4320 | 2017 | 2 | 2589 | 2017 | 3 | 6576 | 2017 | 4 | 72 | 2017 | 5 | 2 | 2017 | 6 | 52 | 2017 | 7 | 4 | 2017 |
| 5104 | 1 | 45 | 2017 | NA | NA | NA | 3 | 302 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA |
| 5105 | 1 | 1369 | 2017 | 2 | 56 | 2017 | 3 | 4850 | 2017 | 4 | 35 | 2017 | 5 | 3 | 2017 | 6 | 23 | 2017 | 7 | 8 | 2017 |
| 5107 | 1 | 2717 | 2017 | 2 | 503 | 2017 | 3 | 6985 | 2017 | 4 | 49 | 2017 | 5 | 2 | 2017 | 6 | 53 | 2017 | 7 | 19 | 2017 |
| 5109 | 1 | 23960 | 2017 | 2 | 29228 | 2017 | 3 | 60722 | 2017 | 4 | 259 | 2017 | 5 | 13 | 2017 | 6 | 1061 | 2017 | 7 | 96 | 2017 |
| 5201 | 1 | 245 | 2017 | 2 | 4 | 2017 | 3 | 2159 | 2017 | 4 | 7 | 2017 | NA | NA | NA | 6 | 15 | 2017 | 7 | 1 | 2017 |
| 5301 | 1 | 5144 | 2017 | 2 | 1233 | 2017 | 3 | 13952 | 2017 | 4 | 51 | 2017 | 5 | 6 | 2017 | 6 | 56 | 2017 | 7 | 19 | 2017 |
| 5302 | 1 | 1013 | 2017 | 2 | 31 | 2017 | 3 | 3555 | 2017 | 4 | 23 | 2017 | NA | NA | NA | 6 | 14 | 2017 | 7 | 1 | 2017 |
1.3.2 Construcción de un código comunal ad-hoc
Agregamos un cero a los códigos comunales de 4 dígitos, que queda en la columna llamada código:
codigos <- d_t$
unlist.b.
rango <- seq(1:nrow(d_t))
cadena <- paste("0",codigos[rango], sep = "")
cadena <- substr(cadena,(nchar(cadena)[rango])-(4),6)
codigos <- as.data.frame(codigos)
cadena <- as.data.frame(cadena)
comuna_corr <- cbind(d_t,cadena)
comuna_corr <- comuna_corr[,-c(1),drop=FALSE]names(comuna_corr)[22] <- "código"
tablamadre <- head(comuna_corr,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c. | Freq | anio | código |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 15518 | 2017 | 2 | 17268 | 2017 | 3 | 21126 | 2017 | 4 | 651 | 2017 | 5 | 43 | 2017 | 6 | 590 | 2017 | 7 | 182 | 2017 | 01101 |
| 1 | 7463 | 2017 | 2 | 7673 | 2017 | 3 | 11776 | 2017 | 4 | 344 | 2017 | 5 | 18 | 2017 | 6 | 733 | 2017 | 7 | 190 | 2017 | 01107 |
| 1 | 933 | 2017 | 2 | 112 | 2017 | 3 | 2762 | 2017 | 4 | 75 | 2017 | 5 | 18 | 2017 | 6 | 124 | 2017 | 7 | 32 | 2017 | 01401 |
| 1 | 82 | 2017 | 2 | 6 | 2017 | 3 | 369 | 2017 | 4 | 5 | 2017 | 5 | 1 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | 01402 |
| 1 | 41 | 2017 | 2 | 3 | 2017 | 3 | 344 | 2017 | 4 | 2 | 2017 | 5 | 69 | 2017 | 6 | 3 | 2017 | NA | NA | NA | 01403 |
| 1 | 205 | 2017 | 2 | 13 | 2017 | 3 | 620 | 2017 | 4 | 20 | 2017 | 5 | 9 | 2017 | 6 | 62 | 2017 | 7 | 8 | 2017 | 01404 |
| 1 | 368 | 2017 | 2 | 42 | 2017 | 3 | 1085 | 2017 | 4 | 20 | 2017 | 5 | 40 | 2017 | 6 | 36 | 2017 | 7 | 2 | 2017 | 01405 |
| 1 | 28222 | 2017 | 2 | 30665 | 2017 | 3 | 37231 | 2017 | 4 | 674 | 2017 | 5 | 20 | 2017 | 6 | 715 | 2017 | 7 | 137 | 2017 | 02101 |
| 1 | 753 | 2017 | 2 | 599 | 2017 | 3 | 1602 | 2017 | 4 | 33 | 2017 | 5 | 1 | 2017 | 6 | 34 | 2017 | 7 | 7 | 2017 | 02102 |
| 1 | 48 | 2017 | 2 | 5 | 2017 | 3 | 285 | 2017 | 4 | 1 | 2017 | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | 02103 |
| 1 | 701 | 2017 | 2 | 72 | 2017 | 3 | 2574 | 2017 | 4 | 18 | 2017 | NA | NA | NA | 6 | 66 | 2017 | 7 | 22 | 2017 | 02104 |
| 1 | 15078 | 2017 | 2 | 3796 | 2017 | 3 | 25641 | 2017 | 4 | 422 | 2017 | 5 | 44 | 2017 | 6 | 661 | 2017 | 7 | 103 | 2017 | 02201 |
| 1 | 20 | 2017 | NA | NA | NA | 3 | 67 | 2017 | NA | NA | NA | 5 | 4 | 2017 | 6 | 3 | 2017 | NA | NA | NA | 02202 |
| 1 | 424 | 2017 | 2 | 13 | 2017 | 3 | 2094 | 2017 | 4 | 33 | 2017 | 5 | 220 | 2017 | 6 | 54 | 2017 | 7 | 1 | 2017 | 02203 |
| 1 | 2406 | 2017 | 2 | 906 | 2017 | 3 | 4218 | 2017 | 4 | 77 | 2017 | NA | NA | NA | 6 | 97 | 2017 | 7 | 32 | 2017 | 02301 |
| 1 | 410 | 2017 | 2 | 4 | 2017 | 3 | 963 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | 6 | 23 | 2017 | 7 | 3 | 2017 | 02302 |
| 1 | 8019 | 2017 | 2 | 3664 | 2017 | 3 | 32996 | 2017 | 4 | 222 | 2017 | 5 | 29 | 2017 | 6 | 216 | 2017 | 7 | 40 | 2017 | 03101 |
| 1 | 1014 | 2017 | 2 | 79 | 2017 | 3 | 4371 | 2017 | 4 | 32 | 2017 | 5 | 15 | 2017 | 6 | 52 | 2017 | 7 | 16 | 2017 | 03102 |
| 1 | 239 | 2017 | 2 | 5 | 2017 | 3 | 3488 | 2017 | 4 | 12 | 2017 | 5 | 16 | 2017 | 6 | 13 | 2017 | 7 | 5 | 2017 | 03103 |
| 1 | 229 | 2017 | 2 | 71 | 2017 | 3 | 3267 | 2017 | 4 | 31 | 2017 | 5 | 3 | 2017 | 6 | 59 | 2017 | 7 | 5 | 2017 | 03201 |
| 1 | 646 | 2017 | 2 | 670 | 2017 | 3 | 3111 | 2017 | 4 | 5 | 2017 | 5 | 1 | 2017 | 6 | 29 | 2017 | 7 | 5 | 2017 | 03202 |
| 1 | 4699 | 2017 | 2 | 318 | 2017 | 3 | 10268 | 2017 | 4 | 98 | 2017 | 5 | 30 | 2017 | 6 | 181 | 2017 | 7 | 35 | 2017 | 03301 |
| 1 | 214 | 2017 | 2 | 1 | 2017 | 3 | 1445 | 2017 | 4 | 13 | 2017 | 5 | 31 | 2017 | 6 | 27 | 2017 | 7 | 7 | 2017 | 03302 |
| 1 | 315 | 2017 | 2 | 3 | 2017 | 3 | 1886 | 2017 | 4 | 8 | 2017 | 5 | 2 | 2017 | 6 | 23 | 2017 | 7 | 3 | 2017 | 03303 |
| 1 | 531 | 2017 | 2 | 48 | 2017 | 3 | 2640 | 2017 | 4 | 33 | 2017 | 5 | 1 | 2017 | 6 | 48 | 2017 | 7 | 7 | 2017 | 03304 |
| 1 | 23191 | 2017 | 2 | 6839 | 2017 | 3 | 36623 | 2017 | 4 | 264 | 2017 | 5 | 12 | 2017 | 6 | 143 | 2017 | 7 | 42 | 2017 | 04101 |
| 1 | 19353 | 2017 | 2 | 3376 | 2017 | 3 | 43825 | 2017 | 4 | 380 | 2017 | 5 | 16 | 2017 | 6 | 180 | 2017 | 7 | 49 | 2017 | 04102 |
| 1 | 420 | 2017 | 2 | 2 | 2017 | 3 | 2980 | 2017 | 4 | 29 | 2017 | 5 | 1 | 2017 | 6 | 10 | 2017 | 7 | 5 | 2017 | 04103 |
| 1 | 163 | 2017 | NA | NA | NA | 3 | 1238 | 2017 | 4 | 23 | 2017 | NA | NA | NA | 6 | 25 | 2017 | 7 | 3 | 2017 | 04104 |
| 1 | 146 | 2017 | 2 | 1 | 2017 | 3 | 1424 | 2017 | 4 | 4 | 2017 | 5 | 2 | 2017 | 6 | 8 | 2017 | 7 | 4 | 2017 | 04105 |
| 1 | 981 | 2017 | 2 | 26 | 2017 | 3 | 7609 | 2017 | 4 | 27 | 2017 | 5 | 4 | 2017 | 6 | 37 | 2017 | 7 | 9 | 2017 | 04106 |
| 1 | 696 | 2017 | 2 | 75 | 2017 | 3 | 9311 | 2017 | 4 | 20 | 2017 | NA | NA | NA | 6 | 18 | 2017 | 7 | 5 | 2017 | 04201 |
| 1 | 122 | 2017 | 2 | 4 | 2017 | 3 | 3223 | 2017 | 4 | 6 | 2017 | 5 | 6 | 2017 | 6 | 6 | 2017 | 7 | 9 | 2017 | 04202 |
| 1 | 945 | 2017 | 2 | 14 | 2017 | 3 | 6188 | 2017 | 4 | 25 | 2017 | 5 | 2 | 2017 | 6 | 11 | 2017 | 7 | 2 | 2017 | 04203 |
| 1 | 775 | 2017 | 2 | 96 | 2017 | 3 | 7732 | 2017 | 4 | 18 | 2017 | 5 | 2 | 2017 | 6 | 24 | 2017 | 7 | 8 | 2017 | 04204 |
| 1 | 5460 | 2017 | 2 | 755 | 2017 | 3 | 27922 | 2017 | 4 | 179 | 2017 | 5 | 14 | 2017 | 6 | 105 | 2017 | 7 | 22 | 2017 | 04301 |
| 1 | 217 | 2017 | 2 | 2 | 2017 | 3 | 4603 | 2017 | 4 | 7 | 2017 | 5 | 3 | 2017 | 6 | 12 | 2017 | 7 | 9 | 2017 | 04302 |
| 1 | 586 | 2017 | 2 | 14 | 2017 | 3 | 9507 | 2017 | 4 | 29 | 2017 | 5 | 2 | 2017 | 6 | 35 | 2017 | 7 | 5 | 2017 | 04303 |
| 1 | 213 | 2017 | 2 | 6 | 2017 | 3 | 3471 | 2017 | 4 | 9 | 2017 | 5 | 1 | 2017 | 6 | 25 | 2017 | 7 | 4 | 2017 | 04304 |
| 1 | 108 | 2017 | NA | NA | NA | 3 | 1529 | 2017 | 4 | 4 | 2017 | 5 | 1 | 2017 | 6 | 30 | 2017 | NA | NA | NA | 04305 |
| 1 | 19178 | 2017 | 2 | 13731 | 2017 | 3 | 61208 | 2017 | 4 | 259 | 2017 | 5 | 17 | 2017 | 6 | 2398 | 2017 | 7 | 89 | 2017 | 05101 |
| 1 | 1525 | 2017 | 2 | 350 | 2017 | 3 | 6690 | 2017 | 4 | 31 | 2017 | NA | NA | NA | 6 | 50 | 2017 | 7 | 7 | 2017 | 05102 |
| 1 | 4320 | 2017 | 2 | 2589 | 2017 | 3 | 6576 | 2017 | 4 | 72 | 2017 | 5 | 2 | 2017 | 6 | 52 | 2017 | 7 | 4 | 2017 | 05103 |
| 1 | 45 | 2017 | NA | NA | NA | 3 | 302 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | 05104 |
| 1 | 1369 | 2017 | 2 | 56 | 2017 | 3 | 4850 | 2017 | 4 | 35 | 2017 | 5 | 3 | 2017 | 6 | 23 | 2017 | 7 | 8 | 2017 | 05105 |
| 1 | 2717 | 2017 | 2 | 503 | 2017 | 3 | 6985 | 2017 | 4 | 49 | 2017 | 5 | 2 | 2017 | 6 | 53 | 2017 | 7 | 19 | 2017 | 05107 |
| 1 | 23960 | 2017 | 2 | 29228 | 2017 | 3 | 60722 | 2017 | 4 | 259 | 2017 | 5 | 13 | 2017 | 6 | 1061 | 2017 | 7 | 96 | 2017 | 05109 |
| 1 | 245 | 2017 | 2 | 4 | 2017 | 3 | 2159 | 2017 | 4 | 7 | 2017 | NA | NA | NA | 6 | 15 | 2017 | 7 | 1 | 2017 | 05201 |
| 1 | 5144 | 2017 | 2 | 1233 | 2017 | 3 | 13952 | 2017 | 4 | 51 | 2017 | 5 | 6 | 2017 | 6 | 56 | 2017 | 7 | 19 | 2017 | 05301 |
| 1 | 1013 | 2017 | 2 | 31 | 2017 | 3 | 3555 | 2017 | 4 | 23 | 2017 | NA | NA | NA | 6 | 14 | 2017 | 7 | 1 | 2017 | 05302 |
1.3.3 Unión con los ingresos comunales expandidos
Hacemos la unión con los ingresos promedio comunales expandidos:
ingresos_expandidos_2017 <- readRDS("../ingresos_expandidos_17.rds")
df_2017_2 = merge( x = comuna_corr, y = ingresos_expandidos_2017, by = "código", all.x = TRUE)
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c. | Freq | anio | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 15518 | 2017 | 2 | 17268 | 2017 | 3 | 21126 | 2017 | 4 | 651 | 2017 | 5 | 43 | 2017 | 6 | 590 | 2017 | 7 | 182 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 7463 | 2017 | 2 | 7673 | 2017 | 3 | 11776 | 2017 | 4 | 344 | 2017 | 5 | 18 | 2017 | 6 | 733 | 2017 | 7 | 190 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 933 | 2017 | 2 | 112 | 2017 | 3 | 2762 | 2017 | 4 | 75 | 2017 | 5 | 18 | 2017 | 6 | 124 | 2017 | 7 | 32 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 82 | 2017 | 2 | 6 | 2017 | 3 | 369 | 2017 | 4 | 5 | 2017 | 5 | 1 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 41 | 2017 | 2 | 3 | 2017 | 3 | 344 | 2017 | 4 | 2 | 2017 | 5 | 69 | 2017 | 6 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 205 | 2017 | 2 | 13 | 2017 | 3 | 620 | 2017 | 4 | 20 | 2017 | 5 | 9 | 2017 | 6 | 62 | 2017 | 7 | 8 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 368 | 2017 | 2 | 42 | 2017 | 3 | 1085 | 2017 | 4 | 20 | 2017 | 5 | 40 | 2017 | 6 | 36 | 2017 | 7 | 2 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 28222 | 2017 | 2 | 30665 | 2017 | 3 | 37231 | 2017 | 4 | 674 | 2017 | 5 | 20 | 2017 | 6 | 715 | 2017 | 7 | 137 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 753 | 2017 | 2 | 599 | 2017 | 3 | 1602 | 2017 | 4 | 33 | 2017 | 5 | 1 | 2017 | 6 | 34 | 2017 | 7 | 7 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 48 | 2017 | 2 | 5 | 2017 | 3 | 285 | 2017 | 4 | 1 | 2017 | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 701 | 2017 | 2 | 72 | 2017 | 3 | 2574 | 2017 | 4 | 18 | 2017 | NA | NA | NA | 6 | 66 | 2017 | 7 | 22 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 15078 | 2017 | 2 | 3796 | 2017 | 3 | 25641 | 2017 | 4 | 422 | 2017 | 5 | 44 | 2017 | 6 | 661 | 2017 | 7 | 103 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 20 | 2017 | NA | NA | NA | 3 | 67 | 2017 | NA | NA | NA | 5 | 4 | 2017 | 6 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 424 | 2017 | 2 | 13 | 2017 | 3 | 2094 | 2017 | 4 | 33 | 2017 | 5 | 220 | 2017 | 6 | 54 | 2017 | 7 | 1 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 2406 | 2017 | 2 | 906 | 2017 | 3 | 4218 | 2017 | 4 | 77 | 2017 | NA | NA | NA | 6 | 97 | 2017 | 7 | 32 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 410 | 2017 | 2 | 4 | 2017 | 3 | 963 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | 6 | 23 | 2017 | 7 | 3 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 8019 | 2017 | 2 | 3664 | 2017 | 3 | 32996 | 2017 | 4 | 222 | 2017 | 5 | 29 | 2017 | 6 | 216 | 2017 | 7 | 40 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 1014 | 2017 | 2 | 79 | 2017 | 3 | 4371 | 2017 | 4 | 32 | 2017 | 5 | 15 | 2017 | 6 | 52 | 2017 | 7 | 16 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 239 | 2017 | 2 | 5 | 2017 | 3 | 3488 | 2017 | 4 | 12 | 2017 | 5 | 16 | 2017 | 6 | 13 | 2017 | 7 | 5 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 229 | 2017 | 2 | 71 | 2017 | 3 | 3267 | 2017 | 4 | 31 | 2017 | 5 | 3 | 2017 | 6 | 59 | 2017 | 7 | 5 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 646 | 2017 | 2 | 670 | 2017 | 3 | 3111 | 2017 | 4 | 5 | 2017 | 5 | 1 | 2017 | 6 | 29 | 2017 | 7 | 5 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 4699 | 2017 | 2 | 318 | 2017 | 3 | 10268 | 2017 | 4 | 98 | 2017 | 5 | 30 | 2017 | 6 | 181 | 2017 | 7 | 35 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 214 | 2017 | 2 | 1 | 2017 | 3 | 1445 | 2017 | 4 | 13 | 2017 | 5 | 31 | 2017 | 6 | 27 | 2017 | 7 | 7 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 315 | 2017 | 2 | 3 | 2017 | 3 | 1886 | 2017 | 4 | 8 | 2017 | 5 | 2 | 2017 | 6 | 23 | 2017 | 7 | 3 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 531 | 2017 | 2 | 48 | 2017 | 3 | 2640 | 2017 | 4 | 33 | 2017 | 5 | 1 | 2017 | 6 | 48 | 2017 | 7 | 7 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 23191 | 2017 | 2 | 6839 | 2017 | 3 | 36623 | 2017 | 4 | 264 | 2017 | 5 | 12 | 2017 | 6 | 143 | 2017 | 7 | 42 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 19353 | 2017 | 2 | 3376 | 2017 | 3 | 43825 | 2017 | 4 | 380 | 2017 | 5 | 16 | 2017 | 6 | 180 | 2017 | 7 | 49 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 420 | 2017 | 2 | 2 | 2017 | 3 | 2980 | 2017 | 4 | 29 | 2017 | 5 | 1 | 2017 | 6 | 10 | 2017 | 7 | 5 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 163 | 2017 | NA | NA | NA | 3 | 1238 | 2017 | 4 | 23 | 2017 | NA | NA | NA | 6 | 25 | 2017 | 7 | 3 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 146 | 2017 | 2 | 1 | 2017 | 3 | 1424 | 2017 | 4 | 4 | 2017 | 5 | 2 | 2017 | 6 | 8 | 2017 | 7 | 4 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 981 | 2017 | 2 | 26 | 2017 | 3 | 7609 | 2017 | 4 | 27 | 2017 | 5 | 4 | 2017 | 6 | 37 | 2017 | 7 | 9 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 696 | 2017 | 2 | 75 | 2017 | 3 | 9311 | 2017 | 4 | 20 | 2017 | NA | NA | NA | 6 | 18 | 2017 | 7 | 5 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 122 | 2017 | 2 | 4 | 2017 | 3 | 3223 | 2017 | 4 | 6 | 2017 | 5 | 6 | 2017 | 6 | 6 | 2017 | 7 | 9 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 945 | 2017 | 2 | 14 | 2017 | 3 | 6188 | 2017 | 4 | 25 | 2017 | 5 | 2 | 2017 | 6 | 11 | 2017 | 7 | 2 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 775 | 2017 | 2 | 96 | 2017 | 3 | 7732 | 2017 | 4 | 18 | 2017 | 5 | 2 | 2017 | 6 | 24 | 2017 | 7 | 8 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 5460 | 2017 | 2 | 755 | 2017 | 3 | 27922 | 2017 | 4 | 179 | 2017 | 5 | 14 | 2017 | 6 | 105 | 2017 | 7 | 22 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 217 | 2017 | 2 | 2 | 2017 | 3 | 4603 | 2017 | 4 | 7 | 2017 | 5 | 3 | 2017 | 6 | 12 | 2017 | 7 | 9 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 586 | 2017 | 2 | 14 | 2017 | 3 | 9507 | 2017 | 4 | 29 | 2017 | 5 | 2 | 2017 | 6 | 35 | 2017 | 7 | 5 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 213 | 2017 | 2 | 6 | 2017 | 3 | 3471 | 2017 | 4 | 9 | 2017 | 5 | 1 | 2017 | 6 | 25 | 2017 | 7 | 4 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 108 | 2017 | NA | NA | NA | 3 | 1529 | 2017 | 4 | 4 | 2017 | 5 | 1 | 2017 | 6 | 30 | 2017 | NA | NA | NA | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 19178 | 2017 | 2 | 13731 | 2017 | 3 | 61208 | 2017 | 4 | 259 | 2017 | 5 | 17 | 2017 | 6 | 2398 | 2017 | 7 | 89 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 1525 | 2017 | 2 | 350 | 2017 | 3 | 6690 | 2017 | 4 | 31 | 2017 | NA | NA | NA | 6 | 50 | 2017 | 7 | 7 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 4320 | 2017 | 2 | 2589 | 2017 | 3 | 6576 | 2017 | 4 | 72 | 2017 | 5 | 2 | 2017 | 6 | 52 | 2017 | 7 | 4 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 45 | 2017 | NA | NA | NA | 3 | 302 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 1369 | 2017 | 2 | 56 | 2017 | 3 | 4850 | 2017 | 4 | 35 | 2017 | 5 | 3 | 2017 | 6 | 23 | 2017 | 7 | 8 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 2717 | 2017 | 2 | 503 | 2017 | 3 | 6985 | 2017 | 4 | 49 | 2017 | 5 | 2 | 2017 | 6 | 53 | 2017 | 7 | 19 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 23960 | 2017 | 2 | 29228 | 2017 | 3 | 60722 | 2017 | 4 | 259 | 2017 | 5 | 13 | 2017 | 6 | 1061 | 2017 | 7 | 96 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 245 | 2017 | 2 | 4 | 2017 | 3 | 2159 | 2017 | 4 | 7 | 2017 | NA | NA | NA | 6 | 15 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 5144 | 2017 | 2 | 1233 | 2017 | 3 | 13952 | 2017 | 4 | 51 | 2017 | 5 | 6 | 2017 | 6 | 56 | 2017 | 7 | 19 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 1013 | 2017 | 2 | 31 | 2017 | 3 | 3555 | 2017 | 4 | 23 | 2017 | NA | NA | NA | 6 | 14 | 2017 | 7 | 1 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
1.3.4 Renombre de columnas
names(df_2017_2)[3] <- "Tejas o tejuelas de arcilla"
names(df_2017_2)[6] <- "Losa hormigón"
names(df_2017_2)[9] <- "Planchas metálicas"
names(df_2017_2)[12] <- "Fonolita"
names(df_2017_2)[15] <- "Paja"
names(df_2017_2)[18] <- "Materiales precarios"
names(df_2017_2)[21] <- "Sin cubierta sólida"
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Tejas o tejuelas de arcilla | anio.x | unlist.c..y | Losa hormigón | anio.y | unlist.c..x.1 | Planchas metálicas | anio.x.1 | unlist.c..y.1 | Fonolita | anio.y.1 | unlist.c..x.2 | Paja | anio.x.2 | unlist.c..y.2 | Materiales precarios | anio.y.2 | unlist.c. | Sin cubierta sólida | anio | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 15518 | 2017 | 2 | 17268 | 2017 | 3 | 21126 | 2017 | 4 | 651 | 2017 | 5 | 43 | 2017 | 6 | 590 | 2017 | 7 | 182 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 7463 | 2017 | 2 | 7673 | 2017 | 3 | 11776 | 2017 | 4 | 344 | 2017 | 5 | 18 | 2017 | 6 | 733 | 2017 | 7 | 190 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 933 | 2017 | 2 | 112 | 2017 | 3 | 2762 | 2017 | 4 | 75 | 2017 | 5 | 18 | 2017 | 6 | 124 | 2017 | 7 | 32 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 82 | 2017 | 2 | 6 | 2017 | 3 | 369 | 2017 | 4 | 5 | 2017 | 5 | 1 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 41 | 2017 | 2 | 3 | 2017 | 3 | 344 | 2017 | 4 | 2 | 2017 | 5 | 69 | 2017 | 6 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 205 | 2017 | 2 | 13 | 2017 | 3 | 620 | 2017 | 4 | 20 | 2017 | 5 | 9 | 2017 | 6 | 62 | 2017 | 7 | 8 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 368 | 2017 | 2 | 42 | 2017 | 3 | 1085 | 2017 | 4 | 20 | 2017 | 5 | 40 | 2017 | 6 | 36 | 2017 | 7 | 2 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 28222 | 2017 | 2 | 30665 | 2017 | 3 | 37231 | 2017 | 4 | 674 | 2017 | 5 | 20 | 2017 | 6 | 715 | 2017 | 7 | 137 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 753 | 2017 | 2 | 599 | 2017 | 3 | 1602 | 2017 | 4 | 33 | 2017 | 5 | 1 | 2017 | 6 | 34 | 2017 | 7 | 7 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 48 | 2017 | 2 | 5 | 2017 | 3 | 285 | 2017 | 4 | 1 | 2017 | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 701 | 2017 | 2 | 72 | 2017 | 3 | 2574 | 2017 | 4 | 18 | 2017 | NA | NA | NA | 6 | 66 | 2017 | 7 | 22 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 15078 | 2017 | 2 | 3796 | 2017 | 3 | 25641 | 2017 | 4 | 422 | 2017 | 5 | 44 | 2017 | 6 | 661 | 2017 | 7 | 103 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 20 | 2017 | NA | NA | NA | 3 | 67 | 2017 | NA | NA | NA | 5 | 4 | 2017 | 6 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 424 | 2017 | 2 | 13 | 2017 | 3 | 2094 | 2017 | 4 | 33 | 2017 | 5 | 220 | 2017 | 6 | 54 | 2017 | 7 | 1 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 2406 | 2017 | 2 | 906 | 2017 | 3 | 4218 | 2017 | 4 | 77 | 2017 | NA | NA | NA | 6 | 97 | 2017 | 7 | 32 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 410 | 2017 | 2 | 4 | 2017 | 3 | 963 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | 6 | 23 | 2017 | 7 | 3 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 8019 | 2017 | 2 | 3664 | 2017 | 3 | 32996 | 2017 | 4 | 222 | 2017 | 5 | 29 | 2017 | 6 | 216 | 2017 | 7 | 40 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 1014 | 2017 | 2 | 79 | 2017 | 3 | 4371 | 2017 | 4 | 32 | 2017 | 5 | 15 | 2017 | 6 | 52 | 2017 | 7 | 16 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 239 | 2017 | 2 | 5 | 2017 | 3 | 3488 | 2017 | 4 | 12 | 2017 | 5 | 16 | 2017 | 6 | 13 | 2017 | 7 | 5 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 229 | 2017 | 2 | 71 | 2017 | 3 | 3267 | 2017 | 4 | 31 | 2017 | 5 | 3 | 2017 | 6 | 59 | 2017 | 7 | 5 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 646 | 2017 | 2 | 670 | 2017 | 3 | 3111 | 2017 | 4 | 5 | 2017 | 5 | 1 | 2017 | 6 | 29 | 2017 | 7 | 5 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 4699 | 2017 | 2 | 318 | 2017 | 3 | 10268 | 2017 | 4 | 98 | 2017 | 5 | 30 | 2017 | 6 | 181 | 2017 | 7 | 35 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 214 | 2017 | 2 | 1 | 2017 | 3 | 1445 | 2017 | 4 | 13 | 2017 | 5 | 31 | 2017 | 6 | 27 | 2017 | 7 | 7 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 315 | 2017 | 2 | 3 | 2017 | 3 | 1886 | 2017 | 4 | 8 | 2017 | 5 | 2 | 2017 | 6 | 23 | 2017 | 7 | 3 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 531 | 2017 | 2 | 48 | 2017 | 3 | 2640 | 2017 | 4 | 33 | 2017 | 5 | 1 | 2017 | 6 | 48 | 2017 | 7 | 7 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 23191 | 2017 | 2 | 6839 | 2017 | 3 | 36623 | 2017 | 4 | 264 | 2017 | 5 | 12 | 2017 | 6 | 143 | 2017 | 7 | 42 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 19353 | 2017 | 2 | 3376 | 2017 | 3 | 43825 | 2017 | 4 | 380 | 2017 | 5 | 16 | 2017 | 6 | 180 | 2017 | 7 | 49 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 420 | 2017 | 2 | 2 | 2017 | 3 | 2980 | 2017 | 4 | 29 | 2017 | 5 | 1 | 2017 | 6 | 10 | 2017 | 7 | 5 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 163 | 2017 | NA | NA | NA | 3 | 1238 | 2017 | 4 | 23 | 2017 | NA | NA | NA | 6 | 25 | 2017 | 7 | 3 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 146 | 2017 | 2 | 1 | 2017 | 3 | 1424 | 2017 | 4 | 4 | 2017 | 5 | 2 | 2017 | 6 | 8 | 2017 | 7 | 4 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 981 | 2017 | 2 | 26 | 2017 | 3 | 7609 | 2017 | 4 | 27 | 2017 | 5 | 4 | 2017 | 6 | 37 | 2017 | 7 | 9 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 696 | 2017 | 2 | 75 | 2017 | 3 | 9311 | 2017 | 4 | 20 | 2017 | NA | NA | NA | 6 | 18 | 2017 | 7 | 5 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 122 | 2017 | 2 | 4 | 2017 | 3 | 3223 | 2017 | 4 | 6 | 2017 | 5 | 6 | 2017 | 6 | 6 | 2017 | 7 | 9 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 945 | 2017 | 2 | 14 | 2017 | 3 | 6188 | 2017 | 4 | 25 | 2017 | 5 | 2 | 2017 | 6 | 11 | 2017 | 7 | 2 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 775 | 2017 | 2 | 96 | 2017 | 3 | 7732 | 2017 | 4 | 18 | 2017 | 5 | 2 | 2017 | 6 | 24 | 2017 | 7 | 8 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 5460 | 2017 | 2 | 755 | 2017 | 3 | 27922 | 2017 | 4 | 179 | 2017 | 5 | 14 | 2017 | 6 | 105 | 2017 | 7 | 22 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 217 | 2017 | 2 | 2 | 2017 | 3 | 4603 | 2017 | 4 | 7 | 2017 | 5 | 3 | 2017 | 6 | 12 | 2017 | 7 | 9 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 586 | 2017 | 2 | 14 | 2017 | 3 | 9507 | 2017 | 4 | 29 | 2017 | 5 | 2 | 2017 | 6 | 35 | 2017 | 7 | 5 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 213 | 2017 | 2 | 6 | 2017 | 3 | 3471 | 2017 | 4 | 9 | 2017 | 5 | 1 | 2017 | 6 | 25 | 2017 | 7 | 4 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 108 | 2017 | NA | NA | NA | 3 | 1529 | 2017 | 4 | 4 | 2017 | 5 | 1 | 2017 | 6 | 30 | 2017 | NA | NA | NA | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 19178 | 2017 | 2 | 13731 | 2017 | 3 | 61208 | 2017 | 4 | 259 | 2017 | 5 | 17 | 2017 | 6 | 2398 | 2017 | 7 | 89 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 1525 | 2017 | 2 | 350 | 2017 | 3 | 6690 | 2017 | 4 | 31 | 2017 | NA | NA | NA | 6 | 50 | 2017 | 7 | 7 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 4320 | 2017 | 2 | 2589 | 2017 | 3 | 6576 | 2017 | 4 | 72 | 2017 | 5 | 2 | 2017 | 6 | 52 | 2017 | 7 | 4 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 45 | 2017 | NA | NA | NA | 3 | 302 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 1369 | 2017 | 2 | 56 | 2017 | 3 | 4850 | 2017 | 4 | 35 | 2017 | 5 | 3 | 2017 | 6 | 23 | 2017 | 7 | 8 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 2717 | 2017 | 2 | 503 | 2017 | 3 | 6985 | 2017 | 4 | 49 | 2017 | 5 | 2 | 2017 | 6 | 53 | 2017 | 7 | 19 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 23960 | 2017 | 2 | 29228 | 2017 | 3 | 60722 | 2017 | 4 | 259 | 2017 | 5 | 13 | 2017 | 6 | 1061 | 2017 | 7 | 96 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 245 | 2017 | 2 | 4 | 2017 | 3 | 2159 | 2017 | 4 | 7 | 2017 | NA | NA | NA | 6 | 15 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 5144 | 2017 | 2 | 1233 | 2017 | 3 | 13952 | 2017 | 4 | 51 | 2017 | 5 | 6 | 2017 | 6 | 56 | 2017 | 7 | 19 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 1013 | 2017 | 2 | 31 | 2017 | 3 | 3555 | 2017 | 4 | 23 | 2017 | NA | NA | NA | 6 | 14 | 2017 | 7 | 1 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
1.3.5 Correlaciones
my_data <- df_2017_2[, c(3,6,9,12,15,18,21,28)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
1.4 Pregunta P03C: Material de construcción del piso
1 Parquet, piso flotante, cerámico, madera, alfombra, flexit, cubrepiso u otro similar, sobre radier o vigas de madera
2 Radier sin revestimiento
3 Baldosa de cemento
4 Capa de cemento sobre tierra
5 Tierra
1.4.1 Cálculo de frecuencias
Leemos las respuestas a la pregunta P03C del censo de viviendas 2017 y obtenemos la tabla de frecuencias por categoría de respuesta:
b <- tabla_con_clave$COMUNA
c <- tabla_con_clave$P03C
cross_tab = xtabs( ~ unlist(b) + unlist(c))
tabla <- as.data.frame(cross_tab)
d <-tabla[!(tabla$Freq == 0),]
d$anio <- "2017"
d_t <- filter(d,d$unlist.c. == 1)
for(i in 2:5){
d_i <- filter(d,d$unlist.c. == i)
d_t = merge( x = d_t, y = d_i, by = "unlist.b.", all.x = TRUE)
}tablamadre <- head(d_t,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.b. | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c. | Freq | anio |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1101 | 1 | 50233 | 2017 | 2 | 1133 | 2017 | 3 | 2576 | 2017 | 4 | 952 | 2017 | 5 | 336 | 2017 |
| 1107 | 1 | 21459 | 2017 | 2 | 1493 | 2017 | 3 | 2481 | 2017 | 4 | 1476 | 2017 | 5 | 1222 | 2017 |
| 1401 | 1 | 2741 | 2017 | 2 | 484 | 2017 | 3 | 392 | 2017 | 4 | 258 | 2017 | 5 | 172 | 2017 |
| 1402 | 1 | 250 | 2017 | 2 | 58 | 2017 | 3 | 47 | 2017 | 4 | 93 | 2017 | 5 | 21 | 2017 |
| 1403 | 1 | 55 | 2017 | 2 | 63 | 2017 | 3 | 47 | 2017 | 4 | 116 | 2017 | 5 | 174 | 2017 |
| 1404 | 1 | 450 | 2017 | 2 | 162 | 2017 | 3 | 102 | 2017 | 4 | 104 | 2017 | 5 | 121 | 2017 |
| 1405 | 1 | 1103 | 2017 | 2 | 187 | 2017 | 3 | 159 | 2017 | 4 | 99 | 2017 | 5 | 37 | 2017 |
| 2101 | 1 | 87357 | 2017 | 2 | 3156 | 2017 | 3 | 4380 | 2017 | 4 | 1619 | 2017 | 5 | 946 | 2017 |
| 2102 | 1 | 2512 | 2017 | 2 | 195 | 2017 | 3 | 174 | 2017 | 4 | 106 | 2017 | 5 | 31 | 2017 |
| 2103 | 1 | 284 | 2017 | 2 | 29 | 2017 | 3 | 9 | 2017 | 4 | 15 | 2017 | 5 | 5 | 2017 |
| 2104 | 1 | 2756 | 2017 | 2 | 184 | 2017 | 3 | 199 | 2017 | 4 | 178 | 2017 | 5 | 136 | 2017 |
| 2201 | 1 | 40000 | 2017 | 2 | 1443 | 2017 | 3 | 2819 | 2017 | 4 | 914 | 2017 | 5 | 462 | 2017 |
| 2202 | 1 | 71 | 2017 | 2 | 13 | 2017 | 3 | 3 | 2017 | 4 | 4 | 2017 | 5 | 3 | 2017 |
| 2203 | 1 | 1704 | 2017 | 2 | 552 | 2017 | 3 | 264 | 2017 | 4 | 200 | 2017 | 5 | 115 | 2017 |
| 2301 | 1 | 7018 | 2017 | 2 | 137 | 2017 | 3 | 413 | 2017 | 4 | 102 | 2017 | 5 | 68 | 2017 |
| 2302 | 1 | 1331 | 2017 | 2 | 18 | 2017 | 3 | 32 | 2017 | 4 | 17 | 2017 | 5 | 15 | 2017 |
| 3101 | 1 | 40177 | 2017 | 2 | 1118 | 2017 | 3 | 1781 | 2017 | 4 | 1355 | 2017 | 5 | 576 | 2017 |
| 3102 | 1 | 4599 | 2017 | 2 | 305 | 2017 | 3 | 316 | 2017 | 4 | 280 | 2017 | 5 | 95 | 2017 |
| 3103 | 1 | 2905 | 2017 | 2 | 120 | 2017 | 3 | 328 | 2017 | 4 | 337 | 2017 | 5 | 74 | 2017 |
| 3201 | 1 | 3193 | 2017 | 2 | 124 | 2017 | 3 | 209 | 2017 | 4 | 89 | 2017 | 5 | 40 | 2017 |
| 3202 | 1 | 4040 | 2017 | 2 | 118 | 2017 | 3 | 117 | 2017 | 4 | 135 | 2017 | 5 | 34 | 2017 |
| 3301 | 1 | 12313 | 2017 | 2 | 825 | 2017 | 3 | 1182 | 2017 | 4 | 899 | 2017 | 5 | 363 | 2017 |
| 3302 | 1 | 783 | 2017 | 2 | 260 | 2017 | 3 | 276 | 2017 | 4 | 241 | 2017 | 5 | 180 | 2017 |
| 3303 | 1 | 1592 | 2017 | 2 | 191 | 2017 | 3 | 157 | 2017 | 4 | 195 | 2017 | 5 | 111 | 2017 |
| 3304 | 1 | 2589 | 2017 | 2 | 216 | 2017 | 3 | 248 | 2017 | 4 | 150 | 2017 | 5 | 117 | 2017 |
| 4101 | 1 | 61561 | 2017 | 2 | 1285 | 2017 | 3 | 2514 | 2017 | 4 | 1322 | 2017 | 5 | 324 | 2017 |
| 4102 | 1 | 60582 | 2017 | 2 | 1640 | 2017 | 3 | 3005 | 2017 | 4 | 1501 | 2017 | 5 | 284 | 2017 |
| 4103 | 1 | 2753 | 2017 | 2 | 128 | 2017 | 3 | 214 | 2017 | 4 | 244 | 2017 | 5 | 113 | 2017 |
| 4104 | 1 | 1086 | 2017 | 2 | 70 | 2017 | 3 | 103 | 2017 | 4 | 111 | 2017 | 5 | 85 | 2017 |
| 4105 | 1 | 1050 | 2017 | 2 | 129 | 2017 | 3 | 189 | 2017 | 4 | 175 | 2017 | 5 | 52 | 2017 |
| 4106 | 1 | 6926 | 2017 | 2 | 348 | 2017 | 3 | 760 | 2017 | 4 | 492 | 2017 | 5 | 151 | 2017 |
| 4201 | 1 | 8388 | 2017 | 2 | 359 | 2017 | 3 | 636 | 2017 | 4 | 547 | 2017 | 5 | 172 | 2017 |
| 4202 | 1 | 2048 | 2017 | 2 | 272 | 2017 | 3 | 341 | 2017 | 4 | 425 | 2017 | 5 | 288 | 2017 |
| 4203 | 1 | 6291 | 2017 | 2 | 223 | 2017 | 3 | 328 | 2017 | 4 | 263 | 2017 | 5 | 71 | 2017 |
| 4204 | 1 | 6409 | 2017 | 2 | 596 | 2017 | 3 | 856 | 2017 | 4 | 648 | 2017 | 5 | 144 | 2017 |
| 4301 | 1 | 28824 | 2017 | 2 | 1046 | 2017 | 3 | 2484 | 2017 | 4 | 1511 | 2017 | 5 | 539 | 2017 |
| 4302 | 1 | 3043 | 2017 | 2 | 359 | 2017 | 3 | 510 | 2017 | 4 | 630 | 2017 | 5 | 316 | 2017 |
| 4303 | 1 | 6934 | 2017 | 2 | 685 | 2017 | 3 | 1048 | 2017 | 4 | 1080 | 2017 | 5 | 423 | 2017 |
| 4304 | 1 | 2327 | 2017 | 2 | 302 | 2017 | 3 | 383 | 2017 | 4 | 447 | 2017 | 5 | 276 | 2017 |
| 4305 | 1 | 1122 | 2017 | 2 | 90 | 2017 | 3 | 133 | 2017 | 4 | 197 | 2017 | 5 | 132 | 2017 |
| 5101 | 1 | 92766 | 2017 | 2 | 749 | 2017 | 3 | 2450 | 2017 | 4 | 866 | 2017 | 5 | 90 | 2017 |
| 5102 | 1 | 7904 | 2017 | 2 | 185 | 2017 | 3 | 333 | 2017 | 4 | 201 | 2017 | 5 | 20 | 2017 |
| 5103 | 1 | 12863 | 2017 | 2 | 177 | 2017 | 3 | 406 | 2017 | 4 | 145 | 2017 | 5 | 15 | 2017 |
| 5104 | 1 | 345 | 2017 | 2 | 2 | 2017 | 3 | 1 | 2017 | 4 | 2 | 2017 | NA | NA | NA |
| 5105 | 1 | 5566 | 2017 | 2 | 258 | 2017 | 3 | 341 | 2017 | 4 | 132 | 2017 | 5 | 31 | 2017 |
| 5107 | 1 | 9315 | 2017 | 2 | 300 | 2017 | 3 | 469 | 2017 | 4 | 209 | 2017 | 5 | 22 | 2017 |
| 5109 | 1 | 110022 | 2017 | 2 | 1173 | 2017 | 3 | 2969 | 2017 | 4 | 1154 | 2017 | 5 | 91 | 2017 |
| 5201 | 1 | 2105 | 2017 | 2 | 132 | 2017 | 3 | 124 | 2017 | 4 | 52 | 2017 | 5 | 10 | 2017 |
| 5301 | 1 | 18579 | 2017 | 2 | 249 | 2017 | 3 | 1289 | 2017 | 4 | 261 | 2017 | 5 | 33 | 2017 |
| 5302 | 1 | 3969 | 2017 | 2 | 173 | 2017 | 3 | 316 | 2017 | 4 | 138 | 2017 | 5 | 22 | 2017 |
1.4.2 Construcción de un código comunal ad-hoc
Agregamos un cero a los códigos comunales de 4 dígitos, que queda en la columna llamada código:
codigos <- d_t$
unlist.b.
rango <- seq(1:nrow(d_t))
cadena <- paste("0",codigos[rango], sep = "")
cadena <- substr(cadena,(nchar(cadena)[rango])-(4),6)
codigos <- as.data.frame(codigos)
cadena <- as.data.frame(cadena)
comuna_corr <- cbind(d_t,cadena)
comuna_corr <- comuna_corr[,-c(1),drop=FALSE]names(comuna_corr)[16] <- "código"
tablamadre <- head(comuna_corr,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c. | Freq | anio | código |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 50233 | 2017 | 2 | 1133 | 2017 | 3 | 2576 | 2017 | 4 | 952 | 2017 | 5 | 336 | 2017 | 01101 |
| 1 | 21459 | 2017 | 2 | 1493 | 2017 | 3 | 2481 | 2017 | 4 | 1476 | 2017 | 5 | 1222 | 2017 | 01107 |
| 1 | 2741 | 2017 | 2 | 484 | 2017 | 3 | 392 | 2017 | 4 | 258 | 2017 | 5 | 172 | 2017 | 01401 |
| 1 | 250 | 2017 | 2 | 58 | 2017 | 3 | 47 | 2017 | 4 | 93 | 2017 | 5 | 21 | 2017 | 01402 |
| 1 | 55 | 2017 | 2 | 63 | 2017 | 3 | 47 | 2017 | 4 | 116 | 2017 | 5 | 174 | 2017 | 01403 |
| 1 | 450 | 2017 | 2 | 162 | 2017 | 3 | 102 | 2017 | 4 | 104 | 2017 | 5 | 121 | 2017 | 01404 |
| 1 | 1103 | 2017 | 2 | 187 | 2017 | 3 | 159 | 2017 | 4 | 99 | 2017 | 5 | 37 | 2017 | 01405 |
| 1 | 87357 | 2017 | 2 | 3156 | 2017 | 3 | 4380 | 2017 | 4 | 1619 | 2017 | 5 | 946 | 2017 | 02101 |
| 1 | 2512 | 2017 | 2 | 195 | 2017 | 3 | 174 | 2017 | 4 | 106 | 2017 | 5 | 31 | 2017 | 02102 |
| 1 | 284 | 2017 | 2 | 29 | 2017 | 3 | 9 | 2017 | 4 | 15 | 2017 | 5 | 5 | 2017 | 02103 |
| 1 | 2756 | 2017 | 2 | 184 | 2017 | 3 | 199 | 2017 | 4 | 178 | 2017 | 5 | 136 | 2017 | 02104 |
| 1 | 40000 | 2017 | 2 | 1443 | 2017 | 3 | 2819 | 2017 | 4 | 914 | 2017 | 5 | 462 | 2017 | 02201 |
| 1 | 71 | 2017 | 2 | 13 | 2017 | 3 | 3 | 2017 | 4 | 4 | 2017 | 5 | 3 | 2017 | 02202 |
| 1 | 1704 | 2017 | 2 | 552 | 2017 | 3 | 264 | 2017 | 4 | 200 | 2017 | 5 | 115 | 2017 | 02203 |
| 1 | 7018 | 2017 | 2 | 137 | 2017 | 3 | 413 | 2017 | 4 | 102 | 2017 | 5 | 68 | 2017 | 02301 |
| 1 | 1331 | 2017 | 2 | 18 | 2017 | 3 | 32 | 2017 | 4 | 17 | 2017 | 5 | 15 | 2017 | 02302 |
| 1 | 40177 | 2017 | 2 | 1118 | 2017 | 3 | 1781 | 2017 | 4 | 1355 | 2017 | 5 | 576 | 2017 | 03101 |
| 1 | 4599 | 2017 | 2 | 305 | 2017 | 3 | 316 | 2017 | 4 | 280 | 2017 | 5 | 95 | 2017 | 03102 |
| 1 | 2905 | 2017 | 2 | 120 | 2017 | 3 | 328 | 2017 | 4 | 337 | 2017 | 5 | 74 | 2017 | 03103 |
| 1 | 3193 | 2017 | 2 | 124 | 2017 | 3 | 209 | 2017 | 4 | 89 | 2017 | 5 | 40 | 2017 | 03201 |
| 1 | 4040 | 2017 | 2 | 118 | 2017 | 3 | 117 | 2017 | 4 | 135 | 2017 | 5 | 34 | 2017 | 03202 |
| 1 | 12313 | 2017 | 2 | 825 | 2017 | 3 | 1182 | 2017 | 4 | 899 | 2017 | 5 | 363 | 2017 | 03301 |
| 1 | 783 | 2017 | 2 | 260 | 2017 | 3 | 276 | 2017 | 4 | 241 | 2017 | 5 | 180 | 2017 | 03302 |
| 1 | 1592 | 2017 | 2 | 191 | 2017 | 3 | 157 | 2017 | 4 | 195 | 2017 | 5 | 111 | 2017 | 03303 |
| 1 | 2589 | 2017 | 2 | 216 | 2017 | 3 | 248 | 2017 | 4 | 150 | 2017 | 5 | 117 | 2017 | 03304 |
| 1 | 61561 | 2017 | 2 | 1285 | 2017 | 3 | 2514 | 2017 | 4 | 1322 | 2017 | 5 | 324 | 2017 | 04101 |
| 1 | 60582 | 2017 | 2 | 1640 | 2017 | 3 | 3005 | 2017 | 4 | 1501 | 2017 | 5 | 284 | 2017 | 04102 |
| 1 | 2753 | 2017 | 2 | 128 | 2017 | 3 | 214 | 2017 | 4 | 244 | 2017 | 5 | 113 | 2017 | 04103 |
| 1 | 1086 | 2017 | 2 | 70 | 2017 | 3 | 103 | 2017 | 4 | 111 | 2017 | 5 | 85 | 2017 | 04104 |
| 1 | 1050 | 2017 | 2 | 129 | 2017 | 3 | 189 | 2017 | 4 | 175 | 2017 | 5 | 52 | 2017 | 04105 |
| 1 | 6926 | 2017 | 2 | 348 | 2017 | 3 | 760 | 2017 | 4 | 492 | 2017 | 5 | 151 | 2017 | 04106 |
| 1 | 8388 | 2017 | 2 | 359 | 2017 | 3 | 636 | 2017 | 4 | 547 | 2017 | 5 | 172 | 2017 | 04201 |
| 1 | 2048 | 2017 | 2 | 272 | 2017 | 3 | 341 | 2017 | 4 | 425 | 2017 | 5 | 288 | 2017 | 04202 |
| 1 | 6291 | 2017 | 2 | 223 | 2017 | 3 | 328 | 2017 | 4 | 263 | 2017 | 5 | 71 | 2017 | 04203 |
| 1 | 6409 | 2017 | 2 | 596 | 2017 | 3 | 856 | 2017 | 4 | 648 | 2017 | 5 | 144 | 2017 | 04204 |
| 1 | 28824 | 2017 | 2 | 1046 | 2017 | 3 | 2484 | 2017 | 4 | 1511 | 2017 | 5 | 539 | 2017 | 04301 |
| 1 | 3043 | 2017 | 2 | 359 | 2017 | 3 | 510 | 2017 | 4 | 630 | 2017 | 5 | 316 | 2017 | 04302 |
| 1 | 6934 | 2017 | 2 | 685 | 2017 | 3 | 1048 | 2017 | 4 | 1080 | 2017 | 5 | 423 | 2017 | 04303 |
| 1 | 2327 | 2017 | 2 | 302 | 2017 | 3 | 383 | 2017 | 4 | 447 | 2017 | 5 | 276 | 2017 | 04304 |
| 1 | 1122 | 2017 | 2 | 90 | 2017 | 3 | 133 | 2017 | 4 | 197 | 2017 | 5 | 132 | 2017 | 04305 |
| 1 | 92766 | 2017 | 2 | 749 | 2017 | 3 | 2450 | 2017 | 4 | 866 | 2017 | 5 | 90 | 2017 | 05101 |
| 1 | 7904 | 2017 | 2 | 185 | 2017 | 3 | 333 | 2017 | 4 | 201 | 2017 | 5 | 20 | 2017 | 05102 |
| 1 | 12863 | 2017 | 2 | 177 | 2017 | 3 | 406 | 2017 | 4 | 145 | 2017 | 5 | 15 | 2017 | 05103 |
| 1 | 345 | 2017 | 2 | 2 | 2017 | 3 | 1 | 2017 | 4 | 2 | 2017 | NA | NA | NA | 05104 |
| 1 | 5566 | 2017 | 2 | 258 | 2017 | 3 | 341 | 2017 | 4 | 132 | 2017 | 5 | 31 | 2017 | 05105 |
| 1 | 9315 | 2017 | 2 | 300 | 2017 | 3 | 469 | 2017 | 4 | 209 | 2017 | 5 | 22 | 2017 | 05107 |
| 1 | 110022 | 2017 | 2 | 1173 | 2017 | 3 | 2969 | 2017 | 4 | 1154 | 2017 | 5 | 91 | 2017 | 05109 |
| 1 | 2105 | 2017 | 2 | 132 | 2017 | 3 | 124 | 2017 | 4 | 52 | 2017 | 5 | 10 | 2017 | 05201 |
| 1 | 18579 | 2017 | 2 | 249 | 2017 | 3 | 1289 | 2017 | 4 | 261 | 2017 | 5 | 33 | 2017 | 05301 |
| 1 | 3969 | 2017 | 2 | 173 | 2017 | 3 | 316 | 2017 | 4 | 138 | 2017 | 5 | 22 | 2017 | 05302 |
1.4.3 Unión con los ingresos comunales expandidos
Hacemos la unión con los ingresos promedio comunales expandidos:
ingresos_expandidos_2017 <- readRDS("../ingresos_expandidos_17.rds")
df_2017_2 = merge( x = comuna_corr, y = ingresos_expandidos_2017, by = "código", all.x = TRUE)
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c. | Freq | anio | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 50233 | 2017 | 2 | 1133 | 2017 | 3 | 2576 | 2017 | 4 | 952 | 2017 | 5 | 336 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 21459 | 2017 | 2 | 1493 | 2017 | 3 | 2481 | 2017 | 4 | 1476 | 2017 | 5 | 1222 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 2741 | 2017 | 2 | 484 | 2017 | 3 | 392 | 2017 | 4 | 258 | 2017 | 5 | 172 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 250 | 2017 | 2 | 58 | 2017 | 3 | 47 | 2017 | 4 | 93 | 2017 | 5 | 21 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 55 | 2017 | 2 | 63 | 2017 | 3 | 47 | 2017 | 4 | 116 | 2017 | 5 | 174 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 450 | 2017 | 2 | 162 | 2017 | 3 | 102 | 2017 | 4 | 104 | 2017 | 5 | 121 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 1103 | 2017 | 2 | 187 | 2017 | 3 | 159 | 2017 | 4 | 99 | 2017 | 5 | 37 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 87357 | 2017 | 2 | 3156 | 2017 | 3 | 4380 | 2017 | 4 | 1619 | 2017 | 5 | 946 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 2512 | 2017 | 2 | 195 | 2017 | 3 | 174 | 2017 | 4 | 106 | 2017 | 5 | 31 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 284 | 2017 | 2 | 29 | 2017 | 3 | 9 | 2017 | 4 | 15 | 2017 | 5 | 5 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 2756 | 2017 | 2 | 184 | 2017 | 3 | 199 | 2017 | 4 | 178 | 2017 | 5 | 136 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 40000 | 2017 | 2 | 1443 | 2017 | 3 | 2819 | 2017 | 4 | 914 | 2017 | 5 | 462 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 71 | 2017 | 2 | 13 | 2017 | 3 | 3 | 2017 | 4 | 4 | 2017 | 5 | 3 | 2017 | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 1704 | 2017 | 2 | 552 | 2017 | 3 | 264 | 2017 | 4 | 200 | 2017 | 5 | 115 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 7018 | 2017 | 2 | 137 | 2017 | 3 | 413 | 2017 | 4 | 102 | 2017 | 5 | 68 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 1331 | 2017 | 2 | 18 | 2017 | 3 | 32 | 2017 | 4 | 17 | 2017 | 5 | 15 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 40177 | 2017 | 2 | 1118 | 2017 | 3 | 1781 | 2017 | 4 | 1355 | 2017 | 5 | 576 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 4599 | 2017 | 2 | 305 | 2017 | 3 | 316 | 2017 | 4 | 280 | 2017 | 5 | 95 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 2905 | 2017 | 2 | 120 | 2017 | 3 | 328 | 2017 | 4 | 337 | 2017 | 5 | 74 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 3193 | 2017 | 2 | 124 | 2017 | 3 | 209 | 2017 | 4 | 89 | 2017 | 5 | 40 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 4040 | 2017 | 2 | 118 | 2017 | 3 | 117 | 2017 | 4 | 135 | 2017 | 5 | 34 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 12313 | 2017 | 2 | 825 | 2017 | 3 | 1182 | 2017 | 4 | 899 | 2017 | 5 | 363 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 783 | 2017 | 2 | 260 | 2017 | 3 | 276 | 2017 | 4 | 241 | 2017 | 5 | 180 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 1592 | 2017 | 2 | 191 | 2017 | 3 | 157 | 2017 | 4 | 195 | 2017 | 5 | 111 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 2589 | 2017 | 2 | 216 | 2017 | 3 | 248 | 2017 | 4 | 150 | 2017 | 5 | 117 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 61561 | 2017 | 2 | 1285 | 2017 | 3 | 2514 | 2017 | 4 | 1322 | 2017 | 5 | 324 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 60582 | 2017 | 2 | 1640 | 2017 | 3 | 3005 | 2017 | 4 | 1501 | 2017 | 5 | 284 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 2753 | 2017 | 2 | 128 | 2017 | 3 | 214 | 2017 | 4 | 244 | 2017 | 5 | 113 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 1086 | 2017 | 2 | 70 | 2017 | 3 | 103 | 2017 | 4 | 111 | 2017 | 5 | 85 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 1050 | 2017 | 2 | 129 | 2017 | 3 | 189 | 2017 | 4 | 175 | 2017 | 5 | 52 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 6926 | 2017 | 2 | 348 | 2017 | 3 | 760 | 2017 | 4 | 492 | 2017 | 5 | 151 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 8388 | 2017 | 2 | 359 | 2017 | 3 | 636 | 2017 | 4 | 547 | 2017 | 5 | 172 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 2048 | 2017 | 2 | 272 | 2017 | 3 | 341 | 2017 | 4 | 425 | 2017 | 5 | 288 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 6291 | 2017 | 2 | 223 | 2017 | 3 | 328 | 2017 | 4 | 263 | 2017 | 5 | 71 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 6409 | 2017 | 2 | 596 | 2017 | 3 | 856 | 2017 | 4 | 648 | 2017 | 5 | 144 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 28824 | 2017 | 2 | 1046 | 2017 | 3 | 2484 | 2017 | 4 | 1511 | 2017 | 5 | 539 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 3043 | 2017 | 2 | 359 | 2017 | 3 | 510 | 2017 | 4 | 630 | 2017 | 5 | 316 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 6934 | 2017 | 2 | 685 | 2017 | 3 | 1048 | 2017 | 4 | 1080 | 2017 | 5 | 423 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 2327 | 2017 | 2 | 302 | 2017 | 3 | 383 | 2017 | 4 | 447 | 2017 | 5 | 276 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 1122 | 2017 | 2 | 90 | 2017 | 3 | 133 | 2017 | 4 | 197 | 2017 | 5 | 132 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 92766 | 2017 | 2 | 749 | 2017 | 3 | 2450 | 2017 | 4 | 866 | 2017 | 5 | 90 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 7904 | 2017 | 2 | 185 | 2017 | 3 | 333 | 2017 | 4 | 201 | 2017 | 5 | 20 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 12863 | 2017 | 2 | 177 | 2017 | 3 | 406 | 2017 | 4 | 145 | 2017 | 5 | 15 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 345 | 2017 | 2 | 2 | 2017 | 3 | 1 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 5566 | 2017 | 2 | 258 | 2017 | 3 | 341 | 2017 | 4 | 132 | 2017 | 5 | 31 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 9315 | 2017 | 2 | 300 | 2017 | 3 | 469 | 2017 | 4 | 209 | 2017 | 5 | 22 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 110022 | 2017 | 2 | 1173 | 2017 | 3 | 2969 | 2017 | 4 | 1154 | 2017 | 5 | 91 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 2105 | 2017 | 2 | 132 | 2017 | 3 | 124 | 2017 | 4 | 52 | 2017 | 5 | 10 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 18579 | 2017 | 2 | 249 | 2017 | 3 | 1289 | 2017 | 4 | 261 | 2017 | 5 | 33 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 3969 | 2017 | 2 | 173 | 2017 | 3 | 316 | 2017 | 4 | 138 | 2017 | 5 | 22 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
1.4.4 Renombre de columnas
names(df_2017_2)[3] <- "Parquet"
names(df_2017_2)[6] <- "Radier"
names(df_2017_2)[9] <- "Baldosa"
names(df_2017_2)[12] <- "Capa de cemento"
names(df_2017_2)[15] <- "Tierra"
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Parquet | anio.x | unlist.c..y | Radier | anio.y | unlist.c..x.1 | Baldosa | anio.x.1 | unlist.c..y.1 | Capa de cemento | anio.y.1 | unlist.c. | Tierra | anio | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 50233 | 2017 | 2 | 1133 | 2017 | 3 | 2576 | 2017 | 4 | 952 | 2017 | 5 | 336 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 21459 | 2017 | 2 | 1493 | 2017 | 3 | 2481 | 2017 | 4 | 1476 | 2017 | 5 | 1222 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 2741 | 2017 | 2 | 484 | 2017 | 3 | 392 | 2017 | 4 | 258 | 2017 | 5 | 172 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 250 | 2017 | 2 | 58 | 2017 | 3 | 47 | 2017 | 4 | 93 | 2017 | 5 | 21 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 55 | 2017 | 2 | 63 | 2017 | 3 | 47 | 2017 | 4 | 116 | 2017 | 5 | 174 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 450 | 2017 | 2 | 162 | 2017 | 3 | 102 | 2017 | 4 | 104 | 2017 | 5 | 121 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 1103 | 2017 | 2 | 187 | 2017 | 3 | 159 | 2017 | 4 | 99 | 2017 | 5 | 37 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 87357 | 2017 | 2 | 3156 | 2017 | 3 | 4380 | 2017 | 4 | 1619 | 2017 | 5 | 946 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 2512 | 2017 | 2 | 195 | 2017 | 3 | 174 | 2017 | 4 | 106 | 2017 | 5 | 31 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 284 | 2017 | 2 | 29 | 2017 | 3 | 9 | 2017 | 4 | 15 | 2017 | 5 | 5 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 2756 | 2017 | 2 | 184 | 2017 | 3 | 199 | 2017 | 4 | 178 | 2017 | 5 | 136 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 40000 | 2017 | 2 | 1443 | 2017 | 3 | 2819 | 2017 | 4 | 914 | 2017 | 5 | 462 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 71 | 2017 | 2 | 13 | 2017 | 3 | 3 | 2017 | 4 | 4 | 2017 | 5 | 3 | 2017 | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 1704 | 2017 | 2 | 552 | 2017 | 3 | 264 | 2017 | 4 | 200 | 2017 | 5 | 115 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 7018 | 2017 | 2 | 137 | 2017 | 3 | 413 | 2017 | 4 | 102 | 2017 | 5 | 68 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 1331 | 2017 | 2 | 18 | 2017 | 3 | 32 | 2017 | 4 | 17 | 2017 | 5 | 15 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 40177 | 2017 | 2 | 1118 | 2017 | 3 | 1781 | 2017 | 4 | 1355 | 2017 | 5 | 576 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 4599 | 2017 | 2 | 305 | 2017 | 3 | 316 | 2017 | 4 | 280 | 2017 | 5 | 95 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 2905 | 2017 | 2 | 120 | 2017 | 3 | 328 | 2017 | 4 | 337 | 2017 | 5 | 74 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 3193 | 2017 | 2 | 124 | 2017 | 3 | 209 | 2017 | 4 | 89 | 2017 | 5 | 40 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 4040 | 2017 | 2 | 118 | 2017 | 3 | 117 | 2017 | 4 | 135 | 2017 | 5 | 34 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 12313 | 2017 | 2 | 825 | 2017 | 3 | 1182 | 2017 | 4 | 899 | 2017 | 5 | 363 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 783 | 2017 | 2 | 260 | 2017 | 3 | 276 | 2017 | 4 | 241 | 2017 | 5 | 180 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 1592 | 2017 | 2 | 191 | 2017 | 3 | 157 | 2017 | 4 | 195 | 2017 | 5 | 111 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 2589 | 2017 | 2 | 216 | 2017 | 3 | 248 | 2017 | 4 | 150 | 2017 | 5 | 117 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 61561 | 2017 | 2 | 1285 | 2017 | 3 | 2514 | 2017 | 4 | 1322 | 2017 | 5 | 324 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 60582 | 2017 | 2 | 1640 | 2017 | 3 | 3005 | 2017 | 4 | 1501 | 2017 | 5 | 284 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 2753 | 2017 | 2 | 128 | 2017 | 3 | 214 | 2017 | 4 | 244 | 2017 | 5 | 113 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 1086 | 2017 | 2 | 70 | 2017 | 3 | 103 | 2017 | 4 | 111 | 2017 | 5 | 85 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 1050 | 2017 | 2 | 129 | 2017 | 3 | 189 | 2017 | 4 | 175 | 2017 | 5 | 52 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 6926 | 2017 | 2 | 348 | 2017 | 3 | 760 | 2017 | 4 | 492 | 2017 | 5 | 151 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 8388 | 2017 | 2 | 359 | 2017 | 3 | 636 | 2017 | 4 | 547 | 2017 | 5 | 172 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 2048 | 2017 | 2 | 272 | 2017 | 3 | 341 | 2017 | 4 | 425 | 2017 | 5 | 288 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 6291 | 2017 | 2 | 223 | 2017 | 3 | 328 | 2017 | 4 | 263 | 2017 | 5 | 71 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 6409 | 2017 | 2 | 596 | 2017 | 3 | 856 | 2017 | 4 | 648 | 2017 | 5 | 144 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 28824 | 2017 | 2 | 1046 | 2017 | 3 | 2484 | 2017 | 4 | 1511 | 2017 | 5 | 539 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 3043 | 2017 | 2 | 359 | 2017 | 3 | 510 | 2017 | 4 | 630 | 2017 | 5 | 316 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 6934 | 2017 | 2 | 685 | 2017 | 3 | 1048 | 2017 | 4 | 1080 | 2017 | 5 | 423 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 2327 | 2017 | 2 | 302 | 2017 | 3 | 383 | 2017 | 4 | 447 | 2017 | 5 | 276 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 1122 | 2017 | 2 | 90 | 2017 | 3 | 133 | 2017 | 4 | 197 | 2017 | 5 | 132 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 92766 | 2017 | 2 | 749 | 2017 | 3 | 2450 | 2017 | 4 | 866 | 2017 | 5 | 90 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 7904 | 2017 | 2 | 185 | 2017 | 3 | 333 | 2017 | 4 | 201 | 2017 | 5 | 20 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 12863 | 2017 | 2 | 177 | 2017 | 3 | 406 | 2017 | 4 | 145 | 2017 | 5 | 15 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 345 | 2017 | 2 | 2 | 2017 | 3 | 1 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 5566 | 2017 | 2 | 258 | 2017 | 3 | 341 | 2017 | 4 | 132 | 2017 | 5 | 31 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 9315 | 2017 | 2 | 300 | 2017 | 3 | 469 | 2017 | 4 | 209 | 2017 | 5 | 22 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 110022 | 2017 | 2 | 1173 | 2017 | 3 | 2969 | 2017 | 4 | 1154 | 2017 | 5 | 91 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 2105 | 2017 | 2 | 132 | 2017 | 3 | 124 | 2017 | 4 | 52 | 2017 | 5 | 10 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 18579 | 2017 | 2 | 249 | 2017 | 3 | 1289 | 2017 | 4 | 261 | 2017 | 5 | 33 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 3969 | 2017 | 2 | 173 | 2017 | 3 | 316 | 2017 | 4 | 138 | 2017 | 5 | 22 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
1.4.5 Correlaciones
my_data <- df_2017_2[, c(3,6,9,12,15,22)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
1.5 Pregunta P04: Número de piezas usadas exclusivamente como dormitorio
0 0 piezas
1 1 pieza
2 2 piezas
3 3 piezas
4 4 piezas
5 5 piezas
6 6 o más piezas
98 No aplica
99 Missing
1.5.1 Cálculo de frecuencias
Leemos las respuestas a la pregunta P04 del censo de viviendas 2017 y obtenemos la tabla de frecuencias por categoría de respuesta:
b <- tabla_con_clave$COMUNA
c <- tabla_con_clave$P04
cross_tab = xtabs( ~ unlist(b) + unlist(c))
tabla <- as.data.frame(cross_tab)
d <-tabla[!(tabla$Freq == 0),]
d$anio <- "2017"
d_t <- filter(d,d$unlist.c. == 0)
for(i in 1:6){
d_i <- filter(d,d$unlist.c. == i)
d_t = merge( x = d_t, y = d_i, by = "unlist.b.", all.x = TRUE)
}tablamadre <- head(d_t,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.b. | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c. | Freq | anio |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10101 | 0 | 181 | 2017 | 1 | 10196 | 2017 | 2 | 29799 | 2017 | 3 | 24829 | 2017 | 4 | 8299 | 2017 | 5 | 2297 | 2017 | 6 | 1098 | 2017 |
| 10102 | 0 | 22 | 2017 | 1 | 1465 | 2017 | 2 | 3619 | 2017 | 3 | 3276 | 2017 | 4 | 1619 | 2017 | 5 | 510 | 2017 | 6 | 269 | 2017 |
| 10103 | 0 | 6 | 2017 | 1 | 283 | 2017 | 2 | 553 | 2017 | 3 | 400 | 2017 | 4 | 179 | 2017 | 5 | 70 | 2017 | 6 | 65 | 2017 |
| 10104 | 0 | 12 | 2017 | 1 | 695 | 2017 | 2 | 1650 | 2017 | 3 | 1278 | 2017 | 4 | 442 | 2017 | 5 | 124 | 2017 | 6 | 57 | 2017 |
| 10105 | 0 | 22 | 2017 | 1 | 804 | 2017 | 2 | 2582 | 2017 | 3 | 1804 | 2017 | 4 | 601 | 2017 | 5 | 151 | 2017 | 6 | 97 | 2017 |
| 10106 | 0 | 21 | 2017 | 1 | 703 | 2017 | 2 | 2144 | 2017 | 3 | 1892 | 2017 | 4 | 727 | 2017 | 5 | 222 | 2017 | 6 | 98 | 2017 |
| 10107 | 0 | 14 | 2017 | 1 | 669 | 2017 | 2 | 2182 | 2017 | 3 | 1581 | 2017 | 4 | 666 | 2017 | 5 | 182 | 2017 | 6 | 76 | 2017 |
| 10108 | 0 | 3 | 2017 | 1 | 668 | 2017 | 2 | 1584 | 2017 | 3 | 1649 | 2017 | 4 | 658 | 2017 | 5 | 257 | 2017 | 6 | 132 | 2017 |
| 10109 | 0 | 21 | 2017 | 1 | 1694 | 2017 | 2 | 4691 | 2017 | 3 | 4626 | 2017 | 4 | 1828 | 2017 | 5 | 612 | 2017 | 6 | 275 | 2017 |
| 10201 | 0 | 18 | 2017 | 1 | 1707 | 2017 | 2 | 5083 | 2017 | 3 | 4229 | 2017 | 4 | 2070 | 2017 | 5 | 580 | 2017 | 6 | 281 | 2017 |
| 10202 | 0 | 21 | 2017 | 1 | 1391 | 2017 | 2 | 4605 | 2017 | 3 | 4100 | 2017 | 4 | 1831 | 2017 | 5 | 601 | 2017 | 6 | 289 | 2017 |
| 10203 | 0 | 7 | 2017 | 1 | 710 | 2017 | 2 | 1891 | 2017 | 3 | 1390 | 2017 | 4 | 621 | 2017 | 5 | 176 | 2017 | 6 | 83 | 2017 |
| 10204 | 0 | 2 | 2017 | 1 | 151 | 2017 | 2 | 494 | 2017 | 3 | 361 | 2017 | 4 | 182 | 2017 | 5 | 63 | 2017 | 6 | 22 | 2017 |
| 10205 | 0 | 3 | 2017 | 1 | 537 | 2017 | 2 | 1593 | 2017 | 3 | 1402 | 2017 | 4 | 561 | 2017 | 5 | 204 | 2017 | 6 | 95 | 2017 |
| 10206 | 0 | 2 | 2017 | 1 | 141 | 2017 | 2 | 412 | 2017 | 3 | 467 | 2017 | 4 | 194 | 2017 | 5 | 65 | 2017 | 6 | 29 | 2017 |
| 10207 | 0 | 3 | 2017 | 1 | 269 | 2017 | 2 | 704 | 2017 | 3 | 533 | 2017 | 4 | 214 | 2017 | 5 | 69 | 2017 | 6 | 37 | 2017 |
| 10208 | 0 | 22 | 2017 | 1 | 1306 | 2017 | 2 | 3543 | 2017 | 3 | 2491 | 2017 | 4 | 983 | 2017 | 5 | 286 | 2017 | 6 | 143 | 2017 |
| 10210 | 0 | 7 | 2017 | 1 | 315 | 2017 | 2 | 836 | 2017 | 3 | 836 | 2017 | 4 | 404 | 2017 | 5 | 186 | 2017 | 6 | 94 | 2017 |
| 10301 | 0 | 192 | 2017 | 1 | 7915 | 2017 | 2 | 21229 | 2017 | 3 | 16272 | 2017 | 4 | 4982 | 2017 | 5 | 1139 | 2017 | 6 | 450 | 2017 |
| 10302 | 0 | 22 | 2017 | 1 | 335 | 2017 | 2 | 1089 | 2017 | 3 | 976 | 2017 | 4 | 305 | 2017 | 5 | 98 | 2017 | 6 | 62 | 2017 |
| 10303 | 0 | 23 | 2017 | 1 | 898 | 2017 | 2 | 2638 | 2017 | 3 | 2048 | 2017 | 4 | 683 | 2017 | 5 | 180 | 2017 | 6 | 77 | 2017 |
| 10304 | 0 | 4 | 2017 | 1 | 466 | 2017 | 2 | 1478 | 2017 | 3 | 1251 | 2017 | 4 | 321 | 2017 | 5 | 84 | 2017 | 6 | 46 | 2017 |
| 10305 | 0 | 18 | 2017 | 1 | 692 | 2017 | 2 | 1788 | 2017 | 3 | 1490 | 2017 | 4 | 437 | 2017 | 5 | 138 | 2017 | 6 | 73 | 2017 |
| 10306 | 0 | 22 | 2017 | 1 | 556 | 2017 | 2 | 1143 | 2017 | 3 | 693 | 2017 | 4 | 210 | 2017 | 5 | 63 | 2017 | 6 | 40 | 2017 |
| 10307 | 0 | 9 | 2017 | 1 | 482 | 2017 | 2 | 1468 | 2017 | 3 | 1045 | 2017 | 4 | 270 | 2017 | 5 | 81 | 2017 | 6 | 26 | 2017 |
| 10401 | 0 | 7 | 2017 | 1 | 202 | 2017 | 2 | 525 | 2017 | 3 | 474 | 2017 | 4 | 237 | 2017 | 5 | 88 | 2017 | 6 | 72 | 2017 |
| 10402 | 0 | 2 | 2017 | 1 | 175 | 2017 | 2 | 403 | 2017 | 3 | 236 | 2017 | 4 | 87 | 2017 | 5 | 38 | 2017 | 6 | 32 | 2017 |
| 10403 | 0 | 6 | 2017 | 1 | 394 | 2017 | 2 | 971 | 2017 | 3 | 886 | 2017 | 4 | 432 | 2017 | 5 | 180 | 2017 | 6 | 150 | 2017 |
| 10404 | 0 | 2 | 2017 | 1 | 117 | 2017 | 2 | 285 | 2017 | 3 | 206 | 2017 | 4 | 57 | 2017 | 5 | 23 | 2017 | 6 | 16 | 2017 |
| 1101 | 0 | 782 | 2017 | 1 | 11124 | 2017 | 2 | 14790 | 2017 | 3 | 17089 | 2017 | 4 | 6135 | 2017 | 5 | 2242 | 2017 | 6 | 1719 | 2017 |
| 1107 | 0 | 153 | 2017 | 1 | 4937 | 2017 | 2 | 10150 | 2017 | 3 | 8122 | 2017 | 4 | 2700 | 2017 | 5 | 790 | 2017 | 6 | 434 | 2017 |
| 11101 | 0 | 58 | 2017 | 1 | 3081 | 2017 | 2 | 8188 | 2017 | 3 | 5523 | 2017 | 4 | 1690 | 2017 | 5 | 370 | 2017 | 6 | 147 | 2017 |
| 11102 | 0 | 1 | 2017 | 1 | 82 | 2017 | 2 | 150 | 2017 | 3 | 80 | 2017 | 4 | 21 | 2017 | 5 | 8 | 2017 | 6 | 13 | 2017 |
| 11201 | 0 | 13 | 2017 | 1 | 1249 | 2017 | 2 | 3050 | 2017 | 3 | 2067 | 2017 | 4 | 695 | 2017 | 5 | 209 | 2017 | 6 | 113 | 2017 |
| 11202 | 0 | 6 | 2017 | 1 | 337 | 2017 | 2 | 823 | 2017 | 3 | 467 | 2017 | 4 | 172 | 2017 | 5 | 62 | 2017 | 6 | 46 | 2017 |
| 11203 | 0 | 2 | 2017 | 1 | 83 | 2017 | 2 | 181 | 2017 | 3 | 134 | 2017 | 4 | 65 | 2017 | 5 | 14 | 2017 | 6 | 20 | 2017 |
| 11301 | 0 | 3 | 2017 | 1 | 218 | 2017 | 2 | 571 | 2017 | 3 | 312 | 2017 | 4 | 65 | 2017 | 5 | 19 | 2017 | 6 | 12 | 2017 |
| 11303 | 0 | 2 | 2017 | 1 | 35 | 2017 | 2 | 94 | 2017 | 3 | 37 | 2017 | 4 | 5 | 2017 | 5 | 1 | 2017 | 6 | 4 | 2017 |
| 11401 | 0 | 9 | 2017 | 1 | 294 | 2017 | 2 | 775 | 2017 | 3 | 467 | 2017 | 4 | 144 | 2017 | 5 | 38 | 2017 | 6 | 21 | 2017 |
| 11402 | 0 | 4 | 2017 | 1 | 199 | 2017 | 2 | 445 | 2017 | 3 | 258 | 2017 | 4 | 84 | 2017 | 5 | 21 | 2017 | 6 | 18 | 2017 |
| 12101 | 0 | 61 | 2017 | 1 | 6087 | 2017 | 2 | 15740 | 2017 | 3 | 14336 | 2017 | 4 | 3879 | 2017 | 5 | 869 | 2017 | 6 | 360 | 2017 |
| 12103 | 0 | 4 | 2017 | 1 | 29 | 2017 | 2 | 27 | 2017 | 3 | 13 | 2017 | 4 | 9 | 2017 | 5 | 3 | 2017 | 6 | 6 | 2017 |
| 12104 | 0 | 1 | 2017 | 1 | 29 | 2017 | 2 | 39 | 2017 | 3 | 48 | 2017 | 4 | 6 | 2017 | 5 | 9 | 2017 | 6 | 12 | 2017 |
| 12201 | 0 | 1 | 2017 | 1 | 105 | 2017 | 2 | 232 | 2017 | 3 | 182 | 2017 | 4 | 22 | 2017 | 5 | 4 | 2017 | 6 | 2 | 2017 |
| 12301 | 0 | 3 | 2017 | 1 | 367 | 2017 | 2 | 881 | 2017 | 3 | 556 | 2017 | 4 | 171 | 2017 | 5 | 37 | 2017 | 6 | 27 | 2017 |
| 12302 | 0 | 1 | 2017 | 1 | 29 | 2017 | 2 | 67 | 2017 | 3 | 50 | 2017 | 4 | 25 | 2017 | 5 | 5 | 2017 | 6 | 7 | 2017 |
| 12303 | 0 | 2 | 2017 | 1 | 24 | 2017 | 2 | 36 | 2017 | 3 | 16 | 2017 | 4 | 5 | 2017 | 5 | 1 | 2017 | 6 | 2 | 2017 |
| 12401 | 0 | 12 | 2017 | 1 | 1000 | 2017 | 2 | 2893 | 2017 | 3 | 2254 | 2017 | 4 | 630 | 2017 | 5 | 156 | 2017 | 6 | 106 | 2017 |
| 13101 | 0 | 3000 | 2017 | 1 | 73001 | 2017 | 2 | 55882 | 2017 | 3 | 20832 | 2017 | 4 | 3083 | 2017 | 5 | 1059 | 2017 | 6 | 1316 | 2017 |
| 13102 | 0 | 55 | 2017 | 1 | 3127 | 2017 | 2 | 8668 | 2017 | 3 | 8229 | 2017 | 4 | 1841 | 2017 | 5 | 461 | 2017 | 6 | 159 | 2017 |
1.5.2 Construcción de un código comunal ad-hoc
Agregamos un cero a los códigos comunales de 4 dígitos, que queda en la columna llamada código:
codigos <- d_t$
unlist.b.
rango <- seq(1:nrow(d_t))
cadena <- paste("0",codigos[rango], sep = "")
cadena <- substr(cadena,(nchar(cadena)[rango])-(4),6)
codigos <- as.data.frame(codigos)
cadena <- as.data.frame(cadena)
comuna_corr <- cbind(d_t,cadena)
comuna_corr <- comuna_corr[,-c(1),drop=FALSE]names(comuna_corr)[22] <- "código"
tablamadre <- head(comuna_corr,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c. | Freq | anio | código |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 181 | 2017 | 1 | 10196 | 2017 | 2 | 29799 | 2017 | 3 | 24829 | 2017 | 4 | 8299 | 2017 | 5 | 2297 | 2017 | 6 | 1098 | 2017 | 10101 |
| 0 | 22 | 2017 | 1 | 1465 | 2017 | 2 | 3619 | 2017 | 3 | 3276 | 2017 | 4 | 1619 | 2017 | 5 | 510 | 2017 | 6 | 269 | 2017 | 10102 |
| 0 | 6 | 2017 | 1 | 283 | 2017 | 2 | 553 | 2017 | 3 | 400 | 2017 | 4 | 179 | 2017 | 5 | 70 | 2017 | 6 | 65 | 2017 | 10103 |
| 0 | 12 | 2017 | 1 | 695 | 2017 | 2 | 1650 | 2017 | 3 | 1278 | 2017 | 4 | 442 | 2017 | 5 | 124 | 2017 | 6 | 57 | 2017 | 10104 |
| 0 | 22 | 2017 | 1 | 804 | 2017 | 2 | 2582 | 2017 | 3 | 1804 | 2017 | 4 | 601 | 2017 | 5 | 151 | 2017 | 6 | 97 | 2017 | 10105 |
| 0 | 21 | 2017 | 1 | 703 | 2017 | 2 | 2144 | 2017 | 3 | 1892 | 2017 | 4 | 727 | 2017 | 5 | 222 | 2017 | 6 | 98 | 2017 | 10106 |
| 0 | 14 | 2017 | 1 | 669 | 2017 | 2 | 2182 | 2017 | 3 | 1581 | 2017 | 4 | 666 | 2017 | 5 | 182 | 2017 | 6 | 76 | 2017 | 10107 |
| 0 | 3 | 2017 | 1 | 668 | 2017 | 2 | 1584 | 2017 | 3 | 1649 | 2017 | 4 | 658 | 2017 | 5 | 257 | 2017 | 6 | 132 | 2017 | 10108 |
| 0 | 21 | 2017 | 1 | 1694 | 2017 | 2 | 4691 | 2017 | 3 | 4626 | 2017 | 4 | 1828 | 2017 | 5 | 612 | 2017 | 6 | 275 | 2017 | 10109 |
| 0 | 18 | 2017 | 1 | 1707 | 2017 | 2 | 5083 | 2017 | 3 | 4229 | 2017 | 4 | 2070 | 2017 | 5 | 580 | 2017 | 6 | 281 | 2017 | 10201 |
| 0 | 21 | 2017 | 1 | 1391 | 2017 | 2 | 4605 | 2017 | 3 | 4100 | 2017 | 4 | 1831 | 2017 | 5 | 601 | 2017 | 6 | 289 | 2017 | 10202 |
| 0 | 7 | 2017 | 1 | 710 | 2017 | 2 | 1891 | 2017 | 3 | 1390 | 2017 | 4 | 621 | 2017 | 5 | 176 | 2017 | 6 | 83 | 2017 | 10203 |
| 0 | 2 | 2017 | 1 | 151 | 2017 | 2 | 494 | 2017 | 3 | 361 | 2017 | 4 | 182 | 2017 | 5 | 63 | 2017 | 6 | 22 | 2017 | 10204 |
| 0 | 3 | 2017 | 1 | 537 | 2017 | 2 | 1593 | 2017 | 3 | 1402 | 2017 | 4 | 561 | 2017 | 5 | 204 | 2017 | 6 | 95 | 2017 | 10205 |
| 0 | 2 | 2017 | 1 | 141 | 2017 | 2 | 412 | 2017 | 3 | 467 | 2017 | 4 | 194 | 2017 | 5 | 65 | 2017 | 6 | 29 | 2017 | 10206 |
| 0 | 3 | 2017 | 1 | 269 | 2017 | 2 | 704 | 2017 | 3 | 533 | 2017 | 4 | 214 | 2017 | 5 | 69 | 2017 | 6 | 37 | 2017 | 10207 |
| 0 | 22 | 2017 | 1 | 1306 | 2017 | 2 | 3543 | 2017 | 3 | 2491 | 2017 | 4 | 983 | 2017 | 5 | 286 | 2017 | 6 | 143 | 2017 | 10208 |
| 0 | 7 | 2017 | 1 | 315 | 2017 | 2 | 836 | 2017 | 3 | 836 | 2017 | 4 | 404 | 2017 | 5 | 186 | 2017 | 6 | 94 | 2017 | 10210 |
| 0 | 192 | 2017 | 1 | 7915 | 2017 | 2 | 21229 | 2017 | 3 | 16272 | 2017 | 4 | 4982 | 2017 | 5 | 1139 | 2017 | 6 | 450 | 2017 | 10301 |
| 0 | 22 | 2017 | 1 | 335 | 2017 | 2 | 1089 | 2017 | 3 | 976 | 2017 | 4 | 305 | 2017 | 5 | 98 | 2017 | 6 | 62 | 2017 | 10302 |
| 0 | 23 | 2017 | 1 | 898 | 2017 | 2 | 2638 | 2017 | 3 | 2048 | 2017 | 4 | 683 | 2017 | 5 | 180 | 2017 | 6 | 77 | 2017 | 10303 |
| 0 | 4 | 2017 | 1 | 466 | 2017 | 2 | 1478 | 2017 | 3 | 1251 | 2017 | 4 | 321 | 2017 | 5 | 84 | 2017 | 6 | 46 | 2017 | 10304 |
| 0 | 18 | 2017 | 1 | 692 | 2017 | 2 | 1788 | 2017 | 3 | 1490 | 2017 | 4 | 437 | 2017 | 5 | 138 | 2017 | 6 | 73 | 2017 | 10305 |
| 0 | 22 | 2017 | 1 | 556 | 2017 | 2 | 1143 | 2017 | 3 | 693 | 2017 | 4 | 210 | 2017 | 5 | 63 | 2017 | 6 | 40 | 2017 | 10306 |
| 0 | 9 | 2017 | 1 | 482 | 2017 | 2 | 1468 | 2017 | 3 | 1045 | 2017 | 4 | 270 | 2017 | 5 | 81 | 2017 | 6 | 26 | 2017 | 10307 |
| 0 | 7 | 2017 | 1 | 202 | 2017 | 2 | 525 | 2017 | 3 | 474 | 2017 | 4 | 237 | 2017 | 5 | 88 | 2017 | 6 | 72 | 2017 | 10401 |
| 0 | 2 | 2017 | 1 | 175 | 2017 | 2 | 403 | 2017 | 3 | 236 | 2017 | 4 | 87 | 2017 | 5 | 38 | 2017 | 6 | 32 | 2017 | 10402 |
| 0 | 6 | 2017 | 1 | 394 | 2017 | 2 | 971 | 2017 | 3 | 886 | 2017 | 4 | 432 | 2017 | 5 | 180 | 2017 | 6 | 150 | 2017 | 10403 |
| 0 | 2 | 2017 | 1 | 117 | 2017 | 2 | 285 | 2017 | 3 | 206 | 2017 | 4 | 57 | 2017 | 5 | 23 | 2017 | 6 | 16 | 2017 | 10404 |
| 0 | 782 | 2017 | 1 | 11124 | 2017 | 2 | 14790 | 2017 | 3 | 17089 | 2017 | 4 | 6135 | 2017 | 5 | 2242 | 2017 | 6 | 1719 | 2017 | 01101 |
| 0 | 153 | 2017 | 1 | 4937 | 2017 | 2 | 10150 | 2017 | 3 | 8122 | 2017 | 4 | 2700 | 2017 | 5 | 790 | 2017 | 6 | 434 | 2017 | 01107 |
| 0 | 58 | 2017 | 1 | 3081 | 2017 | 2 | 8188 | 2017 | 3 | 5523 | 2017 | 4 | 1690 | 2017 | 5 | 370 | 2017 | 6 | 147 | 2017 | 11101 |
| 0 | 1 | 2017 | 1 | 82 | 2017 | 2 | 150 | 2017 | 3 | 80 | 2017 | 4 | 21 | 2017 | 5 | 8 | 2017 | 6 | 13 | 2017 | 11102 |
| 0 | 13 | 2017 | 1 | 1249 | 2017 | 2 | 3050 | 2017 | 3 | 2067 | 2017 | 4 | 695 | 2017 | 5 | 209 | 2017 | 6 | 113 | 2017 | 11201 |
| 0 | 6 | 2017 | 1 | 337 | 2017 | 2 | 823 | 2017 | 3 | 467 | 2017 | 4 | 172 | 2017 | 5 | 62 | 2017 | 6 | 46 | 2017 | 11202 |
| 0 | 2 | 2017 | 1 | 83 | 2017 | 2 | 181 | 2017 | 3 | 134 | 2017 | 4 | 65 | 2017 | 5 | 14 | 2017 | 6 | 20 | 2017 | 11203 |
| 0 | 3 | 2017 | 1 | 218 | 2017 | 2 | 571 | 2017 | 3 | 312 | 2017 | 4 | 65 | 2017 | 5 | 19 | 2017 | 6 | 12 | 2017 | 11301 |
| 0 | 2 | 2017 | 1 | 35 | 2017 | 2 | 94 | 2017 | 3 | 37 | 2017 | 4 | 5 | 2017 | 5 | 1 | 2017 | 6 | 4 | 2017 | 11303 |
| 0 | 9 | 2017 | 1 | 294 | 2017 | 2 | 775 | 2017 | 3 | 467 | 2017 | 4 | 144 | 2017 | 5 | 38 | 2017 | 6 | 21 | 2017 | 11401 |
| 0 | 4 | 2017 | 1 | 199 | 2017 | 2 | 445 | 2017 | 3 | 258 | 2017 | 4 | 84 | 2017 | 5 | 21 | 2017 | 6 | 18 | 2017 | 11402 |
| 0 | 61 | 2017 | 1 | 6087 | 2017 | 2 | 15740 | 2017 | 3 | 14336 | 2017 | 4 | 3879 | 2017 | 5 | 869 | 2017 | 6 | 360 | 2017 | 12101 |
| 0 | 4 | 2017 | 1 | 29 | 2017 | 2 | 27 | 2017 | 3 | 13 | 2017 | 4 | 9 | 2017 | 5 | 3 | 2017 | 6 | 6 | 2017 | 12103 |
| 0 | 1 | 2017 | 1 | 29 | 2017 | 2 | 39 | 2017 | 3 | 48 | 2017 | 4 | 6 | 2017 | 5 | 9 | 2017 | 6 | 12 | 2017 | 12104 |
| 0 | 1 | 2017 | 1 | 105 | 2017 | 2 | 232 | 2017 | 3 | 182 | 2017 | 4 | 22 | 2017 | 5 | 4 | 2017 | 6 | 2 | 2017 | 12201 |
| 0 | 3 | 2017 | 1 | 367 | 2017 | 2 | 881 | 2017 | 3 | 556 | 2017 | 4 | 171 | 2017 | 5 | 37 | 2017 | 6 | 27 | 2017 | 12301 |
| 0 | 1 | 2017 | 1 | 29 | 2017 | 2 | 67 | 2017 | 3 | 50 | 2017 | 4 | 25 | 2017 | 5 | 5 | 2017 | 6 | 7 | 2017 | 12302 |
| 0 | 2 | 2017 | 1 | 24 | 2017 | 2 | 36 | 2017 | 3 | 16 | 2017 | 4 | 5 | 2017 | 5 | 1 | 2017 | 6 | 2 | 2017 | 12303 |
| 0 | 12 | 2017 | 1 | 1000 | 2017 | 2 | 2893 | 2017 | 3 | 2254 | 2017 | 4 | 630 | 2017 | 5 | 156 | 2017 | 6 | 106 | 2017 | 12401 |
| 0 | 3000 | 2017 | 1 | 73001 | 2017 | 2 | 55882 | 2017 | 3 | 20832 | 2017 | 4 | 3083 | 2017 | 5 | 1059 | 2017 | 6 | 1316 | 2017 | 13101 |
| 0 | 55 | 2017 | 1 | 3127 | 2017 | 2 | 8668 | 2017 | 3 | 8229 | 2017 | 4 | 1841 | 2017 | 5 | 461 | 2017 | 6 | 159 | 2017 | 13102 |
1.5.3 Unión con los ingresos comunales expandidos
Hacemos la unión con los ingresos promedio comunales expandidos:
ingresos_expandidos_2017 <- readRDS("../ingresos_expandidos_17.rds")
df_2017_2 = merge( x = comuna_corr, y = ingresos_expandidos_2017, by = "código", all.x = TRUE)
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c. | Freq | anio | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 0 | 782 | 2017 | 1 | 11124 | 2017 | 2 | 14790 | 2017 | 3 | 17089 | 2017 | 4 | 6135 | 2017 | 5 | 2242 | 2017 | 6 | 1719 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 0 | 153 | 2017 | 1 | 4937 | 2017 | 2 | 10150 | 2017 | 3 | 8122 | 2017 | 4 | 2700 | 2017 | 5 | 790 | 2017 | 6 | 434 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 0 | 33 | 2017 | 1 | 974 | 2017 | 2 | 1443 | 2017 | 3 | 892 | 2017 | 4 | 349 | 2017 | 5 | 116 | 2017 | 6 | 128 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 0 | 10 | 2017 | 1 | 138 | 2017 | 2 | 211 | 2017 | 3 | 61 | 2017 | 4 | 20 | 2017 | 5 | 10 | 2017 | 6 | 4 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 0 | 25 | 2017 | 1 | 200 | 2017 | 2 | 134 | 2017 | 3 | 37 | 2017 | 4 | 19 | 2017 | 5 | 12 | 2017 | 6 | 13 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 0 | 25 | 2017 | 1 | 335 | 2017 | 2 | 295 | 2017 | 3 | 162 | 2017 | 4 | 61 | 2017 | 5 | 19 | 2017 | 6 | 21 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 0 | 8 | 2017 | 1 | 356 | 2017 | 2 | 561 | 2017 | 3 | 412 | 2017 | 4 | 148 | 2017 | 5 | 55 | 2017 | 6 | 23 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 0 | 373 | 2017 | 1 | 13054 | 2017 | 2 | 27878 | 2017 | 3 | 33767 | 2017 | 4 | 12311 | 2017 | 5 | 4078 | 2017 | 6 | 3215 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 0 | 11 | 2017 | 1 | 444 | 2017 | 2 | 850 | 2017 | 3 | 1023 | 2017 | 4 | 337 | 2017 | 5 | 136 | 2017 | 6 | 126 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 0 | 4 | 2017 | 1 | 90 | 2017 | 2 | 113 | 2017 | 3 | 68 | 2017 | 4 | 33 | 2017 | 5 | 13 | 2017 | 6 | 8 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 0 | 4 | 2017 | 1 | 530 | 2017 | 2 | 1084 | 2017 | 3 | 1042 | 2017 | 4 | 455 | 2017 | 5 | 157 | 2017 | 6 | 98 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 0 | 510 | 2017 | 1 | 8769 | 2017 | 2 | 12573 | 2017 | 3 | 13585 | 2017 | 4 | 5830 | 2017 | 5 | 1769 | 2017 | 6 | 1174 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02203 | 0 | 55 | 2017 | 1 | 1012 | 2017 | 2 | 869 | 2017 | 3 | 492 | 2017 | 4 | 172 | 2017 | 5 | 72 | 2017 | 6 | 67 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 0 | 23 | 2017 | 1 | 875 | 2017 | 2 | 2544 | 2017 | 3 | 2926 | 2017 | 4 | 803 | 2017 | 5 | 229 | 2017 | 6 | 133 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 0 | 4 | 2017 | 1 | 397 | 2017 | 2 | 592 | 2017 | 3 | 337 | 2017 | 4 | 49 | 2017 | 5 | 8 | 2017 | 6 | 9 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 0 | 191 | 2017 | 1 | 6466 | 2017 | 2 | 16160 | 2017 | 3 | 15576 | 2017 | 4 | 4967 | 2017 | 5 | 1171 | 2017 | 6 | 493 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 0 | 18 | 2017 | 1 | 883 | 2017 | 2 | 2010 | 2017 | 3 | 1622 | 2017 | 4 | 626 | 2017 | 5 | 160 | 2017 | 6 | 89 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 0 | 21 | 2017 | 1 | 856 | 2017 | 2 | 1516 | 2017 | 3 | 905 | 2017 | 4 | 320 | 2017 | 5 | 93 | 2017 | 6 | 33 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 0 | 9 | 2017 | 1 | 630 | 2017 | 2 | 1375 | 2017 | 3 | 1086 | 2017 | 4 | 416 | 2017 | 5 | 98 | 2017 | 6 | 42 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 0 | 131 | 2017 | 1 | 927 | 2017 | 2 | 1316 | 2017 | 3 | 1737 | 2017 | 4 | 294 | 2017 | 5 | 34 | 2017 | 6 | 19 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 0 | 22 | 2017 | 1 | 1920 | 2017 | 2 | 5419 | 2017 | 3 | 5183 | 2017 | 4 | 1884 | 2017 | 5 | 490 | 2017 | 6 | 235 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 0 | 18 | 2017 | 1 | 282 | 2017 | 2 | 704 | 2017 | 3 | 434 | 2017 | 4 | 161 | 2017 | 5 | 48 | 2017 | 6 | 31 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 0 | 9 | 2017 | 1 | 415 | 2017 | 2 | 783 | 2017 | 3 | 615 | 2017 | 4 | 256 | 2017 | 5 | 84 | 2017 | 6 | 32 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 0 | 16 | 2017 | 1 | 539 | 2017 | 2 | 1266 | 2017 | 3 | 912 | 2017 | 4 | 331 | 2017 | 5 | 94 | 2017 | 6 | 63 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 0 | 65 | 2017 | 1 | 6843 | 2017 | 2 | 21184 | 2017 | 3 | 26310 | 2017 | 4 | 8197 | 2017 | 5 | 1908 | 2017 | 6 | 770 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 0 | 89 | 2017 | 1 | 7113 | 2017 | 2 | 21974 | 2017 | 3 | 25389 | 2017 | 4 | 7631 | 2017 | 5 | 1960 | 2017 | 6 | 862 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 0 | 9 | 2017 | 1 | 545 | 2017 | 2 | 1226 | 2017 | 3 | 1064 | 2017 | 4 | 384 | 2017 | 5 | 110 | 2017 | 6 | 67 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 0 | 7 | 2017 | 1 | 268 | 2017 | 2 | 558 | 2017 | 3 | 413 | 2017 | 4 | 127 | 2017 | 5 | 30 | 2017 | 6 | 10 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 0 | 6 | 2017 | 1 | 245 | 2017 | 2 | 651 | 2017 | 3 | 462 | 2017 | 4 | 144 | 2017 | 5 | 36 | 2017 | 6 | 16 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 0 | 11 | 2017 | 1 | 1100 | 2017 | 2 | 3685 | 2017 | 3 | 2523 | 2017 | 4 | 825 | 2017 | 5 | 221 | 2017 | 6 | 82 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 0 | 10 | 2017 | 1 | 1478 | 2017 | 2 | 3608 | 2017 | 3 | 3133 | 2017 | 4 | 1200 | 2017 | 5 | 302 | 2017 | 6 | 126 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 0 | 21 | 2017 | 1 | 654 | 2017 | 2 | 1313 | 2017 | 3 | 872 | 2017 | 4 | 315 | 2017 | 5 | 90 | 2017 | 6 | 55 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 0 | 15 | 2017 | 1 | 1024 | 2017 | 2 | 2706 | 2017 | 3 | 2168 | 2017 | 4 | 775 | 2017 | 5 | 189 | 2017 | 6 | 81 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 0 | 16 | 2017 | 1 | 1235 | 2017 | 2 | 2979 | 2017 | 3 | 2613 | 2017 | 4 | 1095 | 2017 | 5 | 318 | 2017 | 6 | 132 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 0 | 61 | 2017 | 1 | 4125 | 2017 | 2 | 12955 | 2017 | 3 | 11178 | 2017 | 4 | 3713 | 2017 | 5 | 920 | 2017 | 6 | 339 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 0 | 18 | 2017 | 1 | 886 | 2017 | 2 | 1929 | 2017 | 3 | 1301 | 2017 | 4 | 412 | 2017 | 5 | 114 | 2017 | 6 | 63 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 0 | 23 | 2017 | 1 | 1834 | 2017 | 2 | 4316 | 2017 | 3 | 2584 | 2017 | 4 | 785 | 2017 | 5 | 195 | 2017 | 6 | 106 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 0 | 11 | 2017 | 1 | 622 | 2017 | 2 | 1544 | 2017 | 3 | 988 | 2017 | 4 | 348 | 2017 | 5 | 82 | 2017 | 6 | 34 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 0 | 8 | 2017 | 1 | 314 | 2017 | 2 | 683 | 2017 | 3 | 410 | 2017 | 4 | 146 | 2017 | 5 | 47 | 2017 | 6 | 27 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 0 | 255 | 2017 | 1 | 15871 | 2017 | 2 | 36835 | 2017 | 3 | 30849 | 2017 | 4 | 7868 | 2017 | 5 | 1826 | 2017 | 6 | 990 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 0 | 3 | 2017 | 1 | 1160 | 2017 | 2 | 3412 | 2017 | 3 | 2818 | 2017 | 4 | 807 | 2017 | 5 | 190 | 2017 | 6 | 75 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 0 | 29 | 2017 | 1 | 1917 | 2017 | 2 | 4471 | 2017 | 3 | 4418 | 2017 | 4 | 1768 | 2017 | 5 | 527 | 2017 | 6 | 151 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 0 | 6 | 2017 | 1 | 82 | 2017 | 2 | 129 | 2017 | 3 | 97 | 2017 | 4 | 13 | 2017 | 5 | 3 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 0 | 22 | 2017 | 1 | 1128 | 2017 | 2 | 2257 | 2017 | 3 | 1869 | 2017 | 4 | 640 | 2017 | 5 | 157 | 2017 | 6 | 69 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 0 | 20 | 2017 | 1 | 1679 | 2017 | 2 | 3922 | 2017 | 3 | 3162 | 2017 | 4 | 884 | 2017 | 5 | 217 | 2017 | 6 | 113 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 0 | 330 | 2017 | 1 | 18524 | 2017 | 2 | 41450 | 2017 | 3 | 39319 | 2017 | 4 | 9962 | 2017 | 5 | 2214 | 2017 | 6 | 893 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 0 | 14 | 2017 | 1 | 574 | 2017 | 2 | 907 | 2017 | 3 | 629 | 2017 | 4 | 172 | 2017 | 5 | 33 | 2017 | 6 | 20 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 0 | 20 | 2017 | 1 | 2447 | 2017 | 2 | 7789 | 2017 | 3 | 7600 | 2017 | 4 | 1657 | 2017 | 5 | 301 | 2017 | 6 | 99 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 0 | 1 | 2017 | 1 | 613 | 2017 | 2 | 1868 | 2017 | 3 | 1497 | 2017 | 4 | 385 | 2017 | 5 | 87 | 2017 | 6 | 19 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
| 05303 | 0 | 6 | 2017 | 1 | 444 | 2017 | 2 | 1212 | 2017 | 3 | 951 | 2017 | 4 | 344 | 2017 | 5 | 62 | 2017 | 6 | 25 | 2017 | Rinconada | 281633.2 | 2017 | 5303 | 10207 | 2874630315 |
1.5.4 Renombre de columnas
names(df_2017_2)[3] <- "0 pieza"
names(df_2017_2)[6] <- "1 pieza"
names(df_2017_2)[9] <- "2 piezas"
names(df_2017_2)[12] <- "3 piezas"
names(df_2017_2)[15] <- "4 piezas"
names(df_2017_2)[18] <- "5 piezas"
names(df_2017_2)[21] <- "6 o más piezas"
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | 0 pieza | anio.x | unlist.c..y | 1 pieza | anio.y | unlist.c..x.1 | 2 piezas | anio.x.1 | unlist.c..y.1 | 3 piezas | anio.y.1 | unlist.c..x.2 | 4 piezas | anio.x.2 | unlist.c..y.2 | 5 piezas | anio.y.2 | unlist.c. | 6 o más piezas | anio | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 0 | 782 | 2017 | 1 | 11124 | 2017 | 2 | 14790 | 2017 | 3 | 17089 | 2017 | 4 | 6135 | 2017 | 5 | 2242 | 2017 | 6 | 1719 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 0 | 153 | 2017 | 1 | 4937 | 2017 | 2 | 10150 | 2017 | 3 | 8122 | 2017 | 4 | 2700 | 2017 | 5 | 790 | 2017 | 6 | 434 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 0 | 33 | 2017 | 1 | 974 | 2017 | 2 | 1443 | 2017 | 3 | 892 | 2017 | 4 | 349 | 2017 | 5 | 116 | 2017 | 6 | 128 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 0 | 10 | 2017 | 1 | 138 | 2017 | 2 | 211 | 2017 | 3 | 61 | 2017 | 4 | 20 | 2017 | 5 | 10 | 2017 | 6 | 4 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 0 | 25 | 2017 | 1 | 200 | 2017 | 2 | 134 | 2017 | 3 | 37 | 2017 | 4 | 19 | 2017 | 5 | 12 | 2017 | 6 | 13 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 0 | 25 | 2017 | 1 | 335 | 2017 | 2 | 295 | 2017 | 3 | 162 | 2017 | 4 | 61 | 2017 | 5 | 19 | 2017 | 6 | 21 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 0 | 8 | 2017 | 1 | 356 | 2017 | 2 | 561 | 2017 | 3 | 412 | 2017 | 4 | 148 | 2017 | 5 | 55 | 2017 | 6 | 23 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 0 | 373 | 2017 | 1 | 13054 | 2017 | 2 | 27878 | 2017 | 3 | 33767 | 2017 | 4 | 12311 | 2017 | 5 | 4078 | 2017 | 6 | 3215 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 0 | 11 | 2017 | 1 | 444 | 2017 | 2 | 850 | 2017 | 3 | 1023 | 2017 | 4 | 337 | 2017 | 5 | 136 | 2017 | 6 | 126 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 0 | 4 | 2017 | 1 | 90 | 2017 | 2 | 113 | 2017 | 3 | 68 | 2017 | 4 | 33 | 2017 | 5 | 13 | 2017 | 6 | 8 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 0 | 4 | 2017 | 1 | 530 | 2017 | 2 | 1084 | 2017 | 3 | 1042 | 2017 | 4 | 455 | 2017 | 5 | 157 | 2017 | 6 | 98 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 0 | 510 | 2017 | 1 | 8769 | 2017 | 2 | 12573 | 2017 | 3 | 13585 | 2017 | 4 | 5830 | 2017 | 5 | 1769 | 2017 | 6 | 1174 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02203 | 0 | 55 | 2017 | 1 | 1012 | 2017 | 2 | 869 | 2017 | 3 | 492 | 2017 | 4 | 172 | 2017 | 5 | 72 | 2017 | 6 | 67 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 0 | 23 | 2017 | 1 | 875 | 2017 | 2 | 2544 | 2017 | 3 | 2926 | 2017 | 4 | 803 | 2017 | 5 | 229 | 2017 | 6 | 133 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 0 | 4 | 2017 | 1 | 397 | 2017 | 2 | 592 | 2017 | 3 | 337 | 2017 | 4 | 49 | 2017 | 5 | 8 | 2017 | 6 | 9 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 0 | 191 | 2017 | 1 | 6466 | 2017 | 2 | 16160 | 2017 | 3 | 15576 | 2017 | 4 | 4967 | 2017 | 5 | 1171 | 2017 | 6 | 493 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 0 | 18 | 2017 | 1 | 883 | 2017 | 2 | 2010 | 2017 | 3 | 1622 | 2017 | 4 | 626 | 2017 | 5 | 160 | 2017 | 6 | 89 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 0 | 21 | 2017 | 1 | 856 | 2017 | 2 | 1516 | 2017 | 3 | 905 | 2017 | 4 | 320 | 2017 | 5 | 93 | 2017 | 6 | 33 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 0 | 9 | 2017 | 1 | 630 | 2017 | 2 | 1375 | 2017 | 3 | 1086 | 2017 | 4 | 416 | 2017 | 5 | 98 | 2017 | 6 | 42 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 0 | 131 | 2017 | 1 | 927 | 2017 | 2 | 1316 | 2017 | 3 | 1737 | 2017 | 4 | 294 | 2017 | 5 | 34 | 2017 | 6 | 19 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 0 | 22 | 2017 | 1 | 1920 | 2017 | 2 | 5419 | 2017 | 3 | 5183 | 2017 | 4 | 1884 | 2017 | 5 | 490 | 2017 | 6 | 235 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 0 | 18 | 2017 | 1 | 282 | 2017 | 2 | 704 | 2017 | 3 | 434 | 2017 | 4 | 161 | 2017 | 5 | 48 | 2017 | 6 | 31 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 0 | 9 | 2017 | 1 | 415 | 2017 | 2 | 783 | 2017 | 3 | 615 | 2017 | 4 | 256 | 2017 | 5 | 84 | 2017 | 6 | 32 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 0 | 16 | 2017 | 1 | 539 | 2017 | 2 | 1266 | 2017 | 3 | 912 | 2017 | 4 | 331 | 2017 | 5 | 94 | 2017 | 6 | 63 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 0 | 65 | 2017 | 1 | 6843 | 2017 | 2 | 21184 | 2017 | 3 | 26310 | 2017 | 4 | 8197 | 2017 | 5 | 1908 | 2017 | 6 | 770 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 0 | 89 | 2017 | 1 | 7113 | 2017 | 2 | 21974 | 2017 | 3 | 25389 | 2017 | 4 | 7631 | 2017 | 5 | 1960 | 2017 | 6 | 862 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 0 | 9 | 2017 | 1 | 545 | 2017 | 2 | 1226 | 2017 | 3 | 1064 | 2017 | 4 | 384 | 2017 | 5 | 110 | 2017 | 6 | 67 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 0 | 7 | 2017 | 1 | 268 | 2017 | 2 | 558 | 2017 | 3 | 413 | 2017 | 4 | 127 | 2017 | 5 | 30 | 2017 | 6 | 10 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 0 | 6 | 2017 | 1 | 245 | 2017 | 2 | 651 | 2017 | 3 | 462 | 2017 | 4 | 144 | 2017 | 5 | 36 | 2017 | 6 | 16 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 0 | 11 | 2017 | 1 | 1100 | 2017 | 2 | 3685 | 2017 | 3 | 2523 | 2017 | 4 | 825 | 2017 | 5 | 221 | 2017 | 6 | 82 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 0 | 10 | 2017 | 1 | 1478 | 2017 | 2 | 3608 | 2017 | 3 | 3133 | 2017 | 4 | 1200 | 2017 | 5 | 302 | 2017 | 6 | 126 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 0 | 21 | 2017 | 1 | 654 | 2017 | 2 | 1313 | 2017 | 3 | 872 | 2017 | 4 | 315 | 2017 | 5 | 90 | 2017 | 6 | 55 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 0 | 15 | 2017 | 1 | 1024 | 2017 | 2 | 2706 | 2017 | 3 | 2168 | 2017 | 4 | 775 | 2017 | 5 | 189 | 2017 | 6 | 81 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 0 | 16 | 2017 | 1 | 1235 | 2017 | 2 | 2979 | 2017 | 3 | 2613 | 2017 | 4 | 1095 | 2017 | 5 | 318 | 2017 | 6 | 132 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 0 | 61 | 2017 | 1 | 4125 | 2017 | 2 | 12955 | 2017 | 3 | 11178 | 2017 | 4 | 3713 | 2017 | 5 | 920 | 2017 | 6 | 339 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 0 | 18 | 2017 | 1 | 886 | 2017 | 2 | 1929 | 2017 | 3 | 1301 | 2017 | 4 | 412 | 2017 | 5 | 114 | 2017 | 6 | 63 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 0 | 23 | 2017 | 1 | 1834 | 2017 | 2 | 4316 | 2017 | 3 | 2584 | 2017 | 4 | 785 | 2017 | 5 | 195 | 2017 | 6 | 106 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 0 | 11 | 2017 | 1 | 622 | 2017 | 2 | 1544 | 2017 | 3 | 988 | 2017 | 4 | 348 | 2017 | 5 | 82 | 2017 | 6 | 34 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 0 | 8 | 2017 | 1 | 314 | 2017 | 2 | 683 | 2017 | 3 | 410 | 2017 | 4 | 146 | 2017 | 5 | 47 | 2017 | 6 | 27 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 0 | 255 | 2017 | 1 | 15871 | 2017 | 2 | 36835 | 2017 | 3 | 30849 | 2017 | 4 | 7868 | 2017 | 5 | 1826 | 2017 | 6 | 990 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 0 | 3 | 2017 | 1 | 1160 | 2017 | 2 | 3412 | 2017 | 3 | 2818 | 2017 | 4 | 807 | 2017 | 5 | 190 | 2017 | 6 | 75 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 0 | 29 | 2017 | 1 | 1917 | 2017 | 2 | 4471 | 2017 | 3 | 4418 | 2017 | 4 | 1768 | 2017 | 5 | 527 | 2017 | 6 | 151 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 0 | 6 | 2017 | 1 | 82 | 2017 | 2 | 129 | 2017 | 3 | 97 | 2017 | 4 | 13 | 2017 | 5 | 3 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 0 | 22 | 2017 | 1 | 1128 | 2017 | 2 | 2257 | 2017 | 3 | 1869 | 2017 | 4 | 640 | 2017 | 5 | 157 | 2017 | 6 | 69 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 0 | 20 | 2017 | 1 | 1679 | 2017 | 2 | 3922 | 2017 | 3 | 3162 | 2017 | 4 | 884 | 2017 | 5 | 217 | 2017 | 6 | 113 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 0 | 330 | 2017 | 1 | 18524 | 2017 | 2 | 41450 | 2017 | 3 | 39319 | 2017 | 4 | 9962 | 2017 | 5 | 2214 | 2017 | 6 | 893 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 0 | 14 | 2017 | 1 | 574 | 2017 | 2 | 907 | 2017 | 3 | 629 | 2017 | 4 | 172 | 2017 | 5 | 33 | 2017 | 6 | 20 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 0 | 20 | 2017 | 1 | 2447 | 2017 | 2 | 7789 | 2017 | 3 | 7600 | 2017 | 4 | 1657 | 2017 | 5 | 301 | 2017 | 6 | 99 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 0 | 1 | 2017 | 1 | 613 | 2017 | 2 | 1868 | 2017 | 3 | 1497 | 2017 | 4 | 385 | 2017 | 5 | 87 | 2017 | 6 | 19 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
| 05303 | 0 | 6 | 2017 | 1 | 444 | 2017 | 2 | 1212 | 2017 | 3 | 951 | 2017 | 4 | 344 | 2017 | 5 | 62 | 2017 | 6 | 25 | 2017 | Rinconada | 281633.2 | 2017 | 5303 | 10207 | 2874630315 |
1.5.5 Correlaciones
# library("PerformanceAnalytics")
# my_data <- df_2017_2[, c(3,6,9,12,15,18,21,31)]
# chart.Correlation(my_data, histogram=TRUE, pch=20)No se pueden establecer correlaciones con 6 piezas o más. Hay que investigar que sucede.
1.6 Pregunta P05: Origen del agua
1 Red pública
2 Pozo o noria
3 Camión aljibe
4 Río, vertiente, estero, canal, lago, etc.
98 No aplica
99 Missing
1.6.1 Cálculo de frecuencias
Leemos las respuestas a la pregunta P05 del censo de viviendas 2017 y obtenemos la tabla de frecuencias por categoría de respuesta:
b <- tabla_con_clave$COMUNA
c <- tabla_con_clave$P05
cross_tab = xtabs( ~ unlist(b) + unlist(c))
tabla <- as.data.frame(cross_tab)
d <-tabla[!(tabla$Freq == 0),]
d$anio <- "2017"d_t <- filter(d,d$unlist.c. == 1)
for(i in 2:4){
d_i <- filter(d,d$unlist.c. == i)
d_t = merge( x = d_t, y = d_i, by = "unlist.b.", all.x = TRUE)
}tablamadre <- head(d_t,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.b. | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1101 | 1 | 54949 | 2017 | 2 | 30 | 2017 | 3 | 466 | 2017 | 4 | 27 | 2017 |
| 1107 | 1 | 26441 | 2017 | 2 | 77 | 2017 | 3 | 1656 | 2017 | 4 | 21 | 2017 |
| 1401 | 1 | 3306 | 2017 | 2 | 390 | 2017 | 3 | 284 | 2017 | 4 | 67 | 2017 |
| 1402 | 1 | 352 | 2017 | 2 | 10 | 2017 | 3 | 4 | 2017 | 4 | 92 | 2017 |
| 1403 | 1 | 177 | 2017 | 2 | 23 | 2017 | 3 | 1 | 2017 | 4 | 252 | 2017 |
| 1404 | 1 | 556 | 2017 | 2 | 85 | 2017 | 3 | 65 | 2017 | 4 | 230 | 2017 |
| 1405 | 1 | 1310 | 2017 | 2 | 201 | 2017 | 3 | 56 | 2017 | 4 | 28 | 2017 |
| 2101 | 1 | 95748 | 2017 | 2 | 151 | 2017 | 3 | 1224 | 2017 | 4 | 571 | 2017 |
| 2102 | 1 | 2685 | 2017 | 2 | 3 | 2017 | 3 | 332 | 2017 | 4 | 2 | 2017 |
| 2103 | 1 | 331 | 2017 | NA | NA | NA | 3 | 9 | 2017 | 4 | 1 | 2017 |
| 2104 | 1 | 2855 | 2017 | 2 | 2 | 2017 | 3 | 595 | 2017 | 4 | 6 | 2017 |
| 2201 | 1 | 44880 | 2017 | 2 | 54 | 2017 | 3 | 751 | 2017 | 4 | 133 | 2017 |
| 2202 | 1 | 83 | 2017 | NA | NA | NA | 3 | 10 | 2017 | NA | NA | NA |
| 2203 | 1 | 2502 | 2017 | 2 | 37 | 2017 | 3 | 184 | 2017 | 4 | 115 | 2017 |
| 2301 | 1 | 7504 | 2017 | 2 | 2 | 2017 | 3 | 236 | 2017 | 4 | 1 | 2017 |
| 2302 | 1 | 1348 | 2017 | NA | NA | NA | 3 | 59 | 2017 | NA | NA | NA |
| 3101 | 1 | 43196 | 2017 | 2 | 375 | 2017 | 3 | 1607 | 2017 | 4 | 47 | 2017 |
| 3102 | 1 | 4802 | 2017 | 2 | 16 | 2017 | 3 | 789 | 2017 | 4 | 8 | 2017 |
| 3103 | 1 | 2900 | 2017 | 2 | 158 | 2017 | 3 | 667 | 2017 | 4 | 58 | 2017 |
| 3201 | 1 | 3334 | 2017 | 2 | 4 | 2017 | 3 | 325 | 2017 | 4 | 3 | 2017 |
| 3202 | 1 | 4105 | 2017 | 2 | 1 | 2017 | 3 | 347 | 2017 | 4 | 13 | 2017 |
| 3301 | 1 | 14456 | 2017 | 2 | 149 | 2017 | 3 | 619 | 2017 | 4 | 409 | 2017 |
| 3302 | 1 | 1405 | 2017 | 2 | 102 | 2017 | 3 | 107 | 2017 | 4 | 127 | 2017 |
| 3303 | 1 | 1693 | 2017 | 2 | 64 | 2017 | 3 | 459 | 2017 | 4 | 24 | 2017 |
| 3304 | 1 | 2862 | 2017 | 2 | 115 | 2017 | 3 | 327 | 2017 | 4 | 13 | 2017 |
| 4101 | 1 | 63738 | 2017 | 2 | 1457 | 2017 | 3 | 1352 | 2017 | 4 | 526 | 2017 |
| 4102 | 1 | 64108 | 2017 | 2 | 1205 | 2017 | 3 | 1606 | 2017 | 4 | 184 | 2017 |
| 4103 | 1 | 3041 | 2017 | 2 | 88 | 2017 | 3 | 284 | 2017 | 4 | 34 | 2017 |
| 4104 | 1 | 1111 | 2017 | 2 | 155 | 2017 | 3 | 165 | 2017 | 4 | 18 | 2017 |
| 4105 | 1 | 1403 | 2017 | 2 | 14 | 2017 | 3 | 29 | 2017 | 4 | 144 | 2017 |
| 4106 | 1 | 8205 | 2017 | 2 | 200 | 2017 | 3 | 161 | 2017 | 4 | 137 | 2017 |
| 4201 | 1 | 8783 | 2017 | 2 | 514 | 2017 | 3 | 526 | 2017 | 4 | 278 | 2017 |
| 4202 | 1 | 1904 | 2017 | 2 | 468 | 2017 | 3 | 654 | 2017 | 4 | 348 | 2017 |
| 4203 | 1 | 6262 | 2017 | 2 | 329 | 2017 | 3 | 373 | 2017 | 4 | 217 | 2017 |
| 4204 | 1 | 7878 | 2017 | 2 | 195 | 2017 | 3 | 430 | 2017 | 4 | 155 | 2017 |
| 4301 | 1 | 31611 | 2017 | 2 | 1010 | 2017 | 3 | 1583 | 2017 | 4 | 230 | 2017 |
| 4302 | 1 | 3666 | 2017 | 2 | 446 | 2017 | 3 | 552 | 2017 | 4 | 179 | 2017 |
| 4303 | 1 | 9073 | 2017 | 2 | 309 | 2017 | 3 | 513 | 2017 | 4 | 259 | 2017 |
| 4304 | 1 | 2488 | 2017 | 2 | 556 | 2017 | 3 | 541 | 2017 | 4 | 139 | 2017 |
| 4305 | 1 | 1435 | 2017 | 2 | 61 | 2017 | 3 | 82 | 2017 | 4 | 80 | 2017 |
| 5101 | 1 | 94687 | 2017 | 2 | 547 | 2017 | 3 | 1592 | 2017 | 4 | 136 | 2017 |
| 5102 | 1 | 7241 | 2017 | 2 | 1242 | 2017 | 3 | 130 | 2017 | 4 | 29 | 2017 |
| 5103 | 1 | 13051 | 2017 | 2 | 129 | 2017 | 3 | 438 | 2017 | 4 | 8 | 2017 |
| 5104 | 1 | 307 | 2017 | 2 | 4 | 2017 | NA | NA | NA | 4 | 38 | 2017 |
| 5105 | 1 | 3905 | 2017 | 2 | 1509 | 2017 | 3 | 852 | 2017 | 4 | 53 | 2017 |
| 5107 | 1 | 7570 | 2017 | 2 | 2425 | 2017 | 3 | 192 | 2017 | 4 | 77 | 2017 |
| 5109 | 1 | 114028 | 2017 | 2 | 392 | 2017 | 3 | 1051 | 2017 | 4 | 139 | 2017 |
| 5201 | 1 | 2309 | 2017 | 2 | 34 | 2017 | 3 | 59 | 2017 | 4 | 18 | 2017 |
| 5301 | 1 | 19992 | 2017 | 2 | 186 | 2017 | 3 | 90 | 2017 | 4 | 154 | 2017 |
| 5302 | 1 | 4292 | 2017 | 2 | 239 | 2017 | 3 | 76 | 2017 | 4 | 16 | 2017 |
1.6.2 Construcción de un código comunal ad-hoc
Agregamos un cero a los códigos comunales de 4 dígitos, que queda en la columna llamada código:
codigos <- d_t$
unlist.b.
rango <- seq(1:nrow(d_t))
cadena <- paste("0",codigos[rango], sep = "")
cadena <- substr(cadena,(nchar(cadena)[rango])-(4),6)
codigos <- as.data.frame(codigos)
cadena <- as.data.frame(cadena)
comuna_corr <- cbind(d_t,cadena)
comuna_corr <- comuna_corr[,-c(1),drop=FALSE]names(comuna_corr)[13] <- "código"
tablamadre <- head(comuna_corr,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | código |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 54949 | 2017 | 2 | 30 | 2017 | 3 | 466 | 2017 | 4 | 27 | 2017 | 01101 |
| 1 | 26441 | 2017 | 2 | 77 | 2017 | 3 | 1656 | 2017 | 4 | 21 | 2017 | 01107 |
| 1 | 3306 | 2017 | 2 | 390 | 2017 | 3 | 284 | 2017 | 4 | 67 | 2017 | 01401 |
| 1 | 352 | 2017 | 2 | 10 | 2017 | 3 | 4 | 2017 | 4 | 92 | 2017 | 01402 |
| 1 | 177 | 2017 | 2 | 23 | 2017 | 3 | 1 | 2017 | 4 | 252 | 2017 | 01403 |
| 1 | 556 | 2017 | 2 | 85 | 2017 | 3 | 65 | 2017 | 4 | 230 | 2017 | 01404 |
| 1 | 1310 | 2017 | 2 | 201 | 2017 | 3 | 56 | 2017 | 4 | 28 | 2017 | 01405 |
| 1 | 95748 | 2017 | 2 | 151 | 2017 | 3 | 1224 | 2017 | 4 | 571 | 2017 | 02101 |
| 1 | 2685 | 2017 | 2 | 3 | 2017 | 3 | 332 | 2017 | 4 | 2 | 2017 | 02102 |
| 1 | 331 | 2017 | NA | NA | NA | 3 | 9 | 2017 | 4 | 1 | 2017 | 02103 |
| 1 | 2855 | 2017 | 2 | 2 | 2017 | 3 | 595 | 2017 | 4 | 6 | 2017 | 02104 |
| 1 | 44880 | 2017 | 2 | 54 | 2017 | 3 | 751 | 2017 | 4 | 133 | 2017 | 02201 |
| 1 | 83 | 2017 | NA | NA | NA | 3 | 10 | 2017 | NA | NA | NA | 02202 |
| 1 | 2502 | 2017 | 2 | 37 | 2017 | 3 | 184 | 2017 | 4 | 115 | 2017 | 02203 |
| 1 | 7504 | 2017 | 2 | 2 | 2017 | 3 | 236 | 2017 | 4 | 1 | 2017 | 02301 |
| 1 | 1348 | 2017 | NA | NA | NA | 3 | 59 | 2017 | NA | NA | NA | 02302 |
| 1 | 43196 | 2017 | 2 | 375 | 2017 | 3 | 1607 | 2017 | 4 | 47 | 2017 | 03101 |
| 1 | 4802 | 2017 | 2 | 16 | 2017 | 3 | 789 | 2017 | 4 | 8 | 2017 | 03102 |
| 1 | 2900 | 2017 | 2 | 158 | 2017 | 3 | 667 | 2017 | 4 | 58 | 2017 | 03103 |
| 1 | 3334 | 2017 | 2 | 4 | 2017 | 3 | 325 | 2017 | 4 | 3 | 2017 | 03201 |
| 1 | 4105 | 2017 | 2 | 1 | 2017 | 3 | 347 | 2017 | 4 | 13 | 2017 | 03202 |
| 1 | 14456 | 2017 | 2 | 149 | 2017 | 3 | 619 | 2017 | 4 | 409 | 2017 | 03301 |
| 1 | 1405 | 2017 | 2 | 102 | 2017 | 3 | 107 | 2017 | 4 | 127 | 2017 | 03302 |
| 1 | 1693 | 2017 | 2 | 64 | 2017 | 3 | 459 | 2017 | 4 | 24 | 2017 | 03303 |
| 1 | 2862 | 2017 | 2 | 115 | 2017 | 3 | 327 | 2017 | 4 | 13 | 2017 | 03304 |
| 1 | 63738 | 2017 | 2 | 1457 | 2017 | 3 | 1352 | 2017 | 4 | 526 | 2017 | 04101 |
| 1 | 64108 | 2017 | 2 | 1205 | 2017 | 3 | 1606 | 2017 | 4 | 184 | 2017 | 04102 |
| 1 | 3041 | 2017 | 2 | 88 | 2017 | 3 | 284 | 2017 | 4 | 34 | 2017 | 04103 |
| 1 | 1111 | 2017 | 2 | 155 | 2017 | 3 | 165 | 2017 | 4 | 18 | 2017 | 04104 |
| 1 | 1403 | 2017 | 2 | 14 | 2017 | 3 | 29 | 2017 | 4 | 144 | 2017 | 04105 |
| 1 | 8205 | 2017 | 2 | 200 | 2017 | 3 | 161 | 2017 | 4 | 137 | 2017 | 04106 |
| 1 | 8783 | 2017 | 2 | 514 | 2017 | 3 | 526 | 2017 | 4 | 278 | 2017 | 04201 |
| 1 | 1904 | 2017 | 2 | 468 | 2017 | 3 | 654 | 2017 | 4 | 348 | 2017 | 04202 |
| 1 | 6262 | 2017 | 2 | 329 | 2017 | 3 | 373 | 2017 | 4 | 217 | 2017 | 04203 |
| 1 | 7878 | 2017 | 2 | 195 | 2017 | 3 | 430 | 2017 | 4 | 155 | 2017 | 04204 |
| 1 | 31611 | 2017 | 2 | 1010 | 2017 | 3 | 1583 | 2017 | 4 | 230 | 2017 | 04301 |
| 1 | 3666 | 2017 | 2 | 446 | 2017 | 3 | 552 | 2017 | 4 | 179 | 2017 | 04302 |
| 1 | 9073 | 2017 | 2 | 309 | 2017 | 3 | 513 | 2017 | 4 | 259 | 2017 | 04303 |
| 1 | 2488 | 2017 | 2 | 556 | 2017 | 3 | 541 | 2017 | 4 | 139 | 2017 | 04304 |
| 1 | 1435 | 2017 | 2 | 61 | 2017 | 3 | 82 | 2017 | 4 | 80 | 2017 | 04305 |
| 1 | 94687 | 2017 | 2 | 547 | 2017 | 3 | 1592 | 2017 | 4 | 136 | 2017 | 05101 |
| 1 | 7241 | 2017 | 2 | 1242 | 2017 | 3 | 130 | 2017 | 4 | 29 | 2017 | 05102 |
| 1 | 13051 | 2017 | 2 | 129 | 2017 | 3 | 438 | 2017 | 4 | 8 | 2017 | 05103 |
| 1 | 307 | 2017 | 2 | 4 | 2017 | NA | NA | NA | 4 | 38 | 2017 | 05104 |
| 1 | 3905 | 2017 | 2 | 1509 | 2017 | 3 | 852 | 2017 | 4 | 53 | 2017 | 05105 |
| 1 | 7570 | 2017 | 2 | 2425 | 2017 | 3 | 192 | 2017 | 4 | 77 | 2017 | 05107 |
| 1 | 114028 | 2017 | 2 | 392 | 2017 | 3 | 1051 | 2017 | 4 | 139 | 2017 | 05109 |
| 1 | 2309 | 2017 | 2 | 34 | 2017 | 3 | 59 | 2017 | 4 | 18 | 2017 | 05201 |
| 1 | 19992 | 2017 | 2 | 186 | 2017 | 3 | 90 | 2017 | 4 | 154 | 2017 | 05301 |
| 1 | 4292 | 2017 | 2 | 239 | 2017 | 3 | 76 | 2017 | 4 | 16 | 2017 | 05302 |
1.6.3 Unión con los ingresos comunales expandidos
Hacemos la unión con los ingresos promedio comunales expandidos:
ingresos_expandidos_2017 <- readRDS("../ingresos_expandidos_17.rds")
df_2017_2 = merge( x = comuna_corr, y = ingresos_expandidos_2017, by = "código", all.x = TRUE)
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 54949 | 2017 | 2 | 30 | 2017 | 3 | 466 | 2017 | 4 | 27 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 26441 | 2017 | 2 | 77 | 2017 | 3 | 1656 | 2017 | 4 | 21 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 3306 | 2017 | 2 | 390 | 2017 | 3 | 284 | 2017 | 4 | 67 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 352 | 2017 | 2 | 10 | 2017 | 3 | 4 | 2017 | 4 | 92 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 177 | 2017 | 2 | 23 | 2017 | 3 | 1 | 2017 | 4 | 252 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 556 | 2017 | 2 | 85 | 2017 | 3 | 65 | 2017 | 4 | 230 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 1310 | 2017 | 2 | 201 | 2017 | 3 | 56 | 2017 | 4 | 28 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 95748 | 2017 | 2 | 151 | 2017 | 3 | 1224 | 2017 | 4 | 571 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 2685 | 2017 | 2 | 3 | 2017 | 3 | 332 | 2017 | 4 | 2 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 331 | 2017 | NA | NA | NA | 3 | 9 | 2017 | 4 | 1 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 2855 | 2017 | 2 | 2 | 2017 | 3 | 595 | 2017 | 4 | 6 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 44880 | 2017 | 2 | 54 | 2017 | 3 | 751 | 2017 | 4 | 133 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 83 | 2017 | NA | NA | NA | 3 | 10 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 2502 | 2017 | 2 | 37 | 2017 | 3 | 184 | 2017 | 4 | 115 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 7504 | 2017 | 2 | 2 | 2017 | 3 | 236 | 2017 | 4 | 1 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 1348 | 2017 | NA | NA | NA | 3 | 59 | 2017 | NA | NA | NA | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 43196 | 2017 | 2 | 375 | 2017 | 3 | 1607 | 2017 | 4 | 47 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 4802 | 2017 | 2 | 16 | 2017 | 3 | 789 | 2017 | 4 | 8 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 2900 | 2017 | 2 | 158 | 2017 | 3 | 667 | 2017 | 4 | 58 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 3334 | 2017 | 2 | 4 | 2017 | 3 | 325 | 2017 | 4 | 3 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 4105 | 2017 | 2 | 1 | 2017 | 3 | 347 | 2017 | 4 | 13 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 14456 | 2017 | 2 | 149 | 2017 | 3 | 619 | 2017 | 4 | 409 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 1405 | 2017 | 2 | 102 | 2017 | 3 | 107 | 2017 | 4 | 127 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 1693 | 2017 | 2 | 64 | 2017 | 3 | 459 | 2017 | 4 | 24 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 2862 | 2017 | 2 | 115 | 2017 | 3 | 327 | 2017 | 4 | 13 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 63738 | 2017 | 2 | 1457 | 2017 | 3 | 1352 | 2017 | 4 | 526 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 64108 | 2017 | 2 | 1205 | 2017 | 3 | 1606 | 2017 | 4 | 184 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 3041 | 2017 | 2 | 88 | 2017 | 3 | 284 | 2017 | 4 | 34 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 1111 | 2017 | 2 | 155 | 2017 | 3 | 165 | 2017 | 4 | 18 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 1403 | 2017 | 2 | 14 | 2017 | 3 | 29 | 2017 | 4 | 144 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 8205 | 2017 | 2 | 200 | 2017 | 3 | 161 | 2017 | 4 | 137 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 8783 | 2017 | 2 | 514 | 2017 | 3 | 526 | 2017 | 4 | 278 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 1904 | 2017 | 2 | 468 | 2017 | 3 | 654 | 2017 | 4 | 348 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 6262 | 2017 | 2 | 329 | 2017 | 3 | 373 | 2017 | 4 | 217 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 7878 | 2017 | 2 | 195 | 2017 | 3 | 430 | 2017 | 4 | 155 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 31611 | 2017 | 2 | 1010 | 2017 | 3 | 1583 | 2017 | 4 | 230 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 3666 | 2017 | 2 | 446 | 2017 | 3 | 552 | 2017 | 4 | 179 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 9073 | 2017 | 2 | 309 | 2017 | 3 | 513 | 2017 | 4 | 259 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 2488 | 2017 | 2 | 556 | 2017 | 3 | 541 | 2017 | 4 | 139 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 1435 | 2017 | 2 | 61 | 2017 | 3 | 82 | 2017 | 4 | 80 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 94687 | 2017 | 2 | 547 | 2017 | 3 | 1592 | 2017 | 4 | 136 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 7241 | 2017 | 2 | 1242 | 2017 | 3 | 130 | 2017 | 4 | 29 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 13051 | 2017 | 2 | 129 | 2017 | 3 | 438 | 2017 | 4 | 8 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 307 | 2017 | 2 | 4 | 2017 | NA | NA | NA | 4 | 38 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 3905 | 2017 | 2 | 1509 | 2017 | 3 | 852 | 2017 | 4 | 53 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 7570 | 2017 | 2 | 2425 | 2017 | 3 | 192 | 2017 | 4 | 77 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 114028 | 2017 | 2 | 392 | 2017 | 3 | 1051 | 2017 | 4 | 139 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 2309 | 2017 | 2 | 34 | 2017 | 3 | 59 | 2017 | 4 | 18 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 19992 | 2017 | 2 | 186 | 2017 | 3 | 90 | 2017 | 4 | 154 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 4292 | 2017 | 2 | 239 | 2017 | 3 | 76 | 2017 | 4 | 16 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
1.6.4 Renombre de columnas
names(df_2017_2)[3] <- "Red pública"
names(df_2017_2)[6] <- "Pozo o noria"
names(df_2017_2)[9] <- "Camión aljibe"
names(df_2017_2)[12] <- "Río"
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Red pública | anio.x | unlist.c..y | Pozo o noria | anio.y | unlist.c..x.1 | Camión aljibe | anio.x.1 | unlist.c..y.1 | Río | anio.y.1 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 54949 | 2017 | 2 | 30 | 2017 | 3 | 466 | 2017 | 4 | 27 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 26441 | 2017 | 2 | 77 | 2017 | 3 | 1656 | 2017 | 4 | 21 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 3306 | 2017 | 2 | 390 | 2017 | 3 | 284 | 2017 | 4 | 67 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 352 | 2017 | 2 | 10 | 2017 | 3 | 4 | 2017 | 4 | 92 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 177 | 2017 | 2 | 23 | 2017 | 3 | 1 | 2017 | 4 | 252 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 556 | 2017 | 2 | 85 | 2017 | 3 | 65 | 2017 | 4 | 230 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 1310 | 2017 | 2 | 201 | 2017 | 3 | 56 | 2017 | 4 | 28 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 95748 | 2017 | 2 | 151 | 2017 | 3 | 1224 | 2017 | 4 | 571 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 2685 | 2017 | 2 | 3 | 2017 | 3 | 332 | 2017 | 4 | 2 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 331 | 2017 | NA | NA | NA | 3 | 9 | 2017 | 4 | 1 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 2855 | 2017 | 2 | 2 | 2017 | 3 | 595 | 2017 | 4 | 6 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 44880 | 2017 | 2 | 54 | 2017 | 3 | 751 | 2017 | 4 | 133 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 83 | 2017 | NA | NA | NA | 3 | 10 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 2502 | 2017 | 2 | 37 | 2017 | 3 | 184 | 2017 | 4 | 115 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 7504 | 2017 | 2 | 2 | 2017 | 3 | 236 | 2017 | 4 | 1 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 1348 | 2017 | NA | NA | NA | 3 | 59 | 2017 | NA | NA | NA | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 43196 | 2017 | 2 | 375 | 2017 | 3 | 1607 | 2017 | 4 | 47 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 4802 | 2017 | 2 | 16 | 2017 | 3 | 789 | 2017 | 4 | 8 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 2900 | 2017 | 2 | 158 | 2017 | 3 | 667 | 2017 | 4 | 58 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 3334 | 2017 | 2 | 4 | 2017 | 3 | 325 | 2017 | 4 | 3 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 4105 | 2017 | 2 | 1 | 2017 | 3 | 347 | 2017 | 4 | 13 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 14456 | 2017 | 2 | 149 | 2017 | 3 | 619 | 2017 | 4 | 409 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 1405 | 2017 | 2 | 102 | 2017 | 3 | 107 | 2017 | 4 | 127 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 1693 | 2017 | 2 | 64 | 2017 | 3 | 459 | 2017 | 4 | 24 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 2862 | 2017 | 2 | 115 | 2017 | 3 | 327 | 2017 | 4 | 13 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 63738 | 2017 | 2 | 1457 | 2017 | 3 | 1352 | 2017 | 4 | 526 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 64108 | 2017 | 2 | 1205 | 2017 | 3 | 1606 | 2017 | 4 | 184 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 3041 | 2017 | 2 | 88 | 2017 | 3 | 284 | 2017 | 4 | 34 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 1111 | 2017 | 2 | 155 | 2017 | 3 | 165 | 2017 | 4 | 18 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 1403 | 2017 | 2 | 14 | 2017 | 3 | 29 | 2017 | 4 | 144 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 8205 | 2017 | 2 | 200 | 2017 | 3 | 161 | 2017 | 4 | 137 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 8783 | 2017 | 2 | 514 | 2017 | 3 | 526 | 2017 | 4 | 278 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 1904 | 2017 | 2 | 468 | 2017 | 3 | 654 | 2017 | 4 | 348 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 6262 | 2017 | 2 | 329 | 2017 | 3 | 373 | 2017 | 4 | 217 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 7878 | 2017 | 2 | 195 | 2017 | 3 | 430 | 2017 | 4 | 155 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 31611 | 2017 | 2 | 1010 | 2017 | 3 | 1583 | 2017 | 4 | 230 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 3666 | 2017 | 2 | 446 | 2017 | 3 | 552 | 2017 | 4 | 179 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 9073 | 2017 | 2 | 309 | 2017 | 3 | 513 | 2017 | 4 | 259 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 2488 | 2017 | 2 | 556 | 2017 | 3 | 541 | 2017 | 4 | 139 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 1435 | 2017 | 2 | 61 | 2017 | 3 | 82 | 2017 | 4 | 80 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 94687 | 2017 | 2 | 547 | 2017 | 3 | 1592 | 2017 | 4 | 136 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 7241 | 2017 | 2 | 1242 | 2017 | 3 | 130 | 2017 | 4 | 29 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 13051 | 2017 | 2 | 129 | 2017 | 3 | 438 | 2017 | 4 | 8 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 307 | 2017 | 2 | 4 | 2017 | NA | NA | NA | 4 | 38 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 3905 | 2017 | 2 | 1509 | 2017 | 3 | 852 | 2017 | 4 | 53 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 7570 | 2017 | 2 | 2425 | 2017 | 3 | 192 | 2017 | 4 | 77 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 114028 | 2017 | 2 | 392 | 2017 | 3 | 1051 | 2017 | 4 | 139 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 2309 | 2017 | 2 | 34 | 2017 | 3 | 59 | 2017 | 4 | 18 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 19992 | 2017 | 2 | 186 | 2017 | 3 | 90 | 2017 | 4 | 154 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 4292 | 2017 | 2 | 239 | 2017 | 3 | 76 | 2017 | 4 | 16 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
1.6.5 Correlaciones
my_data <- df_2017_2[, c(3,6,9,12,19)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
1.7 Pregunta CANT_HOG: Cantidad de hogares
(0-36)
1.7.1 Cálculo de frecuencias
Leemos las respuestas a la pregunta CANT_HOG del censo de viviendas 2017 y obtenemos la tabla de frecuencias por categoría de respuesta:
b <- tabla_con_clave$COMUNA
c <- tabla_con_clave$CANT_HOG
cross_tab = xtabs( ~ unlist(b) + unlist(c))
tabla <- as.data.frame(cross_tab)
d <-tabla[!(tabla$Freq == 0),]
d$anio <- "2017"d_unique <- unique(d$unlist.c.)
d_unique## [1] 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 22 25 27 28
## [26] 30 36 98
## 28 Levels: 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 22 25 27 ... 98d_t <- filter(d,d$unlist.c. == 0)
for(i in 1:36){
d_i <- filter(d,d$unlist.c. == i)
d_t = merge( x = d_t, y = d_i, by = "unlist.b.", all.x = TRUE)
}tablamadre <- head(d_t,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.b. | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c. | Freq | anio |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1101 | 0 | 10718 | 2017 | 1 | 53535 | 2017 | 2 | 1614 | 2017 | 3 | 489 | 2017 | 4 | 171 | 2017 | 5 | 77 | 2017 | 6 | 45 | 2017 | 7 | 32 | 2017 | 8 | 16 | 2017 | 9 | 9 | 2017 | 10 | 5 | 2017 | 11 | 5 | 2017 | 12 | 3 | 2017 | 13 | 4 | 2017 | NA | NA | NA | 15 | 1 | 2017 | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 1107 | 0 | 4709 | 2017 | 1 | 27547 | 2017 | 2 | 675 | 2017 | 3 | 164 | 2017 | 4 | 42 | 2017 | 5 | 13 | 2017 | 6 | 8 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 1401 | 0 | 4800 | 2017 | 1 | 4004 | 2017 | 2 | 67 | 2017 | 3 | 5 | 2017 | 4 | 5 | 2017 | 5 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 1402 | 0 | 611 | 2017 | 1 | 470 | 2017 | 2 | 7 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 1403 | 0 | 1553 | 2017 | 1 | 459 | 2017 | 2 | 10 | 2017 | 3 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 1404 | 0 | 1920 | 2017 | 1 | 928 | 2017 | 2 | 11 | 2017 | 3 | 2 | 2017 | 4 | 1 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 1405 | 0 | 1098 | 2017 | 1 | 1576 | 2017 | 2 | 21 | 2017 | 3 | 7 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2101 | 0 | 13470 | 2017 | 1 | 94510 | 2017 | 2 | 2854 | 2017 | 3 | 875 | 2017 | 4 | 285 | 2017 | 5 | 111 | 2017 | 6 | 70 | 2017 | 7 | 39 | 2017 | 8 | 19 | 2017 | 9 | 18 | 2017 | 10 | 7 | 2017 | 11 | 6 | 2017 | 12 | 1 | 2017 | 13 | 2 | 2017 | 14 | 2 | 2017 | 15 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 19 | 2 | 2017 | 20 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 28 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2102 | 0 | 926 | 2017 | 1 | 2846 | 2017 | 2 | 113 | 2017 | 3 | 48 | 2017 | 4 | 23 | 2017 | 5 | 11 | 2017 | 6 | 3 | 2017 | 7 | 3 | 2017 | 8 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2103 | 0 | 184 | 2017 | 1 | 334 | 2017 | 2 | 5 | 2017 | 3 | 3 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2104 | 0 | 1053 | 2017 | 1 | 3403 | 2017 | 2 | 71 | 2017 | 3 | 11 | 2017 | 4 | 5 | 2017 | 5 | 2 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2201 | 0 | 10616 | 2017 | 1 | 45077 | 2017 | 2 | 843 | 2017 | 3 | 226 | 2017 | 4 | 102 | 2017 | 5 | 43 | 2017 | 6 | 29 | 2017 | 7 | 15 | 2017 | 8 | 3 | 2017 | 9 | 3 | 2017 | 10 | 2 | 2017 | NA | NA | NA | 12 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 27 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2202 | 0 | 333 | 2017 | 1 | 87 | 2017 | 2 | 6 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2203 | 0 | 1112 | 2017 | 1 | 2770 | 2017 | 2 | 57 | 2017 | 3 | 22 | 2017 | 4 | 3 | 2017 | 5 | 5 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2301 | 0 | 2801 | 2017 | 1 | 7689 | 2017 | 2 | 102 | 2017 | 3 | 18 | 2017 | 4 | 5 | 2017 | 5 | 4 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2302 | 0 | 435 | 2017 | 1 | 1412 | 2017 | 2 | 16 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3101 | 0 | 9920 | 2017 | 1 | 44462 | 2017 | 2 | 857 | 2017 | 3 | 162 | 2017 | 4 | 41 | 2017 | 5 | 5 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3102 | 0 | 9953 | 2017 | 1 | 5540 | 2017 | 2 | 96 | 2017 | 3 | 11 | 2017 | 4 | 6 | 2017 | 5 | 5 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3103 | 0 | 898 | 2017 | 1 | 3736 | 2017 | 2 | 54 | 2017 | 3 | 11 | 2017 | 4 | 4 | 2017 | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3201 | 0 | 2434 | 2017 | 1 | 3636 | 2017 | 2 | 42 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3202 | 0 | 2297 | 2017 | 1 | 4448 | 2017 | 2 | 56 | 2017 | 3 | 9 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3301 | 0 | 3573 | 2017 | 1 | 15420 | 2017 | 2 | 270 | 2017 | 3 | 50 | 2017 | 4 | 13 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3302 | 0 | 1150 | 2017 | 1 | 1737 | 2017 | 2 | 14 | 2017 | 3 | 1 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3303 | 0 | 1236 | 2017 | 1 | 2209 | 2017 | 2 | 43 | 2017 | 3 | 9 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3304 | 0 | 2851 | 2017 | 1 | 3309 | 2017 | 2 | 37 | 2017 | 3 | 2 | 2017 | NA | NA | NA | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4101 | 0 | 19713 | 2017 | 1 | 66195 | 2017 | 2 | 1043 | 2017 | 3 | 207 | 2017 | 4 | 63 | 2017 | 5 | 23 | 2017 | 6 | 14 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | 9 | 3 | 2017 | 10 | 1 | 2017 | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4102 | 0 | 21668 | 2017 | 1 | 66522 | 2017 | 2 | 898 | 2017 | 3 | 177 | 2017 | 4 | 51 | 2017 | 5 | 15 | 2017 | 6 | 5 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 18 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4103 | 0 | 1022 | 2017 | 1 | 3398 | 2017 | 2 | 62 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4104 | 0 | 1179 | 2017 | 1 | 1451 | 2017 | 2 | 9 | 2017 | 3 | 3 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4105 | 0 | 749 | 2017 | 1 | 1587 | 2017 | 2 | 11 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4106 | 0 | 2001 | 2017 | 1 | 8584 | 2017 | 2 | 126 | 2017 | 3 | 12 | 2017 | 4 | 6 | 2017 | 5 | 2 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4201 | 0 | 2122 | 2017 | 1 | 10076 | 2017 | 2 | 81 | 2017 | 3 | 4 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4202 | 0 | 1874 | 2017 | 1 | 3370 | 2017 | 2 | 24 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4203 | 0 | 6010 | 2017 | 1 | 7177 | 2017 | 2 | 41 | 2017 | 3 | 7 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4204 | 0 | 1858 | 2017 | 1 | 8645 | 2017 | 2 | 85 | 2017 | 3 | 20 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4301 | 0 | 7345 | 2017 | 1 | 34163 | 2017 | 2 | 430 | 2017 | 3 | 73 | 2017 | 4 | 15 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 2 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4302 | 0 | 2089 | 2017 | 1 | 4836 | 2017 | 2 | 45 | 2017 | 3 | 8 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4303 | 0 | 2797 | 2017 | 1 | 10113 | 2017 | 2 | 110 | 2017 | 3 | 17 | 2017 | 4 | 2 | 2017 | 5 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4304 | 0 | 1048 | 2017 | 1 | 3722 | 2017 | 2 | 28 | 2017 | 3 | 8 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4305 | 0 | 1064 | 2017 | 1 | 1675 | 2017 | 2 | 12 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5101 | 0 | 19026 | 2017 | 1 | 95501 | 2017 | 2 | 1631 | 2017 | 3 | 420 | 2017 | 4 | 154 | 2017 | 5 | 54 | 2017 | 6 | 31 | 2017 | 7 | 8 | 2017 | 8 | 5 | 2017 | 9 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5102 | 0 | 2896 | 2017 | 1 | 8622 | 2017 | 2 | 57 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | 5 | 3 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5103 | 0 | 6566 | 2017 | 1 | 13501 | 2017 | 2 | 172 | 2017 | 3 | 22 | 2017 | 4 | 4 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5104 | 0 | 87 | 2017 | 1 | 349 | 2017 | 2 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5105 | 0 | 11064 | 2017 | 1 | 6316 | 2017 | 2 | 51 | 2017 | 3 | 4 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5107 | 0 | 6989 | 2017 | 1 | 10281 | 2017 | 2 | 128 | 2017 | 3 | 14 | 2017 | 4 | 3 | 2017 | 5 | 1 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5109 | 0 | 30474 | 2017 | 1 | 114199 | 2017 | 2 | 1604 | 2017 | 3 | 409 | 2017 | 4 | 105 | 2017 | 5 | 31 | 2017 | 6 | 8 | 2017 | 7 | 7 | 2017 | 8 | 3 | 2017 | 9 | 1 | 2017 | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 14 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 17 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5201 | 0 | 578 | 2017 | 1 | 2400 | 2017 | 2 | 32 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | 6 | 1 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5301 | 0 | 2966 | 2017 | 1 | 20383 | 2017 | 2 | 204 | 2017 | 3 | 23 | 2017 | 4 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5302 | 0 | 817 | 2017 | 1 | 4632 | 2017 | 2 | 33 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
1.7.2 Construcción de un código comunal ad-hoc
Agregamos un cero a los códigos comunales de 4 dígitos, que queda en la columna llamada código:
codigos <- d_t$unlist.b.
rango <- seq(1:nrow(d_t))
cadena <- paste("0",codigos[rango], sep = "")
cadena <- substr(cadena,(nchar(cadena)[rango])-(4),6)
codigos <- as.data.frame(codigos)
cadena <- as.data.frame(cadena)
comuna_corr <- cbind(d_t,cadena)
comuna_corr <- comuna_corr[,-c(1),drop=FALSE]names(comuna_corr)[112] <- "código"
tablamadre <- head(comuna_corr,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | unlist.c..x.5 | Freq.x.5 | anio.x.5 | unlist.c..y.5 | Freq.y.5 | anio.y.5 | unlist.c..x.6 | Freq.x.6 | anio.x.6 | unlist.c..y.6 | Freq.y.6 | anio.y.6 | unlist.c..x.7 | Freq.x.7 | anio.x.7 | unlist.c..y.7 | Freq.y.7 | anio.y.7 | unlist.c..x.8 | Freq.x.8 | anio.x.8 | unlist.c..y.8 | Freq.y.8 | anio.y.8 | unlist.c..x.9 | Freq.x.9 | anio.x.9 | unlist.c..y.9 | Freq.y.9 | anio.y.9 | unlist.c..x.10 | Freq.x.10 | anio.x.10 | unlist.c..y.10 | Freq.y.10 | anio.y.10 | unlist.c..x.11 | Freq.x.11 | anio.x.11 | unlist.c..y.11 | Freq.y.11 | anio.y.11 | unlist.c..x.12 | Freq.x.12 | anio.x.12 | unlist.c..y.12 | Freq.y.12 | anio.y.12 | unlist.c..x.13 | Freq.x.13 | anio.x.13 | unlist.c..y.13 | Freq.y.13 | anio.y.13 | unlist.c..x.14 | Freq.x.14 | anio.x.14 | unlist.c..y.14 | Freq.y.14 | anio.y.14 | unlist.c..x.15 | Freq.x.15 | anio.x.15 | unlist.c..y.15 | Freq.y.15 | anio.y.15 | unlist.c..x.16 | Freq.x.16 | anio.x.16 | unlist.c..y.16 | Freq.y.16 | anio.y.16 | unlist.c..x.17 | Freq.x.17 | anio.x.17 | unlist.c..y.17 | Freq.y.17 | anio.y.17 | unlist.c. | Freq | anio | código |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10718 | 2017 | 1 | 53535 | 2017 | 2 | 1614 | 2017 | 3 | 489 | 2017 | 4 | 171 | 2017 | 5 | 77 | 2017 | 6 | 45 | 2017 | 7 | 32 | 2017 | 8 | 16 | 2017 | 9 | 9 | 2017 | 10 | 5 | 2017 | 11 | 5 | 2017 | 12 | 3 | 2017 | 13 | 4 | 2017 | NA | NA | NA | 15 | 1 | 2017 | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01101 |
| 0 | 4709 | 2017 | 1 | 27547 | 2017 | 2 | 675 | 2017 | 3 | 164 | 2017 | 4 | 42 | 2017 | 5 | 13 | 2017 | 6 | 8 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01107 |
| 0 | 4800 | 2017 | 1 | 4004 | 2017 | 2 | 67 | 2017 | 3 | 5 | 2017 | 4 | 5 | 2017 | 5 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01401 |
| 0 | 611 | 2017 | 1 | 470 | 2017 | 2 | 7 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01402 |
| 0 | 1553 | 2017 | 1 | 459 | 2017 | 2 | 10 | 2017 | 3 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01403 |
| 0 | 1920 | 2017 | 1 | 928 | 2017 | 2 | 11 | 2017 | 3 | 2 | 2017 | 4 | 1 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01404 |
| 0 | 1098 | 2017 | 1 | 1576 | 2017 | 2 | 21 | 2017 | 3 | 7 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01405 |
| 0 | 13470 | 2017 | 1 | 94510 | 2017 | 2 | 2854 | 2017 | 3 | 875 | 2017 | 4 | 285 | 2017 | 5 | 111 | 2017 | 6 | 70 | 2017 | 7 | 39 | 2017 | 8 | 19 | 2017 | 9 | 18 | 2017 | 10 | 7 | 2017 | 11 | 6 | 2017 | 12 | 1 | 2017 | 13 | 2 | 2017 | 14 | 2 | 2017 | 15 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 19 | 2 | 2017 | 20 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 28 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02101 |
| 0 | 926 | 2017 | 1 | 2846 | 2017 | 2 | 113 | 2017 | 3 | 48 | 2017 | 4 | 23 | 2017 | 5 | 11 | 2017 | 6 | 3 | 2017 | 7 | 3 | 2017 | 8 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02102 |
| 0 | 184 | 2017 | 1 | 334 | 2017 | 2 | 5 | 2017 | 3 | 3 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02103 |
| 0 | 1053 | 2017 | 1 | 3403 | 2017 | 2 | 71 | 2017 | 3 | 11 | 2017 | 4 | 5 | 2017 | 5 | 2 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02104 |
| 0 | 10616 | 2017 | 1 | 45077 | 2017 | 2 | 843 | 2017 | 3 | 226 | 2017 | 4 | 102 | 2017 | 5 | 43 | 2017 | 6 | 29 | 2017 | 7 | 15 | 2017 | 8 | 3 | 2017 | 9 | 3 | 2017 | 10 | 2 | 2017 | NA | NA | NA | 12 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 27 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02201 |
| 0 | 333 | 2017 | 1 | 87 | 2017 | 2 | 6 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02202 |
| 0 | 1112 | 2017 | 1 | 2770 | 2017 | 2 | 57 | 2017 | 3 | 22 | 2017 | 4 | 3 | 2017 | 5 | 5 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02203 |
| 0 | 2801 | 2017 | 1 | 7689 | 2017 | 2 | 102 | 2017 | 3 | 18 | 2017 | 4 | 5 | 2017 | 5 | 4 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02301 |
| 0 | 435 | 2017 | 1 | 1412 | 2017 | 2 | 16 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02302 |
| 0 | 9920 | 2017 | 1 | 44462 | 2017 | 2 | 857 | 2017 | 3 | 162 | 2017 | 4 | 41 | 2017 | 5 | 5 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03101 |
| 0 | 9953 | 2017 | 1 | 5540 | 2017 | 2 | 96 | 2017 | 3 | 11 | 2017 | 4 | 6 | 2017 | 5 | 5 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03102 |
| 0 | 898 | 2017 | 1 | 3736 | 2017 | 2 | 54 | 2017 | 3 | 11 | 2017 | 4 | 4 | 2017 | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03103 |
| 0 | 2434 | 2017 | 1 | 3636 | 2017 | 2 | 42 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03201 |
| 0 | 2297 | 2017 | 1 | 4448 | 2017 | 2 | 56 | 2017 | 3 | 9 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03202 |
| 0 | 3573 | 2017 | 1 | 15420 | 2017 | 2 | 270 | 2017 | 3 | 50 | 2017 | 4 | 13 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03301 |
| 0 | 1150 | 2017 | 1 | 1737 | 2017 | 2 | 14 | 2017 | 3 | 1 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03302 |
| 0 | 1236 | 2017 | 1 | 2209 | 2017 | 2 | 43 | 2017 | 3 | 9 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03303 |
| 0 | 2851 | 2017 | 1 | 3309 | 2017 | 2 | 37 | 2017 | 3 | 2 | 2017 | NA | NA | NA | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03304 |
| 0 | 19713 | 2017 | 1 | 66195 | 2017 | 2 | 1043 | 2017 | 3 | 207 | 2017 | 4 | 63 | 2017 | 5 | 23 | 2017 | 6 | 14 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | 9 | 3 | 2017 | 10 | 1 | 2017 | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04101 |
| 0 | 21668 | 2017 | 1 | 66522 | 2017 | 2 | 898 | 2017 | 3 | 177 | 2017 | 4 | 51 | 2017 | 5 | 15 | 2017 | 6 | 5 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 18 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04102 |
| 0 | 1022 | 2017 | 1 | 3398 | 2017 | 2 | 62 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04103 |
| 0 | 1179 | 2017 | 1 | 1451 | 2017 | 2 | 9 | 2017 | 3 | 3 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04104 |
| 0 | 749 | 2017 | 1 | 1587 | 2017 | 2 | 11 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04105 |
| 0 | 2001 | 2017 | 1 | 8584 | 2017 | 2 | 126 | 2017 | 3 | 12 | 2017 | 4 | 6 | 2017 | 5 | 2 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04106 |
| 0 | 2122 | 2017 | 1 | 10076 | 2017 | 2 | 81 | 2017 | 3 | 4 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04201 |
| 0 | 1874 | 2017 | 1 | 3370 | 2017 | 2 | 24 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04202 |
| 0 | 6010 | 2017 | 1 | 7177 | 2017 | 2 | 41 | 2017 | 3 | 7 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04203 |
| 0 | 1858 | 2017 | 1 | 8645 | 2017 | 2 | 85 | 2017 | 3 | 20 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04204 |
| 0 | 7345 | 2017 | 1 | 34163 | 2017 | 2 | 430 | 2017 | 3 | 73 | 2017 | 4 | 15 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 2 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04301 |
| 0 | 2089 | 2017 | 1 | 4836 | 2017 | 2 | 45 | 2017 | 3 | 8 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04302 |
| 0 | 2797 | 2017 | 1 | 10113 | 2017 | 2 | 110 | 2017 | 3 | 17 | 2017 | 4 | 2 | 2017 | 5 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04303 |
| 0 | 1048 | 2017 | 1 | 3722 | 2017 | 2 | 28 | 2017 | 3 | 8 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04304 |
| 0 | 1064 | 2017 | 1 | 1675 | 2017 | 2 | 12 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04305 |
| 0 | 19026 | 2017 | 1 | 95501 | 2017 | 2 | 1631 | 2017 | 3 | 420 | 2017 | 4 | 154 | 2017 | 5 | 54 | 2017 | 6 | 31 | 2017 | 7 | 8 | 2017 | 8 | 5 | 2017 | 9 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05101 |
| 0 | 2896 | 2017 | 1 | 8622 | 2017 | 2 | 57 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | 5 | 3 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05102 |
| 0 | 6566 | 2017 | 1 | 13501 | 2017 | 2 | 172 | 2017 | 3 | 22 | 2017 | 4 | 4 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05103 |
| 0 | 87 | 2017 | 1 | 349 | 2017 | 2 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05104 |
| 0 | 11064 | 2017 | 1 | 6316 | 2017 | 2 | 51 | 2017 | 3 | 4 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05105 |
| 0 | 6989 | 2017 | 1 | 10281 | 2017 | 2 | 128 | 2017 | 3 | 14 | 2017 | 4 | 3 | 2017 | 5 | 1 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05107 |
| 0 | 30474 | 2017 | 1 | 114199 | 2017 | 2 | 1604 | 2017 | 3 | 409 | 2017 | 4 | 105 | 2017 | 5 | 31 | 2017 | 6 | 8 | 2017 | 7 | 7 | 2017 | 8 | 3 | 2017 | 9 | 1 | 2017 | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 14 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 17 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05109 |
| 0 | 578 | 2017 | 1 | 2400 | 2017 | 2 | 32 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | 6 | 1 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05201 |
| 0 | 2966 | 2017 | 1 | 20383 | 2017 | 2 | 204 | 2017 | 3 | 23 | 2017 | 4 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05301 |
| 0 | 817 | 2017 | 1 | 4632 | 2017 | 2 | 33 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05302 |
1.7.3 Unión con los ingresos comunales expandidos
Hacemos la unión con los ingresos promedio comunales expandidos:
ingresos_expandidos_2017 <- readRDS("../ingresos_expandidos_17.rds")
df_2017_2 = merge( x = comuna_corr, y = ingresos_expandidos_2017, by = "código", all.x = TRUE)
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | unlist.c..x.5 | Freq.x.5 | anio.x.5 | unlist.c..y.5 | Freq.y.5 | anio.y.5 | unlist.c..x.6 | Freq.x.6 | anio.x.6 | unlist.c..y.6 | Freq.y.6 | anio.y.6 | unlist.c..x.7 | Freq.x.7 | anio.x.7 | unlist.c..y.7 | Freq.y.7 | anio.y.7 | unlist.c..x.8 | Freq.x.8 | anio.x.8 | unlist.c..y.8 | Freq.y.8 | anio.y.8 | unlist.c..x.9 | Freq.x.9 | anio.x.9 | unlist.c..y.9 | Freq.y.9 | anio.y.9 | unlist.c..x.10 | Freq.x.10 | anio.x.10 | unlist.c..y.10 | Freq.y.10 | anio.y.10 | unlist.c..x.11 | Freq.x.11 | anio.x.11 | unlist.c..y.11 | Freq.y.11 | anio.y.11 | unlist.c..x.12 | Freq.x.12 | anio.x.12 | unlist.c..y.12 | Freq.y.12 | anio.y.12 | unlist.c..x.13 | Freq.x.13 | anio.x.13 | unlist.c..y.13 | Freq.y.13 | anio.y.13 | unlist.c..x.14 | Freq.x.14 | anio.x.14 | unlist.c..y.14 | Freq.y.14 | anio.y.14 | unlist.c..x.15 | Freq.x.15 | anio.x.15 | unlist.c..y.15 | Freq.y.15 | anio.y.15 | unlist.c..x.16 | Freq.x.16 | anio.x.16 | unlist.c..y.16 | Freq.y.16 | anio.y.16 | unlist.c..x.17 | Freq.x.17 | anio.x.17 | unlist.c..y.17 | Freq.y.17 | anio.y.17 | unlist.c. | Freq | anio | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 0 | 10718 | 2017 | 1 | 53535 | 2017 | 2 | 1614 | 2017 | 3 | 489 | 2017 | 4 | 171 | 2017 | 5 | 77 | 2017 | 6 | 45 | 2017 | 7 | 32 | 2017 | 8 | 16 | 2017 | 9 | 9 | 2017 | 10 | 5 | 2017 | 11 | 5 | 2017 | 12 | 3 | 2017 | 13 | 4 | 2017 | NA | NA | NA | 15 | 1 | 2017 | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 0 | 4709 | 2017 | 1 | 27547 | 2017 | 2 | 675 | 2017 | 3 | 164 | 2017 | 4 | 42 | 2017 | 5 | 13 | 2017 | 6 | 8 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 0 | 4800 | 2017 | 1 | 4004 | 2017 | 2 | 67 | 2017 | 3 | 5 | 2017 | 4 | 5 | 2017 | 5 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 0 | 611 | 2017 | 1 | 470 | 2017 | 2 | 7 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 0 | 1553 | 2017 | 1 | 459 | 2017 | 2 | 10 | 2017 | 3 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 01404 | 0 | 1920 | 2017 | 1 | 928 | 2017 | 2 | 11 | 2017 | 3 | 2 | 2017 | 4 | 1 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 0 | 1098 | 2017 | 1 | 1576 | 2017 | 2 | 21 | 2017 | 3 | 7 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 0 | 13470 | 2017 | 1 | 94510 | 2017 | 2 | 2854 | 2017 | 3 | 875 | 2017 | 4 | 285 | 2017 | 5 | 111 | 2017 | 6 | 70 | 2017 | 7 | 39 | 2017 | 8 | 19 | 2017 | 9 | 18 | 2017 | 10 | 7 | 2017 | 11 | 6 | 2017 | 12 | 1 | 2017 | 13 | 2 | 2017 | 14 | 2 | 2017 | 15 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 19 | 2 | 2017 | 20 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 28 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 0 | 926 | 2017 | 1 | 2846 | 2017 | 2 | 113 | 2017 | 3 | 48 | 2017 | 4 | 23 | 2017 | 5 | 11 | 2017 | 6 | 3 | 2017 | 7 | 3 | 2017 | 8 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 0 | 184 | 2017 | 1 | 334 | 2017 | 2 | 5 | 2017 | 3 | 3 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 0 | 1053 | 2017 | 1 | 3403 | 2017 | 2 | 71 | 2017 | 3 | 11 | 2017 | 4 | 5 | 2017 | 5 | 2 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 0 | 10616 | 2017 | 1 | 45077 | 2017 | 2 | 843 | 2017 | 3 | 226 | 2017 | 4 | 102 | 2017 | 5 | 43 | 2017 | 6 | 29 | 2017 | 7 | 15 | 2017 | 8 | 3 | 2017 | 9 | 3 | 2017 | 10 | 2 | 2017 | NA | NA | NA | 12 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 27 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 0 | 333 | 2017 | 1 | 87 | 2017 | 2 | 6 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 02203 | 0 | 1112 | 2017 | 1 | 2770 | 2017 | 2 | 57 | 2017 | 3 | 22 | 2017 | 4 | 3 | 2017 | 5 | 5 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 0 | 2801 | 2017 | 1 | 7689 | 2017 | 2 | 102 | 2017 | 3 | 18 | 2017 | 4 | 5 | 2017 | 5 | 4 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 0 | 435 | 2017 | 1 | 1412 | 2017 | 2 | 16 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 0 | 9920 | 2017 | 1 | 44462 | 2017 | 2 | 857 | 2017 | 3 | 162 | 2017 | 4 | 41 | 2017 | 5 | 5 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 0 | 9953 | 2017 | 1 | 5540 | 2017 | 2 | 96 | 2017 | 3 | 11 | 2017 | 4 | 6 | 2017 | 5 | 5 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 0 | 898 | 2017 | 1 | 3736 | 2017 | 2 | 54 | 2017 | 3 | 11 | 2017 | 4 | 4 | 2017 | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 0 | 2434 | 2017 | 1 | 3636 | 2017 | 2 | 42 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 0 | 2297 | 2017 | 1 | 4448 | 2017 | 2 | 56 | 2017 | 3 | 9 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 0 | 3573 | 2017 | 1 | 15420 | 2017 | 2 | 270 | 2017 | 3 | 50 | 2017 | 4 | 13 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 0 | 1150 | 2017 | 1 | 1737 | 2017 | 2 | 14 | 2017 | 3 | 1 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 0 | 1236 | 2017 | 1 | 2209 | 2017 | 2 | 43 | 2017 | 3 | 9 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 0 | 2851 | 2017 | 1 | 3309 | 2017 | 2 | 37 | 2017 | 3 | 2 | 2017 | NA | NA | NA | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 0 | 19713 | 2017 | 1 | 66195 | 2017 | 2 | 1043 | 2017 | 3 | 207 | 2017 | 4 | 63 | 2017 | 5 | 23 | 2017 | 6 | 14 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | 9 | 3 | 2017 | 10 | 1 | 2017 | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 0 | 21668 | 2017 | 1 | 66522 | 2017 | 2 | 898 | 2017 | 3 | 177 | 2017 | 4 | 51 | 2017 | 5 | 15 | 2017 | 6 | 5 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 18 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 0 | 1022 | 2017 | 1 | 3398 | 2017 | 2 | 62 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 0 | 1179 | 2017 | 1 | 1451 | 2017 | 2 | 9 | 2017 | 3 | 3 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 0 | 749 | 2017 | 1 | 1587 | 2017 | 2 | 11 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 0 | 2001 | 2017 | 1 | 8584 | 2017 | 2 | 126 | 2017 | 3 | 12 | 2017 | 4 | 6 | 2017 | 5 | 2 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 0 | 2122 | 2017 | 1 | 10076 | 2017 | 2 | 81 | 2017 | 3 | 4 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 0 | 1874 | 2017 | 1 | 3370 | 2017 | 2 | 24 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 0 | 6010 | 2017 | 1 | 7177 | 2017 | 2 | 41 | 2017 | 3 | 7 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 0 | 1858 | 2017 | 1 | 8645 | 2017 | 2 | 85 | 2017 | 3 | 20 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 0 | 7345 | 2017 | 1 | 34163 | 2017 | 2 | 430 | 2017 | 3 | 73 | 2017 | 4 | 15 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 2 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 0 | 2089 | 2017 | 1 | 4836 | 2017 | 2 | 45 | 2017 | 3 | 8 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 0 | 2797 | 2017 | 1 | 10113 | 2017 | 2 | 110 | 2017 | 3 | 17 | 2017 | 4 | 2 | 2017 | 5 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 0 | 1048 | 2017 | 1 | 3722 | 2017 | 2 | 28 | 2017 | 3 | 8 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 0 | 1064 | 2017 | 1 | 1675 | 2017 | 2 | 12 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 0 | 19026 | 2017 | 1 | 95501 | 2017 | 2 | 1631 | 2017 | 3 | 420 | 2017 | 4 | 154 | 2017 | 5 | 54 | 2017 | 6 | 31 | 2017 | 7 | 8 | 2017 | 8 | 5 | 2017 | 9 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 0 | 2896 | 2017 | 1 | 8622 | 2017 | 2 | 57 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | 5 | 3 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 0 | 6566 | 2017 | 1 | 13501 | 2017 | 2 | 172 | 2017 | 3 | 22 | 2017 | 4 | 4 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 0 | 87 | 2017 | 1 | 349 | 2017 | 2 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05105 | 0 | 11064 | 2017 | 1 | 6316 | 2017 | 2 | 51 | 2017 | 3 | 4 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 0 | 6989 | 2017 | 1 | 10281 | 2017 | 2 | 128 | 2017 | 3 | 14 | 2017 | 4 | 3 | 2017 | 5 | 1 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 0 | 30474 | 2017 | 1 | 114199 | 2017 | 2 | 1604 | 2017 | 3 | 409 | 2017 | 4 | 105 | 2017 | 5 | 31 | 2017 | 6 | 8 | 2017 | 7 | 7 | 2017 | 8 | 3 | 2017 | 9 | 1 | 2017 | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 14 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 17 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 0 | 578 | 2017 | 1 | 2400 | 2017 | 2 | 32 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | 6 | 1 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05301 | 0 | 2966 | 2017 | 1 | 20383 | 2017 | 2 | 204 | 2017 | 3 | 23 | 2017 | 4 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 0 | 817 | 2017 | 1 | 4632 | 2017 | 2 | 33 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
1.7.4 Renombre de columnas
names(df_2017_2)[3] <- "0 hogar"
names(df_2017_2)[6] <- "1 hogar"
names(df_2017_2)[9] <- "2 hogar"
names(df_2017_2)[12] <- "3 hogar"
names(df_2017_2)[15] <- "4 hogar"
names(df_2017_2)[18] <- "5 hogar"
names(df_2017_2)[21] <- "6 hogar"
names(df_2017_2)[24] <- "7 hogar"
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | 0 hogar | anio.x | unlist.c..y | 1 hogar | anio.y | unlist.c..x.1 | 2 hogar | anio.x.1 | unlist.c..y.1 | 3 hogar | anio.y.1 | unlist.c..x.2 | 4 hogar | anio.x.2 | unlist.c..y.2 | 5 hogar | anio.y.2 | unlist.c..x.3 | 6 hogar | anio.x.3 | unlist.c..y.3 | 7 hogar | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | unlist.c..x.5 | Freq.x.5 | anio.x.5 | unlist.c..y.5 | Freq.y.5 | anio.y.5 | unlist.c..x.6 | Freq.x.6 | anio.x.6 | unlist.c..y.6 | Freq.y.6 | anio.y.6 | unlist.c..x.7 | Freq.x.7 | anio.x.7 | unlist.c..y.7 | Freq.y.7 | anio.y.7 | unlist.c..x.8 | Freq.x.8 | anio.x.8 | unlist.c..y.8 | Freq.y.8 | anio.y.8 | unlist.c..x.9 | Freq.x.9 | anio.x.9 | unlist.c..y.9 | Freq.y.9 | anio.y.9 | unlist.c..x.10 | Freq.x.10 | anio.x.10 | unlist.c..y.10 | Freq.y.10 | anio.y.10 | unlist.c..x.11 | Freq.x.11 | anio.x.11 | unlist.c..y.11 | Freq.y.11 | anio.y.11 | unlist.c..x.12 | Freq.x.12 | anio.x.12 | unlist.c..y.12 | Freq.y.12 | anio.y.12 | unlist.c..x.13 | Freq.x.13 | anio.x.13 | unlist.c..y.13 | Freq.y.13 | anio.y.13 | unlist.c..x.14 | Freq.x.14 | anio.x.14 | unlist.c..y.14 | Freq.y.14 | anio.y.14 | unlist.c..x.15 | Freq.x.15 | anio.x.15 | unlist.c..y.15 | Freq.y.15 | anio.y.15 | unlist.c..x.16 | Freq.x.16 | anio.x.16 | unlist.c..y.16 | Freq.y.16 | anio.y.16 | unlist.c..x.17 | Freq.x.17 | anio.x.17 | unlist.c..y.17 | Freq.y.17 | anio.y.17 | unlist.c. | Freq | anio | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 0 | 10718 | 2017 | 1 | 53535 | 2017 | 2 | 1614 | 2017 | 3 | 489 | 2017 | 4 | 171 | 2017 | 5 | 77 | 2017 | 6 | 45 | 2017 | 7 | 32 | 2017 | 8 | 16 | 2017 | 9 | 9 | 2017 | 10 | 5 | 2017 | 11 | 5 | 2017 | 12 | 3 | 2017 | 13 | 4 | 2017 | NA | NA | NA | 15 | 1 | 2017 | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 0 | 4709 | 2017 | 1 | 27547 | 2017 | 2 | 675 | 2017 | 3 | 164 | 2017 | 4 | 42 | 2017 | 5 | 13 | 2017 | 6 | 8 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 0 | 4800 | 2017 | 1 | 4004 | 2017 | 2 | 67 | 2017 | 3 | 5 | 2017 | 4 | 5 | 2017 | 5 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 0 | 611 | 2017 | 1 | 470 | 2017 | 2 | 7 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 0 | 1553 | 2017 | 1 | 459 | 2017 | 2 | 10 | 2017 | 3 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 01404 | 0 | 1920 | 2017 | 1 | 928 | 2017 | 2 | 11 | 2017 | 3 | 2 | 2017 | 4 | 1 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 0 | 1098 | 2017 | 1 | 1576 | 2017 | 2 | 21 | 2017 | 3 | 7 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 0 | 13470 | 2017 | 1 | 94510 | 2017 | 2 | 2854 | 2017 | 3 | 875 | 2017 | 4 | 285 | 2017 | 5 | 111 | 2017 | 6 | 70 | 2017 | 7 | 39 | 2017 | 8 | 19 | 2017 | 9 | 18 | 2017 | 10 | 7 | 2017 | 11 | 6 | 2017 | 12 | 1 | 2017 | 13 | 2 | 2017 | 14 | 2 | 2017 | 15 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 19 | 2 | 2017 | 20 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 28 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 0 | 926 | 2017 | 1 | 2846 | 2017 | 2 | 113 | 2017 | 3 | 48 | 2017 | 4 | 23 | 2017 | 5 | 11 | 2017 | 6 | 3 | 2017 | 7 | 3 | 2017 | 8 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 0 | 184 | 2017 | 1 | 334 | 2017 | 2 | 5 | 2017 | 3 | 3 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 0 | 1053 | 2017 | 1 | 3403 | 2017 | 2 | 71 | 2017 | 3 | 11 | 2017 | 4 | 5 | 2017 | 5 | 2 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 0 | 10616 | 2017 | 1 | 45077 | 2017 | 2 | 843 | 2017 | 3 | 226 | 2017 | 4 | 102 | 2017 | 5 | 43 | 2017 | 6 | 29 | 2017 | 7 | 15 | 2017 | 8 | 3 | 2017 | 9 | 3 | 2017 | 10 | 2 | 2017 | NA | NA | NA | 12 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 27 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 0 | 333 | 2017 | 1 | 87 | 2017 | 2 | 6 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 02203 | 0 | 1112 | 2017 | 1 | 2770 | 2017 | 2 | 57 | 2017 | 3 | 22 | 2017 | 4 | 3 | 2017 | 5 | 5 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 0 | 2801 | 2017 | 1 | 7689 | 2017 | 2 | 102 | 2017 | 3 | 18 | 2017 | 4 | 5 | 2017 | 5 | 4 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 0 | 435 | 2017 | 1 | 1412 | 2017 | 2 | 16 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 0 | 9920 | 2017 | 1 | 44462 | 2017 | 2 | 857 | 2017 | 3 | 162 | 2017 | 4 | 41 | 2017 | 5 | 5 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 0 | 9953 | 2017 | 1 | 5540 | 2017 | 2 | 96 | 2017 | 3 | 11 | 2017 | 4 | 6 | 2017 | 5 | 5 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 0 | 898 | 2017 | 1 | 3736 | 2017 | 2 | 54 | 2017 | 3 | 11 | 2017 | 4 | 4 | 2017 | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 0 | 2434 | 2017 | 1 | 3636 | 2017 | 2 | 42 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 0 | 2297 | 2017 | 1 | 4448 | 2017 | 2 | 56 | 2017 | 3 | 9 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 0 | 3573 | 2017 | 1 | 15420 | 2017 | 2 | 270 | 2017 | 3 | 50 | 2017 | 4 | 13 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 0 | 1150 | 2017 | 1 | 1737 | 2017 | 2 | 14 | 2017 | 3 | 1 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 0 | 1236 | 2017 | 1 | 2209 | 2017 | 2 | 43 | 2017 | 3 | 9 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 0 | 2851 | 2017 | 1 | 3309 | 2017 | 2 | 37 | 2017 | 3 | 2 | 2017 | NA | NA | NA | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 0 | 19713 | 2017 | 1 | 66195 | 2017 | 2 | 1043 | 2017 | 3 | 207 | 2017 | 4 | 63 | 2017 | 5 | 23 | 2017 | 6 | 14 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | 9 | 3 | 2017 | 10 | 1 | 2017 | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 0 | 21668 | 2017 | 1 | 66522 | 2017 | 2 | 898 | 2017 | 3 | 177 | 2017 | 4 | 51 | 2017 | 5 | 15 | 2017 | 6 | 5 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 18 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 0 | 1022 | 2017 | 1 | 3398 | 2017 | 2 | 62 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 0 | 1179 | 2017 | 1 | 1451 | 2017 | 2 | 9 | 2017 | 3 | 3 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 0 | 749 | 2017 | 1 | 1587 | 2017 | 2 | 11 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 0 | 2001 | 2017 | 1 | 8584 | 2017 | 2 | 126 | 2017 | 3 | 12 | 2017 | 4 | 6 | 2017 | 5 | 2 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 0 | 2122 | 2017 | 1 | 10076 | 2017 | 2 | 81 | 2017 | 3 | 4 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 0 | 1874 | 2017 | 1 | 3370 | 2017 | 2 | 24 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 0 | 6010 | 2017 | 1 | 7177 | 2017 | 2 | 41 | 2017 | 3 | 7 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 0 | 1858 | 2017 | 1 | 8645 | 2017 | 2 | 85 | 2017 | 3 | 20 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 0 | 7345 | 2017 | 1 | 34163 | 2017 | 2 | 430 | 2017 | 3 | 73 | 2017 | 4 | 15 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 2 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 0 | 2089 | 2017 | 1 | 4836 | 2017 | 2 | 45 | 2017 | 3 | 8 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 0 | 2797 | 2017 | 1 | 10113 | 2017 | 2 | 110 | 2017 | 3 | 17 | 2017 | 4 | 2 | 2017 | 5 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 0 | 1048 | 2017 | 1 | 3722 | 2017 | 2 | 28 | 2017 | 3 | 8 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 0 | 1064 | 2017 | 1 | 1675 | 2017 | 2 | 12 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 0 | 19026 | 2017 | 1 | 95501 | 2017 | 2 | 1631 | 2017 | 3 | 420 | 2017 | 4 | 154 | 2017 | 5 | 54 | 2017 | 6 | 31 | 2017 | 7 | 8 | 2017 | 8 | 5 | 2017 | 9 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 0 | 2896 | 2017 | 1 | 8622 | 2017 | 2 | 57 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | 5 | 3 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 0 | 6566 | 2017 | 1 | 13501 | 2017 | 2 | 172 | 2017 | 3 | 22 | 2017 | 4 | 4 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 0 | 87 | 2017 | 1 | 349 | 2017 | 2 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05105 | 0 | 11064 | 2017 | 1 | 6316 | 2017 | 2 | 51 | 2017 | 3 | 4 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 0 | 6989 | 2017 | 1 | 10281 | 2017 | 2 | 128 | 2017 | 3 | 14 | 2017 | 4 | 3 | 2017 | 5 | 1 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 0 | 30474 | 2017 | 1 | 114199 | 2017 | 2 | 1604 | 2017 | 3 | 409 | 2017 | 4 | 105 | 2017 | 5 | 31 | 2017 | 6 | 8 | 2017 | 7 | 7 | 2017 | 8 | 3 | 2017 | 9 | 1 | 2017 | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 14 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 17 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 0 | 578 | 2017 | 1 | 2400 | 2017 | 2 | 32 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | 6 | 1 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05301 | 0 | 2966 | 2017 | 1 | 20383 | 2017 | 2 | 204 | 2017 | 3 | 23 | 2017 | 4 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 0 | 817 | 2017 | 1 | 4632 | 2017 | 2 | 33 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
1.7.5 Correlaciones
my_data <- df_2017_2[, c(3,6,9,12,15,18,21, 118)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
Con 7 hogares o más ya no es posible establecer correlaciones. Se debe averiguar por qué. Se sospecha que a mayor cantidad de hogares por vivienda menor será su correlación con los ingresos expandidos comunales.
1.8 Pregunta CANT_PER: Cantidad de personas
1.8.1 Cálculo de frecuencias
Leemos las respuestas a la pregunta CANT_PER del censo de viviendas 2017 y obtenemos la tabla de frecuencias por categoría de respuesta:
b <- tabla_con_clave$COMUNA
c <- tabla_con_clave$CANT_HOG
cross_tab = xtabs( ~ unlist(b) + unlist(c))
tabla <- as.data.frame(cross_tab)
d <-tabla[!(tabla$Freq == 0),]
d$anio <- "2017"d_unique <- unique(d$unlist.c.)
d_unique## [1] 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 22 25 27 28
## [26] 30 36 98
## 28 Levels: 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 22 25 27 ... 98d_t <- filter(d,d$unlist.c. == 0)
for(i in 1:28){
d_i <- filter(d,d$unlist.c. == i)
d_t = merge( x = d_t, y = d_i, by = "unlist.b.", all.x = TRUE)
}tablamadre <- head(d_t,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.b. | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c. | Freq | anio |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1101 | 0 | 10718 | 2017 | 1 | 53535 | 2017 | 2 | 1614 | 2017 | 3 | 489 | 2017 | 4 | 171 | 2017 | 5 | 77 | 2017 | 6 | 45 | 2017 | 7 | 32 | 2017 | 8 | 16 | 2017 | 9 | 9 | 2017 | 10 | 5 | 2017 | 11 | 5 | 2017 | 12 | 3 | 2017 | 13 | 4 | 2017 | NA | NA | NA | 15 | 1 | 2017 | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 1107 | 0 | 4709 | 2017 | 1 | 27547 | 2017 | 2 | 675 | 2017 | 3 | 164 | 2017 | 4 | 42 | 2017 | 5 | 13 | 2017 | 6 | 8 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 1401 | 0 | 4800 | 2017 | 1 | 4004 | 2017 | 2 | 67 | 2017 | 3 | 5 | 2017 | 4 | 5 | 2017 | 5 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 1402 | 0 | 611 | 2017 | 1 | 470 | 2017 | 2 | 7 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 1403 | 0 | 1553 | 2017 | 1 | 459 | 2017 | 2 | 10 | 2017 | 3 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 1404 | 0 | 1920 | 2017 | 1 | 928 | 2017 | 2 | 11 | 2017 | 3 | 2 | 2017 | 4 | 1 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 1405 | 0 | 1098 | 2017 | 1 | 1576 | 2017 | 2 | 21 | 2017 | 3 | 7 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2101 | 0 | 13470 | 2017 | 1 | 94510 | 2017 | 2 | 2854 | 2017 | 3 | 875 | 2017 | 4 | 285 | 2017 | 5 | 111 | 2017 | 6 | 70 | 2017 | 7 | 39 | 2017 | 8 | 19 | 2017 | 9 | 18 | 2017 | 10 | 7 | 2017 | 11 | 6 | 2017 | 12 | 1 | 2017 | 13 | 2 | 2017 | 14 | 2 | 2017 | 15 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 19 | 2 | 2017 | 20 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 28 | 1 | 2017 |
| 2102 | 0 | 926 | 2017 | 1 | 2846 | 2017 | 2 | 113 | 2017 | 3 | 48 | 2017 | 4 | 23 | 2017 | 5 | 11 | 2017 | 6 | 3 | 2017 | 7 | 3 | 2017 | 8 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2103 | 0 | 184 | 2017 | 1 | 334 | 2017 | 2 | 5 | 2017 | 3 | 3 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2104 | 0 | 1053 | 2017 | 1 | 3403 | 2017 | 2 | 71 | 2017 | 3 | 11 | 2017 | 4 | 5 | 2017 | 5 | 2 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2201 | 0 | 10616 | 2017 | 1 | 45077 | 2017 | 2 | 843 | 2017 | 3 | 226 | 2017 | 4 | 102 | 2017 | 5 | 43 | 2017 | 6 | 29 | 2017 | 7 | 15 | 2017 | 8 | 3 | 2017 | 9 | 3 | 2017 | 10 | 2 | 2017 | NA | NA | NA | 12 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 27 | 1 | 2017 | NA | NA | NA |
| 2202 | 0 | 333 | 2017 | 1 | 87 | 2017 | 2 | 6 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2203 | 0 | 1112 | 2017 | 1 | 2770 | 2017 | 2 | 57 | 2017 | 3 | 22 | 2017 | 4 | 3 | 2017 | 5 | 5 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2301 | 0 | 2801 | 2017 | 1 | 7689 | 2017 | 2 | 102 | 2017 | 3 | 18 | 2017 | 4 | 5 | 2017 | 5 | 4 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2302 | 0 | 435 | 2017 | 1 | 1412 | 2017 | 2 | 16 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3101 | 0 | 9920 | 2017 | 1 | 44462 | 2017 | 2 | 857 | 2017 | 3 | 162 | 2017 | 4 | 41 | 2017 | 5 | 5 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3102 | 0 | 9953 | 2017 | 1 | 5540 | 2017 | 2 | 96 | 2017 | 3 | 11 | 2017 | 4 | 6 | 2017 | 5 | 5 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3103 | 0 | 898 | 2017 | 1 | 3736 | 2017 | 2 | 54 | 2017 | 3 | 11 | 2017 | 4 | 4 | 2017 | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3201 | 0 | 2434 | 2017 | 1 | 3636 | 2017 | 2 | 42 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3202 | 0 | 2297 | 2017 | 1 | 4448 | 2017 | 2 | 56 | 2017 | 3 | 9 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3301 | 0 | 3573 | 2017 | 1 | 15420 | 2017 | 2 | 270 | 2017 | 3 | 50 | 2017 | 4 | 13 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3302 | 0 | 1150 | 2017 | 1 | 1737 | 2017 | 2 | 14 | 2017 | 3 | 1 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3303 | 0 | 1236 | 2017 | 1 | 2209 | 2017 | 2 | 43 | 2017 | 3 | 9 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3304 | 0 | 2851 | 2017 | 1 | 3309 | 2017 | 2 | 37 | 2017 | 3 | 2 | 2017 | NA | NA | NA | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4101 | 0 | 19713 | 2017 | 1 | 66195 | 2017 | 2 | 1043 | 2017 | 3 | 207 | 2017 | 4 | 63 | 2017 | 5 | 23 | 2017 | 6 | 14 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | 9 | 3 | 2017 | 10 | 1 | 2017 | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4102 | 0 | 21668 | 2017 | 1 | 66522 | 2017 | 2 | 898 | 2017 | 3 | 177 | 2017 | 4 | 51 | 2017 | 5 | 15 | 2017 | 6 | 5 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 18 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4103 | 0 | 1022 | 2017 | 1 | 3398 | 2017 | 2 | 62 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4104 | 0 | 1179 | 2017 | 1 | 1451 | 2017 | 2 | 9 | 2017 | 3 | 3 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4105 | 0 | 749 | 2017 | 1 | 1587 | 2017 | 2 | 11 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4106 | 0 | 2001 | 2017 | 1 | 8584 | 2017 | 2 | 126 | 2017 | 3 | 12 | 2017 | 4 | 6 | 2017 | 5 | 2 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4201 | 0 | 2122 | 2017 | 1 | 10076 | 2017 | 2 | 81 | 2017 | 3 | 4 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4202 | 0 | 1874 | 2017 | 1 | 3370 | 2017 | 2 | 24 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4203 | 0 | 6010 | 2017 | 1 | 7177 | 2017 | 2 | 41 | 2017 | 3 | 7 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4204 | 0 | 1858 | 2017 | 1 | 8645 | 2017 | 2 | 85 | 2017 | 3 | 20 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4301 | 0 | 7345 | 2017 | 1 | 34163 | 2017 | 2 | 430 | 2017 | 3 | 73 | 2017 | 4 | 15 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 2 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4302 | 0 | 2089 | 2017 | 1 | 4836 | 2017 | 2 | 45 | 2017 | 3 | 8 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4303 | 0 | 2797 | 2017 | 1 | 10113 | 2017 | 2 | 110 | 2017 | 3 | 17 | 2017 | 4 | 2 | 2017 | 5 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4304 | 0 | 1048 | 2017 | 1 | 3722 | 2017 | 2 | 28 | 2017 | 3 | 8 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 4305 | 0 | 1064 | 2017 | 1 | 1675 | 2017 | 2 | 12 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5101 | 0 | 19026 | 2017 | 1 | 95501 | 2017 | 2 | 1631 | 2017 | 3 | 420 | 2017 | 4 | 154 | 2017 | 5 | 54 | 2017 | 6 | 31 | 2017 | 7 | 8 | 2017 | 8 | 5 | 2017 | 9 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5102 | 0 | 2896 | 2017 | 1 | 8622 | 2017 | 2 | 57 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | 5 | 3 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5103 | 0 | 6566 | 2017 | 1 | 13501 | 2017 | 2 | 172 | 2017 | 3 | 22 | 2017 | 4 | 4 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5104 | 0 | 87 | 2017 | 1 | 349 | 2017 | 2 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5105 | 0 | 11064 | 2017 | 1 | 6316 | 2017 | 2 | 51 | 2017 | 3 | 4 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5107 | 0 | 6989 | 2017 | 1 | 10281 | 2017 | 2 | 128 | 2017 | 3 | 14 | 2017 | 4 | 3 | 2017 | 5 | 1 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5109 | 0 | 30474 | 2017 | 1 | 114199 | 2017 | 2 | 1604 | 2017 | 3 | 409 | 2017 | 4 | 105 | 2017 | 5 | 31 | 2017 | 6 | 8 | 2017 | 7 | 7 | 2017 | 8 | 3 | 2017 | 9 | 1 | 2017 | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 14 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 17 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5201 | 0 | 578 | 2017 | 1 | 2400 | 2017 | 2 | 32 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | 6 | 1 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5301 | 0 | 2966 | 2017 | 1 | 20383 | 2017 | 2 | 204 | 2017 | 3 | 23 | 2017 | 4 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5302 | 0 | 817 | 2017 | 1 | 4632 | 2017 | 2 | 33 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
1.8.2 Construcción de un código comunal ad-hoc
Agregamos un cero a los códigos comunales de 4 dígitos, que queda en la columna llamada código:
codigos <- d_t$unlist.b.
rango <- seq(1:nrow(d_t))
cadena <- paste("0",codigos[rango], sep = "")
cadena <- substr(cadena,(nchar(cadena)[rango])-(4),6)
codigos <- as.data.frame(codigos)
cadena <- as.data.frame(cadena)
comuna_corr <- cbind(d_t,cadena)
comuna_corr <- comuna_corr[,-c(1),drop=FALSE]names(comuna_corr)[88] <- "código"
tablamadre <- head(comuna_corr,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | unlist.c..x.5 | Freq.x.5 | anio.x.5 | unlist.c..y.5 | Freq.y.5 | anio.y.5 | unlist.c..x.6 | Freq.x.6 | anio.x.6 | unlist.c..y.6 | Freq.y.6 | anio.y.6 | unlist.c..x.7 | Freq.x.7 | anio.x.7 | unlist.c..y.7 | Freq.y.7 | anio.y.7 | unlist.c..x.8 | Freq.x.8 | anio.x.8 | unlist.c..y.8 | Freq.y.8 | anio.y.8 | unlist.c..x.9 | Freq.x.9 | anio.x.9 | unlist.c..y.9 | Freq.y.9 | anio.y.9 | unlist.c..x.10 | Freq.x.10 | anio.x.10 | unlist.c..y.10 | Freq.y.10 | anio.y.10 | unlist.c..x.11 | Freq.x.11 | anio.x.11 | unlist.c..y.11 | Freq.y.11 | anio.y.11 | unlist.c..x.12 | Freq.x.12 | anio.x.12 | unlist.c..y.12 | Freq.y.12 | anio.y.12 | unlist.c..x.13 | Freq.x.13 | anio.x.13 | unlist.c..y.13 | Freq.y.13 | anio.y.13 | unlist.c. | Freq | anio | código |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10718 | 2017 | 1 | 53535 | 2017 | 2 | 1614 | 2017 | 3 | 489 | 2017 | 4 | 171 | 2017 | 5 | 77 | 2017 | 6 | 45 | 2017 | 7 | 32 | 2017 | 8 | 16 | 2017 | 9 | 9 | 2017 | 10 | 5 | 2017 | 11 | 5 | 2017 | 12 | 3 | 2017 | 13 | 4 | 2017 | NA | NA | NA | 15 | 1 | 2017 | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01101 |
| 0 | 4709 | 2017 | 1 | 27547 | 2017 | 2 | 675 | 2017 | 3 | 164 | 2017 | 4 | 42 | 2017 | 5 | 13 | 2017 | 6 | 8 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01107 |
| 0 | 4800 | 2017 | 1 | 4004 | 2017 | 2 | 67 | 2017 | 3 | 5 | 2017 | 4 | 5 | 2017 | 5 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01401 |
| 0 | 611 | 2017 | 1 | 470 | 2017 | 2 | 7 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01402 |
| 0 | 1553 | 2017 | 1 | 459 | 2017 | 2 | 10 | 2017 | 3 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01403 |
| 0 | 1920 | 2017 | 1 | 928 | 2017 | 2 | 11 | 2017 | 3 | 2 | 2017 | 4 | 1 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01404 |
| 0 | 1098 | 2017 | 1 | 1576 | 2017 | 2 | 21 | 2017 | 3 | 7 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01405 |
| 0 | 13470 | 2017 | 1 | 94510 | 2017 | 2 | 2854 | 2017 | 3 | 875 | 2017 | 4 | 285 | 2017 | 5 | 111 | 2017 | 6 | 70 | 2017 | 7 | 39 | 2017 | 8 | 19 | 2017 | 9 | 18 | 2017 | 10 | 7 | 2017 | 11 | 6 | 2017 | 12 | 1 | 2017 | 13 | 2 | 2017 | 14 | 2 | 2017 | 15 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 19 | 2 | 2017 | 20 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 28 | 1 | 2017 | 02101 |
| 0 | 926 | 2017 | 1 | 2846 | 2017 | 2 | 113 | 2017 | 3 | 48 | 2017 | 4 | 23 | 2017 | 5 | 11 | 2017 | 6 | 3 | 2017 | 7 | 3 | 2017 | 8 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02102 |
| 0 | 184 | 2017 | 1 | 334 | 2017 | 2 | 5 | 2017 | 3 | 3 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02103 |
| 0 | 1053 | 2017 | 1 | 3403 | 2017 | 2 | 71 | 2017 | 3 | 11 | 2017 | 4 | 5 | 2017 | 5 | 2 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02104 |
| 0 | 10616 | 2017 | 1 | 45077 | 2017 | 2 | 843 | 2017 | 3 | 226 | 2017 | 4 | 102 | 2017 | 5 | 43 | 2017 | 6 | 29 | 2017 | 7 | 15 | 2017 | 8 | 3 | 2017 | 9 | 3 | 2017 | 10 | 2 | 2017 | NA | NA | NA | 12 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 27 | 1 | 2017 | NA | NA | NA | 02201 |
| 0 | 333 | 2017 | 1 | 87 | 2017 | 2 | 6 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02202 |
| 0 | 1112 | 2017 | 1 | 2770 | 2017 | 2 | 57 | 2017 | 3 | 22 | 2017 | 4 | 3 | 2017 | 5 | 5 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02203 |
| 0 | 2801 | 2017 | 1 | 7689 | 2017 | 2 | 102 | 2017 | 3 | 18 | 2017 | 4 | 5 | 2017 | 5 | 4 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02301 |
| 0 | 435 | 2017 | 1 | 1412 | 2017 | 2 | 16 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02302 |
| 0 | 9920 | 2017 | 1 | 44462 | 2017 | 2 | 857 | 2017 | 3 | 162 | 2017 | 4 | 41 | 2017 | 5 | 5 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03101 |
| 0 | 9953 | 2017 | 1 | 5540 | 2017 | 2 | 96 | 2017 | 3 | 11 | 2017 | 4 | 6 | 2017 | 5 | 5 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03102 |
| 0 | 898 | 2017 | 1 | 3736 | 2017 | 2 | 54 | 2017 | 3 | 11 | 2017 | 4 | 4 | 2017 | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03103 |
| 0 | 2434 | 2017 | 1 | 3636 | 2017 | 2 | 42 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03201 |
| 0 | 2297 | 2017 | 1 | 4448 | 2017 | 2 | 56 | 2017 | 3 | 9 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03202 |
| 0 | 3573 | 2017 | 1 | 15420 | 2017 | 2 | 270 | 2017 | 3 | 50 | 2017 | 4 | 13 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03301 |
| 0 | 1150 | 2017 | 1 | 1737 | 2017 | 2 | 14 | 2017 | 3 | 1 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03302 |
| 0 | 1236 | 2017 | 1 | 2209 | 2017 | 2 | 43 | 2017 | 3 | 9 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03303 |
| 0 | 2851 | 2017 | 1 | 3309 | 2017 | 2 | 37 | 2017 | 3 | 2 | 2017 | NA | NA | NA | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 03304 |
| 0 | 19713 | 2017 | 1 | 66195 | 2017 | 2 | 1043 | 2017 | 3 | 207 | 2017 | 4 | 63 | 2017 | 5 | 23 | 2017 | 6 | 14 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | 9 | 3 | 2017 | 10 | 1 | 2017 | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04101 |
| 0 | 21668 | 2017 | 1 | 66522 | 2017 | 2 | 898 | 2017 | 3 | 177 | 2017 | 4 | 51 | 2017 | 5 | 15 | 2017 | 6 | 5 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 18 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04102 |
| 0 | 1022 | 2017 | 1 | 3398 | 2017 | 2 | 62 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04103 |
| 0 | 1179 | 2017 | 1 | 1451 | 2017 | 2 | 9 | 2017 | 3 | 3 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04104 |
| 0 | 749 | 2017 | 1 | 1587 | 2017 | 2 | 11 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04105 |
| 0 | 2001 | 2017 | 1 | 8584 | 2017 | 2 | 126 | 2017 | 3 | 12 | 2017 | 4 | 6 | 2017 | 5 | 2 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04106 |
| 0 | 2122 | 2017 | 1 | 10076 | 2017 | 2 | 81 | 2017 | 3 | 4 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04201 |
| 0 | 1874 | 2017 | 1 | 3370 | 2017 | 2 | 24 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04202 |
| 0 | 6010 | 2017 | 1 | 7177 | 2017 | 2 | 41 | 2017 | 3 | 7 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04203 |
| 0 | 1858 | 2017 | 1 | 8645 | 2017 | 2 | 85 | 2017 | 3 | 20 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04204 |
| 0 | 7345 | 2017 | 1 | 34163 | 2017 | 2 | 430 | 2017 | 3 | 73 | 2017 | 4 | 15 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 2 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04301 |
| 0 | 2089 | 2017 | 1 | 4836 | 2017 | 2 | 45 | 2017 | 3 | 8 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04302 |
| 0 | 2797 | 2017 | 1 | 10113 | 2017 | 2 | 110 | 2017 | 3 | 17 | 2017 | 4 | 2 | 2017 | 5 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04303 |
| 0 | 1048 | 2017 | 1 | 3722 | 2017 | 2 | 28 | 2017 | 3 | 8 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04304 |
| 0 | 1064 | 2017 | 1 | 1675 | 2017 | 2 | 12 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 04305 |
| 0 | 19026 | 2017 | 1 | 95501 | 2017 | 2 | 1631 | 2017 | 3 | 420 | 2017 | 4 | 154 | 2017 | 5 | 54 | 2017 | 6 | 31 | 2017 | 7 | 8 | 2017 | 8 | 5 | 2017 | 9 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05101 |
| 0 | 2896 | 2017 | 1 | 8622 | 2017 | 2 | 57 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | 5 | 3 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05102 |
| 0 | 6566 | 2017 | 1 | 13501 | 2017 | 2 | 172 | 2017 | 3 | 22 | 2017 | 4 | 4 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05103 |
| 0 | 87 | 2017 | 1 | 349 | 2017 | 2 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05104 |
| 0 | 11064 | 2017 | 1 | 6316 | 2017 | 2 | 51 | 2017 | 3 | 4 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05105 |
| 0 | 6989 | 2017 | 1 | 10281 | 2017 | 2 | 128 | 2017 | 3 | 14 | 2017 | 4 | 3 | 2017 | 5 | 1 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05107 |
| 0 | 30474 | 2017 | 1 | 114199 | 2017 | 2 | 1604 | 2017 | 3 | 409 | 2017 | 4 | 105 | 2017 | 5 | 31 | 2017 | 6 | 8 | 2017 | 7 | 7 | 2017 | 8 | 3 | 2017 | 9 | 1 | 2017 | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 14 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 17 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05109 |
| 0 | 578 | 2017 | 1 | 2400 | 2017 | 2 | 32 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | 6 | 1 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05201 |
| 0 | 2966 | 2017 | 1 | 20383 | 2017 | 2 | 204 | 2017 | 3 | 23 | 2017 | 4 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05301 |
| 0 | 817 | 2017 | 1 | 4632 | 2017 | 2 | 33 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05302 |
1.8.3 Unión con los ingresos comunales expandidos
Hacemos la unión con los ingresos promedio comunales expandidos:
ingresos_expandidos_2017 <- readRDS("../ingresos_expandidos_17.rds")
df_2017_2 = merge( x = comuna_corr, y = ingresos_expandidos_2017, by = "código", all.x = TRUE)
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | unlist.c..x.5 | Freq.x.5 | anio.x.5 | unlist.c..y.5 | Freq.y.5 | anio.y.5 | unlist.c..x.6 | Freq.x.6 | anio.x.6 | unlist.c..y.6 | Freq.y.6 | anio.y.6 | unlist.c..x.7 | Freq.x.7 | anio.x.7 | unlist.c..y.7 | Freq.y.7 | anio.y.7 | unlist.c..x.8 | Freq.x.8 | anio.x.8 | unlist.c..y.8 | Freq.y.8 | anio.y.8 | unlist.c..x.9 | Freq.x.9 | anio.x.9 | unlist.c..y.9 | Freq.y.9 | anio.y.9 | unlist.c..x.10 | Freq.x.10 | anio.x.10 | unlist.c..y.10 | Freq.y.10 | anio.y.10 | unlist.c..x.11 | Freq.x.11 | anio.x.11 | unlist.c..y.11 | Freq.y.11 | anio.y.11 | unlist.c..x.12 | Freq.x.12 | anio.x.12 | unlist.c..y.12 | Freq.y.12 | anio.y.12 | unlist.c..x.13 | Freq.x.13 | anio.x.13 | unlist.c..y.13 | Freq.y.13 | anio.y.13 | unlist.c. | Freq | anio | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 0 | 10718 | 2017 | 1 | 53535 | 2017 | 2 | 1614 | 2017 | 3 | 489 | 2017 | 4 | 171 | 2017 | 5 | 77 | 2017 | 6 | 45 | 2017 | 7 | 32 | 2017 | 8 | 16 | 2017 | 9 | 9 | 2017 | 10 | 5 | 2017 | 11 | 5 | 2017 | 12 | 3 | 2017 | 13 | 4 | 2017 | NA | NA | NA | 15 | 1 | 2017 | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 0 | 4709 | 2017 | 1 | 27547 | 2017 | 2 | 675 | 2017 | 3 | 164 | 2017 | 4 | 42 | 2017 | 5 | 13 | 2017 | 6 | 8 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 0 | 4800 | 2017 | 1 | 4004 | 2017 | 2 | 67 | 2017 | 3 | 5 | 2017 | 4 | 5 | 2017 | 5 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 0 | 611 | 2017 | 1 | 470 | 2017 | 2 | 7 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 0 | 1553 | 2017 | 1 | 459 | 2017 | 2 | 10 | 2017 | 3 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 01404 | 0 | 1920 | 2017 | 1 | 928 | 2017 | 2 | 11 | 2017 | 3 | 2 | 2017 | 4 | 1 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 0 | 1098 | 2017 | 1 | 1576 | 2017 | 2 | 21 | 2017 | 3 | 7 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 0 | 13470 | 2017 | 1 | 94510 | 2017 | 2 | 2854 | 2017 | 3 | 875 | 2017 | 4 | 285 | 2017 | 5 | 111 | 2017 | 6 | 70 | 2017 | 7 | 39 | 2017 | 8 | 19 | 2017 | 9 | 18 | 2017 | 10 | 7 | 2017 | 11 | 6 | 2017 | 12 | 1 | 2017 | 13 | 2 | 2017 | 14 | 2 | 2017 | 15 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 19 | 2 | 2017 | 20 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 28 | 1 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 0 | 926 | 2017 | 1 | 2846 | 2017 | 2 | 113 | 2017 | 3 | 48 | 2017 | 4 | 23 | 2017 | 5 | 11 | 2017 | 6 | 3 | 2017 | 7 | 3 | 2017 | 8 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 0 | 184 | 2017 | 1 | 334 | 2017 | 2 | 5 | 2017 | 3 | 3 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 0 | 1053 | 2017 | 1 | 3403 | 2017 | 2 | 71 | 2017 | 3 | 11 | 2017 | 4 | 5 | 2017 | 5 | 2 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 0 | 10616 | 2017 | 1 | 45077 | 2017 | 2 | 843 | 2017 | 3 | 226 | 2017 | 4 | 102 | 2017 | 5 | 43 | 2017 | 6 | 29 | 2017 | 7 | 15 | 2017 | 8 | 3 | 2017 | 9 | 3 | 2017 | 10 | 2 | 2017 | NA | NA | NA | 12 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 27 | 1 | 2017 | NA | NA | NA | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 0 | 333 | 2017 | 1 | 87 | 2017 | 2 | 6 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 02203 | 0 | 1112 | 2017 | 1 | 2770 | 2017 | 2 | 57 | 2017 | 3 | 22 | 2017 | 4 | 3 | 2017 | 5 | 5 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 0 | 2801 | 2017 | 1 | 7689 | 2017 | 2 | 102 | 2017 | 3 | 18 | 2017 | 4 | 5 | 2017 | 5 | 4 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 0 | 435 | 2017 | 1 | 1412 | 2017 | 2 | 16 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 0 | 9920 | 2017 | 1 | 44462 | 2017 | 2 | 857 | 2017 | 3 | 162 | 2017 | 4 | 41 | 2017 | 5 | 5 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 0 | 9953 | 2017 | 1 | 5540 | 2017 | 2 | 96 | 2017 | 3 | 11 | 2017 | 4 | 6 | 2017 | 5 | 5 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 0 | 898 | 2017 | 1 | 3736 | 2017 | 2 | 54 | 2017 | 3 | 11 | 2017 | 4 | 4 | 2017 | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 0 | 2434 | 2017 | 1 | 3636 | 2017 | 2 | 42 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 0 | 2297 | 2017 | 1 | 4448 | 2017 | 2 | 56 | 2017 | 3 | 9 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 0 | 3573 | 2017 | 1 | 15420 | 2017 | 2 | 270 | 2017 | 3 | 50 | 2017 | 4 | 13 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 0 | 1150 | 2017 | 1 | 1737 | 2017 | 2 | 14 | 2017 | 3 | 1 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 0 | 1236 | 2017 | 1 | 2209 | 2017 | 2 | 43 | 2017 | 3 | 9 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 0 | 2851 | 2017 | 1 | 3309 | 2017 | 2 | 37 | 2017 | 3 | 2 | 2017 | NA | NA | NA | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 0 | 19713 | 2017 | 1 | 66195 | 2017 | 2 | 1043 | 2017 | 3 | 207 | 2017 | 4 | 63 | 2017 | 5 | 23 | 2017 | 6 | 14 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | 9 | 3 | 2017 | 10 | 1 | 2017 | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 0 | 21668 | 2017 | 1 | 66522 | 2017 | 2 | 898 | 2017 | 3 | 177 | 2017 | 4 | 51 | 2017 | 5 | 15 | 2017 | 6 | 5 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 18 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 0 | 1022 | 2017 | 1 | 3398 | 2017 | 2 | 62 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 0 | 1179 | 2017 | 1 | 1451 | 2017 | 2 | 9 | 2017 | 3 | 3 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 0 | 749 | 2017 | 1 | 1587 | 2017 | 2 | 11 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 0 | 2001 | 2017 | 1 | 8584 | 2017 | 2 | 126 | 2017 | 3 | 12 | 2017 | 4 | 6 | 2017 | 5 | 2 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 0 | 2122 | 2017 | 1 | 10076 | 2017 | 2 | 81 | 2017 | 3 | 4 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 0 | 1874 | 2017 | 1 | 3370 | 2017 | 2 | 24 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 0 | 6010 | 2017 | 1 | 7177 | 2017 | 2 | 41 | 2017 | 3 | 7 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 0 | 1858 | 2017 | 1 | 8645 | 2017 | 2 | 85 | 2017 | 3 | 20 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 0 | 7345 | 2017 | 1 | 34163 | 2017 | 2 | 430 | 2017 | 3 | 73 | 2017 | 4 | 15 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 2 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 0 | 2089 | 2017 | 1 | 4836 | 2017 | 2 | 45 | 2017 | 3 | 8 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 0 | 2797 | 2017 | 1 | 10113 | 2017 | 2 | 110 | 2017 | 3 | 17 | 2017 | 4 | 2 | 2017 | 5 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 0 | 1048 | 2017 | 1 | 3722 | 2017 | 2 | 28 | 2017 | 3 | 8 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 0 | 1064 | 2017 | 1 | 1675 | 2017 | 2 | 12 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 0 | 19026 | 2017 | 1 | 95501 | 2017 | 2 | 1631 | 2017 | 3 | 420 | 2017 | 4 | 154 | 2017 | 5 | 54 | 2017 | 6 | 31 | 2017 | 7 | 8 | 2017 | 8 | 5 | 2017 | 9 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 0 | 2896 | 2017 | 1 | 8622 | 2017 | 2 | 57 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | 5 | 3 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 0 | 6566 | 2017 | 1 | 13501 | 2017 | 2 | 172 | 2017 | 3 | 22 | 2017 | 4 | 4 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 0 | 87 | 2017 | 1 | 349 | 2017 | 2 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05105 | 0 | 11064 | 2017 | 1 | 6316 | 2017 | 2 | 51 | 2017 | 3 | 4 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 0 | 6989 | 2017 | 1 | 10281 | 2017 | 2 | 128 | 2017 | 3 | 14 | 2017 | 4 | 3 | 2017 | 5 | 1 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 0 | 30474 | 2017 | 1 | 114199 | 2017 | 2 | 1604 | 2017 | 3 | 409 | 2017 | 4 | 105 | 2017 | 5 | 31 | 2017 | 6 | 8 | 2017 | 7 | 7 | 2017 | 8 | 3 | 2017 | 9 | 1 | 2017 | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 14 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 17 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 0 | 578 | 2017 | 1 | 2400 | 2017 | 2 | 32 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | 6 | 1 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05301 | 0 | 2966 | 2017 | 1 | 20383 | 2017 | 2 | 204 | 2017 | 3 | 23 | 2017 | 4 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 0 | 817 | 2017 | 1 | 4632 | 2017 | 2 | 33 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
1.8.4 Renombre de columnas
names(df_2017_2)[3] <- "1 persona"
names(df_2017_2)[6] <- "2 persona"
names(df_2017_2)[9] <- "3 persona"
names(df_2017_2)[12] <- "4 persona"
names(df_2017_2)[15] <- "5 persona"
names(df_2017_2)[18] <- "6 persona"
names(df_2017_2)[21] <- "7 persona"
names(df_2017_2)[24] <- "8 persona"
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | 1 persona | anio.x | unlist.c..y | 2 persona | anio.y | unlist.c..x.1 | 3 persona | anio.x.1 | unlist.c..y.1 | 4 persona | anio.y.1 | unlist.c..x.2 | 5 persona | anio.x.2 | unlist.c..y.2 | 6 persona | anio.y.2 | unlist.c..x.3 | 7 persona | anio.x.3 | unlist.c..y.3 | 8 persona | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | unlist.c..x.5 | Freq.x.5 | anio.x.5 | unlist.c..y.5 | Freq.y.5 | anio.y.5 | unlist.c..x.6 | Freq.x.6 | anio.x.6 | unlist.c..y.6 | Freq.y.6 | anio.y.6 | unlist.c..x.7 | Freq.x.7 | anio.x.7 | unlist.c..y.7 | Freq.y.7 | anio.y.7 | unlist.c..x.8 | Freq.x.8 | anio.x.8 | unlist.c..y.8 | Freq.y.8 | anio.y.8 | unlist.c..x.9 | Freq.x.9 | anio.x.9 | unlist.c..y.9 | Freq.y.9 | anio.y.9 | unlist.c..x.10 | Freq.x.10 | anio.x.10 | unlist.c..y.10 | Freq.y.10 | anio.y.10 | unlist.c..x.11 | Freq.x.11 | anio.x.11 | unlist.c..y.11 | Freq.y.11 | anio.y.11 | unlist.c..x.12 | Freq.x.12 | anio.x.12 | unlist.c..y.12 | Freq.y.12 | anio.y.12 | unlist.c..x.13 | Freq.x.13 | anio.x.13 | unlist.c..y.13 | Freq.y.13 | anio.y.13 | unlist.c. | Freq | anio | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 0 | 10718 | 2017 | 1 | 53535 | 2017 | 2 | 1614 | 2017 | 3 | 489 | 2017 | 4 | 171 | 2017 | 5 | 77 | 2017 | 6 | 45 | 2017 | 7 | 32 | 2017 | 8 | 16 | 2017 | 9 | 9 | 2017 | 10 | 5 | 2017 | 11 | 5 | 2017 | 12 | 3 | 2017 | 13 | 4 | 2017 | NA | NA | NA | 15 | 1 | 2017 | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 0 | 4709 | 2017 | 1 | 27547 | 2017 | 2 | 675 | 2017 | 3 | 164 | 2017 | 4 | 42 | 2017 | 5 | 13 | 2017 | 6 | 8 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 0 | 4800 | 2017 | 1 | 4004 | 2017 | 2 | 67 | 2017 | 3 | 5 | 2017 | 4 | 5 | 2017 | 5 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 0 | 611 | 2017 | 1 | 470 | 2017 | 2 | 7 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 0 | 1553 | 2017 | 1 | 459 | 2017 | 2 | 10 | 2017 | 3 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 01404 | 0 | 1920 | 2017 | 1 | 928 | 2017 | 2 | 11 | 2017 | 3 | 2 | 2017 | 4 | 1 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 0 | 1098 | 2017 | 1 | 1576 | 2017 | 2 | 21 | 2017 | 3 | 7 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 0 | 13470 | 2017 | 1 | 94510 | 2017 | 2 | 2854 | 2017 | 3 | 875 | 2017 | 4 | 285 | 2017 | 5 | 111 | 2017 | 6 | 70 | 2017 | 7 | 39 | 2017 | 8 | 19 | 2017 | 9 | 18 | 2017 | 10 | 7 | 2017 | 11 | 6 | 2017 | 12 | 1 | 2017 | 13 | 2 | 2017 | 14 | 2 | 2017 | 15 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 19 | 2 | 2017 | 20 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 28 | 1 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 0 | 926 | 2017 | 1 | 2846 | 2017 | 2 | 113 | 2017 | 3 | 48 | 2017 | 4 | 23 | 2017 | 5 | 11 | 2017 | 6 | 3 | 2017 | 7 | 3 | 2017 | 8 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 0 | 184 | 2017 | 1 | 334 | 2017 | 2 | 5 | 2017 | 3 | 3 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 0 | 1053 | 2017 | 1 | 3403 | 2017 | 2 | 71 | 2017 | 3 | 11 | 2017 | 4 | 5 | 2017 | 5 | 2 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 0 | 10616 | 2017 | 1 | 45077 | 2017 | 2 | 843 | 2017 | 3 | 226 | 2017 | 4 | 102 | 2017 | 5 | 43 | 2017 | 6 | 29 | 2017 | 7 | 15 | 2017 | 8 | 3 | 2017 | 9 | 3 | 2017 | 10 | 2 | 2017 | NA | NA | NA | 12 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 16 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 27 | 1 | 2017 | NA | NA | NA | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 0 | 333 | 2017 | 1 | 87 | 2017 | 2 | 6 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 02203 | 0 | 1112 | 2017 | 1 | 2770 | 2017 | 2 | 57 | 2017 | 3 | 22 | 2017 | 4 | 3 | 2017 | 5 | 5 | 2017 | 6 | 2 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 0 | 2801 | 2017 | 1 | 7689 | 2017 | 2 | 102 | 2017 | 3 | 18 | 2017 | 4 | 5 | 2017 | 5 | 4 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 0 | 435 | 2017 | 1 | 1412 | 2017 | 2 | 16 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 0 | 9920 | 2017 | 1 | 44462 | 2017 | 2 | 857 | 2017 | 3 | 162 | 2017 | 4 | 41 | 2017 | 5 | 5 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 0 | 9953 | 2017 | 1 | 5540 | 2017 | 2 | 96 | 2017 | 3 | 11 | 2017 | 4 | 6 | 2017 | 5 | 5 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 0 | 898 | 2017 | 1 | 3736 | 2017 | 2 | 54 | 2017 | 3 | 11 | 2017 | 4 | 4 | 2017 | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 0 | 2434 | 2017 | 1 | 3636 | 2017 | 2 | 42 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 0 | 2297 | 2017 | 1 | 4448 | 2017 | 2 | 56 | 2017 | 3 | 9 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 0 | 3573 | 2017 | 1 | 15420 | 2017 | 2 | 270 | 2017 | 3 | 50 | 2017 | 4 | 13 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 0 | 1150 | 2017 | 1 | 1737 | 2017 | 2 | 14 | 2017 | 3 | 1 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 0 | 1236 | 2017 | 1 | 2209 | 2017 | 2 | 43 | 2017 | 3 | 9 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 0 | 2851 | 2017 | 1 | 3309 | 2017 | 2 | 37 | 2017 | 3 | 2 | 2017 | NA | NA | NA | 5 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 0 | 19713 | 2017 | 1 | 66195 | 2017 | 2 | 1043 | 2017 | 3 | 207 | 2017 | 4 | 63 | 2017 | 5 | 23 | 2017 | 6 | 14 | 2017 | 7 | 3 | 2017 | 8 | 1 | 2017 | 9 | 3 | 2017 | 10 | 1 | 2017 | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 0 | 21668 | 2017 | 1 | 66522 | 2017 | 2 | 898 | 2017 | 3 | 177 | 2017 | 4 | 51 | 2017 | 5 | 15 | 2017 | 6 | 5 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 18 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 0 | 1022 | 2017 | 1 | 3398 | 2017 | 2 | 62 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 0 | 1179 | 2017 | 1 | 1451 | 2017 | 2 | 9 | 2017 | 3 | 3 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 0 | 749 | 2017 | 1 | 1587 | 2017 | 2 | 11 | 2017 | 3 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 0 | 2001 | 2017 | 1 | 8584 | 2017 | 2 | 126 | 2017 | 3 | 12 | 2017 | 4 | 6 | 2017 | 5 | 2 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 0 | 2122 | 2017 | 1 | 10076 | 2017 | 2 | 81 | 2017 | 3 | 4 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 0 | 1874 | 2017 | 1 | 3370 | 2017 | 2 | 24 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 0 | 6010 | 2017 | 1 | 7177 | 2017 | 2 | 41 | 2017 | 3 | 7 | 2017 | 4 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 0 | 1858 | 2017 | 1 | 8645 | 2017 | 2 | 85 | 2017 | 3 | 20 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 0 | 7345 | 2017 | 1 | 34163 | 2017 | 2 | 430 | 2017 | 3 | 73 | 2017 | 4 | 15 | 2017 | 5 | 7 | 2017 | 6 | 3 | 2017 | 7 | 2 | 2017 | 8 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 0 | 2089 | 2017 | 1 | 4836 | 2017 | 2 | 45 | 2017 | 3 | 8 | 2017 | NA | NA | NA | 5 | 1 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 0 | 2797 | 2017 | 1 | 10113 | 2017 | 2 | 110 | 2017 | 3 | 17 | 2017 | 4 | 2 | 2017 | 5 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 0 | 1048 | 2017 | 1 | 3722 | 2017 | 2 | 28 | 2017 | 3 | 8 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 0 | 1064 | 2017 | 1 | 1675 | 2017 | 2 | 12 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 0 | 19026 | 2017 | 1 | 95501 | 2017 | 2 | 1631 | 2017 | 3 | 420 | 2017 | 4 | 154 | 2017 | 5 | 54 | 2017 | 6 | 31 | 2017 | 7 | 8 | 2017 | 8 | 5 | 2017 | 9 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 0 | 2896 | 2017 | 1 | 8622 | 2017 | 2 | 57 | 2017 | 3 | 8 | 2017 | 4 | 1 | 2017 | 5 | 3 | 2017 | NA | NA | NA | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 0 | 6566 | 2017 | 1 | 13501 | 2017 | 2 | 172 | 2017 | 3 | 22 | 2017 | 4 | 4 | 2017 | 5 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 0 | 87 | 2017 | 1 | 349 | 2017 | 2 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05105 | 0 | 11064 | 2017 | 1 | 6316 | 2017 | 2 | 51 | 2017 | 3 | 4 | 2017 | 4 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 0 | 6989 | 2017 | 1 | 10281 | 2017 | 2 | 128 | 2017 | 3 | 14 | 2017 | 4 | 3 | 2017 | 5 | 1 | 2017 | 6 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 0 | 30474 | 2017 | 1 | 114199 | 2017 | 2 | 1604 | 2017 | 3 | 409 | 2017 | 4 | 105 | 2017 | 5 | 31 | 2017 | 6 | 8 | 2017 | 7 | 7 | 2017 | 8 | 3 | 2017 | 9 | 1 | 2017 | NA | NA | NA | 11 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 14 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 17 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 0 | 578 | 2017 | 1 | 2400 | 2017 | 2 | 32 | 2017 | 3 | 8 | 2017 | 4 | 2 | 2017 | NA | NA | NA | 6 | 1 | 2017 | 7 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05301 | 0 | 2966 | 2017 | 1 | 20383 | 2017 | 2 | 204 | 2017 | 3 | 23 | 2017 | 4 | 5 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 0 | 817 | 2017 | 1 | 4632 | 2017 | 2 | 33 | 2017 | 3 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
1.8.5 Correlaciones
my_data <- df_2017_2[, c(3,6,9,12,15,18,21,24, 94)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
Con más de 9 personas ya no es posible establecer correlaciones, debemos averiguar por qué, pero se sospecha que las correlaciones mientras más personas habiten una vivienda serán menores con los ingresos expandidos comunales.
2 Construcción de tablas con frecuencias de respuesta por categoría desde el Censo: Personas
2.1 Pregunta P08: Sexo
1 Hombre
2 Mujer
2.1.1 Cálculo de frecuencias
Leemos las respuestas a la pregunta P08 del censo de personas 2017 y obtenemos la tabla de frecuencias por categoría de respuesta:
tabla_con_clave <- readRDS("../censo_personas_con_clave_17")
b <- tabla_con_clave$COMUNA
c <- tabla_con_clave$P08
cross_tab = xtabs( ~ unlist(b) + unlist(c))
tabla <- as.data.frame(cross_tab)
d <-tabla[!(tabla$Freq == 0),]
d$anio <- "2017"library(dplyr)
d_t <- filter(d,d$unlist.c. == 1)
d_i <- filter(d,d$unlist.c. == 2)
d_t = merge( x = d_t, y = d_i, by = "unlist.b.", all.x = TRUE)tablamadre <- head(d_t,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.b. | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y |
|---|---|---|---|---|---|---|
| 10101 | 1 | 121019 | 2017 | 2 | 124883 | 2017 |
| 10102 | 1 | 17104 | 2017 | 2 | 16881 | 2017 |
| 10103 | 1 | 2195 | 2017 | 2 | 1828 | 2017 |
| 10104 | 1 | 6181 | 2017 | 2 | 6080 | 2017 |
| 10105 | 1 | 9093 | 2017 | 2 | 9335 | 2017 |
| 10106 | 1 | 8681 | 2017 | 2 | 8387 | 2017 |
| 10107 | 1 | 8627 | 2017 | 2 | 8964 | 2017 |
| 10108 | 1 | 7231 | 2017 | 2 | 6985 | 2017 |
| 10109 | 1 | 21878 | 2017 | 2 | 22700 | 2017 |
| 10201 | 1 | 21471 | 2017 | 2 | 22336 | 2017 |
| 10202 | 1 | 19029 | 2017 | 2 | 19962 | 2017 |
| 10203 | 1 | 7445 | 2017 | 2 | 7413 | 2017 |
| 10204 | 1 | 1853 | 2017 | 2 | 1976 | 2017 |
| 10205 | 1 | 6913 | 2017 | 2 | 6849 | 2017 |
| 10206 | 1 | 1973 | 2017 | 2 | 1948 | 2017 |
| 10207 | 1 | 2773 | 2017 | 2 | 2612 | 2017 |
| 10208 | 1 | 13857 | 2017 | 2 | 13335 | 2017 |
| 10209 | 1 | 4308 | 2017 | 2 | 4044 | 2017 |
| 10210 | 1 | 3941 | 2017 | 2 | 4147 | 2017 |
| 10301 | 1 | 77155 | 2017 | 2 | 84305 | 2017 |
| 10302 | 1 | 4721 | 2017 | 2 | 4278 | 2017 |
| 10303 | 1 | 9976 | 2017 | 2 | 10393 | 2017 |
| 10304 | 1 | 5958 | 2017 | 2 | 5709 | 2017 |
| 10305 | 1 | 7051 | 2017 | 2 | 7034 | 2017 |
| 10306 | 1 | 4011 | 2017 | 2 | 3501 | 2017 |
| 10307 | 1 | 4978 | 2017 | 2 | 5052 | 2017 |
| 10401 | 1 | 3016 | 2017 | 2 | 2055 | 2017 |
| 10402 | 1 | 1375 | 2017 | 2 | 1248 | 2017 |
| 10403 | 1 | 4701 | 2017 | 2 | 4243 | 2017 |
| 10404 | 1 | 886 | 2017 | 2 | 825 | 2017 |
| 1101 | 1 | 94897 | 2017 | 2 | 96571 | 2017 |
| 1107 | 1 | 54206 | 2017 | 2 | 54169 | 2017 |
| 11101 | 1 | 28763 | 2017 | 2 | 29055 | 2017 |
| 11102 | 1 | 494 | 2017 | 2 | 358 | 2017 |
| 11201 | 1 | 12719 | 2017 | 2 | 11240 | 2017 |
| 11202 | 1 | 3922 | 2017 | 2 | 2595 | 2017 |
| 11203 | 1 | 1166 | 2017 | 2 | 677 | 2017 |
| 11301 | 1 | 1902 | 2017 | 2 | 1588 | 2017 |
| 11302 | 1 | 374 | 2017 | 2 | 251 | 2017 |
| 11303 | 1 | 285 | 2017 | 2 | 238 | 2017 |
| 11401 | 1 | 2577 | 2017 | 2 | 2288 | 2017 |
| 11402 | 1 | 1445 | 2017 | 2 | 1221 | 2017 |
| 12101 | 1 | 65538 | 2017 | 2 | 66054 | 2017 |
| 12102 | 1 | 191 | 2017 | 2 | 83 | 2017 |
| 12103 | 1 | 522 | 2017 | 2 | 95 | 2017 |
| 12104 | 1 | 619 | 2017 | 2 | 180 | 2017 |
| 12201 | 1 | 1195 | 2017 | 2 | 868 | 2017 |
| 12202 | 1 | 126 | 2017 | 2 | 12 | 2017 |
| 12301 | 1 | 3993 | 2017 | 2 | 2808 | 2017 |
| 12302 | 1 | 930 | 2017 | 2 | 228 | 2017 |
2.1.2 Construcción de un código comunal ad-hoc
Agregamos un cero a los códigos comunales de 4 dígitos, que queda en la columna llamada código:
codigos <- d_t$unlist.b.
rango <- seq(1:nrow(d_t))
cadena <- paste("0",codigos[rango], sep = "")
cadena <- substr(cadena,(nchar(cadena)[rango])-(4),6)
codigos <- as.data.frame(codigos)
cadena <- as.data.frame(cadena)
comuna_corr <- cbind(d_t,cadena)
comuna_corr <- comuna_corr[,-c(1),drop=FALSE]names(comuna_corr)[7] <- "código"
tablamadre <- head(comuna_corr,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | código |
|---|---|---|---|---|---|---|
| 1 | 121019 | 2017 | 2 | 124883 | 2017 | 10101 |
| 1 | 17104 | 2017 | 2 | 16881 | 2017 | 10102 |
| 1 | 2195 | 2017 | 2 | 1828 | 2017 | 10103 |
| 1 | 6181 | 2017 | 2 | 6080 | 2017 | 10104 |
| 1 | 9093 | 2017 | 2 | 9335 | 2017 | 10105 |
| 1 | 8681 | 2017 | 2 | 8387 | 2017 | 10106 |
| 1 | 8627 | 2017 | 2 | 8964 | 2017 | 10107 |
| 1 | 7231 | 2017 | 2 | 6985 | 2017 | 10108 |
| 1 | 21878 | 2017 | 2 | 22700 | 2017 | 10109 |
| 1 | 21471 | 2017 | 2 | 22336 | 2017 | 10201 |
| 1 | 19029 | 2017 | 2 | 19962 | 2017 | 10202 |
| 1 | 7445 | 2017 | 2 | 7413 | 2017 | 10203 |
| 1 | 1853 | 2017 | 2 | 1976 | 2017 | 10204 |
| 1 | 6913 | 2017 | 2 | 6849 | 2017 | 10205 |
| 1 | 1973 | 2017 | 2 | 1948 | 2017 | 10206 |
| 1 | 2773 | 2017 | 2 | 2612 | 2017 | 10207 |
| 1 | 13857 | 2017 | 2 | 13335 | 2017 | 10208 |
| 1 | 4308 | 2017 | 2 | 4044 | 2017 | 10209 |
| 1 | 3941 | 2017 | 2 | 4147 | 2017 | 10210 |
| 1 | 77155 | 2017 | 2 | 84305 | 2017 | 10301 |
| 1 | 4721 | 2017 | 2 | 4278 | 2017 | 10302 |
| 1 | 9976 | 2017 | 2 | 10393 | 2017 | 10303 |
| 1 | 5958 | 2017 | 2 | 5709 | 2017 | 10304 |
| 1 | 7051 | 2017 | 2 | 7034 | 2017 | 10305 |
| 1 | 4011 | 2017 | 2 | 3501 | 2017 | 10306 |
| 1 | 4978 | 2017 | 2 | 5052 | 2017 | 10307 |
| 1 | 3016 | 2017 | 2 | 2055 | 2017 | 10401 |
| 1 | 1375 | 2017 | 2 | 1248 | 2017 | 10402 |
| 1 | 4701 | 2017 | 2 | 4243 | 2017 | 10403 |
| 1 | 886 | 2017 | 2 | 825 | 2017 | 10404 |
| 1 | 94897 | 2017 | 2 | 96571 | 2017 | 01101 |
| 1 | 54206 | 2017 | 2 | 54169 | 2017 | 01107 |
| 1 | 28763 | 2017 | 2 | 29055 | 2017 | 11101 |
| 1 | 494 | 2017 | 2 | 358 | 2017 | 11102 |
| 1 | 12719 | 2017 | 2 | 11240 | 2017 | 11201 |
| 1 | 3922 | 2017 | 2 | 2595 | 2017 | 11202 |
| 1 | 1166 | 2017 | 2 | 677 | 2017 | 11203 |
| 1 | 1902 | 2017 | 2 | 1588 | 2017 | 11301 |
| 1 | 374 | 2017 | 2 | 251 | 2017 | 11302 |
| 1 | 285 | 2017 | 2 | 238 | 2017 | 11303 |
| 1 | 2577 | 2017 | 2 | 2288 | 2017 | 11401 |
| 1 | 1445 | 2017 | 2 | 1221 | 2017 | 11402 |
| 1 | 65538 | 2017 | 2 | 66054 | 2017 | 12101 |
| 1 | 191 | 2017 | 2 | 83 | 2017 | 12102 |
| 1 | 522 | 2017 | 2 | 95 | 2017 | 12103 |
| 1 | 619 | 2017 | 2 | 180 | 2017 | 12104 |
| 1 | 1195 | 2017 | 2 | 868 | 2017 | 12201 |
| 1 | 126 | 2017 | 2 | 12 | 2017 | 12202 |
| 1 | 3993 | 2017 | 2 | 2808 | 2017 | 12301 |
| 1 | 930 | 2017 | 2 | 228 | 2017 | 12302 |
2.1.3 Unión con los ingresos comunales expandidos
Hacemos la unión con los ingresos promedio comunales expandidos:
ingresos_expandidos_2017 <- readRDS("../ingresos_expandidos_17.rds")
df_2017_2 = merge( x = comuna_corr, y = ingresos_expandidos_2017, by = "código", all.x = TRUE)
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 94897 | 2017 | 2 | 96571 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 54206 | 2017 | 2 | 54169 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 8987 | 2017 | 2 | 6724 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 657 | 2017 | 2 | 593 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 995 | 2017 | 2 | 733 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 1501 | 2017 | 2 | 1229 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 6550 | 2017 | 2 | 2746 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 181846 | 2017 | 2 | 180027 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 8035 | 2017 | 2 | 5432 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 8662 | 2017 | 2 | 1524 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 7481 | 2017 | 2 | 5836 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 86049 | 2017 | 2 | 79682 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 207 | 2017 | 2 | 114 | 2017 | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 6161 | 2017 | 2 | 4835 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 12481 | 2017 | 2 | 12705 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 4092 | 2017 | 2 | 2365 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 76627 | 2017 | 2 | 77310 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 9094 | 2017 | 2 | 8568 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 7796 | 2017 | 2 | 6223 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 6270 | 2017 | 2 | 5949 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 7486 | 2017 | 2 | 6439 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 25422 | 2017 | 2 | 26495 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 2925 | 2017 | 2 | 2374 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 3557 | 2017 | 2 | 3484 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 5243 | 2017 | 2 | 4906 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 105836 | 2017 | 2 | 115218 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 109872 | 2017 | 2 | 117858 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 5519 | 2017 | 2 | 5525 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 2236 | 2017 | 2 | 2005 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 2240 | 2017 | 2 | 2257 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 13792 | 2017 | 2 | 13979 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 14739 | 2017 | 2 | 16109 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 4632 | 2017 | 2 | 4461 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 11061 | 2017 | 2 | 10321 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 15712 | 2017 | 2 | 13635 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 53619 | 2017 | 2 | 57653 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 6656 | 2017 | 2 | 6666 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 15270 | 2017 | 2 | 15481 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 5452 | 2017 | 2 | 5504 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 2138 | 2017 | 2 | 2140 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 144945 | 2017 | 2 | 151710 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 13346 | 2017 | 2 | 13521 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 20321 | 2017 | 2 | 21831 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 499 | 2017 | 2 | 427 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 9358 | 2017 | 2 | 9188 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 15834 | 2017 | 2 | 16089 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 158669 | 2017 | 2 | 175579 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 3819 | 2017 | 2 | 3931 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 33289 | 2017 | 2 | 33419 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 7328 | 2017 | 2 | 7504 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
2.1.4 Renombre de columnas
names(df_2017_2)[3] <- "hombres"
names(df_2017_2)[6] <- "mujeres"
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | hombres | anio.x | unlist.c..y | mujeres | anio.y | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 94897 | 2017 | 2 | 96571 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 54206 | 2017 | 2 | 54169 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 8987 | 2017 | 2 | 6724 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 657 | 2017 | 2 | 593 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 995 | 2017 | 2 | 733 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 1501 | 2017 | 2 | 1229 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 6550 | 2017 | 2 | 2746 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 181846 | 2017 | 2 | 180027 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 8035 | 2017 | 2 | 5432 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 8662 | 2017 | 2 | 1524 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 7481 | 2017 | 2 | 5836 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 86049 | 2017 | 2 | 79682 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 207 | 2017 | 2 | 114 | 2017 | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 6161 | 2017 | 2 | 4835 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 12481 | 2017 | 2 | 12705 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 4092 | 2017 | 2 | 2365 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 76627 | 2017 | 2 | 77310 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 9094 | 2017 | 2 | 8568 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 7796 | 2017 | 2 | 6223 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 6270 | 2017 | 2 | 5949 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 7486 | 2017 | 2 | 6439 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 25422 | 2017 | 2 | 26495 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 2925 | 2017 | 2 | 2374 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 3557 | 2017 | 2 | 3484 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 5243 | 2017 | 2 | 4906 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 105836 | 2017 | 2 | 115218 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 109872 | 2017 | 2 | 117858 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 5519 | 2017 | 2 | 5525 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 2236 | 2017 | 2 | 2005 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 2240 | 2017 | 2 | 2257 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 13792 | 2017 | 2 | 13979 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 14739 | 2017 | 2 | 16109 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 4632 | 2017 | 2 | 4461 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 11061 | 2017 | 2 | 10321 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 15712 | 2017 | 2 | 13635 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 53619 | 2017 | 2 | 57653 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 6656 | 2017 | 2 | 6666 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 15270 | 2017 | 2 | 15481 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 5452 | 2017 | 2 | 5504 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 2138 | 2017 | 2 | 2140 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 144945 | 2017 | 2 | 151710 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 13346 | 2017 | 2 | 13521 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 20321 | 2017 | 2 | 21831 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 499 | 2017 | 2 | 427 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 9358 | 2017 | 2 | 9188 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 15834 | 2017 | 2 | 16089 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 158669 | 2017 | 2 | 175579 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 3819 | 2017 | 2 | 3931 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 33289 | 2017 | 2 | 33419 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 7328 | 2017 | 2 | 7504 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
2.1.5 Correlaciones
my_data <- df_2017_2[, c(3,6,13)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
2.2 Pregunta P09: Edad
1 Edad 0…99
2 100 100 años y más
2.2.1 Cálculo de frecuencias
Leemos las respuestas a la pregunta P09 del censo de personas 2017 y obtenemos la tabla de frecuencias por categoría de respuesta:
tabla_con_clave <- readRDS("../censo_personas_con_clave_17")
b <- tabla_con_clave$COMUNA
c <- tabla_con_clave$P09
cross_tab = xtabs( ~ unlist(b) + unlist(c))
tabla <- as.data.frame(cross_tab)
d <-tabla[!(tabla$Freq == 0),]
d$anio <- "2017"d_unique <- unique(d$unlist.c.)
d_unique## [1] 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
## [19] 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35
## [37] 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53
## [55] 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71
## [73] 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89
## [91] 90 91 92 93 94 95 96 97 98 99 100
## 101 Levels: 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 ... 100d_t <- filter(d,d$unlist.c. == 0)
for(i in 1:101){
d_i <- filter(d,d$unlist.c. == i)
d_t = merge( x = d_t, y = d_i, by = "unlist.b.", all.x = TRUE)
}tablamadre <- head(d_t,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.b. | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1101 | 0 | 2614 | 2017 | 1 | 2796 | 2017 | 2 | 2817 | 2017 | 3 | 2748 | 2017 | 4 | 2896 | 2017 | 5 | 2823 | 2017 | 6 | 2984 | 2017 | 7 | 2850 | 2017 | 8 | 2759 | 2017 | 9 | 2721 | 2017 | 10 | 2652 | 2017 | 11 | 2497 | 2017 | 12 | 2453 | 2017 | 13 | 2520 | 2017 | 14 | 2458 | 2017 | 15 | 2490 | 2017 | 16 | 2652 | 2017 | 17 | 2568 | 2017 | 18 | 2484 | 2017 | 19 | 2604 | 2017 | 20 | 2715 | 2017 | 21 | 2859 | 2017 | 22 | 2958 | 2017 | 23 | 3164 | 2017 | 24 | 3322 | 2017 | 25 | 3389 | 2017 | 26 | 3521 | 2017 | 27 | 3723 | 2017 | 28 | 3480 | 2017 | 29 | 3528 | 2017 | 30 | 3525 | 2017 | 31 | 3188 | 2017 | 32 | 3289 | 2017 | 33 | 3103 | 2017 | 34 | 3312 | 2017 | 35 | 3314 | 2017 | 36 | 3156 | 2017 | 37 | 2978 | 2017 | 38 | 2757 | 2017 | 39 | 2832 | 2017 | 40 | 2816 | 2017 | 41 | 2662 | 2017 | 42 | 2627 | 2017 | 43 | 2574 | 2017 | 44 | 2624 | 2017 | 45 | 2468 | 2017 | 46 | 2460 | 2017 | 47 | 2272 | 2017 | 48 | 2206 | 2017 | 49 | 2209 | 2017 | 50 | 2215 | 2017 | 51 | 2210 | 2017 | 52 | 2325 | 2017 | 53 | 2311 | 2017 | 54 | 2417 | 2017 | 55 | 2144 | 2017 | 56 | 2203 | 2017 | 57 | 2127 | 2017 | 58 | 2066 | 2017 | 59 | 2000 | 2017 | 60 | 2072 | 2017 | 61 | 1959 | 2017 | 62 | 1885 | 2017 | 63 | 1788 | 2017 | 64 | 1599 | 2017 | 65 | 1426 | 2017 | 66 | 1405 | 2017 | 67 | 1312 | 2017 | 68 | 1161 | 2017 | 69 | 1158 | 2017 | 70 | 1072 | 2017 | 71 | 933 | 2017 | 72 | 882 | 2017 | 73 | 868 | 2017 | 74 | 796 | 2017 | 75 | 648 | 2017 | 76 | 658 | 2017 | 77 | 589 | 2017 | 78 | 509 | 2017 | 79 | 480 | 2017 | 80 | 462 | 2017 | 81 | 423 | 2017 | 82 | 378 | 2017 | 83 | 339 | 2017 | 84 | 297 | 2017 | 85 | 288 | 2017 | 86 | 289 | 2017 | 87 | 270 | 2017 | 88 | 204 | 2017 | 89 | 191 | 2017 | 90 | 153 | 2017 | 91 | 128 | 2017 | 92 | 130 | 2017 | 93 | 72 | 2017 | 94 | 55 | 2017 | 95 | 31 | 2017 | 96 | 36 | 2017 | 97 | 29 | 2017 | 98 | 15 | 2017 | 99 | 13 | 2017 | 100 | 30 | 2017 | NA | NA | NA |
| 1107 | 0 | 1981 | 2017 | 1 | 2091 | 2017 | 2 | 2126 | 2017 | 3 | 2143 | 2017 | 4 | 2158 | 2017 | 5 | 2164 | 2017 | 6 | 2129 | 2017 | 7 | 2193 | 2017 | 8 | 2129 | 2017 | 9 | 2022 | 2017 | 10 | 1917 | 2017 | 11 | 1936 | 2017 | 12 | 1940 | 2017 | 13 | 1856 | 2017 | 14 | 1900 | 2017 | 15 | 2014 | 2017 | 16 | 1961 | 2017 | 17 | 1962 | 2017 | 18 | 1766 | 2017 | 19 | 1900 | 2017 | 20 | 1926 | 2017 | 21 | 2005 | 2017 | 22 | 1937 | 2017 | 23 | 2020 | 2017 | 24 | 2019 | 2017 | 25 | 1995 | 2017 | 26 | 2100 | 2017 | 27 | 2025 | 2017 | 28 | 1960 | 2017 | 29 | 1924 | 2017 | 30 | 1841 | 2017 | 31 | 1722 | 2017 | 32 | 1748 | 2017 | 33 | 1585 | 2017 | 34 | 1708 | 2017 | 35 | 1742 | 2017 | 36 | 1642 | 2017 | 37 | 1532 | 2017 | 38 | 1505 | 2017 | 39 | 1374 | 2017 | 40 | 1419 | 2017 | 41 | 1354 | 2017 | 42 | 1372 | 2017 | 43 | 1432 | 2017 | 44 | 1399 | 2017 | 45 | 1368 | 2017 | 46 | 1321 | 2017 | 47 | 1251 | 2017 | 48 | 1263 | 2017 | 49 | 1250 | 2017 | 50 | 1246 | 2017 | 51 | 1268 | 2017 | 52 | 1194 | 2017 | 53 | 1164 | 2017 | 54 | 1147 | 2017 | 55 | 1051 | 2017 | 56 | 996 | 2017 | 57 | 852 | 2017 | 58 | 818 | 2017 | 59 | 776 | 2017 | 60 | 755 | 2017 | 61 | 728 | 2017 | 62 | 609 | 2017 | 63 | 572 | 2017 | 64 | 556 | 2017 | 65 | 465 | 2017 | 66 | 449 | 2017 | 67 | 382 | 2017 | 68 | 369 | 2017 | 69 | 338 | 2017 | 70 | 314 | 2017 | 71 | 277 | 2017 | 72 | 260 | 2017 | 73 | 239 | 2017 | 74 | 184 | 2017 | 75 | 161 | 2017 | 76 | 158 | 2017 | 77 | 126 | 2017 | 78 | 122 | 2017 | 79 | 86 | 2017 | 80 | 88 | 2017 | 81 | 73 | 2017 | 82 | 86 | 2017 | 83 | 72 | 2017 | 84 | 54 | 2017 | 85 | 58 | 2017 | 86 | 46 | 2017 | 87 | 43 | 2017 | 88 | 38 | 2017 | 89 | 22 | 2017 | 90 | 17 | 2017 | 91 | 16 | 2017 | 92 | 9 | 2017 | 93 | 12 | 2017 | 94 | 16 | 2017 | 95 | 9 | 2017 | 96 | 4 | 2017 | 97 | 3 | 2017 | 98 | 3 | 2017 | 99 | 2 | 2017 | 100 | 15 | 2017 | NA | NA | NA |
| 1401 | 0 | 230 | 2017 | 1 | 261 | 2017 | 2 | 268 | 2017 | 3 | 235 | 2017 | 4 | 259 | 2017 | 5 | 258 | 2017 | 6 | 241 | 2017 | 7 | 264 | 2017 | 8 | 264 | 2017 | 9 | 258 | 2017 | 10 | 216 | 2017 | 11 | 238 | 2017 | 12 | 222 | 2017 | 13 | 212 | 2017 | 14 | 193 | 2017 | 15 | 207 | 2017 | 16 | 174 | 2017 | 17 | 301 | 2017 | 18 | 413 | 2017 | 19 | 296 | 2017 | 20 | 288 | 2017 | 21 | 279 | 2017 | 22 | 228 | 2017 | 23 | 228 | 2017 | 24 | 207 | 2017 | 25 | 273 | 2017 | 26 | 268 | 2017 | 27 | 250 | 2017 | 28 | 290 | 2017 | 29 | 287 | 2017 | 30 | 299 | 2017 | 31 | 280 | 2017 | 32 | 274 | 2017 | 33 | 274 | 2017 | 34 | 277 | 2017 | 35 | 302 | 2017 | 36 | 286 | 2017 | 37 | 227 | 2017 | 38 | 215 | 2017 | 39 | 216 | 2017 | 40 | 213 | 2017 | 41 | 241 | 2017 | 42 | 218 | 2017 | 43 | 247 | 2017 | 44 | 225 | 2017 | 45 | 197 | 2017 | 46 | 191 | 2017 | 47 | 170 | 2017 | 48 | 179 | 2017 | 49 | 153 | 2017 | 50 | 165 | 2017 | 51 | 180 | 2017 | 52 | 165 | 2017 | 53 | 160 | 2017 | 54 | 180 | 2017 | 55 | 167 | 2017 | 56 | 171 | 2017 | 57 | 158 | 2017 | 58 | 150 | 2017 | 59 | 143 | 2017 | 60 | 139 | 2017 | 61 | 139 | 2017 | 62 | 143 | 2017 | 63 | 120 | 2017 | 64 | 109 | 2017 | 65 | 90 | 2017 | 66 | 79 | 2017 | 67 | 77 | 2017 | 68 | 69 | 2017 | 69 | 66 | 2017 | 70 | 75 | 2017 | 71 | 73 | 2017 | 72 | 60 | 2017 | 73 | 69 | 2017 | 74 | 46 | 2017 | 75 | 58 | 2017 | 76 | 40 | 2017 | 77 | 46 | 2017 | 78 | 31 | 2017 | 79 | 24 | 2017 | 80 | 27 | 2017 | 81 | 32 | 2017 | 82 | 30 | 2017 | 83 | 30 | 2017 | 84 | 20 | 2017 | 85 | 20 | 2017 | 86 | 13 | 2017 | 87 | 14 | 2017 | 88 | 7 | 2017 | 89 | 4 | 2017 | 90 | 3 | 2017 | 91 | 8 | 2017 | 92 | 6 | 2017 | 93 | 3 | 2017 | 94 | 3 | 2017 | 95 | 2 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 2 | 2017 | NA | NA | NA |
| 1402 | 0 | 17 | 2017 | 1 | 14 | 2017 | 2 | 13 | 2017 | 3 | 25 | 2017 | 4 | 22 | 2017 | 5 | 13 | 2017 | 6 | 24 | 2017 | 7 | 20 | 2017 | 8 | 23 | 2017 | 9 | 21 | 2017 | 10 | 16 | 2017 | 11 | 18 | 2017 | 12 | 19 | 2017 | 13 | 12 | 2017 | 14 | 18 | 2017 | 15 | 15 | 2017 | 16 | 14 | 2017 | 17 | 26 | 2017 | 18 | 20 | 2017 | 19 | 16 | 2017 | 20 | 13 | 2017 | 21 | 21 | 2017 | 22 | 19 | 2017 | 23 | 19 | 2017 | 24 | 10 | 2017 | 25 | 17 | 2017 | 26 | 20 | 2017 | 27 | 14 | 2017 | 28 | 15 | 2017 | 29 | 19 | 2017 | 30 | 18 | 2017 | 31 | 23 | 2017 | 32 | 7 | 2017 | 33 | 13 | 2017 | 34 | 10 | 2017 | 35 | 16 | 2017 | 36 | 16 | 2017 | 37 | 12 | 2017 | 38 | 11 | 2017 | 39 | 8 | 2017 | 40 | 21 | 2017 | 41 | 15 | 2017 | 42 | 14 | 2017 | 43 | 20 | 2017 | 44 | 20 | 2017 | 45 | 18 | 2017 | 46 | 26 | 2017 | 47 | 13 | 2017 | 48 | 6 | 2017 | 49 | 20 | 2017 | 50 | 19 | 2017 | 51 | 18 | 2017 | 52 | 14 | 2017 | 53 | 15 | 2017 | 54 | 16 | 2017 | 55 | 17 | 2017 | 56 | 18 | 2017 | 57 | 6 | 2017 | 58 | 16 | 2017 | 59 | 14 | 2017 | 60 | 17 | 2017 | 61 | 9 | 2017 | 62 | 15 | 2017 | 63 | 10 | 2017 | 64 | 10 | 2017 | 65 | 11 | 2017 | 66 | 15 | 2017 | 67 | 8 | 2017 | 68 | 10 | 2017 | 69 | 8 | 2017 | 70 | 14 | 2017 | 71 | 7 | 2017 | 72 | 5 | 2017 | 73 | 17 | 2017 | 74 | 7 | 2017 | 75 | 6 | 2017 | 76 | 8 | 2017 | 77 | 11 | 2017 | 78 | 11 | 2017 | 79 | 6 | 2017 | 80 | 6 | 2017 | 81 | 7 | 2017 | 82 | 6 | 2017 | 83 | 4 | 2017 | 84 | 5 | 2017 | 85 | 2 | 2017 | 86 | 5 | 2017 | 87 | 4 | 2017 | 88 | 1 | 2017 | 89 | 1 | 2017 | 90 | 1 | 2017 | 91 | 1 | 2017 | 92 | 3 | 2017 | 93 | 1 | 2017 | 94 | 1 | 2017 | NA | NA | NA | 96 | 2 | 2017 | NA | NA | NA | NA | NA | NA | 99 | 1 | 2017 | 100 | 1 | 2017 | NA | NA | NA |
| 1403 | 0 | 17 | 2017 | 1 | 17 | 2017 | 2 | 18 | 2017 | 3 | 15 | 2017 | 4 | 16 | 2017 | 5 | 17 | 2017 | 6 | 16 | 2017 | 7 | 11 | 2017 | 8 | 14 | 2017 | 9 | 22 | 2017 | 10 | 16 | 2017 | 11 | 17 | 2017 | 12 | 20 | 2017 | 13 | 16 | 2017 | 14 | 20 | 2017 | 15 | 15 | 2017 | 16 | 20 | 2017 | 17 | 29 | 2017 | 18 | 26 | 2017 | 19 | 22 | 2017 | 20 | 30 | 2017 | 21 | 31 | 2017 | 22 | 32 | 2017 | 23 | 28 | 2017 | 24 | 38 | 2017 | 25 | 45 | 2017 | 26 | 46 | 2017 | 27 | 35 | 2017 | 28 | 35 | 2017 | 29 | 32 | 2017 | 30 | 27 | 2017 | 31 | 28 | 2017 | 32 | 36 | 2017 | 33 | 31 | 2017 | 34 | 25 | 2017 | 35 | 31 | 2017 | 36 | 37 | 2017 | 37 | 29 | 2017 | 38 | 20 | 2017 | 39 | 26 | 2017 | 40 | 22 | 2017 | 41 | 21 | 2017 | 42 | 24 | 2017 | 43 | 28 | 2017 | 44 | 26 | 2017 | 45 | 18 | 2017 | 46 | 23 | 2017 | 47 | 23 | 2017 | 48 | 21 | 2017 | 49 | 21 | 2017 | 50 | 24 | 2017 | 51 | 22 | 2017 | 52 | 19 | 2017 | 53 | 24 | 2017 | 54 | 15 | 2017 | 55 | 15 | 2017 | 56 | 25 | 2017 | 57 | 20 | 2017 | 58 | 15 | 2017 | 59 | 13 | 2017 | 60 | 24 | 2017 | 61 | 14 | 2017 | 62 | 16 | 2017 | 63 | 29 | 2017 | 64 | 11 | 2017 | 65 | 11 | 2017 | 66 | 23 | 2017 | 67 | 16 | 2017 | 68 | 13 | 2017 | 69 | 14 | 2017 | 70 | 14 | 2017 | 71 | 11 | 2017 | 72 | 14 | 2017 | 73 | 9 | 2017 | 74 | 7 | 2017 | 75 | 14 | 2017 | 76 | 11 | 2017 | 77 | 6 | 2017 | 78 | 7 | 2017 | 79 | 4 | 2017 | 80 | 2 | 2017 | 81 | 9 | 2017 | 82 | 3 | 2017 | 83 | 3 | 2017 | 84 | 2 | 2017 | 85 | 1 | 2017 | 86 | 4 | 2017 | 87 | 1 | 2017 | 88 | 2 | 2017 | 89 | 1 | 2017 | 90 | 2 | 2017 | 91 | 1 | 2017 | 92 | 1 | 2017 | NA | NA | NA | 94 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 97 | 1 | 2017 | 98 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 1404 | 0 | 42 | 2017 | 1 | 49 | 2017 | 2 | 26 | 2017 | 3 | 47 | 2017 | 4 | 36 | 2017 | 5 | 42 | 2017 | 6 | 42 | 2017 | 7 | 53 | 2017 | 8 | 42 | 2017 | 9 | 46 | 2017 | 10 | 42 | 2017 | 11 | 37 | 2017 | 12 | 53 | 2017 | 13 | 31 | 2017 | 14 | 33 | 2017 | 15 | 31 | 2017 | 16 | 27 | 2017 | 17 | 25 | 2017 | 18 | 27 | 2017 | 19 | 37 | 2017 | 20 | 31 | 2017 | 21 | 40 | 2017 | 22 | 42 | 2017 | 23 | 30 | 2017 | 24 | 33 | 2017 | 25 | 43 | 2017 | 26 | 47 | 2017 | 27 | 43 | 2017 | 28 | 38 | 2017 | 29 | 43 | 2017 | 30 | 36 | 2017 | 31 | 55 | 2017 | 32 | 34 | 2017 | 33 | 37 | 2017 | 34 | 32 | 2017 | 35 | 44 | 2017 | 36 | 38 | 2017 | 37 | 34 | 2017 | 38 | 30 | 2017 | 39 | 28 | 2017 | 40 | 26 | 2017 | 41 | 29 | 2017 | 42 | 33 | 2017 | 43 | 30 | 2017 | 44 | 31 | 2017 | 45 | 33 | 2017 | 46 | 40 | 2017 | 47 | 39 | 2017 | 48 | 33 | 2017 | 49 | 31 | 2017 | 50 | 36 | 2017 | 51 | 28 | 2017 | 52 | 44 | 2017 | 53 | 39 | 2017 | 54 | 37 | 2017 | 55 | 38 | 2017 | 56 | 24 | 2017 | 57 | 30 | 2017 | 58 | 24 | 2017 | 59 | 39 | 2017 | 60 | 35 | 2017 | 61 | 28 | 2017 | 62 | 26 | 2017 | 63 | 37 | 2017 | 64 | 27 | 2017 | 65 | 32 | 2017 | 66 | 31 | 2017 | 67 | 20 | 2017 | 68 | 31 | 2017 | 69 | 22 | 2017 | 70 | 18 | 2017 | 71 | 23 | 2017 | 72 | 23 | 2017 | 73 | 13 | 2017 | 74 | 23 | 2017 | 75 | 15 | 2017 | 76 | 12 | 2017 | 77 | 17 | 2017 | 78 | 16 | 2017 | 79 | 10 | 2017 | 80 | 5 | 2017 | 81 | 6 | 2017 | 82 | 13 | 2017 | 83 | 8 | 2017 | 84 | 4 | 2017 | 85 | 8 | 2017 | 86 | 5 | 2017 | 87 | 8 | 2017 | 88 | 3 | 2017 | 89 | 4 | 2017 | 90 | 4 | 2017 | 91 | 2 | 2017 | 92 | 4 | 2017 | 93 | 1 | 2017 | 94 | 1 | 2017 | 95 | 2 | 2017 | 96 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA |
| 1405 | 0 | 71 | 2017 | 1 | 79 | 2017 | 2 | 84 | 2017 | 3 | 83 | 2017 | 4 | 78 | 2017 | 5 | 88 | 2017 | 6 | 86 | 2017 | 7 | 81 | 2017 | 8 | 69 | 2017 | 9 | 90 | 2017 | 10 | 68 | 2017 | 11 | 80 | 2017 | 12 | 69 | 2017 | 13 | 65 | 2017 | 14 | 72 | 2017 | 15 | 65 | 2017 | 16 | 71 | 2017 | 17 | 74 | 2017 | 18 | 59 | 2017 | 19 | 64 | 2017 | 20 | 63 | 2017 | 21 | 79 | 2017 | 22 | 101 | 2017 | 23 | 86 | 2017 | 24 | 137 | 2017 | 25 | 158 | 2017 | 26 | 178 | 2017 | 27 | 244 | 2017 | 28 | 218 | 2017 | 29 | 227 | 2017 | 30 | 210 | 2017 | 31 | 239 | 2017 | 32 | 217 | 2017 | 33 | 239 | 2017 | 34 | 225 | 2017 | 35 | 237 | 2017 | 36 | 234 | 2017 | 37 | 203 | 2017 | 38 | 211 | 2017 | 39 | 220 | 2017 | 40 | 200 | 2017 | 41 | 195 | 2017 | 42 | 191 | 2017 | 43 | 224 | 2017 | 44 | 193 | 2017 | 45 | 207 | 2017 | 46 | 208 | 2017 | 47 | 181 | 2017 | 48 | 168 | 2017 | 49 | 149 | 2017 | 50 | 154 | 2017 | 51 | 144 | 2017 | 52 | 116 | 2017 | 53 | 118 | 2017 | 54 | 119 | 2017 | 55 | 102 | 2017 | 56 | 109 | 2017 | 57 | 95 | 2017 | 58 | 85 | 2017 | 59 | 84 | 2017 | 60 | 81 | 2017 | 61 | 58 | 2017 | 62 | 67 | 2017 | 63 | 62 | 2017 | 64 | 61 | 2017 | 65 | 55 | 2017 | 66 | 64 | 2017 | 67 | 44 | 2017 | 68 | 44 | 2017 | 69 | 30 | 2017 | 70 | 38 | 2017 | 71 | 40 | 2017 | 72 | 34 | 2017 | 73 | 37 | 2017 | 74 | 25 | 2017 | 75 | 28 | 2017 | 76 | 33 | 2017 | 77 | 33 | 2017 | 78 | 18 | 2017 | 79 | 20 | 2017 | 80 | 19 | 2017 | 81 | 21 | 2017 | 82 | 14 | 2017 | 83 | 11 | 2017 | 84 | 8 | 2017 | 85 | 13 | 2017 | 86 | 8 | 2017 | 87 | 6 | 2017 | 88 | 11 | 2017 | 89 | 16 | 2017 | 90 | 5 | 2017 | 91 | 5 | 2017 | 92 | 7 | 2017 | 93 | 1 | 2017 | 94 | 3 | 2017 | 95 | 3 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | 98 | 1 | 2017 | 99 | 2 | 2017 | 100 | 3 | 2017 | NA | NA | NA |
| 2101 | 0 | 4741 | 2017 | 1 | 5082 | 2017 | 2 | 5154 | 2017 | 3 | 5090 | 2017 | 4 | 5170 | 2017 | 5 | 5147 | 2017 | 6 | 5466 | 2017 | 7 | 5481 | 2017 | 8 | 5261 | 2017 | 9 | 5249 | 2017 | 10 | 5107 | 2017 | 11 | 4871 | 2017 | 12 | 4756 | 2017 | 13 | 4760 | 2017 | 14 | 4925 | 2017 | 15 | 5063 | 2017 | 16 | 5121 | 2017 | 17 | 5360 | 2017 | 18 | 5741 | 2017 | 19 | 5945 | 2017 | 20 | 6484 | 2017 | 21 | 6488 | 2017 | 22 | 6644 | 2017 | 23 | 6639 | 2017 | 24 | 6828 | 2017 | 25 | 6749 | 2017 | 26 | 6933 | 2017 | 27 | 7159 | 2017 | 28 | 6763 | 2017 | 29 | 6528 | 2017 | 30 | 6432 | 2017 | 31 | 6002 | 2017 | 32 | 5971 | 2017 | 33 | 5515 | 2017 | 34 | 5712 | 2017 | 35 | 5989 | 2017 | 36 | 5690 | 2017 | 37 | 5532 | 2017 | 38 | 5245 | 2017 | 39 | 5187 | 2017 | 40 | 5299 | 2017 | 41 | 5225 | 2017 | 42 | 5361 | 2017 | 43 | 5467 | 2017 | 44 | 5475 | 2017 | 45 | 5127 | 2017 | 46 | 4928 | 2017 | 47 | 4623 | 2017 | 48 | 4384 | 2017 | 49 | 4314 | 2017 | 50 | 4153 | 2017 | 51 | 4304 | 2017 | 52 | 4293 | 2017 | 53 | 4267 | 2017 | 54 | 4361 | 2017 | 55 | 4089 | 2017 | 56 | 3993 | 2017 | 57 | 3680 | 2017 | 58 | 3578 | 2017 | 59 | 3583 | 2017 | 60 | 3351 | 2017 | 61 | 3173 | 2017 | 62 | 2933 | 2017 | 63 | 2796 | 2017 | 64 | 2601 | 2017 | 65 | 2303 | 2017 | 66 | 2178 | 2017 | 67 | 2105 | 2017 | 68 | 1817 | 2017 | 69 | 1821 | 2017 | 70 | 1641 | 2017 | 71 | 1561 | 2017 | 72 | 1400 | 2017 | 73 | 1400 | 2017 | 74 | 1289 | 2017 | 75 | 1201 | 2017 | 76 | 1062 | 2017 | 77 | 991 | 2017 | 78 | 875 | 2017 | 79 | 839 | 2017 | 80 | 751 | 2017 | 81 | 727 | 2017 | 82 | 598 | 2017 | 83 | 519 | 2017 | 84 | 514 | 2017 | 85 | 503 | 2017 | 86 | 489 | 2017 | 87 | 387 | 2017 | 88 | 308 | 2017 | 89 | 288 | 2017 | 90 | 227 | 2017 | 91 | 162 | 2017 | 92 | 146 | 2017 | 93 | 96 | 2017 | 94 | 84 | 2017 | 95 | 48 | 2017 | 96 | 55 | 2017 | 97 | 37 | 2017 | 98 | 17 | 2017 | 99 | 18 | 2017 | 100 | 78 | 2017 | NA | NA | NA |
| 2102 | 0 | 164 | 2017 | 1 | 205 | 2017 | 2 | 186 | 2017 | 3 | 173 | 2017 | 4 | 177 | 2017 | 5 | 195 | 2017 | 6 | 175 | 2017 | 7 | 205 | 2017 | 8 | 168 | 2017 | 9 | 155 | 2017 | 10 | 150 | 2017 | 11 | 159 | 2017 | 12 | 166 | 2017 | 13 | 174 | 2017 | 14 | 186 | 2017 | 15 | 140 | 2017 | 16 | 137 | 2017 | 17 | 172 | 2017 | 18 | 157 | 2017 | 19 | 187 | 2017 | 20 | 196 | 2017 | 21 | 199 | 2017 | 22 | 202 | 2017 | 23 | 228 | 2017 | 24 | 272 | 2017 | 25 | 277 | 2017 | 26 | 293 | 2017 | 27 | 312 | 2017 | 28 | 291 | 2017 | 29 | 259 | 2017 | 30 | 265 | 2017 | 31 | 248 | 2017 | 32 | 236 | 2017 | 33 | 228 | 2017 | 34 | 247 | 2017 | 35 | 228 | 2017 | 36 | 249 | 2017 | 37 | 226 | 2017 | 38 | 206 | 2017 | 39 | 210 | 2017 | 40 | 201 | 2017 | 41 | 209 | 2017 | 42 | 208 | 2017 | 43 | 231 | 2017 | 44 | 226 | 2017 | 45 | 196 | 2017 | 46 | 221 | 2017 | 47 | 210 | 2017 | 48 | 201 | 2017 | 49 | 193 | 2017 | 50 | 195 | 2017 | 51 | 206 | 2017 | 52 | 212 | 2017 | 53 | 207 | 2017 | 54 | 190 | 2017 | 55 | 178 | 2017 | 56 | 157 | 2017 | 57 | 163 | 2017 | 58 | 146 | 2017 | 59 | 123 | 2017 | 60 | 140 | 2017 | 61 | 125 | 2017 | 62 | 101 | 2017 | 63 | 87 | 2017 | 64 | 80 | 2017 | 65 | 72 | 2017 | 66 | 59 | 2017 | 67 | 71 | 2017 | 68 | 56 | 2017 | 69 | 57 | 2017 | 70 | 51 | 2017 | 71 | 43 | 2017 | 72 | 37 | 2017 | 73 | 31 | 2017 | 74 | 32 | 2017 | 75 | 38 | 2017 | 76 | 29 | 2017 | 77 | 29 | 2017 | 78 | 27 | 2017 | 79 | 17 | 2017 | 80 | 15 | 2017 | 81 | 15 | 2017 | 82 | 12 | 2017 | 83 | 8 | 2017 | 84 | 6 | 2017 | 85 | 13 | 2017 | 86 | 6 | 2017 | 87 | 8 | 2017 | 88 | 3 | 2017 | 89 | 2 | 2017 | 90 | 6 | 2017 | 91 | 4 | 2017 | 92 | 5 | 2017 | 93 | 1 | 2017 | 94 | 1 | 2017 | 95 | 1 | 2017 | 96 | 1 | 2017 | NA | NA | NA | 98 | 1 | 2017 | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA |
| 2103 | 0 | 16 | 2017 | 1 | 21 | 2017 | 2 | 19 | 2017 | 3 | 20 | 2017 | 4 | 31 | 2017 | 5 | 25 | 2017 | 6 | 20 | 2017 | 7 | 23 | 2017 | 8 | 25 | 2017 | 9 | 31 | 2017 | 10 | 22 | 2017 | 11 | 19 | 2017 | 12 | 15 | 2017 | 13 | 19 | 2017 | 14 | 14 | 2017 | 15 | 21 | 2017 | 16 | 11 | 2017 | 17 | 20 | 2017 | 18 | 19 | 2017 | 19 | 39 | 2017 | 20 | 64 | 2017 | 21 | 71 | 2017 | 22 | 129 | 2017 | 23 | 127 | 2017 | 24 | 191 | 2017 | 25 | 227 | 2017 | 26 | 268 | 2017 | 27 | 300 | 2017 | 28 | 315 | 2017 | 29 | 310 | 2017 | 30 | 327 | 2017 | 31 | 316 | 2017 | 32 | 330 | 2017 | 33 | 324 | 2017 | 34 | 338 | 2017 | 35 | 350 | 2017 | 36 | 304 | 2017 | 37 | 287 | 2017 | 38 | 327 | 2017 | 39 | 323 | 2017 | 40 | 307 | 2017 | 41 | 310 | 2017 | 42 | 339 | 2017 | 43 | 299 | 2017 | 44 | 311 | 2017 | 45 | 286 | 2017 | 46 | 289 | 2017 | 47 | 221 | 2017 | 48 | 204 | 2017 | 49 | 221 | 2017 | 50 | 186 | 2017 | 51 | 186 | 2017 | 52 | 154 | 2017 | 53 | 165 | 2017 | 54 | 170 | 2017 | 55 | 122 | 2017 | 56 | 109 | 2017 | 57 | 105 | 2017 | 58 | 99 | 2017 | 59 | 68 | 2017 | 60 | 76 | 2017 | 61 | 63 | 2017 | 62 | 48 | 2017 | 63 | 39 | 2017 | 64 | 25 | 2017 | 65 | 18 | 2017 | 66 | 14 | 2017 | 67 | 16 | 2017 | 68 | 15 | 2017 | 69 | 12 | 2017 | 70 | 4 | 2017 | 71 | 4 | 2017 | 72 | 9 | 2017 | 73 | 2 | 2017 | 74 | 4 | 2017 | 75 | 3 | 2017 | 76 | 1 | 2017 | 77 | 1 | 2017 | 78 | 2 | 2017 | 79 | 7 | 2017 | NA | NA | NA | 81 | 3 | 2017 | NA | NA | NA | 83 | 2 | 2017 | 84 | 2 | 2017 | 85 | 3 | 2017 | NA | NA | NA | 87 | 1 | 2017 | NA | NA | NA | 89 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 93 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2104 | 0 | 159 | 2017 | 1 | 152 | 2017 | 2 | 207 | 2017 | 3 | 184 | 2017 | 4 | 181 | 2017 | 5 | 185 | 2017 | 6 | 185 | 2017 | 7 | 190 | 2017 | 8 | 203 | 2017 | 9 | 211 | 2017 | 10 | 214 | 2017 | 11 | 215 | 2017 | 12 | 185 | 2017 | 13 | 172 | 2017 | 14 | 187 | 2017 | 15 | 195 | 2017 | 16 | 176 | 2017 | 17 | 168 | 2017 | 18 | 119 | 2017 | 19 | 139 | 2017 | 20 | 153 | 2017 | 21 | 143 | 2017 | 22 | 161 | 2017 | 23 | 161 | 2017 | 24 | 216 | 2017 | 25 | 191 | 2017 | 26 | 237 | 2017 | 27 | 242 | 2017 | 28 | 235 | 2017 | 29 | 231 | 2017 | 30 | 230 | 2017 | 31 | 195 | 2017 | 32 | 205 | 2017 | 33 | 196 | 2017 | 34 | 221 | 2017 | 35 | 247 | 2017 | 36 | 212 | 2017 | 37 | 202 | 2017 | 38 | 201 | 2017 | 39 | 210 | 2017 | 40 | 192 | 2017 | 41 | 208 | 2017 | 42 | 191 | 2017 | 43 | 215 | 2017 | 44 | 206 | 2017 | 45 | 196 | 2017 | 46 | 191 | 2017 | 47 | 165 | 2017 | 48 | 198 | 2017 | 49 | 214 | 2017 | 50 | 199 | 2017 | 51 | 186 | 2017 | 52 | 200 | 2017 | 53 | 179 | 2017 | 54 | 172 | 2017 | 55 | 180 | 2017 | 56 | 183 | 2017 | 57 | 136 | 2017 | 58 | 166 | 2017 | 59 | 157 | 2017 | 60 | 139 | 2017 | 61 | 130 | 2017 | 62 | 137 | 2017 | 63 | 136 | 2017 | 64 | 113 | 2017 | 65 | 114 | 2017 | 66 | 83 | 2017 | 67 | 79 | 2017 | 68 | 68 | 2017 | 69 | 70 | 2017 | 70 | 62 | 2017 | 71 | 69 | 2017 | 72 | 70 | 2017 | 73 | 61 | 2017 | 74 | 55 | 2017 | 75 | 55 | 2017 | 76 | 42 | 2017 | 77 | 35 | 2017 | 78 | 32 | 2017 | 79 | 36 | 2017 | 80 | 34 | 2017 | 81 | 30 | 2017 | 82 | 27 | 2017 | 83 | 26 | 2017 | 84 | 31 | 2017 | 85 | 23 | 2017 | 86 | 23 | 2017 | 87 | 16 | 2017 | 88 | 16 | 2017 | 89 | 13 | 2017 | 90 | 11 | 2017 | 91 | 6 | 2017 | 92 | 4 | 2017 | 93 | 6 | 2017 | 94 | 6 | 2017 | 95 | 3 | 2017 | 96 | 2 | 2017 | 97 | 2 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 2 | 2017 | NA | NA | NA |
| 2201 | 0 | 2177 | 2017 | 1 | 2536 | 2017 | 2 | 2596 | 2017 | 3 | 2517 | 2017 | 4 | 2605 | 2017 | 5 | 2492 | 2017 | 6 | 2536 | 2017 | 7 | 2650 | 2017 | 8 | 2489 | 2017 | 9 | 2416 | 2017 | 10 | 2377 | 2017 | 11 | 2349 | 2017 | 12 | 2383 | 2017 | 13 | 2332 | 2017 | 14 | 2468 | 2017 | 15 | 2372 | 2017 | 16 | 2530 | 2017 | 17 | 2574 | 2017 | 18 | 2332 | 2017 | 19 | 2088 | 2017 | 20 | 2193 | 2017 | 21 | 2231 | 2017 | 22 | 2559 | 2017 | 23 | 2646 | 2017 | 24 | 2975 | 2017 | 25 | 2842 | 2017 | 26 | 3099 | 2017 | 27 | 3127 | 2017 | 28 | 2977 | 2017 | 29 | 3213 | 2017 | 30 | 2984 | 2017 | 31 | 2916 | 2017 | 32 | 2889 | 2017 | 33 | 2777 | 2017 | 34 | 2838 | 2017 | 35 | 2979 | 2017 | 36 | 2808 | 2017 | 37 | 2731 | 2017 | 38 | 2609 | 2017 | 39 | 2601 | 2017 | 40 | 2624 | 2017 | 41 | 2556 | 2017 | 42 | 2563 | 2017 | 43 | 2546 | 2017 | 44 | 2531 | 2017 | 45 | 2397 | 2017 | 46 | 2314 | 2017 | 47 | 2178 | 2017 | 48 | 2088 | 2017 | 49 | 2075 | 2017 | 50 | 2135 | 2017 | 51 | 2102 | 2017 | 52 | 2184 | 2017 | 53 | 2085 | 2017 | 54 | 2100 | 2017 | 55 | 1972 | 2017 | 56 | 1961 | 2017 | 57 | 1726 | 2017 | 58 | 1628 | 2017 | 59 | 1501 | 2017 | 60 | 1546 | 2017 | 61 | 1395 | 2017 | 62 | 1265 | 2017 | 63 | 1233 | 2017 | 64 | 1106 | 2017 | 65 | 1045 | 2017 | 66 | 890 | 2017 | 67 | 818 | 2017 | 68 | 794 | 2017 | 69 | 719 | 2017 | 70 | 696 | 2017 | 71 | 657 | 2017 | 72 | 611 | 2017 | 73 | 511 | 2017 | 74 | 531 | 2017 | 75 | 407 | 2017 | 76 | 387 | 2017 | 77 | 374 | 2017 | 78 | 306 | 2017 | 79 | 260 | 2017 | 80 | 288 | 2017 | 81 | 251 | 2017 | 82 | 222 | 2017 | 83 | 186 | 2017 | 84 | 185 | 2017 | 85 | 149 | 2017 | 86 | 148 | 2017 | 87 | 137 | 2017 | 88 | 100 | 2017 | 89 | 95 | 2017 | 90 | 77 | 2017 | 91 | 46 | 2017 | 92 | 56 | 2017 | 93 | 38 | 2017 | 94 | 35 | 2017 | 95 | 22 | 2017 | 96 | 18 | 2017 | 97 | 7 | 2017 | 98 | 7 | 2017 | 99 | 7 | 2017 | 100 | 27 | 2017 | NA | NA | NA |
| 2202 | 0 | 2 | 2017 | 1 | 4 | 2017 | 2 | 4 | 2017 | 3 | 3 | 2017 | 4 | 4 | 2017 | 5 | 6 | 2017 | 6 | 4 | 2017 | 7 | 4 | 2017 | 8 | 2 | 2017 | 9 | 4 | 2017 | 10 | 7 | 2017 | 11 | 5 | 2017 | 12 | 4 | 2017 | 13 | 2 | 2017 | 14 | 3 | 2017 | 15 | 2 | 2017 | 16 | 4 | 2017 | 17 | 2 | 2017 | 18 | 2 | 2017 | 19 | 2 | 2017 | 20 | 2 | 2017 | 21 | 2 | 2017 | 22 | 6 | 2017 | 23 | 1 | 2017 | 24 | 6 | 2017 | 25 | 8 | 2017 | 26 | 8 | 2017 | 27 | 7 | 2017 | 28 | 8 | 2017 | 29 | 8 | 2017 | 30 | 5 | 2017 | 31 | 5 | 2017 | 32 | 6 | 2017 | 33 | 8 | 2017 | 34 | 7 | 2017 | 35 | 5 | 2017 | 36 | 10 | 2017 | 37 | 13 | 2017 | 38 | 6 | 2017 | 39 | 5 | 2017 | 40 | 4 | 2017 | 41 | 4 | 2017 | 42 | 3 | 2017 | 43 | 12 | 2017 | 44 | 6 | 2017 | 45 | 5 | 2017 | 46 | 4 | 2017 | 47 | 3 | 2017 | 48 | 8 | 2017 | 49 | 7 | 2017 | 50 | 5 | 2017 | 51 | 4 | 2017 | 52 | 2 | 2017 | 53 | 2 | 2017 | 54 | 6 | 2017 | 55 | 2 | 2017 | 56 | 5 | 2017 | 57 | 6 | 2017 | 58 | 1 | 2017 | 59 | 1 | 2017 | 60 | 4 | 2017 | 61 | 4 | 2017 | 62 | 1 | 2017 | 63 | 1 | 2017 | 64 | 1 | 2017 | NA | NA | NA | 66 | 2 | 2017 | NA | NA | NA | 68 | 1 | 2017 | 69 | 3 | 2017 | 70 | 2 | 2017 | 71 | 1 | 2017 | 72 | 2 | 2017 | 73 | 4 | 2017 | 74 | 1 | 2017 | NA | NA | NA | 76 | 1 | 2017 | 77 | 1 | 2017 | NA | NA | NA | 79 | 1 | 2017 | NA | NA | NA | 81 | 1 | 2017 | 82 | 1 | 2017 | 83 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 87 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 2203 | 0 | 130 | 2017 | 1 | 108 | 2017 | 2 | 138 | 2017 | 3 | 128 | 2017 | 4 | 108 | 2017 | 5 | 124 | 2017 | 6 | 125 | 2017 | 7 | 141 | 2017 | 8 | 142 | 2017 | 9 | 114 | 2017 | 10 | 113 | 2017 | 11 | 112 | 2017 | 12 | 115 | 2017 | 13 | 98 | 2017 | 14 | 103 | 2017 | 15 | 101 | 2017 | 16 | 107 | 2017 | 17 | 88 | 2017 | 18 | 79 | 2017 | 19 | 103 | 2017 | 20 | 95 | 2017 | 21 | 137 | 2017 | 22 | 157 | 2017 | 23 | 181 | 2017 | 24 | 244 | 2017 | 25 | 265 | 2017 | 26 | 274 | 2017 | 27 | 297 | 2017 | 28 | 307 | 2017 | 29 | 325 | 2017 | 30 | 267 | 2017 | 31 | 275 | 2017 | 32 | 249 | 2017 | 33 | 262 | 2017 | 34 | 216 | 2017 | 35 | 257 | 2017 | 36 | 270 | 2017 | 37 | 258 | 2017 | 38 | 219 | 2017 | 39 | 185 | 2017 | 40 | 199 | 2017 | 41 | 192 | 2017 | 42 | 192 | 2017 | 43 | 197 | 2017 | 44 | 179 | 2017 | 45 | 155 | 2017 | 46 | 158 | 2017 | 47 | 166 | 2017 | 48 | 143 | 2017 | 49 | 141 | 2017 | 50 | 146 | 2017 | 51 | 150 | 2017 | 52 | 117 | 2017 | 53 | 117 | 2017 | 54 | 110 | 2017 | 55 | 115 | 2017 | 56 | 111 | 2017 | 57 | 94 | 2017 | 58 | 100 | 2017 | 59 | 87 | 2017 | 60 | 95 | 2017 | 61 | 101 | 2017 | 62 | 74 | 2017 | 63 | 77 | 2017 | 64 | 56 | 2017 | 65 | 56 | 2017 | 66 | 48 | 2017 | 67 | 46 | 2017 | 68 | 38 | 2017 | 69 | 46 | 2017 | 70 | 35 | 2017 | 71 | 29 | 2017 | 72 | 43 | 2017 | 73 | 37 | 2017 | 74 | 34 | 2017 | 75 | 32 | 2017 | 76 | 19 | 2017 | 77 | 33 | 2017 | 78 | 36 | 2017 | 79 | 19 | 2017 | 80 | 22 | 2017 | 81 | 15 | 2017 | 82 | 14 | 2017 | 83 | 14 | 2017 | 84 | 17 | 2017 | 85 | 6 | 2017 | 86 | 13 | 2017 | 87 | 11 | 2017 | 88 | 7 | 2017 | 89 | 11 | 2017 | 90 | 4 | 2017 | 91 | 4 | 2017 | 92 | 4 | 2017 | 93 | 3 | 2017 | 94 | 1 | 2017 | 95 | 2 | 2017 | 96 | 2 | 2017 | 97 | 3 | 2017 | 98 | 2 | 2017 | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA |
| 2301 | 0 | 351 | 2017 | 1 | 419 | 2017 | 2 | 429 | 2017 | 3 | 384 | 2017 | 4 | 407 | 2017 | 5 | 440 | 2017 | 6 | 479 | 2017 | 7 | 457 | 2017 | 8 | 406 | 2017 | 9 | 410 | 2017 | 10 | 362 | 2017 | 11 | 389 | 2017 | 12 | 381 | 2017 | 13 | 352 | 2017 | 14 | 367 | 2017 | 15 | 380 | 2017 | 16 | 407 | 2017 | 17 | 385 | 2017 | 18 | 310 | 2017 | 19 | 279 | 2017 | 20 | 306 | 2017 | 21 | 298 | 2017 | 22 | 308 | 2017 | 23 | 322 | 2017 | 24 | 392 | 2017 | 25 | 379 | 2017 | 26 | 475 | 2017 | 27 | 406 | 2017 | 28 | 414 | 2017 | 29 | 403 | 2017 | 30 | 408 | 2017 | 31 | 371 | 2017 | 32 | 372 | 2017 | 33 | 342 | 2017 | 34 | 354 | 2017 | 35 | 335 | 2017 | 36 | 321 | 2017 | 37 | 311 | 2017 | 38 | 316 | 2017 | 39 | 331 | 2017 | 40 | 319 | 2017 | 41 | 288 | 2017 | 42 | 328 | 2017 | 43 | 311 | 2017 | 44 | 337 | 2017 | 45 | 327 | 2017 | 46 | 322 | 2017 | 47 | 299 | 2017 | 48 | 285 | 2017 | 49 | 332 | 2017 | 50 | 293 | 2017 | 51 | 262 | 2017 | 52 | 314 | 2017 | 53 | 336 | 2017 | 54 | 346 | 2017 | 55 | 335 | 2017 | 56 | 314 | 2017 | 57 | 309 | 2017 | 58 | 302 | 2017 | 59 | 295 | 2017 | 60 | 278 | 2017 | 61 | 251 | 2017 | 62 | 273 | 2017 | 63 | 262 | 2017 | 64 | 236 | 2017 | 65 | 227 | 2017 | 66 | 201 | 2017 | 67 | 178 | 2017 | 68 | 170 | 2017 | 69 | 177 | 2017 | 70 | 160 | 2017 | 71 | 161 | 2017 | 72 | 130 | 2017 | 73 | 124 | 2017 | 74 | 113 | 2017 | 75 | 107 | 2017 | 76 | 93 | 2017 | 77 | 99 | 2017 | 78 | 77 | 2017 | 79 | 78 | 2017 | 80 | 65 | 2017 | 81 | 73 | 2017 | 82 | 47 | 2017 | 83 | 55 | 2017 | 84 | 53 | 2017 | 85 | 57 | 2017 | 86 | 42 | 2017 | 87 | 52 | 2017 | 88 | 37 | 2017 | 89 | 24 | 2017 | 90 | 15 | 2017 | 91 | 16 | 2017 | 92 | 9 | 2017 | 93 | 8 | 2017 | 94 | 5 | 2017 | 95 | 4 | 2017 | 96 | 4 | 2017 | 97 | 3 | 2017 | 98 | 2 | 2017 | 99 | 1 | 2017 | 100 | 7 | 2017 | NA | NA | NA |
| 2302 | 0 | 58 | 2017 | 1 | 65 | 2017 | 2 | 70 | 2017 | 3 | 57 | 2017 | 4 | 57 | 2017 | 5 | 73 | 2017 | 6 | 60 | 2017 | 7 | 84 | 2017 | 8 | 82 | 2017 | 9 | 78 | 2017 | 10 | 66 | 2017 | 11 | 45 | 2017 | 12 | 65 | 2017 | 13 | 77 | 2017 | 14 | 64 | 2017 | 15 | 76 | 2017 | 16 | 77 | 2017 | 17 | 73 | 2017 | 18 | 51 | 2017 | 19 | 46 | 2017 | 20 | 64 | 2017 | 21 | 68 | 2017 | 22 | 86 | 2017 | 23 | 97 | 2017 | 24 | 119 | 2017 | 25 | 123 | 2017 | 26 | 109 | 2017 | 27 | 143 | 2017 | 28 | 131 | 2017 | 29 | 153 | 2017 | 30 | 131 | 2017 | 31 | 127 | 2017 | 32 | 157 | 2017 | 33 | 144 | 2017 | 34 | 135 | 2017 | 35 | 164 | 2017 | 36 | 113 | 2017 | 37 | 112 | 2017 | 38 | 117 | 2017 | 39 | 116 | 2017 | 40 | 126 | 2017 | 41 | 123 | 2017 | 42 | 119 | 2017 | 43 | 133 | 2017 | 44 | 128 | 2017 | 45 | 122 | 2017 | 46 | 125 | 2017 | 47 | 94 | 2017 | 48 | 95 | 2017 | 49 | 112 | 2017 | 50 | 117 | 2017 | 51 | 106 | 2017 | 52 | 110 | 2017 | 53 | 114 | 2017 | 54 | 120 | 2017 | 55 | 102 | 2017 | 56 | 74 | 2017 | 57 | 68 | 2017 | 58 | 80 | 2017 | 59 | 75 | 2017 | 60 | 62 | 2017 | 61 | 63 | 2017 | 62 | 41 | 2017 | 63 | 61 | 2017 | 64 | 56 | 2017 | 65 | 56 | 2017 | 66 | 32 | 2017 | 67 | 23 | 2017 | 68 | 26 | 2017 | 69 | 19 | 2017 | 70 | 19 | 2017 | 71 | 11 | 2017 | 72 | 11 | 2017 | 73 | 12 | 2017 | 74 | 12 | 2017 | 75 | 8 | 2017 | 76 | 12 | 2017 | 77 | 6 | 2017 | 78 | 6 | 2017 | 79 | 9 | 2017 | 80 | 7 | 2017 | 81 | 5 | 2017 | 82 | 3 | 2017 | 83 | 2 | 2017 | 84 | 2 | 2017 | 85 | 1 | 2017 | 86 | 5 | 2017 | 87 | 3 | 2017 | 88 | 3 | 2017 | 89 | 1 | 2017 | 90 | 1 | 2017 | 91 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 97 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA |
| 3101 | 0 | 2203 | 2017 | 1 | 2448 | 2017 | 2 | 2390 | 2017 | 3 | 2415 | 2017 | 4 | 2485 | 2017 | 5 | 2461 | 2017 | 6 | 2645 | 2017 | 7 | 2622 | 2017 | 8 | 2468 | 2017 | 9 | 2244 | 2017 | 10 | 2366 | 2017 | 11 | 2197 | 2017 | 12 | 2172 | 2017 | 13 | 2125 | 2017 | 14 | 2251 | 2017 | 15 | 2276 | 2017 | 16 | 2291 | 2017 | 17 | 2343 | 2017 | 18 | 2412 | 2017 | 19 | 2289 | 2017 | 20 | 2388 | 2017 | 21 | 2406 | 2017 | 22 | 2548 | 2017 | 23 | 2617 | 2017 | 24 | 2732 | 2017 | 25 | 2702 | 2017 | 26 | 2685 | 2017 | 27 | 2807 | 2017 | 28 | 2665 | 2017 | 29 | 2545 | 2017 | 30 | 2409 | 2017 | 31 | 2378 | 2017 | 32 | 2317 | 2017 | 33 | 2187 | 2017 | 34 | 2293 | 2017 | 35 | 2319 | 2017 | 36 | 2202 | 2017 | 37 | 2118 | 2017 | 38 | 1954 | 2017 | 39 | 2075 | 2017 | 40 | 2032 | 2017 | 41 | 1996 | 2017 | 42 | 2086 | 2017 | 43 | 2022 | 2017 | 44 | 1928 | 2017 | 45 | 2013 | 2017 | 46 | 2014 | 2017 | 47 | 1979 | 2017 | 48 | 1966 | 2017 | 49 | 2016 | 2017 | 50 | 2021 | 2017 | 51 | 1895 | 2017 | 52 | 2012 | 2017 | 53 | 1900 | 2017 | 54 | 1910 | 2017 | 55 | 1852 | 2017 | 56 | 1840 | 2017 | 57 | 1662 | 2017 | 58 | 1589 | 2017 | 59 | 1562 | 2017 | 60 | 1480 | 2017 | 61 | 1392 | 2017 | 62 | 1333 | 2017 | 63 | 1234 | 2017 | 64 | 1165 | 2017 | 65 | 1053 | 2017 | 66 | 1036 | 2017 | 67 | 947 | 2017 | 68 | 805 | 2017 | 69 | 849 | 2017 | 70 | 727 | 2017 | 71 | 704 | 2017 | 72 | 720 | 2017 | 73 | 614 | 2017 | 74 | 629 | 2017 | 75 | 597 | 2017 | 76 | 566 | 2017 | 77 | 509 | 2017 | 78 | 396 | 2017 | 79 | 406 | 2017 | 80 | 378 | 2017 | 81 | 389 | 2017 | 82 | 319 | 2017 | 83 | 304 | 2017 | 84 | 252 | 2017 | 85 | 235 | 2017 | 86 | 230 | 2017 | 87 | 189 | 2017 | 88 | 160 | 2017 | 89 | 143 | 2017 | 90 | 97 | 2017 | 91 | 81 | 2017 | 92 | 60 | 2017 | 93 | 51 | 2017 | 94 | 38 | 2017 | 95 | 30 | 2017 | 96 | 19 | 2017 | 97 | 12 | 2017 | 98 | 6 | 2017 | 99 | 7 | 2017 | 100 | 30 | 2017 | NA | NA | NA |
| 3102 | 0 | 235 | 2017 | 1 | 233 | 2017 | 2 | 268 | 2017 | 3 | 247 | 2017 | 4 | 276 | 2017 | 5 | 298 | 2017 | 6 | 321 | 2017 | 7 | 287 | 2017 | 8 | 287 | 2017 | 9 | 289 | 2017 | 10 | 273 | 2017 | 11 | 253 | 2017 | 12 | 240 | 2017 | 13 | 249 | 2017 | 14 | 248 | 2017 | 15 | 273 | 2017 | 16 | 239 | 2017 | 17 | 234 | 2017 | 18 | 248 | 2017 | 19 | 245 | 2017 | 20 | 246 | 2017 | 21 | 255 | 2017 | 22 | 260 | 2017 | 23 | 248 | 2017 | 24 | 261 | 2017 | 25 | 257 | 2017 | 26 | 269 | 2017 | 27 | 290 | 2017 | 28 | 295 | 2017 | 29 | 290 | 2017 | 30 | 267 | 2017 | 31 | 250 | 2017 | 32 | 228 | 2017 | 33 | 258 | 2017 | 34 | 257 | 2017 | 35 | 276 | 2017 | 36 | 254 | 2017 | 37 | 220 | 2017 | 38 | 220 | 2017 | 39 | 210 | 2017 | 40 | 230 | 2017 | 41 | 225 | 2017 | 42 | 204 | 2017 | 43 | 220 | 2017 | 44 | 248 | 2017 | 45 | 241 | 2017 | 46 | 199 | 2017 | 47 | 222 | 2017 | 48 | 209 | 2017 | 49 | 194 | 2017 | 50 | 215 | 2017 | 51 | 239 | 2017 | 52 | 244 | 2017 | 53 | 266 | 2017 | 54 | 274 | 2017 | 55 | 237 | 2017 | 56 | 255 | 2017 | 57 | 220 | 2017 | 58 | 223 | 2017 | 59 | 226 | 2017 | 60 | 199 | 2017 | 61 | 219 | 2017 | 62 | 196 | 2017 | 63 | 174 | 2017 | 64 | 157 | 2017 | 65 | 143 | 2017 | 66 | 120 | 2017 | 67 | 135 | 2017 | 68 | 147 | 2017 | 69 | 109 | 2017 | 70 | 109 | 2017 | 71 | 94 | 2017 | 72 | 94 | 2017 | 73 | 87 | 2017 | 74 | 72 | 2017 | 75 | 66 | 2017 | 76 | 74 | 2017 | 77 | 53 | 2017 | 78 | 55 | 2017 | 79 | 53 | 2017 | 80 | 51 | 2017 | 81 | 41 | 2017 | 82 | 42 | 2017 | 83 | 31 | 2017 | 84 | 38 | 2017 | 85 | 30 | 2017 | 86 | 27 | 2017 | 87 | 23 | 2017 | 88 | 20 | 2017 | 89 | 13 | 2017 | 90 | 6 | 2017 | 91 | 7 | 2017 | 92 | 7 | 2017 | 93 | 2 | 2017 | 94 | 5 | 2017 | 95 | 2 | 2017 | 96 | 3 | 2017 | 97 | 3 | 2017 | 98 | 3 | 2017 | 99 | 3 | 2017 | 100 | 4 | 2017 | NA | NA | NA |
| 3103 | 0 | 212 | 2017 | 1 | 209 | 2017 | 2 | 200 | 2017 | 3 | 183 | 2017 | 4 | 196 | 2017 | 5 | 206 | 2017 | 6 | 247 | 2017 | 7 | 241 | 2017 | 8 | 260 | 2017 | 9 | 209 | 2017 | 10 | 242 | 2017 | 11 | 191 | 2017 | 12 | 188 | 2017 | 13 | 192 | 2017 | 14 | 178 | 2017 | 15 | 176 | 2017 | 16 | 239 | 2017 | 17 | 207 | 2017 | 18 | 181 | 2017 | 19 | 185 | 2017 | 20 | 194 | 2017 | 21 | 208 | 2017 | 22 | 221 | 2017 | 23 | 225 | 2017 | 24 | 249 | 2017 | 25 | 238 | 2017 | 26 | 264 | 2017 | 27 | 236 | 2017 | 28 | 258 | 2017 | 29 | 239 | 2017 | 30 | 219 | 2017 | 31 | 214 | 2017 | 32 | 203 | 2017 | 33 | 207 | 2017 | 34 | 207 | 2017 | 35 | 227 | 2017 | 36 | 206 | 2017 | 37 | 214 | 2017 | 38 | 196 | 2017 | 39 | 190 | 2017 | 40 | 196 | 2017 | 41 | 200 | 2017 | 42 | 196 | 2017 | 43 | 239 | 2017 | 44 | 197 | 2017 | 45 | 195 | 2017 | 46 | 214 | 2017 | 47 | 177 | 2017 | 48 | 211 | 2017 | 49 | 184 | 2017 | 50 | 202 | 2017 | 51 | 208 | 2017 | 52 | 191 | 2017 | 53 | 202 | 2017 | 54 | 197 | 2017 | 55 | 184 | 2017 | 56 | 172 | 2017 | 57 | 153 | 2017 | 58 | 129 | 2017 | 59 | 162 | 2017 | 60 | 125 | 2017 | 61 | 116 | 2017 | 62 | 106 | 2017 | 63 | 114 | 2017 | 64 | 124 | 2017 | 65 | 93 | 2017 | 66 | 83 | 2017 | 67 | 87 | 2017 | 68 | 65 | 2017 | 69 | 58 | 2017 | 70 | 60 | 2017 | 71 | 56 | 2017 | 72 | 53 | 2017 | 73 | 53 | 2017 | 74 | 52 | 2017 | 75 | 46 | 2017 | 76 | 44 | 2017 | 77 | 22 | 2017 | 78 | 39 | 2017 | 79 | 30 | 2017 | 80 | 30 | 2017 | 81 | 33 | 2017 | 82 | 30 | 2017 | 83 | 28 | 2017 | 84 | 22 | 2017 | 85 | 21 | 2017 | 86 | 13 | 2017 | 87 | 8 | 2017 | 88 | 9 | 2017 | 89 | 12 | 2017 | 90 | 5 | 2017 | 91 | 3 | 2017 | 92 | 1 | 2017 | 93 | 2 | 2017 | 94 | 3 | 2017 | NA | NA | NA | 96 | 1 | 2017 | 97 | 2 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA |
| 3201 | 0 | 211 | 2017 | 1 | 170 | 2017 | 2 | 184 | 2017 | 3 | 171 | 2017 | 4 | 205 | 2017 | 5 | 187 | 2017 | 6 | 215 | 2017 | 7 | 239 | 2017 | 8 | 207 | 2017 | 9 | 205 | 2017 | 10 | 204 | 2017 | 11 | 162 | 2017 | 12 | 188 | 2017 | 13 | 198 | 2017 | 14 | 202 | 2017 | 15 | 201 | 2017 | 16 | 190 | 2017 | 17 | 176 | 2017 | 18 | 144 | 2017 | 19 | 113 | 2017 | 20 | 149 | 2017 | 21 | 161 | 2017 | 22 | 176 | 2017 | 23 | 168 | 2017 | 24 | 185 | 2017 | 25 | 181 | 2017 | 26 | 215 | 2017 | 27 | 211 | 2017 | 28 | 203 | 2017 | 29 | 189 | 2017 | 30 | 205 | 2017 | 31 | 170 | 2017 | 32 | 170 | 2017 | 33 | 154 | 2017 | 34 | 142 | 2017 | 35 | 157 | 2017 | 36 | 171 | 2017 | 37 | 168 | 2017 | 38 | 155 | 2017 | 39 | 140 | 2017 | 40 | 150 | 2017 | 41 | 159 | 2017 | 42 | 146 | 2017 | 43 | 153 | 2017 | 44 | 169 | 2017 | 45 | 149 | 2017 | 46 | 151 | 2017 | 47 | 143 | 2017 | 48 | 160 | 2017 | 49 | 125 | 2017 | 50 | 157 | 2017 | 51 | 144 | 2017 | 52 | 144 | 2017 | 53 | 163 | 2017 | 54 | 185 | 2017 | 55 | 137 | 2017 | 56 | 159 | 2017 | 57 | 174 | 2017 | 58 | 149 | 2017 | 59 | 136 | 2017 | 60 | 119 | 2017 | 61 | 111 | 2017 | 62 | 119 | 2017 | 63 | 113 | 2017 | 64 | 116 | 2017 | 65 | 94 | 2017 | 66 | 95 | 2017 | 67 | 85 | 2017 | 68 | 78 | 2017 | 69 | 79 | 2017 | 70 | 84 | 2017 | 71 | 85 | 2017 | 72 | 62 | 2017 | 73 | 69 | 2017 | 74 | 48 | 2017 | 75 | 64 | 2017 | 76 | 50 | 2017 | 77 | 51 | 2017 | 78 | 61 | 2017 | 79 | 47 | 2017 | 80 | 46 | 2017 | 81 | 33 | 2017 | 82 | 34 | 2017 | 83 | 25 | 2017 | 84 | 21 | 2017 | 85 | 27 | 2017 | 86 | 18 | 2017 | 87 | 15 | 2017 | 88 | 17 | 2017 | 89 | 12 | 2017 | 90 | 9 | 2017 | 91 | 9 | 2017 | 92 | 3 | 2017 | 93 | 3 | 2017 | 94 | 8 | 2017 | 95 | 6 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | 98 | 1 | 2017 | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA |
| 3202 | 0 | 166 | 2017 | 1 | 197 | 2017 | 2 | 222 | 2017 | 3 | 212 | 2017 | 4 | 216 | 2017 | 5 | 227 | 2017 | 6 | 255 | 2017 | 7 | 214 | 2017 | 8 | 248 | 2017 | 9 | 213 | 2017 | 10 | 195 | 2017 | 11 | 236 | 2017 | 12 | 223 | 2017 | 13 | 230 | 2017 | 14 | 219 | 2017 | 15 | 234 | 2017 | 16 | 225 | 2017 | 17 | 195 | 2017 | 18 | 142 | 2017 | 19 | 105 | 2017 | 20 | 124 | 2017 | 21 | 148 | 2017 | 22 | 166 | 2017 | 23 | 169 | 2017 | 24 | 160 | 2017 | 25 | 199 | 2017 | 26 | 192 | 2017 | 27 | 238 | 2017 | 28 | 230 | 2017 | 29 | 218 | 2017 | 30 | 217 | 2017 | 31 | 218 | 2017 | 32 | 232 | 2017 | 33 | 245 | 2017 | 34 | 220 | 2017 | 35 | 274 | 2017 | 36 | 216 | 2017 | 37 | 237 | 2017 | 38 | 219 | 2017 | 39 | 214 | 2017 | 40 | 199 | 2017 | 41 | 222 | 2017 | 42 | 244 | 2017 | 43 | 216 | 2017 | 44 | 225 | 2017 | 45 | 208 | 2017 | 46 | 206 | 2017 | 47 | 195 | 2017 | 48 | 223 | 2017 | 49 | 193 | 2017 | 50 | 187 | 2017 | 51 | 168 | 2017 | 52 | 204 | 2017 | 53 | 188 | 2017 | 54 | 204 | 2017 | 55 | 225 | 2017 | 56 | 192 | 2017 | 57 | 163 | 2017 | 58 | 155 | 2017 | 59 | 159 | 2017 | 60 | 146 | 2017 | 61 | 142 | 2017 | 62 | 109 | 2017 | 63 | 133 | 2017 | 64 | 109 | 2017 | 65 | 105 | 2017 | 66 | 82 | 2017 | 67 | 67 | 2017 | 68 | 77 | 2017 | 69 | 63 | 2017 | 70 | 53 | 2017 | 71 | 55 | 2017 | 72 | 63 | 2017 | 73 | 39 | 2017 | 74 | 33 | 2017 | 75 | 42 | 2017 | 76 | 38 | 2017 | 77 | 50 | 2017 | 78 | 36 | 2017 | 79 | 21 | 2017 | 80 | 14 | 2017 | 81 | 29 | 2017 | 82 | 16 | 2017 | 83 | 17 | 2017 | 84 | 11 | 2017 | 85 | 20 | 2017 | 86 | 21 | 2017 | 87 | 13 | 2017 | 88 | 8 | 2017 | 89 | 5 | 2017 | 90 | 5 | 2017 | 91 | 4 | 2017 | 92 | 2 | 2017 | 93 | 1 | 2017 | 94 | 2 | 2017 | 95 | 1 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA |
| 3301 | 0 | 677 | 2017 | 1 | 780 | 2017 | 2 | 804 | 2017 | 3 | 840 | 2017 | 4 | 802 | 2017 | 5 | 831 | 2017 | 6 | 802 | 2017 | 7 | 889 | 2017 | 8 | 792 | 2017 | 9 | 762 | 2017 | 10 | 828 | 2017 | 11 | 748 | 2017 | 12 | 766 | 2017 | 13 | 757 | 2017 | 14 | 774 | 2017 | 15 | 785 | 2017 | 16 | 775 | 2017 | 17 | 750 | 2017 | 18 | 534 | 2017 | 19 | 541 | 2017 | 20 | 620 | 2017 | 21 | 632 | 2017 | 22 | 624 | 2017 | 23 | 719 | 2017 | 24 | 755 | 2017 | 25 | 833 | 2017 | 26 | 837 | 2017 | 27 | 824 | 2017 | 28 | 826 | 2017 | 29 | 728 | 2017 | 30 | 791 | 2017 | 31 | 766 | 2017 | 32 | 773 | 2017 | 33 | 689 | 2017 | 34 | 694 | 2017 | 35 | 694 | 2017 | 36 | 656 | 2017 | 37 | 649 | 2017 | 38 | 704 | 2017 | 39 | 597 | 2017 | 40 | 579 | 2017 | 41 | 595 | 2017 | 42 | 674 | 2017 | 43 | 661 | 2017 | 44 | 675 | 2017 | 45 | 672 | 2017 | 46 | 678 | 2017 | 47 | 661 | 2017 | 48 | 662 | 2017 | 49 | 738 | 2017 | 50 | 751 | 2017 | 51 | 652 | 2017 | 52 | 759 | 2017 | 53 | 769 | 2017 | 54 | 742 | 2017 | 55 | 654 | 2017 | 56 | 590 | 2017 | 57 | 639 | 2017 | 58 | 569 | 2017 | 59 | 591 | 2017 | 60 | 544 | 2017 | 61 | 553 | 2017 | 62 | 495 | 2017 | 63 | 525 | 2017 | 64 | 470 | 2017 | 65 | 473 | 2017 | 66 | 411 | 2017 | 67 | 397 | 2017 | 68 | 379 | 2017 | 69 | 361 | 2017 | 70 | 314 | 2017 | 71 | 331 | 2017 | 72 | 303 | 2017 | 73 | 321 | 2017 | 74 | 325 | 2017 | 75 | 287 | 2017 | 76 | 265 | 2017 | 77 | 227 | 2017 | 78 | 217 | 2017 | 79 | 210 | 2017 | 80 | 185 | 2017 | 81 | 188 | 2017 | 82 | 168 | 2017 | 83 | 140 | 2017 | 84 | 155 | 2017 | 85 | 128 | 2017 | 86 | 103 | 2017 | 87 | 94 | 2017 | 88 | 63 | 2017 | 89 | 70 | 2017 | 90 | 53 | 2017 | 91 | 37 | 2017 | 92 | 49 | 2017 | 93 | 26 | 2017 | 94 | 26 | 2017 | 95 | 15 | 2017 | 96 | 15 | 2017 | 97 | 6 | 2017 | 98 | 15 | 2017 | 99 | 4 | 2017 | 100 | 10 | 2017 | NA | NA | NA |
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| 4201 | 0 | 361 | 2017 | 1 | 444 | 2017 | 2 | 472 | 2017 | 3 | 444 | 2017 | 4 | 424 | 2017 | 5 | 499 | 2017 | 6 | 470 | 2017 | 7 | 461 | 2017 | 8 | 453 | 2017 | 9 | 457 | 2017 | 10 | 438 | 2017 | 11 | 468 | 2017 | 12 | 419 | 2017 | 13 | 439 | 2017 | 14 | 512 | 2017 | 15 | 528 | 2017 | 16 | 557 | 2017 | 17 | 465 | 2017 | 18 | 326 | 2017 | 19 | 250 | 2017 | 20 | 282 | 2017 | 21 | 302 | 2017 | 22 | 373 | 2017 | 23 | 351 | 2017 | 24 | 390 | 2017 | 25 | 410 | 2017 | 26 | 435 | 2017 | 27 | 402 | 2017 | 28 | 456 | 2017 | 29 | 437 | 2017 | 30 | 417 | 2017 | 31 | 434 | 2017 | 32 | 445 | 2017 | 33 | 401 | 2017 | 34 | 415 | 2017 | 35 | 429 | 2017 | 36 | 409 | 2017 | 37 | 364 | 2017 | 38 | 369 | 2017 | 39 | 363 | 2017 | 40 | 379 | 2017 | 41 | 332 | 2017 | 42 | 397 | 2017 | 43 | 429 | 2017 | 44 | 348 | 2017 | 45 | 412 | 2017 | 46 | 383 | 2017 | 47 | 454 | 2017 | 48 | 418 | 2017 | 49 | 443 | 2017 | 50 | 430 | 2017 | 51 | 446 | 2017 | 52 | 403 | 2017 | 53 | 411 | 2017 | 54 | 415 | 2017 | 55 | 446 | 2017 | 56 | 429 | 2017 | 57 | 373 | 2017 | 58 | 357 | 2017 | 59 | 425 | 2017 | 60 | 374 | 2017 | 61 | 325 | 2017 | 62 | 309 | 2017 | 63 | 334 | 2017 | 64 | 295 | 2017 | 65 | 302 | 2017 | 66 | 301 | 2017 | 67 | 308 | 2017 | 68 | 270 | 2017 | 69 | 236 | 2017 | 70 | 231 | 2017 | 71 | 221 | 2017 | 72 | 223 | 2017 | 73 | 215 | 2017 | 74 | 194 | 2017 | 75 | 191 | 2017 | 76 | 174 | 2017 | 77 | 172 | 2017 | 78 | 135 | 2017 | 79 | 112 | 2017 | 80 | 115 | 2017 | 81 | 120 | 2017 | 82 | 107 | 2017 | 83 | 95 | 2017 | 84 | 100 | 2017 | 85 | 80 | 2017 | 86 | 63 | 2017 | 87 | 74 | 2017 | 88 | 61 | 2017 | 89 | 46 | 2017 | 90 | 30 | 2017 | 91 | 18 | 2017 | 92 | 33 | 2017 | 93 | 21 | 2017 | 94 | 15 | 2017 | 95 | 17 | 2017 | 96 | 11 | 2017 | 97 | 6 | 2017 | 98 | 3 | 2017 | 99 | 3 | 2017 | 100 | 7 | 2017 | NA | NA | NA |
| 4202 | 0 | 84 | 2017 | 1 | 109 | 2017 | 2 | 109 | 2017 | 3 | 117 | 2017 | 4 | 108 | 2017 | 5 | 95 | 2017 | 6 | 131 | 2017 | 7 | 122 | 2017 | 8 | 112 | 2017 | 9 | 124 | 2017 | 10 | 106 | 2017 | 11 | 125 | 2017 | 12 | 101 | 2017 | 13 | 112 | 2017 | 14 | 105 | 2017 | 15 | 131 | 2017 | 16 | 94 | 2017 | 17 | 99 | 2017 | 18 | 69 | 2017 | 19 | 64 | 2017 | 20 | 85 | 2017 | 21 | 77 | 2017 | 22 | 109 | 2017 | 23 | 91 | 2017 | 24 | 111 | 2017 | 25 | 97 | 2017 | 26 | 120 | 2017 | 27 | 111 | 2017 | 28 | 113 | 2017 | 29 | 114 | 2017 | 30 | 98 | 2017 | 31 | 108 | 2017 | 32 | 86 | 2017 | 33 | 91 | 2017 | 34 | 100 | 2017 | 35 | 111 | 2017 | 36 | 102 | 2017 | 37 | 113 | 2017 | 38 | 104 | 2017 | 39 | 98 | 2017 | 40 | 117 | 2017 | 41 | 106 | 2017 | 42 | 122 | 2017 | 43 | 116 | 2017 | 44 | 111 | 2017 | 45 | 123 | 2017 | 46 | 104 | 2017 | 47 | 109 | 2017 | 48 | 126 | 2017 | 49 | 134 | 2017 | 50 | 158 | 2017 | 51 | 110 | 2017 | 52 | 174 | 2017 | 53 | 123 | 2017 | 54 | 148 | 2017 | 55 | 132 | 2017 | 56 | 134 | 2017 | 57 | 117 | 2017 | 58 | 154 | 2017 | 59 | 126 | 2017 | 60 | 127 | 2017 | 61 | 117 | 2017 | 62 | 108 | 2017 | 63 | 110 | 2017 | 64 | 110 | 2017 | 65 | 108 | 2017 | 66 | 115 | 2017 | 67 | 116 | 2017 | 68 | 104 | 2017 | 69 | 71 | 2017 | 70 | 87 | 2017 | 71 | 73 | 2017 | 72 | 73 | 2017 | 73 | 78 | 2017 | 74 | 76 | 2017 | 75 | 79 | 2017 | 76 | 77 | 2017 | 77 | 81 | 2017 | 78 | 68 | 2017 | 79 | 69 | 2017 | 80 | 71 | 2017 | 81 | 43 | 2017 | 82 | 52 | 2017 | 83 | 62 | 2017 | 84 | 53 | 2017 | 85 | 48 | 2017 | 86 | 43 | 2017 | 87 | 37 | 2017 | 88 | 44 | 2017 | 89 | 20 | 2017 | 90 | 19 | 2017 | 91 | 8 | 2017 | 92 | 13 | 2017 | 93 | 7 | 2017 | 94 | 8 | 2017 | 95 | 9 | 2017 | 96 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 100 | 5 | 2017 | NA | NA | NA |
| 4203 | 0 | 270 | 2017 | 1 | 324 | 2017 | 2 | 293 | 2017 | 3 | 297 | 2017 | 4 | 312 | 2017 | 5 | 317 | 2017 | 6 | 324 | 2017 | 7 | 328 | 2017 | 8 | 335 | 2017 | 9 | 288 | 2017 | 10 | 316 | 2017 | 11 | 291 | 2017 | 12 | 266 | 2017 | 13 | 277 | 2017 | 14 | 241 | 2017 | 15 | 287 | 2017 | 16 | 292 | 2017 | 17 | 253 | 2017 | 18 | 187 | 2017 | 19 | 199 | 2017 | 20 | 237 | 2017 | 21 | 236 | 2017 | 22 | 278 | 2017 | 23 | 300 | 2017 | 24 | 349 | 2017 | 25 | 290 | 2017 | 26 | 304 | 2017 | 27 | 358 | 2017 | 28 | 368 | 2017 | 29 | 345 | 2017 | 30 | 345 | 2017 | 31 | 333 | 2017 | 32 | 301 | 2017 | 33 | 317 | 2017 | 34 | 330 | 2017 | 35 | 304 | 2017 | 36 | 276 | 2017 | 37 | 289 | 2017 | 38 | 253 | 2017 | 39 | 289 | 2017 | 40 | 267 | 2017 | 41 | 264 | 2017 | 42 | 302 | 2017 | 43 | 306 | 2017 | 44 | 269 | 2017 | 45 | 265 | 2017 | 46 | 270 | 2017 | 47 | 273 | 2017 | 48 | 268 | 2017 | 49 | 298 | 2017 | 50 | 291 | 2017 | 51 | 287 | 2017 | 52 | 314 | 2017 | 53 | 308 | 2017 | 54 | 309 | 2017 | 55 | 276 | 2017 | 56 | 299 | 2017 | 57 | 278 | 2017 | 58 | 278 | 2017 | 59 | 275 | 2017 | 60 | 218 | 2017 | 61 | 243 | 2017 | 62 | 226 | 2017 | 63 | 227 | 2017 | 64 | 187 | 2017 | 65 | 193 | 2017 | 66 | 185 | 2017 | 67 | 182 | 2017 | 68 | 153 | 2017 | 69 | 150 | 2017 | 70 | 157 | 2017 | 71 | 156 | 2017 | 72 | 140 | 2017 | 73 | 136 | 2017 | 74 | 117 | 2017 | 75 | 123 | 2017 | 76 | 123 | 2017 | 77 | 103 | 2017 | 78 | 106 | 2017 | 79 | 92 | 2017 | 80 | 121 | 2017 | 81 | 89 | 2017 | 82 | 77 | 2017 | 83 | 53 | 2017 | 84 | 48 | 2017 | 85 | 50 | 2017 | 86 | 40 | 2017 | 87 | 47 | 2017 | 88 | 27 | 2017 | 89 | 24 | 2017 | 90 | 14 | 2017 | 91 | 11 | 2017 | 92 | 18 | 2017 | 93 | 13 | 2017 | 94 | 9 | 2017 | 95 | 10 | 2017 | 96 | 6 | 2017 | 97 | 2 | 2017 | 98 | 3 | 2017 | 99 | 2 | 2017 | 100 | 5 | 2017 | NA | NA | NA |
| 4204 | 0 | 322 | 2017 | 1 | 378 | 2017 | 2 | 367 | 2017 | 3 | 375 | 2017 | 4 | 389 | 2017 | 5 | 423 | 2017 | 6 | 437 | 2017 | 7 | 391 | 2017 | 8 | 412 | 2017 | 9 | 380 | 2017 | 10 | 358 | 2017 | 11 | 371 | 2017 | 12 | 381 | 2017 | 13 | 415 | 2017 | 14 | 360 | 2017 | 15 | 400 | 2017 | 16 | 376 | 2017 | 17 | 405 | 2017 | 18 | 234 | 2017 | 19 | 211 | 2017 | 20 | 266 | 2017 | 21 | 296 | 2017 | 22 | 363 | 2017 | 23 | 356 | 2017 | 24 | 381 | 2017 | 25 | 430 | 2017 | 26 | 487 | 2017 | 27 | 466 | 2017 | 28 | 470 | 2017 | 29 | 462 | 2017 | 30 | 489 | 2017 | 31 | 482 | 2017 | 32 | 481 | 2017 | 33 | 455 | 2017 | 34 | 452 | 2017 | 35 | 464 | 2017 | 36 | 391 | 2017 | 37 | 454 | 2017 | 38 | 423 | 2017 | 39 | 419 | 2017 | 40 | 431 | 2017 | 41 | 455 | 2017 | 42 | 462 | 2017 | 43 | 452 | 2017 | 44 | 431 | 2017 | 45 | 442 | 2017 | 46 | 437 | 2017 | 47 | 446 | 2017 | 48 | 433 | 2017 | 49 | 444 | 2017 | 50 | 441 | 2017 | 51 | 444 | 2017 | 52 | 409 | 2017 | 53 | 397 | 2017 | 54 | 387 | 2017 | 55 | 398 | 2017 | 56 | 402 | 2017 | 57 | 335 | 2017 | 58 | 326 | 2017 | 59 | 336 | 2017 | 60 | 339 | 2017 | 61 | 319 | 2017 | 62 | 299 | 2017 | 63 | 265 | 2017 | 64 | 264 | 2017 | 65 | 287 | 2017 | 66 | 227 | 2017 | 67 | 254 | 2017 | 68 | 210 | 2017 | 69 | 200 | 2017 | 70 | 185 | 2017 | 71 | 197 | 2017 | 72 | 220 | 2017 | 73 | 182 | 2017 | 74 | 169 | 2017 | 75 | 166 | 2017 | 76 | 151 | 2017 | 77 | 119 | 2017 | 78 | 116 | 2017 | 79 | 113 | 2017 | 80 | 110 | 2017 | 81 | 102 | 2017 | 82 | 101 | 2017 | 83 | 78 | 2017 | 84 | 68 | 2017 | 85 | 60 | 2017 | 86 | 76 | 2017 | 87 | 63 | 2017 | 88 | 46 | 2017 | 89 | 38 | 2017 | 90 | 26 | 2017 | 91 | 24 | 2017 | 92 | 17 | 2017 | 93 | 19 | 2017 | 94 | 17 | 2017 | 95 | 9 | 2017 | 96 | 7 | 2017 | 97 | 4 | 2017 | 98 | 5 | 2017 | 99 | 5 | 2017 | 100 | 10 | 2017 | NA | NA | NA |
| 4301 | 0 | 1493 | 2017 | 1 | 1648 | 2017 | 2 | 1739 | 2017 | 3 | 1735 | 2017 | 4 | 1801 | 2017 | 5 | 1667 | 2017 | 6 | 1797 | 2017 | 7 | 1782 | 2017 | 8 | 1710 | 2017 | 9 | 1628 | 2017 | 10 | 1582 | 2017 | 11 | 1633 | 2017 | 12 | 1559 | 2017 | 13 | 1530 | 2017 | 14 | 1582 | 2017 | 15 | 1638 | 2017 | 16 | 1803 | 2017 | 17 | 1739 | 2017 | 18 | 1345 | 2017 | 19 | 1388 | 2017 | 20 | 1454 | 2017 | 21 | 1413 | 2017 | 22 | 1594 | 2017 | 23 | 1684 | 2017 | 24 | 1723 | 2017 | 25 | 1676 | 2017 | 26 | 1728 | 2017 | 27 | 1797 | 2017 | 28 | 1808 | 2017 | 29 | 1676 | 2017 | 30 | 1629 | 2017 | 31 | 1644 | 2017 | 32 | 1500 | 2017 | 33 | 1470 | 2017 | 34 | 1497 | 2017 | 35 | 1567 | 2017 | 36 | 1415 | 2017 | 37 | 1446 | 2017 | 38 | 1410 | 2017 | 39 | 1336 | 2017 | 40 | 1408 | 2017 | 41 | 1434 | 2017 | 42 | 1581 | 2017 | 43 | 1494 | 2017 | 44 | 1497 | 2017 | 45 | 1412 | 2017 | 46 | 1324 | 2017 | 47 | 1295 | 2017 | 48 | 1497 | 2017 | 49 | 1497 | 2017 | 50 | 1476 | 2017 | 51 | 1498 | 2017 | 52 | 1560 | 2017 | 53 | 1384 | 2017 | 54 | 1488 | 2017 | 55 | 1360 | 2017 | 56 | 1364 | 2017 | 57 | 1317 | 2017 | 58 | 1302 | 2017 | 59 | 1154 | 2017 | 60 | 1112 | 2017 | 61 | 1167 | 2017 | 62 | 1042 | 2017 | 63 | 1051 | 2017 | 64 | 941 | 2017 | 65 | 892 | 2017 | 66 | 869 | 2017 | 67 | 770 | 2017 | 68 | 768 | 2017 | 69 | 735 | 2017 | 70 | 656 | 2017 | 71 | 673 | 2017 | 72 | 691 | 2017 | 73 | 637 | 2017 | 74 | 635 | 2017 | 75 | 574 | 2017 | 76 | 550 | 2017 | 77 | 515 | 2017 | 78 | 415 | 2017 | 79 | 416 | 2017 | 80 | 401 | 2017 | 81 | 391 | 2017 | 82 | 360 | 2017 | 83 | 339 | 2017 | 84 | 329 | 2017 | 85 | 291 | 2017 | 86 | 280 | 2017 | 87 | 250 | 2017 | 88 | 169 | 2017 | 89 | 196 | 2017 | 90 | 97 | 2017 | 91 | 90 | 2017 | 92 | 90 | 2017 | 93 | 56 | 2017 | 94 | 52 | 2017 | 95 | 44 | 2017 | 96 | 32 | 2017 | 97 | 23 | 2017 | 98 | 20 | 2017 | 99 | 11 | 2017 | 100 | 34 | 2017 | NA | NA | NA |
| 4302 | 0 | 132 | 2017 | 1 | 143 | 2017 | 2 | 158 | 2017 | 3 | 182 | 2017 | 4 | 160 | 2017 | 5 | 185 | 2017 | 6 | 155 | 2017 | 7 | 152 | 2017 | 8 | 157 | 2017 | 9 | 197 | 2017 | 10 | 171 | 2017 | 11 | 180 | 2017 | 12 | 168 | 2017 | 13 | 159 | 2017 | 14 | 140 | 2017 | 15 | 152 | 2017 | 16 | 203 | 2017 | 17 | 134 | 2017 | 18 | 102 | 2017 | 19 | 77 | 2017 | 20 | 123 | 2017 | 21 | 117 | 2017 | 22 | 145 | 2017 | 23 | 129 | 2017 | 24 | 133 | 2017 | 25 | 159 | 2017 | 26 | 161 | 2017 | 27 | 160 | 2017 | 28 | 160 | 2017 | 29 | 135 | 2017 | 30 | 132 | 2017 | 31 | 161 | 2017 | 32 | 169 | 2017 | 33 | 157 | 2017 | 34 | 152 | 2017 | 35 | 167 | 2017 | 36 | 166 | 2017 | 37 | 168 | 2017 | 38 | 160 | 2017 | 39 | 168 | 2017 | 40 | 178 | 2017 | 41 | 191 | 2017 | 42 | 179 | 2017 | 43 | 203 | 2017 | 44 | 205 | 2017 | 45 | 194 | 2017 | 46 | 195 | 2017 | 47 | 163 | 2017 | 48 | 191 | 2017 | 49 | 214 | 2017 | 50 | 208 | 2017 | 51 | 207 | 2017 | 52 | 205 | 2017 | 53 | 175 | 2017 | 54 | 236 | 2017 | 55 | 181 | 2017 | 56 | 192 | 2017 | 57 | 177 | 2017 | 58 | 190 | 2017 | 59 | 173 | 2017 | 60 | 152 | 2017 | 61 | 155 | 2017 | 62 | 178 | 2017 | 63 | 176 | 2017 | 64 | 154 | 2017 | 65 | 148 | 2017 | 66 | 130 | 2017 | 67 | 141 | 2017 | 68 | 148 | 2017 | 69 | 135 | 2017 | 70 | 118 | 2017 | 71 | 120 | 2017 | 72 | 118 | 2017 | 73 | 122 | 2017 | 74 | 107 | 2017 | 75 | 131 | 2017 | 76 | 116 | 2017 | 77 | 122 | 2017 | 78 | 103 | 2017 | 79 | 77 | 2017 | 80 | 79 | 2017 | 81 | 86 | 2017 | 82 | 75 | 2017 | 83 | 60 | 2017 | 84 | 47 | 2017 | 85 | 50 | 2017 | 86 | 55 | 2017 | 87 | 47 | 2017 | 88 | 32 | 2017 | 89 | 47 | 2017 | 90 | 22 | 2017 | 91 | 13 | 2017 | 92 | 15 | 2017 | 93 | 15 | 2017 | 94 | 13 | 2017 | 95 | 4 | 2017 | 96 | 8 | 2017 | 97 | 9 | 2017 | 98 | 4 | 2017 | 99 | 2 | 2017 | 100 | 2 | 2017 | NA | NA | NA |
| 4303 | 0 | 360 | 2017 | 1 | 448 | 2017 | 2 | 525 | 2017 | 3 | 502 | 2017 | 4 | 497 | 2017 | 5 | 467 | 2017 | 6 | 461 | 2017 | 7 | 497 | 2017 | 8 | 482 | 2017 | 9 | 435 | 2017 | 10 | 432 | 2017 | 11 | 440 | 2017 | 12 | 409 | 2017 | 13 | 468 | 2017 | 14 | 416 | 2017 | 15 | 454 | 2017 | 16 | 486 | 2017 | 17 | 431 | 2017 | 18 | 382 | 2017 | 19 | 354 | 2017 | 20 | 378 | 2017 | 21 | 381 | 2017 | 22 | 425 | 2017 | 23 | 422 | 2017 | 24 | 448 | 2017 | 25 | 448 | 2017 | 26 | 461 | 2017 | 27 | 401 | 2017 | 28 | 432 | 2017 | 29 | 430 | 2017 | 30 | 433 | 2017 | 31 | 387 | 2017 | 32 | 384 | 2017 | 33 | 369 | 2017 | 34 | 374 | 2017 | 35 | 407 | 2017 | 36 | 386 | 2017 | 37 | 385 | 2017 | 38 | 376 | 2017 | 39 | 364 | 2017 | 40 | 362 | 2017 | 41 | 402 | 2017 | 42 | 417 | 2017 | 43 | 435 | 2017 | 44 | 375 | 2017 | 45 | 394 | 2017 | 46 | 417 | 2017 | 47 | 442 | 2017 | 48 | 432 | 2017 | 49 | 477 | 2017 | 50 | 453 | 2017 | 51 | 437 | 2017 | 52 | 426 | 2017 | 53 | 409 | 2017 | 54 | 429 | 2017 | 55 | 368 | 2017 | 56 | 410 | 2017 | 57 | 366 | 2017 | 58 | 388 | 2017 | 59 | 341 | 2017 | 60 | 311 | 2017 | 61 | 293 | 2017 | 62 | 321 | 2017 | 63 | 284 | 2017 | 64 | 256 | 2017 | 65 | 266 | 2017 | 66 | 236 | 2017 | 67 | 235 | 2017 | 68 | 225 | 2017 | 69 | 201 | 2017 | 70 | 216 | 2017 | 71 | 213 | 2017 | 72 | 224 | 2017 | 73 | 182 | 2017 | 74 | 212 | 2017 | 75 | 196 | 2017 | 76 | 158 | 2017 | 77 | 152 | 2017 | 78 | 157 | 2017 | 79 | 142 | 2017 | 80 | 144 | 2017 | 81 | 111 | 2017 | 82 | 101 | 2017 | 83 | 108 | 2017 | 84 | 92 | 2017 | 85 | 80 | 2017 | 86 | 60 | 2017 | 87 | 82 | 2017 | 88 | 47 | 2017 | 89 | 74 | 2017 | 90 | 31 | 2017 | 91 | 11 | 2017 | 92 | 26 | 2017 | 93 | 27 | 2017 | 94 | 16 | 2017 | 95 | 18 | 2017 | 96 | 6 | 2017 | 97 | 7 | 2017 | 98 | 6 | 2017 | 99 | 2 | 2017 | 100 | 5 | 2017 | NA | NA | NA |
| 4304 | 0 | 124 | 2017 | 1 | 140 | 2017 | 2 | 174 | 2017 | 3 | 166 | 2017 | 4 | 193 | 2017 | 5 | 153 | 2017 | 6 | 173 | 2017 | 7 | 189 | 2017 | 8 | 195 | 2017 | 9 | 162 | 2017 | 10 | 174 | 2017 | 11 | 176 | 2017 | 12 | 155 | 2017 | 13 | 173 | 2017 | 14 | 138 | 2017 | 15 | 160 | 2017 | 16 | 163 | 2017 | 17 | 172 | 2017 | 18 | 114 | 2017 | 19 | 104 | 2017 | 20 | 113 | 2017 | 21 | 116 | 2017 | 22 | 130 | 2017 | 23 | 124 | 2017 | 24 | 140 | 2017 | 25 | 153 | 2017 | 26 | 145 | 2017 | 27 | 165 | 2017 | 28 | 141 | 2017 | 29 | 143 | 2017 | 30 | 149 | 2017 | 31 | 153 | 2017 | 32 | 137 | 2017 | 33 | 146 | 2017 | 34 | 147 | 2017 | 35 | 142 | 2017 | 36 | 148 | 2017 | 37 | 124 | 2017 | 38 | 145 | 2017 | 39 | 114 | 2017 | 40 | 148 | 2017 | 41 | 141 | 2017 | 42 | 136 | 2017 | 43 | 155 | 2017 | 44 | 133 | 2017 | 45 | 134 | 2017 | 46 | 129 | 2017 | 47 | 146 | 2017 | 48 | 126 | 2017 | 49 | 159 | 2017 | 50 | 168 | 2017 | 51 | 140 | 2017 | 52 | 142 | 2017 | 53 | 124 | 2017 | 54 | 133 | 2017 | 55 | 123 | 2017 | 56 | 135 | 2017 | 57 | 134 | 2017 | 58 | 122 | 2017 | 59 | 139 | 2017 | 60 | 107 | 2017 | 61 | 134 | 2017 | 62 | 121 | 2017 | 63 | 109 | 2017 | 64 | 109 | 2017 | 65 | 100 | 2017 | 66 | 117 | 2017 | 67 | 107 | 2017 | 68 | 122 | 2017 | 69 | 92 | 2017 | 70 | 67 | 2017 | 71 | 82 | 2017 | 72 | 87 | 2017 | 73 | 93 | 2017 | 74 | 76 | 2017 | 75 | 62 | 2017 | 76 | 63 | 2017 | 77 | 70 | 2017 | 78 | 58 | 2017 | 79 | 51 | 2017 | 80 | 45 | 2017 | 81 | 53 | 2017 | 82 | 50 | 2017 | 83 | 47 | 2017 | 84 | 26 | 2017 | 85 | 30 | 2017 | 86 | 18 | 2017 | 87 | 18 | 2017 | 88 | 22 | 2017 | 89 | 18 | 2017 | 90 | 9 | 2017 | 91 | 10 | 2017 | 92 | 10 | 2017 | 93 | 5 | 2017 | 94 | 11 | 2017 | 95 | 4 | 2017 | 96 | 3 | 2017 | 97 | 2 | 2017 | 98 | 5 | 2017 | NA | NA | NA | 100 | 3 | 2017 | NA | NA | NA |
| 4305 | 0 | 34 | 2017 | 1 | 45 | 2017 | 2 | 36 | 2017 | 3 | 46 | 2017 | 4 | 53 | 2017 | 5 | 52 | 2017 | 6 | 65 | 2017 | 7 | 41 | 2017 | 8 | 45 | 2017 | 9 | 49 | 2017 | 10 | 63 | 2017 | 11 | 51 | 2017 | 12 | 66 | 2017 | 13 | 63 | 2017 | 14 | 45 | 2017 | 15 | 60 | 2017 | 16 | 42 | 2017 | 17 | 45 | 2017 | 18 | 28 | 2017 | 19 | 41 | 2017 | 20 | 22 | 2017 | 21 | 47 | 2017 | 22 | 44 | 2017 | 23 | 53 | 2017 | 24 | 59 | 2017 | 25 | 52 | 2017 | 26 | 51 | 2017 | 27 | 44 | 2017 | 28 | 60 | 2017 | 29 | 55 | 2017 | 30 | 53 | 2017 | 31 | 57 | 2017 | 32 | 62 | 2017 | 33 | 53 | 2017 | 34 | 46 | 2017 | 35 | 50 | 2017 | 36 | 36 | 2017 | 37 | 47 | 2017 | 38 | 51 | 2017 | 39 | 46 | 2017 | 40 | 57 | 2017 | 41 | 55 | 2017 | 42 | 52 | 2017 | 43 | 44 | 2017 | 44 | 52 | 2017 | 45 | 45 | 2017 | 46 | 43 | 2017 | 47 | 55 | 2017 | 48 | 61 | 2017 | 49 | 73 | 2017 | 50 | 57 | 2017 | 51 | 57 | 2017 | 52 | 74 | 2017 | 53 | 59 | 2017 | 54 | 72 | 2017 | 55 | 68 | 2017 | 56 | 60 | 2017 | 57 | 67 | 2017 | 58 | 64 | 2017 | 59 | 55 | 2017 | 60 | 67 | 2017 | 61 | 55 | 2017 | 62 | 65 | 2017 | 63 | 61 | 2017 | 64 | 59 | 2017 | 65 | 47 | 2017 | 66 | 37 | 2017 | 67 | 52 | 2017 | 68 | 52 | 2017 | 69 | 38 | 2017 | 70 | 50 | 2017 | 71 | 48 | 2017 | 72 | 57 | 2017 | 73 | 39 | 2017 | 74 | 38 | 2017 | 75 | 40 | 2017 | 76 | 38 | 2017 | 77 | 32 | 2017 | 78 | 37 | 2017 | 79 | 26 | 2017 | 80 | 20 | 2017 | 81 | 23 | 2017 | 82 | 25 | 2017 | 83 | 19 | 2017 | 84 | 12 | 2017 | 85 | 12 | 2017 | 86 | 29 | 2017 | 87 | 7 | 2017 | 88 | 11 | 2017 | 89 | 13 | 2017 | 90 | 7 | 2017 | 91 | 7 | 2017 | 92 | 5 | 2017 | 93 | 5 | 2017 | 94 | 2 | 2017 | 95 | 5 | 2017 | 96 | 5 | 2017 | 97 | 1 | 2017 | 98 | 2 | 2017 | 99 | 1 | 2017 | 100 | 1 | 2017 | NA | NA | NA |
| 5101 | 0 | 3087 | 2017 | 1 | 3594 | 2017 | 2 | 3765 | 2017 | 3 | 3640 | 2017 | 4 | 3652 | 2017 | 5 | 3631 | 2017 | 6 | 3598 | 2017 | 7 | 3593 | 2017 | 8 | 3506 | 2017 | 9 | 3476 | 2017 | 10 | 3420 | 2017 | 11 | 3339 | 2017 | 12 | 3351 | 2017 | 13 | 3410 | 2017 | 14 | 3636 | 2017 | 15 | 3755 | 2017 | 16 | 3855 | 2017 | 17 | 3950 | 2017 | 18 | 4985 | 2017 | 19 | 5465 | 2017 | 20 | 5673 | 2017 | 21 | 5508 | 2017 | 22 | 5678 | 2017 | 23 | 5738 | 2017 | 24 | 5602 | 2017 | 25 | 5502 | 2017 | 26 | 5507 | 2017 | 27 | 5383 | 2017 | 28 | 4903 | 2017 | 29 | 4679 | 2017 | 30 | 4436 | 2017 | 31 | 4226 | 2017 | 32 | 4055 | 2017 | 33 | 4058 | 2017 | 34 | 4132 | 2017 | 35 | 4150 | 2017 | 36 | 3859 | 2017 | 37 | 3862 | 2017 | 38 | 3577 | 2017 | 39 | 3447 | 2017 | 40 | 3519 | 2017 | 41 | 3633 | 2017 | 42 | 3665 | 2017 | 43 | 3653 | 2017 | 44 | 3639 | 2017 | 45 | 3527 | 2017 | 46 | 3433 | 2017 | 47 | 3524 | 2017 | 48 | 3591 | 2017 | 49 | 3716 | 2017 | 50 | 3867 | 2017 | 51 | 3843 | 2017 | 52 | 3767 | 2017 | 53 | 3805 | 2017 | 54 | 3890 | 2017 | 55 | 3796 | 2017 | 56 | 3649 | 2017 | 57 | 3616 | 2017 | 58 | 3545 | 2017 | 59 | 3476 | 2017 | 60 | 3413 | 2017 | 61 | 3139 | 2017 | 62 | 2836 | 2017 | 63 | 3005 | 2017 | 64 | 2802 | 2017 | 65 | 2671 | 2017 | 66 | 2436 | 2017 | 67 | 2466 | 2017 | 68 | 2379 | 2017 | 69 | 2410 | 2017 | 70 | 2302 | 2017 | 71 | 2119 | 2017 | 72 | 1998 | 2017 | 73 | 1952 | 2017 | 74 | 1810 | 2017 | 75 | 1632 | 2017 | 76 | 1517 | 2017 | 77 | 1439 | 2017 | 78 | 1285 | 2017 | 79 | 1211 | 2017 | 80 | 1152 | 2017 | 81 | 1040 | 2017 | 82 | 937 | 2017 | 83 | 904 | 2017 | 84 | 897 | 2017 | 85 | 856 | 2017 | 86 | 812 | 2017 | 87 | 698 | 2017 | 88 | 565 | 2017 | 89 | 467 | 2017 | 90 | 398 | 2017 | 91 | 282 | 2017 | 92 | 248 | 2017 | 93 | 173 | 2017 | 94 | 152 | 2017 | 95 | 99 | 2017 | 96 | 99 | 2017 | 97 | 57 | 2017 | 98 | 29 | 2017 | 99 | 34 | 2017 | 100 | 97 | 2017 | NA | NA | NA |
| 5102 | 0 | 281 | 2017 | 1 | 378 | 2017 | 2 | 374 | 2017 | 3 | 377 | 2017 | 4 | 376 | 2017 | 5 | 385 | 2017 | 6 | 363 | 2017 | 7 | 378 | 2017 | 8 | 354 | 2017 | 9 | 371 | 2017 | 10 | 365 | 2017 | 11 | 352 | 2017 | 12 | 343 | 2017 | 13 | 339 | 2017 | 14 | 362 | 2017 | 15 | 367 | 2017 | 16 | 402 | 2017 | 17 | 368 | 2017 | 18 | 374 | 2017 | 19 | 387 | 2017 | 20 | 385 | 2017 | 21 | 393 | 2017 | 22 | 420 | 2017 | 23 | 402 | 2017 | 24 | 404 | 2017 | 25 | 428 | 2017 | 26 | 436 | 2017 | 27 | 420 | 2017 | 28 | 427 | 2017 | 29 | 405 | 2017 | 30 | 385 | 2017 | 31 | 359 | 2017 | 32 | 353 | 2017 | 33 | 369 | 2017 | 34 | 336 | 2017 | 35 | 393 | 2017 | 36 | 357 | 2017 | 37 | 394 | 2017 | 38 | 336 | 2017 | 39 | 331 | 2017 | 40 | 336 | 2017 | 41 | 387 | 2017 | 42 | 360 | 2017 | 43 | 396 | 2017 | 44 | 378 | 2017 | 45 | 363 | 2017 | 46 | 381 | 2017 | 47 | 366 | 2017 | 48 | 370 | 2017 | 49 | 381 | 2017 | 50 | 407 | 2017 | 51 | 370 | 2017 | 52 | 392 | 2017 | 53 | 347 | 2017 | 54 | 404 | 2017 | 55 | 360 | 2017 | 56 | 345 | 2017 | 57 | 344 | 2017 | 58 | 340 | 2017 | 59 | 311 | 2017 | 60 | 267 | 2017 | 61 | 262 | 2017 | 62 | 235 | 2017 | 63 | 247 | 2017 | 64 | 237 | 2017 | 65 | 246 | 2017 | 66 | 215 | 2017 | 67 | 203 | 2017 | 68 | 186 | 2017 | 69 | 170 | 2017 | 70 | 155 | 2017 | 71 | 168 | 2017 | 72 | 147 | 2017 | 73 | 155 | 2017 | 74 | 159 | 2017 | 75 | 166 | 2017 | 76 | 118 | 2017 | 77 | 133 | 2017 | 78 | 124 | 2017 | 79 | 91 | 2017 | 80 | 107 | 2017 | 81 | 88 | 2017 | 82 | 80 | 2017 | 83 | 90 | 2017 | 84 | 65 | 2017 | 85 | 58 | 2017 | 86 | 51 | 2017 | 87 | 48 | 2017 | 88 | 53 | 2017 | 89 | 39 | 2017 | 90 | 36 | 2017 | 91 | 23 | 2017 | 92 | 12 | 2017 | 93 | 13 | 2017 | 94 | 9 | 2017 | 95 | 12 | 2017 | 96 | 10 | 2017 | 97 | 5 | 2017 | 98 | 5 | 2017 | 99 | 3 | 2017 | 100 | 9 | 2017 | NA | NA | NA |
| 5103 | 0 | 498 | 2017 | 1 | 533 | 2017 | 2 | 532 | 2017 | 3 | 513 | 2017 | 4 | 550 | 2017 | 5 | 595 | 2017 | 6 | 536 | 2017 | 7 | 580 | 2017 | 8 | 588 | 2017 | 9 | 557 | 2017 | 10 | 558 | 2017 | 11 | 502 | 2017 | 12 | 504 | 2017 | 13 | 575 | 2017 | 14 | 583 | 2017 | 15 | 597 | 2017 | 16 | 648 | 2017 | 17 | 689 | 2017 | 18 | 657 | 2017 | 19 | 677 | 2017 | 20 | 726 | 2017 | 21 | 686 | 2017 | 22 | 705 | 2017 | 23 | 677 | 2017 | 24 | 623 | 2017 | 25 | 665 | 2017 | 26 | 646 | 2017 | 27 | 680 | 2017 | 28 | 665 | 2017 | 29 | 583 | 2017 | 30 | 581 | 2017 | 31 | 499 | 2017 | 32 | 538 | 2017 | 33 | 499 | 2017 | 34 | 589 | 2017 | 35 | 555 | 2017 | 36 | 534 | 2017 | 37 | 570 | 2017 | 38 | 537 | 2017 | 39 | 471 | 2017 | 40 | 559 | 2017 | 41 | 576 | 2017 | 42 | 564 | 2017 | 43 | 601 | 2017 | 44 | 564 | 2017 | 45 | 612 | 2017 | 46 | 581 | 2017 | 47 | 532 | 2017 | 48 | 584 | 2017 | 49 | 590 | 2017 | 50 | 591 | 2017 | 51 | 603 | 2017 | 52 | 637 | 2017 | 53 | 618 | 2017 | 54 | 630 | 2017 | 55 | 580 | 2017 | 56 | 557 | 2017 | 57 | 570 | 2017 | 58 | 532 | 2017 | 59 | 515 | 2017 | 60 | 513 | 2017 | 61 | 466 | 2017 | 62 | 406 | 2017 | 63 | 393 | 2017 | 64 | 382 | 2017 | 65 | 345 | 2017 | 66 | 296 | 2017 | 67 | 327 | 2017 | 68 | 324 | 2017 | 69 | 292 | 2017 | 70 | 317 | 2017 | 71 | 257 | 2017 | 72 | 270 | 2017 | 73 | 240 | 2017 | 74 | 239 | 2017 | 75 | 216 | 2017 | 76 | 195 | 2017 | 77 | 167 | 2017 | 78 | 165 | 2017 | 79 | 146 | 2017 | 80 | 160 | 2017 | 81 | 101 | 2017 | 82 | 119 | 2017 | 83 | 105 | 2017 | 84 | 111 | 2017 | 85 | 82 | 2017 | 86 | 74 | 2017 | 87 | 64 | 2017 | 88 | 63 | 2017 | 89 | 47 | 2017 | 90 | 36 | 2017 | 91 | 38 | 2017 | 92 | 33 | 2017 | 93 | 17 | 2017 | 94 | 13 | 2017 | 95 | 12 | 2017 | 96 | 9 | 2017 | 97 | 4 | 2017 | 98 | 3 | 2017 | 99 | 4 | 2017 | 100 | 4 | 2017 | NA | NA | NA |
| 5104 | 0 | 7 | 2017 | 1 | 11 | 2017 | 2 | 16 | 2017 | 3 | 14 | 2017 | 4 | 16 | 2017 | 5 | 14 | 2017 | 6 | 10 | 2017 | 7 | 14 | 2017 | 8 | 13 | 2017 | 9 | 17 | 2017 | 10 | 15 | 2017 | 11 | 13 | 2017 | 12 | 14 | 2017 | 13 | 5 | 2017 | 14 | 12 | 2017 | 15 | 11 | 2017 | 16 | 11 | 2017 | 17 | 9 | 2017 | 18 | 4 | 2017 | 19 | 9 | 2017 | 20 | 2 | 2017 | 21 | 5 | 2017 | 22 | 9 | 2017 | 23 | 3 | 2017 | 24 | 13 | 2017 | 25 | 15 | 2017 | 26 | 18 | 2017 | 27 | 21 | 2017 | 28 | 21 | 2017 | 29 | 20 | 2017 | 30 | 20 | 2017 | 31 | 30 | 2017 | 32 | 22 | 2017 | 33 | 15 | 2017 | 34 | 13 | 2017 | 35 | 22 | 2017 | 36 | 16 | 2017 | 37 | 15 | 2017 | 38 | 14 | 2017 | 39 | 17 | 2017 | 40 | 15 | 2017 | 41 | 13 | 2017 | 42 | 11 | 2017 | 43 | 10 | 2017 | 44 | 16 | 2017 | 45 | 12 | 2017 | 46 | 15 | 2017 | 47 | 10 | 2017 | 48 | 9 | 2017 | 49 | 15 | 2017 | 50 | 11 | 2017 | 51 | 11 | 2017 | 52 | 10 | 2017 | 53 | 18 | 2017 | 54 | 12 | 2017 | 55 | 4 | 2017 | 56 | 11 | 2017 | 57 | 10 | 2017 | 58 | 18 | 2017 | 59 | 13 | 2017 | 60 | 12 | 2017 | 61 | 13 | 2017 | 62 | 10 | 2017 | 63 | 6 | 2017 | 64 | 15 | 2017 | 65 | 12 | 2017 | 66 | 8 | 2017 | 67 | 6 | 2017 | 68 | 4 | 2017 | 69 | 3 | 2017 | 70 | 1 | 2017 | 71 | 5 | 2017 | 72 | 2 | 2017 | 73 | 7 | 2017 | 74 | 3 | 2017 | 75 | 1 | 2017 | 76 | 5 | 2017 | 77 | 5 | 2017 | 78 | 3 | 2017 | 79 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 82 | 3 | 2017 | 83 | 1 | 2017 | 84 | 1 | 2017 | 85 | 1 | 2017 | 86 | 2 | 2017 | 87 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 91 | 1 | 2017 | 92 | 1 | 2017 | NA | NA | NA | 94 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA |
| 5105 | 0 | 210 | 2017 | 1 | 254 | 2017 | 2 | 238 | 2017 | 3 | 264 | 2017 | 4 | 248 | 2017 | 5 | 214 | 2017 | 6 | 292 | 2017 | 7 | 235 | 2017 | 8 | 264 | 2017 | 9 | 262 | 2017 | 10 | 248 | 2017 | 11 | 256 | 2017 | 12 | 230 | 2017 | 13 | 229 | 2017 | 14 | 244 | 2017 | 15 | 245 | 2017 | 16 | 235 | 2017 | 17 | 243 | 2017 | 18 | 229 | 2017 | 19 | 211 | 2017 | 20 | 221 | 2017 | 21 | 244 | 2017 | 22 | 259 | 2017 | 23 | 244 | 2017 | 24 | 268 | 2017 | 25 | 274 | 2017 | 26 | 287 | 2017 | 27 | 272 | 2017 | 28 | 267 | 2017 | 29 | 233 | 2017 | 30 | 239 | 2017 | 31 | 254 | 2017 | 32 | 254 | 2017 | 33 | 251 | 2017 | 34 | 267 | 2017 | 35 | 282 | 2017 | 36 | 228 | 2017 | 37 | 216 | 2017 | 38 | 231 | 2017 | 39 | 216 | 2017 | 40 | 236 | 2017 | 41 | 227 | 2017 | 42 | 256 | 2017 | 43 | 245 | 2017 | 44 | 256 | 2017 | 45 | 226 | 2017 | 46 | 253 | 2017 | 47 | 218 | 2017 | 48 | 247 | 2017 | 49 | 256 | 2017 | 50 | 258 | 2017 | 51 | 251 | 2017 | 52 | 277 | 2017 | 53 | 266 | 2017 | 54 | 256 | 2017 | 55 | 277 | 2017 | 56 | 257 | 2017 | 57 | 226 | 2017 | 58 | 255 | 2017 | 59 | 232 | 2017 | 60 | 223 | 2017 | 61 | 228 | 2017 | 62 | 204 | 2017 | 63 | 202 | 2017 | 64 | 184 | 2017 | 65 | 184 | 2017 | 66 | 193 | 2017 | 67 | 152 | 2017 | 68 | 177 | 2017 | 69 | 166 | 2017 | 70 | 161 | 2017 | 71 | 150 | 2017 | 72 | 132 | 2017 | 73 | 129 | 2017 | 74 | 131 | 2017 | 75 | 121 | 2017 | 76 | 99 | 2017 | 77 | 86 | 2017 | 78 | 78 | 2017 | 79 | 100 | 2017 | 80 | 87 | 2017 | 81 | 88 | 2017 | 82 | 58 | 2017 | 83 | 61 | 2017 | 84 | 62 | 2017 | 85 | 45 | 2017 | 86 | 52 | 2017 | 87 | 38 | 2017 | 88 | 30 | 2017 | 89 | 17 | 2017 | 90 | 24 | 2017 | 91 | 9 | 2017 | 92 | 13 | 2017 | 93 | 9 | 2017 | 94 | 4 | 2017 | 95 | 5 | 2017 | 96 | 4 | 2017 | 97 | 5 | 2017 | NA | NA | NA | 99 | 1 | 2017 | 100 | 1 | 2017 | NA | NA | NA |
| 5107 | 0 | 383 | 2017 | 1 | 471 | 2017 | 2 | 444 | 2017 | 3 | 428 | 2017 | 4 | 468 | 2017 | 5 | 434 | 2017 | 6 | 466 | 2017 | 7 | 495 | 2017 | 8 | 474 | 2017 | 9 | 454 | 2017 | 10 | 400 | 2017 | 11 | 427 | 2017 | 12 | 412 | 2017 | 13 | 440 | 2017 | 14 | 428 | 2017 | 15 | 437 | 2017 | 16 | 476 | 2017 | 17 | 472 | 2017 | 18 | 467 | 2017 | 19 | 468 | 2017 | 20 | 481 | 2017 | 21 | 464 | 2017 | 22 | 469 | 2017 | 23 | 487 | 2017 | 24 | 478 | 2017 | 25 | 429 | 2017 | 26 | 500 | 2017 | 27 | 473 | 2017 | 28 | 459 | 2017 | 29 | 404 | 2017 | 30 | 454 | 2017 | 31 | 419 | 2017 | 32 | 384 | 2017 | 33 | 428 | 2017 | 34 | 463 | 2017 | 35 | 409 | 2017 | 36 | 393 | 2017 | 37 | 393 | 2017 | 38 | 407 | 2017 | 39 | 401 | 2017 | 40 | 398 | 2017 | 41 | 402 | 2017 | 42 | 384 | 2017 | 43 | 421 | 2017 | 44 | 421 | 2017 | 45 | 447 | 2017 | 46 | 392 | 2017 | 47 | 372 | 2017 | 48 | 418 | 2017 | 49 | 434 | 2017 | 50 | 440 | 2017 | 51 | 417 | 2017 | 52 | 445 | 2017 | 53 | 422 | 2017 | 54 | 456 | 2017 | 55 | 443 | 2017 | 56 | 427 | 2017 | 57 | 407 | 2017 | 58 | 390 | 2017 | 59 | 361 | 2017 | 60 | 370 | 2017 | 61 | 332 | 2017 | 62 | 342 | 2017 | 63 | 296 | 2017 | 64 | 289 | 2017 | 65 | 295 | 2017 | 66 | 279 | 2017 | 67 | 260 | 2017 | 68 | 254 | 2017 | 69 | 247 | 2017 | 70 | 222 | 2017 | 71 | 248 | 2017 | 72 | 231 | 2017 | 73 | 213 | 2017 | 74 | 216 | 2017 | 75 | 212 | 2017 | 76 | 199 | 2017 | 77 | 183 | 2017 | 78 | 140 | 2017 | 79 | 121 | 2017 | 80 | 134 | 2017 | 81 | 98 | 2017 | 82 | 99 | 2017 | 83 | 88 | 2017 | 84 | 103 | 2017 | 85 | 72 | 2017 | 86 | 70 | 2017 | 87 | 71 | 2017 | 88 | 40 | 2017 | 89 | 34 | 2017 | 90 | 28 | 2017 | 91 | 29 | 2017 | 92 | 16 | 2017 | 93 | 12 | 2017 | 94 | 9 | 2017 | 95 | 11 | 2017 | 96 | 11 | 2017 | 97 | 5 | 2017 | 98 | 5 | 2017 | NA | NA | NA | 100 | 3 | 2017 | NA | NA | NA |
| 5109 | 0 | 3432 | 2017 | 1 | 3828 | 2017 | 2 | 3822 | 2017 | 3 | 3653 | 2017 | 4 | 3709 | 2017 | 5 | 3842 | 2017 | 6 | 3790 | 2017 | 7 | 3784 | 2017 | 8 | 3766 | 2017 | 9 | 3580 | 2017 | 10 | 3488 | 2017 | 11 | 3530 | 2017 | 12 | 3580 | 2017 | 13 | 3571 | 2017 | 14 | 3811 | 2017 | 15 | 4156 | 2017 | 16 | 4120 | 2017 | 17 | 4231 | 2017 | 18 | 5746 | 2017 | 19 | 6692 | 2017 | 20 | 6974 | 2017 | 21 | 6823 | 2017 | 22 | 6705 | 2017 | 23 | 6252 | 2017 | 24 | 6180 | 2017 | 25 | 6033 | 2017 | 26 | 6128 | 2017 | 27 | 5986 | 2017 | 28 | 5590 | 2017 | 29 | 5185 | 2017 | 30 | 5005 | 2017 | 31 | 4810 | 2017 | 32 | 4431 | 2017 | 33 | 4427 | 2017 | 34 | 4616 | 2017 | 35 | 4519 | 2017 | 36 | 4157 | 2017 | 37 | 4095 | 2017 | 38 | 3987 | 2017 | 39 | 3751 | 2017 | 40 | 3924 | 2017 | 41 | 3814 | 2017 | 42 | 3929 | 2017 | 43 | 3926 | 2017 | 44 | 3854 | 2017 | 45 | 3796 | 2017 | 46 | 3708 | 2017 | 47 | 3705 | 2017 | 48 | 3909 | 2017 | 49 | 3979 | 2017 | 50 | 4232 | 2017 | 51 | 4111 | 2017 | 52 | 4423 | 2017 | 53 | 4338 | 2017 | 54 | 4506 | 2017 | 55 | 4299 | 2017 | 56 | 4221 | 2017 | 57 | 4163 | 2017 | 58 | 4141 | 2017 | 59 | 4105 | 2017 | 60 | 4029 | 2017 | 61 | 3682 | 2017 | 62 | 3455 | 2017 | 63 | 3433 | 2017 | 64 | 3153 | 2017 | 65 | 3084 | 2017 | 66 | 2750 | 2017 | 67 | 2953 | 2017 | 68 | 2871 | 2017 | 69 | 2666 | 2017 | 70 | 2654 | 2017 | 71 | 2505 | 2017 | 72 | 2471 | 2017 | 73 | 2377 | 2017 | 74 | 2202 | 2017 | 75 | 2087 | 2017 | 76 | 2045 | 2017 | 77 | 1878 | 2017 | 78 | 1658 | 2017 | 79 | 1544 | 2017 | 80 | 1556 | 2017 | 81 | 1507 | 2017 | 82 | 1270 | 2017 | 83 | 1302 | 2017 | 84 | 1220 | 2017 | 85 | 1141 | 2017 | 86 | 1091 | 2017 | 87 | 944 | 2017 | 88 | 774 | 2017 | 89 | 715 | 2017 | 90 | 508 | 2017 | 91 | 418 | 2017 | 92 | 355 | 2017 | 93 | 281 | 2017 | 94 | 214 | 2017 | 95 | 161 | 2017 | 96 | 126 | 2017 | 97 | 85 | 2017 | 98 | 57 | 2017 | 99 | 40 | 2017 | 100 | 118 | 2017 | NA | NA | NA |
| 5201 | 0 | 92 | 2017 | 1 | 122 | 2017 | 2 | 133 | 2017 | 3 | 107 | 2017 | 4 | 105 | 2017 | 5 | 112 | 2017 | 6 | 88 | 2017 | 7 | 125 | 2017 | 8 | 124 | 2017 | 9 | 131 | 2017 | 10 | 109 | 2017 | 11 | 88 | 2017 | 12 | 108 | 2017 | 13 | 102 | 2017 | 14 | 96 | 2017 | 15 | 117 | 2017 | 16 | 86 | 2017 | 17 | 84 | 2017 | 18 | 58 | 2017 | 19 | 77 | 2017 | 20 | 70 | 2017 | 21 | 84 | 2017 | 22 | 97 | 2017 | 23 | 89 | 2017 | 24 | 136 | 2017 | 25 | 140 | 2017 | 26 | 184 | 2017 | 27 | 191 | 2017 | 28 | 195 | 2017 | 29 | 185 | 2017 | 30 | 188 | 2017 | 31 | 168 | 2017 | 32 | 163 | 2017 | 33 | 164 | 2017 | 34 | 164 | 2017 | 35 | 156 | 2017 | 36 | 144 | 2017 | 37 | 133 | 2017 | 38 | 134 | 2017 | 39 | 121 | 2017 | 40 | 132 | 2017 | 41 | 124 | 2017 | 42 | 138 | 2017 | 43 | 114 | 2017 | 44 | 111 | 2017 | 45 | 111 | 2017 | 46 | 95 | 2017 | 47 | 92 | 2017 | 48 | 90 | 2017 | 49 | 98 | 2017 | 50 | 100 | 2017 | 51 | 112 | 2017 | 52 | 90 | 2017 | 53 | 93 | 2017 | 54 | 105 | 2017 | 55 | 78 | 2017 | 56 | 88 | 2017 | 57 | 63 | 2017 | 58 | 69 | 2017 | 59 | 79 | 2017 | 60 | 78 | 2017 | 61 | 67 | 2017 | 62 | 69 | 2017 | 63 | 61 | 2017 | 64 | 48 | 2017 | 65 | 47 | 2017 | 66 | 54 | 2017 | 67 | 43 | 2017 | 68 | 40 | 2017 | 69 | 42 | 2017 | 70 | 36 | 2017 | 71 | 26 | 2017 | 72 | 27 | 2017 | 73 | 19 | 2017 | 74 | 23 | 2017 | 75 | 17 | 2017 | 76 | 16 | 2017 | 77 | 11 | 2017 | 78 | 10 | 2017 | 79 | 12 | 2017 | 80 | 10 | 2017 | 81 | 6 | 2017 | 82 | 4 | 2017 | 83 | 10 | 2017 | 84 | 3 | 2017 | 85 | 4 | 2017 | 86 | 4 | 2017 | 87 | 4 | 2017 | 88 | 3 | 2017 | NA | NA | NA | 90 | 1 | 2017 | 91 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 96 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 5301 | 0 | 787 | 2017 | 1 | 942 | 2017 | 2 | 968 | 2017 | 3 | 880 | 2017 | 4 | 854 | 2017 | 5 | 906 | 2017 | 6 | 929 | 2017 | 7 | 919 | 2017 | 8 | 867 | 2017 | 9 | 875 | 2017 | 10 | 806 | 2017 | 11 | 932 | 2017 | 12 | 855 | 2017 | 13 | 843 | 2017 | 14 | 907 | 2017 | 15 | 919 | 2017 | 16 | 960 | 2017 | 17 | 1075 | 2017 | 18 | 1023 | 2017 | 19 | 907 | 2017 | 20 | 853 | 2017 | 21 | 923 | 2017 | 22 | 930 | 2017 | 23 | 987 | 2017 | 24 | 1027 | 2017 | 25 | 989 | 2017 | 26 | 1025 | 2017 | 27 | 1099 | 2017 | 28 | 1067 | 2017 | 29 | 1030 | 2017 | 30 | 984 | 2017 | 31 | 987 | 2017 | 32 | 891 | 2017 | 33 | 880 | 2017 | 34 | 1006 | 2017 | 35 | 969 | 2017 | 36 | 1015 | 2017 | 37 | 982 | 2017 | 38 | 933 | 2017 | 39 | 957 | 2017 | 40 | 895 | 2017 | 41 | 937 | 2017 | 42 | 933 | 2017 | 43 | 951 | 2017 | 44 | 953 | 2017 | 45 | 880 | 2017 | 46 | 926 | 2017 | 47 | 831 | 2017 | 48 | 914 | 2017 | 49 | 886 | 2017 | 50 | 868 | 2017 | 51 | 855 | 2017 | 52 | 879 | 2017 | 53 | 877 | 2017 | 54 | 971 | 2017 | 55 | 896 | 2017 | 56 | 813 | 2017 | 57 | 806 | 2017 | 58 | 787 | 2017 | 59 | 701 | 2017 | 60 | 796 | 2017 | 61 | 675 | 2017 | 62 | 675 | 2017 | 63 | 646 | 2017 | 64 | 645 | 2017 | 65 | 594 | 2017 | 66 | 547 | 2017 | 67 | 537 | 2017 | 68 | 504 | 2017 | 69 | 507 | 2017 | 70 | 497 | 2017 | 71 | 473 | 2017 | 72 | 439 | 2017 | 73 | 395 | 2017 | 74 | 351 | 2017 | 75 | 374 | 2017 | 76 | 279 | 2017 | 77 | 263 | 2017 | 78 | 211 | 2017 | 79 | 210 | 2017 | 80 | 205 | 2017 | 81 | 195 | 2017 | 82 | 168 | 2017 | 83 | 167 | 2017 | 84 | 169 | 2017 | 85 | 149 | 2017 | 86 | 147 | 2017 | 87 | 126 | 2017 | 88 | 102 | 2017 | 89 | 109 | 2017 | 90 | 63 | 2017 | 91 | 50 | 2017 | 92 | 37 | 2017 | 93 | 27 | 2017 | 94 | 32 | 2017 | 95 | 29 | 2017 | 96 | 18 | 2017 | 97 | 11 | 2017 | 98 | 6 | 2017 | 99 | 8 | 2017 | 100 | 25 | 2017 | NA | NA | NA |
| 5302 | 0 | 223 | 2017 | 1 | 253 | 2017 | 2 | 235 | 2017 | 3 | 208 | 2017 | 4 | 236 | 2017 | 5 | 252 | 2017 | 6 | 241 | 2017 | 7 | 240 | 2017 | 8 | 225 | 2017 | 9 | 222 | 2017 | 10 | 219 | 2017 | 11 | 198 | 2017 | 12 | 202 | 2017 | 13 | 200 | 2017 | 14 | 205 | 2017 | 15 | 201 | 2017 | 16 | 218 | 2017 | 17 | 211 | 2017 | 18 | 209 | 2017 | 19 | 178 | 2017 | 20 | 184 | 2017 | 21 | 190 | 2017 | 22 | 179 | 2017 | 23 | 201 | 2017 | 24 | 205 | 2017 | 25 | 223 | 2017 | 26 | 224 | 2017 | 27 | 252 | 2017 | 28 | 271 | 2017 | 29 | 247 | 2017 | 30 | 222 | 2017 | 31 | 228 | 2017 | 32 | 190 | 2017 | 33 | 194 | 2017 | 34 | 228 | 2017 | 35 | 233 | 2017 | 36 | 239 | 2017 | 37 | 193 | 2017 | 38 | 192 | 2017 | 39 | 174 | 2017 | 40 | 203 | 2017 | 41 | 185 | 2017 | 42 | 190 | 2017 | 43 | 190 | 2017 | 44 | 177 | 2017 | 45 | 196 | 2017 | 46 | 206 | 2017 | 47 | 199 | 2017 | 48 | 174 | 2017 | 49 | 207 | 2017 | 50 | 197 | 2017 | 51 | 217 | 2017 | 52 | 200 | 2017 | 53 | 223 | 2017 | 54 | 203 | 2017 | 55 | 199 | 2017 | 56 | 164 | 2017 | 57 | 166 | 2017 | 58 | 202 | 2017 | 59 | 164 | 2017 | 60 | 142 | 2017 | 61 | 133 | 2017 | 62 | 125 | 2017 | 63 | 124 | 2017 | 64 | 121 | 2017 | 65 | 124 | 2017 | 66 | 114 | 2017 | 67 | 112 | 2017 | 68 | 100 | 2017 | 69 | 97 | 2017 | 70 | 93 | 2017 | 71 | 77 | 2017 | 72 | 96 | 2017 | 73 | 89 | 2017 | 74 | 90 | 2017 | 75 | 71 | 2017 | 76 | 80 | 2017 | 77 | 49 | 2017 | 78 | 53 | 2017 | 79 | 49 | 2017 | 80 | 48 | 2017 | 81 | 36 | 2017 | 82 | 41 | 2017 | 83 | 44 | 2017 | 84 | 38 | 2017 | 85 | 24 | 2017 | 86 | 25 | 2017 | 87 | 21 | 2017 | 88 | 24 | 2017 | 89 | 21 | 2017 | 90 | 9 | 2017 | 91 | 12 | 2017 | 92 | 8 | 2017 | 93 | 5 | 2017 | 94 | 5 | 2017 | 95 | 4 | 2017 | 96 | 5 | 2017 | 97 | 1 | 2017 | 98 | 5 | 2017 | 99 | 1 | 2017 | 100 | 9 | 2017 | NA | NA | NA |
2.2.2 Construcción de un código comunal ad-hoc
Agregamos un cero a los códigos comunales de 4 dígitos, que queda en la columna llamada código:
codigos <- d_t$unlist.b.
rango <- seq(1:nrow(d_t))
cadena <- paste("0",codigos[rango], sep = "")
cadena <- substr(cadena,(nchar(cadena)[rango])-(4),6)
codigos <- as.data.frame(codigos)
cadena <- as.data.frame(cadena)
comuna_corr <- cbind(d_t,cadena)
comuna_corr <- comuna_corr[,-c(1),drop=FALSE]names(comuna_corr)[307] <- "código"
tablamadre <- head(comuna_corr,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | unlist.c..x.5 | Freq.x.5 | anio.x.5 | unlist.c..y.5 | Freq.y.5 | anio.y.5 | unlist.c..x.6 | Freq.x.6 | anio.x.6 | unlist.c..y.6 | Freq.y.6 | anio.y.6 | unlist.c..x.7 | Freq.x.7 | anio.x.7 | unlist.c..y.7 | Freq.y.7 | anio.y.7 | unlist.c..x.8 | Freq.x.8 | anio.x.8 | unlist.c..y.8 | Freq.y.8 | anio.y.8 | unlist.c..x.9 | Freq.x.9 | anio.x.9 | unlist.c..y.9 | Freq.y.9 | anio.y.9 | unlist.c..x.10 | Freq.x.10 | anio.x.10 | unlist.c..y.10 | Freq.y.10 | anio.y.10 | unlist.c..x.11 | Freq.x.11 | anio.x.11 | unlist.c..y.11 | Freq.y.11 | anio.y.11 | unlist.c..x.12 | Freq.x.12 | anio.x.12 | unlist.c..y.12 | Freq.y.12 | anio.y.12 | unlist.c..x.13 | Freq.x.13 | anio.x.13 | unlist.c..y.13 | Freq.y.13 | anio.y.13 | unlist.c..x.14 | Freq.x.14 | anio.x.14 | unlist.c..y.14 | Freq.y.14 | anio.y.14 | unlist.c..x.15 | Freq.x.15 | anio.x.15 | unlist.c..y.15 | Freq.y.15 | anio.y.15 | unlist.c..x.16 | Freq.x.16 | anio.x.16 | unlist.c..y.16 | Freq.y.16 | anio.y.16 | unlist.c..x.17 | Freq.x.17 | anio.x.17 | unlist.c..y.17 | Freq.y.17 | anio.y.17 | unlist.c..x.18 | Freq.x.18 | anio.x.18 | unlist.c..y.18 | Freq.y.18 | anio.y.18 | unlist.c..x.19 | Freq.x.19 | anio.x.19 | unlist.c..y.19 | Freq.y.19 | anio.y.19 | unlist.c..x.20 | Freq.x.20 | anio.x.20 | unlist.c..y.20 | Freq.y.20 | anio.y.20 | unlist.c..x.21 | Freq.x.21 | anio.x.21 | unlist.c..y.21 | Freq.y.21 | anio.y.21 | unlist.c..x.22 | Freq.x.22 | anio.x.22 | unlist.c..y.22 | Freq.y.22 | anio.y.22 | unlist.c..x.23 | Freq.x.23 | anio.x.23 | unlist.c..y.23 | Freq.y.23 | anio.y.23 | unlist.c..x.24 | Freq.x.24 | anio.x.24 | unlist.c..y.24 | Freq.y.24 | anio.y.24 | unlist.c..x.25 | Freq.x.25 | anio.x.25 | unlist.c..y.25 | Freq.y.25 | anio.y.25 | unlist.c..x.26 | Freq.x.26 | anio.x.26 | unlist.c..y.26 | Freq.y.26 | anio.y.26 | unlist.c..x.27 | Freq.x.27 | anio.x.27 | unlist.c..y.27 | Freq.y.27 | anio.y.27 | unlist.c..x.28 | Freq.x.28 | anio.x.28 | unlist.c..y.28 | Freq.y.28 | anio.y.28 | unlist.c..x.29 | Freq.x.29 | anio.x.29 | unlist.c..y.29 | Freq.y.29 | anio.y.29 | unlist.c..x.30 | Freq.x.30 | anio.x.30 | unlist.c..y.30 | Freq.y.30 | anio.y.30 | unlist.c..x.31 | Freq.x.31 | anio.x.31 | unlist.c..y.31 | Freq.y.31 | anio.y.31 | unlist.c..x.32 | Freq.x.32 | anio.x.32 | unlist.c..y.32 | Freq.y.32 | anio.y.32 | unlist.c..x.33 | Freq.x.33 | anio.x.33 | unlist.c..y.33 | Freq.y.33 | anio.y.33 | unlist.c..x.34 | Freq.x.34 | anio.x.34 | unlist.c..y.34 | Freq.y.34 | anio.y.34 | unlist.c..x.35 | Freq.x.35 | anio.x.35 | unlist.c..y.35 | Freq.y.35 | anio.y.35 | unlist.c..x.36 | Freq.x.36 | anio.x.36 | unlist.c..y.36 | Freq.y.36 | anio.y.36 | unlist.c..x.37 | Freq.x.37 | anio.x.37 | unlist.c..y.37 | Freq.y.37 | anio.y.37 | unlist.c..x.38 | Freq.x.38 | anio.x.38 | unlist.c..y.38 | Freq.y.38 | anio.y.38 | unlist.c..x.39 | Freq.x.39 | anio.x.39 | unlist.c..y.39 | Freq.y.39 | anio.y.39 | unlist.c..x.40 | Freq.x.40 | anio.x.40 | unlist.c..y.40 | Freq.y.40 | anio.y.40 | unlist.c..x.41 | Freq.x.41 | anio.x.41 | unlist.c..y.41 | Freq.y.41 | anio.y.41 | unlist.c..x.42 | Freq.x.42 | anio.x.42 | unlist.c..y.42 | Freq.y.42 | anio.y.42 | unlist.c..x.43 | Freq.x.43 | anio.x.43 | unlist.c..y.43 | Freq.y.43 | anio.y.43 | unlist.c..x.44 | Freq.x.44 | anio.x.44 | unlist.c..y.44 | Freq.y.44 | anio.y.44 | unlist.c..x.45 | Freq.x.45 | anio.x.45 | unlist.c..y.45 | Freq.y.45 | anio.y.45 | unlist.c..x.46 | Freq.x.46 | anio.x.46 | unlist.c..y.46 | Freq.y.46 | anio.y.46 | unlist.c..x.47 | Freq.x.47 | anio.x.47 | unlist.c..y.47 | Freq.y.47 | anio.y.47 | unlist.c..x.48 | Freq.x.48 | anio.x.48 | unlist.c..y.48 | Freq.y.48 | anio.y.48 | unlist.c..x.49 | Freq.x.49 | anio.x.49 | unlist.c..y.49 | Freq.y.49 | anio.y.49 | unlist.c..x.50 | Freq.x.50 | anio.x.50 | unlist.c..y.50 | Freq.y.50 | anio.y.50 | código |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2614 | 2017 | 1 | 2796 | 2017 | 2 | 2817 | 2017 | 3 | 2748 | 2017 | 4 | 2896 | 2017 | 5 | 2823 | 2017 | 6 | 2984 | 2017 | 7 | 2850 | 2017 | 8 | 2759 | 2017 | 9 | 2721 | 2017 | 10 | 2652 | 2017 | 11 | 2497 | 2017 | 12 | 2453 | 2017 | 13 | 2520 | 2017 | 14 | 2458 | 2017 | 15 | 2490 | 2017 | 16 | 2652 | 2017 | 17 | 2568 | 2017 | 18 | 2484 | 2017 | 19 | 2604 | 2017 | 20 | 2715 | 2017 | 21 | 2859 | 2017 | 22 | 2958 | 2017 | 23 | 3164 | 2017 | 24 | 3322 | 2017 | 25 | 3389 | 2017 | 26 | 3521 | 2017 | 27 | 3723 | 2017 | 28 | 3480 | 2017 | 29 | 3528 | 2017 | 30 | 3525 | 2017 | 31 | 3188 | 2017 | 32 | 3289 | 2017 | 33 | 3103 | 2017 | 34 | 3312 | 2017 | 35 | 3314 | 2017 | 36 | 3156 | 2017 | 37 | 2978 | 2017 | 38 | 2757 | 2017 | 39 | 2832 | 2017 | 40 | 2816 | 2017 | 41 | 2662 | 2017 | 42 | 2627 | 2017 | 43 | 2574 | 2017 | 44 | 2624 | 2017 | 45 | 2468 | 2017 | 46 | 2460 | 2017 | 47 | 2272 | 2017 | 48 | 2206 | 2017 | 49 | 2209 | 2017 | 50 | 2215 | 2017 | 51 | 2210 | 2017 | 52 | 2325 | 2017 | 53 | 2311 | 2017 | 54 | 2417 | 2017 | 55 | 2144 | 2017 | 56 | 2203 | 2017 | 57 | 2127 | 2017 | 58 | 2066 | 2017 | 59 | 2000 | 2017 | 60 | 2072 | 2017 | 61 | 1959 | 2017 | 62 | 1885 | 2017 | 63 | 1788 | 2017 | 64 | 1599 | 2017 | 65 | 1426 | 2017 | 66 | 1405 | 2017 | 67 | 1312 | 2017 | 68 | 1161 | 2017 | 69 | 1158 | 2017 | 70 | 1072 | 2017 | 71 | 933 | 2017 | 72 | 882 | 2017 | 73 | 868 | 2017 | 74 | 796 | 2017 | 75 | 648 | 2017 | 76 | 658 | 2017 | 77 | 589 | 2017 | 78 | 509 | 2017 | 79 | 480 | 2017 | 80 | 462 | 2017 | 81 | 423 | 2017 | 82 | 378 | 2017 | 83 | 339 | 2017 | 84 | 297 | 2017 | 85 | 288 | 2017 | 86 | 289 | 2017 | 87 | 270 | 2017 | 88 | 204 | 2017 | 89 | 191 | 2017 | 90 | 153 | 2017 | 91 | 128 | 2017 | 92 | 130 | 2017 | 93 | 72 | 2017 | 94 | 55 | 2017 | 95 | 31 | 2017 | 96 | 36 | 2017 | 97 | 29 | 2017 | 98 | 15 | 2017 | 99 | 13 | 2017 | 100 | 30 | 2017 | NA | NA | NA | 01101 |
| 0 | 1981 | 2017 | 1 | 2091 | 2017 | 2 | 2126 | 2017 | 3 | 2143 | 2017 | 4 | 2158 | 2017 | 5 | 2164 | 2017 | 6 | 2129 | 2017 | 7 | 2193 | 2017 | 8 | 2129 | 2017 | 9 | 2022 | 2017 | 10 | 1917 | 2017 | 11 | 1936 | 2017 | 12 | 1940 | 2017 | 13 | 1856 | 2017 | 14 | 1900 | 2017 | 15 | 2014 | 2017 | 16 | 1961 | 2017 | 17 | 1962 | 2017 | 18 | 1766 | 2017 | 19 | 1900 | 2017 | 20 | 1926 | 2017 | 21 | 2005 | 2017 | 22 | 1937 | 2017 | 23 | 2020 | 2017 | 24 | 2019 | 2017 | 25 | 1995 | 2017 | 26 | 2100 | 2017 | 27 | 2025 | 2017 | 28 | 1960 | 2017 | 29 | 1924 | 2017 | 30 | 1841 | 2017 | 31 | 1722 | 2017 | 32 | 1748 | 2017 | 33 | 1585 | 2017 | 34 | 1708 | 2017 | 35 | 1742 | 2017 | 36 | 1642 | 2017 | 37 | 1532 | 2017 | 38 | 1505 | 2017 | 39 | 1374 | 2017 | 40 | 1419 | 2017 | 41 | 1354 | 2017 | 42 | 1372 | 2017 | 43 | 1432 | 2017 | 44 | 1399 | 2017 | 45 | 1368 | 2017 | 46 | 1321 | 2017 | 47 | 1251 | 2017 | 48 | 1263 | 2017 | 49 | 1250 | 2017 | 50 | 1246 | 2017 | 51 | 1268 | 2017 | 52 | 1194 | 2017 | 53 | 1164 | 2017 | 54 | 1147 | 2017 | 55 | 1051 | 2017 | 56 | 996 | 2017 | 57 | 852 | 2017 | 58 | 818 | 2017 | 59 | 776 | 2017 | 60 | 755 | 2017 | 61 | 728 | 2017 | 62 | 609 | 2017 | 63 | 572 | 2017 | 64 | 556 | 2017 | 65 | 465 | 2017 | 66 | 449 | 2017 | 67 | 382 | 2017 | 68 | 369 | 2017 | 69 | 338 | 2017 | 70 | 314 | 2017 | 71 | 277 | 2017 | 72 | 260 | 2017 | 73 | 239 | 2017 | 74 | 184 | 2017 | 75 | 161 | 2017 | 76 | 158 | 2017 | 77 | 126 | 2017 | 78 | 122 | 2017 | 79 | 86 | 2017 | 80 | 88 | 2017 | 81 | 73 | 2017 | 82 | 86 | 2017 | 83 | 72 | 2017 | 84 | 54 | 2017 | 85 | 58 | 2017 | 86 | 46 | 2017 | 87 | 43 | 2017 | 88 | 38 | 2017 | 89 | 22 | 2017 | 90 | 17 | 2017 | 91 | 16 | 2017 | 92 | 9 | 2017 | 93 | 12 | 2017 | 94 | 16 | 2017 | 95 | 9 | 2017 | 96 | 4 | 2017 | 97 | 3 | 2017 | 98 | 3 | 2017 | 99 | 2 | 2017 | 100 | 15 | 2017 | NA | NA | NA | 01107 |
| 0 | 230 | 2017 | 1 | 261 | 2017 | 2 | 268 | 2017 | 3 | 235 | 2017 | 4 | 259 | 2017 | 5 | 258 | 2017 | 6 | 241 | 2017 | 7 | 264 | 2017 | 8 | 264 | 2017 | 9 | 258 | 2017 | 10 | 216 | 2017 | 11 | 238 | 2017 | 12 | 222 | 2017 | 13 | 212 | 2017 | 14 | 193 | 2017 | 15 | 207 | 2017 | 16 | 174 | 2017 | 17 | 301 | 2017 | 18 | 413 | 2017 | 19 | 296 | 2017 | 20 | 288 | 2017 | 21 | 279 | 2017 | 22 | 228 | 2017 | 23 | 228 | 2017 | 24 | 207 | 2017 | 25 | 273 | 2017 | 26 | 268 | 2017 | 27 | 250 | 2017 | 28 | 290 | 2017 | 29 | 287 | 2017 | 30 | 299 | 2017 | 31 | 280 | 2017 | 32 | 274 | 2017 | 33 | 274 | 2017 | 34 | 277 | 2017 | 35 | 302 | 2017 | 36 | 286 | 2017 | 37 | 227 | 2017 | 38 | 215 | 2017 | 39 | 216 | 2017 | 40 | 213 | 2017 | 41 | 241 | 2017 | 42 | 218 | 2017 | 43 | 247 | 2017 | 44 | 225 | 2017 | 45 | 197 | 2017 | 46 | 191 | 2017 | 47 | 170 | 2017 | 48 | 179 | 2017 | 49 | 153 | 2017 | 50 | 165 | 2017 | 51 | 180 | 2017 | 52 | 165 | 2017 | 53 | 160 | 2017 | 54 | 180 | 2017 | 55 | 167 | 2017 | 56 | 171 | 2017 | 57 | 158 | 2017 | 58 | 150 | 2017 | 59 | 143 | 2017 | 60 | 139 | 2017 | 61 | 139 | 2017 | 62 | 143 | 2017 | 63 | 120 | 2017 | 64 | 109 | 2017 | 65 | 90 | 2017 | 66 | 79 | 2017 | 67 | 77 | 2017 | 68 | 69 | 2017 | 69 | 66 | 2017 | 70 | 75 | 2017 | 71 | 73 | 2017 | 72 | 60 | 2017 | 73 | 69 | 2017 | 74 | 46 | 2017 | 75 | 58 | 2017 | 76 | 40 | 2017 | 77 | 46 | 2017 | 78 | 31 | 2017 | 79 | 24 | 2017 | 80 | 27 | 2017 | 81 | 32 | 2017 | 82 | 30 | 2017 | 83 | 30 | 2017 | 84 | 20 | 2017 | 85 | 20 | 2017 | 86 | 13 | 2017 | 87 | 14 | 2017 | 88 | 7 | 2017 | 89 | 4 | 2017 | 90 | 3 | 2017 | 91 | 8 | 2017 | 92 | 6 | 2017 | 93 | 3 | 2017 | 94 | 3 | 2017 | 95 | 2 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 2 | 2017 | NA | NA | NA | 01401 |
| 0 | 17 | 2017 | 1 | 14 | 2017 | 2 | 13 | 2017 | 3 | 25 | 2017 | 4 | 22 | 2017 | 5 | 13 | 2017 | 6 | 24 | 2017 | 7 | 20 | 2017 | 8 | 23 | 2017 | 9 | 21 | 2017 | 10 | 16 | 2017 | 11 | 18 | 2017 | 12 | 19 | 2017 | 13 | 12 | 2017 | 14 | 18 | 2017 | 15 | 15 | 2017 | 16 | 14 | 2017 | 17 | 26 | 2017 | 18 | 20 | 2017 | 19 | 16 | 2017 | 20 | 13 | 2017 | 21 | 21 | 2017 | 22 | 19 | 2017 | 23 | 19 | 2017 | 24 | 10 | 2017 | 25 | 17 | 2017 | 26 | 20 | 2017 | 27 | 14 | 2017 | 28 | 15 | 2017 | 29 | 19 | 2017 | 30 | 18 | 2017 | 31 | 23 | 2017 | 32 | 7 | 2017 | 33 | 13 | 2017 | 34 | 10 | 2017 | 35 | 16 | 2017 | 36 | 16 | 2017 | 37 | 12 | 2017 | 38 | 11 | 2017 | 39 | 8 | 2017 | 40 | 21 | 2017 | 41 | 15 | 2017 | 42 | 14 | 2017 | 43 | 20 | 2017 | 44 | 20 | 2017 | 45 | 18 | 2017 | 46 | 26 | 2017 | 47 | 13 | 2017 | 48 | 6 | 2017 | 49 | 20 | 2017 | 50 | 19 | 2017 | 51 | 18 | 2017 | 52 | 14 | 2017 | 53 | 15 | 2017 | 54 | 16 | 2017 | 55 | 17 | 2017 | 56 | 18 | 2017 | 57 | 6 | 2017 | 58 | 16 | 2017 | 59 | 14 | 2017 | 60 | 17 | 2017 | 61 | 9 | 2017 | 62 | 15 | 2017 | 63 | 10 | 2017 | 64 | 10 | 2017 | 65 | 11 | 2017 | 66 | 15 | 2017 | 67 | 8 | 2017 | 68 | 10 | 2017 | 69 | 8 | 2017 | 70 | 14 | 2017 | 71 | 7 | 2017 | 72 | 5 | 2017 | 73 | 17 | 2017 | 74 | 7 | 2017 | 75 | 6 | 2017 | 76 | 8 | 2017 | 77 | 11 | 2017 | 78 | 11 | 2017 | 79 | 6 | 2017 | 80 | 6 | 2017 | 81 | 7 | 2017 | 82 | 6 | 2017 | 83 | 4 | 2017 | 84 | 5 | 2017 | 85 | 2 | 2017 | 86 | 5 | 2017 | 87 | 4 | 2017 | 88 | 1 | 2017 | 89 | 1 | 2017 | 90 | 1 | 2017 | 91 | 1 | 2017 | 92 | 3 | 2017 | 93 | 1 | 2017 | 94 | 1 | 2017 | NA | NA | NA | 96 | 2 | 2017 | NA | NA | NA | NA | NA | NA | 99 | 1 | 2017 | 100 | 1 | 2017 | NA | NA | NA | 01402 |
| 0 | 17 | 2017 | 1 | 17 | 2017 | 2 | 18 | 2017 | 3 | 15 | 2017 | 4 | 16 | 2017 | 5 | 17 | 2017 | 6 | 16 | 2017 | 7 | 11 | 2017 | 8 | 14 | 2017 | 9 | 22 | 2017 | 10 | 16 | 2017 | 11 | 17 | 2017 | 12 | 20 | 2017 | 13 | 16 | 2017 | 14 | 20 | 2017 | 15 | 15 | 2017 | 16 | 20 | 2017 | 17 | 29 | 2017 | 18 | 26 | 2017 | 19 | 22 | 2017 | 20 | 30 | 2017 | 21 | 31 | 2017 | 22 | 32 | 2017 | 23 | 28 | 2017 | 24 | 38 | 2017 | 25 | 45 | 2017 | 26 | 46 | 2017 | 27 | 35 | 2017 | 28 | 35 | 2017 | 29 | 32 | 2017 | 30 | 27 | 2017 | 31 | 28 | 2017 | 32 | 36 | 2017 | 33 | 31 | 2017 | 34 | 25 | 2017 | 35 | 31 | 2017 | 36 | 37 | 2017 | 37 | 29 | 2017 | 38 | 20 | 2017 | 39 | 26 | 2017 | 40 | 22 | 2017 | 41 | 21 | 2017 | 42 | 24 | 2017 | 43 | 28 | 2017 | 44 | 26 | 2017 | 45 | 18 | 2017 | 46 | 23 | 2017 | 47 | 23 | 2017 | 48 | 21 | 2017 | 49 | 21 | 2017 | 50 | 24 | 2017 | 51 | 22 | 2017 | 52 | 19 | 2017 | 53 | 24 | 2017 | 54 | 15 | 2017 | 55 | 15 | 2017 | 56 | 25 | 2017 | 57 | 20 | 2017 | 58 | 15 | 2017 | 59 | 13 | 2017 | 60 | 24 | 2017 | 61 | 14 | 2017 | 62 | 16 | 2017 | 63 | 29 | 2017 | 64 | 11 | 2017 | 65 | 11 | 2017 | 66 | 23 | 2017 | 67 | 16 | 2017 | 68 | 13 | 2017 | 69 | 14 | 2017 | 70 | 14 | 2017 | 71 | 11 | 2017 | 72 | 14 | 2017 | 73 | 9 | 2017 | 74 | 7 | 2017 | 75 | 14 | 2017 | 76 | 11 | 2017 | 77 | 6 | 2017 | 78 | 7 | 2017 | 79 | 4 | 2017 | 80 | 2 | 2017 | 81 | 9 | 2017 | 82 | 3 | 2017 | 83 | 3 | 2017 | 84 | 2 | 2017 | 85 | 1 | 2017 | 86 | 4 | 2017 | 87 | 1 | 2017 | 88 | 2 | 2017 | 89 | 1 | 2017 | 90 | 2 | 2017 | 91 | 1 | 2017 | 92 | 1 | 2017 | NA | NA | NA | 94 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 97 | 1 | 2017 | 98 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 01403 |
| 0 | 42 | 2017 | 1 | 49 | 2017 | 2 | 26 | 2017 | 3 | 47 | 2017 | 4 | 36 | 2017 | 5 | 42 | 2017 | 6 | 42 | 2017 | 7 | 53 | 2017 | 8 | 42 | 2017 | 9 | 46 | 2017 | 10 | 42 | 2017 | 11 | 37 | 2017 | 12 | 53 | 2017 | 13 | 31 | 2017 | 14 | 33 | 2017 | 15 | 31 | 2017 | 16 | 27 | 2017 | 17 | 25 | 2017 | 18 | 27 | 2017 | 19 | 37 | 2017 | 20 | 31 | 2017 | 21 | 40 | 2017 | 22 | 42 | 2017 | 23 | 30 | 2017 | 24 | 33 | 2017 | 25 | 43 | 2017 | 26 | 47 | 2017 | 27 | 43 | 2017 | 28 | 38 | 2017 | 29 | 43 | 2017 | 30 | 36 | 2017 | 31 | 55 | 2017 | 32 | 34 | 2017 | 33 | 37 | 2017 | 34 | 32 | 2017 | 35 | 44 | 2017 | 36 | 38 | 2017 | 37 | 34 | 2017 | 38 | 30 | 2017 | 39 | 28 | 2017 | 40 | 26 | 2017 | 41 | 29 | 2017 | 42 | 33 | 2017 | 43 | 30 | 2017 | 44 | 31 | 2017 | 45 | 33 | 2017 | 46 | 40 | 2017 | 47 | 39 | 2017 | 48 | 33 | 2017 | 49 | 31 | 2017 | 50 | 36 | 2017 | 51 | 28 | 2017 | 52 | 44 | 2017 | 53 | 39 | 2017 | 54 | 37 | 2017 | 55 | 38 | 2017 | 56 | 24 | 2017 | 57 | 30 | 2017 | 58 | 24 | 2017 | 59 | 39 | 2017 | 60 | 35 | 2017 | 61 | 28 | 2017 | 62 | 26 | 2017 | 63 | 37 | 2017 | 64 | 27 | 2017 | 65 | 32 | 2017 | 66 | 31 | 2017 | 67 | 20 | 2017 | 68 | 31 | 2017 | 69 | 22 | 2017 | 70 | 18 | 2017 | 71 | 23 | 2017 | 72 | 23 | 2017 | 73 | 13 | 2017 | 74 | 23 | 2017 | 75 | 15 | 2017 | 76 | 12 | 2017 | 77 | 17 | 2017 | 78 | 16 | 2017 | 79 | 10 | 2017 | 80 | 5 | 2017 | 81 | 6 | 2017 | 82 | 13 | 2017 | 83 | 8 | 2017 | 84 | 4 | 2017 | 85 | 8 | 2017 | 86 | 5 | 2017 | 87 | 8 | 2017 | 88 | 3 | 2017 | 89 | 4 | 2017 | 90 | 4 | 2017 | 91 | 2 | 2017 | 92 | 4 | 2017 | 93 | 1 | 2017 | 94 | 1 | 2017 | 95 | 2 | 2017 | 96 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | 01404 |
| 0 | 71 | 2017 | 1 | 79 | 2017 | 2 | 84 | 2017 | 3 | 83 | 2017 | 4 | 78 | 2017 | 5 | 88 | 2017 | 6 | 86 | 2017 | 7 | 81 | 2017 | 8 | 69 | 2017 | 9 | 90 | 2017 | 10 | 68 | 2017 | 11 | 80 | 2017 | 12 | 69 | 2017 | 13 | 65 | 2017 | 14 | 72 | 2017 | 15 | 65 | 2017 | 16 | 71 | 2017 | 17 | 74 | 2017 | 18 | 59 | 2017 | 19 | 64 | 2017 | 20 | 63 | 2017 | 21 | 79 | 2017 | 22 | 101 | 2017 | 23 | 86 | 2017 | 24 | 137 | 2017 | 25 | 158 | 2017 | 26 | 178 | 2017 | 27 | 244 | 2017 | 28 | 218 | 2017 | 29 | 227 | 2017 | 30 | 210 | 2017 | 31 | 239 | 2017 | 32 | 217 | 2017 | 33 | 239 | 2017 | 34 | 225 | 2017 | 35 | 237 | 2017 | 36 | 234 | 2017 | 37 | 203 | 2017 | 38 | 211 | 2017 | 39 | 220 | 2017 | 40 | 200 | 2017 | 41 | 195 | 2017 | 42 | 191 | 2017 | 43 | 224 | 2017 | 44 | 193 | 2017 | 45 | 207 | 2017 | 46 | 208 | 2017 | 47 | 181 | 2017 | 48 | 168 | 2017 | 49 | 149 | 2017 | 50 | 154 | 2017 | 51 | 144 | 2017 | 52 | 116 | 2017 | 53 | 118 | 2017 | 54 | 119 | 2017 | 55 | 102 | 2017 | 56 | 109 | 2017 | 57 | 95 | 2017 | 58 | 85 | 2017 | 59 | 84 | 2017 | 60 | 81 | 2017 | 61 | 58 | 2017 | 62 | 67 | 2017 | 63 | 62 | 2017 | 64 | 61 | 2017 | 65 | 55 | 2017 | 66 | 64 | 2017 | 67 | 44 | 2017 | 68 | 44 | 2017 | 69 | 30 | 2017 | 70 | 38 | 2017 | 71 | 40 | 2017 | 72 | 34 | 2017 | 73 | 37 | 2017 | 74 | 25 | 2017 | 75 | 28 | 2017 | 76 | 33 | 2017 | 77 | 33 | 2017 | 78 | 18 | 2017 | 79 | 20 | 2017 | 80 | 19 | 2017 | 81 | 21 | 2017 | 82 | 14 | 2017 | 83 | 11 | 2017 | 84 | 8 | 2017 | 85 | 13 | 2017 | 86 | 8 | 2017 | 87 | 6 | 2017 | 88 | 11 | 2017 | 89 | 16 | 2017 | 90 | 5 | 2017 | 91 | 5 | 2017 | 92 | 7 | 2017 | 93 | 1 | 2017 | 94 | 3 | 2017 | 95 | 3 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | 98 | 1 | 2017 | 99 | 2 | 2017 | 100 | 3 | 2017 | NA | NA | NA | 01405 |
| 0 | 4741 | 2017 | 1 | 5082 | 2017 | 2 | 5154 | 2017 | 3 | 5090 | 2017 | 4 | 5170 | 2017 | 5 | 5147 | 2017 | 6 | 5466 | 2017 | 7 | 5481 | 2017 | 8 | 5261 | 2017 | 9 | 5249 | 2017 | 10 | 5107 | 2017 | 11 | 4871 | 2017 | 12 | 4756 | 2017 | 13 | 4760 | 2017 | 14 | 4925 | 2017 | 15 | 5063 | 2017 | 16 | 5121 | 2017 | 17 | 5360 | 2017 | 18 | 5741 | 2017 | 19 | 5945 | 2017 | 20 | 6484 | 2017 | 21 | 6488 | 2017 | 22 | 6644 | 2017 | 23 | 6639 | 2017 | 24 | 6828 | 2017 | 25 | 6749 | 2017 | 26 | 6933 | 2017 | 27 | 7159 | 2017 | 28 | 6763 | 2017 | 29 | 6528 | 2017 | 30 | 6432 | 2017 | 31 | 6002 | 2017 | 32 | 5971 | 2017 | 33 | 5515 | 2017 | 34 | 5712 | 2017 | 35 | 5989 | 2017 | 36 | 5690 | 2017 | 37 | 5532 | 2017 | 38 | 5245 | 2017 | 39 | 5187 | 2017 | 40 | 5299 | 2017 | 41 | 5225 | 2017 | 42 | 5361 | 2017 | 43 | 5467 | 2017 | 44 | 5475 | 2017 | 45 | 5127 | 2017 | 46 | 4928 | 2017 | 47 | 4623 | 2017 | 48 | 4384 | 2017 | 49 | 4314 | 2017 | 50 | 4153 | 2017 | 51 | 4304 | 2017 | 52 | 4293 | 2017 | 53 | 4267 | 2017 | 54 | 4361 | 2017 | 55 | 4089 | 2017 | 56 | 3993 | 2017 | 57 | 3680 | 2017 | 58 | 3578 | 2017 | 59 | 3583 | 2017 | 60 | 3351 | 2017 | 61 | 3173 | 2017 | 62 | 2933 | 2017 | 63 | 2796 | 2017 | 64 | 2601 | 2017 | 65 | 2303 | 2017 | 66 | 2178 | 2017 | 67 | 2105 | 2017 | 68 | 1817 | 2017 | 69 | 1821 | 2017 | 70 | 1641 | 2017 | 71 | 1561 | 2017 | 72 | 1400 | 2017 | 73 | 1400 | 2017 | 74 | 1289 | 2017 | 75 | 1201 | 2017 | 76 | 1062 | 2017 | 77 | 991 | 2017 | 78 | 875 | 2017 | 79 | 839 | 2017 | 80 | 751 | 2017 | 81 | 727 | 2017 | 82 | 598 | 2017 | 83 | 519 | 2017 | 84 | 514 | 2017 | 85 | 503 | 2017 | 86 | 489 | 2017 | 87 | 387 | 2017 | 88 | 308 | 2017 | 89 | 288 | 2017 | 90 | 227 | 2017 | 91 | 162 | 2017 | 92 | 146 | 2017 | 93 | 96 | 2017 | 94 | 84 | 2017 | 95 | 48 | 2017 | 96 | 55 | 2017 | 97 | 37 | 2017 | 98 | 17 | 2017 | 99 | 18 | 2017 | 100 | 78 | 2017 | NA | NA | NA | 02101 |
| 0 | 164 | 2017 | 1 | 205 | 2017 | 2 | 186 | 2017 | 3 | 173 | 2017 | 4 | 177 | 2017 | 5 | 195 | 2017 | 6 | 175 | 2017 | 7 | 205 | 2017 | 8 | 168 | 2017 | 9 | 155 | 2017 | 10 | 150 | 2017 | 11 | 159 | 2017 | 12 | 166 | 2017 | 13 | 174 | 2017 | 14 | 186 | 2017 | 15 | 140 | 2017 | 16 | 137 | 2017 | 17 | 172 | 2017 | 18 | 157 | 2017 | 19 | 187 | 2017 | 20 | 196 | 2017 | 21 | 199 | 2017 | 22 | 202 | 2017 | 23 | 228 | 2017 | 24 | 272 | 2017 | 25 | 277 | 2017 | 26 | 293 | 2017 | 27 | 312 | 2017 | 28 | 291 | 2017 | 29 | 259 | 2017 | 30 | 265 | 2017 | 31 | 248 | 2017 | 32 | 236 | 2017 | 33 | 228 | 2017 | 34 | 247 | 2017 | 35 | 228 | 2017 | 36 | 249 | 2017 | 37 | 226 | 2017 | 38 | 206 | 2017 | 39 | 210 | 2017 | 40 | 201 | 2017 | 41 | 209 | 2017 | 42 | 208 | 2017 | 43 | 231 | 2017 | 44 | 226 | 2017 | 45 | 196 | 2017 | 46 | 221 | 2017 | 47 | 210 | 2017 | 48 | 201 | 2017 | 49 | 193 | 2017 | 50 | 195 | 2017 | 51 | 206 | 2017 | 52 | 212 | 2017 | 53 | 207 | 2017 | 54 | 190 | 2017 | 55 | 178 | 2017 | 56 | 157 | 2017 | 57 | 163 | 2017 | 58 | 146 | 2017 | 59 | 123 | 2017 | 60 | 140 | 2017 | 61 | 125 | 2017 | 62 | 101 | 2017 | 63 | 87 | 2017 | 64 | 80 | 2017 | 65 | 72 | 2017 | 66 | 59 | 2017 | 67 | 71 | 2017 | 68 | 56 | 2017 | 69 | 57 | 2017 | 70 | 51 | 2017 | 71 | 43 | 2017 | 72 | 37 | 2017 | 73 | 31 | 2017 | 74 | 32 | 2017 | 75 | 38 | 2017 | 76 | 29 | 2017 | 77 | 29 | 2017 | 78 | 27 | 2017 | 79 | 17 | 2017 | 80 | 15 | 2017 | 81 | 15 | 2017 | 82 | 12 | 2017 | 83 | 8 | 2017 | 84 | 6 | 2017 | 85 | 13 | 2017 | 86 | 6 | 2017 | 87 | 8 | 2017 | 88 | 3 | 2017 | 89 | 2 | 2017 | 90 | 6 | 2017 | 91 | 4 | 2017 | 92 | 5 | 2017 | 93 | 1 | 2017 | 94 | 1 | 2017 | 95 | 1 | 2017 | 96 | 1 | 2017 | NA | NA | NA | 98 | 1 | 2017 | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | 02102 |
| 0 | 16 | 2017 | 1 | 21 | 2017 | 2 | 19 | 2017 | 3 | 20 | 2017 | 4 | 31 | 2017 | 5 | 25 | 2017 | 6 | 20 | 2017 | 7 | 23 | 2017 | 8 | 25 | 2017 | 9 | 31 | 2017 | 10 | 22 | 2017 | 11 | 19 | 2017 | 12 | 15 | 2017 | 13 | 19 | 2017 | 14 | 14 | 2017 | 15 | 21 | 2017 | 16 | 11 | 2017 | 17 | 20 | 2017 | 18 | 19 | 2017 | 19 | 39 | 2017 | 20 | 64 | 2017 | 21 | 71 | 2017 | 22 | 129 | 2017 | 23 | 127 | 2017 | 24 | 191 | 2017 | 25 | 227 | 2017 | 26 | 268 | 2017 | 27 | 300 | 2017 | 28 | 315 | 2017 | 29 | 310 | 2017 | 30 | 327 | 2017 | 31 | 316 | 2017 | 32 | 330 | 2017 | 33 | 324 | 2017 | 34 | 338 | 2017 | 35 | 350 | 2017 | 36 | 304 | 2017 | 37 | 287 | 2017 | 38 | 327 | 2017 | 39 | 323 | 2017 | 40 | 307 | 2017 | 41 | 310 | 2017 | 42 | 339 | 2017 | 43 | 299 | 2017 | 44 | 311 | 2017 | 45 | 286 | 2017 | 46 | 289 | 2017 | 47 | 221 | 2017 | 48 | 204 | 2017 | 49 | 221 | 2017 | 50 | 186 | 2017 | 51 | 186 | 2017 | 52 | 154 | 2017 | 53 | 165 | 2017 | 54 | 170 | 2017 | 55 | 122 | 2017 | 56 | 109 | 2017 | 57 | 105 | 2017 | 58 | 99 | 2017 | 59 | 68 | 2017 | 60 | 76 | 2017 | 61 | 63 | 2017 | 62 | 48 | 2017 | 63 | 39 | 2017 | 64 | 25 | 2017 | 65 | 18 | 2017 | 66 | 14 | 2017 | 67 | 16 | 2017 | 68 | 15 | 2017 | 69 | 12 | 2017 | 70 | 4 | 2017 | 71 | 4 | 2017 | 72 | 9 | 2017 | 73 | 2 | 2017 | 74 | 4 | 2017 | 75 | 3 | 2017 | 76 | 1 | 2017 | 77 | 1 | 2017 | 78 | 2 | 2017 | 79 | 7 | 2017 | NA | NA | NA | 81 | 3 | 2017 | NA | NA | NA | 83 | 2 | 2017 | 84 | 2 | 2017 | 85 | 3 | 2017 | NA | NA | NA | 87 | 1 | 2017 | NA | NA | NA | 89 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 93 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02103 |
| 0 | 159 | 2017 | 1 | 152 | 2017 | 2 | 207 | 2017 | 3 | 184 | 2017 | 4 | 181 | 2017 | 5 | 185 | 2017 | 6 | 185 | 2017 | 7 | 190 | 2017 | 8 | 203 | 2017 | 9 | 211 | 2017 | 10 | 214 | 2017 | 11 | 215 | 2017 | 12 | 185 | 2017 | 13 | 172 | 2017 | 14 | 187 | 2017 | 15 | 195 | 2017 | 16 | 176 | 2017 | 17 | 168 | 2017 | 18 | 119 | 2017 | 19 | 139 | 2017 | 20 | 153 | 2017 | 21 | 143 | 2017 | 22 | 161 | 2017 | 23 | 161 | 2017 | 24 | 216 | 2017 | 25 | 191 | 2017 | 26 | 237 | 2017 | 27 | 242 | 2017 | 28 | 235 | 2017 | 29 | 231 | 2017 | 30 | 230 | 2017 | 31 | 195 | 2017 | 32 | 205 | 2017 | 33 | 196 | 2017 | 34 | 221 | 2017 | 35 | 247 | 2017 | 36 | 212 | 2017 | 37 | 202 | 2017 | 38 | 201 | 2017 | 39 | 210 | 2017 | 40 | 192 | 2017 | 41 | 208 | 2017 | 42 | 191 | 2017 | 43 | 215 | 2017 | 44 | 206 | 2017 | 45 | 196 | 2017 | 46 | 191 | 2017 | 47 | 165 | 2017 | 48 | 198 | 2017 | 49 | 214 | 2017 | 50 | 199 | 2017 | 51 | 186 | 2017 | 52 | 200 | 2017 | 53 | 179 | 2017 | 54 | 172 | 2017 | 55 | 180 | 2017 | 56 | 183 | 2017 | 57 | 136 | 2017 | 58 | 166 | 2017 | 59 | 157 | 2017 | 60 | 139 | 2017 | 61 | 130 | 2017 | 62 | 137 | 2017 | 63 | 136 | 2017 | 64 | 113 | 2017 | 65 | 114 | 2017 | 66 | 83 | 2017 | 67 | 79 | 2017 | 68 | 68 | 2017 | 69 | 70 | 2017 | 70 | 62 | 2017 | 71 | 69 | 2017 | 72 | 70 | 2017 | 73 | 61 | 2017 | 74 | 55 | 2017 | 75 | 55 | 2017 | 76 | 42 | 2017 | 77 | 35 | 2017 | 78 | 32 | 2017 | 79 | 36 | 2017 | 80 | 34 | 2017 | 81 | 30 | 2017 | 82 | 27 | 2017 | 83 | 26 | 2017 | 84 | 31 | 2017 | 85 | 23 | 2017 | 86 | 23 | 2017 | 87 | 16 | 2017 | 88 | 16 | 2017 | 89 | 13 | 2017 | 90 | 11 | 2017 | 91 | 6 | 2017 | 92 | 4 | 2017 | 93 | 6 | 2017 | 94 | 6 | 2017 | 95 | 3 | 2017 | 96 | 2 | 2017 | 97 | 2 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 2 | 2017 | NA | NA | NA | 02104 |
| 0 | 2177 | 2017 | 1 | 2536 | 2017 | 2 | 2596 | 2017 | 3 | 2517 | 2017 | 4 | 2605 | 2017 | 5 | 2492 | 2017 | 6 | 2536 | 2017 | 7 | 2650 | 2017 | 8 | 2489 | 2017 | 9 | 2416 | 2017 | 10 | 2377 | 2017 | 11 | 2349 | 2017 | 12 | 2383 | 2017 | 13 | 2332 | 2017 | 14 | 2468 | 2017 | 15 | 2372 | 2017 | 16 | 2530 | 2017 | 17 | 2574 | 2017 | 18 | 2332 | 2017 | 19 | 2088 | 2017 | 20 | 2193 | 2017 | 21 | 2231 | 2017 | 22 | 2559 | 2017 | 23 | 2646 | 2017 | 24 | 2975 | 2017 | 25 | 2842 | 2017 | 26 | 3099 | 2017 | 27 | 3127 | 2017 | 28 | 2977 | 2017 | 29 | 3213 | 2017 | 30 | 2984 | 2017 | 31 | 2916 | 2017 | 32 | 2889 | 2017 | 33 | 2777 | 2017 | 34 | 2838 | 2017 | 35 | 2979 | 2017 | 36 | 2808 | 2017 | 37 | 2731 | 2017 | 38 | 2609 | 2017 | 39 | 2601 | 2017 | 40 | 2624 | 2017 | 41 | 2556 | 2017 | 42 | 2563 | 2017 | 43 | 2546 | 2017 | 44 | 2531 | 2017 | 45 | 2397 | 2017 | 46 | 2314 | 2017 | 47 | 2178 | 2017 | 48 | 2088 | 2017 | 49 | 2075 | 2017 | 50 | 2135 | 2017 | 51 | 2102 | 2017 | 52 | 2184 | 2017 | 53 | 2085 | 2017 | 54 | 2100 | 2017 | 55 | 1972 | 2017 | 56 | 1961 | 2017 | 57 | 1726 | 2017 | 58 | 1628 | 2017 | 59 | 1501 | 2017 | 60 | 1546 | 2017 | 61 | 1395 | 2017 | 62 | 1265 | 2017 | 63 | 1233 | 2017 | 64 | 1106 | 2017 | 65 | 1045 | 2017 | 66 | 890 | 2017 | 67 | 818 | 2017 | 68 | 794 | 2017 | 69 | 719 | 2017 | 70 | 696 | 2017 | 71 | 657 | 2017 | 72 | 611 | 2017 | 73 | 511 | 2017 | 74 | 531 | 2017 | 75 | 407 | 2017 | 76 | 387 | 2017 | 77 | 374 | 2017 | 78 | 306 | 2017 | 79 | 260 | 2017 | 80 | 288 | 2017 | 81 | 251 | 2017 | 82 | 222 | 2017 | 83 | 186 | 2017 | 84 | 185 | 2017 | 85 | 149 | 2017 | 86 | 148 | 2017 | 87 | 137 | 2017 | 88 | 100 | 2017 | 89 | 95 | 2017 | 90 | 77 | 2017 | 91 | 46 | 2017 | 92 | 56 | 2017 | 93 | 38 | 2017 | 94 | 35 | 2017 | 95 | 22 | 2017 | 96 | 18 | 2017 | 97 | 7 | 2017 | 98 | 7 | 2017 | 99 | 7 | 2017 | 100 | 27 | 2017 | NA | NA | NA | 02201 |
| 0 | 2 | 2017 | 1 | 4 | 2017 | 2 | 4 | 2017 | 3 | 3 | 2017 | 4 | 4 | 2017 | 5 | 6 | 2017 | 6 | 4 | 2017 | 7 | 4 | 2017 | 8 | 2 | 2017 | 9 | 4 | 2017 | 10 | 7 | 2017 | 11 | 5 | 2017 | 12 | 4 | 2017 | 13 | 2 | 2017 | 14 | 3 | 2017 | 15 | 2 | 2017 | 16 | 4 | 2017 | 17 | 2 | 2017 | 18 | 2 | 2017 | 19 | 2 | 2017 | 20 | 2 | 2017 | 21 | 2 | 2017 | 22 | 6 | 2017 | 23 | 1 | 2017 | 24 | 6 | 2017 | 25 | 8 | 2017 | 26 | 8 | 2017 | 27 | 7 | 2017 | 28 | 8 | 2017 | 29 | 8 | 2017 | 30 | 5 | 2017 | 31 | 5 | 2017 | 32 | 6 | 2017 | 33 | 8 | 2017 | 34 | 7 | 2017 | 35 | 5 | 2017 | 36 | 10 | 2017 | 37 | 13 | 2017 | 38 | 6 | 2017 | 39 | 5 | 2017 | 40 | 4 | 2017 | 41 | 4 | 2017 | 42 | 3 | 2017 | 43 | 12 | 2017 | 44 | 6 | 2017 | 45 | 5 | 2017 | 46 | 4 | 2017 | 47 | 3 | 2017 | 48 | 8 | 2017 | 49 | 7 | 2017 | 50 | 5 | 2017 | 51 | 4 | 2017 | 52 | 2 | 2017 | 53 | 2 | 2017 | 54 | 6 | 2017 | 55 | 2 | 2017 | 56 | 5 | 2017 | 57 | 6 | 2017 | 58 | 1 | 2017 | 59 | 1 | 2017 | 60 | 4 | 2017 | 61 | 4 | 2017 | 62 | 1 | 2017 | 63 | 1 | 2017 | 64 | 1 | 2017 | NA | NA | NA | 66 | 2 | 2017 | NA | NA | NA | 68 | 1 | 2017 | 69 | 3 | 2017 | 70 | 2 | 2017 | 71 | 1 | 2017 | 72 | 2 | 2017 | 73 | 4 | 2017 | 74 | 1 | 2017 | NA | NA | NA | 76 | 1 | 2017 | 77 | 1 | 2017 | NA | NA | NA | 79 | 1 | 2017 | NA | NA | NA | 81 | 1 | 2017 | 82 | 1 | 2017 | 83 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 87 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 02202 |
| 0 | 130 | 2017 | 1 | 108 | 2017 | 2 | 138 | 2017 | 3 | 128 | 2017 | 4 | 108 | 2017 | 5 | 124 | 2017 | 6 | 125 | 2017 | 7 | 141 | 2017 | 8 | 142 | 2017 | 9 | 114 | 2017 | 10 | 113 | 2017 | 11 | 112 | 2017 | 12 | 115 | 2017 | 13 | 98 | 2017 | 14 | 103 | 2017 | 15 | 101 | 2017 | 16 | 107 | 2017 | 17 | 88 | 2017 | 18 | 79 | 2017 | 19 | 103 | 2017 | 20 | 95 | 2017 | 21 | 137 | 2017 | 22 | 157 | 2017 | 23 | 181 | 2017 | 24 | 244 | 2017 | 25 | 265 | 2017 | 26 | 274 | 2017 | 27 | 297 | 2017 | 28 | 307 | 2017 | 29 | 325 | 2017 | 30 | 267 | 2017 | 31 | 275 | 2017 | 32 | 249 | 2017 | 33 | 262 | 2017 | 34 | 216 | 2017 | 35 | 257 | 2017 | 36 | 270 | 2017 | 37 | 258 | 2017 | 38 | 219 | 2017 | 39 | 185 | 2017 | 40 | 199 | 2017 | 41 | 192 | 2017 | 42 | 192 | 2017 | 43 | 197 | 2017 | 44 | 179 | 2017 | 45 | 155 | 2017 | 46 | 158 | 2017 | 47 | 166 | 2017 | 48 | 143 | 2017 | 49 | 141 | 2017 | 50 | 146 | 2017 | 51 | 150 | 2017 | 52 | 117 | 2017 | 53 | 117 | 2017 | 54 | 110 | 2017 | 55 | 115 | 2017 | 56 | 111 | 2017 | 57 | 94 | 2017 | 58 | 100 | 2017 | 59 | 87 | 2017 | 60 | 95 | 2017 | 61 | 101 | 2017 | 62 | 74 | 2017 | 63 | 77 | 2017 | 64 | 56 | 2017 | 65 | 56 | 2017 | 66 | 48 | 2017 | 67 | 46 | 2017 | 68 | 38 | 2017 | 69 | 46 | 2017 | 70 | 35 | 2017 | 71 | 29 | 2017 | 72 | 43 | 2017 | 73 | 37 | 2017 | 74 | 34 | 2017 | 75 | 32 | 2017 | 76 | 19 | 2017 | 77 | 33 | 2017 | 78 | 36 | 2017 | 79 | 19 | 2017 | 80 | 22 | 2017 | 81 | 15 | 2017 | 82 | 14 | 2017 | 83 | 14 | 2017 | 84 | 17 | 2017 | 85 | 6 | 2017 | 86 | 13 | 2017 | 87 | 11 | 2017 | 88 | 7 | 2017 | 89 | 11 | 2017 | 90 | 4 | 2017 | 91 | 4 | 2017 | 92 | 4 | 2017 | 93 | 3 | 2017 | 94 | 1 | 2017 | 95 | 2 | 2017 | 96 | 2 | 2017 | 97 | 3 | 2017 | 98 | 2 | 2017 | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | 02203 |
| 0 | 351 | 2017 | 1 | 419 | 2017 | 2 | 429 | 2017 | 3 | 384 | 2017 | 4 | 407 | 2017 | 5 | 440 | 2017 | 6 | 479 | 2017 | 7 | 457 | 2017 | 8 | 406 | 2017 | 9 | 410 | 2017 | 10 | 362 | 2017 | 11 | 389 | 2017 | 12 | 381 | 2017 | 13 | 352 | 2017 | 14 | 367 | 2017 | 15 | 380 | 2017 | 16 | 407 | 2017 | 17 | 385 | 2017 | 18 | 310 | 2017 | 19 | 279 | 2017 | 20 | 306 | 2017 | 21 | 298 | 2017 | 22 | 308 | 2017 | 23 | 322 | 2017 | 24 | 392 | 2017 | 25 | 379 | 2017 | 26 | 475 | 2017 | 27 | 406 | 2017 | 28 | 414 | 2017 | 29 | 403 | 2017 | 30 | 408 | 2017 | 31 | 371 | 2017 | 32 | 372 | 2017 | 33 | 342 | 2017 | 34 | 354 | 2017 | 35 | 335 | 2017 | 36 | 321 | 2017 | 37 | 311 | 2017 | 38 | 316 | 2017 | 39 | 331 | 2017 | 40 | 319 | 2017 | 41 | 288 | 2017 | 42 | 328 | 2017 | 43 | 311 | 2017 | 44 | 337 | 2017 | 45 | 327 | 2017 | 46 | 322 | 2017 | 47 | 299 | 2017 | 48 | 285 | 2017 | 49 | 332 | 2017 | 50 | 293 | 2017 | 51 | 262 | 2017 | 52 | 314 | 2017 | 53 | 336 | 2017 | 54 | 346 | 2017 | 55 | 335 | 2017 | 56 | 314 | 2017 | 57 | 309 | 2017 | 58 | 302 | 2017 | 59 | 295 | 2017 | 60 | 278 | 2017 | 61 | 251 | 2017 | 62 | 273 | 2017 | 63 | 262 | 2017 | 64 | 236 | 2017 | 65 | 227 | 2017 | 66 | 201 | 2017 | 67 | 178 | 2017 | 68 | 170 | 2017 | 69 | 177 | 2017 | 70 | 160 | 2017 | 71 | 161 | 2017 | 72 | 130 | 2017 | 73 | 124 | 2017 | 74 | 113 | 2017 | 75 | 107 | 2017 | 76 | 93 | 2017 | 77 | 99 | 2017 | 78 | 77 | 2017 | 79 | 78 | 2017 | 80 | 65 | 2017 | 81 | 73 | 2017 | 82 | 47 | 2017 | 83 | 55 | 2017 | 84 | 53 | 2017 | 85 | 57 | 2017 | 86 | 42 | 2017 | 87 | 52 | 2017 | 88 | 37 | 2017 | 89 | 24 | 2017 | 90 | 15 | 2017 | 91 | 16 | 2017 | 92 | 9 | 2017 | 93 | 8 | 2017 | 94 | 5 | 2017 | 95 | 4 | 2017 | 96 | 4 | 2017 | 97 | 3 | 2017 | 98 | 2 | 2017 | 99 | 1 | 2017 | 100 | 7 | 2017 | NA | NA | NA | 02301 |
| 0 | 58 | 2017 | 1 | 65 | 2017 | 2 | 70 | 2017 | 3 | 57 | 2017 | 4 | 57 | 2017 | 5 | 73 | 2017 | 6 | 60 | 2017 | 7 | 84 | 2017 | 8 | 82 | 2017 | 9 | 78 | 2017 | 10 | 66 | 2017 | 11 | 45 | 2017 | 12 | 65 | 2017 | 13 | 77 | 2017 | 14 | 64 | 2017 | 15 | 76 | 2017 | 16 | 77 | 2017 | 17 | 73 | 2017 | 18 | 51 | 2017 | 19 | 46 | 2017 | 20 | 64 | 2017 | 21 | 68 | 2017 | 22 | 86 | 2017 | 23 | 97 | 2017 | 24 | 119 | 2017 | 25 | 123 | 2017 | 26 | 109 | 2017 | 27 | 143 | 2017 | 28 | 131 | 2017 | 29 | 153 | 2017 | 30 | 131 | 2017 | 31 | 127 | 2017 | 32 | 157 | 2017 | 33 | 144 | 2017 | 34 | 135 | 2017 | 35 | 164 | 2017 | 36 | 113 | 2017 | 37 | 112 | 2017 | 38 | 117 | 2017 | 39 | 116 | 2017 | 40 | 126 | 2017 | 41 | 123 | 2017 | 42 | 119 | 2017 | 43 | 133 | 2017 | 44 | 128 | 2017 | 45 | 122 | 2017 | 46 | 125 | 2017 | 47 | 94 | 2017 | 48 | 95 | 2017 | 49 | 112 | 2017 | 50 | 117 | 2017 | 51 | 106 | 2017 | 52 | 110 | 2017 | 53 | 114 | 2017 | 54 | 120 | 2017 | 55 | 102 | 2017 | 56 | 74 | 2017 | 57 | 68 | 2017 | 58 | 80 | 2017 | 59 | 75 | 2017 | 60 | 62 | 2017 | 61 | 63 | 2017 | 62 | 41 | 2017 | 63 | 61 | 2017 | 64 | 56 | 2017 | 65 | 56 | 2017 | 66 | 32 | 2017 | 67 | 23 | 2017 | 68 | 26 | 2017 | 69 | 19 | 2017 | 70 | 19 | 2017 | 71 | 11 | 2017 | 72 | 11 | 2017 | 73 | 12 | 2017 | 74 | 12 | 2017 | 75 | 8 | 2017 | 76 | 12 | 2017 | 77 | 6 | 2017 | 78 | 6 | 2017 | 79 | 9 | 2017 | 80 | 7 | 2017 | 81 | 5 | 2017 | 82 | 3 | 2017 | 83 | 2 | 2017 | 84 | 2 | 2017 | 85 | 1 | 2017 | 86 | 5 | 2017 | 87 | 3 | 2017 | 88 | 3 | 2017 | 89 | 1 | 2017 | 90 | 1 | 2017 | 91 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 97 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | 02302 |
| 0 | 2203 | 2017 | 1 | 2448 | 2017 | 2 | 2390 | 2017 | 3 | 2415 | 2017 | 4 | 2485 | 2017 | 5 | 2461 | 2017 | 6 | 2645 | 2017 | 7 | 2622 | 2017 | 8 | 2468 | 2017 | 9 | 2244 | 2017 | 10 | 2366 | 2017 | 11 | 2197 | 2017 | 12 | 2172 | 2017 | 13 | 2125 | 2017 | 14 | 2251 | 2017 | 15 | 2276 | 2017 | 16 | 2291 | 2017 | 17 | 2343 | 2017 | 18 | 2412 | 2017 | 19 | 2289 | 2017 | 20 | 2388 | 2017 | 21 | 2406 | 2017 | 22 | 2548 | 2017 | 23 | 2617 | 2017 | 24 | 2732 | 2017 | 25 | 2702 | 2017 | 26 | 2685 | 2017 | 27 | 2807 | 2017 | 28 | 2665 | 2017 | 29 | 2545 | 2017 | 30 | 2409 | 2017 | 31 | 2378 | 2017 | 32 | 2317 | 2017 | 33 | 2187 | 2017 | 34 | 2293 | 2017 | 35 | 2319 | 2017 | 36 | 2202 | 2017 | 37 | 2118 | 2017 | 38 | 1954 | 2017 | 39 | 2075 | 2017 | 40 | 2032 | 2017 | 41 | 1996 | 2017 | 42 | 2086 | 2017 | 43 | 2022 | 2017 | 44 | 1928 | 2017 | 45 | 2013 | 2017 | 46 | 2014 | 2017 | 47 | 1979 | 2017 | 48 | 1966 | 2017 | 49 | 2016 | 2017 | 50 | 2021 | 2017 | 51 | 1895 | 2017 | 52 | 2012 | 2017 | 53 | 1900 | 2017 | 54 | 1910 | 2017 | 55 | 1852 | 2017 | 56 | 1840 | 2017 | 57 | 1662 | 2017 | 58 | 1589 | 2017 | 59 | 1562 | 2017 | 60 | 1480 | 2017 | 61 | 1392 | 2017 | 62 | 1333 | 2017 | 63 | 1234 | 2017 | 64 | 1165 | 2017 | 65 | 1053 | 2017 | 66 | 1036 | 2017 | 67 | 947 | 2017 | 68 | 805 | 2017 | 69 | 849 | 2017 | 70 | 727 | 2017 | 71 | 704 | 2017 | 72 | 720 | 2017 | 73 | 614 | 2017 | 74 | 629 | 2017 | 75 | 597 | 2017 | 76 | 566 | 2017 | 77 | 509 | 2017 | 78 | 396 | 2017 | 79 | 406 | 2017 | 80 | 378 | 2017 | 81 | 389 | 2017 | 82 | 319 | 2017 | 83 | 304 | 2017 | 84 | 252 | 2017 | 85 | 235 | 2017 | 86 | 230 | 2017 | 87 | 189 | 2017 | 88 | 160 | 2017 | 89 | 143 | 2017 | 90 | 97 | 2017 | 91 | 81 | 2017 | 92 | 60 | 2017 | 93 | 51 | 2017 | 94 | 38 | 2017 | 95 | 30 | 2017 | 96 | 19 | 2017 | 97 | 12 | 2017 | 98 | 6 | 2017 | 99 | 7 | 2017 | 100 | 30 | 2017 | NA | NA | NA | 03101 |
| 0 | 235 | 2017 | 1 | 233 | 2017 | 2 | 268 | 2017 | 3 | 247 | 2017 | 4 | 276 | 2017 | 5 | 298 | 2017 | 6 | 321 | 2017 | 7 | 287 | 2017 | 8 | 287 | 2017 | 9 | 289 | 2017 | 10 | 273 | 2017 | 11 | 253 | 2017 | 12 | 240 | 2017 | 13 | 249 | 2017 | 14 | 248 | 2017 | 15 | 273 | 2017 | 16 | 239 | 2017 | 17 | 234 | 2017 | 18 | 248 | 2017 | 19 | 245 | 2017 | 20 | 246 | 2017 | 21 | 255 | 2017 | 22 | 260 | 2017 | 23 | 248 | 2017 | 24 | 261 | 2017 | 25 | 257 | 2017 | 26 | 269 | 2017 | 27 | 290 | 2017 | 28 | 295 | 2017 | 29 | 290 | 2017 | 30 | 267 | 2017 | 31 | 250 | 2017 | 32 | 228 | 2017 | 33 | 258 | 2017 | 34 | 257 | 2017 | 35 | 276 | 2017 | 36 | 254 | 2017 | 37 | 220 | 2017 | 38 | 220 | 2017 | 39 | 210 | 2017 | 40 | 230 | 2017 | 41 | 225 | 2017 | 42 | 204 | 2017 | 43 | 220 | 2017 | 44 | 248 | 2017 | 45 | 241 | 2017 | 46 | 199 | 2017 | 47 | 222 | 2017 | 48 | 209 | 2017 | 49 | 194 | 2017 | 50 | 215 | 2017 | 51 | 239 | 2017 | 52 | 244 | 2017 | 53 | 266 | 2017 | 54 | 274 | 2017 | 55 | 237 | 2017 | 56 | 255 | 2017 | 57 | 220 | 2017 | 58 | 223 | 2017 | 59 | 226 | 2017 | 60 | 199 | 2017 | 61 | 219 | 2017 | 62 | 196 | 2017 | 63 | 174 | 2017 | 64 | 157 | 2017 | 65 | 143 | 2017 | 66 | 120 | 2017 | 67 | 135 | 2017 | 68 | 147 | 2017 | 69 | 109 | 2017 | 70 | 109 | 2017 | 71 | 94 | 2017 | 72 | 94 | 2017 | 73 | 87 | 2017 | 74 | 72 | 2017 | 75 | 66 | 2017 | 76 | 74 | 2017 | 77 | 53 | 2017 | 78 | 55 | 2017 | 79 | 53 | 2017 | 80 | 51 | 2017 | 81 | 41 | 2017 | 82 | 42 | 2017 | 83 | 31 | 2017 | 84 | 38 | 2017 | 85 | 30 | 2017 | 86 | 27 | 2017 | 87 | 23 | 2017 | 88 | 20 | 2017 | 89 | 13 | 2017 | 90 | 6 | 2017 | 91 | 7 | 2017 | 92 | 7 | 2017 | 93 | 2 | 2017 | 94 | 5 | 2017 | 95 | 2 | 2017 | 96 | 3 | 2017 | 97 | 3 | 2017 | 98 | 3 | 2017 | 99 | 3 | 2017 | 100 | 4 | 2017 | NA | NA | NA | 03102 |
| 0 | 212 | 2017 | 1 | 209 | 2017 | 2 | 200 | 2017 | 3 | 183 | 2017 | 4 | 196 | 2017 | 5 | 206 | 2017 | 6 | 247 | 2017 | 7 | 241 | 2017 | 8 | 260 | 2017 | 9 | 209 | 2017 | 10 | 242 | 2017 | 11 | 191 | 2017 | 12 | 188 | 2017 | 13 | 192 | 2017 | 14 | 178 | 2017 | 15 | 176 | 2017 | 16 | 239 | 2017 | 17 | 207 | 2017 | 18 | 181 | 2017 | 19 | 185 | 2017 | 20 | 194 | 2017 | 21 | 208 | 2017 | 22 | 221 | 2017 | 23 | 225 | 2017 | 24 | 249 | 2017 | 25 | 238 | 2017 | 26 | 264 | 2017 | 27 | 236 | 2017 | 28 | 258 | 2017 | 29 | 239 | 2017 | 30 | 219 | 2017 | 31 | 214 | 2017 | 32 | 203 | 2017 | 33 | 207 | 2017 | 34 | 207 | 2017 | 35 | 227 | 2017 | 36 | 206 | 2017 | 37 | 214 | 2017 | 38 | 196 | 2017 | 39 | 190 | 2017 | 40 | 196 | 2017 | 41 | 200 | 2017 | 42 | 196 | 2017 | 43 | 239 | 2017 | 44 | 197 | 2017 | 45 | 195 | 2017 | 46 | 214 | 2017 | 47 | 177 | 2017 | 48 | 211 | 2017 | 49 | 184 | 2017 | 50 | 202 | 2017 | 51 | 208 | 2017 | 52 | 191 | 2017 | 53 | 202 | 2017 | 54 | 197 | 2017 | 55 | 184 | 2017 | 56 | 172 | 2017 | 57 | 153 | 2017 | 58 | 129 | 2017 | 59 | 162 | 2017 | 60 | 125 | 2017 | 61 | 116 | 2017 | 62 | 106 | 2017 | 63 | 114 | 2017 | 64 | 124 | 2017 | 65 | 93 | 2017 | 66 | 83 | 2017 | 67 | 87 | 2017 | 68 | 65 | 2017 | 69 | 58 | 2017 | 70 | 60 | 2017 | 71 | 56 | 2017 | 72 | 53 | 2017 | 73 | 53 | 2017 | 74 | 52 | 2017 | 75 | 46 | 2017 | 76 | 44 | 2017 | 77 | 22 | 2017 | 78 | 39 | 2017 | 79 | 30 | 2017 | 80 | 30 | 2017 | 81 | 33 | 2017 | 82 | 30 | 2017 | 83 | 28 | 2017 | 84 | 22 | 2017 | 85 | 21 | 2017 | 86 | 13 | 2017 | 87 | 8 | 2017 | 88 | 9 | 2017 | 89 | 12 | 2017 | 90 | 5 | 2017 | 91 | 3 | 2017 | 92 | 1 | 2017 | 93 | 2 | 2017 | 94 | 3 | 2017 | NA | NA | NA | 96 | 1 | 2017 | 97 | 2 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA | 03103 |
| 0 | 211 | 2017 | 1 | 170 | 2017 | 2 | 184 | 2017 | 3 | 171 | 2017 | 4 | 205 | 2017 | 5 | 187 | 2017 | 6 | 215 | 2017 | 7 | 239 | 2017 | 8 | 207 | 2017 | 9 | 205 | 2017 | 10 | 204 | 2017 | 11 | 162 | 2017 | 12 | 188 | 2017 | 13 | 198 | 2017 | 14 | 202 | 2017 | 15 | 201 | 2017 | 16 | 190 | 2017 | 17 | 176 | 2017 | 18 | 144 | 2017 | 19 | 113 | 2017 | 20 | 149 | 2017 | 21 | 161 | 2017 | 22 | 176 | 2017 | 23 | 168 | 2017 | 24 | 185 | 2017 | 25 | 181 | 2017 | 26 | 215 | 2017 | 27 | 211 | 2017 | 28 | 203 | 2017 | 29 | 189 | 2017 | 30 | 205 | 2017 | 31 | 170 | 2017 | 32 | 170 | 2017 | 33 | 154 | 2017 | 34 | 142 | 2017 | 35 | 157 | 2017 | 36 | 171 | 2017 | 37 | 168 | 2017 | 38 | 155 | 2017 | 39 | 140 | 2017 | 40 | 150 | 2017 | 41 | 159 | 2017 | 42 | 146 | 2017 | 43 | 153 | 2017 | 44 | 169 | 2017 | 45 | 149 | 2017 | 46 | 151 | 2017 | 47 | 143 | 2017 | 48 | 160 | 2017 | 49 | 125 | 2017 | 50 | 157 | 2017 | 51 | 144 | 2017 | 52 | 144 | 2017 | 53 | 163 | 2017 | 54 | 185 | 2017 | 55 | 137 | 2017 | 56 | 159 | 2017 | 57 | 174 | 2017 | 58 | 149 | 2017 | 59 | 136 | 2017 | 60 | 119 | 2017 | 61 | 111 | 2017 | 62 | 119 | 2017 | 63 | 113 | 2017 | 64 | 116 | 2017 | 65 | 94 | 2017 | 66 | 95 | 2017 | 67 | 85 | 2017 | 68 | 78 | 2017 | 69 | 79 | 2017 | 70 | 84 | 2017 | 71 | 85 | 2017 | 72 | 62 | 2017 | 73 | 69 | 2017 | 74 | 48 | 2017 | 75 | 64 | 2017 | 76 | 50 | 2017 | 77 | 51 | 2017 | 78 | 61 | 2017 | 79 | 47 | 2017 | 80 | 46 | 2017 | 81 | 33 | 2017 | 82 | 34 | 2017 | 83 | 25 | 2017 | 84 | 21 | 2017 | 85 | 27 | 2017 | 86 | 18 | 2017 | 87 | 15 | 2017 | 88 | 17 | 2017 | 89 | 12 | 2017 | 90 | 9 | 2017 | 91 | 9 | 2017 | 92 | 3 | 2017 | 93 | 3 | 2017 | 94 | 8 | 2017 | 95 | 6 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | 98 | 1 | 2017 | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA | 03201 |
| 0 | 166 | 2017 | 1 | 197 | 2017 | 2 | 222 | 2017 | 3 | 212 | 2017 | 4 | 216 | 2017 | 5 | 227 | 2017 | 6 | 255 | 2017 | 7 | 214 | 2017 | 8 | 248 | 2017 | 9 | 213 | 2017 | 10 | 195 | 2017 | 11 | 236 | 2017 | 12 | 223 | 2017 | 13 | 230 | 2017 | 14 | 219 | 2017 | 15 | 234 | 2017 | 16 | 225 | 2017 | 17 | 195 | 2017 | 18 | 142 | 2017 | 19 | 105 | 2017 | 20 | 124 | 2017 | 21 | 148 | 2017 | 22 | 166 | 2017 | 23 | 169 | 2017 | 24 | 160 | 2017 | 25 | 199 | 2017 | 26 | 192 | 2017 | 27 | 238 | 2017 | 28 | 230 | 2017 | 29 | 218 | 2017 | 30 | 217 | 2017 | 31 | 218 | 2017 | 32 | 232 | 2017 | 33 | 245 | 2017 | 34 | 220 | 2017 | 35 | 274 | 2017 | 36 | 216 | 2017 | 37 | 237 | 2017 | 38 | 219 | 2017 | 39 | 214 | 2017 | 40 | 199 | 2017 | 41 | 222 | 2017 | 42 | 244 | 2017 | 43 | 216 | 2017 | 44 | 225 | 2017 | 45 | 208 | 2017 | 46 | 206 | 2017 | 47 | 195 | 2017 | 48 | 223 | 2017 | 49 | 193 | 2017 | 50 | 187 | 2017 | 51 | 168 | 2017 | 52 | 204 | 2017 | 53 | 188 | 2017 | 54 | 204 | 2017 | 55 | 225 | 2017 | 56 | 192 | 2017 | 57 | 163 | 2017 | 58 | 155 | 2017 | 59 | 159 | 2017 | 60 | 146 | 2017 | 61 | 142 | 2017 | 62 | 109 | 2017 | 63 | 133 | 2017 | 64 | 109 | 2017 | 65 | 105 | 2017 | 66 | 82 | 2017 | 67 | 67 | 2017 | 68 | 77 | 2017 | 69 | 63 | 2017 | 70 | 53 | 2017 | 71 | 55 | 2017 | 72 | 63 | 2017 | 73 | 39 | 2017 | 74 | 33 | 2017 | 75 | 42 | 2017 | 76 | 38 | 2017 | 77 | 50 | 2017 | 78 | 36 | 2017 | 79 | 21 | 2017 | 80 | 14 | 2017 | 81 | 29 | 2017 | 82 | 16 | 2017 | 83 | 17 | 2017 | 84 | 11 | 2017 | 85 | 20 | 2017 | 86 | 21 | 2017 | 87 | 13 | 2017 | 88 | 8 | 2017 | 89 | 5 | 2017 | 90 | 5 | 2017 | 91 | 4 | 2017 | 92 | 2 | 2017 | 93 | 1 | 2017 | 94 | 2 | 2017 | 95 | 1 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA | 03202 |
| 0 | 677 | 2017 | 1 | 780 | 2017 | 2 | 804 | 2017 | 3 | 840 | 2017 | 4 | 802 | 2017 | 5 | 831 | 2017 | 6 | 802 | 2017 | 7 | 889 | 2017 | 8 | 792 | 2017 | 9 | 762 | 2017 | 10 | 828 | 2017 | 11 | 748 | 2017 | 12 | 766 | 2017 | 13 | 757 | 2017 | 14 | 774 | 2017 | 15 | 785 | 2017 | 16 | 775 | 2017 | 17 | 750 | 2017 | 18 | 534 | 2017 | 19 | 541 | 2017 | 20 | 620 | 2017 | 21 | 632 | 2017 | 22 | 624 | 2017 | 23 | 719 | 2017 | 24 | 755 | 2017 | 25 | 833 | 2017 | 26 | 837 | 2017 | 27 | 824 | 2017 | 28 | 826 | 2017 | 29 | 728 | 2017 | 30 | 791 | 2017 | 31 | 766 | 2017 | 32 | 773 | 2017 | 33 | 689 | 2017 | 34 | 694 | 2017 | 35 | 694 | 2017 | 36 | 656 | 2017 | 37 | 649 | 2017 | 38 | 704 | 2017 | 39 | 597 | 2017 | 40 | 579 | 2017 | 41 | 595 | 2017 | 42 | 674 | 2017 | 43 | 661 | 2017 | 44 | 675 | 2017 | 45 | 672 | 2017 | 46 | 678 | 2017 | 47 | 661 | 2017 | 48 | 662 | 2017 | 49 | 738 | 2017 | 50 | 751 | 2017 | 51 | 652 | 2017 | 52 | 759 | 2017 | 53 | 769 | 2017 | 54 | 742 | 2017 | 55 | 654 | 2017 | 56 | 590 | 2017 | 57 | 639 | 2017 | 58 | 569 | 2017 | 59 | 591 | 2017 | 60 | 544 | 2017 | 61 | 553 | 2017 | 62 | 495 | 2017 | 63 | 525 | 2017 | 64 | 470 | 2017 | 65 | 473 | 2017 | 66 | 411 | 2017 | 67 | 397 | 2017 | 68 | 379 | 2017 | 69 | 361 | 2017 | 70 | 314 | 2017 | 71 | 331 | 2017 | 72 | 303 | 2017 | 73 | 321 | 2017 | 74 | 325 | 2017 | 75 | 287 | 2017 | 76 | 265 | 2017 | 77 | 227 | 2017 | 78 | 217 | 2017 | 79 | 210 | 2017 | 80 | 185 | 2017 | 81 | 188 | 2017 | 82 | 168 | 2017 | 83 | 140 | 2017 | 84 | 155 | 2017 | 85 | 128 | 2017 | 86 | 103 | 2017 | 87 | 94 | 2017 | 88 | 63 | 2017 | 89 | 70 | 2017 | 90 | 53 | 2017 | 91 | 37 | 2017 | 92 | 49 | 2017 | 93 | 26 | 2017 | 94 | 26 | 2017 | 95 | 15 | 2017 | 96 | 15 | 2017 | 97 | 6 | 2017 | 98 | 15 | 2017 | 99 | 4 | 2017 | 100 | 10 | 2017 | NA | NA | NA | 03301 |
| 0 | 59 | 2017 | 1 | 66 | 2017 | 2 | 72 | 2017 | 3 | 65 | 2017 | 4 | 69 | 2017 | 5 | 77 | 2017 | 6 | 67 | 2017 | 7 | 81 | 2017 | 8 | 82 | 2017 | 9 | 58 | 2017 | 10 | 68 | 2017 | 11 | 71 | 2017 | 12 | 65 | 2017 | 13 | 58 | 2017 | 14 | 65 | 2017 | 15 | 63 | 2017 | 16 | 73 | 2017 | 17 | 47 | 2017 | 18 | 34 | 2017 | 19 | 35 | 2017 | 20 | 41 | 2017 | 21 | 50 | 2017 | 22 | 58 | 2017 | 23 | 58 | 2017 | 24 | 78 | 2017 | 25 | 72 | 2017 | 26 | 73 | 2017 | 27 | 75 | 2017 | 28 | 84 | 2017 | 29 | 83 | 2017 | 30 | 72 | 2017 | 31 | 87 | 2017 | 32 | 69 | 2017 | 33 | 70 | 2017 | 34 | 72 | 2017 | 35 | 80 | 2017 | 36 | 71 | 2017 | 37 | 54 | 2017 | 38 | 81 | 2017 | 39 | 64 | 2017 | 40 | 75 | 2017 | 41 | 69 | 2017 | 42 | 67 | 2017 | 43 | 68 | 2017 | 44 | 81 | 2017 | 45 | 79 | 2017 | 46 | 83 | 2017 | 47 | 79 | 2017 | 48 | 70 | 2017 | 49 | 79 | 2017 | 50 | 71 | 2017 | 51 | 92 | 2017 | 52 | 77 | 2017 | 53 | 79 | 2017 | 54 | 70 | 2017 | 55 | 64 | 2017 | 56 | 68 | 2017 | 57 | 68 | 2017 | 58 | 67 | 2017 | 59 | 64 | 2017 | 60 | 67 | 2017 | 61 | 60 | 2017 | 62 | 61 | 2017 | 63 | 57 | 2017 | 64 | 52 | 2017 | 65 | 55 | 2017 | 66 | 39 | 2017 | 67 | 69 | 2017 | 68 | 32 | 2017 | 69 | 59 | 2017 | 70 | 34 | 2017 | 71 | 64 | 2017 | 72 | 40 | 2017 | 73 | 40 | 2017 | 74 | 42 | 2017 | 75 | 40 | 2017 | 76 | 26 | 2017 | 77 | 39 | 2017 | 78 | 30 | 2017 | 79 | 31 | 2017 | 80 | 30 | 2017 | 81 | 25 | 2017 | 82 | 23 | 2017 | 83 | 17 | 2017 | 84 | 17 | 2017 | 85 | 24 | 2017 | 86 | 6 | 2017 | 87 | 16 | 2017 | 88 | 16 | 2017 | 89 | 10 | 2017 | 90 | 3 | 2017 | 91 | 9 | 2017 | 92 | 4 | 2017 | 93 | 4 | 2017 | 94 | 9 | 2017 | 95 | 4 | 2017 | 96 | 1 | 2017 | 97 | 1 | 2017 | 98 | 1 | 2017 | 99 | 1 | 2017 | 100 | 4 | 2017 | NA | NA | NA | 03302 |
| 0 | 101 | 2017 | 1 | 106 | 2017 | 2 | 119 | 2017 | 3 | 121 | 2017 | 4 | 127 | 2017 | 5 | 108 | 2017 | 6 | 105 | 2017 | 7 | 108 | 2017 | 8 | 121 | 2017 | 9 | 111 | 2017 | 10 | 116 | 2017 | 11 | 110 | 2017 | 12 | 105 | 2017 | 13 | 79 | 2017 | 14 | 89 | 2017 | 15 | 95 | 2017 | 16 | 102 | 2017 | 17 | 95 | 2017 | 18 | 59 | 2017 | 19 | 60 | 2017 | 20 | 84 | 2017 | 21 | 90 | 2017 | 22 | 96 | 2017 | 23 | 91 | 2017 | 24 | 107 | 2017 | 25 | 109 | 2017 | 26 | 118 | 2017 | 27 | 109 | 2017 | 28 | 107 | 2017 | 29 | 107 | 2017 | 30 | 95 | 2017 | 31 | 97 | 2017 | 32 | 83 | 2017 | 33 | 97 | 2017 | 34 | 99 | 2017 | 35 | 92 | 2017 | 36 | 83 | 2017 | 37 | 74 | 2017 | 38 | 78 | 2017 | 39 | 89 | 2017 | 40 | 78 | 2017 | 41 | 79 | 2017 | 42 | 92 | 2017 | 43 | 79 | 2017 | 44 | 88 | 2017 | 45 | 78 | 2017 | 46 | 94 | 2017 | 47 | 85 | 2017 | 48 | 99 | 2017 | 49 | 110 | 2017 | 50 | 100 | 2017 | 51 | 106 | 2017 | 52 | 106 | 2017 | 53 | 110 | 2017 | 54 | 115 | 2017 | 55 | 97 | 2017 | 56 | 96 | 2017 | 57 | 92 | 2017 | 58 | 80 | 2017 | 59 | 79 | 2017 | 60 | 78 | 2017 | 61 | 65 | 2017 | 62 | 70 | 2017 | 63 | 71 | 2017 | 64 | 60 | 2017 | 65 | 65 | 2017 | 66 | 56 | 2017 | 67 | 64 | 2017 | 68 | 50 | 2017 | 69 | 44 | 2017 | 70 | 54 | 2017 | 71 | 50 | 2017 | 72 | 47 | 2017 | 73 | 34 | 2017 | 74 | 41 | 2017 | 75 | 43 | 2017 | 76 | 39 | 2017 | 77 | 37 | 2017 | 78 | 31 | 2017 | 79 | 26 | 2017 | 80 | 24 | 2017 | 81 | 21 | 2017 | 82 | 18 | 2017 | 83 | 15 | 2017 | 84 | 20 | 2017 | 85 | 15 | 2017 | 86 | 20 | 2017 | 87 | 13 | 2017 | 88 | 7 | 2017 | 89 | 9 | 2017 | 90 | 11 | 2017 | 91 | 11 | 2017 | 92 | 9 | 2017 | 93 | 4 | 2017 | 94 | 5 | 2017 | 95 | 2 | 2017 | 96 | 5 | 2017 | 97 | 1 | 2017 | NA | NA | NA | 99 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 03303 |
| 0 | 146 | 2017 | 1 | 139 | 2017 | 2 | 141 | 2017 | 3 | 179 | 2017 | 4 | 175 | 2017 | 5 | 161 | 2017 | 6 | 177 | 2017 | 7 | 164 | 2017 | 8 | 121 | 2017 | 9 | 158 | 2017 | 10 | 125 | 2017 | 11 | 138 | 2017 | 12 | 160 | 2017 | 13 | 133 | 2017 | 14 | 133 | 2017 | 15 | 137 | 2017 | 16 | 143 | 2017 | 17 | 122 | 2017 | 18 | 87 | 2017 | 19 | 83 | 2017 | 20 | 85 | 2017 | 21 | 116 | 2017 | 22 | 132 | 2017 | 23 | 121 | 2017 | 24 | 136 | 2017 | 25 | 149 | 2017 | 26 | 153 | 2017 | 27 | 184 | 2017 | 28 | 184 | 2017 | 29 | 180 | 2017 | 30 | 141 | 2017 | 31 | 149 | 2017 | 32 | 146 | 2017 | 33 | 157 | 2017 | 34 | 148 | 2017 | 35 | 142 | 2017 | 36 | 127 | 2017 | 37 | 147 | 2017 | 38 | 130 | 2017 | 39 | 122 | 2017 | 40 | 119 | 2017 | 41 | 119 | 2017 | 42 | 118 | 2017 | 43 | 109 | 2017 | 44 | 117 | 2017 | 45 | 131 | 2017 | 46 | 103 | 2017 | 47 | 133 | 2017 | 48 | 153 | 2017 | 49 | 130 | 2017 | 50 | 142 | 2017 | 51 | 135 | 2017 | 52 | 166 | 2017 | 53 | 142 | 2017 | 54 | 163 | 2017 | 55 | 143 | 2017 | 56 | 134 | 2017 | 57 | 130 | 2017 | 58 | 162 | 2017 | 59 | 109 | 2017 | 60 | 135 | 2017 | 61 | 138 | 2017 | 62 | 111 | 2017 | 63 | 124 | 2017 | 64 | 104 | 2017 | 65 | 103 | 2017 | 66 | 76 | 2017 | 67 | 76 | 2017 | 68 | 75 | 2017 | 69 | 92 | 2017 | 70 | 55 | 2017 | 71 | 70 | 2017 | 72 | 56 | 2017 | 73 | 49 | 2017 | 74 | 60 | 2017 | 75 | 46 | 2017 | 76 | 51 | 2017 | 77 | 46 | 2017 | 78 | 36 | 2017 | 79 | 43 | 2017 | 80 | 35 | 2017 | 81 | 33 | 2017 | 82 | 27 | 2017 | 83 | 26 | 2017 | 84 | 25 | 2017 | 85 | 25 | 2017 | 86 | 21 | 2017 | 87 | 17 | 2017 | 88 | 13 | 2017 | 89 | 14 | 2017 | 90 | 6 | 2017 | 91 | 11 | 2017 | 92 | 5 | 2017 | 93 | 3 | 2017 | 94 | 2 | 2017 | 95 | 4 | 2017 | 96 | 1 | 2017 | 97 | 2 | 2017 | 98 | 1 | 2017 | 99 | 1 | 2017 | 100 | 2 | 2017 | NA | NA | NA | 03304 |
| 0 | 2658 | 2017 | 1 | 3014 | 2017 | 2 | 3235 | 2017 | 3 | 3218 | 2017 | 4 | 3317 | 2017 | 5 | 3345 | 2017 | 6 | 3428 | 2017 | 7 | 3325 | 2017 | 8 | 3203 | 2017 | 9 | 3126 | 2017 | 10 | 2949 | 2017 | 11 | 2971 | 2017 | 12 | 3113 | 2017 | 13 | 2934 | 2017 | 14 | 3102 | 2017 | 15 | 3177 | 2017 | 16 | 3405 | 2017 | 17 | 3388 | 2017 | 18 | 3789 | 2017 | 19 | 3855 | 2017 | 20 | 4086 | 2017 | 21 | 3946 | 2017 | 22 | 3867 | 2017 | 23 | 3912 | 2017 | 24 | 3855 | 2017 | 25 | 3769 | 2017 | 26 | 3829 | 2017 | 27 | 3727 | 2017 | 28 | 3456 | 2017 | 29 | 3368 | 2017 | 30 | 3201 | 2017 | 31 | 3168 | 2017 | 32 | 2973 | 2017 | 33 | 2947 | 2017 | 34 | 2882 | 2017 | 35 | 3058 | 2017 | 36 | 2923 | 2017 | 37 | 2843 | 2017 | 38 | 2769 | 2017 | 39 | 2680 | 2017 | 40 | 2831 | 2017 | 41 | 2808 | 2017 | 42 | 3040 | 2017 | 43 | 2946 | 2017 | 44 | 2917 | 2017 | 45 | 2925 | 2017 | 46 | 2815 | 2017 | 47 | 2728 | 2017 | 48 | 2789 | 2017 | 49 | 2843 | 2017 | 50 | 2752 | 2017 | 51 | 2853 | 2017 | 52 | 2704 | 2017 | 53 | 2769 | 2017 | 54 | 2772 | 2017 | 55 | 2618 | 2017 | 56 | 2579 | 2017 | 57 | 2424 | 2017 | 58 | 2399 | 2017 | 59 | 2270 | 2017 | 60 | 2167 | 2017 | 61 | 2114 | 2017 | 62 | 2122 | 2017 | 63 | 1950 | 2017 | 64 | 1828 | 2017 | 65 | 1750 | 2017 | 66 | 1673 | 2017 | 67 | 1540 | 2017 | 68 | 1513 | 2017 | 69 | 1405 | 2017 | 70 | 1320 | 2017 | 71 | 1329 | 2017 | 72 | 1238 | 2017 | 73 | 1137 | 2017 | 74 | 1172 | 2017 | 75 | 1057 | 2017 | 76 | 966 | 2017 | 77 | 882 | 2017 | 78 | 783 | 2017 | 79 | 688 | 2017 | 80 | 677 | 2017 | 81 | 707 | 2017 | 82 | 608 | 2017 | 83 | 532 | 2017 | 84 | 494 | 2017 | 85 | 464 | 2017 | 86 | 425 | 2017 | 87 | 369 | 2017 | 88 | 289 | 2017 | 89 | 289 | 2017 | 90 | 200 | 2017 | 91 | 160 | 2017 | 92 | 133 | 2017 | 93 | 111 | 2017 | 94 | 97 | 2017 | 95 | 57 | 2017 | 96 | 49 | 2017 | 97 | 40 | 2017 | 98 | 28 | 2017 | 99 | 29 | 2017 | 100 | 69 | 2017 | NA | NA | NA | 04101 |
| 0 | 3082 | 2017 | 1 | 3507 | 2017 | 2 | 3503 | 2017 | 3 | 3656 | 2017 | 4 | 3658 | 2017 | 5 | 3745 | 2017 | 6 | 3654 | 2017 | 7 | 3632 | 2017 | 8 | 3524 | 2017 | 9 | 3262 | 2017 | 10 | 3184 | 2017 | 11 | 3087 | 2017 | 12 | 3113 | 2017 | 13 | 3132 | 2017 | 14 | 3269 | 2017 | 15 | 3346 | 2017 | 16 | 3387 | 2017 | 17 | 3382 | 2017 | 18 | 3411 | 2017 | 19 | 3446 | 2017 | 20 | 3688 | 2017 | 21 | 3630 | 2017 | 22 | 3666 | 2017 | 23 | 3750 | 2017 | 24 | 3619 | 2017 | 25 | 3748 | 2017 | 26 | 3768 | 2017 | 27 | 3907 | 2017 | 28 | 3729 | 2017 | 29 | 3481 | 2017 | 30 | 3394 | 2017 | 31 | 3190 | 2017 | 32 | 3228 | 2017 | 33 | 3180 | 2017 | 34 | 3293 | 2017 | 35 | 3230 | 2017 | 36 | 3026 | 2017 | 37 | 2892 | 2017 | 38 | 2900 | 2017 | 39 | 2971 | 2017 | 40 | 3010 | 2017 | 41 | 2829 | 2017 | 42 | 3091 | 2017 | 43 | 3063 | 2017 | 44 | 3007 | 2017 | 45 | 2953 | 2017 | 46 | 2840 | 2017 | 47 | 2885 | 2017 | 48 | 2969 | 2017 | 49 | 2940 | 2017 | 50 | 2891 | 2017 | 51 | 2905 | 2017 | 52 | 2803 | 2017 | 53 | 2890 | 2017 | 54 | 2847 | 2017 | 55 | 2696 | 2017 | 56 | 2661 | 2017 | 57 | 2445 | 2017 | 58 | 2477 | 2017 | 59 | 2352 | 2017 | 60 | 2397 | 2017 | 61 | 2232 | 2017 | 62 | 2162 | 2017 | 63 | 2047 | 2017 | 64 | 1977 | 2017 | 65 | 1816 | 2017 | 66 | 1659 | 2017 | 67 | 1608 | 2017 | 68 | 1527 | 2017 | 69 | 1469 | 2017 | 70 | 1331 | 2017 | 71 | 1420 | 2017 | 72 | 1245 | 2017 | 73 | 1095 | 2017 | 74 | 1170 | 2017 | 75 | 1064 | 2017 | 76 | 957 | 2017 | 77 | 871 | 2017 | 78 | 689 | 2017 | 79 | 694 | 2017 | 80 | 652 | 2017 | 81 | 639 | 2017 | 82 | 527 | 2017 | 83 | 484 | 2017 | 84 | 497 | 2017 | 85 | 433 | 2017 | 86 | 411 | 2017 | 87 | 336 | 2017 | 88 | 305 | 2017 | 89 | 309 | 2017 | 90 | 198 | 2017 | 91 | 167 | 2017 | 92 | 120 | 2017 | 93 | 91 | 2017 | 94 | 84 | 2017 | 95 | 59 | 2017 | 96 | 40 | 2017 | 97 | 33 | 2017 | 98 | 30 | 2017 | 99 | 12 | 2017 | 100 | 49 | 2017 | NA | NA | NA | 04102 |
| 0 | 145 | 2017 | 1 | 160 | 2017 | 2 | 150 | 2017 | 3 | 173 | 2017 | 4 | 182 | 2017 | 5 | 161 | 2017 | 6 | 211 | 2017 | 7 | 177 | 2017 | 8 | 169 | 2017 | 9 | 146 | 2017 | 10 | 143 | 2017 | 11 | 169 | 2017 | 12 | 149 | 2017 | 13 | 153 | 2017 | 14 | 166 | 2017 | 15 | 150 | 2017 | 16 | 139 | 2017 | 17 | 142 | 2017 | 18 | 142 | 2017 | 19 | 151 | 2017 | 20 | 153 | 2017 | 21 | 148 | 2017 | 22 | 137 | 2017 | 23 | 156 | 2017 | 24 | 151 | 2017 | 25 | 152 | 2017 | 26 | 172 | 2017 | 27 | 164 | 2017 | 28 | 183 | 2017 | 29 | 144 | 2017 | 30 | 132 | 2017 | 31 | 140 | 2017 | 32 | 144 | 2017 | 33 | 133 | 2017 | 34 | 125 | 2017 | 35 | 131 | 2017 | 36 | 155 | 2017 | 37 | 117 | 2017 | 38 | 104 | 2017 | 39 | 113 | 2017 | 40 | 113 | 2017 | 41 | 144 | 2017 | 42 | 142 | 2017 | 43 | 150 | 2017 | 44 | 136 | 2017 | 45 | 153 | 2017 | 46 | 126 | 2017 | 47 | 152 | 2017 | 48 | 146 | 2017 | 49 | 179 | 2017 | 50 | 178 | 2017 | 51 | 163 | 2017 | 52 | 179 | 2017 | 53 | 129 | 2017 | 54 | 170 | 2017 | 55 | 151 | 2017 | 56 | 154 | 2017 | 57 | 140 | 2017 | 58 | 130 | 2017 | 59 | 125 | 2017 | 60 | 109 | 2017 | 61 | 114 | 2017 | 62 | 111 | 2017 | 63 | 106 | 2017 | 64 | 111 | 2017 | 65 | 96 | 2017 | 66 | 103 | 2017 | 67 | 86 | 2017 | 68 | 94 | 2017 | 69 | 81 | 2017 | 70 | 74 | 2017 | 71 | 85 | 2017 | 72 | 73 | 2017 | 73 | 65 | 2017 | 74 | 84 | 2017 | 75 | 67 | 2017 | 76 | 68 | 2017 | 77 | 63 | 2017 | 78 | 55 | 2017 | 79 | 50 | 2017 | 80 | 49 | 2017 | 81 | 55 | 2017 | 82 | 36 | 2017 | 83 | 40 | 2017 | 84 | 26 | 2017 | 85 | 19 | 2017 | 86 | 33 | 2017 | 87 | 9 | 2017 | 88 | 21 | 2017 | 89 | 16 | 2017 | 90 | 10 | 2017 | 91 | 6 | 2017 | 92 | 4 | 2017 | 93 | 9 | 2017 | 94 | 4 | 2017 | 95 | 6 | 2017 | 96 | 3 | 2017 | 97 | 4 | 2017 | 98 | 3 | 2017 | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA | 04103 |
| 0 | 53 | 2017 | 1 | 62 | 2017 | 2 | 78 | 2017 | 3 | 48 | 2017 | 4 | 78 | 2017 | 5 | 67 | 2017 | 6 | 72 | 2017 | 7 | 76 | 2017 | 8 | 62 | 2017 | 9 | 68 | 2017 | 10 | 72 | 2017 | 11 | 66 | 2017 | 12 | 52 | 2017 | 13 | 56 | 2017 | 14 | 51 | 2017 | 15 | 56 | 2017 | 16 | 52 | 2017 | 17 | 62 | 2017 | 18 | 44 | 2017 | 19 | 48 | 2017 | 20 | 37 | 2017 | 21 | 59 | 2017 | 22 | 66 | 2017 | 23 | 34 | 2017 | 24 | 57 | 2017 | 25 | 61 | 2017 | 26 | 54 | 2017 | 27 | 54 | 2017 | 28 | 51 | 2017 | 29 | 50 | 2017 | 30 | 45 | 2017 | 31 | 43 | 2017 | 32 | 50 | 2017 | 33 | 41 | 2017 | 34 | 52 | 2017 | 35 | 58 | 2017 | 36 | 57 | 2017 | 37 | 52 | 2017 | 38 | 49 | 2017 | 39 | 55 | 2017 | 40 | 58 | 2017 | 41 | 53 | 2017 | 42 | 62 | 2017 | 43 | 52 | 2017 | 44 | 65 | 2017 | 45 | 65 | 2017 | 46 | 50 | 2017 | 47 | 57 | 2017 | 48 | 60 | 2017 | 49 | 49 | 2017 | 50 | 71 | 2017 | 51 | 64 | 2017 | 52 | 66 | 2017 | 53 | 42 | 2017 | 54 | 79 | 2017 | 55 | 61 | 2017 | 56 | 58 | 2017 | 57 | 50 | 2017 | 58 | 69 | 2017 | 59 | 53 | 2017 | 60 | 57 | 2017 | 61 | 69 | 2017 | 62 | 33 | 2017 | 63 | 39 | 2017 | 64 | 44 | 2017 | 65 | 55 | 2017 | 66 | 48 | 2017 | 67 | 24 | 2017 | 68 | 44 | 2017 | 69 | 32 | 2017 | 70 | 30 | 2017 | 71 | 39 | 2017 | 72 | 29 | 2017 | 73 | 26 | 2017 | 74 | 34 | 2017 | 75 | 18 | 2017 | 76 | 26 | 2017 | 77 | 18 | 2017 | 78 | 15 | 2017 | 79 | 17 | 2017 | 80 | 16 | 2017 | 81 | 19 | 2017 | 82 | 12 | 2017 | 83 | 6 | 2017 | 84 | 9 | 2017 | 85 | 11 | 2017 | 86 | 7 | 2017 | 87 | 7 | 2017 | 88 | 5 | 2017 | 89 | 7 | 2017 | 90 | 4 | 2017 | 91 | 2 | 2017 | 92 | 2 | 2017 | 93 | 1 | 2017 | 94 | 1 | 2017 | NA | NA | NA | 96 | 1 | 2017 | NA | NA | NA | 98 | 1 | 2017 | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | 04104 |
| 0 | 39 | 2017 | 1 | 58 | 2017 | 2 | 49 | 2017 | 3 | 64 | 2017 | 4 | 58 | 2017 | 5 | 54 | 2017 | 6 | 62 | 2017 | 7 | 78 | 2017 | 8 | 58 | 2017 | 9 | 48 | 2017 | 10 | 64 | 2017 | 11 | 59 | 2017 | 12 | 51 | 2017 | 13 | 47 | 2017 | 14 | 53 | 2017 | 15 | 68 | 2017 | 16 | 58 | 2017 | 17 | 49 | 2017 | 18 | 35 | 2017 | 19 | 43 | 2017 | 20 | 46 | 2017 | 21 | 33 | 2017 | 22 | 59 | 2017 | 23 | 47 | 2017 | 24 | 69 | 2017 | 25 | 58 | 2017 | 26 | 79 | 2017 | 27 | 80 | 2017 | 28 | 65 | 2017 | 29 | 80 | 2017 | 30 | 71 | 2017 | 31 | 59 | 2017 | 32 | 61 | 2017 | 33 | 58 | 2017 | 34 | 66 | 2017 | 35 | 52 | 2017 | 36 | 51 | 2017 | 37 | 50 | 2017 | 38 | 50 | 2017 | 39 | 59 | 2017 | 40 | 47 | 2017 | 41 | 65 | 2017 | 42 | 59 | 2017 | 43 | 70 | 2017 | 44 | 53 | 2017 | 45 | 73 | 2017 | 46 | 69 | 2017 | 47 | 71 | 2017 | 48 | 72 | 2017 | 49 | 63 | 2017 | 50 | 65 | 2017 | 51 | 77 | 2017 | 52 | 73 | 2017 | 53 | 72 | 2017 | 54 | 67 | 2017 | 55 | 65 | 2017 | 56 | 62 | 2017 | 57 | 76 | 2017 | 58 | 51 | 2017 | 59 | 66 | 2017 | 60 | 42 | 2017 | 61 | 53 | 2017 | 62 | 51 | 2017 | 63 | 46 | 2017 | 64 | 46 | 2017 | 65 | 47 | 2017 | 66 | 43 | 2017 | 67 | 39 | 2017 | 68 | 25 | 2017 | 69 | 39 | 2017 | 70 | 28 | 2017 | 71 | 35 | 2017 | 72 | 41 | 2017 | 73 | 30 | 2017 | 74 | 28 | 2017 | 75 | 30 | 2017 | 76 | 29 | 2017 | 77 | 21 | 2017 | 78 | 22 | 2017 | 79 | 29 | 2017 | 80 | 12 | 2017 | 81 | 21 | 2017 | 82 | 18 | 2017 | 83 | 14 | 2017 | 84 | 9 | 2017 | 85 | 19 | 2017 | 86 | 14 | 2017 | 87 | 18 | 2017 | 88 | 7 | 2017 | 89 | 11 | 2017 | 90 | 4 | 2017 | 91 | 9 | 2017 | 92 | 4 | 2017 | 93 | 4 | 2017 | 94 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 99 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 04105 |
| 0 | 320 | 2017 | 1 | 352 | 2017 | 2 | 427 | 2017 | 3 | 400 | 2017 | 4 | 416 | 2017 | 5 | 456 | 2017 | 6 | 465 | 2017 | 7 | 438 | 2017 | 8 | 441 | 2017 | 9 | 398 | 2017 | 10 | 381 | 2017 | 11 | 405 | 2017 | 12 | 385 | 2017 | 13 | 393 | 2017 | 14 | 389 | 2017 | 15 | 398 | 2017 | 16 | 440 | 2017 | 17 | 394 | 2017 | 18 | 353 | 2017 | 19 | 365 | 2017 | 20 | 365 | 2017 | 21 | 356 | 2017 | 22 | 380 | 2017 | 23 | 382 | 2017 | 24 | 422 | 2017 | 25 | 415 | 2017 | 26 | 422 | 2017 | 27 | 440 | 2017 | 28 | 393 | 2017 | 29 | 419 | 2017 | 30 | 371 | 2017 | 31 | 394 | 2017 | 32 | 373 | 2017 | 33 | 373 | 2017 | 34 | 366 | 2017 | 35 | 360 | 2017 | 36 | 342 | 2017 | 37 | 348 | 2017 | 38 | 334 | 2017 | 39 | 346 | 2017 | 40 | 363 | 2017 | 41 | 373 | 2017 | 42 | 403 | 2017 | 43 | 369 | 2017 | 44 | 360 | 2017 | 45 | 382 | 2017 | 46 | 360 | 2017 | 47 | 359 | 2017 | 48 | 377 | 2017 | 49 | 428 | 2017 | 50 | 428 | 2017 | 51 | 373 | 2017 | 52 | 383 | 2017 | 53 | 375 | 2017 | 54 | 356 | 2017 | 55 | 359 | 2017 | 56 | 340 | 2017 | 57 | 336 | 2017 | 58 | 316 | 2017 | 59 | 301 | 2017 | 60 | 295 | 2017 | 61 | 315 | 2017 | 62 | 260 | 2017 | 63 | 275 | 2017 | 64 | 236 | 2017 | 65 | 223 | 2017 | 66 | 206 | 2017 | 67 | 199 | 2017 | 68 | 193 | 2017 | 69 | 210 | 2017 | 70 | 170 | 2017 | 71 | 205 | 2017 | 72 | 145 | 2017 | 73 | 184 | 2017 | 74 | 162 | 2017 | 75 | 165 | 2017 | 76 | 128 | 2017 | 77 | 126 | 2017 | 78 | 137 | 2017 | 79 | 121 | 2017 | 80 | 113 | 2017 | 81 | 95 | 2017 | 82 | 71 | 2017 | 83 | 78 | 2017 | 84 | 102 | 2017 | 85 | 74 | 2017 | 86 | 62 | 2017 | 87 | 39 | 2017 | 88 | 46 | 2017 | 89 | 40 | 2017 | 90 | 30 | 2017 | 91 | 21 | 2017 | 92 | 19 | 2017 | 93 | 23 | 2017 | 94 | 13 | 2017 | 95 | 7 | 2017 | 96 | 5 | 2017 | 97 | 9 | 2017 | 98 | 2 | 2017 | 99 | 3 | 2017 | 100 | 6 | 2017 | NA | NA | NA | 04106 |
| 0 | 361 | 2017 | 1 | 444 | 2017 | 2 | 472 | 2017 | 3 | 444 | 2017 | 4 | 424 | 2017 | 5 | 499 | 2017 | 6 | 470 | 2017 | 7 | 461 | 2017 | 8 | 453 | 2017 | 9 | 457 | 2017 | 10 | 438 | 2017 | 11 | 468 | 2017 | 12 | 419 | 2017 | 13 | 439 | 2017 | 14 | 512 | 2017 | 15 | 528 | 2017 | 16 | 557 | 2017 | 17 | 465 | 2017 | 18 | 326 | 2017 | 19 | 250 | 2017 | 20 | 282 | 2017 | 21 | 302 | 2017 | 22 | 373 | 2017 | 23 | 351 | 2017 | 24 | 390 | 2017 | 25 | 410 | 2017 | 26 | 435 | 2017 | 27 | 402 | 2017 | 28 | 456 | 2017 | 29 | 437 | 2017 | 30 | 417 | 2017 | 31 | 434 | 2017 | 32 | 445 | 2017 | 33 | 401 | 2017 | 34 | 415 | 2017 | 35 | 429 | 2017 | 36 | 409 | 2017 | 37 | 364 | 2017 | 38 | 369 | 2017 | 39 | 363 | 2017 | 40 | 379 | 2017 | 41 | 332 | 2017 | 42 | 397 | 2017 | 43 | 429 | 2017 | 44 | 348 | 2017 | 45 | 412 | 2017 | 46 | 383 | 2017 | 47 | 454 | 2017 | 48 | 418 | 2017 | 49 | 443 | 2017 | 50 | 430 | 2017 | 51 | 446 | 2017 | 52 | 403 | 2017 | 53 | 411 | 2017 | 54 | 415 | 2017 | 55 | 446 | 2017 | 56 | 429 | 2017 | 57 | 373 | 2017 | 58 | 357 | 2017 | 59 | 425 | 2017 | 60 | 374 | 2017 | 61 | 325 | 2017 | 62 | 309 | 2017 | 63 | 334 | 2017 | 64 | 295 | 2017 | 65 | 302 | 2017 | 66 | 301 | 2017 | 67 | 308 | 2017 | 68 | 270 | 2017 | 69 | 236 | 2017 | 70 | 231 | 2017 | 71 | 221 | 2017 | 72 | 223 | 2017 | 73 | 215 | 2017 | 74 | 194 | 2017 | 75 | 191 | 2017 | 76 | 174 | 2017 | 77 | 172 | 2017 | 78 | 135 | 2017 | 79 | 112 | 2017 | 80 | 115 | 2017 | 81 | 120 | 2017 | 82 | 107 | 2017 | 83 | 95 | 2017 | 84 | 100 | 2017 | 85 | 80 | 2017 | 86 | 63 | 2017 | 87 | 74 | 2017 | 88 | 61 | 2017 | 89 | 46 | 2017 | 90 | 30 | 2017 | 91 | 18 | 2017 | 92 | 33 | 2017 | 93 | 21 | 2017 | 94 | 15 | 2017 | 95 | 17 | 2017 | 96 | 11 | 2017 | 97 | 6 | 2017 | 98 | 3 | 2017 | 99 | 3 | 2017 | 100 | 7 | 2017 | NA | NA | NA | 04201 |
| 0 | 84 | 2017 | 1 | 109 | 2017 | 2 | 109 | 2017 | 3 | 117 | 2017 | 4 | 108 | 2017 | 5 | 95 | 2017 | 6 | 131 | 2017 | 7 | 122 | 2017 | 8 | 112 | 2017 | 9 | 124 | 2017 | 10 | 106 | 2017 | 11 | 125 | 2017 | 12 | 101 | 2017 | 13 | 112 | 2017 | 14 | 105 | 2017 | 15 | 131 | 2017 | 16 | 94 | 2017 | 17 | 99 | 2017 | 18 | 69 | 2017 | 19 | 64 | 2017 | 20 | 85 | 2017 | 21 | 77 | 2017 | 22 | 109 | 2017 | 23 | 91 | 2017 | 24 | 111 | 2017 | 25 | 97 | 2017 | 26 | 120 | 2017 | 27 | 111 | 2017 | 28 | 113 | 2017 | 29 | 114 | 2017 | 30 | 98 | 2017 | 31 | 108 | 2017 | 32 | 86 | 2017 | 33 | 91 | 2017 | 34 | 100 | 2017 | 35 | 111 | 2017 | 36 | 102 | 2017 | 37 | 113 | 2017 | 38 | 104 | 2017 | 39 | 98 | 2017 | 40 | 117 | 2017 | 41 | 106 | 2017 | 42 | 122 | 2017 | 43 | 116 | 2017 | 44 | 111 | 2017 | 45 | 123 | 2017 | 46 | 104 | 2017 | 47 | 109 | 2017 | 48 | 126 | 2017 | 49 | 134 | 2017 | 50 | 158 | 2017 | 51 | 110 | 2017 | 52 | 174 | 2017 | 53 | 123 | 2017 | 54 | 148 | 2017 | 55 | 132 | 2017 | 56 | 134 | 2017 | 57 | 117 | 2017 | 58 | 154 | 2017 | 59 | 126 | 2017 | 60 | 127 | 2017 | 61 | 117 | 2017 | 62 | 108 | 2017 | 63 | 110 | 2017 | 64 | 110 | 2017 | 65 | 108 | 2017 | 66 | 115 | 2017 | 67 | 116 | 2017 | 68 | 104 | 2017 | 69 | 71 | 2017 | 70 | 87 | 2017 | 71 | 73 | 2017 | 72 | 73 | 2017 | 73 | 78 | 2017 | 74 | 76 | 2017 | 75 | 79 | 2017 | 76 | 77 | 2017 | 77 | 81 | 2017 | 78 | 68 | 2017 | 79 | 69 | 2017 | 80 | 71 | 2017 | 81 | 43 | 2017 | 82 | 52 | 2017 | 83 | 62 | 2017 | 84 | 53 | 2017 | 85 | 48 | 2017 | 86 | 43 | 2017 | 87 | 37 | 2017 | 88 | 44 | 2017 | 89 | 20 | 2017 | 90 | 19 | 2017 | 91 | 8 | 2017 | 92 | 13 | 2017 | 93 | 7 | 2017 | 94 | 8 | 2017 | 95 | 9 | 2017 | 96 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 100 | 5 | 2017 | NA | NA | NA | 04202 |
| 0 | 270 | 2017 | 1 | 324 | 2017 | 2 | 293 | 2017 | 3 | 297 | 2017 | 4 | 312 | 2017 | 5 | 317 | 2017 | 6 | 324 | 2017 | 7 | 328 | 2017 | 8 | 335 | 2017 | 9 | 288 | 2017 | 10 | 316 | 2017 | 11 | 291 | 2017 | 12 | 266 | 2017 | 13 | 277 | 2017 | 14 | 241 | 2017 | 15 | 287 | 2017 | 16 | 292 | 2017 | 17 | 253 | 2017 | 18 | 187 | 2017 | 19 | 199 | 2017 | 20 | 237 | 2017 | 21 | 236 | 2017 | 22 | 278 | 2017 | 23 | 300 | 2017 | 24 | 349 | 2017 | 25 | 290 | 2017 | 26 | 304 | 2017 | 27 | 358 | 2017 | 28 | 368 | 2017 | 29 | 345 | 2017 | 30 | 345 | 2017 | 31 | 333 | 2017 | 32 | 301 | 2017 | 33 | 317 | 2017 | 34 | 330 | 2017 | 35 | 304 | 2017 | 36 | 276 | 2017 | 37 | 289 | 2017 | 38 | 253 | 2017 | 39 | 289 | 2017 | 40 | 267 | 2017 | 41 | 264 | 2017 | 42 | 302 | 2017 | 43 | 306 | 2017 | 44 | 269 | 2017 | 45 | 265 | 2017 | 46 | 270 | 2017 | 47 | 273 | 2017 | 48 | 268 | 2017 | 49 | 298 | 2017 | 50 | 291 | 2017 | 51 | 287 | 2017 | 52 | 314 | 2017 | 53 | 308 | 2017 | 54 | 309 | 2017 | 55 | 276 | 2017 | 56 | 299 | 2017 | 57 | 278 | 2017 | 58 | 278 | 2017 | 59 | 275 | 2017 | 60 | 218 | 2017 | 61 | 243 | 2017 | 62 | 226 | 2017 | 63 | 227 | 2017 | 64 | 187 | 2017 | 65 | 193 | 2017 | 66 | 185 | 2017 | 67 | 182 | 2017 | 68 | 153 | 2017 | 69 | 150 | 2017 | 70 | 157 | 2017 | 71 | 156 | 2017 | 72 | 140 | 2017 | 73 | 136 | 2017 | 74 | 117 | 2017 | 75 | 123 | 2017 | 76 | 123 | 2017 | 77 | 103 | 2017 | 78 | 106 | 2017 | 79 | 92 | 2017 | 80 | 121 | 2017 | 81 | 89 | 2017 | 82 | 77 | 2017 | 83 | 53 | 2017 | 84 | 48 | 2017 | 85 | 50 | 2017 | 86 | 40 | 2017 | 87 | 47 | 2017 | 88 | 27 | 2017 | 89 | 24 | 2017 | 90 | 14 | 2017 | 91 | 11 | 2017 | 92 | 18 | 2017 | 93 | 13 | 2017 | 94 | 9 | 2017 | 95 | 10 | 2017 | 96 | 6 | 2017 | 97 | 2 | 2017 | 98 | 3 | 2017 | 99 | 2 | 2017 | 100 | 5 | 2017 | NA | NA | NA | 04203 |
| 0 | 322 | 2017 | 1 | 378 | 2017 | 2 | 367 | 2017 | 3 | 375 | 2017 | 4 | 389 | 2017 | 5 | 423 | 2017 | 6 | 437 | 2017 | 7 | 391 | 2017 | 8 | 412 | 2017 | 9 | 380 | 2017 | 10 | 358 | 2017 | 11 | 371 | 2017 | 12 | 381 | 2017 | 13 | 415 | 2017 | 14 | 360 | 2017 | 15 | 400 | 2017 | 16 | 376 | 2017 | 17 | 405 | 2017 | 18 | 234 | 2017 | 19 | 211 | 2017 | 20 | 266 | 2017 | 21 | 296 | 2017 | 22 | 363 | 2017 | 23 | 356 | 2017 | 24 | 381 | 2017 | 25 | 430 | 2017 | 26 | 487 | 2017 | 27 | 466 | 2017 | 28 | 470 | 2017 | 29 | 462 | 2017 | 30 | 489 | 2017 | 31 | 482 | 2017 | 32 | 481 | 2017 | 33 | 455 | 2017 | 34 | 452 | 2017 | 35 | 464 | 2017 | 36 | 391 | 2017 | 37 | 454 | 2017 | 38 | 423 | 2017 | 39 | 419 | 2017 | 40 | 431 | 2017 | 41 | 455 | 2017 | 42 | 462 | 2017 | 43 | 452 | 2017 | 44 | 431 | 2017 | 45 | 442 | 2017 | 46 | 437 | 2017 | 47 | 446 | 2017 | 48 | 433 | 2017 | 49 | 444 | 2017 | 50 | 441 | 2017 | 51 | 444 | 2017 | 52 | 409 | 2017 | 53 | 397 | 2017 | 54 | 387 | 2017 | 55 | 398 | 2017 | 56 | 402 | 2017 | 57 | 335 | 2017 | 58 | 326 | 2017 | 59 | 336 | 2017 | 60 | 339 | 2017 | 61 | 319 | 2017 | 62 | 299 | 2017 | 63 | 265 | 2017 | 64 | 264 | 2017 | 65 | 287 | 2017 | 66 | 227 | 2017 | 67 | 254 | 2017 | 68 | 210 | 2017 | 69 | 200 | 2017 | 70 | 185 | 2017 | 71 | 197 | 2017 | 72 | 220 | 2017 | 73 | 182 | 2017 | 74 | 169 | 2017 | 75 | 166 | 2017 | 76 | 151 | 2017 | 77 | 119 | 2017 | 78 | 116 | 2017 | 79 | 113 | 2017 | 80 | 110 | 2017 | 81 | 102 | 2017 | 82 | 101 | 2017 | 83 | 78 | 2017 | 84 | 68 | 2017 | 85 | 60 | 2017 | 86 | 76 | 2017 | 87 | 63 | 2017 | 88 | 46 | 2017 | 89 | 38 | 2017 | 90 | 26 | 2017 | 91 | 24 | 2017 | 92 | 17 | 2017 | 93 | 19 | 2017 | 94 | 17 | 2017 | 95 | 9 | 2017 | 96 | 7 | 2017 | 97 | 4 | 2017 | 98 | 5 | 2017 | 99 | 5 | 2017 | 100 | 10 | 2017 | NA | NA | NA | 04204 |
| 0 | 1493 | 2017 | 1 | 1648 | 2017 | 2 | 1739 | 2017 | 3 | 1735 | 2017 | 4 | 1801 | 2017 | 5 | 1667 | 2017 | 6 | 1797 | 2017 | 7 | 1782 | 2017 | 8 | 1710 | 2017 | 9 | 1628 | 2017 | 10 | 1582 | 2017 | 11 | 1633 | 2017 | 12 | 1559 | 2017 | 13 | 1530 | 2017 | 14 | 1582 | 2017 | 15 | 1638 | 2017 | 16 | 1803 | 2017 | 17 | 1739 | 2017 | 18 | 1345 | 2017 | 19 | 1388 | 2017 | 20 | 1454 | 2017 | 21 | 1413 | 2017 | 22 | 1594 | 2017 | 23 | 1684 | 2017 | 24 | 1723 | 2017 | 25 | 1676 | 2017 | 26 | 1728 | 2017 | 27 | 1797 | 2017 | 28 | 1808 | 2017 | 29 | 1676 | 2017 | 30 | 1629 | 2017 | 31 | 1644 | 2017 | 32 | 1500 | 2017 | 33 | 1470 | 2017 | 34 | 1497 | 2017 | 35 | 1567 | 2017 | 36 | 1415 | 2017 | 37 | 1446 | 2017 | 38 | 1410 | 2017 | 39 | 1336 | 2017 | 40 | 1408 | 2017 | 41 | 1434 | 2017 | 42 | 1581 | 2017 | 43 | 1494 | 2017 | 44 | 1497 | 2017 | 45 | 1412 | 2017 | 46 | 1324 | 2017 | 47 | 1295 | 2017 | 48 | 1497 | 2017 | 49 | 1497 | 2017 | 50 | 1476 | 2017 | 51 | 1498 | 2017 | 52 | 1560 | 2017 | 53 | 1384 | 2017 | 54 | 1488 | 2017 | 55 | 1360 | 2017 | 56 | 1364 | 2017 | 57 | 1317 | 2017 | 58 | 1302 | 2017 | 59 | 1154 | 2017 | 60 | 1112 | 2017 | 61 | 1167 | 2017 | 62 | 1042 | 2017 | 63 | 1051 | 2017 | 64 | 941 | 2017 | 65 | 892 | 2017 | 66 | 869 | 2017 | 67 | 770 | 2017 | 68 | 768 | 2017 | 69 | 735 | 2017 | 70 | 656 | 2017 | 71 | 673 | 2017 | 72 | 691 | 2017 | 73 | 637 | 2017 | 74 | 635 | 2017 | 75 | 574 | 2017 | 76 | 550 | 2017 | 77 | 515 | 2017 | 78 | 415 | 2017 | 79 | 416 | 2017 | 80 | 401 | 2017 | 81 | 391 | 2017 | 82 | 360 | 2017 | 83 | 339 | 2017 | 84 | 329 | 2017 | 85 | 291 | 2017 | 86 | 280 | 2017 | 87 | 250 | 2017 | 88 | 169 | 2017 | 89 | 196 | 2017 | 90 | 97 | 2017 | 91 | 90 | 2017 | 92 | 90 | 2017 | 93 | 56 | 2017 | 94 | 52 | 2017 | 95 | 44 | 2017 | 96 | 32 | 2017 | 97 | 23 | 2017 | 98 | 20 | 2017 | 99 | 11 | 2017 | 100 | 34 | 2017 | NA | NA | NA | 04301 |
| 0 | 132 | 2017 | 1 | 143 | 2017 | 2 | 158 | 2017 | 3 | 182 | 2017 | 4 | 160 | 2017 | 5 | 185 | 2017 | 6 | 155 | 2017 | 7 | 152 | 2017 | 8 | 157 | 2017 | 9 | 197 | 2017 | 10 | 171 | 2017 | 11 | 180 | 2017 | 12 | 168 | 2017 | 13 | 159 | 2017 | 14 | 140 | 2017 | 15 | 152 | 2017 | 16 | 203 | 2017 | 17 | 134 | 2017 | 18 | 102 | 2017 | 19 | 77 | 2017 | 20 | 123 | 2017 | 21 | 117 | 2017 | 22 | 145 | 2017 | 23 | 129 | 2017 | 24 | 133 | 2017 | 25 | 159 | 2017 | 26 | 161 | 2017 | 27 | 160 | 2017 | 28 | 160 | 2017 | 29 | 135 | 2017 | 30 | 132 | 2017 | 31 | 161 | 2017 | 32 | 169 | 2017 | 33 | 157 | 2017 | 34 | 152 | 2017 | 35 | 167 | 2017 | 36 | 166 | 2017 | 37 | 168 | 2017 | 38 | 160 | 2017 | 39 | 168 | 2017 | 40 | 178 | 2017 | 41 | 191 | 2017 | 42 | 179 | 2017 | 43 | 203 | 2017 | 44 | 205 | 2017 | 45 | 194 | 2017 | 46 | 195 | 2017 | 47 | 163 | 2017 | 48 | 191 | 2017 | 49 | 214 | 2017 | 50 | 208 | 2017 | 51 | 207 | 2017 | 52 | 205 | 2017 | 53 | 175 | 2017 | 54 | 236 | 2017 | 55 | 181 | 2017 | 56 | 192 | 2017 | 57 | 177 | 2017 | 58 | 190 | 2017 | 59 | 173 | 2017 | 60 | 152 | 2017 | 61 | 155 | 2017 | 62 | 178 | 2017 | 63 | 176 | 2017 | 64 | 154 | 2017 | 65 | 148 | 2017 | 66 | 130 | 2017 | 67 | 141 | 2017 | 68 | 148 | 2017 | 69 | 135 | 2017 | 70 | 118 | 2017 | 71 | 120 | 2017 | 72 | 118 | 2017 | 73 | 122 | 2017 | 74 | 107 | 2017 | 75 | 131 | 2017 | 76 | 116 | 2017 | 77 | 122 | 2017 | 78 | 103 | 2017 | 79 | 77 | 2017 | 80 | 79 | 2017 | 81 | 86 | 2017 | 82 | 75 | 2017 | 83 | 60 | 2017 | 84 | 47 | 2017 | 85 | 50 | 2017 | 86 | 55 | 2017 | 87 | 47 | 2017 | 88 | 32 | 2017 | 89 | 47 | 2017 | 90 | 22 | 2017 | 91 | 13 | 2017 | 92 | 15 | 2017 | 93 | 15 | 2017 | 94 | 13 | 2017 | 95 | 4 | 2017 | 96 | 8 | 2017 | 97 | 9 | 2017 | 98 | 4 | 2017 | 99 | 2 | 2017 | 100 | 2 | 2017 | NA | NA | NA | 04302 |
| 0 | 360 | 2017 | 1 | 448 | 2017 | 2 | 525 | 2017 | 3 | 502 | 2017 | 4 | 497 | 2017 | 5 | 467 | 2017 | 6 | 461 | 2017 | 7 | 497 | 2017 | 8 | 482 | 2017 | 9 | 435 | 2017 | 10 | 432 | 2017 | 11 | 440 | 2017 | 12 | 409 | 2017 | 13 | 468 | 2017 | 14 | 416 | 2017 | 15 | 454 | 2017 | 16 | 486 | 2017 | 17 | 431 | 2017 | 18 | 382 | 2017 | 19 | 354 | 2017 | 20 | 378 | 2017 | 21 | 381 | 2017 | 22 | 425 | 2017 | 23 | 422 | 2017 | 24 | 448 | 2017 | 25 | 448 | 2017 | 26 | 461 | 2017 | 27 | 401 | 2017 | 28 | 432 | 2017 | 29 | 430 | 2017 | 30 | 433 | 2017 | 31 | 387 | 2017 | 32 | 384 | 2017 | 33 | 369 | 2017 | 34 | 374 | 2017 | 35 | 407 | 2017 | 36 | 386 | 2017 | 37 | 385 | 2017 | 38 | 376 | 2017 | 39 | 364 | 2017 | 40 | 362 | 2017 | 41 | 402 | 2017 | 42 | 417 | 2017 | 43 | 435 | 2017 | 44 | 375 | 2017 | 45 | 394 | 2017 | 46 | 417 | 2017 | 47 | 442 | 2017 | 48 | 432 | 2017 | 49 | 477 | 2017 | 50 | 453 | 2017 | 51 | 437 | 2017 | 52 | 426 | 2017 | 53 | 409 | 2017 | 54 | 429 | 2017 | 55 | 368 | 2017 | 56 | 410 | 2017 | 57 | 366 | 2017 | 58 | 388 | 2017 | 59 | 341 | 2017 | 60 | 311 | 2017 | 61 | 293 | 2017 | 62 | 321 | 2017 | 63 | 284 | 2017 | 64 | 256 | 2017 | 65 | 266 | 2017 | 66 | 236 | 2017 | 67 | 235 | 2017 | 68 | 225 | 2017 | 69 | 201 | 2017 | 70 | 216 | 2017 | 71 | 213 | 2017 | 72 | 224 | 2017 | 73 | 182 | 2017 | 74 | 212 | 2017 | 75 | 196 | 2017 | 76 | 158 | 2017 | 77 | 152 | 2017 | 78 | 157 | 2017 | 79 | 142 | 2017 | 80 | 144 | 2017 | 81 | 111 | 2017 | 82 | 101 | 2017 | 83 | 108 | 2017 | 84 | 92 | 2017 | 85 | 80 | 2017 | 86 | 60 | 2017 | 87 | 82 | 2017 | 88 | 47 | 2017 | 89 | 74 | 2017 | 90 | 31 | 2017 | 91 | 11 | 2017 | 92 | 26 | 2017 | 93 | 27 | 2017 | 94 | 16 | 2017 | 95 | 18 | 2017 | 96 | 6 | 2017 | 97 | 7 | 2017 | 98 | 6 | 2017 | 99 | 2 | 2017 | 100 | 5 | 2017 | NA | NA | NA | 04303 |
| 0 | 124 | 2017 | 1 | 140 | 2017 | 2 | 174 | 2017 | 3 | 166 | 2017 | 4 | 193 | 2017 | 5 | 153 | 2017 | 6 | 173 | 2017 | 7 | 189 | 2017 | 8 | 195 | 2017 | 9 | 162 | 2017 | 10 | 174 | 2017 | 11 | 176 | 2017 | 12 | 155 | 2017 | 13 | 173 | 2017 | 14 | 138 | 2017 | 15 | 160 | 2017 | 16 | 163 | 2017 | 17 | 172 | 2017 | 18 | 114 | 2017 | 19 | 104 | 2017 | 20 | 113 | 2017 | 21 | 116 | 2017 | 22 | 130 | 2017 | 23 | 124 | 2017 | 24 | 140 | 2017 | 25 | 153 | 2017 | 26 | 145 | 2017 | 27 | 165 | 2017 | 28 | 141 | 2017 | 29 | 143 | 2017 | 30 | 149 | 2017 | 31 | 153 | 2017 | 32 | 137 | 2017 | 33 | 146 | 2017 | 34 | 147 | 2017 | 35 | 142 | 2017 | 36 | 148 | 2017 | 37 | 124 | 2017 | 38 | 145 | 2017 | 39 | 114 | 2017 | 40 | 148 | 2017 | 41 | 141 | 2017 | 42 | 136 | 2017 | 43 | 155 | 2017 | 44 | 133 | 2017 | 45 | 134 | 2017 | 46 | 129 | 2017 | 47 | 146 | 2017 | 48 | 126 | 2017 | 49 | 159 | 2017 | 50 | 168 | 2017 | 51 | 140 | 2017 | 52 | 142 | 2017 | 53 | 124 | 2017 | 54 | 133 | 2017 | 55 | 123 | 2017 | 56 | 135 | 2017 | 57 | 134 | 2017 | 58 | 122 | 2017 | 59 | 139 | 2017 | 60 | 107 | 2017 | 61 | 134 | 2017 | 62 | 121 | 2017 | 63 | 109 | 2017 | 64 | 109 | 2017 | 65 | 100 | 2017 | 66 | 117 | 2017 | 67 | 107 | 2017 | 68 | 122 | 2017 | 69 | 92 | 2017 | 70 | 67 | 2017 | 71 | 82 | 2017 | 72 | 87 | 2017 | 73 | 93 | 2017 | 74 | 76 | 2017 | 75 | 62 | 2017 | 76 | 63 | 2017 | 77 | 70 | 2017 | 78 | 58 | 2017 | 79 | 51 | 2017 | 80 | 45 | 2017 | 81 | 53 | 2017 | 82 | 50 | 2017 | 83 | 47 | 2017 | 84 | 26 | 2017 | 85 | 30 | 2017 | 86 | 18 | 2017 | 87 | 18 | 2017 | 88 | 22 | 2017 | 89 | 18 | 2017 | 90 | 9 | 2017 | 91 | 10 | 2017 | 92 | 10 | 2017 | 93 | 5 | 2017 | 94 | 11 | 2017 | 95 | 4 | 2017 | 96 | 3 | 2017 | 97 | 2 | 2017 | 98 | 5 | 2017 | NA | NA | NA | 100 | 3 | 2017 | NA | NA | NA | 04304 |
| 0 | 34 | 2017 | 1 | 45 | 2017 | 2 | 36 | 2017 | 3 | 46 | 2017 | 4 | 53 | 2017 | 5 | 52 | 2017 | 6 | 65 | 2017 | 7 | 41 | 2017 | 8 | 45 | 2017 | 9 | 49 | 2017 | 10 | 63 | 2017 | 11 | 51 | 2017 | 12 | 66 | 2017 | 13 | 63 | 2017 | 14 | 45 | 2017 | 15 | 60 | 2017 | 16 | 42 | 2017 | 17 | 45 | 2017 | 18 | 28 | 2017 | 19 | 41 | 2017 | 20 | 22 | 2017 | 21 | 47 | 2017 | 22 | 44 | 2017 | 23 | 53 | 2017 | 24 | 59 | 2017 | 25 | 52 | 2017 | 26 | 51 | 2017 | 27 | 44 | 2017 | 28 | 60 | 2017 | 29 | 55 | 2017 | 30 | 53 | 2017 | 31 | 57 | 2017 | 32 | 62 | 2017 | 33 | 53 | 2017 | 34 | 46 | 2017 | 35 | 50 | 2017 | 36 | 36 | 2017 | 37 | 47 | 2017 | 38 | 51 | 2017 | 39 | 46 | 2017 | 40 | 57 | 2017 | 41 | 55 | 2017 | 42 | 52 | 2017 | 43 | 44 | 2017 | 44 | 52 | 2017 | 45 | 45 | 2017 | 46 | 43 | 2017 | 47 | 55 | 2017 | 48 | 61 | 2017 | 49 | 73 | 2017 | 50 | 57 | 2017 | 51 | 57 | 2017 | 52 | 74 | 2017 | 53 | 59 | 2017 | 54 | 72 | 2017 | 55 | 68 | 2017 | 56 | 60 | 2017 | 57 | 67 | 2017 | 58 | 64 | 2017 | 59 | 55 | 2017 | 60 | 67 | 2017 | 61 | 55 | 2017 | 62 | 65 | 2017 | 63 | 61 | 2017 | 64 | 59 | 2017 | 65 | 47 | 2017 | 66 | 37 | 2017 | 67 | 52 | 2017 | 68 | 52 | 2017 | 69 | 38 | 2017 | 70 | 50 | 2017 | 71 | 48 | 2017 | 72 | 57 | 2017 | 73 | 39 | 2017 | 74 | 38 | 2017 | 75 | 40 | 2017 | 76 | 38 | 2017 | 77 | 32 | 2017 | 78 | 37 | 2017 | 79 | 26 | 2017 | 80 | 20 | 2017 | 81 | 23 | 2017 | 82 | 25 | 2017 | 83 | 19 | 2017 | 84 | 12 | 2017 | 85 | 12 | 2017 | 86 | 29 | 2017 | 87 | 7 | 2017 | 88 | 11 | 2017 | 89 | 13 | 2017 | 90 | 7 | 2017 | 91 | 7 | 2017 | 92 | 5 | 2017 | 93 | 5 | 2017 | 94 | 2 | 2017 | 95 | 5 | 2017 | 96 | 5 | 2017 | 97 | 1 | 2017 | 98 | 2 | 2017 | 99 | 1 | 2017 | 100 | 1 | 2017 | NA | NA | NA | 04305 |
| 0 | 3087 | 2017 | 1 | 3594 | 2017 | 2 | 3765 | 2017 | 3 | 3640 | 2017 | 4 | 3652 | 2017 | 5 | 3631 | 2017 | 6 | 3598 | 2017 | 7 | 3593 | 2017 | 8 | 3506 | 2017 | 9 | 3476 | 2017 | 10 | 3420 | 2017 | 11 | 3339 | 2017 | 12 | 3351 | 2017 | 13 | 3410 | 2017 | 14 | 3636 | 2017 | 15 | 3755 | 2017 | 16 | 3855 | 2017 | 17 | 3950 | 2017 | 18 | 4985 | 2017 | 19 | 5465 | 2017 | 20 | 5673 | 2017 | 21 | 5508 | 2017 | 22 | 5678 | 2017 | 23 | 5738 | 2017 | 24 | 5602 | 2017 | 25 | 5502 | 2017 | 26 | 5507 | 2017 | 27 | 5383 | 2017 | 28 | 4903 | 2017 | 29 | 4679 | 2017 | 30 | 4436 | 2017 | 31 | 4226 | 2017 | 32 | 4055 | 2017 | 33 | 4058 | 2017 | 34 | 4132 | 2017 | 35 | 4150 | 2017 | 36 | 3859 | 2017 | 37 | 3862 | 2017 | 38 | 3577 | 2017 | 39 | 3447 | 2017 | 40 | 3519 | 2017 | 41 | 3633 | 2017 | 42 | 3665 | 2017 | 43 | 3653 | 2017 | 44 | 3639 | 2017 | 45 | 3527 | 2017 | 46 | 3433 | 2017 | 47 | 3524 | 2017 | 48 | 3591 | 2017 | 49 | 3716 | 2017 | 50 | 3867 | 2017 | 51 | 3843 | 2017 | 52 | 3767 | 2017 | 53 | 3805 | 2017 | 54 | 3890 | 2017 | 55 | 3796 | 2017 | 56 | 3649 | 2017 | 57 | 3616 | 2017 | 58 | 3545 | 2017 | 59 | 3476 | 2017 | 60 | 3413 | 2017 | 61 | 3139 | 2017 | 62 | 2836 | 2017 | 63 | 3005 | 2017 | 64 | 2802 | 2017 | 65 | 2671 | 2017 | 66 | 2436 | 2017 | 67 | 2466 | 2017 | 68 | 2379 | 2017 | 69 | 2410 | 2017 | 70 | 2302 | 2017 | 71 | 2119 | 2017 | 72 | 1998 | 2017 | 73 | 1952 | 2017 | 74 | 1810 | 2017 | 75 | 1632 | 2017 | 76 | 1517 | 2017 | 77 | 1439 | 2017 | 78 | 1285 | 2017 | 79 | 1211 | 2017 | 80 | 1152 | 2017 | 81 | 1040 | 2017 | 82 | 937 | 2017 | 83 | 904 | 2017 | 84 | 897 | 2017 | 85 | 856 | 2017 | 86 | 812 | 2017 | 87 | 698 | 2017 | 88 | 565 | 2017 | 89 | 467 | 2017 | 90 | 398 | 2017 | 91 | 282 | 2017 | 92 | 248 | 2017 | 93 | 173 | 2017 | 94 | 152 | 2017 | 95 | 99 | 2017 | 96 | 99 | 2017 | 97 | 57 | 2017 | 98 | 29 | 2017 | 99 | 34 | 2017 | 100 | 97 | 2017 | NA | NA | NA | 05101 |
| 0 | 281 | 2017 | 1 | 378 | 2017 | 2 | 374 | 2017 | 3 | 377 | 2017 | 4 | 376 | 2017 | 5 | 385 | 2017 | 6 | 363 | 2017 | 7 | 378 | 2017 | 8 | 354 | 2017 | 9 | 371 | 2017 | 10 | 365 | 2017 | 11 | 352 | 2017 | 12 | 343 | 2017 | 13 | 339 | 2017 | 14 | 362 | 2017 | 15 | 367 | 2017 | 16 | 402 | 2017 | 17 | 368 | 2017 | 18 | 374 | 2017 | 19 | 387 | 2017 | 20 | 385 | 2017 | 21 | 393 | 2017 | 22 | 420 | 2017 | 23 | 402 | 2017 | 24 | 404 | 2017 | 25 | 428 | 2017 | 26 | 436 | 2017 | 27 | 420 | 2017 | 28 | 427 | 2017 | 29 | 405 | 2017 | 30 | 385 | 2017 | 31 | 359 | 2017 | 32 | 353 | 2017 | 33 | 369 | 2017 | 34 | 336 | 2017 | 35 | 393 | 2017 | 36 | 357 | 2017 | 37 | 394 | 2017 | 38 | 336 | 2017 | 39 | 331 | 2017 | 40 | 336 | 2017 | 41 | 387 | 2017 | 42 | 360 | 2017 | 43 | 396 | 2017 | 44 | 378 | 2017 | 45 | 363 | 2017 | 46 | 381 | 2017 | 47 | 366 | 2017 | 48 | 370 | 2017 | 49 | 381 | 2017 | 50 | 407 | 2017 | 51 | 370 | 2017 | 52 | 392 | 2017 | 53 | 347 | 2017 | 54 | 404 | 2017 | 55 | 360 | 2017 | 56 | 345 | 2017 | 57 | 344 | 2017 | 58 | 340 | 2017 | 59 | 311 | 2017 | 60 | 267 | 2017 | 61 | 262 | 2017 | 62 | 235 | 2017 | 63 | 247 | 2017 | 64 | 237 | 2017 | 65 | 246 | 2017 | 66 | 215 | 2017 | 67 | 203 | 2017 | 68 | 186 | 2017 | 69 | 170 | 2017 | 70 | 155 | 2017 | 71 | 168 | 2017 | 72 | 147 | 2017 | 73 | 155 | 2017 | 74 | 159 | 2017 | 75 | 166 | 2017 | 76 | 118 | 2017 | 77 | 133 | 2017 | 78 | 124 | 2017 | 79 | 91 | 2017 | 80 | 107 | 2017 | 81 | 88 | 2017 | 82 | 80 | 2017 | 83 | 90 | 2017 | 84 | 65 | 2017 | 85 | 58 | 2017 | 86 | 51 | 2017 | 87 | 48 | 2017 | 88 | 53 | 2017 | 89 | 39 | 2017 | 90 | 36 | 2017 | 91 | 23 | 2017 | 92 | 12 | 2017 | 93 | 13 | 2017 | 94 | 9 | 2017 | 95 | 12 | 2017 | 96 | 10 | 2017 | 97 | 5 | 2017 | 98 | 5 | 2017 | 99 | 3 | 2017 | 100 | 9 | 2017 | NA | NA | NA | 05102 |
| 0 | 498 | 2017 | 1 | 533 | 2017 | 2 | 532 | 2017 | 3 | 513 | 2017 | 4 | 550 | 2017 | 5 | 595 | 2017 | 6 | 536 | 2017 | 7 | 580 | 2017 | 8 | 588 | 2017 | 9 | 557 | 2017 | 10 | 558 | 2017 | 11 | 502 | 2017 | 12 | 504 | 2017 | 13 | 575 | 2017 | 14 | 583 | 2017 | 15 | 597 | 2017 | 16 | 648 | 2017 | 17 | 689 | 2017 | 18 | 657 | 2017 | 19 | 677 | 2017 | 20 | 726 | 2017 | 21 | 686 | 2017 | 22 | 705 | 2017 | 23 | 677 | 2017 | 24 | 623 | 2017 | 25 | 665 | 2017 | 26 | 646 | 2017 | 27 | 680 | 2017 | 28 | 665 | 2017 | 29 | 583 | 2017 | 30 | 581 | 2017 | 31 | 499 | 2017 | 32 | 538 | 2017 | 33 | 499 | 2017 | 34 | 589 | 2017 | 35 | 555 | 2017 | 36 | 534 | 2017 | 37 | 570 | 2017 | 38 | 537 | 2017 | 39 | 471 | 2017 | 40 | 559 | 2017 | 41 | 576 | 2017 | 42 | 564 | 2017 | 43 | 601 | 2017 | 44 | 564 | 2017 | 45 | 612 | 2017 | 46 | 581 | 2017 | 47 | 532 | 2017 | 48 | 584 | 2017 | 49 | 590 | 2017 | 50 | 591 | 2017 | 51 | 603 | 2017 | 52 | 637 | 2017 | 53 | 618 | 2017 | 54 | 630 | 2017 | 55 | 580 | 2017 | 56 | 557 | 2017 | 57 | 570 | 2017 | 58 | 532 | 2017 | 59 | 515 | 2017 | 60 | 513 | 2017 | 61 | 466 | 2017 | 62 | 406 | 2017 | 63 | 393 | 2017 | 64 | 382 | 2017 | 65 | 345 | 2017 | 66 | 296 | 2017 | 67 | 327 | 2017 | 68 | 324 | 2017 | 69 | 292 | 2017 | 70 | 317 | 2017 | 71 | 257 | 2017 | 72 | 270 | 2017 | 73 | 240 | 2017 | 74 | 239 | 2017 | 75 | 216 | 2017 | 76 | 195 | 2017 | 77 | 167 | 2017 | 78 | 165 | 2017 | 79 | 146 | 2017 | 80 | 160 | 2017 | 81 | 101 | 2017 | 82 | 119 | 2017 | 83 | 105 | 2017 | 84 | 111 | 2017 | 85 | 82 | 2017 | 86 | 74 | 2017 | 87 | 64 | 2017 | 88 | 63 | 2017 | 89 | 47 | 2017 | 90 | 36 | 2017 | 91 | 38 | 2017 | 92 | 33 | 2017 | 93 | 17 | 2017 | 94 | 13 | 2017 | 95 | 12 | 2017 | 96 | 9 | 2017 | 97 | 4 | 2017 | 98 | 3 | 2017 | 99 | 4 | 2017 | 100 | 4 | 2017 | NA | NA | NA | 05103 |
| 0 | 7 | 2017 | 1 | 11 | 2017 | 2 | 16 | 2017 | 3 | 14 | 2017 | 4 | 16 | 2017 | 5 | 14 | 2017 | 6 | 10 | 2017 | 7 | 14 | 2017 | 8 | 13 | 2017 | 9 | 17 | 2017 | 10 | 15 | 2017 | 11 | 13 | 2017 | 12 | 14 | 2017 | 13 | 5 | 2017 | 14 | 12 | 2017 | 15 | 11 | 2017 | 16 | 11 | 2017 | 17 | 9 | 2017 | 18 | 4 | 2017 | 19 | 9 | 2017 | 20 | 2 | 2017 | 21 | 5 | 2017 | 22 | 9 | 2017 | 23 | 3 | 2017 | 24 | 13 | 2017 | 25 | 15 | 2017 | 26 | 18 | 2017 | 27 | 21 | 2017 | 28 | 21 | 2017 | 29 | 20 | 2017 | 30 | 20 | 2017 | 31 | 30 | 2017 | 32 | 22 | 2017 | 33 | 15 | 2017 | 34 | 13 | 2017 | 35 | 22 | 2017 | 36 | 16 | 2017 | 37 | 15 | 2017 | 38 | 14 | 2017 | 39 | 17 | 2017 | 40 | 15 | 2017 | 41 | 13 | 2017 | 42 | 11 | 2017 | 43 | 10 | 2017 | 44 | 16 | 2017 | 45 | 12 | 2017 | 46 | 15 | 2017 | 47 | 10 | 2017 | 48 | 9 | 2017 | 49 | 15 | 2017 | 50 | 11 | 2017 | 51 | 11 | 2017 | 52 | 10 | 2017 | 53 | 18 | 2017 | 54 | 12 | 2017 | 55 | 4 | 2017 | 56 | 11 | 2017 | 57 | 10 | 2017 | 58 | 18 | 2017 | 59 | 13 | 2017 | 60 | 12 | 2017 | 61 | 13 | 2017 | 62 | 10 | 2017 | 63 | 6 | 2017 | 64 | 15 | 2017 | 65 | 12 | 2017 | 66 | 8 | 2017 | 67 | 6 | 2017 | 68 | 4 | 2017 | 69 | 3 | 2017 | 70 | 1 | 2017 | 71 | 5 | 2017 | 72 | 2 | 2017 | 73 | 7 | 2017 | 74 | 3 | 2017 | 75 | 1 | 2017 | 76 | 5 | 2017 | 77 | 5 | 2017 | 78 | 3 | 2017 | 79 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 82 | 3 | 2017 | 83 | 1 | 2017 | 84 | 1 | 2017 | 85 | 1 | 2017 | 86 | 2 | 2017 | 87 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 91 | 1 | 2017 | 92 | 1 | 2017 | NA | NA | NA | 94 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | 05104 |
| 0 | 210 | 2017 | 1 | 254 | 2017 | 2 | 238 | 2017 | 3 | 264 | 2017 | 4 | 248 | 2017 | 5 | 214 | 2017 | 6 | 292 | 2017 | 7 | 235 | 2017 | 8 | 264 | 2017 | 9 | 262 | 2017 | 10 | 248 | 2017 | 11 | 256 | 2017 | 12 | 230 | 2017 | 13 | 229 | 2017 | 14 | 244 | 2017 | 15 | 245 | 2017 | 16 | 235 | 2017 | 17 | 243 | 2017 | 18 | 229 | 2017 | 19 | 211 | 2017 | 20 | 221 | 2017 | 21 | 244 | 2017 | 22 | 259 | 2017 | 23 | 244 | 2017 | 24 | 268 | 2017 | 25 | 274 | 2017 | 26 | 287 | 2017 | 27 | 272 | 2017 | 28 | 267 | 2017 | 29 | 233 | 2017 | 30 | 239 | 2017 | 31 | 254 | 2017 | 32 | 254 | 2017 | 33 | 251 | 2017 | 34 | 267 | 2017 | 35 | 282 | 2017 | 36 | 228 | 2017 | 37 | 216 | 2017 | 38 | 231 | 2017 | 39 | 216 | 2017 | 40 | 236 | 2017 | 41 | 227 | 2017 | 42 | 256 | 2017 | 43 | 245 | 2017 | 44 | 256 | 2017 | 45 | 226 | 2017 | 46 | 253 | 2017 | 47 | 218 | 2017 | 48 | 247 | 2017 | 49 | 256 | 2017 | 50 | 258 | 2017 | 51 | 251 | 2017 | 52 | 277 | 2017 | 53 | 266 | 2017 | 54 | 256 | 2017 | 55 | 277 | 2017 | 56 | 257 | 2017 | 57 | 226 | 2017 | 58 | 255 | 2017 | 59 | 232 | 2017 | 60 | 223 | 2017 | 61 | 228 | 2017 | 62 | 204 | 2017 | 63 | 202 | 2017 | 64 | 184 | 2017 | 65 | 184 | 2017 | 66 | 193 | 2017 | 67 | 152 | 2017 | 68 | 177 | 2017 | 69 | 166 | 2017 | 70 | 161 | 2017 | 71 | 150 | 2017 | 72 | 132 | 2017 | 73 | 129 | 2017 | 74 | 131 | 2017 | 75 | 121 | 2017 | 76 | 99 | 2017 | 77 | 86 | 2017 | 78 | 78 | 2017 | 79 | 100 | 2017 | 80 | 87 | 2017 | 81 | 88 | 2017 | 82 | 58 | 2017 | 83 | 61 | 2017 | 84 | 62 | 2017 | 85 | 45 | 2017 | 86 | 52 | 2017 | 87 | 38 | 2017 | 88 | 30 | 2017 | 89 | 17 | 2017 | 90 | 24 | 2017 | 91 | 9 | 2017 | 92 | 13 | 2017 | 93 | 9 | 2017 | 94 | 4 | 2017 | 95 | 5 | 2017 | 96 | 4 | 2017 | 97 | 5 | 2017 | NA | NA | NA | 99 | 1 | 2017 | 100 | 1 | 2017 | NA | NA | NA | 05105 |
| 0 | 383 | 2017 | 1 | 471 | 2017 | 2 | 444 | 2017 | 3 | 428 | 2017 | 4 | 468 | 2017 | 5 | 434 | 2017 | 6 | 466 | 2017 | 7 | 495 | 2017 | 8 | 474 | 2017 | 9 | 454 | 2017 | 10 | 400 | 2017 | 11 | 427 | 2017 | 12 | 412 | 2017 | 13 | 440 | 2017 | 14 | 428 | 2017 | 15 | 437 | 2017 | 16 | 476 | 2017 | 17 | 472 | 2017 | 18 | 467 | 2017 | 19 | 468 | 2017 | 20 | 481 | 2017 | 21 | 464 | 2017 | 22 | 469 | 2017 | 23 | 487 | 2017 | 24 | 478 | 2017 | 25 | 429 | 2017 | 26 | 500 | 2017 | 27 | 473 | 2017 | 28 | 459 | 2017 | 29 | 404 | 2017 | 30 | 454 | 2017 | 31 | 419 | 2017 | 32 | 384 | 2017 | 33 | 428 | 2017 | 34 | 463 | 2017 | 35 | 409 | 2017 | 36 | 393 | 2017 | 37 | 393 | 2017 | 38 | 407 | 2017 | 39 | 401 | 2017 | 40 | 398 | 2017 | 41 | 402 | 2017 | 42 | 384 | 2017 | 43 | 421 | 2017 | 44 | 421 | 2017 | 45 | 447 | 2017 | 46 | 392 | 2017 | 47 | 372 | 2017 | 48 | 418 | 2017 | 49 | 434 | 2017 | 50 | 440 | 2017 | 51 | 417 | 2017 | 52 | 445 | 2017 | 53 | 422 | 2017 | 54 | 456 | 2017 | 55 | 443 | 2017 | 56 | 427 | 2017 | 57 | 407 | 2017 | 58 | 390 | 2017 | 59 | 361 | 2017 | 60 | 370 | 2017 | 61 | 332 | 2017 | 62 | 342 | 2017 | 63 | 296 | 2017 | 64 | 289 | 2017 | 65 | 295 | 2017 | 66 | 279 | 2017 | 67 | 260 | 2017 | 68 | 254 | 2017 | 69 | 247 | 2017 | 70 | 222 | 2017 | 71 | 248 | 2017 | 72 | 231 | 2017 | 73 | 213 | 2017 | 74 | 216 | 2017 | 75 | 212 | 2017 | 76 | 199 | 2017 | 77 | 183 | 2017 | 78 | 140 | 2017 | 79 | 121 | 2017 | 80 | 134 | 2017 | 81 | 98 | 2017 | 82 | 99 | 2017 | 83 | 88 | 2017 | 84 | 103 | 2017 | 85 | 72 | 2017 | 86 | 70 | 2017 | 87 | 71 | 2017 | 88 | 40 | 2017 | 89 | 34 | 2017 | 90 | 28 | 2017 | 91 | 29 | 2017 | 92 | 16 | 2017 | 93 | 12 | 2017 | 94 | 9 | 2017 | 95 | 11 | 2017 | 96 | 11 | 2017 | 97 | 5 | 2017 | 98 | 5 | 2017 | NA | NA | NA | 100 | 3 | 2017 | NA | NA | NA | 05107 |
| 0 | 3432 | 2017 | 1 | 3828 | 2017 | 2 | 3822 | 2017 | 3 | 3653 | 2017 | 4 | 3709 | 2017 | 5 | 3842 | 2017 | 6 | 3790 | 2017 | 7 | 3784 | 2017 | 8 | 3766 | 2017 | 9 | 3580 | 2017 | 10 | 3488 | 2017 | 11 | 3530 | 2017 | 12 | 3580 | 2017 | 13 | 3571 | 2017 | 14 | 3811 | 2017 | 15 | 4156 | 2017 | 16 | 4120 | 2017 | 17 | 4231 | 2017 | 18 | 5746 | 2017 | 19 | 6692 | 2017 | 20 | 6974 | 2017 | 21 | 6823 | 2017 | 22 | 6705 | 2017 | 23 | 6252 | 2017 | 24 | 6180 | 2017 | 25 | 6033 | 2017 | 26 | 6128 | 2017 | 27 | 5986 | 2017 | 28 | 5590 | 2017 | 29 | 5185 | 2017 | 30 | 5005 | 2017 | 31 | 4810 | 2017 | 32 | 4431 | 2017 | 33 | 4427 | 2017 | 34 | 4616 | 2017 | 35 | 4519 | 2017 | 36 | 4157 | 2017 | 37 | 4095 | 2017 | 38 | 3987 | 2017 | 39 | 3751 | 2017 | 40 | 3924 | 2017 | 41 | 3814 | 2017 | 42 | 3929 | 2017 | 43 | 3926 | 2017 | 44 | 3854 | 2017 | 45 | 3796 | 2017 | 46 | 3708 | 2017 | 47 | 3705 | 2017 | 48 | 3909 | 2017 | 49 | 3979 | 2017 | 50 | 4232 | 2017 | 51 | 4111 | 2017 | 52 | 4423 | 2017 | 53 | 4338 | 2017 | 54 | 4506 | 2017 | 55 | 4299 | 2017 | 56 | 4221 | 2017 | 57 | 4163 | 2017 | 58 | 4141 | 2017 | 59 | 4105 | 2017 | 60 | 4029 | 2017 | 61 | 3682 | 2017 | 62 | 3455 | 2017 | 63 | 3433 | 2017 | 64 | 3153 | 2017 | 65 | 3084 | 2017 | 66 | 2750 | 2017 | 67 | 2953 | 2017 | 68 | 2871 | 2017 | 69 | 2666 | 2017 | 70 | 2654 | 2017 | 71 | 2505 | 2017 | 72 | 2471 | 2017 | 73 | 2377 | 2017 | 74 | 2202 | 2017 | 75 | 2087 | 2017 | 76 | 2045 | 2017 | 77 | 1878 | 2017 | 78 | 1658 | 2017 | 79 | 1544 | 2017 | 80 | 1556 | 2017 | 81 | 1507 | 2017 | 82 | 1270 | 2017 | 83 | 1302 | 2017 | 84 | 1220 | 2017 | 85 | 1141 | 2017 | 86 | 1091 | 2017 | 87 | 944 | 2017 | 88 | 774 | 2017 | 89 | 715 | 2017 | 90 | 508 | 2017 | 91 | 418 | 2017 | 92 | 355 | 2017 | 93 | 281 | 2017 | 94 | 214 | 2017 | 95 | 161 | 2017 | 96 | 126 | 2017 | 97 | 85 | 2017 | 98 | 57 | 2017 | 99 | 40 | 2017 | 100 | 118 | 2017 | NA | NA | NA | 05109 |
| 0 | 92 | 2017 | 1 | 122 | 2017 | 2 | 133 | 2017 | 3 | 107 | 2017 | 4 | 105 | 2017 | 5 | 112 | 2017 | 6 | 88 | 2017 | 7 | 125 | 2017 | 8 | 124 | 2017 | 9 | 131 | 2017 | 10 | 109 | 2017 | 11 | 88 | 2017 | 12 | 108 | 2017 | 13 | 102 | 2017 | 14 | 96 | 2017 | 15 | 117 | 2017 | 16 | 86 | 2017 | 17 | 84 | 2017 | 18 | 58 | 2017 | 19 | 77 | 2017 | 20 | 70 | 2017 | 21 | 84 | 2017 | 22 | 97 | 2017 | 23 | 89 | 2017 | 24 | 136 | 2017 | 25 | 140 | 2017 | 26 | 184 | 2017 | 27 | 191 | 2017 | 28 | 195 | 2017 | 29 | 185 | 2017 | 30 | 188 | 2017 | 31 | 168 | 2017 | 32 | 163 | 2017 | 33 | 164 | 2017 | 34 | 164 | 2017 | 35 | 156 | 2017 | 36 | 144 | 2017 | 37 | 133 | 2017 | 38 | 134 | 2017 | 39 | 121 | 2017 | 40 | 132 | 2017 | 41 | 124 | 2017 | 42 | 138 | 2017 | 43 | 114 | 2017 | 44 | 111 | 2017 | 45 | 111 | 2017 | 46 | 95 | 2017 | 47 | 92 | 2017 | 48 | 90 | 2017 | 49 | 98 | 2017 | 50 | 100 | 2017 | 51 | 112 | 2017 | 52 | 90 | 2017 | 53 | 93 | 2017 | 54 | 105 | 2017 | 55 | 78 | 2017 | 56 | 88 | 2017 | 57 | 63 | 2017 | 58 | 69 | 2017 | 59 | 79 | 2017 | 60 | 78 | 2017 | 61 | 67 | 2017 | 62 | 69 | 2017 | 63 | 61 | 2017 | 64 | 48 | 2017 | 65 | 47 | 2017 | 66 | 54 | 2017 | 67 | 43 | 2017 | 68 | 40 | 2017 | 69 | 42 | 2017 | 70 | 36 | 2017 | 71 | 26 | 2017 | 72 | 27 | 2017 | 73 | 19 | 2017 | 74 | 23 | 2017 | 75 | 17 | 2017 | 76 | 16 | 2017 | 77 | 11 | 2017 | 78 | 10 | 2017 | 79 | 12 | 2017 | 80 | 10 | 2017 | 81 | 6 | 2017 | 82 | 4 | 2017 | 83 | 10 | 2017 | 84 | 3 | 2017 | 85 | 4 | 2017 | 86 | 4 | 2017 | 87 | 4 | 2017 | 88 | 3 | 2017 | NA | NA | NA | 90 | 1 | 2017 | 91 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 96 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 05201 |
| 0 | 787 | 2017 | 1 | 942 | 2017 | 2 | 968 | 2017 | 3 | 880 | 2017 | 4 | 854 | 2017 | 5 | 906 | 2017 | 6 | 929 | 2017 | 7 | 919 | 2017 | 8 | 867 | 2017 | 9 | 875 | 2017 | 10 | 806 | 2017 | 11 | 932 | 2017 | 12 | 855 | 2017 | 13 | 843 | 2017 | 14 | 907 | 2017 | 15 | 919 | 2017 | 16 | 960 | 2017 | 17 | 1075 | 2017 | 18 | 1023 | 2017 | 19 | 907 | 2017 | 20 | 853 | 2017 | 21 | 923 | 2017 | 22 | 930 | 2017 | 23 | 987 | 2017 | 24 | 1027 | 2017 | 25 | 989 | 2017 | 26 | 1025 | 2017 | 27 | 1099 | 2017 | 28 | 1067 | 2017 | 29 | 1030 | 2017 | 30 | 984 | 2017 | 31 | 987 | 2017 | 32 | 891 | 2017 | 33 | 880 | 2017 | 34 | 1006 | 2017 | 35 | 969 | 2017 | 36 | 1015 | 2017 | 37 | 982 | 2017 | 38 | 933 | 2017 | 39 | 957 | 2017 | 40 | 895 | 2017 | 41 | 937 | 2017 | 42 | 933 | 2017 | 43 | 951 | 2017 | 44 | 953 | 2017 | 45 | 880 | 2017 | 46 | 926 | 2017 | 47 | 831 | 2017 | 48 | 914 | 2017 | 49 | 886 | 2017 | 50 | 868 | 2017 | 51 | 855 | 2017 | 52 | 879 | 2017 | 53 | 877 | 2017 | 54 | 971 | 2017 | 55 | 896 | 2017 | 56 | 813 | 2017 | 57 | 806 | 2017 | 58 | 787 | 2017 | 59 | 701 | 2017 | 60 | 796 | 2017 | 61 | 675 | 2017 | 62 | 675 | 2017 | 63 | 646 | 2017 | 64 | 645 | 2017 | 65 | 594 | 2017 | 66 | 547 | 2017 | 67 | 537 | 2017 | 68 | 504 | 2017 | 69 | 507 | 2017 | 70 | 497 | 2017 | 71 | 473 | 2017 | 72 | 439 | 2017 | 73 | 395 | 2017 | 74 | 351 | 2017 | 75 | 374 | 2017 | 76 | 279 | 2017 | 77 | 263 | 2017 | 78 | 211 | 2017 | 79 | 210 | 2017 | 80 | 205 | 2017 | 81 | 195 | 2017 | 82 | 168 | 2017 | 83 | 167 | 2017 | 84 | 169 | 2017 | 85 | 149 | 2017 | 86 | 147 | 2017 | 87 | 126 | 2017 | 88 | 102 | 2017 | 89 | 109 | 2017 | 90 | 63 | 2017 | 91 | 50 | 2017 | 92 | 37 | 2017 | 93 | 27 | 2017 | 94 | 32 | 2017 | 95 | 29 | 2017 | 96 | 18 | 2017 | 97 | 11 | 2017 | 98 | 6 | 2017 | 99 | 8 | 2017 | 100 | 25 | 2017 | NA | NA | NA | 05301 |
| 0 | 223 | 2017 | 1 | 253 | 2017 | 2 | 235 | 2017 | 3 | 208 | 2017 | 4 | 236 | 2017 | 5 | 252 | 2017 | 6 | 241 | 2017 | 7 | 240 | 2017 | 8 | 225 | 2017 | 9 | 222 | 2017 | 10 | 219 | 2017 | 11 | 198 | 2017 | 12 | 202 | 2017 | 13 | 200 | 2017 | 14 | 205 | 2017 | 15 | 201 | 2017 | 16 | 218 | 2017 | 17 | 211 | 2017 | 18 | 209 | 2017 | 19 | 178 | 2017 | 20 | 184 | 2017 | 21 | 190 | 2017 | 22 | 179 | 2017 | 23 | 201 | 2017 | 24 | 205 | 2017 | 25 | 223 | 2017 | 26 | 224 | 2017 | 27 | 252 | 2017 | 28 | 271 | 2017 | 29 | 247 | 2017 | 30 | 222 | 2017 | 31 | 228 | 2017 | 32 | 190 | 2017 | 33 | 194 | 2017 | 34 | 228 | 2017 | 35 | 233 | 2017 | 36 | 239 | 2017 | 37 | 193 | 2017 | 38 | 192 | 2017 | 39 | 174 | 2017 | 40 | 203 | 2017 | 41 | 185 | 2017 | 42 | 190 | 2017 | 43 | 190 | 2017 | 44 | 177 | 2017 | 45 | 196 | 2017 | 46 | 206 | 2017 | 47 | 199 | 2017 | 48 | 174 | 2017 | 49 | 207 | 2017 | 50 | 197 | 2017 | 51 | 217 | 2017 | 52 | 200 | 2017 | 53 | 223 | 2017 | 54 | 203 | 2017 | 55 | 199 | 2017 | 56 | 164 | 2017 | 57 | 166 | 2017 | 58 | 202 | 2017 | 59 | 164 | 2017 | 60 | 142 | 2017 | 61 | 133 | 2017 | 62 | 125 | 2017 | 63 | 124 | 2017 | 64 | 121 | 2017 | 65 | 124 | 2017 | 66 | 114 | 2017 | 67 | 112 | 2017 | 68 | 100 | 2017 | 69 | 97 | 2017 | 70 | 93 | 2017 | 71 | 77 | 2017 | 72 | 96 | 2017 | 73 | 89 | 2017 | 74 | 90 | 2017 | 75 | 71 | 2017 | 76 | 80 | 2017 | 77 | 49 | 2017 | 78 | 53 | 2017 | 79 | 49 | 2017 | 80 | 48 | 2017 | 81 | 36 | 2017 | 82 | 41 | 2017 | 83 | 44 | 2017 | 84 | 38 | 2017 | 85 | 24 | 2017 | 86 | 25 | 2017 | 87 | 21 | 2017 | 88 | 24 | 2017 | 89 | 21 | 2017 | 90 | 9 | 2017 | 91 | 12 | 2017 | 92 | 8 | 2017 | 93 | 5 | 2017 | 94 | 5 | 2017 | 95 | 4 | 2017 | 96 | 5 | 2017 | 97 | 1 | 2017 | 98 | 5 | 2017 | 99 | 1 | 2017 | 100 | 9 | 2017 | NA | NA | NA | 05302 |
2.2.3 Unión con los ingresos comunales expandidos
Hacemos la unión con los ingresos promedio comunales expandidos:
ingresos_expandidos_2017 <- readRDS("../ingresos_expandidos_17.rds")
df_2017_2 = merge( x = comuna_corr, y = ingresos_expandidos_2017, by = "código", all.x = TRUE)
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | unlist.c..x.5 | Freq.x.5 | anio.x.5 | unlist.c..y.5 | Freq.y.5 | anio.y.5 | unlist.c..x.6 | Freq.x.6 | anio.x.6 | unlist.c..y.6 | Freq.y.6 | anio.y.6 | unlist.c..x.7 | Freq.x.7 | anio.x.7 | unlist.c..y.7 | Freq.y.7 | anio.y.7 | unlist.c..x.8 | Freq.x.8 | anio.x.8 | unlist.c..y.8 | Freq.y.8 | anio.y.8 | unlist.c..x.9 | Freq.x.9 | anio.x.9 | unlist.c..y.9 | Freq.y.9 | anio.y.9 | unlist.c..x.10 | Freq.x.10 | anio.x.10 | unlist.c..y.10 | Freq.y.10 | anio.y.10 | unlist.c..x.11 | Freq.x.11 | anio.x.11 | unlist.c..y.11 | Freq.y.11 | anio.y.11 | unlist.c..x.12 | Freq.x.12 | anio.x.12 | unlist.c..y.12 | Freq.y.12 | anio.y.12 | unlist.c..x.13 | Freq.x.13 | anio.x.13 | unlist.c..y.13 | Freq.y.13 | anio.y.13 | unlist.c..x.14 | Freq.x.14 | anio.x.14 | unlist.c..y.14 | Freq.y.14 | anio.y.14 | unlist.c..x.15 | Freq.x.15 | anio.x.15 | unlist.c..y.15 | Freq.y.15 | anio.y.15 | unlist.c..x.16 | Freq.x.16 | anio.x.16 | unlist.c..y.16 | Freq.y.16 | anio.y.16 | unlist.c..x.17 | Freq.x.17 | anio.x.17 | unlist.c..y.17 | Freq.y.17 | anio.y.17 | unlist.c..x.18 | Freq.x.18 | anio.x.18 | unlist.c..y.18 | Freq.y.18 | anio.y.18 | unlist.c..x.19 | Freq.x.19 | anio.x.19 | unlist.c..y.19 | Freq.y.19 | anio.y.19 | unlist.c..x.20 | Freq.x.20 | anio.x.20 | unlist.c..y.20 | Freq.y.20 | anio.y.20 | unlist.c..x.21 | Freq.x.21 | anio.x.21 | unlist.c..y.21 | Freq.y.21 | anio.y.21 | unlist.c..x.22 | Freq.x.22 | anio.x.22 | unlist.c..y.22 | Freq.y.22 | anio.y.22 | unlist.c..x.23 | Freq.x.23 | anio.x.23 | unlist.c..y.23 | Freq.y.23 | anio.y.23 | unlist.c..x.24 | Freq.x.24 | anio.x.24 | unlist.c..y.24 | Freq.y.24 | anio.y.24 | unlist.c..x.25 | Freq.x.25 | anio.x.25 | unlist.c..y.25 | Freq.y.25 | anio.y.25 | unlist.c..x.26 | Freq.x.26 | anio.x.26 | unlist.c..y.26 | Freq.y.26 | anio.y.26 | unlist.c..x.27 | Freq.x.27 | anio.x.27 | unlist.c..y.27 | Freq.y.27 | anio.y.27 | unlist.c..x.28 | Freq.x.28 | anio.x.28 | unlist.c..y.28 | Freq.y.28 | anio.y.28 | unlist.c..x.29 | Freq.x.29 | anio.x.29 | unlist.c..y.29 | Freq.y.29 | anio.y.29 | unlist.c..x.30 | Freq.x.30 | anio.x.30 | unlist.c..y.30 | Freq.y.30 | anio.y.30 | unlist.c..x.31 | Freq.x.31 | anio.x.31 | unlist.c..y.31 | Freq.y.31 | anio.y.31 | unlist.c..x.32 | Freq.x.32 | anio.x.32 | unlist.c..y.32 | Freq.y.32 | anio.y.32 | unlist.c..x.33 | Freq.x.33 | anio.x.33 | unlist.c..y.33 | Freq.y.33 | anio.y.33 | unlist.c..x.34 | Freq.x.34 | anio.x.34 | unlist.c..y.34 | Freq.y.34 | anio.y.34 | unlist.c..x.35 | Freq.x.35 | anio.x.35 | unlist.c..y.35 | Freq.y.35 | anio.y.35 | unlist.c..x.36 | Freq.x.36 | anio.x.36 | unlist.c..y.36 | Freq.y.36 | anio.y.36 | unlist.c..x.37 | Freq.x.37 | anio.x.37 | unlist.c..y.37 | Freq.y.37 | anio.y.37 | unlist.c..x.38 | Freq.x.38 | anio.x.38 | unlist.c..y.38 | Freq.y.38 | anio.y.38 | unlist.c..x.39 | Freq.x.39 | anio.x.39 | unlist.c..y.39 | Freq.y.39 | anio.y.39 | unlist.c..x.40 | Freq.x.40 | anio.x.40 | unlist.c..y.40 | Freq.y.40 | anio.y.40 | unlist.c..x.41 | Freq.x.41 | anio.x.41 | unlist.c..y.41 | Freq.y.41 | anio.y.41 | unlist.c..x.42 | Freq.x.42 | anio.x.42 | unlist.c..y.42 | Freq.y.42 | anio.y.42 | unlist.c..x.43 | Freq.x.43 | anio.x.43 | unlist.c..y.43 | Freq.y.43 | anio.y.43 | unlist.c..x.44 | Freq.x.44 | anio.x.44 | unlist.c..y.44 | Freq.y.44 | anio.y.44 | unlist.c..x.45 | Freq.x.45 | anio.x.45 | unlist.c..y.45 | Freq.y.45 | anio.y.45 | unlist.c..x.46 | Freq.x.46 | anio.x.46 | unlist.c..y.46 | Freq.y.46 | anio.y.46 | unlist.c..x.47 | Freq.x.47 | anio.x.47 | unlist.c..y.47 | Freq.y.47 | anio.y.47 | unlist.c..x.48 | Freq.x.48 | anio.x.48 | unlist.c..y.48 | Freq.y.48 | anio.y.48 | unlist.c..x.49 | Freq.x.49 | anio.x.49 | unlist.c..y.49 | Freq.y.49 | anio.y.49 | unlist.c..x.50 | Freq.x.50 | anio.x.50 | unlist.c..y.50 | Freq.y.50 | anio.y.50 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 0 | 2614 | 2017 | 1 | 2796 | 2017 | 2 | 2817 | 2017 | 3 | 2748 | 2017 | 4 | 2896 | 2017 | 5 | 2823 | 2017 | 6 | 2984 | 2017 | 7 | 2850 | 2017 | 8 | 2759 | 2017 | 9 | 2721 | 2017 | 10 | 2652 | 2017 | 11 | 2497 | 2017 | 12 | 2453 | 2017 | 13 | 2520 | 2017 | 14 | 2458 | 2017 | 15 | 2490 | 2017 | 16 | 2652 | 2017 | 17 | 2568 | 2017 | 18 | 2484 | 2017 | 19 | 2604 | 2017 | 20 | 2715 | 2017 | 21 | 2859 | 2017 | 22 | 2958 | 2017 | 23 | 3164 | 2017 | 24 | 3322 | 2017 | 25 | 3389 | 2017 | 26 | 3521 | 2017 | 27 | 3723 | 2017 | 28 | 3480 | 2017 | 29 | 3528 | 2017 | 30 | 3525 | 2017 | 31 | 3188 | 2017 | 32 | 3289 | 2017 | 33 | 3103 | 2017 | 34 | 3312 | 2017 | 35 | 3314 | 2017 | 36 | 3156 | 2017 | 37 | 2978 | 2017 | 38 | 2757 | 2017 | 39 | 2832 | 2017 | 40 | 2816 | 2017 | 41 | 2662 | 2017 | 42 | 2627 | 2017 | 43 | 2574 | 2017 | 44 | 2624 | 2017 | 45 | 2468 | 2017 | 46 | 2460 | 2017 | 47 | 2272 | 2017 | 48 | 2206 | 2017 | 49 | 2209 | 2017 | 50 | 2215 | 2017 | 51 | 2210 | 2017 | 52 | 2325 | 2017 | 53 | 2311 | 2017 | 54 | 2417 | 2017 | 55 | 2144 | 2017 | 56 | 2203 | 2017 | 57 | 2127 | 2017 | 58 | 2066 | 2017 | 59 | 2000 | 2017 | 60 | 2072 | 2017 | 61 | 1959 | 2017 | 62 | 1885 | 2017 | 63 | 1788 | 2017 | 64 | 1599 | 2017 | 65 | 1426 | 2017 | 66 | 1405 | 2017 | 67 | 1312 | 2017 | 68 | 1161 | 2017 | 69 | 1158 | 2017 | 70 | 1072 | 2017 | 71 | 933 | 2017 | 72 | 882 | 2017 | 73 | 868 | 2017 | 74 | 796 | 2017 | 75 | 648 | 2017 | 76 | 658 | 2017 | 77 | 589 | 2017 | 78 | 509 | 2017 | 79 | 480 | 2017 | 80 | 462 | 2017 | 81 | 423 | 2017 | 82 | 378 | 2017 | 83 | 339 | 2017 | 84 | 297 | 2017 | 85 | 288 | 2017 | 86 | 289 | 2017 | 87 | 270 | 2017 | 88 | 204 | 2017 | 89 | 191 | 2017 | 90 | 153 | 2017 | 91 | 128 | 2017 | 92 | 130 | 2017 | 93 | 72 | 2017 | 94 | 55 | 2017 | 95 | 31 | 2017 | 96 | 36 | 2017 | 97 | 29 | 2017 | 98 | 15 | 2017 | 99 | 13 | 2017 | 100 | 30 | 2017 | NA | NA | NA | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 0 | 1981 | 2017 | 1 | 2091 | 2017 | 2 | 2126 | 2017 | 3 | 2143 | 2017 | 4 | 2158 | 2017 | 5 | 2164 | 2017 | 6 | 2129 | 2017 | 7 | 2193 | 2017 | 8 | 2129 | 2017 | 9 | 2022 | 2017 | 10 | 1917 | 2017 | 11 | 1936 | 2017 | 12 | 1940 | 2017 | 13 | 1856 | 2017 | 14 | 1900 | 2017 | 15 | 2014 | 2017 | 16 | 1961 | 2017 | 17 | 1962 | 2017 | 18 | 1766 | 2017 | 19 | 1900 | 2017 | 20 | 1926 | 2017 | 21 | 2005 | 2017 | 22 | 1937 | 2017 | 23 | 2020 | 2017 | 24 | 2019 | 2017 | 25 | 1995 | 2017 | 26 | 2100 | 2017 | 27 | 2025 | 2017 | 28 | 1960 | 2017 | 29 | 1924 | 2017 | 30 | 1841 | 2017 | 31 | 1722 | 2017 | 32 | 1748 | 2017 | 33 | 1585 | 2017 | 34 | 1708 | 2017 | 35 | 1742 | 2017 | 36 | 1642 | 2017 | 37 | 1532 | 2017 | 38 | 1505 | 2017 | 39 | 1374 | 2017 | 40 | 1419 | 2017 | 41 | 1354 | 2017 | 42 | 1372 | 2017 | 43 | 1432 | 2017 | 44 | 1399 | 2017 | 45 | 1368 | 2017 | 46 | 1321 | 2017 | 47 | 1251 | 2017 | 48 | 1263 | 2017 | 49 | 1250 | 2017 | 50 | 1246 | 2017 | 51 | 1268 | 2017 | 52 | 1194 | 2017 | 53 | 1164 | 2017 | 54 | 1147 | 2017 | 55 | 1051 | 2017 | 56 | 996 | 2017 | 57 | 852 | 2017 | 58 | 818 | 2017 | 59 | 776 | 2017 | 60 | 755 | 2017 | 61 | 728 | 2017 | 62 | 609 | 2017 | 63 | 572 | 2017 | 64 | 556 | 2017 | 65 | 465 | 2017 | 66 | 449 | 2017 | 67 | 382 | 2017 | 68 | 369 | 2017 | 69 | 338 | 2017 | 70 | 314 | 2017 | 71 | 277 | 2017 | 72 | 260 | 2017 | 73 | 239 | 2017 | 74 | 184 | 2017 | 75 | 161 | 2017 | 76 | 158 | 2017 | 77 | 126 | 2017 | 78 | 122 | 2017 | 79 | 86 | 2017 | 80 | 88 | 2017 | 81 | 73 | 2017 | 82 | 86 | 2017 | 83 | 72 | 2017 | 84 | 54 | 2017 | 85 | 58 | 2017 | 86 | 46 | 2017 | 87 | 43 | 2017 | 88 | 38 | 2017 | 89 | 22 | 2017 | 90 | 17 | 2017 | 91 | 16 | 2017 | 92 | 9 | 2017 | 93 | 12 | 2017 | 94 | 16 | 2017 | 95 | 9 | 2017 | 96 | 4 | 2017 | 97 | 3 | 2017 | 98 | 3 | 2017 | 99 | 2 | 2017 | 100 | 15 | 2017 | NA | NA | NA | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 0 | 230 | 2017 | 1 | 261 | 2017 | 2 | 268 | 2017 | 3 | 235 | 2017 | 4 | 259 | 2017 | 5 | 258 | 2017 | 6 | 241 | 2017 | 7 | 264 | 2017 | 8 | 264 | 2017 | 9 | 258 | 2017 | 10 | 216 | 2017 | 11 | 238 | 2017 | 12 | 222 | 2017 | 13 | 212 | 2017 | 14 | 193 | 2017 | 15 | 207 | 2017 | 16 | 174 | 2017 | 17 | 301 | 2017 | 18 | 413 | 2017 | 19 | 296 | 2017 | 20 | 288 | 2017 | 21 | 279 | 2017 | 22 | 228 | 2017 | 23 | 228 | 2017 | 24 | 207 | 2017 | 25 | 273 | 2017 | 26 | 268 | 2017 | 27 | 250 | 2017 | 28 | 290 | 2017 | 29 | 287 | 2017 | 30 | 299 | 2017 | 31 | 280 | 2017 | 32 | 274 | 2017 | 33 | 274 | 2017 | 34 | 277 | 2017 | 35 | 302 | 2017 | 36 | 286 | 2017 | 37 | 227 | 2017 | 38 | 215 | 2017 | 39 | 216 | 2017 | 40 | 213 | 2017 | 41 | 241 | 2017 | 42 | 218 | 2017 | 43 | 247 | 2017 | 44 | 225 | 2017 | 45 | 197 | 2017 | 46 | 191 | 2017 | 47 | 170 | 2017 | 48 | 179 | 2017 | 49 | 153 | 2017 | 50 | 165 | 2017 | 51 | 180 | 2017 | 52 | 165 | 2017 | 53 | 160 | 2017 | 54 | 180 | 2017 | 55 | 167 | 2017 | 56 | 171 | 2017 | 57 | 158 | 2017 | 58 | 150 | 2017 | 59 | 143 | 2017 | 60 | 139 | 2017 | 61 | 139 | 2017 | 62 | 143 | 2017 | 63 | 120 | 2017 | 64 | 109 | 2017 | 65 | 90 | 2017 | 66 | 79 | 2017 | 67 | 77 | 2017 | 68 | 69 | 2017 | 69 | 66 | 2017 | 70 | 75 | 2017 | 71 | 73 | 2017 | 72 | 60 | 2017 | 73 | 69 | 2017 | 74 | 46 | 2017 | 75 | 58 | 2017 | 76 | 40 | 2017 | 77 | 46 | 2017 | 78 | 31 | 2017 | 79 | 24 | 2017 | 80 | 27 | 2017 | 81 | 32 | 2017 | 82 | 30 | 2017 | 83 | 30 | 2017 | 84 | 20 | 2017 | 85 | 20 | 2017 | 86 | 13 | 2017 | 87 | 14 | 2017 | 88 | 7 | 2017 | 89 | 4 | 2017 | 90 | 3 | 2017 | 91 | 8 | 2017 | 92 | 6 | 2017 | 93 | 3 | 2017 | 94 | 3 | 2017 | 95 | 2 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 2 | 2017 | NA | NA | NA | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 0 | 17 | 2017 | 1 | 14 | 2017 | 2 | 13 | 2017 | 3 | 25 | 2017 | 4 | 22 | 2017 | 5 | 13 | 2017 | 6 | 24 | 2017 | 7 | 20 | 2017 | 8 | 23 | 2017 | 9 | 21 | 2017 | 10 | 16 | 2017 | 11 | 18 | 2017 | 12 | 19 | 2017 | 13 | 12 | 2017 | 14 | 18 | 2017 | 15 | 15 | 2017 | 16 | 14 | 2017 | 17 | 26 | 2017 | 18 | 20 | 2017 | 19 | 16 | 2017 | 20 | 13 | 2017 | 21 | 21 | 2017 | 22 | 19 | 2017 | 23 | 19 | 2017 | 24 | 10 | 2017 | 25 | 17 | 2017 | 26 | 20 | 2017 | 27 | 14 | 2017 | 28 | 15 | 2017 | 29 | 19 | 2017 | 30 | 18 | 2017 | 31 | 23 | 2017 | 32 | 7 | 2017 | 33 | 13 | 2017 | 34 | 10 | 2017 | 35 | 16 | 2017 | 36 | 16 | 2017 | 37 | 12 | 2017 | 38 | 11 | 2017 | 39 | 8 | 2017 | 40 | 21 | 2017 | 41 | 15 | 2017 | 42 | 14 | 2017 | 43 | 20 | 2017 | 44 | 20 | 2017 | 45 | 18 | 2017 | 46 | 26 | 2017 | 47 | 13 | 2017 | 48 | 6 | 2017 | 49 | 20 | 2017 | 50 | 19 | 2017 | 51 | 18 | 2017 | 52 | 14 | 2017 | 53 | 15 | 2017 | 54 | 16 | 2017 | 55 | 17 | 2017 | 56 | 18 | 2017 | 57 | 6 | 2017 | 58 | 16 | 2017 | 59 | 14 | 2017 | 60 | 17 | 2017 | 61 | 9 | 2017 | 62 | 15 | 2017 | 63 | 10 | 2017 | 64 | 10 | 2017 | 65 | 11 | 2017 | 66 | 15 | 2017 | 67 | 8 | 2017 | 68 | 10 | 2017 | 69 | 8 | 2017 | 70 | 14 | 2017 | 71 | 7 | 2017 | 72 | 5 | 2017 | 73 | 17 | 2017 | 74 | 7 | 2017 | 75 | 6 | 2017 | 76 | 8 | 2017 | 77 | 11 | 2017 | 78 | 11 | 2017 | 79 | 6 | 2017 | 80 | 6 | 2017 | 81 | 7 | 2017 | 82 | 6 | 2017 | 83 | 4 | 2017 | 84 | 5 | 2017 | 85 | 2 | 2017 | 86 | 5 | 2017 | 87 | 4 | 2017 | 88 | 1 | 2017 | 89 | 1 | 2017 | 90 | 1 | 2017 | 91 | 1 | 2017 | 92 | 3 | 2017 | 93 | 1 | 2017 | 94 | 1 | 2017 | NA | NA | NA | 96 | 2 | 2017 | NA | NA | NA | NA | NA | NA | 99 | 1 | 2017 | 100 | 1 | 2017 | NA | NA | NA | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 0 | 17 | 2017 | 1 | 17 | 2017 | 2 | 18 | 2017 | 3 | 15 | 2017 | 4 | 16 | 2017 | 5 | 17 | 2017 | 6 | 16 | 2017 | 7 | 11 | 2017 | 8 | 14 | 2017 | 9 | 22 | 2017 | 10 | 16 | 2017 | 11 | 17 | 2017 | 12 | 20 | 2017 | 13 | 16 | 2017 | 14 | 20 | 2017 | 15 | 15 | 2017 | 16 | 20 | 2017 | 17 | 29 | 2017 | 18 | 26 | 2017 | 19 | 22 | 2017 | 20 | 30 | 2017 | 21 | 31 | 2017 | 22 | 32 | 2017 | 23 | 28 | 2017 | 24 | 38 | 2017 | 25 | 45 | 2017 | 26 | 46 | 2017 | 27 | 35 | 2017 | 28 | 35 | 2017 | 29 | 32 | 2017 | 30 | 27 | 2017 | 31 | 28 | 2017 | 32 | 36 | 2017 | 33 | 31 | 2017 | 34 | 25 | 2017 | 35 | 31 | 2017 | 36 | 37 | 2017 | 37 | 29 | 2017 | 38 | 20 | 2017 | 39 | 26 | 2017 | 40 | 22 | 2017 | 41 | 21 | 2017 | 42 | 24 | 2017 | 43 | 28 | 2017 | 44 | 26 | 2017 | 45 | 18 | 2017 | 46 | 23 | 2017 | 47 | 23 | 2017 | 48 | 21 | 2017 | 49 | 21 | 2017 | 50 | 24 | 2017 | 51 | 22 | 2017 | 52 | 19 | 2017 | 53 | 24 | 2017 | 54 | 15 | 2017 | 55 | 15 | 2017 | 56 | 25 | 2017 | 57 | 20 | 2017 | 58 | 15 | 2017 | 59 | 13 | 2017 | 60 | 24 | 2017 | 61 | 14 | 2017 | 62 | 16 | 2017 | 63 | 29 | 2017 | 64 | 11 | 2017 | 65 | 11 | 2017 | 66 | 23 | 2017 | 67 | 16 | 2017 | 68 | 13 | 2017 | 69 | 14 | 2017 | 70 | 14 | 2017 | 71 | 11 | 2017 | 72 | 14 | 2017 | 73 | 9 | 2017 | 74 | 7 | 2017 | 75 | 14 | 2017 | 76 | 11 | 2017 | 77 | 6 | 2017 | 78 | 7 | 2017 | 79 | 4 | 2017 | 80 | 2 | 2017 | 81 | 9 | 2017 | 82 | 3 | 2017 | 83 | 3 | 2017 | 84 | 2 | 2017 | 85 | 1 | 2017 | 86 | 4 | 2017 | 87 | 1 | 2017 | 88 | 2 | 2017 | 89 | 1 | 2017 | 90 | 2 | 2017 | 91 | 1 | 2017 | 92 | 1 | 2017 | NA | NA | NA | 94 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 97 | 1 | 2017 | 98 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
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| 02203 | 0 | 130 | 2017 | 1 | 108 | 2017 | 2 | 138 | 2017 | 3 | 128 | 2017 | 4 | 108 | 2017 | 5 | 124 | 2017 | 6 | 125 | 2017 | 7 | 141 | 2017 | 8 | 142 | 2017 | 9 | 114 | 2017 | 10 | 113 | 2017 | 11 | 112 | 2017 | 12 | 115 | 2017 | 13 | 98 | 2017 | 14 | 103 | 2017 | 15 | 101 | 2017 | 16 | 107 | 2017 | 17 | 88 | 2017 | 18 | 79 | 2017 | 19 | 103 | 2017 | 20 | 95 | 2017 | 21 | 137 | 2017 | 22 | 157 | 2017 | 23 | 181 | 2017 | 24 | 244 | 2017 | 25 | 265 | 2017 | 26 | 274 | 2017 | 27 | 297 | 2017 | 28 | 307 | 2017 | 29 | 325 | 2017 | 30 | 267 | 2017 | 31 | 275 | 2017 | 32 | 249 | 2017 | 33 | 262 | 2017 | 34 | 216 | 2017 | 35 | 257 | 2017 | 36 | 270 | 2017 | 37 | 258 | 2017 | 38 | 219 | 2017 | 39 | 185 | 2017 | 40 | 199 | 2017 | 41 | 192 | 2017 | 42 | 192 | 2017 | 43 | 197 | 2017 | 44 | 179 | 2017 | 45 | 155 | 2017 | 46 | 158 | 2017 | 47 | 166 | 2017 | 48 | 143 | 2017 | 49 | 141 | 2017 | 50 | 146 | 2017 | 51 | 150 | 2017 | 52 | 117 | 2017 | 53 | 117 | 2017 | 54 | 110 | 2017 | 55 | 115 | 2017 | 56 | 111 | 2017 | 57 | 94 | 2017 | 58 | 100 | 2017 | 59 | 87 | 2017 | 60 | 95 | 2017 | 61 | 101 | 2017 | 62 | 74 | 2017 | 63 | 77 | 2017 | 64 | 56 | 2017 | 65 | 56 | 2017 | 66 | 48 | 2017 | 67 | 46 | 2017 | 68 | 38 | 2017 | 69 | 46 | 2017 | 70 | 35 | 2017 | 71 | 29 | 2017 | 72 | 43 | 2017 | 73 | 37 | 2017 | 74 | 34 | 2017 | 75 | 32 | 2017 | 76 | 19 | 2017 | 77 | 33 | 2017 | 78 | 36 | 2017 | 79 | 19 | 2017 | 80 | 22 | 2017 | 81 | 15 | 2017 | 82 | 14 | 2017 | 83 | 14 | 2017 | 84 | 17 | 2017 | 85 | 6 | 2017 | 86 | 13 | 2017 | 87 | 11 | 2017 | 88 | 7 | 2017 | 89 | 11 | 2017 | 90 | 4 | 2017 | 91 | 4 | 2017 | 92 | 4 | 2017 | 93 | 3 | 2017 | 94 | 1 | 2017 | 95 | 2 | 2017 | 96 | 2 | 2017 | 97 | 3 | 2017 | 98 | 2 | 2017 | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 0 | 351 | 2017 | 1 | 419 | 2017 | 2 | 429 | 2017 | 3 | 384 | 2017 | 4 | 407 | 2017 | 5 | 440 | 2017 | 6 | 479 | 2017 | 7 | 457 | 2017 | 8 | 406 | 2017 | 9 | 410 | 2017 | 10 | 362 | 2017 | 11 | 389 | 2017 | 12 | 381 | 2017 | 13 | 352 | 2017 | 14 | 367 | 2017 | 15 | 380 | 2017 | 16 | 407 | 2017 | 17 | 385 | 2017 | 18 | 310 | 2017 | 19 | 279 | 2017 | 20 | 306 | 2017 | 21 | 298 | 2017 | 22 | 308 | 2017 | 23 | 322 | 2017 | 24 | 392 | 2017 | 25 | 379 | 2017 | 26 | 475 | 2017 | 27 | 406 | 2017 | 28 | 414 | 2017 | 29 | 403 | 2017 | 30 | 408 | 2017 | 31 | 371 | 2017 | 32 | 372 | 2017 | 33 | 342 | 2017 | 34 | 354 | 2017 | 35 | 335 | 2017 | 36 | 321 | 2017 | 37 | 311 | 2017 | 38 | 316 | 2017 | 39 | 331 | 2017 | 40 | 319 | 2017 | 41 | 288 | 2017 | 42 | 328 | 2017 | 43 | 311 | 2017 | 44 | 337 | 2017 | 45 | 327 | 2017 | 46 | 322 | 2017 | 47 | 299 | 2017 | 48 | 285 | 2017 | 49 | 332 | 2017 | 50 | 293 | 2017 | 51 | 262 | 2017 | 52 | 314 | 2017 | 53 | 336 | 2017 | 54 | 346 | 2017 | 55 | 335 | 2017 | 56 | 314 | 2017 | 57 | 309 | 2017 | 58 | 302 | 2017 | 59 | 295 | 2017 | 60 | 278 | 2017 | 61 | 251 | 2017 | 62 | 273 | 2017 | 63 | 262 | 2017 | 64 | 236 | 2017 | 65 | 227 | 2017 | 66 | 201 | 2017 | 67 | 178 | 2017 | 68 | 170 | 2017 | 69 | 177 | 2017 | 70 | 160 | 2017 | 71 | 161 | 2017 | 72 | 130 | 2017 | 73 | 124 | 2017 | 74 | 113 | 2017 | 75 | 107 | 2017 | 76 | 93 | 2017 | 77 | 99 | 2017 | 78 | 77 | 2017 | 79 | 78 | 2017 | 80 | 65 | 2017 | 81 | 73 | 2017 | 82 | 47 | 2017 | 83 | 55 | 2017 | 84 | 53 | 2017 | 85 | 57 | 2017 | 86 | 42 | 2017 | 87 | 52 | 2017 | 88 | 37 | 2017 | 89 | 24 | 2017 | 90 | 15 | 2017 | 91 | 16 | 2017 | 92 | 9 | 2017 | 93 | 8 | 2017 | 94 | 5 | 2017 | 95 | 4 | 2017 | 96 | 4 | 2017 | 97 | 3 | 2017 | 98 | 2 | 2017 | 99 | 1 | 2017 | 100 | 7 | 2017 | NA | NA | NA | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 0 | 58 | 2017 | 1 | 65 | 2017 | 2 | 70 | 2017 | 3 | 57 | 2017 | 4 | 57 | 2017 | 5 | 73 | 2017 | 6 | 60 | 2017 | 7 | 84 | 2017 | 8 | 82 | 2017 | 9 | 78 | 2017 | 10 | 66 | 2017 | 11 | 45 | 2017 | 12 | 65 | 2017 | 13 | 77 | 2017 | 14 | 64 | 2017 | 15 | 76 | 2017 | 16 | 77 | 2017 | 17 | 73 | 2017 | 18 | 51 | 2017 | 19 | 46 | 2017 | 20 | 64 | 2017 | 21 | 68 | 2017 | 22 | 86 | 2017 | 23 | 97 | 2017 | 24 | 119 | 2017 | 25 | 123 | 2017 | 26 | 109 | 2017 | 27 | 143 | 2017 | 28 | 131 | 2017 | 29 | 153 | 2017 | 30 | 131 | 2017 | 31 | 127 | 2017 | 32 | 157 | 2017 | 33 | 144 | 2017 | 34 | 135 | 2017 | 35 | 164 | 2017 | 36 | 113 | 2017 | 37 | 112 | 2017 | 38 | 117 | 2017 | 39 | 116 | 2017 | 40 | 126 | 2017 | 41 | 123 | 2017 | 42 | 119 | 2017 | 43 | 133 | 2017 | 44 | 128 | 2017 | 45 | 122 | 2017 | 46 | 125 | 2017 | 47 | 94 | 2017 | 48 | 95 | 2017 | 49 | 112 | 2017 | 50 | 117 | 2017 | 51 | 106 | 2017 | 52 | 110 | 2017 | 53 | 114 | 2017 | 54 | 120 | 2017 | 55 | 102 | 2017 | 56 | 74 | 2017 | 57 | 68 | 2017 | 58 | 80 | 2017 | 59 | 75 | 2017 | 60 | 62 | 2017 | 61 | 63 | 2017 | 62 | 41 | 2017 | 63 | 61 | 2017 | 64 | 56 | 2017 | 65 | 56 | 2017 | 66 | 32 | 2017 | 67 | 23 | 2017 | 68 | 26 | 2017 | 69 | 19 | 2017 | 70 | 19 | 2017 | 71 | 11 | 2017 | 72 | 11 | 2017 | 73 | 12 | 2017 | 74 | 12 | 2017 | 75 | 8 | 2017 | 76 | 12 | 2017 | 77 | 6 | 2017 | 78 | 6 | 2017 | 79 | 9 | 2017 | 80 | 7 | 2017 | 81 | 5 | 2017 | 82 | 3 | 2017 | 83 | 2 | 2017 | 84 | 2 | 2017 | 85 | 1 | 2017 | 86 | 5 | 2017 | 87 | 3 | 2017 | 88 | 3 | 2017 | 89 | 1 | 2017 | 90 | 1 | 2017 | 91 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 97 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 0 | 2203 | 2017 | 1 | 2448 | 2017 | 2 | 2390 | 2017 | 3 | 2415 | 2017 | 4 | 2485 | 2017 | 5 | 2461 | 2017 | 6 | 2645 | 2017 | 7 | 2622 | 2017 | 8 | 2468 | 2017 | 9 | 2244 | 2017 | 10 | 2366 | 2017 | 11 | 2197 | 2017 | 12 | 2172 | 2017 | 13 | 2125 | 2017 | 14 | 2251 | 2017 | 15 | 2276 | 2017 | 16 | 2291 | 2017 | 17 | 2343 | 2017 | 18 | 2412 | 2017 | 19 | 2289 | 2017 | 20 | 2388 | 2017 | 21 | 2406 | 2017 | 22 | 2548 | 2017 | 23 | 2617 | 2017 | 24 | 2732 | 2017 | 25 | 2702 | 2017 | 26 | 2685 | 2017 | 27 | 2807 | 2017 | 28 | 2665 | 2017 | 29 | 2545 | 2017 | 30 | 2409 | 2017 | 31 | 2378 | 2017 | 32 | 2317 | 2017 | 33 | 2187 | 2017 | 34 | 2293 | 2017 | 35 | 2319 | 2017 | 36 | 2202 | 2017 | 37 | 2118 | 2017 | 38 | 1954 | 2017 | 39 | 2075 | 2017 | 40 | 2032 | 2017 | 41 | 1996 | 2017 | 42 | 2086 | 2017 | 43 | 2022 | 2017 | 44 | 1928 | 2017 | 45 | 2013 | 2017 | 46 | 2014 | 2017 | 47 | 1979 | 2017 | 48 | 1966 | 2017 | 49 | 2016 | 2017 | 50 | 2021 | 2017 | 51 | 1895 | 2017 | 52 | 2012 | 2017 | 53 | 1900 | 2017 | 54 | 1910 | 2017 | 55 | 1852 | 2017 | 56 | 1840 | 2017 | 57 | 1662 | 2017 | 58 | 1589 | 2017 | 59 | 1562 | 2017 | 60 | 1480 | 2017 | 61 | 1392 | 2017 | 62 | 1333 | 2017 | 63 | 1234 | 2017 | 64 | 1165 | 2017 | 65 | 1053 | 2017 | 66 | 1036 | 2017 | 67 | 947 | 2017 | 68 | 805 | 2017 | 69 | 849 | 2017 | 70 | 727 | 2017 | 71 | 704 | 2017 | 72 | 720 | 2017 | 73 | 614 | 2017 | 74 | 629 | 2017 | 75 | 597 | 2017 | 76 | 566 | 2017 | 77 | 509 | 2017 | 78 | 396 | 2017 | 79 | 406 | 2017 | 80 | 378 | 2017 | 81 | 389 | 2017 | 82 | 319 | 2017 | 83 | 304 | 2017 | 84 | 252 | 2017 | 85 | 235 | 2017 | 86 | 230 | 2017 | 87 | 189 | 2017 | 88 | 160 | 2017 | 89 | 143 | 2017 | 90 | 97 | 2017 | 91 | 81 | 2017 | 92 | 60 | 2017 | 93 | 51 | 2017 | 94 | 38 | 2017 | 95 | 30 | 2017 | 96 | 19 | 2017 | 97 | 12 | 2017 | 98 | 6 | 2017 | 99 | 7 | 2017 | 100 | 30 | 2017 | NA | NA | NA | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 0 | 235 | 2017 | 1 | 233 | 2017 | 2 | 268 | 2017 | 3 | 247 | 2017 | 4 | 276 | 2017 | 5 | 298 | 2017 | 6 | 321 | 2017 | 7 | 287 | 2017 | 8 | 287 | 2017 | 9 | 289 | 2017 | 10 | 273 | 2017 | 11 | 253 | 2017 | 12 | 240 | 2017 | 13 | 249 | 2017 | 14 | 248 | 2017 | 15 | 273 | 2017 | 16 | 239 | 2017 | 17 | 234 | 2017 | 18 | 248 | 2017 | 19 | 245 | 2017 | 20 | 246 | 2017 | 21 | 255 | 2017 | 22 | 260 | 2017 | 23 | 248 | 2017 | 24 | 261 | 2017 | 25 | 257 | 2017 | 26 | 269 | 2017 | 27 | 290 | 2017 | 28 | 295 | 2017 | 29 | 290 | 2017 | 30 | 267 | 2017 | 31 | 250 | 2017 | 32 | 228 | 2017 | 33 | 258 | 2017 | 34 | 257 | 2017 | 35 | 276 | 2017 | 36 | 254 | 2017 | 37 | 220 | 2017 | 38 | 220 | 2017 | 39 | 210 | 2017 | 40 | 230 | 2017 | 41 | 225 | 2017 | 42 | 204 | 2017 | 43 | 220 | 2017 | 44 | 248 | 2017 | 45 | 241 | 2017 | 46 | 199 | 2017 | 47 | 222 | 2017 | 48 | 209 | 2017 | 49 | 194 | 2017 | 50 | 215 | 2017 | 51 | 239 | 2017 | 52 | 244 | 2017 | 53 | 266 | 2017 | 54 | 274 | 2017 | 55 | 237 | 2017 | 56 | 255 | 2017 | 57 | 220 | 2017 | 58 | 223 | 2017 | 59 | 226 | 2017 | 60 | 199 | 2017 | 61 | 219 | 2017 | 62 | 196 | 2017 | 63 | 174 | 2017 | 64 | 157 | 2017 | 65 | 143 | 2017 | 66 | 120 | 2017 | 67 | 135 | 2017 | 68 | 147 | 2017 | 69 | 109 | 2017 | 70 | 109 | 2017 | 71 | 94 | 2017 | 72 | 94 | 2017 | 73 | 87 | 2017 | 74 | 72 | 2017 | 75 | 66 | 2017 | 76 | 74 | 2017 | 77 | 53 | 2017 | 78 | 55 | 2017 | 79 | 53 | 2017 | 80 | 51 | 2017 | 81 | 41 | 2017 | 82 | 42 | 2017 | 83 | 31 | 2017 | 84 | 38 | 2017 | 85 | 30 | 2017 | 86 | 27 | 2017 | 87 | 23 | 2017 | 88 | 20 | 2017 | 89 | 13 | 2017 | 90 | 6 | 2017 | 91 | 7 | 2017 | 92 | 7 | 2017 | 93 | 2 | 2017 | 94 | 5 | 2017 | 95 | 2 | 2017 | 96 | 3 | 2017 | 97 | 3 | 2017 | 98 | 3 | 2017 | 99 | 3 | 2017 | 100 | 4 | 2017 | NA | NA | NA | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 0 | 212 | 2017 | 1 | 209 | 2017 | 2 | 200 | 2017 | 3 | 183 | 2017 | 4 | 196 | 2017 | 5 | 206 | 2017 | 6 | 247 | 2017 | 7 | 241 | 2017 | 8 | 260 | 2017 | 9 | 209 | 2017 | 10 | 242 | 2017 | 11 | 191 | 2017 | 12 | 188 | 2017 | 13 | 192 | 2017 | 14 | 178 | 2017 | 15 | 176 | 2017 | 16 | 239 | 2017 | 17 | 207 | 2017 | 18 | 181 | 2017 | 19 | 185 | 2017 | 20 | 194 | 2017 | 21 | 208 | 2017 | 22 | 221 | 2017 | 23 | 225 | 2017 | 24 | 249 | 2017 | 25 | 238 | 2017 | 26 | 264 | 2017 | 27 | 236 | 2017 | 28 | 258 | 2017 | 29 | 239 | 2017 | 30 | 219 | 2017 | 31 | 214 | 2017 | 32 | 203 | 2017 | 33 | 207 | 2017 | 34 | 207 | 2017 | 35 | 227 | 2017 | 36 | 206 | 2017 | 37 | 214 | 2017 | 38 | 196 | 2017 | 39 | 190 | 2017 | 40 | 196 | 2017 | 41 | 200 | 2017 | 42 | 196 | 2017 | 43 | 239 | 2017 | 44 | 197 | 2017 | 45 | 195 | 2017 | 46 | 214 | 2017 | 47 | 177 | 2017 | 48 | 211 | 2017 | 49 | 184 | 2017 | 50 | 202 | 2017 | 51 | 208 | 2017 | 52 | 191 | 2017 | 53 | 202 | 2017 | 54 | 197 | 2017 | 55 | 184 | 2017 | 56 | 172 | 2017 | 57 | 153 | 2017 | 58 | 129 | 2017 | 59 | 162 | 2017 | 60 | 125 | 2017 | 61 | 116 | 2017 | 62 | 106 | 2017 | 63 | 114 | 2017 | 64 | 124 | 2017 | 65 | 93 | 2017 | 66 | 83 | 2017 | 67 | 87 | 2017 | 68 | 65 | 2017 | 69 | 58 | 2017 | 70 | 60 | 2017 | 71 | 56 | 2017 | 72 | 53 | 2017 | 73 | 53 | 2017 | 74 | 52 | 2017 | 75 | 46 | 2017 | 76 | 44 | 2017 | 77 | 22 | 2017 | 78 | 39 | 2017 | 79 | 30 | 2017 | 80 | 30 | 2017 | 81 | 33 | 2017 | 82 | 30 | 2017 | 83 | 28 | 2017 | 84 | 22 | 2017 | 85 | 21 | 2017 | 86 | 13 | 2017 | 87 | 8 | 2017 | 88 | 9 | 2017 | 89 | 12 | 2017 | 90 | 5 | 2017 | 91 | 3 | 2017 | 92 | 1 | 2017 | 93 | 2 | 2017 | 94 | 3 | 2017 | NA | NA | NA | 96 | 1 | 2017 | 97 | 2 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 0 | 211 | 2017 | 1 | 170 | 2017 | 2 | 184 | 2017 | 3 | 171 | 2017 | 4 | 205 | 2017 | 5 | 187 | 2017 | 6 | 215 | 2017 | 7 | 239 | 2017 | 8 | 207 | 2017 | 9 | 205 | 2017 | 10 | 204 | 2017 | 11 | 162 | 2017 | 12 | 188 | 2017 | 13 | 198 | 2017 | 14 | 202 | 2017 | 15 | 201 | 2017 | 16 | 190 | 2017 | 17 | 176 | 2017 | 18 | 144 | 2017 | 19 | 113 | 2017 | 20 | 149 | 2017 | 21 | 161 | 2017 | 22 | 176 | 2017 | 23 | 168 | 2017 | 24 | 185 | 2017 | 25 | 181 | 2017 | 26 | 215 | 2017 | 27 | 211 | 2017 | 28 | 203 | 2017 | 29 | 189 | 2017 | 30 | 205 | 2017 | 31 | 170 | 2017 | 32 | 170 | 2017 | 33 | 154 | 2017 | 34 | 142 | 2017 | 35 | 157 | 2017 | 36 | 171 | 2017 | 37 | 168 | 2017 | 38 | 155 | 2017 | 39 | 140 | 2017 | 40 | 150 | 2017 | 41 | 159 | 2017 | 42 | 146 | 2017 | 43 | 153 | 2017 | 44 | 169 | 2017 | 45 | 149 | 2017 | 46 | 151 | 2017 | 47 | 143 | 2017 | 48 | 160 | 2017 | 49 | 125 | 2017 | 50 | 157 | 2017 | 51 | 144 | 2017 | 52 | 144 | 2017 | 53 | 163 | 2017 | 54 | 185 | 2017 | 55 | 137 | 2017 | 56 | 159 | 2017 | 57 | 174 | 2017 | 58 | 149 | 2017 | 59 | 136 | 2017 | 60 | 119 | 2017 | 61 | 111 | 2017 | 62 | 119 | 2017 | 63 | 113 | 2017 | 64 | 116 | 2017 | 65 | 94 | 2017 | 66 | 95 | 2017 | 67 | 85 | 2017 | 68 | 78 | 2017 | 69 | 79 | 2017 | 70 | 84 | 2017 | 71 | 85 | 2017 | 72 | 62 | 2017 | 73 | 69 | 2017 | 74 | 48 | 2017 | 75 | 64 | 2017 | 76 | 50 | 2017 | 77 | 51 | 2017 | 78 | 61 | 2017 | 79 | 47 | 2017 | 80 | 46 | 2017 | 81 | 33 | 2017 | 82 | 34 | 2017 | 83 | 25 | 2017 | 84 | 21 | 2017 | 85 | 27 | 2017 | 86 | 18 | 2017 | 87 | 15 | 2017 | 88 | 17 | 2017 | 89 | 12 | 2017 | 90 | 9 | 2017 | 91 | 9 | 2017 | 92 | 3 | 2017 | 93 | 3 | 2017 | 94 | 8 | 2017 | 95 | 6 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | 98 | 1 | 2017 | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 0 | 166 | 2017 | 1 | 197 | 2017 | 2 | 222 | 2017 | 3 | 212 | 2017 | 4 | 216 | 2017 | 5 | 227 | 2017 | 6 | 255 | 2017 | 7 | 214 | 2017 | 8 | 248 | 2017 | 9 | 213 | 2017 | 10 | 195 | 2017 | 11 | 236 | 2017 | 12 | 223 | 2017 | 13 | 230 | 2017 | 14 | 219 | 2017 | 15 | 234 | 2017 | 16 | 225 | 2017 | 17 | 195 | 2017 | 18 | 142 | 2017 | 19 | 105 | 2017 | 20 | 124 | 2017 | 21 | 148 | 2017 | 22 | 166 | 2017 | 23 | 169 | 2017 | 24 | 160 | 2017 | 25 | 199 | 2017 | 26 | 192 | 2017 | 27 | 238 | 2017 | 28 | 230 | 2017 | 29 | 218 | 2017 | 30 | 217 | 2017 | 31 | 218 | 2017 | 32 | 232 | 2017 | 33 | 245 | 2017 | 34 | 220 | 2017 | 35 | 274 | 2017 | 36 | 216 | 2017 | 37 | 237 | 2017 | 38 | 219 | 2017 | 39 | 214 | 2017 | 40 | 199 | 2017 | 41 | 222 | 2017 | 42 | 244 | 2017 | 43 | 216 | 2017 | 44 | 225 | 2017 | 45 | 208 | 2017 | 46 | 206 | 2017 | 47 | 195 | 2017 | 48 | 223 | 2017 | 49 | 193 | 2017 | 50 | 187 | 2017 | 51 | 168 | 2017 | 52 | 204 | 2017 | 53 | 188 | 2017 | 54 | 204 | 2017 | 55 | 225 | 2017 | 56 | 192 | 2017 | 57 | 163 | 2017 | 58 | 155 | 2017 | 59 | 159 | 2017 | 60 | 146 | 2017 | 61 | 142 | 2017 | 62 | 109 | 2017 | 63 | 133 | 2017 | 64 | 109 | 2017 | 65 | 105 | 2017 | 66 | 82 | 2017 | 67 | 67 | 2017 | 68 | 77 | 2017 | 69 | 63 | 2017 | 70 | 53 | 2017 | 71 | 55 | 2017 | 72 | 63 | 2017 | 73 | 39 | 2017 | 74 | 33 | 2017 | 75 | 42 | 2017 | 76 | 38 | 2017 | 77 | 50 | 2017 | 78 | 36 | 2017 | 79 | 21 | 2017 | 80 | 14 | 2017 | 81 | 29 | 2017 | 82 | 16 | 2017 | 83 | 17 | 2017 | 84 | 11 | 2017 | 85 | 20 | 2017 | 86 | 21 | 2017 | 87 | 13 | 2017 | 88 | 8 | 2017 | 89 | 5 | 2017 | 90 | 5 | 2017 | 91 | 4 | 2017 | 92 | 2 | 2017 | 93 | 1 | 2017 | 94 | 2 | 2017 | 95 | 1 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 0 | 677 | 2017 | 1 | 780 | 2017 | 2 | 804 | 2017 | 3 | 840 | 2017 | 4 | 802 | 2017 | 5 | 831 | 2017 | 6 | 802 | 2017 | 7 | 889 | 2017 | 8 | 792 | 2017 | 9 | 762 | 2017 | 10 | 828 | 2017 | 11 | 748 | 2017 | 12 | 766 | 2017 | 13 | 757 | 2017 | 14 | 774 | 2017 | 15 | 785 | 2017 | 16 | 775 | 2017 | 17 | 750 | 2017 | 18 | 534 | 2017 | 19 | 541 | 2017 | 20 | 620 | 2017 | 21 | 632 | 2017 | 22 | 624 | 2017 | 23 | 719 | 2017 | 24 | 755 | 2017 | 25 | 833 | 2017 | 26 | 837 | 2017 | 27 | 824 | 2017 | 28 | 826 | 2017 | 29 | 728 | 2017 | 30 | 791 | 2017 | 31 | 766 | 2017 | 32 | 773 | 2017 | 33 | 689 | 2017 | 34 | 694 | 2017 | 35 | 694 | 2017 | 36 | 656 | 2017 | 37 | 649 | 2017 | 38 | 704 | 2017 | 39 | 597 | 2017 | 40 | 579 | 2017 | 41 | 595 | 2017 | 42 | 674 | 2017 | 43 | 661 | 2017 | 44 | 675 | 2017 | 45 | 672 | 2017 | 46 | 678 | 2017 | 47 | 661 | 2017 | 48 | 662 | 2017 | 49 | 738 | 2017 | 50 | 751 | 2017 | 51 | 652 | 2017 | 52 | 759 | 2017 | 53 | 769 | 2017 | 54 | 742 | 2017 | 55 | 654 | 2017 | 56 | 590 | 2017 | 57 | 639 | 2017 | 58 | 569 | 2017 | 59 | 591 | 2017 | 60 | 544 | 2017 | 61 | 553 | 2017 | 62 | 495 | 2017 | 63 | 525 | 2017 | 64 | 470 | 2017 | 65 | 473 | 2017 | 66 | 411 | 2017 | 67 | 397 | 2017 | 68 | 379 | 2017 | 69 | 361 | 2017 | 70 | 314 | 2017 | 71 | 331 | 2017 | 72 | 303 | 2017 | 73 | 321 | 2017 | 74 | 325 | 2017 | 75 | 287 | 2017 | 76 | 265 | 2017 | 77 | 227 | 2017 | 78 | 217 | 2017 | 79 | 210 | 2017 | 80 | 185 | 2017 | 81 | 188 | 2017 | 82 | 168 | 2017 | 83 | 140 | 2017 | 84 | 155 | 2017 | 85 | 128 | 2017 | 86 | 103 | 2017 | 87 | 94 | 2017 | 88 | 63 | 2017 | 89 | 70 | 2017 | 90 | 53 | 2017 | 91 | 37 | 2017 | 92 | 49 | 2017 | 93 | 26 | 2017 | 94 | 26 | 2017 | 95 | 15 | 2017 | 96 | 15 | 2017 | 97 | 6 | 2017 | 98 | 15 | 2017 | 99 | 4 | 2017 | 100 | 10 | 2017 | NA | NA | NA | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 0 | 59 | 2017 | 1 | 66 | 2017 | 2 | 72 | 2017 | 3 | 65 | 2017 | 4 | 69 | 2017 | 5 | 77 | 2017 | 6 | 67 | 2017 | 7 | 81 | 2017 | 8 | 82 | 2017 | 9 | 58 | 2017 | 10 | 68 | 2017 | 11 | 71 | 2017 | 12 | 65 | 2017 | 13 | 58 | 2017 | 14 | 65 | 2017 | 15 | 63 | 2017 | 16 | 73 | 2017 | 17 | 47 | 2017 | 18 | 34 | 2017 | 19 | 35 | 2017 | 20 | 41 | 2017 | 21 | 50 | 2017 | 22 | 58 | 2017 | 23 | 58 | 2017 | 24 | 78 | 2017 | 25 | 72 | 2017 | 26 | 73 | 2017 | 27 | 75 | 2017 | 28 | 84 | 2017 | 29 | 83 | 2017 | 30 | 72 | 2017 | 31 | 87 | 2017 | 32 | 69 | 2017 | 33 | 70 | 2017 | 34 | 72 | 2017 | 35 | 80 | 2017 | 36 | 71 | 2017 | 37 | 54 | 2017 | 38 | 81 | 2017 | 39 | 64 | 2017 | 40 | 75 | 2017 | 41 | 69 | 2017 | 42 | 67 | 2017 | 43 | 68 | 2017 | 44 | 81 | 2017 | 45 | 79 | 2017 | 46 | 83 | 2017 | 47 | 79 | 2017 | 48 | 70 | 2017 | 49 | 79 | 2017 | 50 | 71 | 2017 | 51 | 92 | 2017 | 52 | 77 | 2017 | 53 | 79 | 2017 | 54 | 70 | 2017 | 55 | 64 | 2017 | 56 | 68 | 2017 | 57 | 68 | 2017 | 58 | 67 | 2017 | 59 | 64 | 2017 | 60 | 67 | 2017 | 61 | 60 | 2017 | 62 | 61 | 2017 | 63 | 57 | 2017 | 64 | 52 | 2017 | 65 | 55 | 2017 | 66 | 39 | 2017 | 67 | 69 | 2017 | 68 | 32 | 2017 | 69 | 59 | 2017 | 70 | 34 | 2017 | 71 | 64 | 2017 | 72 | 40 | 2017 | 73 | 40 | 2017 | 74 | 42 | 2017 | 75 | 40 | 2017 | 76 | 26 | 2017 | 77 | 39 | 2017 | 78 | 30 | 2017 | 79 | 31 | 2017 | 80 | 30 | 2017 | 81 | 25 | 2017 | 82 | 23 | 2017 | 83 | 17 | 2017 | 84 | 17 | 2017 | 85 | 24 | 2017 | 86 | 6 | 2017 | 87 | 16 | 2017 | 88 | 16 | 2017 | 89 | 10 | 2017 | 90 | 3 | 2017 | 91 | 9 | 2017 | 92 | 4 | 2017 | 93 | 4 | 2017 | 94 | 9 | 2017 | 95 | 4 | 2017 | 96 | 1 | 2017 | 97 | 1 | 2017 | 98 | 1 | 2017 | 99 | 1 | 2017 | 100 | 4 | 2017 | NA | NA | NA | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 0 | 101 | 2017 | 1 | 106 | 2017 | 2 | 119 | 2017 | 3 | 121 | 2017 | 4 | 127 | 2017 | 5 | 108 | 2017 | 6 | 105 | 2017 | 7 | 108 | 2017 | 8 | 121 | 2017 | 9 | 111 | 2017 | 10 | 116 | 2017 | 11 | 110 | 2017 | 12 | 105 | 2017 | 13 | 79 | 2017 | 14 | 89 | 2017 | 15 | 95 | 2017 | 16 | 102 | 2017 | 17 | 95 | 2017 | 18 | 59 | 2017 | 19 | 60 | 2017 | 20 | 84 | 2017 | 21 | 90 | 2017 | 22 | 96 | 2017 | 23 | 91 | 2017 | 24 | 107 | 2017 | 25 | 109 | 2017 | 26 | 118 | 2017 | 27 | 109 | 2017 | 28 | 107 | 2017 | 29 | 107 | 2017 | 30 | 95 | 2017 | 31 | 97 | 2017 | 32 | 83 | 2017 | 33 | 97 | 2017 | 34 | 99 | 2017 | 35 | 92 | 2017 | 36 | 83 | 2017 | 37 | 74 | 2017 | 38 | 78 | 2017 | 39 | 89 | 2017 | 40 | 78 | 2017 | 41 | 79 | 2017 | 42 | 92 | 2017 | 43 | 79 | 2017 | 44 | 88 | 2017 | 45 | 78 | 2017 | 46 | 94 | 2017 | 47 | 85 | 2017 | 48 | 99 | 2017 | 49 | 110 | 2017 | 50 | 100 | 2017 | 51 | 106 | 2017 | 52 | 106 | 2017 | 53 | 110 | 2017 | 54 | 115 | 2017 | 55 | 97 | 2017 | 56 | 96 | 2017 | 57 | 92 | 2017 | 58 | 80 | 2017 | 59 | 79 | 2017 | 60 | 78 | 2017 | 61 | 65 | 2017 | 62 | 70 | 2017 | 63 | 71 | 2017 | 64 | 60 | 2017 | 65 | 65 | 2017 | 66 | 56 | 2017 | 67 | 64 | 2017 | 68 | 50 | 2017 | 69 | 44 | 2017 | 70 | 54 | 2017 | 71 | 50 | 2017 | 72 | 47 | 2017 | 73 | 34 | 2017 | 74 | 41 | 2017 | 75 | 43 | 2017 | 76 | 39 | 2017 | 77 | 37 | 2017 | 78 | 31 | 2017 | 79 | 26 | 2017 | 80 | 24 | 2017 | 81 | 21 | 2017 | 82 | 18 | 2017 | 83 | 15 | 2017 | 84 | 20 | 2017 | 85 | 15 | 2017 | 86 | 20 | 2017 | 87 | 13 | 2017 | 88 | 7 | 2017 | 89 | 9 | 2017 | 90 | 11 | 2017 | 91 | 11 | 2017 | 92 | 9 | 2017 | 93 | 4 | 2017 | 94 | 5 | 2017 | 95 | 2 | 2017 | 96 | 5 | 2017 | 97 | 1 | 2017 | NA | NA | NA | 99 | 1 | 2017 | NA | NA | NA | NA | NA | NA | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 0 | 146 | 2017 | 1 | 139 | 2017 | 2 | 141 | 2017 | 3 | 179 | 2017 | 4 | 175 | 2017 | 5 | 161 | 2017 | 6 | 177 | 2017 | 7 | 164 | 2017 | 8 | 121 | 2017 | 9 | 158 | 2017 | 10 | 125 | 2017 | 11 | 138 | 2017 | 12 | 160 | 2017 | 13 | 133 | 2017 | 14 | 133 | 2017 | 15 | 137 | 2017 | 16 | 143 | 2017 | 17 | 122 | 2017 | 18 | 87 | 2017 | 19 | 83 | 2017 | 20 | 85 | 2017 | 21 | 116 | 2017 | 22 | 132 | 2017 | 23 | 121 | 2017 | 24 | 136 | 2017 | 25 | 149 | 2017 | 26 | 153 | 2017 | 27 | 184 | 2017 | 28 | 184 | 2017 | 29 | 180 | 2017 | 30 | 141 | 2017 | 31 | 149 | 2017 | 32 | 146 | 2017 | 33 | 157 | 2017 | 34 | 148 | 2017 | 35 | 142 | 2017 | 36 | 127 | 2017 | 37 | 147 | 2017 | 38 | 130 | 2017 | 39 | 122 | 2017 | 40 | 119 | 2017 | 41 | 119 | 2017 | 42 | 118 | 2017 | 43 | 109 | 2017 | 44 | 117 | 2017 | 45 | 131 | 2017 | 46 | 103 | 2017 | 47 | 133 | 2017 | 48 | 153 | 2017 | 49 | 130 | 2017 | 50 | 142 | 2017 | 51 | 135 | 2017 | 52 | 166 | 2017 | 53 | 142 | 2017 | 54 | 163 | 2017 | 55 | 143 | 2017 | 56 | 134 | 2017 | 57 | 130 | 2017 | 58 | 162 | 2017 | 59 | 109 | 2017 | 60 | 135 | 2017 | 61 | 138 | 2017 | 62 | 111 | 2017 | 63 | 124 | 2017 | 64 | 104 | 2017 | 65 | 103 | 2017 | 66 | 76 | 2017 | 67 | 76 | 2017 | 68 | 75 | 2017 | 69 | 92 | 2017 | 70 | 55 | 2017 | 71 | 70 | 2017 | 72 | 56 | 2017 | 73 | 49 | 2017 | 74 | 60 | 2017 | 75 | 46 | 2017 | 76 | 51 | 2017 | 77 | 46 | 2017 | 78 | 36 | 2017 | 79 | 43 | 2017 | 80 | 35 | 2017 | 81 | 33 | 2017 | 82 | 27 | 2017 | 83 | 26 | 2017 | 84 | 25 | 2017 | 85 | 25 | 2017 | 86 | 21 | 2017 | 87 | 17 | 2017 | 88 | 13 | 2017 | 89 | 14 | 2017 | 90 | 6 | 2017 | 91 | 11 | 2017 | 92 | 5 | 2017 | 93 | 3 | 2017 | 94 | 2 | 2017 | 95 | 4 | 2017 | 96 | 1 | 2017 | 97 | 2 | 2017 | 98 | 1 | 2017 | 99 | 1 | 2017 | 100 | 2 | 2017 | NA | NA | NA | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 0 | 2658 | 2017 | 1 | 3014 | 2017 | 2 | 3235 | 2017 | 3 | 3218 | 2017 | 4 | 3317 | 2017 | 5 | 3345 | 2017 | 6 | 3428 | 2017 | 7 | 3325 | 2017 | 8 | 3203 | 2017 | 9 | 3126 | 2017 | 10 | 2949 | 2017 | 11 | 2971 | 2017 | 12 | 3113 | 2017 | 13 | 2934 | 2017 | 14 | 3102 | 2017 | 15 | 3177 | 2017 | 16 | 3405 | 2017 | 17 | 3388 | 2017 | 18 | 3789 | 2017 | 19 | 3855 | 2017 | 20 | 4086 | 2017 | 21 | 3946 | 2017 | 22 | 3867 | 2017 | 23 | 3912 | 2017 | 24 | 3855 | 2017 | 25 | 3769 | 2017 | 26 | 3829 | 2017 | 27 | 3727 | 2017 | 28 | 3456 | 2017 | 29 | 3368 | 2017 | 30 | 3201 | 2017 | 31 | 3168 | 2017 | 32 | 2973 | 2017 | 33 | 2947 | 2017 | 34 | 2882 | 2017 | 35 | 3058 | 2017 | 36 | 2923 | 2017 | 37 | 2843 | 2017 | 38 | 2769 | 2017 | 39 | 2680 | 2017 | 40 | 2831 | 2017 | 41 | 2808 | 2017 | 42 | 3040 | 2017 | 43 | 2946 | 2017 | 44 | 2917 | 2017 | 45 | 2925 | 2017 | 46 | 2815 | 2017 | 47 | 2728 | 2017 | 48 | 2789 | 2017 | 49 | 2843 | 2017 | 50 | 2752 | 2017 | 51 | 2853 | 2017 | 52 | 2704 | 2017 | 53 | 2769 | 2017 | 54 | 2772 | 2017 | 55 | 2618 | 2017 | 56 | 2579 | 2017 | 57 | 2424 | 2017 | 58 | 2399 | 2017 | 59 | 2270 | 2017 | 60 | 2167 | 2017 | 61 | 2114 | 2017 | 62 | 2122 | 2017 | 63 | 1950 | 2017 | 64 | 1828 | 2017 | 65 | 1750 | 2017 | 66 | 1673 | 2017 | 67 | 1540 | 2017 | 68 | 1513 | 2017 | 69 | 1405 | 2017 | 70 | 1320 | 2017 | 71 | 1329 | 2017 | 72 | 1238 | 2017 | 73 | 1137 | 2017 | 74 | 1172 | 2017 | 75 | 1057 | 2017 | 76 | 966 | 2017 | 77 | 882 | 2017 | 78 | 783 | 2017 | 79 | 688 | 2017 | 80 | 677 | 2017 | 81 | 707 | 2017 | 82 | 608 | 2017 | 83 | 532 | 2017 | 84 | 494 | 2017 | 85 | 464 | 2017 | 86 | 425 | 2017 | 87 | 369 | 2017 | 88 | 289 | 2017 | 89 | 289 | 2017 | 90 | 200 | 2017 | 91 | 160 | 2017 | 92 | 133 | 2017 | 93 | 111 | 2017 | 94 | 97 | 2017 | 95 | 57 | 2017 | 96 | 49 | 2017 | 97 | 40 | 2017 | 98 | 28 | 2017 | 99 | 29 | 2017 | 100 | 69 | 2017 | NA | NA | NA | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 0 | 3082 | 2017 | 1 | 3507 | 2017 | 2 | 3503 | 2017 | 3 | 3656 | 2017 | 4 | 3658 | 2017 | 5 | 3745 | 2017 | 6 | 3654 | 2017 | 7 | 3632 | 2017 | 8 | 3524 | 2017 | 9 | 3262 | 2017 | 10 | 3184 | 2017 | 11 | 3087 | 2017 | 12 | 3113 | 2017 | 13 | 3132 | 2017 | 14 | 3269 | 2017 | 15 | 3346 | 2017 | 16 | 3387 | 2017 | 17 | 3382 | 2017 | 18 | 3411 | 2017 | 19 | 3446 | 2017 | 20 | 3688 | 2017 | 21 | 3630 | 2017 | 22 | 3666 | 2017 | 23 | 3750 | 2017 | 24 | 3619 | 2017 | 25 | 3748 | 2017 | 26 | 3768 | 2017 | 27 | 3907 | 2017 | 28 | 3729 | 2017 | 29 | 3481 | 2017 | 30 | 3394 | 2017 | 31 | 3190 | 2017 | 32 | 3228 | 2017 | 33 | 3180 | 2017 | 34 | 3293 | 2017 | 35 | 3230 | 2017 | 36 | 3026 | 2017 | 37 | 2892 | 2017 | 38 | 2900 | 2017 | 39 | 2971 | 2017 | 40 | 3010 | 2017 | 41 | 2829 | 2017 | 42 | 3091 | 2017 | 43 | 3063 | 2017 | 44 | 3007 | 2017 | 45 | 2953 | 2017 | 46 | 2840 | 2017 | 47 | 2885 | 2017 | 48 | 2969 | 2017 | 49 | 2940 | 2017 | 50 | 2891 | 2017 | 51 | 2905 | 2017 | 52 | 2803 | 2017 | 53 | 2890 | 2017 | 54 | 2847 | 2017 | 55 | 2696 | 2017 | 56 | 2661 | 2017 | 57 | 2445 | 2017 | 58 | 2477 | 2017 | 59 | 2352 | 2017 | 60 | 2397 | 2017 | 61 | 2232 | 2017 | 62 | 2162 | 2017 | 63 | 2047 | 2017 | 64 | 1977 | 2017 | 65 | 1816 | 2017 | 66 | 1659 | 2017 | 67 | 1608 | 2017 | 68 | 1527 | 2017 | 69 | 1469 | 2017 | 70 | 1331 | 2017 | 71 | 1420 | 2017 | 72 | 1245 | 2017 | 73 | 1095 | 2017 | 74 | 1170 | 2017 | 75 | 1064 | 2017 | 76 | 957 | 2017 | 77 | 871 | 2017 | 78 | 689 | 2017 | 79 | 694 | 2017 | 80 | 652 | 2017 | 81 | 639 | 2017 | 82 | 527 | 2017 | 83 | 484 | 2017 | 84 | 497 | 2017 | 85 | 433 | 2017 | 86 | 411 | 2017 | 87 | 336 | 2017 | 88 | 305 | 2017 | 89 | 309 | 2017 | 90 | 198 | 2017 | 91 | 167 | 2017 | 92 | 120 | 2017 | 93 | 91 | 2017 | 94 | 84 | 2017 | 95 | 59 | 2017 | 96 | 40 | 2017 | 97 | 33 | 2017 | 98 | 30 | 2017 | 99 | 12 | 2017 | 100 | 49 | 2017 | NA | NA | NA | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 0 | 145 | 2017 | 1 | 160 | 2017 | 2 | 150 | 2017 | 3 | 173 | 2017 | 4 | 182 | 2017 | 5 | 161 | 2017 | 6 | 211 | 2017 | 7 | 177 | 2017 | 8 | 169 | 2017 | 9 | 146 | 2017 | 10 | 143 | 2017 | 11 | 169 | 2017 | 12 | 149 | 2017 | 13 | 153 | 2017 | 14 | 166 | 2017 | 15 | 150 | 2017 | 16 | 139 | 2017 | 17 | 142 | 2017 | 18 | 142 | 2017 | 19 | 151 | 2017 | 20 | 153 | 2017 | 21 | 148 | 2017 | 22 | 137 | 2017 | 23 | 156 | 2017 | 24 | 151 | 2017 | 25 | 152 | 2017 | 26 | 172 | 2017 | 27 | 164 | 2017 | 28 | 183 | 2017 | 29 | 144 | 2017 | 30 | 132 | 2017 | 31 | 140 | 2017 | 32 | 144 | 2017 | 33 | 133 | 2017 | 34 | 125 | 2017 | 35 | 131 | 2017 | 36 | 155 | 2017 | 37 | 117 | 2017 | 38 | 104 | 2017 | 39 | 113 | 2017 | 40 | 113 | 2017 | 41 | 144 | 2017 | 42 | 142 | 2017 | 43 | 150 | 2017 | 44 | 136 | 2017 | 45 | 153 | 2017 | 46 | 126 | 2017 | 47 | 152 | 2017 | 48 | 146 | 2017 | 49 | 179 | 2017 | 50 | 178 | 2017 | 51 | 163 | 2017 | 52 | 179 | 2017 | 53 | 129 | 2017 | 54 | 170 | 2017 | 55 | 151 | 2017 | 56 | 154 | 2017 | 57 | 140 | 2017 | 58 | 130 | 2017 | 59 | 125 | 2017 | 60 | 109 | 2017 | 61 | 114 | 2017 | 62 | 111 | 2017 | 63 | 106 | 2017 | 64 | 111 | 2017 | 65 | 96 | 2017 | 66 | 103 | 2017 | 67 | 86 | 2017 | 68 | 94 | 2017 | 69 | 81 | 2017 | 70 | 74 | 2017 | 71 | 85 | 2017 | 72 | 73 | 2017 | 73 | 65 | 2017 | 74 | 84 | 2017 | 75 | 67 | 2017 | 76 | 68 | 2017 | 77 | 63 | 2017 | 78 | 55 | 2017 | 79 | 50 | 2017 | 80 | 49 | 2017 | 81 | 55 | 2017 | 82 | 36 | 2017 | 83 | 40 | 2017 | 84 | 26 | 2017 | 85 | 19 | 2017 | 86 | 33 | 2017 | 87 | 9 | 2017 | 88 | 21 | 2017 | 89 | 16 | 2017 | 90 | 10 | 2017 | 91 | 6 | 2017 | 92 | 4 | 2017 | 93 | 9 | 2017 | 94 | 4 | 2017 | 95 | 6 | 2017 | 96 | 3 | 2017 | 97 | 4 | 2017 | 98 | 3 | 2017 | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 0 | 53 | 2017 | 1 | 62 | 2017 | 2 | 78 | 2017 | 3 | 48 | 2017 | 4 | 78 | 2017 | 5 | 67 | 2017 | 6 | 72 | 2017 | 7 | 76 | 2017 | 8 | 62 | 2017 | 9 | 68 | 2017 | 10 | 72 | 2017 | 11 | 66 | 2017 | 12 | 52 | 2017 | 13 | 56 | 2017 | 14 | 51 | 2017 | 15 | 56 | 2017 | 16 | 52 | 2017 | 17 | 62 | 2017 | 18 | 44 | 2017 | 19 | 48 | 2017 | 20 | 37 | 2017 | 21 | 59 | 2017 | 22 | 66 | 2017 | 23 | 34 | 2017 | 24 | 57 | 2017 | 25 | 61 | 2017 | 26 | 54 | 2017 | 27 | 54 | 2017 | 28 | 51 | 2017 | 29 | 50 | 2017 | 30 | 45 | 2017 | 31 | 43 | 2017 | 32 | 50 | 2017 | 33 | 41 | 2017 | 34 | 52 | 2017 | 35 | 58 | 2017 | 36 | 57 | 2017 | 37 | 52 | 2017 | 38 | 49 | 2017 | 39 | 55 | 2017 | 40 | 58 | 2017 | 41 | 53 | 2017 | 42 | 62 | 2017 | 43 | 52 | 2017 | 44 | 65 | 2017 | 45 | 65 | 2017 | 46 | 50 | 2017 | 47 | 57 | 2017 | 48 | 60 | 2017 | 49 | 49 | 2017 | 50 | 71 | 2017 | 51 | 64 | 2017 | 52 | 66 | 2017 | 53 | 42 | 2017 | 54 | 79 | 2017 | 55 | 61 | 2017 | 56 | 58 | 2017 | 57 | 50 | 2017 | 58 | 69 | 2017 | 59 | 53 | 2017 | 60 | 57 | 2017 | 61 | 69 | 2017 | 62 | 33 | 2017 | 63 | 39 | 2017 | 64 | 44 | 2017 | 65 | 55 | 2017 | 66 | 48 | 2017 | 67 | 24 | 2017 | 68 | 44 | 2017 | 69 | 32 | 2017 | 70 | 30 | 2017 | 71 | 39 | 2017 | 72 | 29 | 2017 | 73 | 26 | 2017 | 74 | 34 | 2017 | 75 | 18 | 2017 | 76 | 26 | 2017 | 77 | 18 | 2017 | 78 | 15 | 2017 | 79 | 17 | 2017 | 80 | 16 | 2017 | 81 | 19 | 2017 | 82 | 12 | 2017 | 83 | 6 | 2017 | 84 | 9 | 2017 | 85 | 11 | 2017 | 86 | 7 | 2017 | 87 | 7 | 2017 | 88 | 5 | 2017 | 89 | 7 | 2017 | 90 | 4 | 2017 | 91 | 2 | 2017 | 92 | 2 | 2017 | 93 | 1 | 2017 | 94 | 1 | 2017 | NA | NA | NA | 96 | 1 | 2017 | NA | NA | NA | 98 | 1 | 2017 | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 0 | 39 | 2017 | 1 | 58 | 2017 | 2 | 49 | 2017 | 3 | 64 | 2017 | 4 | 58 | 2017 | 5 | 54 | 2017 | 6 | 62 | 2017 | 7 | 78 | 2017 | 8 | 58 | 2017 | 9 | 48 | 2017 | 10 | 64 | 2017 | 11 | 59 | 2017 | 12 | 51 | 2017 | 13 | 47 | 2017 | 14 | 53 | 2017 | 15 | 68 | 2017 | 16 | 58 | 2017 | 17 | 49 | 2017 | 18 | 35 | 2017 | 19 | 43 | 2017 | 20 | 46 | 2017 | 21 | 33 | 2017 | 22 | 59 | 2017 | 23 | 47 | 2017 | 24 | 69 | 2017 | 25 | 58 | 2017 | 26 | 79 | 2017 | 27 | 80 | 2017 | 28 | 65 | 2017 | 29 | 80 | 2017 | 30 | 71 | 2017 | 31 | 59 | 2017 | 32 | 61 | 2017 | 33 | 58 | 2017 | 34 | 66 | 2017 | 35 | 52 | 2017 | 36 | 51 | 2017 | 37 | 50 | 2017 | 38 | 50 | 2017 | 39 | 59 | 2017 | 40 | 47 | 2017 | 41 | 65 | 2017 | 42 | 59 | 2017 | 43 | 70 | 2017 | 44 | 53 | 2017 | 45 | 73 | 2017 | 46 | 69 | 2017 | 47 | 71 | 2017 | 48 | 72 | 2017 | 49 | 63 | 2017 | 50 | 65 | 2017 | 51 | 77 | 2017 | 52 | 73 | 2017 | 53 | 72 | 2017 | 54 | 67 | 2017 | 55 | 65 | 2017 | 56 | 62 | 2017 | 57 | 76 | 2017 | 58 | 51 | 2017 | 59 | 66 | 2017 | 60 | 42 | 2017 | 61 | 53 | 2017 | 62 | 51 | 2017 | 63 | 46 | 2017 | 64 | 46 | 2017 | 65 | 47 | 2017 | 66 | 43 | 2017 | 67 | 39 | 2017 | 68 | 25 | 2017 | 69 | 39 | 2017 | 70 | 28 | 2017 | 71 | 35 | 2017 | 72 | 41 | 2017 | 73 | 30 | 2017 | 74 | 28 | 2017 | 75 | 30 | 2017 | 76 | 29 | 2017 | 77 | 21 | 2017 | 78 | 22 | 2017 | 79 | 29 | 2017 | 80 | 12 | 2017 | 81 | 21 | 2017 | 82 | 18 | 2017 | 83 | 14 | 2017 | 84 | 9 | 2017 | 85 | 19 | 2017 | 86 | 14 | 2017 | 87 | 18 | 2017 | 88 | 7 | 2017 | 89 | 11 | 2017 | 90 | 4 | 2017 | 91 | 9 | 2017 | 92 | 4 | 2017 | 93 | 4 | 2017 | 94 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 99 | 1 | 2017 | NA | NA | NA | NA | NA | NA | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 0 | 320 | 2017 | 1 | 352 | 2017 | 2 | 427 | 2017 | 3 | 400 | 2017 | 4 | 416 | 2017 | 5 | 456 | 2017 | 6 | 465 | 2017 | 7 | 438 | 2017 | 8 | 441 | 2017 | 9 | 398 | 2017 | 10 | 381 | 2017 | 11 | 405 | 2017 | 12 | 385 | 2017 | 13 | 393 | 2017 | 14 | 389 | 2017 | 15 | 398 | 2017 | 16 | 440 | 2017 | 17 | 394 | 2017 | 18 | 353 | 2017 | 19 | 365 | 2017 | 20 | 365 | 2017 | 21 | 356 | 2017 | 22 | 380 | 2017 | 23 | 382 | 2017 | 24 | 422 | 2017 | 25 | 415 | 2017 | 26 | 422 | 2017 | 27 | 440 | 2017 | 28 | 393 | 2017 | 29 | 419 | 2017 | 30 | 371 | 2017 | 31 | 394 | 2017 | 32 | 373 | 2017 | 33 | 373 | 2017 | 34 | 366 | 2017 | 35 | 360 | 2017 | 36 | 342 | 2017 | 37 | 348 | 2017 | 38 | 334 | 2017 | 39 | 346 | 2017 | 40 | 363 | 2017 | 41 | 373 | 2017 | 42 | 403 | 2017 | 43 | 369 | 2017 | 44 | 360 | 2017 | 45 | 382 | 2017 | 46 | 360 | 2017 | 47 | 359 | 2017 | 48 | 377 | 2017 | 49 | 428 | 2017 | 50 | 428 | 2017 | 51 | 373 | 2017 | 52 | 383 | 2017 | 53 | 375 | 2017 | 54 | 356 | 2017 | 55 | 359 | 2017 | 56 | 340 | 2017 | 57 | 336 | 2017 | 58 | 316 | 2017 | 59 | 301 | 2017 | 60 | 295 | 2017 | 61 | 315 | 2017 | 62 | 260 | 2017 | 63 | 275 | 2017 | 64 | 236 | 2017 | 65 | 223 | 2017 | 66 | 206 | 2017 | 67 | 199 | 2017 | 68 | 193 | 2017 | 69 | 210 | 2017 | 70 | 170 | 2017 | 71 | 205 | 2017 | 72 | 145 | 2017 | 73 | 184 | 2017 | 74 | 162 | 2017 | 75 | 165 | 2017 | 76 | 128 | 2017 | 77 | 126 | 2017 | 78 | 137 | 2017 | 79 | 121 | 2017 | 80 | 113 | 2017 | 81 | 95 | 2017 | 82 | 71 | 2017 | 83 | 78 | 2017 | 84 | 102 | 2017 | 85 | 74 | 2017 | 86 | 62 | 2017 | 87 | 39 | 2017 | 88 | 46 | 2017 | 89 | 40 | 2017 | 90 | 30 | 2017 | 91 | 21 | 2017 | 92 | 19 | 2017 | 93 | 23 | 2017 | 94 | 13 | 2017 | 95 | 7 | 2017 | 96 | 5 | 2017 | 97 | 9 | 2017 | 98 | 2 | 2017 | 99 | 3 | 2017 | 100 | 6 | 2017 | NA | NA | NA | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 0 | 361 | 2017 | 1 | 444 | 2017 | 2 | 472 | 2017 | 3 | 444 | 2017 | 4 | 424 | 2017 | 5 | 499 | 2017 | 6 | 470 | 2017 | 7 | 461 | 2017 | 8 | 453 | 2017 | 9 | 457 | 2017 | 10 | 438 | 2017 | 11 | 468 | 2017 | 12 | 419 | 2017 | 13 | 439 | 2017 | 14 | 512 | 2017 | 15 | 528 | 2017 | 16 | 557 | 2017 | 17 | 465 | 2017 | 18 | 326 | 2017 | 19 | 250 | 2017 | 20 | 282 | 2017 | 21 | 302 | 2017 | 22 | 373 | 2017 | 23 | 351 | 2017 | 24 | 390 | 2017 | 25 | 410 | 2017 | 26 | 435 | 2017 | 27 | 402 | 2017 | 28 | 456 | 2017 | 29 | 437 | 2017 | 30 | 417 | 2017 | 31 | 434 | 2017 | 32 | 445 | 2017 | 33 | 401 | 2017 | 34 | 415 | 2017 | 35 | 429 | 2017 | 36 | 409 | 2017 | 37 | 364 | 2017 | 38 | 369 | 2017 | 39 | 363 | 2017 | 40 | 379 | 2017 | 41 | 332 | 2017 | 42 | 397 | 2017 | 43 | 429 | 2017 | 44 | 348 | 2017 | 45 | 412 | 2017 | 46 | 383 | 2017 | 47 | 454 | 2017 | 48 | 418 | 2017 | 49 | 443 | 2017 | 50 | 430 | 2017 | 51 | 446 | 2017 | 52 | 403 | 2017 | 53 | 411 | 2017 | 54 | 415 | 2017 | 55 | 446 | 2017 | 56 | 429 | 2017 | 57 | 373 | 2017 | 58 | 357 | 2017 | 59 | 425 | 2017 | 60 | 374 | 2017 | 61 | 325 | 2017 | 62 | 309 | 2017 | 63 | 334 | 2017 | 64 | 295 | 2017 | 65 | 302 | 2017 | 66 | 301 | 2017 | 67 | 308 | 2017 | 68 | 270 | 2017 | 69 | 236 | 2017 | 70 | 231 | 2017 | 71 | 221 | 2017 | 72 | 223 | 2017 | 73 | 215 | 2017 | 74 | 194 | 2017 | 75 | 191 | 2017 | 76 | 174 | 2017 | 77 | 172 | 2017 | 78 | 135 | 2017 | 79 | 112 | 2017 | 80 | 115 | 2017 | 81 | 120 | 2017 | 82 | 107 | 2017 | 83 | 95 | 2017 | 84 | 100 | 2017 | 85 | 80 | 2017 | 86 | 63 | 2017 | 87 | 74 | 2017 | 88 | 61 | 2017 | 89 | 46 | 2017 | 90 | 30 | 2017 | 91 | 18 | 2017 | 92 | 33 | 2017 | 93 | 21 | 2017 | 94 | 15 | 2017 | 95 | 17 | 2017 | 96 | 11 | 2017 | 97 | 6 | 2017 | 98 | 3 | 2017 | 99 | 3 | 2017 | 100 | 7 | 2017 | NA | NA | NA | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 0 | 84 | 2017 | 1 | 109 | 2017 | 2 | 109 | 2017 | 3 | 117 | 2017 | 4 | 108 | 2017 | 5 | 95 | 2017 | 6 | 131 | 2017 | 7 | 122 | 2017 | 8 | 112 | 2017 | 9 | 124 | 2017 | 10 | 106 | 2017 | 11 | 125 | 2017 | 12 | 101 | 2017 | 13 | 112 | 2017 | 14 | 105 | 2017 | 15 | 131 | 2017 | 16 | 94 | 2017 | 17 | 99 | 2017 | 18 | 69 | 2017 | 19 | 64 | 2017 | 20 | 85 | 2017 | 21 | 77 | 2017 | 22 | 109 | 2017 | 23 | 91 | 2017 | 24 | 111 | 2017 | 25 | 97 | 2017 | 26 | 120 | 2017 | 27 | 111 | 2017 | 28 | 113 | 2017 | 29 | 114 | 2017 | 30 | 98 | 2017 | 31 | 108 | 2017 | 32 | 86 | 2017 | 33 | 91 | 2017 | 34 | 100 | 2017 | 35 | 111 | 2017 | 36 | 102 | 2017 | 37 | 113 | 2017 | 38 | 104 | 2017 | 39 | 98 | 2017 | 40 | 117 | 2017 | 41 | 106 | 2017 | 42 | 122 | 2017 | 43 | 116 | 2017 | 44 | 111 | 2017 | 45 | 123 | 2017 | 46 | 104 | 2017 | 47 | 109 | 2017 | 48 | 126 | 2017 | 49 | 134 | 2017 | 50 | 158 | 2017 | 51 | 110 | 2017 | 52 | 174 | 2017 | 53 | 123 | 2017 | 54 | 148 | 2017 | 55 | 132 | 2017 | 56 | 134 | 2017 | 57 | 117 | 2017 | 58 | 154 | 2017 | 59 | 126 | 2017 | 60 | 127 | 2017 | 61 | 117 | 2017 | 62 | 108 | 2017 | 63 | 110 | 2017 | 64 | 110 | 2017 | 65 | 108 | 2017 | 66 | 115 | 2017 | 67 | 116 | 2017 | 68 | 104 | 2017 | 69 | 71 | 2017 | 70 | 87 | 2017 | 71 | 73 | 2017 | 72 | 73 | 2017 | 73 | 78 | 2017 | 74 | 76 | 2017 | 75 | 79 | 2017 | 76 | 77 | 2017 | 77 | 81 | 2017 | 78 | 68 | 2017 | 79 | 69 | 2017 | 80 | 71 | 2017 | 81 | 43 | 2017 | 82 | 52 | 2017 | 83 | 62 | 2017 | 84 | 53 | 2017 | 85 | 48 | 2017 | 86 | 43 | 2017 | 87 | 37 | 2017 | 88 | 44 | 2017 | 89 | 20 | 2017 | 90 | 19 | 2017 | 91 | 8 | 2017 | 92 | 13 | 2017 | 93 | 7 | 2017 | 94 | 8 | 2017 | 95 | 9 | 2017 | 96 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 100 | 5 | 2017 | NA | NA | NA | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 0 | 270 | 2017 | 1 | 324 | 2017 | 2 | 293 | 2017 | 3 | 297 | 2017 | 4 | 312 | 2017 | 5 | 317 | 2017 | 6 | 324 | 2017 | 7 | 328 | 2017 | 8 | 335 | 2017 | 9 | 288 | 2017 | 10 | 316 | 2017 | 11 | 291 | 2017 | 12 | 266 | 2017 | 13 | 277 | 2017 | 14 | 241 | 2017 | 15 | 287 | 2017 | 16 | 292 | 2017 | 17 | 253 | 2017 | 18 | 187 | 2017 | 19 | 199 | 2017 | 20 | 237 | 2017 | 21 | 236 | 2017 | 22 | 278 | 2017 | 23 | 300 | 2017 | 24 | 349 | 2017 | 25 | 290 | 2017 | 26 | 304 | 2017 | 27 | 358 | 2017 | 28 | 368 | 2017 | 29 | 345 | 2017 | 30 | 345 | 2017 | 31 | 333 | 2017 | 32 | 301 | 2017 | 33 | 317 | 2017 | 34 | 330 | 2017 | 35 | 304 | 2017 | 36 | 276 | 2017 | 37 | 289 | 2017 | 38 | 253 | 2017 | 39 | 289 | 2017 | 40 | 267 | 2017 | 41 | 264 | 2017 | 42 | 302 | 2017 | 43 | 306 | 2017 | 44 | 269 | 2017 | 45 | 265 | 2017 | 46 | 270 | 2017 | 47 | 273 | 2017 | 48 | 268 | 2017 | 49 | 298 | 2017 | 50 | 291 | 2017 | 51 | 287 | 2017 | 52 | 314 | 2017 | 53 | 308 | 2017 | 54 | 309 | 2017 | 55 | 276 | 2017 | 56 | 299 | 2017 | 57 | 278 | 2017 | 58 | 278 | 2017 | 59 | 275 | 2017 | 60 | 218 | 2017 | 61 | 243 | 2017 | 62 | 226 | 2017 | 63 | 227 | 2017 | 64 | 187 | 2017 | 65 | 193 | 2017 | 66 | 185 | 2017 | 67 | 182 | 2017 | 68 | 153 | 2017 | 69 | 150 | 2017 | 70 | 157 | 2017 | 71 | 156 | 2017 | 72 | 140 | 2017 | 73 | 136 | 2017 | 74 | 117 | 2017 | 75 | 123 | 2017 | 76 | 123 | 2017 | 77 | 103 | 2017 | 78 | 106 | 2017 | 79 | 92 | 2017 | 80 | 121 | 2017 | 81 | 89 | 2017 | 82 | 77 | 2017 | 83 | 53 | 2017 | 84 | 48 | 2017 | 85 | 50 | 2017 | 86 | 40 | 2017 | 87 | 47 | 2017 | 88 | 27 | 2017 | 89 | 24 | 2017 | 90 | 14 | 2017 | 91 | 11 | 2017 | 92 | 18 | 2017 | 93 | 13 | 2017 | 94 | 9 | 2017 | 95 | 10 | 2017 | 96 | 6 | 2017 | 97 | 2 | 2017 | 98 | 3 | 2017 | 99 | 2 | 2017 | 100 | 5 | 2017 | NA | NA | NA | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 0 | 322 | 2017 | 1 | 378 | 2017 | 2 | 367 | 2017 | 3 | 375 | 2017 | 4 | 389 | 2017 | 5 | 423 | 2017 | 6 | 437 | 2017 | 7 | 391 | 2017 | 8 | 412 | 2017 | 9 | 380 | 2017 | 10 | 358 | 2017 | 11 | 371 | 2017 | 12 | 381 | 2017 | 13 | 415 | 2017 | 14 | 360 | 2017 | 15 | 400 | 2017 | 16 | 376 | 2017 | 17 | 405 | 2017 | 18 | 234 | 2017 | 19 | 211 | 2017 | 20 | 266 | 2017 | 21 | 296 | 2017 | 22 | 363 | 2017 | 23 | 356 | 2017 | 24 | 381 | 2017 | 25 | 430 | 2017 | 26 | 487 | 2017 | 27 | 466 | 2017 | 28 | 470 | 2017 | 29 | 462 | 2017 | 30 | 489 | 2017 | 31 | 482 | 2017 | 32 | 481 | 2017 | 33 | 455 | 2017 | 34 | 452 | 2017 | 35 | 464 | 2017 | 36 | 391 | 2017 | 37 | 454 | 2017 | 38 | 423 | 2017 | 39 | 419 | 2017 | 40 | 431 | 2017 | 41 | 455 | 2017 | 42 | 462 | 2017 | 43 | 452 | 2017 | 44 | 431 | 2017 | 45 | 442 | 2017 | 46 | 437 | 2017 | 47 | 446 | 2017 | 48 | 433 | 2017 | 49 | 444 | 2017 | 50 | 441 | 2017 | 51 | 444 | 2017 | 52 | 409 | 2017 | 53 | 397 | 2017 | 54 | 387 | 2017 | 55 | 398 | 2017 | 56 | 402 | 2017 | 57 | 335 | 2017 | 58 | 326 | 2017 | 59 | 336 | 2017 | 60 | 339 | 2017 | 61 | 319 | 2017 | 62 | 299 | 2017 | 63 | 265 | 2017 | 64 | 264 | 2017 | 65 | 287 | 2017 | 66 | 227 | 2017 | 67 | 254 | 2017 | 68 | 210 | 2017 | 69 | 200 | 2017 | 70 | 185 | 2017 | 71 | 197 | 2017 | 72 | 220 | 2017 | 73 | 182 | 2017 | 74 | 169 | 2017 | 75 | 166 | 2017 | 76 | 151 | 2017 | 77 | 119 | 2017 | 78 | 116 | 2017 | 79 | 113 | 2017 | 80 | 110 | 2017 | 81 | 102 | 2017 | 82 | 101 | 2017 | 83 | 78 | 2017 | 84 | 68 | 2017 | 85 | 60 | 2017 | 86 | 76 | 2017 | 87 | 63 | 2017 | 88 | 46 | 2017 | 89 | 38 | 2017 | 90 | 26 | 2017 | 91 | 24 | 2017 | 92 | 17 | 2017 | 93 | 19 | 2017 | 94 | 17 | 2017 | 95 | 9 | 2017 | 96 | 7 | 2017 | 97 | 4 | 2017 | 98 | 5 | 2017 | 99 | 5 | 2017 | 100 | 10 | 2017 | NA | NA | NA | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 0 | 1493 | 2017 | 1 | 1648 | 2017 | 2 | 1739 | 2017 | 3 | 1735 | 2017 | 4 | 1801 | 2017 | 5 | 1667 | 2017 | 6 | 1797 | 2017 | 7 | 1782 | 2017 | 8 | 1710 | 2017 | 9 | 1628 | 2017 | 10 | 1582 | 2017 | 11 | 1633 | 2017 | 12 | 1559 | 2017 | 13 | 1530 | 2017 | 14 | 1582 | 2017 | 15 | 1638 | 2017 | 16 | 1803 | 2017 | 17 | 1739 | 2017 | 18 | 1345 | 2017 | 19 | 1388 | 2017 | 20 | 1454 | 2017 | 21 | 1413 | 2017 | 22 | 1594 | 2017 | 23 | 1684 | 2017 | 24 | 1723 | 2017 | 25 | 1676 | 2017 | 26 | 1728 | 2017 | 27 | 1797 | 2017 | 28 | 1808 | 2017 | 29 | 1676 | 2017 | 30 | 1629 | 2017 | 31 | 1644 | 2017 | 32 | 1500 | 2017 | 33 | 1470 | 2017 | 34 | 1497 | 2017 | 35 | 1567 | 2017 | 36 | 1415 | 2017 | 37 | 1446 | 2017 | 38 | 1410 | 2017 | 39 | 1336 | 2017 | 40 | 1408 | 2017 | 41 | 1434 | 2017 | 42 | 1581 | 2017 | 43 | 1494 | 2017 | 44 | 1497 | 2017 | 45 | 1412 | 2017 | 46 | 1324 | 2017 | 47 | 1295 | 2017 | 48 | 1497 | 2017 | 49 | 1497 | 2017 | 50 | 1476 | 2017 | 51 | 1498 | 2017 | 52 | 1560 | 2017 | 53 | 1384 | 2017 | 54 | 1488 | 2017 | 55 | 1360 | 2017 | 56 | 1364 | 2017 | 57 | 1317 | 2017 | 58 | 1302 | 2017 | 59 | 1154 | 2017 | 60 | 1112 | 2017 | 61 | 1167 | 2017 | 62 | 1042 | 2017 | 63 | 1051 | 2017 | 64 | 941 | 2017 | 65 | 892 | 2017 | 66 | 869 | 2017 | 67 | 770 | 2017 | 68 | 768 | 2017 | 69 | 735 | 2017 | 70 | 656 | 2017 | 71 | 673 | 2017 | 72 | 691 | 2017 | 73 | 637 | 2017 | 74 | 635 | 2017 | 75 | 574 | 2017 | 76 | 550 | 2017 | 77 | 515 | 2017 | 78 | 415 | 2017 | 79 | 416 | 2017 | 80 | 401 | 2017 | 81 | 391 | 2017 | 82 | 360 | 2017 | 83 | 339 | 2017 | 84 | 329 | 2017 | 85 | 291 | 2017 | 86 | 280 | 2017 | 87 | 250 | 2017 | 88 | 169 | 2017 | 89 | 196 | 2017 | 90 | 97 | 2017 | 91 | 90 | 2017 | 92 | 90 | 2017 | 93 | 56 | 2017 | 94 | 52 | 2017 | 95 | 44 | 2017 | 96 | 32 | 2017 | 97 | 23 | 2017 | 98 | 20 | 2017 | 99 | 11 | 2017 | 100 | 34 | 2017 | NA | NA | NA | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 0 | 132 | 2017 | 1 | 143 | 2017 | 2 | 158 | 2017 | 3 | 182 | 2017 | 4 | 160 | 2017 | 5 | 185 | 2017 | 6 | 155 | 2017 | 7 | 152 | 2017 | 8 | 157 | 2017 | 9 | 197 | 2017 | 10 | 171 | 2017 | 11 | 180 | 2017 | 12 | 168 | 2017 | 13 | 159 | 2017 | 14 | 140 | 2017 | 15 | 152 | 2017 | 16 | 203 | 2017 | 17 | 134 | 2017 | 18 | 102 | 2017 | 19 | 77 | 2017 | 20 | 123 | 2017 | 21 | 117 | 2017 | 22 | 145 | 2017 | 23 | 129 | 2017 | 24 | 133 | 2017 | 25 | 159 | 2017 | 26 | 161 | 2017 | 27 | 160 | 2017 | 28 | 160 | 2017 | 29 | 135 | 2017 | 30 | 132 | 2017 | 31 | 161 | 2017 | 32 | 169 | 2017 | 33 | 157 | 2017 | 34 | 152 | 2017 | 35 | 167 | 2017 | 36 | 166 | 2017 | 37 | 168 | 2017 | 38 | 160 | 2017 | 39 | 168 | 2017 | 40 | 178 | 2017 | 41 | 191 | 2017 | 42 | 179 | 2017 | 43 | 203 | 2017 | 44 | 205 | 2017 | 45 | 194 | 2017 | 46 | 195 | 2017 | 47 | 163 | 2017 | 48 | 191 | 2017 | 49 | 214 | 2017 | 50 | 208 | 2017 | 51 | 207 | 2017 | 52 | 205 | 2017 | 53 | 175 | 2017 | 54 | 236 | 2017 | 55 | 181 | 2017 | 56 | 192 | 2017 | 57 | 177 | 2017 | 58 | 190 | 2017 | 59 | 173 | 2017 | 60 | 152 | 2017 | 61 | 155 | 2017 | 62 | 178 | 2017 | 63 | 176 | 2017 | 64 | 154 | 2017 | 65 | 148 | 2017 | 66 | 130 | 2017 | 67 | 141 | 2017 | 68 | 148 | 2017 | 69 | 135 | 2017 | 70 | 118 | 2017 | 71 | 120 | 2017 | 72 | 118 | 2017 | 73 | 122 | 2017 | 74 | 107 | 2017 | 75 | 131 | 2017 | 76 | 116 | 2017 | 77 | 122 | 2017 | 78 | 103 | 2017 | 79 | 77 | 2017 | 80 | 79 | 2017 | 81 | 86 | 2017 | 82 | 75 | 2017 | 83 | 60 | 2017 | 84 | 47 | 2017 | 85 | 50 | 2017 | 86 | 55 | 2017 | 87 | 47 | 2017 | 88 | 32 | 2017 | 89 | 47 | 2017 | 90 | 22 | 2017 | 91 | 13 | 2017 | 92 | 15 | 2017 | 93 | 15 | 2017 | 94 | 13 | 2017 | 95 | 4 | 2017 | 96 | 8 | 2017 | 97 | 9 | 2017 | 98 | 4 | 2017 | 99 | 2 | 2017 | 100 | 2 | 2017 | NA | NA | NA | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 0 | 360 | 2017 | 1 | 448 | 2017 | 2 | 525 | 2017 | 3 | 502 | 2017 | 4 | 497 | 2017 | 5 | 467 | 2017 | 6 | 461 | 2017 | 7 | 497 | 2017 | 8 | 482 | 2017 | 9 | 435 | 2017 | 10 | 432 | 2017 | 11 | 440 | 2017 | 12 | 409 | 2017 | 13 | 468 | 2017 | 14 | 416 | 2017 | 15 | 454 | 2017 | 16 | 486 | 2017 | 17 | 431 | 2017 | 18 | 382 | 2017 | 19 | 354 | 2017 | 20 | 378 | 2017 | 21 | 381 | 2017 | 22 | 425 | 2017 | 23 | 422 | 2017 | 24 | 448 | 2017 | 25 | 448 | 2017 | 26 | 461 | 2017 | 27 | 401 | 2017 | 28 | 432 | 2017 | 29 | 430 | 2017 | 30 | 433 | 2017 | 31 | 387 | 2017 | 32 | 384 | 2017 | 33 | 369 | 2017 | 34 | 374 | 2017 | 35 | 407 | 2017 | 36 | 386 | 2017 | 37 | 385 | 2017 | 38 | 376 | 2017 | 39 | 364 | 2017 | 40 | 362 | 2017 | 41 | 402 | 2017 | 42 | 417 | 2017 | 43 | 435 | 2017 | 44 | 375 | 2017 | 45 | 394 | 2017 | 46 | 417 | 2017 | 47 | 442 | 2017 | 48 | 432 | 2017 | 49 | 477 | 2017 | 50 | 453 | 2017 | 51 | 437 | 2017 | 52 | 426 | 2017 | 53 | 409 | 2017 | 54 | 429 | 2017 | 55 | 368 | 2017 | 56 | 410 | 2017 | 57 | 366 | 2017 | 58 | 388 | 2017 | 59 | 341 | 2017 | 60 | 311 | 2017 | 61 | 293 | 2017 | 62 | 321 | 2017 | 63 | 284 | 2017 | 64 | 256 | 2017 | 65 | 266 | 2017 | 66 | 236 | 2017 | 67 | 235 | 2017 | 68 | 225 | 2017 | 69 | 201 | 2017 | 70 | 216 | 2017 | 71 | 213 | 2017 | 72 | 224 | 2017 | 73 | 182 | 2017 | 74 | 212 | 2017 | 75 | 196 | 2017 | 76 | 158 | 2017 | 77 | 152 | 2017 | 78 | 157 | 2017 | 79 | 142 | 2017 | 80 | 144 | 2017 | 81 | 111 | 2017 | 82 | 101 | 2017 | 83 | 108 | 2017 | 84 | 92 | 2017 | 85 | 80 | 2017 | 86 | 60 | 2017 | 87 | 82 | 2017 | 88 | 47 | 2017 | 89 | 74 | 2017 | 90 | 31 | 2017 | 91 | 11 | 2017 | 92 | 26 | 2017 | 93 | 27 | 2017 | 94 | 16 | 2017 | 95 | 18 | 2017 | 96 | 6 | 2017 | 97 | 7 | 2017 | 98 | 6 | 2017 | 99 | 2 | 2017 | 100 | 5 | 2017 | NA | NA | NA | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 0 | 124 | 2017 | 1 | 140 | 2017 | 2 | 174 | 2017 | 3 | 166 | 2017 | 4 | 193 | 2017 | 5 | 153 | 2017 | 6 | 173 | 2017 | 7 | 189 | 2017 | 8 | 195 | 2017 | 9 | 162 | 2017 | 10 | 174 | 2017 | 11 | 176 | 2017 | 12 | 155 | 2017 | 13 | 173 | 2017 | 14 | 138 | 2017 | 15 | 160 | 2017 | 16 | 163 | 2017 | 17 | 172 | 2017 | 18 | 114 | 2017 | 19 | 104 | 2017 | 20 | 113 | 2017 | 21 | 116 | 2017 | 22 | 130 | 2017 | 23 | 124 | 2017 | 24 | 140 | 2017 | 25 | 153 | 2017 | 26 | 145 | 2017 | 27 | 165 | 2017 | 28 | 141 | 2017 | 29 | 143 | 2017 | 30 | 149 | 2017 | 31 | 153 | 2017 | 32 | 137 | 2017 | 33 | 146 | 2017 | 34 | 147 | 2017 | 35 | 142 | 2017 | 36 | 148 | 2017 | 37 | 124 | 2017 | 38 | 145 | 2017 | 39 | 114 | 2017 | 40 | 148 | 2017 | 41 | 141 | 2017 | 42 | 136 | 2017 | 43 | 155 | 2017 | 44 | 133 | 2017 | 45 | 134 | 2017 | 46 | 129 | 2017 | 47 | 146 | 2017 | 48 | 126 | 2017 | 49 | 159 | 2017 | 50 | 168 | 2017 | 51 | 140 | 2017 | 52 | 142 | 2017 | 53 | 124 | 2017 | 54 | 133 | 2017 | 55 | 123 | 2017 | 56 | 135 | 2017 | 57 | 134 | 2017 | 58 | 122 | 2017 | 59 | 139 | 2017 | 60 | 107 | 2017 | 61 | 134 | 2017 | 62 | 121 | 2017 | 63 | 109 | 2017 | 64 | 109 | 2017 | 65 | 100 | 2017 | 66 | 117 | 2017 | 67 | 107 | 2017 | 68 | 122 | 2017 | 69 | 92 | 2017 | 70 | 67 | 2017 | 71 | 82 | 2017 | 72 | 87 | 2017 | 73 | 93 | 2017 | 74 | 76 | 2017 | 75 | 62 | 2017 | 76 | 63 | 2017 | 77 | 70 | 2017 | 78 | 58 | 2017 | 79 | 51 | 2017 | 80 | 45 | 2017 | 81 | 53 | 2017 | 82 | 50 | 2017 | 83 | 47 | 2017 | 84 | 26 | 2017 | 85 | 30 | 2017 | 86 | 18 | 2017 | 87 | 18 | 2017 | 88 | 22 | 2017 | 89 | 18 | 2017 | 90 | 9 | 2017 | 91 | 10 | 2017 | 92 | 10 | 2017 | 93 | 5 | 2017 | 94 | 11 | 2017 | 95 | 4 | 2017 | 96 | 3 | 2017 | 97 | 2 | 2017 | 98 | 5 | 2017 | NA | NA | NA | 100 | 3 | 2017 | NA | NA | NA | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 0 | 34 | 2017 | 1 | 45 | 2017 | 2 | 36 | 2017 | 3 | 46 | 2017 | 4 | 53 | 2017 | 5 | 52 | 2017 | 6 | 65 | 2017 | 7 | 41 | 2017 | 8 | 45 | 2017 | 9 | 49 | 2017 | 10 | 63 | 2017 | 11 | 51 | 2017 | 12 | 66 | 2017 | 13 | 63 | 2017 | 14 | 45 | 2017 | 15 | 60 | 2017 | 16 | 42 | 2017 | 17 | 45 | 2017 | 18 | 28 | 2017 | 19 | 41 | 2017 | 20 | 22 | 2017 | 21 | 47 | 2017 | 22 | 44 | 2017 | 23 | 53 | 2017 | 24 | 59 | 2017 | 25 | 52 | 2017 | 26 | 51 | 2017 | 27 | 44 | 2017 | 28 | 60 | 2017 | 29 | 55 | 2017 | 30 | 53 | 2017 | 31 | 57 | 2017 | 32 | 62 | 2017 | 33 | 53 | 2017 | 34 | 46 | 2017 | 35 | 50 | 2017 | 36 | 36 | 2017 | 37 | 47 | 2017 | 38 | 51 | 2017 | 39 | 46 | 2017 | 40 | 57 | 2017 | 41 | 55 | 2017 | 42 | 52 | 2017 | 43 | 44 | 2017 | 44 | 52 | 2017 | 45 | 45 | 2017 | 46 | 43 | 2017 | 47 | 55 | 2017 | 48 | 61 | 2017 | 49 | 73 | 2017 | 50 | 57 | 2017 | 51 | 57 | 2017 | 52 | 74 | 2017 | 53 | 59 | 2017 | 54 | 72 | 2017 | 55 | 68 | 2017 | 56 | 60 | 2017 | 57 | 67 | 2017 | 58 | 64 | 2017 | 59 | 55 | 2017 | 60 | 67 | 2017 | 61 | 55 | 2017 | 62 | 65 | 2017 | 63 | 61 | 2017 | 64 | 59 | 2017 | 65 | 47 | 2017 | 66 | 37 | 2017 | 67 | 52 | 2017 | 68 | 52 | 2017 | 69 | 38 | 2017 | 70 | 50 | 2017 | 71 | 48 | 2017 | 72 | 57 | 2017 | 73 | 39 | 2017 | 74 | 38 | 2017 | 75 | 40 | 2017 | 76 | 38 | 2017 | 77 | 32 | 2017 | 78 | 37 | 2017 | 79 | 26 | 2017 | 80 | 20 | 2017 | 81 | 23 | 2017 | 82 | 25 | 2017 | 83 | 19 | 2017 | 84 | 12 | 2017 | 85 | 12 | 2017 | 86 | 29 | 2017 | 87 | 7 | 2017 | 88 | 11 | 2017 | 89 | 13 | 2017 | 90 | 7 | 2017 | 91 | 7 | 2017 | 92 | 5 | 2017 | 93 | 5 | 2017 | 94 | 2 | 2017 | 95 | 5 | 2017 | 96 | 5 | 2017 | 97 | 1 | 2017 | 98 | 2 | 2017 | 99 | 1 | 2017 | 100 | 1 | 2017 | NA | NA | NA | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 0 | 3087 | 2017 | 1 | 3594 | 2017 | 2 | 3765 | 2017 | 3 | 3640 | 2017 | 4 | 3652 | 2017 | 5 | 3631 | 2017 | 6 | 3598 | 2017 | 7 | 3593 | 2017 | 8 | 3506 | 2017 | 9 | 3476 | 2017 | 10 | 3420 | 2017 | 11 | 3339 | 2017 | 12 | 3351 | 2017 | 13 | 3410 | 2017 | 14 | 3636 | 2017 | 15 | 3755 | 2017 | 16 | 3855 | 2017 | 17 | 3950 | 2017 | 18 | 4985 | 2017 | 19 | 5465 | 2017 | 20 | 5673 | 2017 | 21 | 5508 | 2017 | 22 | 5678 | 2017 | 23 | 5738 | 2017 | 24 | 5602 | 2017 | 25 | 5502 | 2017 | 26 | 5507 | 2017 | 27 | 5383 | 2017 | 28 | 4903 | 2017 | 29 | 4679 | 2017 | 30 | 4436 | 2017 | 31 | 4226 | 2017 | 32 | 4055 | 2017 | 33 | 4058 | 2017 | 34 | 4132 | 2017 | 35 | 4150 | 2017 | 36 | 3859 | 2017 | 37 | 3862 | 2017 | 38 | 3577 | 2017 | 39 | 3447 | 2017 | 40 | 3519 | 2017 | 41 | 3633 | 2017 | 42 | 3665 | 2017 | 43 | 3653 | 2017 | 44 | 3639 | 2017 | 45 | 3527 | 2017 | 46 | 3433 | 2017 | 47 | 3524 | 2017 | 48 | 3591 | 2017 | 49 | 3716 | 2017 | 50 | 3867 | 2017 | 51 | 3843 | 2017 | 52 | 3767 | 2017 | 53 | 3805 | 2017 | 54 | 3890 | 2017 | 55 | 3796 | 2017 | 56 | 3649 | 2017 | 57 | 3616 | 2017 | 58 | 3545 | 2017 | 59 | 3476 | 2017 | 60 | 3413 | 2017 | 61 | 3139 | 2017 | 62 | 2836 | 2017 | 63 | 3005 | 2017 | 64 | 2802 | 2017 | 65 | 2671 | 2017 | 66 | 2436 | 2017 | 67 | 2466 | 2017 | 68 | 2379 | 2017 | 69 | 2410 | 2017 | 70 | 2302 | 2017 | 71 | 2119 | 2017 | 72 | 1998 | 2017 | 73 | 1952 | 2017 | 74 | 1810 | 2017 | 75 | 1632 | 2017 | 76 | 1517 | 2017 | 77 | 1439 | 2017 | 78 | 1285 | 2017 | 79 | 1211 | 2017 | 80 | 1152 | 2017 | 81 | 1040 | 2017 | 82 | 937 | 2017 | 83 | 904 | 2017 | 84 | 897 | 2017 | 85 | 856 | 2017 | 86 | 812 | 2017 | 87 | 698 | 2017 | 88 | 565 | 2017 | 89 | 467 | 2017 | 90 | 398 | 2017 | 91 | 282 | 2017 | 92 | 248 | 2017 | 93 | 173 | 2017 | 94 | 152 | 2017 | 95 | 99 | 2017 | 96 | 99 | 2017 | 97 | 57 | 2017 | 98 | 29 | 2017 | 99 | 34 | 2017 | 100 | 97 | 2017 | NA | NA | NA | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 0 | 281 | 2017 | 1 | 378 | 2017 | 2 | 374 | 2017 | 3 | 377 | 2017 | 4 | 376 | 2017 | 5 | 385 | 2017 | 6 | 363 | 2017 | 7 | 378 | 2017 | 8 | 354 | 2017 | 9 | 371 | 2017 | 10 | 365 | 2017 | 11 | 352 | 2017 | 12 | 343 | 2017 | 13 | 339 | 2017 | 14 | 362 | 2017 | 15 | 367 | 2017 | 16 | 402 | 2017 | 17 | 368 | 2017 | 18 | 374 | 2017 | 19 | 387 | 2017 | 20 | 385 | 2017 | 21 | 393 | 2017 | 22 | 420 | 2017 | 23 | 402 | 2017 | 24 | 404 | 2017 | 25 | 428 | 2017 | 26 | 436 | 2017 | 27 | 420 | 2017 | 28 | 427 | 2017 | 29 | 405 | 2017 | 30 | 385 | 2017 | 31 | 359 | 2017 | 32 | 353 | 2017 | 33 | 369 | 2017 | 34 | 336 | 2017 | 35 | 393 | 2017 | 36 | 357 | 2017 | 37 | 394 | 2017 | 38 | 336 | 2017 | 39 | 331 | 2017 | 40 | 336 | 2017 | 41 | 387 | 2017 | 42 | 360 | 2017 | 43 | 396 | 2017 | 44 | 378 | 2017 | 45 | 363 | 2017 | 46 | 381 | 2017 | 47 | 366 | 2017 | 48 | 370 | 2017 | 49 | 381 | 2017 | 50 | 407 | 2017 | 51 | 370 | 2017 | 52 | 392 | 2017 | 53 | 347 | 2017 | 54 | 404 | 2017 | 55 | 360 | 2017 | 56 | 345 | 2017 | 57 | 344 | 2017 | 58 | 340 | 2017 | 59 | 311 | 2017 | 60 | 267 | 2017 | 61 | 262 | 2017 | 62 | 235 | 2017 | 63 | 247 | 2017 | 64 | 237 | 2017 | 65 | 246 | 2017 | 66 | 215 | 2017 | 67 | 203 | 2017 | 68 | 186 | 2017 | 69 | 170 | 2017 | 70 | 155 | 2017 | 71 | 168 | 2017 | 72 | 147 | 2017 | 73 | 155 | 2017 | 74 | 159 | 2017 | 75 | 166 | 2017 | 76 | 118 | 2017 | 77 | 133 | 2017 | 78 | 124 | 2017 | 79 | 91 | 2017 | 80 | 107 | 2017 | 81 | 88 | 2017 | 82 | 80 | 2017 | 83 | 90 | 2017 | 84 | 65 | 2017 | 85 | 58 | 2017 | 86 | 51 | 2017 | 87 | 48 | 2017 | 88 | 53 | 2017 | 89 | 39 | 2017 | 90 | 36 | 2017 | 91 | 23 | 2017 | 92 | 12 | 2017 | 93 | 13 | 2017 | 94 | 9 | 2017 | 95 | 12 | 2017 | 96 | 10 | 2017 | 97 | 5 | 2017 | 98 | 5 | 2017 | 99 | 3 | 2017 | 100 | 9 | 2017 | NA | NA | NA | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 0 | 498 | 2017 | 1 | 533 | 2017 | 2 | 532 | 2017 | 3 | 513 | 2017 | 4 | 550 | 2017 | 5 | 595 | 2017 | 6 | 536 | 2017 | 7 | 580 | 2017 | 8 | 588 | 2017 | 9 | 557 | 2017 | 10 | 558 | 2017 | 11 | 502 | 2017 | 12 | 504 | 2017 | 13 | 575 | 2017 | 14 | 583 | 2017 | 15 | 597 | 2017 | 16 | 648 | 2017 | 17 | 689 | 2017 | 18 | 657 | 2017 | 19 | 677 | 2017 | 20 | 726 | 2017 | 21 | 686 | 2017 | 22 | 705 | 2017 | 23 | 677 | 2017 | 24 | 623 | 2017 | 25 | 665 | 2017 | 26 | 646 | 2017 | 27 | 680 | 2017 | 28 | 665 | 2017 | 29 | 583 | 2017 | 30 | 581 | 2017 | 31 | 499 | 2017 | 32 | 538 | 2017 | 33 | 499 | 2017 | 34 | 589 | 2017 | 35 | 555 | 2017 | 36 | 534 | 2017 | 37 | 570 | 2017 | 38 | 537 | 2017 | 39 | 471 | 2017 | 40 | 559 | 2017 | 41 | 576 | 2017 | 42 | 564 | 2017 | 43 | 601 | 2017 | 44 | 564 | 2017 | 45 | 612 | 2017 | 46 | 581 | 2017 | 47 | 532 | 2017 | 48 | 584 | 2017 | 49 | 590 | 2017 | 50 | 591 | 2017 | 51 | 603 | 2017 | 52 | 637 | 2017 | 53 | 618 | 2017 | 54 | 630 | 2017 | 55 | 580 | 2017 | 56 | 557 | 2017 | 57 | 570 | 2017 | 58 | 532 | 2017 | 59 | 515 | 2017 | 60 | 513 | 2017 | 61 | 466 | 2017 | 62 | 406 | 2017 | 63 | 393 | 2017 | 64 | 382 | 2017 | 65 | 345 | 2017 | 66 | 296 | 2017 | 67 | 327 | 2017 | 68 | 324 | 2017 | 69 | 292 | 2017 | 70 | 317 | 2017 | 71 | 257 | 2017 | 72 | 270 | 2017 | 73 | 240 | 2017 | 74 | 239 | 2017 | 75 | 216 | 2017 | 76 | 195 | 2017 | 77 | 167 | 2017 | 78 | 165 | 2017 | 79 | 146 | 2017 | 80 | 160 | 2017 | 81 | 101 | 2017 | 82 | 119 | 2017 | 83 | 105 | 2017 | 84 | 111 | 2017 | 85 | 82 | 2017 | 86 | 74 | 2017 | 87 | 64 | 2017 | 88 | 63 | 2017 | 89 | 47 | 2017 | 90 | 36 | 2017 | 91 | 38 | 2017 | 92 | 33 | 2017 | 93 | 17 | 2017 | 94 | 13 | 2017 | 95 | 12 | 2017 | 96 | 9 | 2017 | 97 | 4 | 2017 | 98 | 3 | 2017 | 99 | 4 | 2017 | 100 | 4 | 2017 | NA | NA | NA | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 0 | 7 | 2017 | 1 | 11 | 2017 | 2 | 16 | 2017 | 3 | 14 | 2017 | 4 | 16 | 2017 | 5 | 14 | 2017 | 6 | 10 | 2017 | 7 | 14 | 2017 | 8 | 13 | 2017 | 9 | 17 | 2017 | 10 | 15 | 2017 | 11 | 13 | 2017 | 12 | 14 | 2017 | 13 | 5 | 2017 | 14 | 12 | 2017 | 15 | 11 | 2017 | 16 | 11 | 2017 | 17 | 9 | 2017 | 18 | 4 | 2017 | 19 | 9 | 2017 | 20 | 2 | 2017 | 21 | 5 | 2017 | 22 | 9 | 2017 | 23 | 3 | 2017 | 24 | 13 | 2017 | 25 | 15 | 2017 | 26 | 18 | 2017 | 27 | 21 | 2017 | 28 | 21 | 2017 | 29 | 20 | 2017 | 30 | 20 | 2017 | 31 | 30 | 2017 | 32 | 22 | 2017 | 33 | 15 | 2017 | 34 | 13 | 2017 | 35 | 22 | 2017 | 36 | 16 | 2017 | 37 | 15 | 2017 | 38 | 14 | 2017 | 39 | 17 | 2017 | 40 | 15 | 2017 | 41 | 13 | 2017 | 42 | 11 | 2017 | 43 | 10 | 2017 | 44 | 16 | 2017 | 45 | 12 | 2017 | 46 | 15 | 2017 | 47 | 10 | 2017 | 48 | 9 | 2017 | 49 | 15 | 2017 | 50 | 11 | 2017 | 51 | 11 | 2017 | 52 | 10 | 2017 | 53 | 18 | 2017 | 54 | 12 | 2017 | 55 | 4 | 2017 | 56 | 11 | 2017 | 57 | 10 | 2017 | 58 | 18 | 2017 | 59 | 13 | 2017 | 60 | 12 | 2017 | 61 | 13 | 2017 | 62 | 10 | 2017 | 63 | 6 | 2017 | 64 | 15 | 2017 | 65 | 12 | 2017 | 66 | 8 | 2017 | 67 | 6 | 2017 | 68 | 4 | 2017 | 69 | 3 | 2017 | 70 | 1 | 2017 | 71 | 5 | 2017 | 72 | 2 | 2017 | 73 | 7 | 2017 | 74 | 3 | 2017 | 75 | 1 | 2017 | 76 | 5 | 2017 | 77 | 5 | 2017 | 78 | 3 | 2017 | 79 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 82 | 3 | 2017 | 83 | 1 | 2017 | 84 | 1 | 2017 | 85 | 1 | 2017 | 86 | 2 | 2017 | 87 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 91 | 1 | 2017 | 92 | 1 | 2017 | NA | NA | NA | 94 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05105 | 0 | 210 | 2017 | 1 | 254 | 2017 | 2 | 238 | 2017 | 3 | 264 | 2017 | 4 | 248 | 2017 | 5 | 214 | 2017 | 6 | 292 | 2017 | 7 | 235 | 2017 | 8 | 264 | 2017 | 9 | 262 | 2017 | 10 | 248 | 2017 | 11 | 256 | 2017 | 12 | 230 | 2017 | 13 | 229 | 2017 | 14 | 244 | 2017 | 15 | 245 | 2017 | 16 | 235 | 2017 | 17 | 243 | 2017 | 18 | 229 | 2017 | 19 | 211 | 2017 | 20 | 221 | 2017 | 21 | 244 | 2017 | 22 | 259 | 2017 | 23 | 244 | 2017 | 24 | 268 | 2017 | 25 | 274 | 2017 | 26 | 287 | 2017 | 27 | 272 | 2017 | 28 | 267 | 2017 | 29 | 233 | 2017 | 30 | 239 | 2017 | 31 | 254 | 2017 | 32 | 254 | 2017 | 33 | 251 | 2017 | 34 | 267 | 2017 | 35 | 282 | 2017 | 36 | 228 | 2017 | 37 | 216 | 2017 | 38 | 231 | 2017 | 39 | 216 | 2017 | 40 | 236 | 2017 | 41 | 227 | 2017 | 42 | 256 | 2017 | 43 | 245 | 2017 | 44 | 256 | 2017 | 45 | 226 | 2017 | 46 | 253 | 2017 | 47 | 218 | 2017 | 48 | 247 | 2017 | 49 | 256 | 2017 | 50 | 258 | 2017 | 51 | 251 | 2017 | 52 | 277 | 2017 | 53 | 266 | 2017 | 54 | 256 | 2017 | 55 | 277 | 2017 | 56 | 257 | 2017 | 57 | 226 | 2017 | 58 | 255 | 2017 | 59 | 232 | 2017 | 60 | 223 | 2017 | 61 | 228 | 2017 | 62 | 204 | 2017 | 63 | 202 | 2017 | 64 | 184 | 2017 | 65 | 184 | 2017 | 66 | 193 | 2017 | 67 | 152 | 2017 | 68 | 177 | 2017 | 69 | 166 | 2017 | 70 | 161 | 2017 | 71 | 150 | 2017 | 72 | 132 | 2017 | 73 | 129 | 2017 | 74 | 131 | 2017 | 75 | 121 | 2017 | 76 | 99 | 2017 | 77 | 86 | 2017 | 78 | 78 | 2017 | 79 | 100 | 2017 | 80 | 87 | 2017 | 81 | 88 | 2017 | 82 | 58 | 2017 | 83 | 61 | 2017 | 84 | 62 | 2017 | 85 | 45 | 2017 | 86 | 52 | 2017 | 87 | 38 | 2017 | 88 | 30 | 2017 | 89 | 17 | 2017 | 90 | 24 | 2017 | 91 | 9 | 2017 | 92 | 13 | 2017 | 93 | 9 | 2017 | 94 | 4 | 2017 | 95 | 5 | 2017 | 96 | 4 | 2017 | 97 | 5 | 2017 | NA | NA | NA | 99 | 1 | 2017 | 100 | 1 | 2017 | NA | NA | NA | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 0 | 383 | 2017 | 1 | 471 | 2017 | 2 | 444 | 2017 | 3 | 428 | 2017 | 4 | 468 | 2017 | 5 | 434 | 2017 | 6 | 466 | 2017 | 7 | 495 | 2017 | 8 | 474 | 2017 | 9 | 454 | 2017 | 10 | 400 | 2017 | 11 | 427 | 2017 | 12 | 412 | 2017 | 13 | 440 | 2017 | 14 | 428 | 2017 | 15 | 437 | 2017 | 16 | 476 | 2017 | 17 | 472 | 2017 | 18 | 467 | 2017 | 19 | 468 | 2017 | 20 | 481 | 2017 | 21 | 464 | 2017 | 22 | 469 | 2017 | 23 | 487 | 2017 | 24 | 478 | 2017 | 25 | 429 | 2017 | 26 | 500 | 2017 | 27 | 473 | 2017 | 28 | 459 | 2017 | 29 | 404 | 2017 | 30 | 454 | 2017 | 31 | 419 | 2017 | 32 | 384 | 2017 | 33 | 428 | 2017 | 34 | 463 | 2017 | 35 | 409 | 2017 | 36 | 393 | 2017 | 37 | 393 | 2017 | 38 | 407 | 2017 | 39 | 401 | 2017 | 40 | 398 | 2017 | 41 | 402 | 2017 | 42 | 384 | 2017 | 43 | 421 | 2017 | 44 | 421 | 2017 | 45 | 447 | 2017 | 46 | 392 | 2017 | 47 | 372 | 2017 | 48 | 418 | 2017 | 49 | 434 | 2017 | 50 | 440 | 2017 | 51 | 417 | 2017 | 52 | 445 | 2017 | 53 | 422 | 2017 | 54 | 456 | 2017 | 55 | 443 | 2017 | 56 | 427 | 2017 | 57 | 407 | 2017 | 58 | 390 | 2017 | 59 | 361 | 2017 | 60 | 370 | 2017 | 61 | 332 | 2017 | 62 | 342 | 2017 | 63 | 296 | 2017 | 64 | 289 | 2017 | 65 | 295 | 2017 | 66 | 279 | 2017 | 67 | 260 | 2017 | 68 | 254 | 2017 | 69 | 247 | 2017 | 70 | 222 | 2017 | 71 | 248 | 2017 | 72 | 231 | 2017 | 73 | 213 | 2017 | 74 | 216 | 2017 | 75 | 212 | 2017 | 76 | 199 | 2017 | 77 | 183 | 2017 | 78 | 140 | 2017 | 79 | 121 | 2017 | 80 | 134 | 2017 | 81 | 98 | 2017 | 82 | 99 | 2017 | 83 | 88 | 2017 | 84 | 103 | 2017 | 85 | 72 | 2017 | 86 | 70 | 2017 | 87 | 71 | 2017 | 88 | 40 | 2017 | 89 | 34 | 2017 | 90 | 28 | 2017 | 91 | 29 | 2017 | 92 | 16 | 2017 | 93 | 12 | 2017 | 94 | 9 | 2017 | 95 | 11 | 2017 | 96 | 11 | 2017 | 97 | 5 | 2017 | 98 | 5 | 2017 | NA | NA | NA | 100 | 3 | 2017 | NA | NA | NA | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 0 | 3432 | 2017 | 1 | 3828 | 2017 | 2 | 3822 | 2017 | 3 | 3653 | 2017 | 4 | 3709 | 2017 | 5 | 3842 | 2017 | 6 | 3790 | 2017 | 7 | 3784 | 2017 | 8 | 3766 | 2017 | 9 | 3580 | 2017 | 10 | 3488 | 2017 | 11 | 3530 | 2017 | 12 | 3580 | 2017 | 13 | 3571 | 2017 | 14 | 3811 | 2017 | 15 | 4156 | 2017 | 16 | 4120 | 2017 | 17 | 4231 | 2017 | 18 | 5746 | 2017 | 19 | 6692 | 2017 | 20 | 6974 | 2017 | 21 | 6823 | 2017 | 22 | 6705 | 2017 | 23 | 6252 | 2017 | 24 | 6180 | 2017 | 25 | 6033 | 2017 | 26 | 6128 | 2017 | 27 | 5986 | 2017 | 28 | 5590 | 2017 | 29 | 5185 | 2017 | 30 | 5005 | 2017 | 31 | 4810 | 2017 | 32 | 4431 | 2017 | 33 | 4427 | 2017 | 34 | 4616 | 2017 | 35 | 4519 | 2017 | 36 | 4157 | 2017 | 37 | 4095 | 2017 | 38 | 3987 | 2017 | 39 | 3751 | 2017 | 40 | 3924 | 2017 | 41 | 3814 | 2017 | 42 | 3929 | 2017 | 43 | 3926 | 2017 | 44 | 3854 | 2017 | 45 | 3796 | 2017 | 46 | 3708 | 2017 | 47 | 3705 | 2017 | 48 | 3909 | 2017 | 49 | 3979 | 2017 | 50 | 4232 | 2017 | 51 | 4111 | 2017 | 52 | 4423 | 2017 | 53 | 4338 | 2017 | 54 | 4506 | 2017 | 55 | 4299 | 2017 | 56 | 4221 | 2017 | 57 | 4163 | 2017 | 58 | 4141 | 2017 | 59 | 4105 | 2017 | 60 | 4029 | 2017 | 61 | 3682 | 2017 | 62 | 3455 | 2017 | 63 | 3433 | 2017 | 64 | 3153 | 2017 | 65 | 3084 | 2017 | 66 | 2750 | 2017 | 67 | 2953 | 2017 | 68 | 2871 | 2017 | 69 | 2666 | 2017 | 70 | 2654 | 2017 | 71 | 2505 | 2017 | 72 | 2471 | 2017 | 73 | 2377 | 2017 | 74 | 2202 | 2017 | 75 | 2087 | 2017 | 76 | 2045 | 2017 | 77 | 1878 | 2017 | 78 | 1658 | 2017 | 79 | 1544 | 2017 | 80 | 1556 | 2017 | 81 | 1507 | 2017 | 82 | 1270 | 2017 | 83 | 1302 | 2017 | 84 | 1220 | 2017 | 85 | 1141 | 2017 | 86 | 1091 | 2017 | 87 | 944 | 2017 | 88 | 774 | 2017 | 89 | 715 | 2017 | 90 | 508 | 2017 | 91 | 418 | 2017 | 92 | 355 | 2017 | 93 | 281 | 2017 | 94 | 214 | 2017 | 95 | 161 | 2017 | 96 | 126 | 2017 | 97 | 85 | 2017 | 98 | 57 | 2017 | 99 | 40 | 2017 | 100 | 118 | 2017 | NA | NA | NA | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 0 | 92 | 2017 | 1 | 122 | 2017 | 2 | 133 | 2017 | 3 | 107 | 2017 | 4 | 105 | 2017 | 5 | 112 | 2017 | 6 | 88 | 2017 | 7 | 125 | 2017 | 8 | 124 | 2017 | 9 | 131 | 2017 | 10 | 109 | 2017 | 11 | 88 | 2017 | 12 | 108 | 2017 | 13 | 102 | 2017 | 14 | 96 | 2017 | 15 | 117 | 2017 | 16 | 86 | 2017 | 17 | 84 | 2017 | 18 | 58 | 2017 | 19 | 77 | 2017 | 20 | 70 | 2017 | 21 | 84 | 2017 | 22 | 97 | 2017 | 23 | 89 | 2017 | 24 | 136 | 2017 | 25 | 140 | 2017 | 26 | 184 | 2017 | 27 | 191 | 2017 | 28 | 195 | 2017 | 29 | 185 | 2017 | 30 | 188 | 2017 | 31 | 168 | 2017 | 32 | 163 | 2017 | 33 | 164 | 2017 | 34 | 164 | 2017 | 35 | 156 | 2017 | 36 | 144 | 2017 | 37 | 133 | 2017 | 38 | 134 | 2017 | 39 | 121 | 2017 | 40 | 132 | 2017 | 41 | 124 | 2017 | 42 | 138 | 2017 | 43 | 114 | 2017 | 44 | 111 | 2017 | 45 | 111 | 2017 | 46 | 95 | 2017 | 47 | 92 | 2017 | 48 | 90 | 2017 | 49 | 98 | 2017 | 50 | 100 | 2017 | 51 | 112 | 2017 | 52 | 90 | 2017 | 53 | 93 | 2017 | 54 | 105 | 2017 | 55 | 78 | 2017 | 56 | 88 | 2017 | 57 | 63 | 2017 | 58 | 69 | 2017 | 59 | 79 | 2017 | 60 | 78 | 2017 | 61 | 67 | 2017 | 62 | 69 | 2017 | 63 | 61 | 2017 | 64 | 48 | 2017 | 65 | 47 | 2017 | 66 | 54 | 2017 | 67 | 43 | 2017 | 68 | 40 | 2017 | 69 | 42 | 2017 | 70 | 36 | 2017 | 71 | 26 | 2017 | 72 | 27 | 2017 | 73 | 19 | 2017 | 74 | 23 | 2017 | 75 | 17 | 2017 | 76 | 16 | 2017 | 77 | 11 | 2017 | 78 | 10 | 2017 | 79 | 12 | 2017 | 80 | 10 | 2017 | 81 | 6 | 2017 | 82 | 4 | 2017 | 83 | 10 | 2017 | 84 | 3 | 2017 | 85 | 4 | 2017 | 86 | 4 | 2017 | 87 | 4 | 2017 | 88 | 3 | 2017 | NA | NA | NA | 90 | 1 | 2017 | 91 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 96 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05301 | 0 | 787 | 2017 | 1 | 942 | 2017 | 2 | 968 | 2017 | 3 | 880 | 2017 | 4 | 854 | 2017 | 5 | 906 | 2017 | 6 | 929 | 2017 | 7 | 919 | 2017 | 8 | 867 | 2017 | 9 | 875 | 2017 | 10 | 806 | 2017 | 11 | 932 | 2017 | 12 | 855 | 2017 | 13 | 843 | 2017 | 14 | 907 | 2017 | 15 | 919 | 2017 | 16 | 960 | 2017 | 17 | 1075 | 2017 | 18 | 1023 | 2017 | 19 | 907 | 2017 | 20 | 853 | 2017 | 21 | 923 | 2017 | 22 | 930 | 2017 | 23 | 987 | 2017 | 24 | 1027 | 2017 | 25 | 989 | 2017 | 26 | 1025 | 2017 | 27 | 1099 | 2017 | 28 | 1067 | 2017 | 29 | 1030 | 2017 | 30 | 984 | 2017 | 31 | 987 | 2017 | 32 | 891 | 2017 | 33 | 880 | 2017 | 34 | 1006 | 2017 | 35 | 969 | 2017 | 36 | 1015 | 2017 | 37 | 982 | 2017 | 38 | 933 | 2017 | 39 | 957 | 2017 | 40 | 895 | 2017 | 41 | 937 | 2017 | 42 | 933 | 2017 | 43 | 951 | 2017 | 44 | 953 | 2017 | 45 | 880 | 2017 | 46 | 926 | 2017 | 47 | 831 | 2017 | 48 | 914 | 2017 | 49 | 886 | 2017 | 50 | 868 | 2017 | 51 | 855 | 2017 | 52 | 879 | 2017 | 53 | 877 | 2017 | 54 | 971 | 2017 | 55 | 896 | 2017 | 56 | 813 | 2017 | 57 | 806 | 2017 | 58 | 787 | 2017 | 59 | 701 | 2017 | 60 | 796 | 2017 | 61 | 675 | 2017 | 62 | 675 | 2017 | 63 | 646 | 2017 | 64 | 645 | 2017 | 65 | 594 | 2017 | 66 | 547 | 2017 | 67 | 537 | 2017 | 68 | 504 | 2017 | 69 | 507 | 2017 | 70 | 497 | 2017 | 71 | 473 | 2017 | 72 | 439 | 2017 | 73 | 395 | 2017 | 74 | 351 | 2017 | 75 | 374 | 2017 | 76 | 279 | 2017 | 77 | 263 | 2017 | 78 | 211 | 2017 | 79 | 210 | 2017 | 80 | 205 | 2017 | 81 | 195 | 2017 | 82 | 168 | 2017 | 83 | 167 | 2017 | 84 | 169 | 2017 | 85 | 149 | 2017 | 86 | 147 | 2017 | 87 | 126 | 2017 | 88 | 102 | 2017 | 89 | 109 | 2017 | 90 | 63 | 2017 | 91 | 50 | 2017 | 92 | 37 | 2017 | 93 | 27 | 2017 | 94 | 32 | 2017 | 95 | 29 | 2017 | 96 | 18 | 2017 | 97 | 11 | 2017 | 98 | 6 | 2017 | 99 | 8 | 2017 | 100 | 25 | 2017 | NA | NA | NA | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 0 | 223 | 2017 | 1 | 253 | 2017 | 2 | 235 | 2017 | 3 | 208 | 2017 | 4 | 236 | 2017 | 5 | 252 | 2017 | 6 | 241 | 2017 | 7 | 240 | 2017 | 8 | 225 | 2017 | 9 | 222 | 2017 | 10 | 219 | 2017 | 11 | 198 | 2017 | 12 | 202 | 2017 | 13 | 200 | 2017 | 14 | 205 | 2017 | 15 | 201 | 2017 | 16 | 218 | 2017 | 17 | 211 | 2017 | 18 | 209 | 2017 | 19 | 178 | 2017 | 20 | 184 | 2017 | 21 | 190 | 2017 | 22 | 179 | 2017 | 23 | 201 | 2017 | 24 | 205 | 2017 | 25 | 223 | 2017 | 26 | 224 | 2017 | 27 | 252 | 2017 | 28 | 271 | 2017 | 29 | 247 | 2017 | 30 | 222 | 2017 | 31 | 228 | 2017 | 32 | 190 | 2017 | 33 | 194 | 2017 | 34 | 228 | 2017 | 35 | 233 | 2017 | 36 | 239 | 2017 | 37 | 193 | 2017 | 38 | 192 | 2017 | 39 | 174 | 2017 | 40 | 203 | 2017 | 41 | 185 | 2017 | 42 | 190 | 2017 | 43 | 190 | 2017 | 44 | 177 | 2017 | 45 | 196 | 2017 | 46 | 206 | 2017 | 47 | 199 | 2017 | 48 | 174 | 2017 | 49 | 207 | 2017 | 50 | 197 | 2017 | 51 | 217 | 2017 | 52 | 200 | 2017 | 53 | 223 | 2017 | 54 | 203 | 2017 | 55 | 199 | 2017 | 56 | 164 | 2017 | 57 | 166 | 2017 | 58 | 202 | 2017 | 59 | 164 | 2017 | 60 | 142 | 2017 | 61 | 133 | 2017 | 62 | 125 | 2017 | 63 | 124 | 2017 | 64 | 121 | 2017 | 65 | 124 | 2017 | 66 | 114 | 2017 | 67 | 112 | 2017 | 68 | 100 | 2017 | 69 | 97 | 2017 | 70 | 93 | 2017 | 71 | 77 | 2017 | 72 | 96 | 2017 | 73 | 89 | 2017 | 74 | 90 | 2017 | 75 | 71 | 2017 | 76 | 80 | 2017 | 77 | 49 | 2017 | 78 | 53 | 2017 | 79 | 49 | 2017 | 80 | 48 | 2017 | 81 | 36 | 2017 | 82 | 41 | 2017 | 83 | 44 | 2017 | 84 | 38 | 2017 | 85 | 24 | 2017 | 86 | 25 | 2017 | 87 | 21 | 2017 | 88 | 24 | 2017 | 89 | 21 | 2017 | 90 | 9 | 2017 | 91 | 12 | 2017 | 92 | 8 | 2017 | 93 | 5 | 2017 | 94 | 5 | 2017 | 95 | 4 | 2017 | 96 | 5 | 2017 | 97 | 1 | 2017 | 98 | 5 | 2017 | 99 | 1 | 2017 | 100 | 9 | 2017 | NA | NA | NA | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
2.2.4 Renombre de columnas
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | unlist.c..x.5 | Freq.x.5 | anio.x.5 | unlist.c..y.5 | Freq.y.5 | anio.y.5 | unlist.c..x.6 | Freq.x.6 | anio.x.6 | unlist.c..y.6 | Freq.y.6 | anio.y.6 | unlist.c..x.7 | Freq.x.7 | anio.x.7 | unlist.c..y.7 | Freq.y.7 | anio.y.7 | unlist.c..x.8 | Freq.x.8 | anio.x.8 | unlist.c..y.8 | Freq.y.8 | anio.y.8 | unlist.c..x.9 | Freq.x.9 | anio.x.9 | unlist.c..y.9 | Freq.y.9 | anio.y.9 | unlist.c..x.10 | Freq.x.10 | anio.x.10 | unlist.c..y.10 | Freq.y.10 | anio.y.10 | unlist.c..x.11 | Freq.x.11 | anio.x.11 | unlist.c..y.11 | Freq.y.11 | anio.y.11 | unlist.c..x.12 | Freq.x.12 | anio.x.12 | unlist.c..y.12 | Freq.y.12 | anio.y.12 | unlist.c..x.13 | Freq.x.13 | anio.x.13 | unlist.c..y.13 | Freq.y.13 | anio.y.13 | unlist.c..x.14 | Freq.x.14 | anio.x.14 | unlist.c..y.14 | Freq.y.14 | anio.y.14 | unlist.c..x.15 | Freq.x.15 | anio.x.15 | unlist.c..y.15 | Freq.y.15 | anio.y.15 | unlist.c..x.16 | Freq.x.16 | anio.x.16 | unlist.c..y.16 | Freq.y.16 | anio.y.16 | unlist.c..x.17 | Freq.x.17 | anio.x.17 | unlist.c..y.17 | Freq.y.17 | anio.y.17 | unlist.c..x.18 | Freq.x.18 | anio.x.18 | unlist.c..y.18 | Freq.y.18 | anio.y.18 | unlist.c..x.19 | Freq.x.19 | anio.x.19 | unlist.c..y.19 | Freq.y.19 | anio.y.19 | unlist.c..x.20 | Freq.x.20 | anio.x.20 | unlist.c..y.20 | Freq.y.20 | anio.y.20 | unlist.c..x.21 | Freq.x.21 | anio.x.21 | unlist.c..y.21 | Freq.y.21 | anio.y.21 | unlist.c..x.22 | Freq.x.22 | anio.x.22 | unlist.c..y.22 | Freq.y.22 | anio.y.22 | unlist.c..x.23 | Freq.x.23 | anio.x.23 | unlist.c..y.23 | Freq.y.23 | anio.y.23 | unlist.c..x.24 | Freq.x.24 | anio.x.24 | unlist.c..y.24 | Freq.y.24 | anio.y.24 | unlist.c..x.25 | Freq.x.25 | anio.x.25 | unlist.c..y.25 | Freq.y.25 | anio.y.25 | unlist.c..x.26 | Freq.x.26 | anio.x.26 | unlist.c..y.26 | Freq.y.26 | anio.y.26 | unlist.c..x.27 | Freq.x.27 | anio.x.27 | unlist.c..y.27 | Freq.y.27 | anio.y.27 | unlist.c..x.28 | Freq.x.28 | anio.x.28 | unlist.c..y.28 | Freq.y.28 | anio.y.28 | unlist.c..x.29 | Freq.x.29 | anio.x.29 | unlist.c..y.29 | Freq.y.29 | anio.y.29 | unlist.c..x.30 | Freq.x.30 | anio.x.30 | unlist.c..y.30 | Freq.y.30 | anio.y.30 | unlist.c..x.31 | Freq.x.31 | anio.x.31 | unlist.c..y.31 | Freq.y.31 | anio.y.31 | unlist.c..x.32 | Freq.x.32 | anio.x.32 | unlist.c..y.32 | Freq.y.32 | anio.y.32 | unlist.c..x.33 | Freq.x.33 | anio.x.33 | unlist.c..y.33 | Freq.y.33 | anio.y.33 | unlist.c..x.34 | Freq.x.34 | anio.x.34 | unlist.c..y.34 | Freq.y.34 | anio.y.34 | unlist.c..x.35 | Freq.x.35 | anio.x.35 | unlist.c..y.35 | Freq.y.35 | anio.y.35 | unlist.c..x.36 | Freq.x.36 | anio.x.36 | unlist.c..y.36 | Freq.y.36 | anio.y.36 | unlist.c..x.37 | Freq.x.37 | anio.x.37 | unlist.c..y.37 | Freq.y.37 | anio.y.37 | unlist.c..x.38 | Freq.x.38 | anio.x.38 | unlist.c..y.38 | Freq.y.38 | anio.y.38 | unlist.c..x.39 | Freq.x.39 | anio.x.39 | unlist.c..y.39 | Freq.y.39 | anio.y.39 | unlist.c..x.40 | Freq.x.40 | anio.x.40 | unlist.c..y.40 | Freq.y.40 | anio.y.40 | unlist.c..x.41 | Freq.x.41 | anio.x.41 | unlist.c..y.41 | Freq.y.41 | anio.y.41 | unlist.c..x.42 | Freq.x.42 | anio.x.42 | unlist.c..y.42 | Freq.y.42 | anio.y.42 | unlist.c..x.43 | Freq.x.43 | anio.x.43 | unlist.c..y.43 | Freq.y.43 | anio.y.43 | unlist.c..x.44 | Freq.x.44 | anio.x.44 | unlist.c..y.44 | Freq.y.44 | anio.y.44 | unlist.c..x.45 | Freq.x.45 | anio.x.45 | unlist.c..y.45 | Freq.y.45 | anio.y.45 | unlist.c..x.46 | Freq.x.46 | anio.x.46 | unlist.c..y.46 | Freq.y.46 | anio.y.46 | unlist.c..x.47 | Freq.x.47 | anio.x.47 | unlist.c..y.47 | Freq.y.47 | anio.y.47 | unlist.c..x.48 | Freq.x.48 | anio.x.48 | unlist.c..y.48 | Freq.y.48 | anio.y.48 | unlist.c..x.49 | Freq.x.49 | anio.x.49 | unlist.c..y.49 | Freq.y.49 | anio.y.49 | unlist.c..x.50 | Freq.x.50 | anio.x.50 | unlist.c..y.50 | Freq.y.50 | anio.y.50 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 0 | 2614 | 2017 | 1 | 2796 | 2017 | 2 | 2817 | 2017 | 3 | 2748 | 2017 | 4 | 2896 | 2017 | 5 | 2823 | 2017 | 6 | 2984 | 2017 | 7 | 2850 | 2017 | 8 | 2759 | 2017 | 9 | 2721 | 2017 | 10 | 2652 | 2017 | 11 | 2497 | 2017 | 12 | 2453 | 2017 | 13 | 2520 | 2017 | 14 | 2458 | 2017 | 15 | 2490 | 2017 | 16 | 2652 | 2017 | 17 | 2568 | 2017 | 18 | 2484 | 2017 | 19 | 2604 | 2017 | 20 | 2715 | 2017 | 21 | 2859 | 2017 | 22 | 2958 | 2017 | 23 | 3164 | 2017 | 24 | 3322 | 2017 | 25 | 3389 | 2017 | 26 | 3521 | 2017 | 27 | 3723 | 2017 | 28 | 3480 | 2017 | 29 | 3528 | 2017 | 30 | 3525 | 2017 | 31 | 3188 | 2017 | 32 | 3289 | 2017 | 33 | 3103 | 2017 | 34 | 3312 | 2017 | 35 | 3314 | 2017 | 36 | 3156 | 2017 | 37 | 2978 | 2017 | 38 | 2757 | 2017 | 39 | 2832 | 2017 | 40 | 2816 | 2017 | 41 | 2662 | 2017 | 42 | 2627 | 2017 | 43 | 2574 | 2017 | 44 | 2624 | 2017 | 45 | 2468 | 2017 | 46 | 2460 | 2017 | 47 | 2272 | 2017 | 48 | 2206 | 2017 | 49 | 2209 | 2017 | 50 | 2215 | 2017 | 51 | 2210 | 2017 | 52 | 2325 | 2017 | 53 | 2311 | 2017 | 54 | 2417 | 2017 | 55 | 2144 | 2017 | 56 | 2203 | 2017 | 57 | 2127 | 2017 | 58 | 2066 | 2017 | 59 | 2000 | 2017 | 60 | 2072 | 2017 | 61 | 1959 | 2017 | 62 | 1885 | 2017 | 63 | 1788 | 2017 | 64 | 1599 | 2017 | 65 | 1426 | 2017 | 66 | 1405 | 2017 | 67 | 1312 | 2017 | 68 | 1161 | 2017 | 69 | 1158 | 2017 | 70 | 1072 | 2017 | 71 | 933 | 2017 | 72 | 882 | 2017 | 73 | 868 | 2017 | 74 | 796 | 2017 | 75 | 648 | 2017 | 76 | 658 | 2017 | 77 | 589 | 2017 | 78 | 509 | 2017 | 79 | 480 | 2017 | 80 | 462 | 2017 | 81 | 423 | 2017 | 82 | 378 | 2017 | 83 | 339 | 2017 | 84 | 297 | 2017 | 85 | 288 | 2017 | 86 | 289 | 2017 | 87 | 270 | 2017 | 88 | 204 | 2017 | 89 | 191 | 2017 | 90 | 153 | 2017 | 91 | 128 | 2017 | 92 | 130 | 2017 | 93 | 72 | 2017 | 94 | 55 | 2017 | 95 | 31 | 2017 | 96 | 36 | 2017 | 97 | 29 | 2017 | 98 | 15 | 2017 | 99 | 13 | 2017 | 100 | 30 | 2017 | NA | NA | NA | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 0 | 1981 | 2017 | 1 | 2091 | 2017 | 2 | 2126 | 2017 | 3 | 2143 | 2017 | 4 | 2158 | 2017 | 5 | 2164 | 2017 | 6 | 2129 | 2017 | 7 | 2193 | 2017 | 8 | 2129 | 2017 | 9 | 2022 | 2017 | 10 | 1917 | 2017 | 11 | 1936 | 2017 | 12 | 1940 | 2017 | 13 | 1856 | 2017 | 14 | 1900 | 2017 | 15 | 2014 | 2017 | 16 | 1961 | 2017 | 17 | 1962 | 2017 | 18 | 1766 | 2017 | 19 | 1900 | 2017 | 20 | 1926 | 2017 | 21 | 2005 | 2017 | 22 | 1937 | 2017 | 23 | 2020 | 2017 | 24 | 2019 | 2017 | 25 | 1995 | 2017 | 26 | 2100 | 2017 | 27 | 2025 | 2017 | 28 | 1960 | 2017 | 29 | 1924 | 2017 | 30 | 1841 | 2017 | 31 | 1722 | 2017 | 32 | 1748 | 2017 | 33 | 1585 | 2017 | 34 | 1708 | 2017 | 35 | 1742 | 2017 | 36 | 1642 | 2017 | 37 | 1532 | 2017 | 38 | 1505 | 2017 | 39 | 1374 | 2017 | 40 | 1419 | 2017 | 41 | 1354 | 2017 | 42 | 1372 | 2017 | 43 | 1432 | 2017 | 44 | 1399 | 2017 | 45 | 1368 | 2017 | 46 | 1321 | 2017 | 47 | 1251 | 2017 | 48 | 1263 | 2017 | 49 | 1250 | 2017 | 50 | 1246 | 2017 | 51 | 1268 | 2017 | 52 | 1194 | 2017 | 53 | 1164 | 2017 | 54 | 1147 | 2017 | 55 | 1051 | 2017 | 56 | 996 | 2017 | 57 | 852 | 2017 | 58 | 818 | 2017 | 59 | 776 | 2017 | 60 | 755 | 2017 | 61 | 728 | 2017 | 62 | 609 | 2017 | 63 | 572 | 2017 | 64 | 556 | 2017 | 65 | 465 | 2017 | 66 | 449 | 2017 | 67 | 382 | 2017 | 68 | 369 | 2017 | 69 | 338 | 2017 | 70 | 314 | 2017 | 71 | 277 | 2017 | 72 | 260 | 2017 | 73 | 239 | 2017 | 74 | 184 | 2017 | 75 | 161 | 2017 | 76 | 158 | 2017 | 77 | 126 | 2017 | 78 | 122 | 2017 | 79 | 86 | 2017 | 80 | 88 | 2017 | 81 | 73 | 2017 | 82 | 86 | 2017 | 83 | 72 | 2017 | 84 | 54 | 2017 | 85 | 58 | 2017 | 86 | 46 | 2017 | 87 | 43 | 2017 | 88 | 38 | 2017 | 89 | 22 | 2017 | 90 | 17 | 2017 | 91 | 16 | 2017 | 92 | 9 | 2017 | 93 | 12 | 2017 | 94 | 16 | 2017 | 95 | 9 | 2017 | 96 | 4 | 2017 | 97 | 3 | 2017 | 98 | 3 | 2017 | 99 | 2 | 2017 | 100 | 15 | 2017 | NA | NA | NA | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 0 | 230 | 2017 | 1 | 261 | 2017 | 2 | 268 | 2017 | 3 | 235 | 2017 | 4 | 259 | 2017 | 5 | 258 | 2017 | 6 | 241 | 2017 | 7 | 264 | 2017 | 8 | 264 | 2017 | 9 | 258 | 2017 | 10 | 216 | 2017 | 11 | 238 | 2017 | 12 | 222 | 2017 | 13 | 212 | 2017 | 14 | 193 | 2017 | 15 | 207 | 2017 | 16 | 174 | 2017 | 17 | 301 | 2017 | 18 | 413 | 2017 | 19 | 296 | 2017 | 20 | 288 | 2017 | 21 | 279 | 2017 | 22 | 228 | 2017 | 23 | 228 | 2017 | 24 | 207 | 2017 | 25 | 273 | 2017 | 26 | 268 | 2017 | 27 | 250 | 2017 | 28 | 290 | 2017 | 29 | 287 | 2017 | 30 | 299 | 2017 | 31 | 280 | 2017 | 32 | 274 | 2017 | 33 | 274 | 2017 | 34 | 277 | 2017 | 35 | 302 | 2017 | 36 | 286 | 2017 | 37 | 227 | 2017 | 38 | 215 | 2017 | 39 | 216 | 2017 | 40 | 213 | 2017 | 41 | 241 | 2017 | 42 | 218 | 2017 | 43 | 247 | 2017 | 44 | 225 | 2017 | 45 | 197 | 2017 | 46 | 191 | 2017 | 47 | 170 | 2017 | 48 | 179 | 2017 | 49 | 153 | 2017 | 50 | 165 | 2017 | 51 | 180 | 2017 | 52 | 165 | 2017 | 53 | 160 | 2017 | 54 | 180 | 2017 | 55 | 167 | 2017 | 56 | 171 | 2017 | 57 | 158 | 2017 | 58 | 150 | 2017 | 59 | 143 | 2017 | 60 | 139 | 2017 | 61 | 139 | 2017 | 62 | 143 | 2017 | 63 | 120 | 2017 | 64 | 109 | 2017 | 65 | 90 | 2017 | 66 | 79 | 2017 | 67 | 77 | 2017 | 68 | 69 | 2017 | 69 | 66 | 2017 | 70 | 75 | 2017 | 71 | 73 | 2017 | 72 | 60 | 2017 | 73 | 69 | 2017 | 74 | 46 | 2017 | 75 | 58 | 2017 | 76 | 40 | 2017 | 77 | 46 | 2017 | 78 | 31 | 2017 | 79 | 24 | 2017 | 80 | 27 | 2017 | 81 | 32 | 2017 | 82 | 30 | 2017 | 83 | 30 | 2017 | 84 | 20 | 2017 | 85 | 20 | 2017 | 86 | 13 | 2017 | 87 | 14 | 2017 | 88 | 7 | 2017 | 89 | 4 | 2017 | 90 | 3 | 2017 | 91 | 8 | 2017 | 92 | 6 | 2017 | 93 | 3 | 2017 | 94 | 3 | 2017 | 95 | 2 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 2 | 2017 | NA | NA | NA | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 0 | 17 | 2017 | 1 | 14 | 2017 | 2 | 13 | 2017 | 3 | 25 | 2017 | 4 | 22 | 2017 | 5 | 13 | 2017 | 6 | 24 | 2017 | 7 | 20 | 2017 | 8 | 23 | 2017 | 9 | 21 | 2017 | 10 | 16 | 2017 | 11 | 18 | 2017 | 12 | 19 | 2017 | 13 | 12 | 2017 | 14 | 18 | 2017 | 15 | 15 | 2017 | 16 | 14 | 2017 | 17 | 26 | 2017 | 18 | 20 | 2017 | 19 | 16 | 2017 | 20 | 13 | 2017 | 21 | 21 | 2017 | 22 | 19 | 2017 | 23 | 19 | 2017 | 24 | 10 | 2017 | 25 | 17 | 2017 | 26 | 20 | 2017 | 27 | 14 | 2017 | 28 | 15 | 2017 | 29 | 19 | 2017 | 30 | 18 | 2017 | 31 | 23 | 2017 | 32 | 7 | 2017 | 33 | 13 | 2017 | 34 | 10 | 2017 | 35 | 16 | 2017 | 36 | 16 | 2017 | 37 | 12 | 2017 | 38 | 11 | 2017 | 39 | 8 | 2017 | 40 | 21 | 2017 | 41 | 15 | 2017 | 42 | 14 | 2017 | 43 | 20 | 2017 | 44 | 20 | 2017 | 45 | 18 | 2017 | 46 | 26 | 2017 | 47 | 13 | 2017 | 48 | 6 | 2017 | 49 | 20 | 2017 | 50 | 19 | 2017 | 51 | 18 | 2017 | 52 | 14 | 2017 | 53 | 15 | 2017 | 54 | 16 | 2017 | 55 | 17 | 2017 | 56 | 18 | 2017 | 57 | 6 | 2017 | 58 | 16 | 2017 | 59 | 14 | 2017 | 60 | 17 | 2017 | 61 | 9 | 2017 | 62 | 15 | 2017 | 63 | 10 | 2017 | 64 | 10 | 2017 | 65 | 11 | 2017 | 66 | 15 | 2017 | 67 | 8 | 2017 | 68 | 10 | 2017 | 69 | 8 | 2017 | 70 | 14 | 2017 | 71 | 7 | 2017 | 72 | 5 | 2017 | 73 | 17 | 2017 | 74 | 7 | 2017 | 75 | 6 | 2017 | 76 | 8 | 2017 | 77 | 11 | 2017 | 78 | 11 | 2017 | 79 | 6 | 2017 | 80 | 6 | 2017 | 81 | 7 | 2017 | 82 | 6 | 2017 | 83 | 4 | 2017 | 84 | 5 | 2017 | 85 | 2 | 2017 | 86 | 5 | 2017 | 87 | 4 | 2017 | 88 | 1 | 2017 | 89 | 1 | 2017 | 90 | 1 | 2017 | 91 | 1 | 2017 | 92 | 3 | 2017 | 93 | 1 | 2017 | 94 | 1 | 2017 | NA | NA | NA | 96 | 2 | 2017 | NA | NA | NA | NA | NA | NA | 99 | 1 | 2017 | 100 | 1 | 2017 | NA | NA | NA | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 0 | 17 | 2017 | 1 | 17 | 2017 | 2 | 18 | 2017 | 3 | 15 | 2017 | 4 | 16 | 2017 | 5 | 17 | 2017 | 6 | 16 | 2017 | 7 | 11 | 2017 | 8 | 14 | 2017 | 9 | 22 | 2017 | 10 | 16 | 2017 | 11 | 17 | 2017 | 12 | 20 | 2017 | 13 | 16 | 2017 | 14 | 20 | 2017 | 15 | 15 | 2017 | 16 | 20 | 2017 | 17 | 29 | 2017 | 18 | 26 | 2017 | 19 | 22 | 2017 | 20 | 30 | 2017 | 21 | 31 | 2017 | 22 | 32 | 2017 | 23 | 28 | 2017 | 24 | 38 | 2017 | 25 | 45 | 2017 | 26 | 46 | 2017 | 27 | 35 | 2017 | 28 | 35 | 2017 | 29 | 32 | 2017 | 30 | 27 | 2017 | 31 | 28 | 2017 | 32 | 36 | 2017 | 33 | 31 | 2017 | 34 | 25 | 2017 | 35 | 31 | 2017 | 36 | 37 | 2017 | 37 | 29 | 2017 | 38 | 20 | 2017 | 39 | 26 | 2017 | 40 | 22 | 2017 | 41 | 21 | 2017 | 42 | 24 | 2017 | 43 | 28 | 2017 | 44 | 26 | 2017 | 45 | 18 | 2017 | 46 | 23 | 2017 | 47 | 23 | 2017 | 48 | 21 | 2017 | 49 | 21 | 2017 | 50 | 24 | 2017 | 51 | 22 | 2017 | 52 | 19 | 2017 | 53 | 24 | 2017 | 54 | 15 | 2017 | 55 | 15 | 2017 | 56 | 25 | 2017 | 57 | 20 | 2017 | 58 | 15 | 2017 | 59 | 13 | 2017 | 60 | 24 | 2017 | 61 | 14 | 2017 | 62 | 16 | 2017 | 63 | 29 | 2017 | 64 | 11 | 2017 | 65 | 11 | 2017 | 66 | 23 | 2017 | 67 | 16 | 2017 | 68 | 13 | 2017 | 69 | 14 | 2017 | 70 | 14 | 2017 | 71 | 11 | 2017 | 72 | 14 | 2017 | 73 | 9 | 2017 | 74 | 7 | 2017 | 75 | 14 | 2017 | 76 | 11 | 2017 | 77 | 6 | 2017 | 78 | 7 | 2017 | 79 | 4 | 2017 | 80 | 2 | 2017 | 81 | 9 | 2017 | 82 | 3 | 2017 | 83 | 3 | 2017 | 84 | 2 | 2017 | 85 | 1 | 2017 | 86 | 4 | 2017 | 87 | 1 | 2017 | 88 | 2 | 2017 | 89 | 1 | 2017 | 90 | 2 | 2017 | 91 | 1 | 2017 | 92 | 1 | 2017 | NA | NA | NA | 94 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 97 | 1 | 2017 | 98 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 01404 | 0 | 42 | 2017 | 1 | 49 | 2017 | 2 | 26 | 2017 | 3 | 47 | 2017 | 4 | 36 | 2017 | 5 | 42 | 2017 | 6 | 42 | 2017 | 7 | 53 | 2017 | 8 | 42 | 2017 | 9 | 46 | 2017 | 10 | 42 | 2017 | 11 | 37 | 2017 | 12 | 53 | 2017 | 13 | 31 | 2017 | 14 | 33 | 2017 | 15 | 31 | 2017 | 16 | 27 | 2017 | 17 | 25 | 2017 | 18 | 27 | 2017 | 19 | 37 | 2017 | 20 | 31 | 2017 | 21 | 40 | 2017 | 22 | 42 | 2017 | 23 | 30 | 2017 | 24 | 33 | 2017 | 25 | 43 | 2017 | 26 | 47 | 2017 | 27 | 43 | 2017 | 28 | 38 | 2017 | 29 | 43 | 2017 | 30 | 36 | 2017 | 31 | 55 | 2017 | 32 | 34 | 2017 | 33 | 37 | 2017 | 34 | 32 | 2017 | 35 | 44 | 2017 | 36 | 38 | 2017 | 37 | 34 | 2017 | 38 | 30 | 2017 | 39 | 28 | 2017 | 40 | 26 | 2017 | 41 | 29 | 2017 | 42 | 33 | 2017 | 43 | 30 | 2017 | 44 | 31 | 2017 | 45 | 33 | 2017 | 46 | 40 | 2017 | 47 | 39 | 2017 | 48 | 33 | 2017 | 49 | 31 | 2017 | 50 | 36 | 2017 | 51 | 28 | 2017 | 52 | 44 | 2017 | 53 | 39 | 2017 | 54 | 37 | 2017 | 55 | 38 | 2017 | 56 | 24 | 2017 | 57 | 30 | 2017 | 58 | 24 | 2017 | 59 | 39 | 2017 | 60 | 35 | 2017 | 61 | 28 | 2017 | 62 | 26 | 2017 | 63 | 37 | 2017 | 64 | 27 | 2017 | 65 | 32 | 2017 | 66 | 31 | 2017 | 67 | 20 | 2017 | 68 | 31 | 2017 | 69 | 22 | 2017 | 70 | 18 | 2017 | 71 | 23 | 2017 | 72 | 23 | 2017 | 73 | 13 | 2017 | 74 | 23 | 2017 | 75 | 15 | 2017 | 76 | 12 | 2017 | 77 | 17 | 2017 | 78 | 16 | 2017 | 79 | 10 | 2017 | 80 | 5 | 2017 | 81 | 6 | 2017 | 82 | 13 | 2017 | 83 | 8 | 2017 | 84 | 4 | 2017 | 85 | 8 | 2017 | 86 | 5 | 2017 | 87 | 8 | 2017 | 88 | 3 | 2017 | 89 | 4 | 2017 | 90 | 4 | 2017 | 91 | 2 | 2017 | 92 | 4 | 2017 | 93 | 1 | 2017 | 94 | 1 | 2017 | 95 | 2 | 2017 | 96 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 0 | 71 | 2017 | 1 | 79 | 2017 | 2 | 84 | 2017 | 3 | 83 | 2017 | 4 | 78 | 2017 | 5 | 88 | 2017 | 6 | 86 | 2017 | 7 | 81 | 2017 | 8 | 69 | 2017 | 9 | 90 | 2017 | 10 | 68 | 2017 | 11 | 80 | 2017 | 12 | 69 | 2017 | 13 | 65 | 2017 | 14 | 72 | 2017 | 15 | 65 | 2017 | 16 | 71 | 2017 | 17 | 74 | 2017 | 18 | 59 | 2017 | 19 | 64 | 2017 | 20 | 63 | 2017 | 21 | 79 | 2017 | 22 | 101 | 2017 | 23 | 86 | 2017 | 24 | 137 | 2017 | 25 | 158 | 2017 | 26 | 178 | 2017 | 27 | 244 | 2017 | 28 | 218 | 2017 | 29 | 227 | 2017 | 30 | 210 | 2017 | 31 | 239 | 2017 | 32 | 217 | 2017 | 33 | 239 | 2017 | 34 | 225 | 2017 | 35 | 237 | 2017 | 36 | 234 | 2017 | 37 | 203 | 2017 | 38 | 211 | 2017 | 39 | 220 | 2017 | 40 | 200 | 2017 | 41 | 195 | 2017 | 42 | 191 | 2017 | 43 | 224 | 2017 | 44 | 193 | 2017 | 45 | 207 | 2017 | 46 | 208 | 2017 | 47 | 181 | 2017 | 48 | 168 | 2017 | 49 | 149 | 2017 | 50 | 154 | 2017 | 51 | 144 | 2017 | 52 | 116 | 2017 | 53 | 118 | 2017 | 54 | 119 | 2017 | 55 | 102 | 2017 | 56 | 109 | 2017 | 57 | 95 | 2017 | 58 | 85 | 2017 | 59 | 84 | 2017 | 60 | 81 | 2017 | 61 | 58 | 2017 | 62 | 67 | 2017 | 63 | 62 | 2017 | 64 | 61 | 2017 | 65 | 55 | 2017 | 66 | 64 | 2017 | 67 | 44 | 2017 | 68 | 44 | 2017 | 69 | 30 | 2017 | 70 | 38 | 2017 | 71 | 40 | 2017 | 72 | 34 | 2017 | 73 | 37 | 2017 | 74 | 25 | 2017 | 75 | 28 | 2017 | 76 | 33 | 2017 | 77 | 33 | 2017 | 78 | 18 | 2017 | 79 | 20 | 2017 | 80 | 19 | 2017 | 81 | 21 | 2017 | 82 | 14 | 2017 | 83 | 11 | 2017 | 84 | 8 | 2017 | 85 | 13 | 2017 | 86 | 8 | 2017 | 87 | 6 | 2017 | 88 | 11 | 2017 | 89 | 16 | 2017 | 90 | 5 | 2017 | 91 | 5 | 2017 | 92 | 7 | 2017 | 93 | 1 | 2017 | 94 | 3 | 2017 | 95 | 3 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | 98 | 1 | 2017 | 99 | 2 | 2017 | 100 | 3 | 2017 | NA | NA | NA | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 0 | 4741 | 2017 | 1 | 5082 | 2017 | 2 | 5154 | 2017 | 3 | 5090 | 2017 | 4 | 5170 | 2017 | 5 | 5147 | 2017 | 6 | 5466 | 2017 | 7 | 5481 | 2017 | 8 | 5261 | 2017 | 9 | 5249 | 2017 | 10 | 5107 | 2017 | 11 | 4871 | 2017 | 12 | 4756 | 2017 | 13 | 4760 | 2017 | 14 | 4925 | 2017 | 15 | 5063 | 2017 | 16 | 5121 | 2017 | 17 | 5360 | 2017 | 18 | 5741 | 2017 | 19 | 5945 | 2017 | 20 | 6484 | 2017 | 21 | 6488 | 2017 | 22 | 6644 | 2017 | 23 | 6639 | 2017 | 24 | 6828 | 2017 | 25 | 6749 | 2017 | 26 | 6933 | 2017 | 27 | 7159 | 2017 | 28 | 6763 | 2017 | 29 | 6528 | 2017 | 30 | 6432 | 2017 | 31 | 6002 | 2017 | 32 | 5971 | 2017 | 33 | 5515 | 2017 | 34 | 5712 | 2017 | 35 | 5989 | 2017 | 36 | 5690 | 2017 | 37 | 5532 | 2017 | 38 | 5245 | 2017 | 39 | 5187 | 2017 | 40 | 5299 | 2017 | 41 | 5225 | 2017 | 42 | 5361 | 2017 | 43 | 5467 | 2017 | 44 | 5475 | 2017 | 45 | 5127 | 2017 | 46 | 4928 | 2017 | 47 | 4623 | 2017 | 48 | 4384 | 2017 | 49 | 4314 | 2017 | 50 | 4153 | 2017 | 51 | 4304 | 2017 | 52 | 4293 | 2017 | 53 | 4267 | 2017 | 54 | 4361 | 2017 | 55 | 4089 | 2017 | 56 | 3993 | 2017 | 57 | 3680 | 2017 | 58 | 3578 | 2017 | 59 | 3583 | 2017 | 60 | 3351 | 2017 | 61 | 3173 | 2017 | 62 | 2933 | 2017 | 63 | 2796 | 2017 | 64 | 2601 | 2017 | 65 | 2303 | 2017 | 66 | 2178 | 2017 | 67 | 2105 | 2017 | 68 | 1817 | 2017 | 69 | 1821 | 2017 | 70 | 1641 | 2017 | 71 | 1561 | 2017 | 72 | 1400 | 2017 | 73 | 1400 | 2017 | 74 | 1289 | 2017 | 75 | 1201 | 2017 | 76 | 1062 | 2017 | 77 | 991 | 2017 | 78 | 875 | 2017 | 79 | 839 | 2017 | 80 | 751 | 2017 | 81 | 727 | 2017 | 82 | 598 | 2017 | 83 | 519 | 2017 | 84 | 514 | 2017 | 85 | 503 | 2017 | 86 | 489 | 2017 | 87 | 387 | 2017 | 88 | 308 | 2017 | 89 | 288 | 2017 | 90 | 227 | 2017 | 91 | 162 | 2017 | 92 | 146 | 2017 | 93 | 96 | 2017 | 94 | 84 | 2017 | 95 | 48 | 2017 | 96 | 55 | 2017 | 97 | 37 | 2017 | 98 | 17 | 2017 | 99 | 18 | 2017 | 100 | 78 | 2017 | NA | NA | NA | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 0 | 164 | 2017 | 1 | 205 | 2017 | 2 | 186 | 2017 | 3 | 173 | 2017 | 4 | 177 | 2017 | 5 | 195 | 2017 | 6 | 175 | 2017 | 7 | 205 | 2017 | 8 | 168 | 2017 | 9 | 155 | 2017 | 10 | 150 | 2017 | 11 | 159 | 2017 | 12 | 166 | 2017 | 13 | 174 | 2017 | 14 | 186 | 2017 | 15 | 140 | 2017 | 16 | 137 | 2017 | 17 | 172 | 2017 | 18 | 157 | 2017 | 19 | 187 | 2017 | 20 | 196 | 2017 | 21 | 199 | 2017 | 22 | 202 | 2017 | 23 | 228 | 2017 | 24 | 272 | 2017 | 25 | 277 | 2017 | 26 | 293 | 2017 | 27 | 312 | 2017 | 28 | 291 | 2017 | 29 | 259 | 2017 | 30 | 265 | 2017 | 31 | 248 | 2017 | 32 | 236 | 2017 | 33 | 228 | 2017 | 34 | 247 | 2017 | 35 | 228 | 2017 | 36 | 249 | 2017 | 37 | 226 | 2017 | 38 | 206 | 2017 | 39 | 210 | 2017 | 40 | 201 | 2017 | 41 | 209 | 2017 | 42 | 208 | 2017 | 43 | 231 | 2017 | 44 | 226 | 2017 | 45 | 196 | 2017 | 46 | 221 | 2017 | 47 | 210 | 2017 | 48 | 201 | 2017 | 49 | 193 | 2017 | 50 | 195 | 2017 | 51 | 206 | 2017 | 52 | 212 | 2017 | 53 | 207 | 2017 | 54 | 190 | 2017 | 55 | 178 | 2017 | 56 | 157 | 2017 | 57 | 163 | 2017 | 58 | 146 | 2017 | 59 | 123 | 2017 | 60 | 140 | 2017 | 61 | 125 | 2017 | 62 | 101 | 2017 | 63 | 87 | 2017 | 64 | 80 | 2017 | 65 | 72 | 2017 | 66 | 59 | 2017 | 67 | 71 | 2017 | 68 | 56 | 2017 | 69 | 57 | 2017 | 70 | 51 | 2017 | 71 | 43 | 2017 | 72 | 37 | 2017 | 73 | 31 | 2017 | 74 | 32 | 2017 | 75 | 38 | 2017 | 76 | 29 | 2017 | 77 | 29 | 2017 | 78 | 27 | 2017 | 79 | 17 | 2017 | 80 | 15 | 2017 | 81 | 15 | 2017 | 82 | 12 | 2017 | 83 | 8 | 2017 | 84 | 6 | 2017 | 85 | 13 | 2017 | 86 | 6 | 2017 | 87 | 8 | 2017 | 88 | 3 | 2017 | 89 | 2 | 2017 | 90 | 6 | 2017 | 91 | 4 | 2017 | 92 | 5 | 2017 | 93 | 1 | 2017 | 94 | 1 | 2017 | 95 | 1 | 2017 | 96 | 1 | 2017 | NA | NA | NA | 98 | 1 | 2017 | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 0 | 16 | 2017 | 1 | 21 | 2017 | 2 | 19 | 2017 | 3 | 20 | 2017 | 4 | 31 | 2017 | 5 | 25 | 2017 | 6 | 20 | 2017 | 7 | 23 | 2017 | 8 | 25 | 2017 | 9 | 31 | 2017 | 10 | 22 | 2017 | 11 | 19 | 2017 | 12 | 15 | 2017 | 13 | 19 | 2017 | 14 | 14 | 2017 | 15 | 21 | 2017 | 16 | 11 | 2017 | 17 | 20 | 2017 | 18 | 19 | 2017 | 19 | 39 | 2017 | 20 | 64 | 2017 | 21 | 71 | 2017 | 22 | 129 | 2017 | 23 | 127 | 2017 | 24 | 191 | 2017 | 25 | 227 | 2017 | 26 | 268 | 2017 | 27 | 300 | 2017 | 28 | 315 | 2017 | 29 | 310 | 2017 | 30 | 327 | 2017 | 31 | 316 | 2017 | 32 | 330 | 2017 | 33 | 324 | 2017 | 34 | 338 | 2017 | 35 | 350 | 2017 | 36 | 304 | 2017 | 37 | 287 | 2017 | 38 | 327 | 2017 | 39 | 323 | 2017 | 40 | 307 | 2017 | 41 | 310 | 2017 | 42 | 339 | 2017 | 43 | 299 | 2017 | 44 | 311 | 2017 | 45 | 286 | 2017 | 46 | 289 | 2017 | 47 | 221 | 2017 | 48 | 204 | 2017 | 49 | 221 | 2017 | 50 | 186 | 2017 | 51 | 186 | 2017 | 52 | 154 | 2017 | 53 | 165 | 2017 | 54 | 170 | 2017 | 55 | 122 | 2017 | 56 | 109 | 2017 | 57 | 105 | 2017 | 58 | 99 | 2017 | 59 | 68 | 2017 | 60 | 76 | 2017 | 61 | 63 | 2017 | 62 | 48 | 2017 | 63 | 39 | 2017 | 64 | 25 | 2017 | 65 | 18 | 2017 | 66 | 14 | 2017 | 67 | 16 | 2017 | 68 | 15 | 2017 | 69 | 12 | 2017 | 70 | 4 | 2017 | 71 | 4 | 2017 | 72 | 9 | 2017 | 73 | 2 | 2017 | 74 | 4 | 2017 | 75 | 3 | 2017 | 76 | 1 | 2017 | 77 | 1 | 2017 | 78 | 2 | 2017 | 79 | 7 | 2017 | NA | NA | NA | 81 | 3 | 2017 | NA | NA | NA | 83 | 2 | 2017 | 84 | 2 | 2017 | 85 | 3 | 2017 | NA | NA | NA | 87 | 1 | 2017 | NA | NA | NA | 89 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 93 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 0 | 159 | 2017 | 1 | 152 | 2017 | 2 | 207 | 2017 | 3 | 184 | 2017 | 4 | 181 | 2017 | 5 | 185 | 2017 | 6 | 185 | 2017 | 7 | 190 | 2017 | 8 | 203 | 2017 | 9 | 211 | 2017 | 10 | 214 | 2017 | 11 | 215 | 2017 | 12 | 185 | 2017 | 13 | 172 | 2017 | 14 | 187 | 2017 | 15 | 195 | 2017 | 16 | 176 | 2017 | 17 | 168 | 2017 | 18 | 119 | 2017 | 19 | 139 | 2017 | 20 | 153 | 2017 | 21 | 143 | 2017 | 22 | 161 | 2017 | 23 | 161 | 2017 | 24 | 216 | 2017 | 25 | 191 | 2017 | 26 | 237 | 2017 | 27 | 242 | 2017 | 28 | 235 | 2017 | 29 | 231 | 2017 | 30 | 230 | 2017 | 31 | 195 | 2017 | 32 | 205 | 2017 | 33 | 196 | 2017 | 34 | 221 | 2017 | 35 | 247 | 2017 | 36 | 212 | 2017 | 37 | 202 | 2017 | 38 | 201 | 2017 | 39 | 210 | 2017 | 40 | 192 | 2017 | 41 | 208 | 2017 | 42 | 191 | 2017 | 43 | 215 | 2017 | 44 | 206 | 2017 | 45 | 196 | 2017 | 46 | 191 | 2017 | 47 | 165 | 2017 | 48 | 198 | 2017 | 49 | 214 | 2017 | 50 | 199 | 2017 | 51 | 186 | 2017 | 52 | 200 | 2017 | 53 | 179 | 2017 | 54 | 172 | 2017 | 55 | 180 | 2017 | 56 | 183 | 2017 | 57 | 136 | 2017 | 58 | 166 | 2017 | 59 | 157 | 2017 | 60 | 139 | 2017 | 61 | 130 | 2017 | 62 | 137 | 2017 | 63 | 136 | 2017 | 64 | 113 | 2017 | 65 | 114 | 2017 | 66 | 83 | 2017 | 67 | 79 | 2017 | 68 | 68 | 2017 | 69 | 70 | 2017 | 70 | 62 | 2017 | 71 | 69 | 2017 | 72 | 70 | 2017 | 73 | 61 | 2017 | 74 | 55 | 2017 | 75 | 55 | 2017 | 76 | 42 | 2017 | 77 | 35 | 2017 | 78 | 32 | 2017 | 79 | 36 | 2017 | 80 | 34 | 2017 | 81 | 30 | 2017 | 82 | 27 | 2017 | 83 | 26 | 2017 | 84 | 31 | 2017 | 85 | 23 | 2017 | 86 | 23 | 2017 | 87 | 16 | 2017 | 88 | 16 | 2017 | 89 | 13 | 2017 | 90 | 11 | 2017 | 91 | 6 | 2017 | 92 | 4 | 2017 | 93 | 6 | 2017 | 94 | 6 | 2017 | 95 | 3 | 2017 | 96 | 2 | 2017 | 97 | 2 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 2 | 2017 | NA | NA | NA | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 0 | 2177 | 2017 | 1 | 2536 | 2017 | 2 | 2596 | 2017 | 3 | 2517 | 2017 | 4 | 2605 | 2017 | 5 | 2492 | 2017 | 6 | 2536 | 2017 | 7 | 2650 | 2017 | 8 | 2489 | 2017 | 9 | 2416 | 2017 | 10 | 2377 | 2017 | 11 | 2349 | 2017 | 12 | 2383 | 2017 | 13 | 2332 | 2017 | 14 | 2468 | 2017 | 15 | 2372 | 2017 | 16 | 2530 | 2017 | 17 | 2574 | 2017 | 18 | 2332 | 2017 | 19 | 2088 | 2017 | 20 | 2193 | 2017 | 21 | 2231 | 2017 | 22 | 2559 | 2017 | 23 | 2646 | 2017 | 24 | 2975 | 2017 | 25 | 2842 | 2017 | 26 | 3099 | 2017 | 27 | 3127 | 2017 | 28 | 2977 | 2017 | 29 | 3213 | 2017 | 30 | 2984 | 2017 | 31 | 2916 | 2017 | 32 | 2889 | 2017 | 33 | 2777 | 2017 | 34 | 2838 | 2017 | 35 | 2979 | 2017 | 36 | 2808 | 2017 | 37 | 2731 | 2017 | 38 | 2609 | 2017 | 39 | 2601 | 2017 | 40 | 2624 | 2017 | 41 | 2556 | 2017 | 42 | 2563 | 2017 | 43 | 2546 | 2017 | 44 | 2531 | 2017 | 45 | 2397 | 2017 | 46 | 2314 | 2017 | 47 | 2178 | 2017 | 48 | 2088 | 2017 | 49 | 2075 | 2017 | 50 | 2135 | 2017 | 51 | 2102 | 2017 | 52 | 2184 | 2017 | 53 | 2085 | 2017 | 54 | 2100 | 2017 | 55 | 1972 | 2017 | 56 | 1961 | 2017 | 57 | 1726 | 2017 | 58 | 1628 | 2017 | 59 | 1501 | 2017 | 60 | 1546 | 2017 | 61 | 1395 | 2017 | 62 | 1265 | 2017 | 63 | 1233 | 2017 | 64 | 1106 | 2017 | 65 | 1045 | 2017 | 66 | 890 | 2017 | 67 | 818 | 2017 | 68 | 794 | 2017 | 69 | 719 | 2017 | 70 | 696 | 2017 | 71 | 657 | 2017 | 72 | 611 | 2017 | 73 | 511 | 2017 | 74 | 531 | 2017 | 75 | 407 | 2017 | 76 | 387 | 2017 | 77 | 374 | 2017 | 78 | 306 | 2017 | 79 | 260 | 2017 | 80 | 288 | 2017 | 81 | 251 | 2017 | 82 | 222 | 2017 | 83 | 186 | 2017 | 84 | 185 | 2017 | 85 | 149 | 2017 | 86 | 148 | 2017 | 87 | 137 | 2017 | 88 | 100 | 2017 | 89 | 95 | 2017 | 90 | 77 | 2017 | 91 | 46 | 2017 | 92 | 56 | 2017 | 93 | 38 | 2017 | 94 | 35 | 2017 | 95 | 22 | 2017 | 96 | 18 | 2017 | 97 | 7 | 2017 | 98 | 7 | 2017 | 99 | 7 | 2017 | 100 | 27 | 2017 | NA | NA | NA | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 0 | 2 | 2017 | 1 | 4 | 2017 | 2 | 4 | 2017 | 3 | 3 | 2017 | 4 | 4 | 2017 | 5 | 6 | 2017 | 6 | 4 | 2017 | 7 | 4 | 2017 | 8 | 2 | 2017 | 9 | 4 | 2017 | 10 | 7 | 2017 | 11 | 5 | 2017 | 12 | 4 | 2017 | 13 | 2 | 2017 | 14 | 3 | 2017 | 15 | 2 | 2017 | 16 | 4 | 2017 | 17 | 2 | 2017 | 18 | 2 | 2017 | 19 | 2 | 2017 | 20 | 2 | 2017 | 21 | 2 | 2017 | 22 | 6 | 2017 | 23 | 1 | 2017 | 24 | 6 | 2017 | 25 | 8 | 2017 | 26 | 8 | 2017 | 27 | 7 | 2017 | 28 | 8 | 2017 | 29 | 8 | 2017 | 30 | 5 | 2017 | 31 | 5 | 2017 | 32 | 6 | 2017 | 33 | 8 | 2017 | 34 | 7 | 2017 | 35 | 5 | 2017 | 36 | 10 | 2017 | 37 | 13 | 2017 | 38 | 6 | 2017 | 39 | 5 | 2017 | 40 | 4 | 2017 | 41 | 4 | 2017 | 42 | 3 | 2017 | 43 | 12 | 2017 | 44 | 6 | 2017 | 45 | 5 | 2017 | 46 | 4 | 2017 | 47 | 3 | 2017 | 48 | 8 | 2017 | 49 | 7 | 2017 | 50 | 5 | 2017 | 51 | 4 | 2017 | 52 | 2 | 2017 | 53 | 2 | 2017 | 54 | 6 | 2017 | 55 | 2 | 2017 | 56 | 5 | 2017 | 57 | 6 | 2017 | 58 | 1 | 2017 | 59 | 1 | 2017 | 60 | 4 | 2017 | 61 | 4 | 2017 | 62 | 1 | 2017 | 63 | 1 | 2017 | 64 | 1 | 2017 | NA | NA | NA | 66 | 2 | 2017 | NA | NA | NA | 68 | 1 | 2017 | 69 | 3 | 2017 | 70 | 2 | 2017 | 71 | 1 | 2017 | 72 | 2 | 2017 | 73 | 4 | 2017 | 74 | 1 | 2017 | NA | NA | NA | 76 | 1 | 2017 | 77 | 1 | 2017 | NA | NA | NA | 79 | 1 | 2017 | NA | NA | NA | 81 | 1 | 2017 | 82 | 1 | 2017 | 83 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 87 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 02203 | 0 | 130 | 2017 | 1 | 108 | 2017 | 2 | 138 | 2017 | 3 | 128 | 2017 | 4 | 108 | 2017 | 5 | 124 | 2017 | 6 | 125 | 2017 | 7 | 141 | 2017 | 8 | 142 | 2017 | 9 | 114 | 2017 | 10 | 113 | 2017 | 11 | 112 | 2017 | 12 | 115 | 2017 | 13 | 98 | 2017 | 14 | 103 | 2017 | 15 | 101 | 2017 | 16 | 107 | 2017 | 17 | 88 | 2017 | 18 | 79 | 2017 | 19 | 103 | 2017 | 20 | 95 | 2017 | 21 | 137 | 2017 | 22 | 157 | 2017 | 23 | 181 | 2017 | 24 | 244 | 2017 | 25 | 265 | 2017 | 26 | 274 | 2017 | 27 | 297 | 2017 | 28 | 307 | 2017 | 29 | 325 | 2017 | 30 | 267 | 2017 | 31 | 275 | 2017 | 32 | 249 | 2017 | 33 | 262 | 2017 | 34 | 216 | 2017 | 35 | 257 | 2017 | 36 | 270 | 2017 | 37 | 258 | 2017 | 38 | 219 | 2017 | 39 | 185 | 2017 | 40 | 199 | 2017 | 41 | 192 | 2017 | 42 | 192 | 2017 | 43 | 197 | 2017 | 44 | 179 | 2017 | 45 | 155 | 2017 | 46 | 158 | 2017 | 47 | 166 | 2017 | 48 | 143 | 2017 | 49 | 141 | 2017 | 50 | 146 | 2017 | 51 | 150 | 2017 | 52 | 117 | 2017 | 53 | 117 | 2017 | 54 | 110 | 2017 | 55 | 115 | 2017 | 56 | 111 | 2017 | 57 | 94 | 2017 | 58 | 100 | 2017 | 59 | 87 | 2017 | 60 | 95 | 2017 | 61 | 101 | 2017 | 62 | 74 | 2017 | 63 | 77 | 2017 | 64 | 56 | 2017 | 65 | 56 | 2017 | 66 | 48 | 2017 | 67 | 46 | 2017 | 68 | 38 | 2017 | 69 | 46 | 2017 | 70 | 35 | 2017 | 71 | 29 | 2017 | 72 | 43 | 2017 | 73 | 37 | 2017 | 74 | 34 | 2017 | 75 | 32 | 2017 | 76 | 19 | 2017 | 77 | 33 | 2017 | 78 | 36 | 2017 | 79 | 19 | 2017 | 80 | 22 | 2017 | 81 | 15 | 2017 | 82 | 14 | 2017 | 83 | 14 | 2017 | 84 | 17 | 2017 | 85 | 6 | 2017 | 86 | 13 | 2017 | 87 | 11 | 2017 | 88 | 7 | 2017 | 89 | 11 | 2017 | 90 | 4 | 2017 | 91 | 4 | 2017 | 92 | 4 | 2017 | 93 | 3 | 2017 | 94 | 1 | 2017 | 95 | 2 | 2017 | 96 | 2 | 2017 | 97 | 3 | 2017 | 98 | 2 | 2017 | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 0 | 351 | 2017 | 1 | 419 | 2017 | 2 | 429 | 2017 | 3 | 384 | 2017 | 4 | 407 | 2017 | 5 | 440 | 2017 | 6 | 479 | 2017 | 7 | 457 | 2017 | 8 | 406 | 2017 | 9 | 410 | 2017 | 10 | 362 | 2017 | 11 | 389 | 2017 | 12 | 381 | 2017 | 13 | 352 | 2017 | 14 | 367 | 2017 | 15 | 380 | 2017 | 16 | 407 | 2017 | 17 | 385 | 2017 | 18 | 310 | 2017 | 19 | 279 | 2017 | 20 | 306 | 2017 | 21 | 298 | 2017 | 22 | 308 | 2017 | 23 | 322 | 2017 | 24 | 392 | 2017 | 25 | 379 | 2017 | 26 | 475 | 2017 | 27 | 406 | 2017 | 28 | 414 | 2017 | 29 | 403 | 2017 | 30 | 408 | 2017 | 31 | 371 | 2017 | 32 | 372 | 2017 | 33 | 342 | 2017 | 34 | 354 | 2017 | 35 | 335 | 2017 | 36 | 321 | 2017 | 37 | 311 | 2017 | 38 | 316 | 2017 | 39 | 331 | 2017 | 40 | 319 | 2017 | 41 | 288 | 2017 | 42 | 328 | 2017 | 43 | 311 | 2017 | 44 | 337 | 2017 | 45 | 327 | 2017 | 46 | 322 | 2017 | 47 | 299 | 2017 | 48 | 285 | 2017 | 49 | 332 | 2017 | 50 | 293 | 2017 | 51 | 262 | 2017 | 52 | 314 | 2017 | 53 | 336 | 2017 | 54 | 346 | 2017 | 55 | 335 | 2017 | 56 | 314 | 2017 | 57 | 309 | 2017 | 58 | 302 | 2017 | 59 | 295 | 2017 | 60 | 278 | 2017 | 61 | 251 | 2017 | 62 | 273 | 2017 | 63 | 262 | 2017 | 64 | 236 | 2017 | 65 | 227 | 2017 | 66 | 201 | 2017 | 67 | 178 | 2017 | 68 | 170 | 2017 | 69 | 177 | 2017 | 70 | 160 | 2017 | 71 | 161 | 2017 | 72 | 130 | 2017 | 73 | 124 | 2017 | 74 | 113 | 2017 | 75 | 107 | 2017 | 76 | 93 | 2017 | 77 | 99 | 2017 | 78 | 77 | 2017 | 79 | 78 | 2017 | 80 | 65 | 2017 | 81 | 73 | 2017 | 82 | 47 | 2017 | 83 | 55 | 2017 | 84 | 53 | 2017 | 85 | 57 | 2017 | 86 | 42 | 2017 | 87 | 52 | 2017 | 88 | 37 | 2017 | 89 | 24 | 2017 | 90 | 15 | 2017 | 91 | 16 | 2017 | 92 | 9 | 2017 | 93 | 8 | 2017 | 94 | 5 | 2017 | 95 | 4 | 2017 | 96 | 4 | 2017 | 97 | 3 | 2017 | 98 | 2 | 2017 | 99 | 1 | 2017 | 100 | 7 | 2017 | NA | NA | NA | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 0 | 58 | 2017 | 1 | 65 | 2017 | 2 | 70 | 2017 | 3 | 57 | 2017 | 4 | 57 | 2017 | 5 | 73 | 2017 | 6 | 60 | 2017 | 7 | 84 | 2017 | 8 | 82 | 2017 | 9 | 78 | 2017 | 10 | 66 | 2017 | 11 | 45 | 2017 | 12 | 65 | 2017 | 13 | 77 | 2017 | 14 | 64 | 2017 | 15 | 76 | 2017 | 16 | 77 | 2017 | 17 | 73 | 2017 | 18 | 51 | 2017 | 19 | 46 | 2017 | 20 | 64 | 2017 | 21 | 68 | 2017 | 22 | 86 | 2017 | 23 | 97 | 2017 | 24 | 119 | 2017 | 25 | 123 | 2017 | 26 | 109 | 2017 | 27 | 143 | 2017 | 28 | 131 | 2017 | 29 | 153 | 2017 | 30 | 131 | 2017 | 31 | 127 | 2017 | 32 | 157 | 2017 | 33 | 144 | 2017 | 34 | 135 | 2017 | 35 | 164 | 2017 | 36 | 113 | 2017 | 37 | 112 | 2017 | 38 | 117 | 2017 | 39 | 116 | 2017 | 40 | 126 | 2017 | 41 | 123 | 2017 | 42 | 119 | 2017 | 43 | 133 | 2017 | 44 | 128 | 2017 | 45 | 122 | 2017 | 46 | 125 | 2017 | 47 | 94 | 2017 | 48 | 95 | 2017 | 49 | 112 | 2017 | 50 | 117 | 2017 | 51 | 106 | 2017 | 52 | 110 | 2017 | 53 | 114 | 2017 | 54 | 120 | 2017 | 55 | 102 | 2017 | 56 | 74 | 2017 | 57 | 68 | 2017 | 58 | 80 | 2017 | 59 | 75 | 2017 | 60 | 62 | 2017 | 61 | 63 | 2017 | 62 | 41 | 2017 | 63 | 61 | 2017 | 64 | 56 | 2017 | 65 | 56 | 2017 | 66 | 32 | 2017 | 67 | 23 | 2017 | 68 | 26 | 2017 | 69 | 19 | 2017 | 70 | 19 | 2017 | 71 | 11 | 2017 | 72 | 11 | 2017 | 73 | 12 | 2017 | 74 | 12 | 2017 | 75 | 8 | 2017 | 76 | 12 | 2017 | 77 | 6 | 2017 | 78 | 6 | 2017 | 79 | 9 | 2017 | 80 | 7 | 2017 | 81 | 5 | 2017 | 82 | 3 | 2017 | 83 | 2 | 2017 | 84 | 2 | 2017 | 85 | 1 | 2017 | 86 | 5 | 2017 | 87 | 3 | 2017 | 88 | 3 | 2017 | 89 | 1 | 2017 | 90 | 1 | 2017 | 91 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 97 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 0 | 2203 | 2017 | 1 | 2448 | 2017 | 2 | 2390 | 2017 | 3 | 2415 | 2017 | 4 | 2485 | 2017 | 5 | 2461 | 2017 | 6 | 2645 | 2017 | 7 | 2622 | 2017 | 8 | 2468 | 2017 | 9 | 2244 | 2017 | 10 | 2366 | 2017 | 11 | 2197 | 2017 | 12 | 2172 | 2017 | 13 | 2125 | 2017 | 14 | 2251 | 2017 | 15 | 2276 | 2017 | 16 | 2291 | 2017 | 17 | 2343 | 2017 | 18 | 2412 | 2017 | 19 | 2289 | 2017 | 20 | 2388 | 2017 | 21 | 2406 | 2017 | 22 | 2548 | 2017 | 23 | 2617 | 2017 | 24 | 2732 | 2017 | 25 | 2702 | 2017 | 26 | 2685 | 2017 | 27 | 2807 | 2017 | 28 | 2665 | 2017 | 29 | 2545 | 2017 | 30 | 2409 | 2017 | 31 | 2378 | 2017 | 32 | 2317 | 2017 | 33 | 2187 | 2017 | 34 | 2293 | 2017 | 35 | 2319 | 2017 | 36 | 2202 | 2017 | 37 | 2118 | 2017 | 38 | 1954 | 2017 | 39 | 2075 | 2017 | 40 | 2032 | 2017 | 41 | 1996 | 2017 | 42 | 2086 | 2017 | 43 | 2022 | 2017 | 44 | 1928 | 2017 | 45 | 2013 | 2017 | 46 | 2014 | 2017 | 47 | 1979 | 2017 | 48 | 1966 | 2017 | 49 | 2016 | 2017 | 50 | 2021 | 2017 | 51 | 1895 | 2017 | 52 | 2012 | 2017 | 53 | 1900 | 2017 | 54 | 1910 | 2017 | 55 | 1852 | 2017 | 56 | 1840 | 2017 | 57 | 1662 | 2017 | 58 | 1589 | 2017 | 59 | 1562 | 2017 | 60 | 1480 | 2017 | 61 | 1392 | 2017 | 62 | 1333 | 2017 | 63 | 1234 | 2017 | 64 | 1165 | 2017 | 65 | 1053 | 2017 | 66 | 1036 | 2017 | 67 | 947 | 2017 | 68 | 805 | 2017 | 69 | 849 | 2017 | 70 | 727 | 2017 | 71 | 704 | 2017 | 72 | 720 | 2017 | 73 | 614 | 2017 | 74 | 629 | 2017 | 75 | 597 | 2017 | 76 | 566 | 2017 | 77 | 509 | 2017 | 78 | 396 | 2017 | 79 | 406 | 2017 | 80 | 378 | 2017 | 81 | 389 | 2017 | 82 | 319 | 2017 | 83 | 304 | 2017 | 84 | 252 | 2017 | 85 | 235 | 2017 | 86 | 230 | 2017 | 87 | 189 | 2017 | 88 | 160 | 2017 | 89 | 143 | 2017 | 90 | 97 | 2017 | 91 | 81 | 2017 | 92 | 60 | 2017 | 93 | 51 | 2017 | 94 | 38 | 2017 | 95 | 30 | 2017 | 96 | 19 | 2017 | 97 | 12 | 2017 | 98 | 6 | 2017 | 99 | 7 | 2017 | 100 | 30 | 2017 | NA | NA | NA | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 0 | 235 | 2017 | 1 | 233 | 2017 | 2 | 268 | 2017 | 3 | 247 | 2017 | 4 | 276 | 2017 | 5 | 298 | 2017 | 6 | 321 | 2017 | 7 | 287 | 2017 | 8 | 287 | 2017 | 9 | 289 | 2017 | 10 | 273 | 2017 | 11 | 253 | 2017 | 12 | 240 | 2017 | 13 | 249 | 2017 | 14 | 248 | 2017 | 15 | 273 | 2017 | 16 | 239 | 2017 | 17 | 234 | 2017 | 18 | 248 | 2017 | 19 | 245 | 2017 | 20 | 246 | 2017 | 21 | 255 | 2017 | 22 | 260 | 2017 | 23 | 248 | 2017 | 24 | 261 | 2017 | 25 | 257 | 2017 | 26 | 269 | 2017 | 27 | 290 | 2017 | 28 | 295 | 2017 | 29 | 290 | 2017 | 30 | 267 | 2017 | 31 | 250 | 2017 | 32 | 228 | 2017 | 33 | 258 | 2017 | 34 | 257 | 2017 | 35 | 276 | 2017 | 36 | 254 | 2017 | 37 | 220 | 2017 | 38 | 220 | 2017 | 39 | 210 | 2017 | 40 | 230 | 2017 | 41 | 225 | 2017 | 42 | 204 | 2017 | 43 | 220 | 2017 | 44 | 248 | 2017 | 45 | 241 | 2017 | 46 | 199 | 2017 | 47 | 222 | 2017 | 48 | 209 | 2017 | 49 | 194 | 2017 | 50 | 215 | 2017 | 51 | 239 | 2017 | 52 | 244 | 2017 | 53 | 266 | 2017 | 54 | 274 | 2017 | 55 | 237 | 2017 | 56 | 255 | 2017 | 57 | 220 | 2017 | 58 | 223 | 2017 | 59 | 226 | 2017 | 60 | 199 | 2017 | 61 | 219 | 2017 | 62 | 196 | 2017 | 63 | 174 | 2017 | 64 | 157 | 2017 | 65 | 143 | 2017 | 66 | 120 | 2017 | 67 | 135 | 2017 | 68 | 147 | 2017 | 69 | 109 | 2017 | 70 | 109 | 2017 | 71 | 94 | 2017 | 72 | 94 | 2017 | 73 | 87 | 2017 | 74 | 72 | 2017 | 75 | 66 | 2017 | 76 | 74 | 2017 | 77 | 53 | 2017 | 78 | 55 | 2017 | 79 | 53 | 2017 | 80 | 51 | 2017 | 81 | 41 | 2017 | 82 | 42 | 2017 | 83 | 31 | 2017 | 84 | 38 | 2017 | 85 | 30 | 2017 | 86 | 27 | 2017 | 87 | 23 | 2017 | 88 | 20 | 2017 | 89 | 13 | 2017 | 90 | 6 | 2017 | 91 | 7 | 2017 | 92 | 7 | 2017 | 93 | 2 | 2017 | 94 | 5 | 2017 | 95 | 2 | 2017 | 96 | 3 | 2017 | 97 | 3 | 2017 | 98 | 3 | 2017 | 99 | 3 | 2017 | 100 | 4 | 2017 | NA | NA | NA | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 0 | 212 | 2017 | 1 | 209 | 2017 | 2 | 200 | 2017 | 3 | 183 | 2017 | 4 | 196 | 2017 | 5 | 206 | 2017 | 6 | 247 | 2017 | 7 | 241 | 2017 | 8 | 260 | 2017 | 9 | 209 | 2017 | 10 | 242 | 2017 | 11 | 191 | 2017 | 12 | 188 | 2017 | 13 | 192 | 2017 | 14 | 178 | 2017 | 15 | 176 | 2017 | 16 | 239 | 2017 | 17 | 207 | 2017 | 18 | 181 | 2017 | 19 | 185 | 2017 | 20 | 194 | 2017 | 21 | 208 | 2017 | 22 | 221 | 2017 | 23 | 225 | 2017 | 24 | 249 | 2017 | 25 | 238 | 2017 | 26 | 264 | 2017 | 27 | 236 | 2017 | 28 | 258 | 2017 | 29 | 239 | 2017 | 30 | 219 | 2017 | 31 | 214 | 2017 | 32 | 203 | 2017 | 33 | 207 | 2017 | 34 | 207 | 2017 | 35 | 227 | 2017 | 36 | 206 | 2017 | 37 | 214 | 2017 | 38 | 196 | 2017 | 39 | 190 | 2017 | 40 | 196 | 2017 | 41 | 200 | 2017 | 42 | 196 | 2017 | 43 | 239 | 2017 | 44 | 197 | 2017 | 45 | 195 | 2017 | 46 | 214 | 2017 | 47 | 177 | 2017 | 48 | 211 | 2017 | 49 | 184 | 2017 | 50 | 202 | 2017 | 51 | 208 | 2017 | 52 | 191 | 2017 | 53 | 202 | 2017 | 54 | 197 | 2017 | 55 | 184 | 2017 | 56 | 172 | 2017 | 57 | 153 | 2017 | 58 | 129 | 2017 | 59 | 162 | 2017 | 60 | 125 | 2017 | 61 | 116 | 2017 | 62 | 106 | 2017 | 63 | 114 | 2017 | 64 | 124 | 2017 | 65 | 93 | 2017 | 66 | 83 | 2017 | 67 | 87 | 2017 | 68 | 65 | 2017 | 69 | 58 | 2017 | 70 | 60 | 2017 | 71 | 56 | 2017 | 72 | 53 | 2017 | 73 | 53 | 2017 | 74 | 52 | 2017 | 75 | 46 | 2017 | 76 | 44 | 2017 | 77 | 22 | 2017 | 78 | 39 | 2017 | 79 | 30 | 2017 | 80 | 30 | 2017 | 81 | 33 | 2017 | 82 | 30 | 2017 | 83 | 28 | 2017 | 84 | 22 | 2017 | 85 | 21 | 2017 | 86 | 13 | 2017 | 87 | 8 | 2017 | 88 | 9 | 2017 | 89 | 12 | 2017 | 90 | 5 | 2017 | 91 | 3 | 2017 | 92 | 1 | 2017 | 93 | 2 | 2017 | 94 | 3 | 2017 | NA | NA | NA | 96 | 1 | 2017 | 97 | 2 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 0 | 211 | 2017 | 1 | 170 | 2017 | 2 | 184 | 2017 | 3 | 171 | 2017 | 4 | 205 | 2017 | 5 | 187 | 2017 | 6 | 215 | 2017 | 7 | 239 | 2017 | 8 | 207 | 2017 | 9 | 205 | 2017 | 10 | 204 | 2017 | 11 | 162 | 2017 | 12 | 188 | 2017 | 13 | 198 | 2017 | 14 | 202 | 2017 | 15 | 201 | 2017 | 16 | 190 | 2017 | 17 | 176 | 2017 | 18 | 144 | 2017 | 19 | 113 | 2017 | 20 | 149 | 2017 | 21 | 161 | 2017 | 22 | 176 | 2017 | 23 | 168 | 2017 | 24 | 185 | 2017 | 25 | 181 | 2017 | 26 | 215 | 2017 | 27 | 211 | 2017 | 28 | 203 | 2017 | 29 | 189 | 2017 | 30 | 205 | 2017 | 31 | 170 | 2017 | 32 | 170 | 2017 | 33 | 154 | 2017 | 34 | 142 | 2017 | 35 | 157 | 2017 | 36 | 171 | 2017 | 37 | 168 | 2017 | 38 | 155 | 2017 | 39 | 140 | 2017 | 40 | 150 | 2017 | 41 | 159 | 2017 | 42 | 146 | 2017 | 43 | 153 | 2017 | 44 | 169 | 2017 | 45 | 149 | 2017 | 46 | 151 | 2017 | 47 | 143 | 2017 | 48 | 160 | 2017 | 49 | 125 | 2017 | 50 | 157 | 2017 | 51 | 144 | 2017 | 52 | 144 | 2017 | 53 | 163 | 2017 | 54 | 185 | 2017 | 55 | 137 | 2017 | 56 | 159 | 2017 | 57 | 174 | 2017 | 58 | 149 | 2017 | 59 | 136 | 2017 | 60 | 119 | 2017 | 61 | 111 | 2017 | 62 | 119 | 2017 | 63 | 113 | 2017 | 64 | 116 | 2017 | 65 | 94 | 2017 | 66 | 95 | 2017 | 67 | 85 | 2017 | 68 | 78 | 2017 | 69 | 79 | 2017 | 70 | 84 | 2017 | 71 | 85 | 2017 | 72 | 62 | 2017 | 73 | 69 | 2017 | 74 | 48 | 2017 | 75 | 64 | 2017 | 76 | 50 | 2017 | 77 | 51 | 2017 | 78 | 61 | 2017 | 79 | 47 | 2017 | 80 | 46 | 2017 | 81 | 33 | 2017 | 82 | 34 | 2017 | 83 | 25 | 2017 | 84 | 21 | 2017 | 85 | 27 | 2017 | 86 | 18 | 2017 | 87 | 15 | 2017 | 88 | 17 | 2017 | 89 | 12 | 2017 | 90 | 9 | 2017 | 91 | 9 | 2017 | 92 | 3 | 2017 | 93 | 3 | 2017 | 94 | 8 | 2017 | 95 | 6 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | 98 | 1 | 2017 | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 0 | 166 | 2017 | 1 | 197 | 2017 | 2 | 222 | 2017 | 3 | 212 | 2017 | 4 | 216 | 2017 | 5 | 227 | 2017 | 6 | 255 | 2017 | 7 | 214 | 2017 | 8 | 248 | 2017 | 9 | 213 | 2017 | 10 | 195 | 2017 | 11 | 236 | 2017 | 12 | 223 | 2017 | 13 | 230 | 2017 | 14 | 219 | 2017 | 15 | 234 | 2017 | 16 | 225 | 2017 | 17 | 195 | 2017 | 18 | 142 | 2017 | 19 | 105 | 2017 | 20 | 124 | 2017 | 21 | 148 | 2017 | 22 | 166 | 2017 | 23 | 169 | 2017 | 24 | 160 | 2017 | 25 | 199 | 2017 | 26 | 192 | 2017 | 27 | 238 | 2017 | 28 | 230 | 2017 | 29 | 218 | 2017 | 30 | 217 | 2017 | 31 | 218 | 2017 | 32 | 232 | 2017 | 33 | 245 | 2017 | 34 | 220 | 2017 | 35 | 274 | 2017 | 36 | 216 | 2017 | 37 | 237 | 2017 | 38 | 219 | 2017 | 39 | 214 | 2017 | 40 | 199 | 2017 | 41 | 222 | 2017 | 42 | 244 | 2017 | 43 | 216 | 2017 | 44 | 225 | 2017 | 45 | 208 | 2017 | 46 | 206 | 2017 | 47 | 195 | 2017 | 48 | 223 | 2017 | 49 | 193 | 2017 | 50 | 187 | 2017 | 51 | 168 | 2017 | 52 | 204 | 2017 | 53 | 188 | 2017 | 54 | 204 | 2017 | 55 | 225 | 2017 | 56 | 192 | 2017 | 57 | 163 | 2017 | 58 | 155 | 2017 | 59 | 159 | 2017 | 60 | 146 | 2017 | 61 | 142 | 2017 | 62 | 109 | 2017 | 63 | 133 | 2017 | 64 | 109 | 2017 | 65 | 105 | 2017 | 66 | 82 | 2017 | 67 | 67 | 2017 | 68 | 77 | 2017 | 69 | 63 | 2017 | 70 | 53 | 2017 | 71 | 55 | 2017 | 72 | 63 | 2017 | 73 | 39 | 2017 | 74 | 33 | 2017 | 75 | 42 | 2017 | 76 | 38 | 2017 | 77 | 50 | 2017 | 78 | 36 | 2017 | 79 | 21 | 2017 | 80 | 14 | 2017 | 81 | 29 | 2017 | 82 | 16 | 2017 | 83 | 17 | 2017 | 84 | 11 | 2017 | 85 | 20 | 2017 | 86 | 21 | 2017 | 87 | 13 | 2017 | 88 | 8 | 2017 | 89 | 5 | 2017 | 90 | 5 | 2017 | 91 | 4 | 2017 | 92 | 2 | 2017 | 93 | 1 | 2017 | 94 | 2 | 2017 | 95 | 1 | 2017 | 96 | 2 | 2017 | 97 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 0 | 677 | 2017 | 1 | 780 | 2017 | 2 | 804 | 2017 | 3 | 840 | 2017 | 4 | 802 | 2017 | 5 | 831 | 2017 | 6 | 802 | 2017 | 7 | 889 | 2017 | 8 | 792 | 2017 | 9 | 762 | 2017 | 10 | 828 | 2017 | 11 | 748 | 2017 | 12 | 766 | 2017 | 13 | 757 | 2017 | 14 | 774 | 2017 | 15 | 785 | 2017 | 16 | 775 | 2017 | 17 | 750 | 2017 | 18 | 534 | 2017 | 19 | 541 | 2017 | 20 | 620 | 2017 | 21 | 632 | 2017 | 22 | 624 | 2017 | 23 | 719 | 2017 | 24 | 755 | 2017 | 25 | 833 | 2017 | 26 | 837 | 2017 | 27 | 824 | 2017 | 28 | 826 | 2017 | 29 | 728 | 2017 | 30 | 791 | 2017 | 31 | 766 | 2017 | 32 | 773 | 2017 | 33 | 689 | 2017 | 34 | 694 | 2017 | 35 | 694 | 2017 | 36 | 656 | 2017 | 37 | 649 | 2017 | 38 | 704 | 2017 | 39 | 597 | 2017 | 40 | 579 | 2017 | 41 | 595 | 2017 | 42 | 674 | 2017 | 43 | 661 | 2017 | 44 | 675 | 2017 | 45 | 672 | 2017 | 46 | 678 | 2017 | 47 | 661 | 2017 | 48 | 662 | 2017 | 49 | 738 | 2017 | 50 | 751 | 2017 | 51 | 652 | 2017 | 52 | 759 | 2017 | 53 | 769 | 2017 | 54 | 742 | 2017 | 55 | 654 | 2017 | 56 | 590 | 2017 | 57 | 639 | 2017 | 58 | 569 | 2017 | 59 | 591 | 2017 | 60 | 544 | 2017 | 61 | 553 | 2017 | 62 | 495 | 2017 | 63 | 525 | 2017 | 64 | 470 | 2017 | 65 | 473 | 2017 | 66 | 411 | 2017 | 67 | 397 | 2017 | 68 | 379 | 2017 | 69 | 361 | 2017 | 70 | 314 | 2017 | 71 | 331 | 2017 | 72 | 303 | 2017 | 73 | 321 | 2017 | 74 | 325 | 2017 | 75 | 287 | 2017 | 76 | 265 | 2017 | 77 | 227 | 2017 | 78 | 217 | 2017 | 79 | 210 | 2017 | 80 | 185 | 2017 | 81 | 188 | 2017 | 82 | 168 | 2017 | 83 | 140 | 2017 | 84 | 155 | 2017 | 85 | 128 | 2017 | 86 | 103 | 2017 | 87 | 94 | 2017 | 88 | 63 | 2017 | 89 | 70 | 2017 | 90 | 53 | 2017 | 91 | 37 | 2017 | 92 | 49 | 2017 | 93 | 26 | 2017 | 94 | 26 | 2017 | 95 | 15 | 2017 | 96 | 15 | 2017 | 97 | 6 | 2017 | 98 | 15 | 2017 | 99 | 4 | 2017 | 100 | 10 | 2017 | NA | NA | NA | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 0 | 59 | 2017 | 1 | 66 | 2017 | 2 | 72 | 2017 | 3 | 65 | 2017 | 4 | 69 | 2017 | 5 | 77 | 2017 | 6 | 67 | 2017 | 7 | 81 | 2017 | 8 | 82 | 2017 | 9 | 58 | 2017 | 10 | 68 | 2017 | 11 | 71 | 2017 | 12 | 65 | 2017 | 13 | 58 | 2017 | 14 | 65 | 2017 | 15 | 63 | 2017 | 16 | 73 | 2017 | 17 | 47 | 2017 | 18 | 34 | 2017 | 19 | 35 | 2017 | 20 | 41 | 2017 | 21 | 50 | 2017 | 22 | 58 | 2017 | 23 | 58 | 2017 | 24 | 78 | 2017 | 25 | 72 | 2017 | 26 | 73 | 2017 | 27 | 75 | 2017 | 28 | 84 | 2017 | 29 | 83 | 2017 | 30 | 72 | 2017 | 31 | 87 | 2017 | 32 | 69 | 2017 | 33 | 70 | 2017 | 34 | 72 | 2017 | 35 | 80 | 2017 | 36 | 71 | 2017 | 37 | 54 | 2017 | 38 | 81 | 2017 | 39 | 64 | 2017 | 40 | 75 | 2017 | 41 | 69 | 2017 | 42 | 67 | 2017 | 43 | 68 | 2017 | 44 | 81 | 2017 | 45 | 79 | 2017 | 46 | 83 | 2017 | 47 | 79 | 2017 | 48 | 70 | 2017 | 49 | 79 | 2017 | 50 | 71 | 2017 | 51 | 92 | 2017 | 52 | 77 | 2017 | 53 | 79 | 2017 | 54 | 70 | 2017 | 55 | 64 | 2017 | 56 | 68 | 2017 | 57 | 68 | 2017 | 58 | 67 | 2017 | 59 | 64 | 2017 | 60 | 67 | 2017 | 61 | 60 | 2017 | 62 | 61 | 2017 | 63 | 57 | 2017 | 64 | 52 | 2017 | 65 | 55 | 2017 | 66 | 39 | 2017 | 67 | 69 | 2017 | 68 | 32 | 2017 | 69 | 59 | 2017 | 70 | 34 | 2017 | 71 | 64 | 2017 | 72 | 40 | 2017 | 73 | 40 | 2017 | 74 | 42 | 2017 | 75 | 40 | 2017 | 76 | 26 | 2017 | 77 | 39 | 2017 | 78 | 30 | 2017 | 79 | 31 | 2017 | 80 | 30 | 2017 | 81 | 25 | 2017 | 82 | 23 | 2017 | 83 | 17 | 2017 | 84 | 17 | 2017 | 85 | 24 | 2017 | 86 | 6 | 2017 | 87 | 16 | 2017 | 88 | 16 | 2017 | 89 | 10 | 2017 | 90 | 3 | 2017 | 91 | 9 | 2017 | 92 | 4 | 2017 | 93 | 4 | 2017 | 94 | 9 | 2017 | 95 | 4 | 2017 | 96 | 1 | 2017 | 97 | 1 | 2017 | 98 | 1 | 2017 | 99 | 1 | 2017 | 100 | 4 | 2017 | NA | NA | NA | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 0 | 101 | 2017 | 1 | 106 | 2017 | 2 | 119 | 2017 | 3 | 121 | 2017 | 4 | 127 | 2017 | 5 | 108 | 2017 | 6 | 105 | 2017 | 7 | 108 | 2017 | 8 | 121 | 2017 | 9 | 111 | 2017 | 10 | 116 | 2017 | 11 | 110 | 2017 | 12 | 105 | 2017 | 13 | 79 | 2017 | 14 | 89 | 2017 | 15 | 95 | 2017 | 16 | 102 | 2017 | 17 | 95 | 2017 | 18 | 59 | 2017 | 19 | 60 | 2017 | 20 | 84 | 2017 | 21 | 90 | 2017 | 22 | 96 | 2017 | 23 | 91 | 2017 | 24 | 107 | 2017 | 25 | 109 | 2017 | 26 | 118 | 2017 | 27 | 109 | 2017 | 28 | 107 | 2017 | 29 | 107 | 2017 | 30 | 95 | 2017 | 31 | 97 | 2017 | 32 | 83 | 2017 | 33 | 97 | 2017 | 34 | 99 | 2017 | 35 | 92 | 2017 | 36 | 83 | 2017 | 37 | 74 | 2017 | 38 | 78 | 2017 | 39 | 89 | 2017 | 40 | 78 | 2017 | 41 | 79 | 2017 | 42 | 92 | 2017 | 43 | 79 | 2017 | 44 | 88 | 2017 | 45 | 78 | 2017 | 46 | 94 | 2017 | 47 | 85 | 2017 | 48 | 99 | 2017 | 49 | 110 | 2017 | 50 | 100 | 2017 | 51 | 106 | 2017 | 52 | 106 | 2017 | 53 | 110 | 2017 | 54 | 115 | 2017 | 55 | 97 | 2017 | 56 | 96 | 2017 | 57 | 92 | 2017 | 58 | 80 | 2017 | 59 | 79 | 2017 | 60 | 78 | 2017 | 61 | 65 | 2017 | 62 | 70 | 2017 | 63 | 71 | 2017 | 64 | 60 | 2017 | 65 | 65 | 2017 | 66 | 56 | 2017 | 67 | 64 | 2017 | 68 | 50 | 2017 | 69 | 44 | 2017 | 70 | 54 | 2017 | 71 | 50 | 2017 | 72 | 47 | 2017 | 73 | 34 | 2017 | 74 | 41 | 2017 | 75 | 43 | 2017 | 76 | 39 | 2017 | 77 | 37 | 2017 | 78 | 31 | 2017 | 79 | 26 | 2017 | 80 | 24 | 2017 | 81 | 21 | 2017 | 82 | 18 | 2017 | 83 | 15 | 2017 | 84 | 20 | 2017 | 85 | 15 | 2017 | 86 | 20 | 2017 | 87 | 13 | 2017 | 88 | 7 | 2017 | 89 | 9 | 2017 | 90 | 11 | 2017 | 91 | 11 | 2017 | 92 | 9 | 2017 | 93 | 4 | 2017 | 94 | 5 | 2017 | 95 | 2 | 2017 | 96 | 5 | 2017 | 97 | 1 | 2017 | NA | NA | NA | 99 | 1 | 2017 | NA | NA | NA | NA | NA | NA | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 0 | 146 | 2017 | 1 | 139 | 2017 | 2 | 141 | 2017 | 3 | 179 | 2017 | 4 | 175 | 2017 | 5 | 161 | 2017 | 6 | 177 | 2017 | 7 | 164 | 2017 | 8 | 121 | 2017 | 9 | 158 | 2017 | 10 | 125 | 2017 | 11 | 138 | 2017 | 12 | 160 | 2017 | 13 | 133 | 2017 | 14 | 133 | 2017 | 15 | 137 | 2017 | 16 | 143 | 2017 | 17 | 122 | 2017 | 18 | 87 | 2017 | 19 | 83 | 2017 | 20 | 85 | 2017 | 21 | 116 | 2017 | 22 | 132 | 2017 | 23 | 121 | 2017 | 24 | 136 | 2017 | 25 | 149 | 2017 | 26 | 153 | 2017 | 27 | 184 | 2017 | 28 | 184 | 2017 | 29 | 180 | 2017 | 30 | 141 | 2017 | 31 | 149 | 2017 | 32 | 146 | 2017 | 33 | 157 | 2017 | 34 | 148 | 2017 | 35 | 142 | 2017 | 36 | 127 | 2017 | 37 | 147 | 2017 | 38 | 130 | 2017 | 39 | 122 | 2017 | 40 | 119 | 2017 | 41 | 119 | 2017 | 42 | 118 | 2017 | 43 | 109 | 2017 | 44 | 117 | 2017 | 45 | 131 | 2017 | 46 | 103 | 2017 | 47 | 133 | 2017 | 48 | 153 | 2017 | 49 | 130 | 2017 | 50 | 142 | 2017 | 51 | 135 | 2017 | 52 | 166 | 2017 | 53 | 142 | 2017 | 54 | 163 | 2017 | 55 | 143 | 2017 | 56 | 134 | 2017 | 57 | 130 | 2017 | 58 | 162 | 2017 | 59 | 109 | 2017 | 60 | 135 | 2017 | 61 | 138 | 2017 | 62 | 111 | 2017 | 63 | 124 | 2017 | 64 | 104 | 2017 | 65 | 103 | 2017 | 66 | 76 | 2017 | 67 | 76 | 2017 | 68 | 75 | 2017 | 69 | 92 | 2017 | 70 | 55 | 2017 | 71 | 70 | 2017 | 72 | 56 | 2017 | 73 | 49 | 2017 | 74 | 60 | 2017 | 75 | 46 | 2017 | 76 | 51 | 2017 | 77 | 46 | 2017 | 78 | 36 | 2017 | 79 | 43 | 2017 | 80 | 35 | 2017 | 81 | 33 | 2017 | 82 | 27 | 2017 | 83 | 26 | 2017 | 84 | 25 | 2017 | 85 | 25 | 2017 | 86 | 21 | 2017 | 87 | 17 | 2017 | 88 | 13 | 2017 | 89 | 14 | 2017 | 90 | 6 | 2017 | 91 | 11 | 2017 | 92 | 5 | 2017 | 93 | 3 | 2017 | 94 | 2 | 2017 | 95 | 4 | 2017 | 96 | 1 | 2017 | 97 | 2 | 2017 | 98 | 1 | 2017 | 99 | 1 | 2017 | 100 | 2 | 2017 | NA | NA | NA | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 0 | 2658 | 2017 | 1 | 3014 | 2017 | 2 | 3235 | 2017 | 3 | 3218 | 2017 | 4 | 3317 | 2017 | 5 | 3345 | 2017 | 6 | 3428 | 2017 | 7 | 3325 | 2017 | 8 | 3203 | 2017 | 9 | 3126 | 2017 | 10 | 2949 | 2017 | 11 | 2971 | 2017 | 12 | 3113 | 2017 | 13 | 2934 | 2017 | 14 | 3102 | 2017 | 15 | 3177 | 2017 | 16 | 3405 | 2017 | 17 | 3388 | 2017 | 18 | 3789 | 2017 | 19 | 3855 | 2017 | 20 | 4086 | 2017 | 21 | 3946 | 2017 | 22 | 3867 | 2017 | 23 | 3912 | 2017 | 24 | 3855 | 2017 | 25 | 3769 | 2017 | 26 | 3829 | 2017 | 27 | 3727 | 2017 | 28 | 3456 | 2017 | 29 | 3368 | 2017 | 30 | 3201 | 2017 | 31 | 3168 | 2017 | 32 | 2973 | 2017 | 33 | 2947 | 2017 | 34 | 2882 | 2017 | 35 | 3058 | 2017 | 36 | 2923 | 2017 | 37 | 2843 | 2017 | 38 | 2769 | 2017 | 39 | 2680 | 2017 | 40 | 2831 | 2017 | 41 | 2808 | 2017 | 42 | 3040 | 2017 | 43 | 2946 | 2017 | 44 | 2917 | 2017 | 45 | 2925 | 2017 | 46 | 2815 | 2017 | 47 | 2728 | 2017 | 48 | 2789 | 2017 | 49 | 2843 | 2017 | 50 | 2752 | 2017 | 51 | 2853 | 2017 | 52 | 2704 | 2017 | 53 | 2769 | 2017 | 54 | 2772 | 2017 | 55 | 2618 | 2017 | 56 | 2579 | 2017 | 57 | 2424 | 2017 | 58 | 2399 | 2017 | 59 | 2270 | 2017 | 60 | 2167 | 2017 | 61 | 2114 | 2017 | 62 | 2122 | 2017 | 63 | 1950 | 2017 | 64 | 1828 | 2017 | 65 | 1750 | 2017 | 66 | 1673 | 2017 | 67 | 1540 | 2017 | 68 | 1513 | 2017 | 69 | 1405 | 2017 | 70 | 1320 | 2017 | 71 | 1329 | 2017 | 72 | 1238 | 2017 | 73 | 1137 | 2017 | 74 | 1172 | 2017 | 75 | 1057 | 2017 | 76 | 966 | 2017 | 77 | 882 | 2017 | 78 | 783 | 2017 | 79 | 688 | 2017 | 80 | 677 | 2017 | 81 | 707 | 2017 | 82 | 608 | 2017 | 83 | 532 | 2017 | 84 | 494 | 2017 | 85 | 464 | 2017 | 86 | 425 | 2017 | 87 | 369 | 2017 | 88 | 289 | 2017 | 89 | 289 | 2017 | 90 | 200 | 2017 | 91 | 160 | 2017 | 92 | 133 | 2017 | 93 | 111 | 2017 | 94 | 97 | 2017 | 95 | 57 | 2017 | 96 | 49 | 2017 | 97 | 40 | 2017 | 98 | 28 | 2017 | 99 | 29 | 2017 | 100 | 69 | 2017 | NA | NA | NA | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 0 | 3082 | 2017 | 1 | 3507 | 2017 | 2 | 3503 | 2017 | 3 | 3656 | 2017 | 4 | 3658 | 2017 | 5 | 3745 | 2017 | 6 | 3654 | 2017 | 7 | 3632 | 2017 | 8 | 3524 | 2017 | 9 | 3262 | 2017 | 10 | 3184 | 2017 | 11 | 3087 | 2017 | 12 | 3113 | 2017 | 13 | 3132 | 2017 | 14 | 3269 | 2017 | 15 | 3346 | 2017 | 16 | 3387 | 2017 | 17 | 3382 | 2017 | 18 | 3411 | 2017 | 19 | 3446 | 2017 | 20 | 3688 | 2017 | 21 | 3630 | 2017 | 22 | 3666 | 2017 | 23 | 3750 | 2017 | 24 | 3619 | 2017 | 25 | 3748 | 2017 | 26 | 3768 | 2017 | 27 | 3907 | 2017 | 28 | 3729 | 2017 | 29 | 3481 | 2017 | 30 | 3394 | 2017 | 31 | 3190 | 2017 | 32 | 3228 | 2017 | 33 | 3180 | 2017 | 34 | 3293 | 2017 | 35 | 3230 | 2017 | 36 | 3026 | 2017 | 37 | 2892 | 2017 | 38 | 2900 | 2017 | 39 | 2971 | 2017 | 40 | 3010 | 2017 | 41 | 2829 | 2017 | 42 | 3091 | 2017 | 43 | 3063 | 2017 | 44 | 3007 | 2017 | 45 | 2953 | 2017 | 46 | 2840 | 2017 | 47 | 2885 | 2017 | 48 | 2969 | 2017 | 49 | 2940 | 2017 | 50 | 2891 | 2017 | 51 | 2905 | 2017 | 52 | 2803 | 2017 | 53 | 2890 | 2017 | 54 | 2847 | 2017 | 55 | 2696 | 2017 | 56 | 2661 | 2017 | 57 | 2445 | 2017 | 58 | 2477 | 2017 | 59 | 2352 | 2017 | 60 | 2397 | 2017 | 61 | 2232 | 2017 | 62 | 2162 | 2017 | 63 | 2047 | 2017 | 64 | 1977 | 2017 | 65 | 1816 | 2017 | 66 | 1659 | 2017 | 67 | 1608 | 2017 | 68 | 1527 | 2017 | 69 | 1469 | 2017 | 70 | 1331 | 2017 | 71 | 1420 | 2017 | 72 | 1245 | 2017 | 73 | 1095 | 2017 | 74 | 1170 | 2017 | 75 | 1064 | 2017 | 76 | 957 | 2017 | 77 | 871 | 2017 | 78 | 689 | 2017 | 79 | 694 | 2017 | 80 | 652 | 2017 | 81 | 639 | 2017 | 82 | 527 | 2017 | 83 | 484 | 2017 | 84 | 497 | 2017 | 85 | 433 | 2017 | 86 | 411 | 2017 | 87 | 336 | 2017 | 88 | 305 | 2017 | 89 | 309 | 2017 | 90 | 198 | 2017 | 91 | 167 | 2017 | 92 | 120 | 2017 | 93 | 91 | 2017 | 94 | 84 | 2017 | 95 | 59 | 2017 | 96 | 40 | 2017 | 97 | 33 | 2017 | 98 | 30 | 2017 | 99 | 12 | 2017 | 100 | 49 | 2017 | NA | NA | NA | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 0 | 145 | 2017 | 1 | 160 | 2017 | 2 | 150 | 2017 | 3 | 173 | 2017 | 4 | 182 | 2017 | 5 | 161 | 2017 | 6 | 211 | 2017 | 7 | 177 | 2017 | 8 | 169 | 2017 | 9 | 146 | 2017 | 10 | 143 | 2017 | 11 | 169 | 2017 | 12 | 149 | 2017 | 13 | 153 | 2017 | 14 | 166 | 2017 | 15 | 150 | 2017 | 16 | 139 | 2017 | 17 | 142 | 2017 | 18 | 142 | 2017 | 19 | 151 | 2017 | 20 | 153 | 2017 | 21 | 148 | 2017 | 22 | 137 | 2017 | 23 | 156 | 2017 | 24 | 151 | 2017 | 25 | 152 | 2017 | 26 | 172 | 2017 | 27 | 164 | 2017 | 28 | 183 | 2017 | 29 | 144 | 2017 | 30 | 132 | 2017 | 31 | 140 | 2017 | 32 | 144 | 2017 | 33 | 133 | 2017 | 34 | 125 | 2017 | 35 | 131 | 2017 | 36 | 155 | 2017 | 37 | 117 | 2017 | 38 | 104 | 2017 | 39 | 113 | 2017 | 40 | 113 | 2017 | 41 | 144 | 2017 | 42 | 142 | 2017 | 43 | 150 | 2017 | 44 | 136 | 2017 | 45 | 153 | 2017 | 46 | 126 | 2017 | 47 | 152 | 2017 | 48 | 146 | 2017 | 49 | 179 | 2017 | 50 | 178 | 2017 | 51 | 163 | 2017 | 52 | 179 | 2017 | 53 | 129 | 2017 | 54 | 170 | 2017 | 55 | 151 | 2017 | 56 | 154 | 2017 | 57 | 140 | 2017 | 58 | 130 | 2017 | 59 | 125 | 2017 | 60 | 109 | 2017 | 61 | 114 | 2017 | 62 | 111 | 2017 | 63 | 106 | 2017 | 64 | 111 | 2017 | 65 | 96 | 2017 | 66 | 103 | 2017 | 67 | 86 | 2017 | 68 | 94 | 2017 | 69 | 81 | 2017 | 70 | 74 | 2017 | 71 | 85 | 2017 | 72 | 73 | 2017 | 73 | 65 | 2017 | 74 | 84 | 2017 | 75 | 67 | 2017 | 76 | 68 | 2017 | 77 | 63 | 2017 | 78 | 55 | 2017 | 79 | 50 | 2017 | 80 | 49 | 2017 | 81 | 55 | 2017 | 82 | 36 | 2017 | 83 | 40 | 2017 | 84 | 26 | 2017 | 85 | 19 | 2017 | 86 | 33 | 2017 | 87 | 9 | 2017 | 88 | 21 | 2017 | 89 | 16 | 2017 | 90 | 10 | 2017 | 91 | 6 | 2017 | 92 | 4 | 2017 | 93 | 9 | 2017 | 94 | 4 | 2017 | 95 | 6 | 2017 | 96 | 3 | 2017 | 97 | 4 | 2017 | 98 | 3 | 2017 | NA | NA | NA | 100 | 4 | 2017 | NA | NA | NA | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 0 | 53 | 2017 | 1 | 62 | 2017 | 2 | 78 | 2017 | 3 | 48 | 2017 | 4 | 78 | 2017 | 5 | 67 | 2017 | 6 | 72 | 2017 | 7 | 76 | 2017 | 8 | 62 | 2017 | 9 | 68 | 2017 | 10 | 72 | 2017 | 11 | 66 | 2017 | 12 | 52 | 2017 | 13 | 56 | 2017 | 14 | 51 | 2017 | 15 | 56 | 2017 | 16 | 52 | 2017 | 17 | 62 | 2017 | 18 | 44 | 2017 | 19 | 48 | 2017 | 20 | 37 | 2017 | 21 | 59 | 2017 | 22 | 66 | 2017 | 23 | 34 | 2017 | 24 | 57 | 2017 | 25 | 61 | 2017 | 26 | 54 | 2017 | 27 | 54 | 2017 | 28 | 51 | 2017 | 29 | 50 | 2017 | 30 | 45 | 2017 | 31 | 43 | 2017 | 32 | 50 | 2017 | 33 | 41 | 2017 | 34 | 52 | 2017 | 35 | 58 | 2017 | 36 | 57 | 2017 | 37 | 52 | 2017 | 38 | 49 | 2017 | 39 | 55 | 2017 | 40 | 58 | 2017 | 41 | 53 | 2017 | 42 | 62 | 2017 | 43 | 52 | 2017 | 44 | 65 | 2017 | 45 | 65 | 2017 | 46 | 50 | 2017 | 47 | 57 | 2017 | 48 | 60 | 2017 | 49 | 49 | 2017 | 50 | 71 | 2017 | 51 | 64 | 2017 | 52 | 66 | 2017 | 53 | 42 | 2017 | 54 | 79 | 2017 | 55 | 61 | 2017 | 56 | 58 | 2017 | 57 | 50 | 2017 | 58 | 69 | 2017 | 59 | 53 | 2017 | 60 | 57 | 2017 | 61 | 69 | 2017 | 62 | 33 | 2017 | 63 | 39 | 2017 | 64 | 44 | 2017 | 65 | 55 | 2017 | 66 | 48 | 2017 | 67 | 24 | 2017 | 68 | 44 | 2017 | 69 | 32 | 2017 | 70 | 30 | 2017 | 71 | 39 | 2017 | 72 | 29 | 2017 | 73 | 26 | 2017 | 74 | 34 | 2017 | 75 | 18 | 2017 | 76 | 26 | 2017 | 77 | 18 | 2017 | 78 | 15 | 2017 | 79 | 17 | 2017 | 80 | 16 | 2017 | 81 | 19 | 2017 | 82 | 12 | 2017 | 83 | 6 | 2017 | 84 | 9 | 2017 | 85 | 11 | 2017 | 86 | 7 | 2017 | 87 | 7 | 2017 | 88 | 5 | 2017 | 89 | 7 | 2017 | 90 | 4 | 2017 | 91 | 2 | 2017 | 92 | 2 | 2017 | 93 | 1 | 2017 | 94 | 1 | 2017 | NA | NA | NA | 96 | 1 | 2017 | NA | NA | NA | 98 | 1 | 2017 | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 0 | 39 | 2017 | 1 | 58 | 2017 | 2 | 49 | 2017 | 3 | 64 | 2017 | 4 | 58 | 2017 | 5 | 54 | 2017 | 6 | 62 | 2017 | 7 | 78 | 2017 | 8 | 58 | 2017 | 9 | 48 | 2017 | 10 | 64 | 2017 | 11 | 59 | 2017 | 12 | 51 | 2017 | 13 | 47 | 2017 | 14 | 53 | 2017 | 15 | 68 | 2017 | 16 | 58 | 2017 | 17 | 49 | 2017 | 18 | 35 | 2017 | 19 | 43 | 2017 | 20 | 46 | 2017 | 21 | 33 | 2017 | 22 | 59 | 2017 | 23 | 47 | 2017 | 24 | 69 | 2017 | 25 | 58 | 2017 | 26 | 79 | 2017 | 27 | 80 | 2017 | 28 | 65 | 2017 | 29 | 80 | 2017 | 30 | 71 | 2017 | 31 | 59 | 2017 | 32 | 61 | 2017 | 33 | 58 | 2017 | 34 | 66 | 2017 | 35 | 52 | 2017 | 36 | 51 | 2017 | 37 | 50 | 2017 | 38 | 50 | 2017 | 39 | 59 | 2017 | 40 | 47 | 2017 | 41 | 65 | 2017 | 42 | 59 | 2017 | 43 | 70 | 2017 | 44 | 53 | 2017 | 45 | 73 | 2017 | 46 | 69 | 2017 | 47 | 71 | 2017 | 48 | 72 | 2017 | 49 | 63 | 2017 | 50 | 65 | 2017 | 51 | 77 | 2017 | 52 | 73 | 2017 | 53 | 72 | 2017 | 54 | 67 | 2017 | 55 | 65 | 2017 | 56 | 62 | 2017 | 57 | 76 | 2017 | 58 | 51 | 2017 | 59 | 66 | 2017 | 60 | 42 | 2017 | 61 | 53 | 2017 | 62 | 51 | 2017 | 63 | 46 | 2017 | 64 | 46 | 2017 | 65 | 47 | 2017 | 66 | 43 | 2017 | 67 | 39 | 2017 | 68 | 25 | 2017 | 69 | 39 | 2017 | 70 | 28 | 2017 | 71 | 35 | 2017 | 72 | 41 | 2017 | 73 | 30 | 2017 | 74 | 28 | 2017 | 75 | 30 | 2017 | 76 | 29 | 2017 | 77 | 21 | 2017 | 78 | 22 | 2017 | 79 | 29 | 2017 | 80 | 12 | 2017 | 81 | 21 | 2017 | 82 | 18 | 2017 | 83 | 14 | 2017 | 84 | 9 | 2017 | 85 | 19 | 2017 | 86 | 14 | 2017 | 87 | 18 | 2017 | 88 | 7 | 2017 | 89 | 11 | 2017 | 90 | 4 | 2017 | 91 | 9 | 2017 | 92 | 4 | 2017 | 93 | 4 | 2017 | 94 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 99 | 1 | 2017 | NA | NA | NA | NA | NA | NA | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 0 | 320 | 2017 | 1 | 352 | 2017 | 2 | 427 | 2017 | 3 | 400 | 2017 | 4 | 416 | 2017 | 5 | 456 | 2017 | 6 | 465 | 2017 | 7 | 438 | 2017 | 8 | 441 | 2017 | 9 | 398 | 2017 | 10 | 381 | 2017 | 11 | 405 | 2017 | 12 | 385 | 2017 | 13 | 393 | 2017 | 14 | 389 | 2017 | 15 | 398 | 2017 | 16 | 440 | 2017 | 17 | 394 | 2017 | 18 | 353 | 2017 | 19 | 365 | 2017 | 20 | 365 | 2017 | 21 | 356 | 2017 | 22 | 380 | 2017 | 23 | 382 | 2017 | 24 | 422 | 2017 | 25 | 415 | 2017 | 26 | 422 | 2017 | 27 | 440 | 2017 | 28 | 393 | 2017 | 29 | 419 | 2017 | 30 | 371 | 2017 | 31 | 394 | 2017 | 32 | 373 | 2017 | 33 | 373 | 2017 | 34 | 366 | 2017 | 35 | 360 | 2017 | 36 | 342 | 2017 | 37 | 348 | 2017 | 38 | 334 | 2017 | 39 | 346 | 2017 | 40 | 363 | 2017 | 41 | 373 | 2017 | 42 | 403 | 2017 | 43 | 369 | 2017 | 44 | 360 | 2017 | 45 | 382 | 2017 | 46 | 360 | 2017 | 47 | 359 | 2017 | 48 | 377 | 2017 | 49 | 428 | 2017 | 50 | 428 | 2017 | 51 | 373 | 2017 | 52 | 383 | 2017 | 53 | 375 | 2017 | 54 | 356 | 2017 | 55 | 359 | 2017 | 56 | 340 | 2017 | 57 | 336 | 2017 | 58 | 316 | 2017 | 59 | 301 | 2017 | 60 | 295 | 2017 | 61 | 315 | 2017 | 62 | 260 | 2017 | 63 | 275 | 2017 | 64 | 236 | 2017 | 65 | 223 | 2017 | 66 | 206 | 2017 | 67 | 199 | 2017 | 68 | 193 | 2017 | 69 | 210 | 2017 | 70 | 170 | 2017 | 71 | 205 | 2017 | 72 | 145 | 2017 | 73 | 184 | 2017 | 74 | 162 | 2017 | 75 | 165 | 2017 | 76 | 128 | 2017 | 77 | 126 | 2017 | 78 | 137 | 2017 | 79 | 121 | 2017 | 80 | 113 | 2017 | 81 | 95 | 2017 | 82 | 71 | 2017 | 83 | 78 | 2017 | 84 | 102 | 2017 | 85 | 74 | 2017 | 86 | 62 | 2017 | 87 | 39 | 2017 | 88 | 46 | 2017 | 89 | 40 | 2017 | 90 | 30 | 2017 | 91 | 21 | 2017 | 92 | 19 | 2017 | 93 | 23 | 2017 | 94 | 13 | 2017 | 95 | 7 | 2017 | 96 | 5 | 2017 | 97 | 9 | 2017 | 98 | 2 | 2017 | 99 | 3 | 2017 | 100 | 6 | 2017 | NA | NA | NA | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 0 | 361 | 2017 | 1 | 444 | 2017 | 2 | 472 | 2017 | 3 | 444 | 2017 | 4 | 424 | 2017 | 5 | 499 | 2017 | 6 | 470 | 2017 | 7 | 461 | 2017 | 8 | 453 | 2017 | 9 | 457 | 2017 | 10 | 438 | 2017 | 11 | 468 | 2017 | 12 | 419 | 2017 | 13 | 439 | 2017 | 14 | 512 | 2017 | 15 | 528 | 2017 | 16 | 557 | 2017 | 17 | 465 | 2017 | 18 | 326 | 2017 | 19 | 250 | 2017 | 20 | 282 | 2017 | 21 | 302 | 2017 | 22 | 373 | 2017 | 23 | 351 | 2017 | 24 | 390 | 2017 | 25 | 410 | 2017 | 26 | 435 | 2017 | 27 | 402 | 2017 | 28 | 456 | 2017 | 29 | 437 | 2017 | 30 | 417 | 2017 | 31 | 434 | 2017 | 32 | 445 | 2017 | 33 | 401 | 2017 | 34 | 415 | 2017 | 35 | 429 | 2017 | 36 | 409 | 2017 | 37 | 364 | 2017 | 38 | 369 | 2017 | 39 | 363 | 2017 | 40 | 379 | 2017 | 41 | 332 | 2017 | 42 | 397 | 2017 | 43 | 429 | 2017 | 44 | 348 | 2017 | 45 | 412 | 2017 | 46 | 383 | 2017 | 47 | 454 | 2017 | 48 | 418 | 2017 | 49 | 443 | 2017 | 50 | 430 | 2017 | 51 | 446 | 2017 | 52 | 403 | 2017 | 53 | 411 | 2017 | 54 | 415 | 2017 | 55 | 446 | 2017 | 56 | 429 | 2017 | 57 | 373 | 2017 | 58 | 357 | 2017 | 59 | 425 | 2017 | 60 | 374 | 2017 | 61 | 325 | 2017 | 62 | 309 | 2017 | 63 | 334 | 2017 | 64 | 295 | 2017 | 65 | 302 | 2017 | 66 | 301 | 2017 | 67 | 308 | 2017 | 68 | 270 | 2017 | 69 | 236 | 2017 | 70 | 231 | 2017 | 71 | 221 | 2017 | 72 | 223 | 2017 | 73 | 215 | 2017 | 74 | 194 | 2017 | 75 | 191 | 2017 | 76 | 174 | 2017 | 77 | 172 | 2017 | 78 | 135 | 2017 | 79 | 112 | 2017 | 80 | 115 | 2017 | 81 | 120 | 2017 | 82 | 107 | 2017 | 83 | 95 | 2017 | 84 | 100 | 2017 | 85 | 80 | 2017 | 86 | 63 | 2017 | 87 | 74 | 2017 | 88 | 61 | 2017 | 89 | 46 | 2017 | 90 | 30 | 2017 | 91 | 18 | 2017 | 92 | 33 | 2017 | 93 | 21 | 2017 | 94 | 15 | 2017 | 95 | 17 | 2017 | 96 | 11 | 2017 | 97 | 6 | 2017 | 98 | 3 | 2017 | 99 | 3 | 2017 | 100 | 7 | 2017 | NA | NA | NA | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 0 | 84 | 2017 | 1 | 109 | 2017 | 2 | 109 | 2017 | 3 | 117 | 2017 | 4 | 108 | 2017 | 5 | 95 | 2017 | 6 | 131 | 2017 | 7 | 122 | 2017 | 8 | 112 | 2017 | 9 | 124 | 2017 | 10 | 106 | 2017 | 11 | 125 | 2017 | 12 | 101 | 2017 | 13 | 112 | 2017 | 14 | 105 | 2017 | 15 | 131 | 2017 | 16 | 94 | 2017 | 17 | 99 | 2017 | 18 | 69 | 2017 | 19 | 64 | 2017 | 20 | 85 | 2017 | 21 | 77 | 2017 | 22 | 109 | 2017 | 23 | 91 | 2017 | 24 | 111 | 2017 | 25 | 97 | 2017 | 26 | 120 | 2017 | 27 | 111 | 2017 | 28 | 113 | 2017 | 29 | 114 | 2017 | 30 | 98 | 2017 | 31 | 108 | 2017 | 32 | 86 | 2017 | 33 | 91 | 2017 | 34 | 100 | 2017 | 35 | 111 | 2017 | 36 | 102 | 2017 | 37 | 113 | 2017 | 38 | 104 | 2017 | 39 | 98 | 2017 | 40 | 117 | 2017 | 41 | 106 | 2017 | 42 | 122 | 2017 | 43 | 116 | 2017 | 44 | 111 | 2017 | 45 | 123 | 2017 | 46 | 104 | 2017 | 47 | 109 | 2017 | 48 | 126 | 2017 | 49 | 134 | 2017 | 50 | 158 | 2017 | 51 | 110 | 2017 | 52 | 174 | 2017 | 53 | 123 | 2017 | 54 | 148 | 2017 | 55 | 132 | 2017 | 56 | 134 | 2017 | 57 | 117 | 2017 | 58 | 154 | 2017 | 59 | 126 | 2017 | 60 | 127 | 2017 | 61 | 117 | 2017 | 62 | 108 | 2017 | 63 | 110 | 2017 | 64 | 110 | 2017 | 65 | 108 | 2017 | 66 | 115 | 2017 | 67 | 116 | 2017 | 68 | 104 | 2017 | 69 | 71 | 2017 | 70 | 87 | 2017 | 71 | 73 | 2017 | 72 | 73 | 2017 | 73 | 78 | 2017 | 74 | 76 | 2017 | 75 | 79 | 2017 | 76 | 77 | 2017 | 77 | 81 | 2017 | 78 | 68 | 2017 | 79 | 69 | 2017 | 80 | 71 | 2017 | 81 | 43 | 2017 | 82 | 52 | 2017 | 83 | 62 | 2017 | 84 | 53 | 2017 | 85 | 48 | 2017 | 86 | 43 | 2017 | 87 | 37 | 2017 | 88 | 44 | 2017 | 89 | 20 | 2017 | 90 | 19 | 2017 | 91 | 8 | 2017 | 92 | 13 | 2017 | 93 | 7 | 2017 | 94 | 8 | 2017 | 95 | 9 | 2017 | 96 | 4 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 100 | 5 | 2017 | NA | NA | NA | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 0 | 270 | 2017 | 1 | 324 | 2017 | 2 | 293 | 2017 | 3 | 297 | 2017 | 4 | 312 | 2017 | 5 | 317 | 2017 | 6 | 324 | 2017 | 7 | 328 | 2017 | 8 | 335 | 2017 | 9 | 288 | 2017 | 10 | 316 | 2017 | 11 | 291 | 2017 | 12 | 266 | 2017 | 13 | 277 | 2017 | 14 | 241 | 2017 | 15 | 287 | 2017 | 16 | 292 | 2017 | 17 | 253 | 2017 | 18 | 187 | 2017 | 19 | 199 | 2017 | 20 | 237 | 2017 | 21 | 236 | 2017 | 22 | 278 | 2017 | 23 | 300 | 2017 | 24 | 349 | 2017 | 25 | 290 | 2017 | 26 | 304 | 2017 | 27 | 358 | 2017 | 28 | 368 | 2017 | 29 | 345 | 2017 | 30 | 345 | 2017 | 31 | 333 | 2017 | 32 | 301 | 2017 | 33 | 317 | 2017 | 34 | 330 | 2017 | 35 | 304 | 2017 | 36 | 276 | 2017 | 37 | 289 | 2017 | 38 | 253 | 2017 | 39 | 289 | 2017 | 40 | 267 | 2017 | 41 | 264 | 2017 | 42 | 302 | 2017 | 43 | 306 | 2017 | 44 | 269 | 2017 | 45 | 265 | 2017 | 46 | 270 | 2017 | 47 | 273 | 2017 | 48 | 268 | 2017 | 49 | 298 | 2017 | 50 | 291 | 2017 | 51 | 287 | 2017 | 52 | 314 | 2017 | 53 | 308 | 2017 | 54 | 309 | 2017 | 55 | 276 | 2017 | 56 | 299 | 2017 | 57 | 278 | 2017 | 58 | 278 | 2017 | 59 | 275 | 2017 | 60 | 218 | 2017 | 61 | 243 | 2017 | 62 | 226 | 2017 | 63 | 227 | 2017 | 64 | 187 | 2017 | 65 | 193 | 2017 | 66 | 185 | 2017 | 67 | 182 | 2017 | 68 | 153 | 2017 | 69 | 150 | 2017 | 70 | 157 | 2017 | 71 | 156 | 2017 | 72 | 140 | 2017 | 73 | 136 | 2017 | 74 | 117 | 2017 | 75 | 123 | 2017 | 76 | 123 | 2017 | 77 | 103 | 2017 | 78 | 106 | 2017 | 79 | 92 | 2017 | 80 | 121 | 2017 | 81 | 89 | 2017 | 82 | 77 | 2017 | 83 | 53 | 2017 | 84 | 48 | 2017 | 85 | 50 | 2017 | 86 | 40 | 2017 | 87 | 47 | 2017 | 88 | 27 | 2017 | 89 | 24 | 2017 | 90 | 14 | 2017 | 91 | 11 | 2017 | 92 | 18 | 2017 | 93 | 13 | 2017 | 94 | 9 | 2017 | 95 | 10 | 2017 | 96 | 6 | 2017 | 97 | 2 | 2017 | 98 | 3 | 2017 | 99 | 2 | 2017 | 100 | 5 | 2017 | NA | NA | NA | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 0 | 322 | 2017 | 1 | 378 | 2017 | 2 | 367 | 2017 | 3 | 375 | 2017 | 4 | 389 | 2017 | 5 | 423 | 2017 | 6 | 437 | 2017 | 7 | 391 | 2017 | 8 | 412 | 2017 | 9 | 380 | 2017 | 10 | 358 | 2017 | 11 | 371 | 2017 | 12 | 381 | 2017 | 13 | 415 | 2017 | 14 | 360 | 2017 | 15 | 400 | 2017 | 16 | 376 | 2017 | 17 | 405 | 2017 | 18 | 234 | 2017 | 19 | 211 | 2017 | 20 | 266 | 2017 | 21 | 296 | 2017 | 22 | 363 | 2017 | 23 | 356 | 2017 | 24 | 381 | 2017 | 25 | 430 | 2017 | 26 | 487 | 2017 | 27 | 466 | 2017 | 28 | 470 | 2017 | 29 | 462 | 2017 | 30 | 489 | 2017 | 31 | 482 | 2017 | 32 | 481 | 2017 | 33 | 455 | 2017 | 34 | 452 | 2017 | 35 | 464 | 2017 | 36 | 391 | 2017 | 37 | 454 | 2017 | 38 | 423 | 2017 | 39 | 419 | 2017 | 40 | 431 | 2017 | 41 | 455 | 2017 | 42 | 462 | 2017 | 43 | 452 | 2017 | 44 | 431 | 2017 | 45 | 442 | 2017 | 46 | 437 | 2017 | 47 | 446 | 2017 | 48 | 433 | 2017 | 49 | 444 | 2017 | 50 | 441 | 2017 | 51 | 444 | 2017 | 52 | 409 | 2017 | 53 | 397 | 2017 | 54 | 387 | 2017 | 55 | 398 | 2017 | 56 | 402 | 2017 | 57 | 335 | 2017 | 58 | 326 | 2017 | 59 | 336 | 2017 | 60 | 339 | 2017 | 61 | 319 | 2017 | 62 | 299 | 2017 | 63 | 265 | 2017 | 64 | 264 | 2017 | 65 | 287 | 2017 | 66 | 227 | 2017 | 67 | 254 | 2017 | 68 | 210 | 2017 | 69 | 200 | 2017 | 70 | 185 | 2017 | 71 | 197 | 2017 | 72 | 220 | 2017 | 73 | 182 | 2017 | 74 | 169 | 2017 | 75 | 166 | 2017 | 76 | 151 | 2017 | 77 | 119 | 2017 | 78 | 116 | 2017 | 79 | 113 | 2017 | 80 | 110 | 2017 | 81 | 102 | 2017 | 82 | 101 | 2017 | 83 | 78 | 2017 | 84 | 68 | 2017 | 85 | 60 | 2017 | 86 | 76 | 2017 | 87 | 63 | 2017 | 88 | 46 | 2017 | 89 | 38 | 2017 | 90 | 26 | 2017 | 91 | 24 | 2017 | 92 | 17 | 2017 | 93 | 19 | 2017 | 94 | 17 | 2017 | 95 | 9 | 2017 | 96 | 7 | 2017 | 97 | 4 | 2017 | 98 | 5 | 2017 | 99 | 5 | 2017 | 100 | 10 | 2017 | NA | NA | NA | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 0 | 1493 | 2017 | 1 | 1648 | 2017 | 2 | 1739 | 2017 | 3 | 1735 | 2017 | 4 | 1801 | 2017 | 5 | 1667 | 2017 | 6 | 1797 | 2017 | 7 | 1782 | 2017 | 8 | 1710 | 2017 | 9 | 1628 | 2017 | 10 | 1582 | 2017 | 11 | 1633 | 2017 | 12 | 1559 | 2017 | 13 | 1530 | 2017 | 14 | 1582 | 2017 | 15 | 1638 | 2017 | 16 | 1803 | 2017 | 17 | 1739 | 2017 | 18 | 1345 | 2017 | 19 | 1388 | 2017 | 20 | 1454 | 2017 | 21 | 1413 | 2017 | 22 | 1594 | 2017 | 23 | 1684 | 2017 | 24 | 1723 | 2017 | 25 | 1676 | 2017 | 26 | 1728 | 2017 | 27 | 1797 | 2017 | 28 | 1808 | 2017 | 29 | 1676 | 2017 | 30 | 1629 | 2017 | 31 | 1644 | 2017 | 32 | 1500 | 2017 | 33 | 1470 | 2017 | 34 | 1497 | 2017 | 35 | 1567 | 2017 | 36 | 1415 | 2017 | 37 | 1446 | 2017 | 38 | 1410 | 2017 | 39 | 1336 | 2017 | 40 | 1408 | 2017 | 41 | 1434 | 2017 | 42 | 1581 | 2017 | 43 | 1494 | 2017 | 44 | 1497 | 2017 | 45 | 1412 | 2017 | 46 | 1324 | 2017 | 47 | 1295 | 2017 | 48 | 1497 | 2017 | 49 | 1497 | 2017 | 50 | 1476 | 2017 | 51 | 1498 | 2017 | 52 | 1560 | 2017 | 53 | 1384 | 2017 | 54 | 1488 | 2017 | 55 | 1360 | 2017 | 56 | 1364 | 2017 | 57 | 1317 | 2017 | 58 | 1302 | 2017 | 59 | 1154 | 2017 | 60 | 1112 | 2017 | 61 | 1167 | 2017 | 62 | 1042 | 2017 | 63 | 1051 | 2017 | 64 | 941 | 2017 | 65 | 892 | 2017 | 66 | 869 | 2017 | 67 | 770 | 2017 | 68 | 768 | 2017 | 69 | 735 | 2017 | 70 | 656 | 2017 | 71 | 673 | 2017 | 72 | 691 | 2017 | 73 | 637 | 2017 | 74 | 635 | 2017 | 75 | 574 | 2017 | 76 | 550 | 2017 | 77 | 515 | 2017 | 78 | 415 | 2017 | 79 | 416 | 2017 | 80 | 401 | 2017 | 81 | 391 | 2017 | 82 | 360 | 2017 | 83 | 339 | 2017 | 84 | 329 | 2017 | 85 | 291 | 2017 | 86 | 280 | 2017 | 87 | 250 | 2017 | 88 | 169 | 2017 | 89 | 196 | 2017 | 90 | 97 | 2017 | 91 | 90 | 2017 | 92 | 90 | 2017 | 93 | 56 | 2017 | 94 | 52 | 2017 | 95 | 44 | 2017 | 96 | 32 | 2017 | 97 | 23 | 2017 | 98 | 20 | 2017 | 99 | 11 | 2017 | 100 | 34 | 2017 | NA | NA | NA | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 0 | 132 | 2017 | 1 | 143 | 2017 | 2 | 158 | 2017 | 3 | 182 | 2017 | 4 | 160 | 2017 | 5 | 185 | 2017 | 6 | 155 | 2017 | 7 | 152 | 2017 | 8 | 157 | 2017 | 9 | 197 | 2017 | 10 | 171 | 2017 | 11 | 180 | 2017 | 12 | 168 | 2017 | 13 | 159 | 2017 | 14 | 140 | 2017 | 15 | 152 | 2017 | 16 | 203 | 2017 | 17 | 134 | 2017 | 18 | 102 | 2017 | 19 | 77 | 2017 | 20 | 123 | 2017 | 21 | 117 | 2017 | 22 | 145 | 2017 | 23 | 129 | 2017 | 24 | 133 | 2017 | 25 | 159 | 2017 | 26 | 161 | 2017 | 27 | 160 | 2017 | 28 | 160 | 2017 | 29 | 135 | 2017 | 30 | 132 | 2017 | 31 | 161 | 2017 | 32 | 169 | 2017 | 33 | 157 | 2017 | 34 | 152 | 2017 | 35 | 167 | 2017 | 36 | 166 | 2017 | 37 | 168 | 2017 | 38 | 160 | 2017 | 39 | 168 | 2017 | 40 | 178 | 2017 | 41 | 191 | 2017 | 42 | 179 | 2017 | 43 | 203 | 2017 | 44 | 205 | 2017 | 45 | 194 | 2017 | 46 | 195 | 2017 | 47 | 163 | 2017 | 48 | 191 | 2017 | 49 | 214 | 2017 | 50 | 208 | 2017 | 51 | 207 | 2017 | 52 | 205 | 2017 | 53 | 175 | 2017 | 54 | 236 | 2017 | 55 | 181 | 2017 | 56 | 192 | 2017 | 57 | 177 | 2017 | 58 | 190 | 2017 | 59 | 173 | 2017 | 60 | 152 | 2017 | 61 | 155 | 2017 | 62 | 178 | 2017 | 63 | 176 | 2017 | 64 | 154 | 2017 | 65 | 148 | 2017 | 66 | 130 | 2017 | 67 | 141 | 2017 | 68 | 148 | 2017 | 69 | 135 | 2017 | 70 | 118 | 2017 | 71 | 120 | 2017 | 72 | 118 | 2017 | 73 | 122 | 2017 | 74 | 107 | 2017 | 75 | 131 | 2017 | 76 | 116 | 2017 | 77 | 122 | 2017 | 78 | 103 | 2017 | 79 | 77 | 2017 | 80 | 79 | 2017 | 81 | 86 | 2017 | 82 | 75 | 2017 | 83 | 60 | 2017 | 84 | 47 | 2017 | 85 | 50 | 2017 | 86 | 55 | 2017 | 87 | 47 | 2017 | 88 | 32 | 2017 | 89 | 47 | 2017 | 90 | 22 | 2017 | 91 | 13 | 2017 | 92 | 15 | 2017 | 93 | 15 | 2017 | 94 | 13 | 2017 | 95 | 4 | 2017 | 96 | 8 | 2017 | 97 | 9 | 2017 | 98 | 4 | 2017 | 99 | 2 | 2017 | 100 | 2 | 2017 | NA | NA | NA | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 0 | 360 | 2017 | 1 | 448 | 2017 | 2 | 525 | 2017 | 3 | 502 | 2017 | 4 | 497 | 2017 | 5 | 467 | 2017 | 6 | 461 | 2017 | 7 | 497 | 2017 | 8 | 482 | 2017 | 9 | 435 | 2017 | 10 | 432 | 2017 | 11 | 440 | 2017 | 12 | 409 | 2017 | 13 | 468 | 2017 | 14 | 416 | 2017 | 15 | 454 | 2017 | 16 | 486 | 2017 | 17 | 431 | 2017 | 18 | 382 | 2017 | 19 | 354 | 2017 | 20 | 378 | 2017 | 21 | 381 | 2017 | 22 | 425 | 2017 | 23 | 422 | 2017 | 24 | 448 | 2017 | 25 | 448 | 2017 | 26 | 461 | 2017 | 27 | 401 | 2017 | 28 | 432 | 2017 | 29 | 430 | 2017 | 30 | 433 | 2017 | 31 | 387 | 2017 | 32 | 384 | 2017 | 33 | 369 | 2017 | 34 | 374 | 2017 | 35 | 407 | 2017 | 36 | 386 | 2017 | 37 | 385 | 2017 | 38 | 376 | 2017 | 39 | 364 | 2017 | 40 | 362 | 2017 | 41 | 402 | 2017 | 42 | 417 | 2017 | 43 | 435 | 2017 | 44 | 375 | 2017 | 45 | 394 | 2017 | 46 | 417 | 2017 | 47 | 442 | 2017 | 48 | 432 | 2017 | 49 | 477 | 2017 | 50 | 453 | 2017 | 51 | 437 | 2017 | 52 | 426 | 2017 | 53 | 409 | 2017 | 54 | 429 | 2017 | 55 | 368 | 2017 | 56 | 410 | 2017 | 57 | 366 | 2017 | 58 | 388 | 2017 | 59 | 341 | 2017 | 60 | 311 | 2017 | 61 | 293 | 2017 | 62 | 321 | 2017 | 63 | 284 | 2017 | 64 | 256 | 2017 | 65 | 266 | 2017 | 66 | 236 | 2017 | 67 | 235 | 2017 | 68 | 225 | 2017 | 69 | 201 | 2017 | 70 | 216 | 2017 | 71 | 213 | 2017 | 72 | 224 | 2017 | 73 | 182 | 2017 | 74 | 212 | 2017 | 75 | 196 | 2017 | 76 | 158 | 2017 | 77 | 152 | 2017 | 78 | 157 | 2017 | 79 | 142 | 2017 | 80 | 144 | 2017 | 81 | 111 | 2017 | 82 | 101 | 2017 | 83 | 108 | 2017 | 84 | 92 | 2017 | 85 | 80 | 2017 | 86 | 60 | 2017 | 87 | 82 | 2017 | 88 | 47 | 2017 | 89 | 74 | 2017 | 90 | 31 | 2017 | 91 | 11 | 2017 | 92 | 26 | 2017 | 93 | 27 | 2017 | 94 | 16 | 2017 | 95 | 18 | 2017 | 96 | 6 | 2017 | 97 | 7 | 2017 | 98 | 6 | 2017 | 99 | 2 | 2017 | 100 | 5 | 2017 | NA | NA | NA | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 0 | 124 | 2017 | 1 | 140 | 2017 | 2 | 174 | 2017 | 3 | 166 | 2017 | 4 | 193 | 2017 | 5 | 153 | 2017 | 6 | 173 | 2017 | 7 | 189 | 2017 | 8 | 195 | 2017 | 9 | 162 | 2017 | 10 | 174 | 2017 | 11 | 176 | 2017 | 12 | 155 | 2017 | 13 | 173 | 2017 | 14 | 138 | 2017 | 15 | 160 | 2017 | 16 | 163 | 2017 | 17 | 172 | 2017 | 18 | 114 | 2017 | 19 | 104 | 2017 | 20 | 113 | 2017 | 21 | 116 | 2017 | 22 | 130 | 2017 | 23 | 124 | 2017 | 24 | 140 | 2017 | 25 | 153 | 2017 | 26 | 145 | 2017 | 27 | 165 | 2017 | 28 | 141 | 2017 | 29 | 143 | 2017 | 30 | 149 | 2017 | 31 | 153 | 2017 | 32 | 137 | 2017 | 33 | 146 | 2017 | 34 | 147 | 2017 | 35 | 142 | 2017 | 36 | 148 | 2017 | 37 | 124 | 2017 | 38 | 145 | 2017 | 39 | 114 | 2017 | 40 | 148 | 2017 | 41 | 141 | 2017 | 42 | 136 | 2017 | 43 | 155 | 2017 | 44 | 133 | 2017 | 45 | 134 | 2017 | 46 | 129 | 2017 | 47 | 146 | 2017 | 48 | 126 | 2017 | 49 | 159 | 2017 | 50 | 168 | 2017 | 51 | 140 | 2017 | 52 | 142 | 2017 | 53 | 124 | 2017 | 54 | 133 | 2017 | 55 | 123 | 2017 | 56 | 135 | 2017 | 57 | 134 | 2017 | 58 | 122 | 2017 | 59 | 139 | 2017 | 60 | 107 | 2017 | 61 | 134 | 2017 | 62 | 121 | 2017 | 63 | 109 | 2017 | 64 | 109 | 2017 | 65 | 100 | 2017 | 66 | 117 | 2017 | 67 | 107 | 2017 | 68 | 122 | 2017 | 69 | 92 | 2017 | 70 | 67 | 2017 | 71 | 82 | 2017 | 72 | 87 | 2017 | 73 | 93 | 2017 | 74 | 76 | 2017 | 75 | 62 | 2017 | 76 | 63 | 2017 | 77 | 70 | 2017 | 78 | 58 | 2017 | 79 | 51 | 2017 | 80 | 45 | 2017 | 81 | 53 | 2017 | 82 | 50 | 2017 | 83 | 47 | 2017 | 84 | 26 | 2017 | 85 | 30 | 2017 | 86 | 18 | 2017 | 87 | 18 | 2017 | 88 | 22 | 2017 | 89 | 18 | 2017 | 90 | 9 | 2017 | 91 | 10 | 2017 | 92 | 10 | 2017 | 93 | 5 | 2017 | 94 | 11 | 2017 | 95 | 4 | 2017 | 96 | 3 | 2017 | 97 | 2 | 2017 | 98 | 5 | 2017 | NA | NA | NA | 100 | 3 | 2017 | NA | NA | NA | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 0 | 34 | 2017 | 1 | 45 | 2017 | 2 | 36 | 2017 | 3 | 46 | 2017 | 4 | 53 | 2017 | 5 | 52 | 2017 | 6 | 65 | 2017 | 7 | 41 | 2017 | 8 | 45 | 2017 | 9 | 49 | 2017 | 10 | 63 | 2017 | 11 | 51 | 2017 | 12 | 66 | 2017 | 13 | 63 | 2017 | 14 | 45 | 2017 | 15 | 60 | 2017 | 16 | 42 | 2017 | 17 | 45 | 2017 | 18 | 28 | 2017 | 19 | 41 | 2017 | 20 | 22 | 2017 | 21 | 47 | 2017 | 22 | 44 | 2017 | 23 | 53 | 2017 | 24 | 59 | 2017 | 25 | 52 | 2017 | 26 | 51 | 2017 | 27 | 44 | 2017 | 28 | 60 | 2017 | 29 | 55 | 2017 | 30 | 53 | 2017 | 31 | 57 | 2017 | 32 | 62 | 2017 | 33 | 53 | 2017 | 34 | 46 | 2017 | 35 | 50 | 2017 | 36 | 36 | 2017 | 37 | 47 | 2017 | 38 | 51 | 2017 | 39 | 46 | 2017 | 40 | 57 | 2017 | 41 | 55 | 2017 | 42 | 52 | 2017 | 43 | 44 | 2017 | 44 | 52 | 2017 | 45 | 45 | 2017 | 46 | 43 | 2017 | 47 | 55 | 2017 | 48 | 61 | 2017 | 49 | 73 | 2017 | 50 | 57 | 2017 | 51 | 57 | 2017 | 52 | 74 | 2017 | 53 | 59 | 2017 | 54 | 72 | 2017 | 55 | 68 | 2017 | 56 | 60 | 2017 | 57 | 67 | 2017 | 58 | 64 | 2017 | 59 | 55 | 2017 | 60 | 67 | 2017 | 61 | 55 | 2017 | 62 | 65 | 2017 | 63 | 61 | 2017 | 64 | 59 | 2017 | 65 | 47 | 2017 | 66 | 37 | 2017 | 67 | 52 | 2017 | 68 | 52 | 2017 | 69 | 38 | 2017 | 70 | 50 | 2017 | 71 | 48 | 2017 | 72 | 57 | 2017 | 73 | 39 | 2017 | 74 | 38 | 2017 | 75 | 40 | 2017 | 76 | 38 | 2017 | 77 | 32 | 2017 | 78 | 37 | 2017 | 79 | 26 | 2017 | 80 | 20 | 2017 | 81 | 23 | 2017 | 82 | 25 | 2017 | 83 | 19 | 2017 | 84 | 12 | 2017 | 85 | 12 | 2017 | 86 | 29 | 2017 | 87 | 7 | 2017 | 88 | 11 | 2017 | 89 | 13 | 2017 | 90 | 7 | 2017 | 91 | 7 | 2017 | 92 | 5 | 2017 | 93 | 5 | 2017 | 94 | 2 | 2017 | 95 | 5 | 2017 | 96 | 5 | 2017 | 97 | 1 | 2017 | 98 | 2 | 2017 | 99 | 1 | 2017 | 100 | 1 | 2017 | NA | NA | NA | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 0 | 3087 | 2017 | 1 | 3594 | 2017 | 2 | 3765 | 2017 | 3 | 3640 | 2017 | 4 | 3652 | 2017 | 5 | 3631 | 2017 | 6 | 3598 | 2017 | 7 | 3593 | 2017 | 8 | 3506 | 2017 | 9 | 3476 | 2017 | 10 | 3420 | 2017 | 11 | 3339 | 2017 | 12 | 3351 | 2017 | 13 | 3410 | 2017 | 14 | 3636 | 2017 | 15 | 3755 | 2017 | 16 | 3855 | 2017 | 17 | 3950 | 2017 | 18 | 4985 | 2017 | 19 | 5465 | 2017 | 20 | 5673 | 2017 | 21 | 5508 | 2017 | 22 | 5678 | 2017 | 23 | 5738 | 2017 | 24 | 5602 | 2017 | 25 | 5502 | 2017 | 26 | 5507 | 2017 | 27 | 5383 | 2017 | 28 | 4903 | 2017 | 29 | 4679 | 2017 | 30 | 4436 | 2017 | 31 | 4226 | 2017 | 32 | 4055 | 2017 | 33 | 4058 | 2017 | 34 | 4132 | 2017 | 35 | 4150 | 2017 | 36 | 3859 | 2017 | 37 | 3862 | 2017 | 38 | 3577 | 2017 | 39 | 3447 | 2017 | 40 | 3519 | 2017 | 41 | 3633 | 2017 | 42 | 3665 | 2017 | 43 | 3653 | 2017 | 44 | 3639 | 2017 | 45 | 3527 | 2017 | 46 | 3433 | 2017 | 47 | 3524 | 2017 | 48 | 3591 | 2017 | 49 | 3716 | 2017 | 50 | 3867 | 2017 | 51 | 3843 | 2017 | 52 | 3767 | 2017 | 53 | 3805 | 2017 | 54 | 3890 | 2017 | 55 | 3796 | 2017 | 56 | 3649 | 2017 | 57 | 3616 | 2017 | 58 | 3545 | 2017 | 59 | 3476 | 2017 | 60 | 3413 | 2017 | 61 | 3139 | 2017 | 62 | 2836 | 2017 | 63 | 3005 | 2017 | 64 | 2802 | 2017 | 65 | 2671 | 2017 | 66 | 2436 | 2017 | 67 | 2466 | 2017 | 68 | 2379 | 2017 | 69 | 2410 | 2017 | 70 | 2302 | 2017 | 71 | 2119 | 2017 | 72 | 1998 | 2017 | 73 | 1952 | 2017 | 74 | 1810 | 2017 | 75 | 1632 | 2017 | 76 | 1517 | 2017 | 77 | 1439 | 2017 | 78 | 1285 | 2017 | 79 | 1211 | 2017 | 80 | 1152 | 2017 | 81 | 1040 | 2017 | 82 | 937 | 2017 | 83 | 904 | 2017 | 84 | 897 | 2017 | 85 | 856 | 2017 | 86 | 812 | 2017 | 87 | 698 | 2017 | 88 | 565 | 2017 | 89 | 467 | 2017 | 90 | 398 | 2017 | 91 | 282 | 2017 | 92 | 248 | 2017 | 93 | 173 | 2017 | 94 | 152 | 2017 | 95 | 99 | 2017 | 96 | 99 | 2017 | 97 | 57 | 2017 | 98 | 29 | 2017 | 99 | 34 | 2017 | 100 | 97 | 2017 | NA | NA | NA | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 0 | 281 | 2017 | 1 | 378 | 2017 | 2 | 374 | 2017 | 3 | 377 | 2017 | 4 | 376 | 2017 | 5 | 385 | 2017 | 6 | 363 | 2017 | 7 | 378 | 2017 | 8 | 354 | 2017 | 9 | 371 | 2017 | 10 | 365 | 2017 | 11 | 352 | 2017 | 12 | 343 | 2017 | 13 | 339 | 2017 | 14 | 362 | 2017 | 15 | 367 | 2017 | 16 | 402 | 2017 | 17 | 368 | 2017 | 18 | 374 | 2017 | 19 | 387 | 2017 | 20 | 385 | 2017 | 21 | 393 | 2017 | 22 | 420 | 2017 | 23 | 402 | 2017 | 24 | 404 | 2017 | 25 | 428 | 2017 | 26 | 436 | 2017 | 27 | 420 | 2017 | 28 | 427 | 2017 | 29 | 405 | 2017 | 30 | 385 | 2017 | 31 | 359 | 2017 | 32 | 353 | 2017 | 33 | 369 | 2017 | 34 | 336 | 2017 | 35 | 393 | 2017 | 36 | 357 | 2017 | 37 | 394 | 2017 | 38 | 336 | 2017 | 39 | 331 | 2017 | 40 | 336 | 2017 | 41 | 387 | 2017 | 42 | 360 | 2017 | 43 | 396 | 2017 | 44 | 378 | 2017 | 45 | 363 | 2017 | 46 | 381 | 2017 | 47 | 366 | 2017 | 48 | 370 | 2017 | 49 | 381 | 2017 | 50 | 407 | 2017 | 51 | 370 | 2017 | 52 | 392 | 2017 | 53 | 347 | 2017 | 54 | 404 | 2017 | 55 | 360 | 2017 | 56 | 345 | 2017 | 57 | 344 | 2017 | 58 | 340 | 2017 | 59 | 311 | 2017 | 60 | 267 | 2017 | 61 | 262 | 2017 | 62 | 235 | 2017 | 63 | 247 | 2017 | 64 | 237 | 2017 | 65 | 246 | 2017 | 66 | 215 | 2017 | 67 | 203 | 2017 | 68 | 186 | 2017 | 69 | 170 | 2017 | 70 | 155 | 2017 | 71 | 168 | 2017 | 72 | 147 | 2017 | 73 | 155 | 2017 | 74 | 159 | 2017 | 75 | 166 | 2017 | 76 | 118 | 2017 | 77 | 133 | 2017 | 78 | 124 | 2017 | 79 | 91 | 2017 | 80 | 107 | 2017 | 81 | 88 | 2017 | 82 | 80 | 2017 | 83 | 90 | 2017 | 84 | 65 | 2017 | 85 | 58 | 2017 | 86 | 51 | 2017 | 87 | 48 | 2017 | 88 | 53 | 2017 | 89 | 39 | 2017 | 90 | 36 | 2017 | 91 | 23 | 2017 | 92 | 12 | 2017 | 93 | 13 | 2017 | 94 | 9 | 2017 | 95 | 12 | 2017 | 96 | 10 | 2017 | 97 | 5 | 2017 | 98 | 5 | 2017 | 99 | 3 | 2017 | 100 | 9 | 2017 | NA | NA | NA | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 0 | 498 | 2017 | 1 | 533 | 2017 | 2 | 532 | 2017 | 3 | 513 | 2017 | 4 | 550 | 2017 | 5 | 595 | 2017 | 6 | 536 | 2017 | 7 | 580 | 2017 | 8 | 588 | 2017 | 9 | 557 | 2017 | 10 | 558 | 2017 | 11 | 502 | 2017 | 12 | 504 | 2017 | 13 | 575 | 2017 | 14 | 583 | 2017 | 15 | 597 | 2017 | 16 | 648 | 2017 | 17 | 689 | 2017 | 18 | 657 | 2017 | 19 | 677 | 2017 | 20 | 726 | 2017 | 21 | 686 | 2017 | 22 | 705 | 2017 | 23 | 677 | 2017 | 24 | 623 | 2017 | 25 | 665 | 2017 | 26 | 646 | 2017 | 27 | 680 | 2017 | 28 | 665 | 2017 | 29 | 583 | 2017 | 30 | 581 | 2017 | 31 | 499 | 2017 | 32 | 538 | 2017 | 33 | 499 | 2017 | 34 | 589 | 2017 | 35 | 555 | 2017 | 36 | 534 | 2017 | 37 | 570 | 2017 | 38 | 537 | 2017 | 39 | 471 | 2017 | 40 | 559 | 2017 | 41 | 576 | 2017 | 42 | 564 | 2017 | 43 | 601 | 2017 | 44 | 564 | 2017 | 45 | 612 | 2017 | 46 | 581 | 2017 | 47 | 532 | 2017 | 48 | 584 | 2017 | 49 | 590 | 2017 | 50 | 591 | 2017 | 51 | 603 | 2017 | 52 | 637 | 2017 | 53 | 618 | 2017 | 54 | 630 | 2017 | 55 | 580 | 2017 | 56 | 557 | 2017 | 57 | 570 | 2017 | 58 | 532 | 2017 | 59 | 515 | 2017 | 60 | 513 | 2017 | 61 | 466 | 2017 | 62 | 406 | 2017 | 63 | 393 | 2017 | 64 | 382 | 2017 | 65 | 345 | 2017 | 66 | 296 | 2017 | 67 | 327 | 2017 | 68 | 324 | 2017 | 69 | 292 | 2017 | 70 | 317 | 2017 | 71 | 257 | 2017 | 72 | 270 | 2017 | 73 | 240 | 2017 | 74 | 239 | 2017 | 75 | 216 | 2017 | 76 | 195 | 2017 | 77 | 167 | 2017 | 78 | 165 | 2017 | 79 | 146 | 2017 | 80 | 160 | 2017 | 81 | 101 | 2017 | 82 | 119 | 2017 | 83 | 105 | 2017 | 84 | 111 | 2017 | 85 | 82 | 2017 | 86 | 74 | 2017 | 87 | 64 | 2017 | 88 | 63 | 2017 | 89 | 47 | 2017 | 90 | 36 | 2017 | 91 | 38 | 2017 | 92 | 33 | 2017 | 93 | 17 | 2017 | 94 | 13 | 2017 | 95 | 12 | 2017 | 96 | 9 | 2017 | 97 | 4 | 2017 | 98 | 3 | 2017 | 99 | 4 | 2017 | 100 | 4 | 2017 | NA | NA | NA | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 0 | 7 | 2017 | 1 | 11 | 2017 | 2 | 16 | 2017 | 3 | 14 | 2017 | 4 | 16 | 2017 | 5 | 14 | 2017 | 6 | 10 | 2017 | 7 | 14 | 2017 | 8 | 13 | 2017 | 9 | 17 | 2017 | 10 | 15 | 2017 | 11 | 13 | 2017 | 12 | 14 | 2017 | 13 | 5 | 2017 | 14 | 12 | 2017 | 15 | 11 | 2017 | 16 | 11 | 2017 | 17 | 9 | 2017 | 18 | 4 | 2017 | 19 | 9 | 2017 | 20 | 2 | 2017 | 21 | 5 | 2017 | 22 | 9 | 2017 | 23 | 3 | 2017 | 24 | 13 | 2017 | 25 | 15 | 2017 | 26 | 18 | 2017 | 27 | 21 | 2017 | 28 | 21 | 2017 | 29 | 20 | 2017 | 30 | 20 | 2017 | 31 | 30 | 2017 | 32 | 22 | 2017 | 33 | 15 | 2017 | 34 | 13 | 2017 | 35 | 22 | 2017 | 36 | 16 | 2017 | 37 | 15 | 2017 | 38 | 14 | 2017 | 39 | 17 | 2017 | 40 | 15 | 2017 | 41 | 13 | 2017 | 42 | 11 | 2017 | 43 | 10 | 2017 | 44 | 16 | 2017 | 45 | 12 | 2017 | 46 | 15 | 2017 | 47 | 10 | 2017 | 48 | 9 | 2017 | 49 | 15 | 2017 | 50 | 11 | 2017 | 51 | 11 | 2017 | 52 | 10 | 2017 | 53 | 18 | 2017 | 54 | 12 | 2017 | 55 | 4 | 2017 | 56 | 11 | 2017 | 57 | 10 | 2017 | 58 | 18 | 2017 | 59 | 13 | 2017 | 60 | 12 | 2017 | 61 | 13 | 2017 | 62 | 10 | 2017 | 63 | 6 | 2017 | 64 | 15 | 2017 | 65 | 12 | 2017 | 66 | 8 | 2017 | 67 | 6 | 2017 | 68 | 4 | 2017 | 69 | 3 | 2017 | 70 | 1 | 2017 | 71 | 5 | 2017 | 72 | 2 | 2017 | 73 | 7 | 2017 | 74 | 3 | 2017 | 75 | 1 | 2017 | 76 | 5 | 2017 | 77 | 5 | 2017 | 78 | 3 | 2017 | 79 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 82 | 3 | 2017 | 83 | 1 | 2017 | 84 | 1 | 2017 | 85 | 1 | 2017 | 86 | 2 | 2017 | 87 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 91 | 1 | 2017 | 92 | 1 | 2017 | NA | NA | NA | 94 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 100 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05105 | 0 | 210 | 2017 | 1 | 254 | 2017 | 2 | 238 | 2017 | 3 | 264 | 2017 | 4 | 248 | 2017 | 5 | 214 | 2017 | 6 | 292 | 2017 | 7 | 235 | 2017 | 8 | 264 | 2017 | 9 | 262 | 2017 | 10 | 248 | 2017 | 11 | 256 | 2017 | 12 | 230 | 2017 | 13 | 229 | 2017 | 14 | 244 | 2017 | 15 | 245 | 2017 | 16 | 235 | 2017 | 17 | 243 | 2017 | 18 | 229 | 2017 | 19 | 211 | 2017 | 20 | 221 | 2017 | 21 | 244 | 2017 | 22 | 259 | 2017 | 23 | 244 | 2017 | 24 | 268 | 2017 | 25 | 274 | 2017 | 26 | 287 | 2017 | 27 | 272 | 2017 | 28 | 267 | 2017 | 29 | 233 | 2017 | 30 | 239 | 2017 | 31 | 254 | 2017 | 32 | 254 | 2017 | 33 | 251 | 2017 | 34 | 267 | 2017 | 35 | 282 | 2017 | 36 | 228 | 2017 | 37 | 216 | 2017 | 38 | 231 | 2017 | 39 | 216 | 2017 | 40 | 236 | 2017 | 41 | 227 | 2017 | 42 | 256 | 2017 | 43 | 245 | 2017 | 44 | 256 | 2017 | 45 | 226 | 2017 | 46 | 253 | 2017 | 47 | 218 | 2017 | 48 | 247 | 2017 | 49 | 256 | 2017 | 50 | 258 | 2017 | 51 | 251 | 2017 | 52 | 277 | 2017 | 53 | 266 | 2017 | 54 | 256 | 2017 | 55 | 277 | 2017 | 56 | 257 | 2017 | 57 | 226 | 2017 | 58 | 255 | 2017 | 59 | 232 | 2017 | 60 | 223 | 2017 | 61 | 228 | 2017 | 62 | 204 | 2017 | 63 | 202 | 2017 | 64 | 184 | 2017 | 65 | 184 | 2017 | 66 | 193 | 2017 | 67 | 152 | 2017 | 68 | 177 | 2017 | 69 | 166 | 2017 | 70 | 161 | 2017 | 71 | 150 | 2017 | 72 | 132 | 2017 | 73 | 129 | 2017 | 74 | 131 | 2017 | 75 | 121 | 2017 | 76 | 99 | 2017 | 77 | 86 | 2017 | 78 | 78 | 2017 | 79 | 100 | 2017 | 80 | 87 | 2017 | 81 | 88 | 2017 | 82 | 58 | 2017 | 83 | 61 | 2017 | 84 | 62 | 2017 | 85 | 45 | 2017 | 86 | 52 | 2017 | 87 | 38 | 2017 | 88 | 30 | 2017 | 89 | 17 | 2017 | 90 | 24 | 2017 | 91 | 9 | 2017 | 92 | 13 | 2017 | 93 | 9 | 2017 | 94 | 4 | 2017 | 95 | 5 | 2017 | 96 | 4 | 2017 | 97 | 5 | 2017 | NA | NA | NA | 99 | 1 | 2017 | 100 | 1 | 2017 | NA | NA | NA | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 0 | 383 | 2017 | 1 | 471 | 2017 | 2 | 444 | 2017 | 3 | 428 | 2017 | 4 | 468 | 2017 | 5 | 434 | 2017 | 6 | 466 | 2017 | 7 | 495 | 2017 | 8 | 474 | 2017 | 9 | 454 | 2017 | 10 | 400 | 2017 | 11 | 427 | 2017 | 12 | 412 | 2017 | 13 | 440 | 2017 | 14 | 428 | 2017 | 15 | 437 | 2017 | 16 | 476 | 2017 | 17 | 472 | 2017 | 18 | 467 | 2017 | 19 | 468 | 2017 | 20 | 481 | 2017 | 21 | 464 | 2017 | 22 | 469 | 2017 | 23 | 487 | 2017 | 24 | 478 | 2017 | 25 | 429 | 2017 | 26 | 500 | 2017 | 27 | 473 | 2017 | 28 | 459 | 2017 | 29 | 404 | 2017 | 30 | 454 | 2017 | 31 | 419 | 2017 | 32 | 384 | 2017 | 33 | 428 | 2017 | 34 | 463 | 2017 | 35 | 409 | 2017 | 36 | 393 | 2017 | 37 | 393 | 2017 | 38 | 407 | 2017 | 39 | 401 | 2017 | 40 | 398 | 2017 | 41 | 402 | 2017 | 42 | 384 | 2017 | 43 | 421 | 2017 | 44 | 421 | 2017 | 45 | 447 | 2017 | 46 | 392 | 2017 | 47 | 372 | 2017 | 48 | 418 | 2017 | 49 | 434 | 2017 | 50 | 440 | 2017 | 51 | 417 | 2017 | 52 | 445 | 2017 | 53 | 422 | 2017 | 54 | 456 | 2017 | 55 | 443 | 2017 | 56 | 427 | 2017 | 57 | 407 | 2017 | 58 | 390 | 2017 | 59 | 361 | 2017 | 60 | 370 | 2017 | 61 | 332 | 2017 | 62 | 342 | 2017 | 63 | 296 | 2017 | 64 | 289 | 2017 | 65 | 295 | 2017 | 66 | 279 | 2017 | 67 | 260 | 2017 | 68 | 254 | 2017 | 69 | 247 | 2017 | 70 | 222 | 2017 | 71 | 248 | 2017 | 72 | 231 | 2017 | 73 | 213 | 2017 | 74 | 216 | 2017 | 75 | 212 | 2017 | 76 | 199 | 2017 | 77 | 183 | 2017 | 78 | 140 | 2017 | 79 | 121 | 2017 | 80 | 134 | 2017 | 81 | 98 | 2017 | 82 | 99 | 2017 | 83 | 88 | 2017 | 84 | 103 | 2017 | 85 | 72 | 2017 | 86 | 70 | 2017 | 87 | 71 | 2017 | 88 | 40 | 2017 | 89 | 34 | 2017 | 90 | 28 | 2017 | 91 | 29 | 2017 | 92 | 16 | 2017 | 93 | 12 | 2017 | 94 | 9 | 2017 | 95 | 11 | 2017 | 96 | 11 | 2017 | 97 | 5 | 2017 | 98 | 5 | 2017 | NA | NA | NA | 100 | 3 | 2017 | NA | NA | NA | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 0 | 3432 | 2017 | 1 | 3828 | 2017 | 2 | 3822 | 2017 | 3 | 3653 | 2017 | 4 | 3709 | 2017 | 5 | 3842 | 2017 | 6 | 3790 | 2017 | 7 | 3784 | 2017 | 8 | 3766 | 2017 | 9 | 3580 | 2017 | 10 | 3488 | 2017 | 11 | 3530 | 2017 | 12 | 3580 | 2017 | 13 | 3571 | 2017 | 14 | 3811 | 2017 | 15 | 4156 | 2017 | 16 | 4120 | 2017 | 17 | 4231 | 2017 | 18 | 5746 | 2017 | 19 | 6692 | 2017 | 20 | 6974 | 2017 | 21 | 6823 | 2017 | 22 | 6705 | 2017 | 23 | 6252 | 2017 | 24 | 6180 | 2017 | 25 | 6033 | 2017 | 26 | 6128 | 2017 | 27 | 5986 | 2017 | 28 | 5590 | 2017 | 29 | 5185 | 2017 | 30 | 5005 | 2017 | 31 | 4810 | 2017 | 32 | 4431 | 2017 | 33 | 4427 | 2017 | 34 | 4616 | 2017 | 35 | 4519 | 2017 | 36 | 4157 | 2017 | 37 | 4095 | 2017 | 38 | 3987 | 2017 | 39 | 3751 | 2017 | 40 | 3924 | 2017 | 41 | 3814 | 2017 | 42 | 3929 | 2017 | 43 | 3926 | 2017 | 44 | 3854 | 2017 | 45 | 3796 | 2017 | 46 | 3708 | 2017 | 47 | 3705 | 2017 | 48 | 3909 | 2017 | 49 | 3979 | 2017 | 50 | 4232 | 2017 | 51 | 4111 | 2017 | 52 | 4423 | 2017 | 53 | 4338 | 2017 | 54 | 4506 | 2017 | 55 | 4299 | 2017 | 56 | 4221 | 2017 | 57 | 4163 | 2017 | 58 | 4141 | 2017 | 59 | 4105 | 2017 | 60 | 4029 | 2017 | 61 | 3682 | 2017 | 62 | 3455 | 2017 | 63 | 3433 | 2017 | 64 | 3153 | 2017 | 65 | 3084 | 2017 | 66 | 2750 | 2017 | 67 | 2953 | 2017 | 68 | 2871 | 2017 | 69 | 2666 | 2017 | 70 | 2654 | 2017 | 71 | 2505 | 2017 | 72 | 2471 | 2017 | 73 | 2377 | 2017 | 74 | 2202 | 2017 | 75 | 2087 | 2017 | 76 | 2045 | 2017 | 77 | 1878 | 2017 | 78 | 1658 | 2017 | 79 | 1544 | 2017 | 80 | 1556 | 2017 | 81 | 1507 | 2017 | 82 | 1270 | 2017 | 83 | 1302 | 2017 | 84 | 1220 | 2017 | 85 | 1141 | 2017 | 86 | 1091 | 2017 | 87 | 944 | 2017 | 88 | 774 | 2017 | 89 | 715 | 2017 | 90 | 508 | 2017 | 91 | 418 | 2017 | 92 | 355 | 2017 | 93 | 281 | 2017 | 94 | 214 | 2017 | 95 | 161 | 2017 | 96 | 126 | 2017 | 97 | 85 | 2017 | 98 | 57 | 2017 | 99 | 40 | 2017 | 100 | 118 | 2017 | NA | NA | NA | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 0 | 92 | 2017 | 1 | 122 | 2017 | 2 | 133 | 2017 | 3 | 107 | 2017 | 4 | 105 | 2017 | 5 | 112 | 2017 | 6 | 88 | 2017 | 7 | 125 | 2017 | 8 | 124 | 2017 | 9 | 131 | 2017 | 10 | 109 | 2017 | 11 | 88 | 2017 | 12 | 108 | 2017 | 13 | 102 | 2017 | 14 | 96 | 2017 | 15 | 117 | 2017 | 16 | 86 | 2017 | 17 | 84 | 2017 | 18 | 58 | 2017 | 19 | 77 | 2017 | 20 | 70 | 2017 | 21 | 84 | 2017 | 22 | 97 | 2017 | 23 | 89 | 2017 | 24 | 136 | 2017 | 25 | 140 | 2017 | 26 | 184 | 2017 | 27 | 191 | 2017 | 28 | 195 | 2017 | 29 | 185 | 2017 | 30 | 188 | 2017 | 31 | 168 | 2017 | 32 | 163 | 2017 | 33 | 164 | 2017 | 34 | 164 | 2017 | 35 | 156 | 2017 | 36 | 144 | 2017 | 37 | 133 | 2017 | 38 | 134 | 2017 | 39 | 121 | 2017 | 40 | 132 | 2017 | 41 | 124 | 2017 | 42 | 138 | 2017 | 43 | 114 | 2017 | 44 | 111 | 2017 | 45 | 111 | 2017 | 46 | 95 | 2017 | 47 | 92 | 2017 | 48 | 90 | 2017 | 49 | 98 | 2017 | 50 | 100 | 2017 | 51 | 112 | 2017 | 52 | 90 | 2017 | 53 | 93 | 2017 | 54 | 105 | 2017 | 55 | 78 | 2017 | 56 | 88 | 2017 | 57 | 63 | 2017 | 58 | 69 | 2017 | 59 | 79 | 2017 | 60 | 78 | 2017 | 61 | 67 | 2017 | 62 | 69 | 2017 | 63 | 61 | 2017 | 64 | 48 | 2017 | 65 | 47 | 2017 | 66 | 54 | 2017 | 67 | 43 | 2017 | 68 | 40 | 2017 | 69 | 42 | 2017 | 70 | 36 | 2017 | 71 | 26 | 2017 | 72 | 27 | 2017 | 73 | 19 | 2017 | 74 | 23 | 2017 | 75 | 17 | 2017 | 76 | 16 | 2017 | 77 | 11 | 2017 | 78 | 10 | 2017 | 79 | 12 | 2017 | 80 | 10 | 2017 | 81 | 6 | 2017 | 82 | 4 | 2017 | 83 | 10 | 2017 | 84 | 3 | 2017 | 85 | 4 | 2017 | 86 | 4 | 2017 | 87 | 4 | 2017 | 88 | 3 | 2017 | NA | NA | NA | 90 | 1 | 2017 | 91 | 2 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 96 | 1 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 05301 | 0 | 787 | 2017 | 1 | 942 | 2017 | 2 | 968 | 2017 | 3 | 880 | 2017 | 4 | 854 | 2017 | 5 | 906 | 2017 | 6 | 929 | 2017 | 7 | 919 | 2017 | 8 | 867 | 2017 | 9 | 875 | 2017 | 10 | 806 | 2017 | 11 | 932 | 2017 | 12 | 855 | 2017 | 13 | 843 | 2017 | 14 | 907 | 2017 | 15 | 919 | 2017 | 16 | 960 | 2017 | 17 | 1075 | 2017 | 18 | 1023 | 2017 | 19 | 907 | 2017 | 20 | 853 | 2017 | 21 | 923 | 2017 | 22 | 930 | 2017 | 23 | 987 | 2017 | 24 | 1027 | 2017 | 25 | 989 | 2017 | 26 | 1025 | 2017 | 27 | 1099 | 2017 | 28 | 1067 | 2017 | 29 | 1030 | 2017 | 30 | 984 | 2017 | 31 | 987 | 2017 | 32 | 891 | 2017 | 33 | 880 | 2017 | 34 | 1006 | 2017 | 35 | 969 | 2017 | 36 | 1015 | 2017 | 37 | 982 | 2017 | 38 | 933 | 2017 | 39 | 957 | 2017 | 40 | 895 | 2017 | 41 | 937 | 2017 | 42 | 933 | 2017 | 43 | 951 | 2017 | 44 | 953 | 2017 | 45 | 880 | 2017 | 46 | 926 | 2017 | 47 | 831 | 2017 | 48 | 914 | 2017 | 49 | 886 | 2017 | 50 | 868 | 2017 | 51 | 855 | 2017 | 52 | 879 | 2017 | 53 | 877 | 2017 | 54 | 971 | 2017 | 55 | 896 | 2017 | 56 | 813 | 2017 | 57 | 806 | 2017 | 58 | 787 | 2017 | 59 | 701 | 2017 | 60 | 796 | 2017 | 61 | 675 | 2017 | 62 | 675 | 2017 | 63 | 646 | 2017 | 64 | 645 | 2017 | 65 | 594 | 2017 | 66 | 547 | 2017 | 67 | 537 | 2017 | 68 | 504 | 2017 | 69 | 507 | 2017 | 70 | 497 | 2017 | 71 | 473 | 2017 | 72 | 439 | 2017 | 73 | 395 | 2017 | 74 | 351 | 2017 | 75 | 374 | 2017 | 76 | 279 | 2017 | 77 | 263 | 2017 | 78 | 211 | 2017 | 79 | 210 | 2017 | 80 | 205 | 2017 | 81 | 195 | 2017 | 82 | 168 | 2017 | 83 | 167 | 2017 | 84 | 169 | 2017 | 85 | 149 | 2017 | 86 | 147 | 2017 | 87 | 126 | 2017 | 88 | 102 | 2017 | 89 | 109 | 2017 | 90 | 63 | 2017 | 91 | 50 | 2017 | 92 | 37 | 2017 | 93 | 27 | 2017 | 94 | 32 | 2017 | 95 | 29 | 2017 | 96 | 18 | 2017 | 97 | 11 | 2017 | 98 | 6 | 2017 | 99 | 8 | 2017 | 100 | 25 | 2017 | NA | NA | NA | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 0 | 223 | 2017 | 1 | 253 | 2017 | 2 | 235 | 2017 | 3 | 208 | 2017 | 4 | 236 | 2017 | 5 | 252 | 2017 | 6 | 241 | 2017 | 7 | 240 | 2017 | 8 | 225 | 2017 | 9 | 222 | 2017 | 10 | 219 | 2017 | 11 | 198 | 2017 | 12 | 202 | 2017 | 13 | 200 | 2017 | 14 | 205 | 2017 | 15 | 201 | 2017 | 16 | 218 | 2017 | 17 | 211 | 2017 | 18 | 209 | 2017 | 19 | 178 | 2017 | 20 | 184 | 2017 | 21 | 190 | 2017 | 22 | 179 | 2017 | 23 | 201 | 2017 | 24 | 205 | 2017 | 25 | 223 | 2017 | 26 | 224 | 2017 | 27 | 252 | 2017 | 28 | 271 | 2017 | 29 | 247 | 2017 | 30 | 222 | 2017 | 31 | 228 | 2017 | 32 | 190 | 2017 | 33 | 194 | 2017 | 34 | 228 | 2017 | 35 | 233 | 2017 | 36 | 239 | 2017 | 37 | 193 | 2017 | 38 | 192 | 2017 | 39 | 174 | 2017 | 40 | 203 | 2017 | 41 | 185 | 2017 | 42 | 190 | 2017 | 43 | 190 | 2017 | 44 | 177 | 2017 | 45 | 196 | 2017 | 46 | 206 | 2017 | 47 | 199 | 2017 | 48 | 174 | 2017 | 49 | 207 | 2017 | 50 | 197 | 2017 | 51 | 217 | 2017 | 52 | 200 | 2017 | 53 | 223 | 2017 | 54 | 203 | 2017 | 55 | 199 | 2017 | 56 | 164 | 2017 | 57 | 166 | 2017 | 58 | 202 | 2017 | 59 | 164 | 2017 | 60 | 142 | 2017 | 61 | 133 | 2017 | 62 | 125 | 2017 | 63 | 124 | 2017 | 64 | 121 | 2017 | 65 | 124 | 2017 | 66 | 114 | 2017 | 67 | 112 | 2017 | 68 | 100 | 2017 | 69 | 97 | 2017 | 70 | 93 | 2017 | 71 | 77 | 2017 | 72 | 96 | 2017 | 73 | 89 | 2017 | 74 | 90 | 2017 | 75 | 71 | 2017 | 76 | 80 | 2017 | 77 | 49 | 2017 | 78 | 53 | 2017 | 79 | 49 | 2017 | 80 | 48 | 2017 | 81 | 36 | 2017 | 82 | 41 | 2017 | 83 | 44 | 2017 | 84 | 38 | 2017 | 85 | 24 | 2017 | 86 | 25 | 2017 | 87 | 21 | 2017 | 88 | 24 | 2017 | 89 | 21 | 2017 | 90 | 9 | 2017 | 91 | 12 | 2017 | 92 | 8 | 2017 | 93 | 5 | 2017 | 94 | 5 | 2017 | 95 | 4 | 2017 | 96 | 5 | 2017 | 97 | 1 | 2017 | 98 | 5 | 2017 | 99 | 1 | 2017 | 100 | 9 | 2017 | NA | NA | NA | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
III <- seq(3,303,3)
for (i in 1:101) {
names(df_2017_2)[III[i]] <- i
# cadena <- paste0("names(df_2017_2)[",III[i],"] <-", i-1)
# print(cadena)
}2.2.5 Correlaciones
my_data <- df_2017_2[, c(3,6,9,12,15,18,21,24,27,30,313)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
my_data <- df_2017_2[, c(33,36,39,42,45,48,51,54,57,60,313)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
my_data <- df_2017_2[, c(63,66,69,72,75,78,81,84,87,90,313)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
my_data <- df_2017_2[, c(93,96,99,102,105,108,111,114,117,120,313)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
my_data <- df_2017_2[, c(123,126,129,132,135,138,141,144,147,150,313)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
my_data <- df_2017_2[, c(153,156,159,162,165,168,171,174,177,180,313)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
my_data <- df_2017_2[, c(183,186,189,192,195,198,201,204,207,210,313)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
my_data <- df_2017_2[, c(213,216,219,222,225,228,231,234,237,240,313)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
my_data <- df_2017_2[, c(243,246,249,252,255,258,261,264,267,270,313)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
my_data <- df_2017_2[, c(270,273,276,279,282,285,288,291,294,297,300,313)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
2.3 Pregunta P15: Nivel del curso más alto aprobado
1 Sala cuna o jardín infantil
2 Prekínder
3 Kínder
4 Especial o diferencial
5 Educación básica
6 Primaria o preparatorio (sistema antiguo)
7 Científico-humanista
8 Técnica profesional
9 Humanidades (sistema antiguo)
10 Técnica comercial, industrial/normalista (sistema antiguo)
11 Técnico superior (1-3 años)
12 Profesional (4 o más años)
13 Magíster
14 Doctorado
98 No aplica
99 Missing
2.3.1 Cálculo de frecuencias
Leemos las respuestas a la pregunta P15 del censo de personas 2017 y obtenemos la tabla de frecuencias por categoría de respuesta:
tabla_con_clave <- readRDS("../censo_personas_con_clave_17")
b <- tabla_con_clave$COMUNA
c <- tabla_con_clave$P15
cross_tab = xtabs( ~ unlist(b) + unlist(c))
tabla <- as.data.frame(cross_tab)
d <-tabla[!(tabla$Freq == 0),]
d$anio <- "2017"d_unique <- unique(d$unlist.c.)
d_unique## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 98 99
## Levels: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 98 99d_t <- filter(d,d$unlist.c. == 1)
for(i in 2:14){
d_i <- filter(d,d$unlist.c. == i)
d_t = merge( x = d_t, y = d_i, by = "unlist.b.", all.x = TRUE)
}tablamadre <- head(d_t,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.b. | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1101 | 1 | 5890 | 2017 | 2 | 2977 | 2017 | 3 | 4311 | 2017 | 4 | 629 | 2017 | 5 | 35364 | 2017 | 6 | 3734 | 2017 | 7 | 42856 | 2017 | 8 | 26764 | 2017 | 9 | 3945 | 2017 | 10 | 2260 | 2017 | 11 | 14681 | 2017 | 12 | 35222 | 2017 | 13 | 2288 | 2017 | 14 | 281 | 2017 |
| 1107 | 1 | 4592 | 2017 | 2 | 2302 | 2017 | 3 | 3166 | 2017 | 4 | 482 | 2017 | 5 | 31291 | 2017 | 6 | 1257 | 2017 | 7 | 25030 | 2017 | 8 | 19924 | 2017 | 9 | 969 | 2017 | 10 | 406 | 2017 | 11 | 4220 | 2017 | 12 | 6395 | 2017 | 13 | 178 | 2017 | 14 | 12 | 2017 |
| 1401 | 1 | 532 | 2017 | 2 | 273 | 2017 | 3 | 380 | 2017 | 4 | 19 | 2017 | 5 | 4181 | 2017 | 6 | 302 | 2017 | 7 | 3790 | 2017 | 8 | 2748 | 2017 | 9 | 159 | 2017 | 10 | 69 | 2017 | 11 | 979 | 2017 | 12 | 1136 | 2017 | 13 | 68 | 2017 | 14 | 4 | 2017 |
| 1402 | 1 | 42 | 2017 | 2 | 5 | 2017 | 3 | 28 | 2017 | NA | NA | NA | 5 | 518 | 2017 | 6 | 35 | 2017 | 7 | 181 | 2017 | 8 | 145 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 11 | 22 | 2017 | 12 | 62 | 2017 | 13 | 12 | 2017 | 14 | 1 | 2017 |
| 1403 | 1 | 29 | 2017 | 2 | 12 | 2017 | 3 | 27 | 2017 | 4 | 7 | 2017 | 5 | 661 | 2017 | 6 | 18 | 2017 | 7 | 213 | 2017 | 8 | 213 | 2017 | 9 | 6 | 2017 | 10 | 1 | 2017 | 11 | 110 | 2017 | 12 | 149 | 2017 | 13 | 9 | 2017 | 14 | 3 | 2017 |
| 1404 | 1 | 74 | 2017 | 2 | 36 | 2017 | 3 | 63 | 2017 | 4 | 3 | 2017 | 5 | 1024 | 2017 | 6 | 98 | 2017 | 7 | 510 | 2017 | 8 | 343 | 2017 | 9 | 19 | 2017 | 10 | 20 | 2017 | 11 | 95 | 2017 | 12 | 135 | 2017 | 13 | 11 | 2017 | 14 | 1 | 2017 |
| 1405 | 1 | 200 | 2017 | 2 | 75 | 2017 | 3 | 132 | 2017 | 4 | 19 | 2017 | 5 | 1475 | 2017 | 6 | 137 | 2017 | 7 | 2056 | 2017 | 8 | 2010 | 2017 | 9 | 78 | 2017 | 10 | 63 | 2017 | 11 | 995 | 2017 | 12 | 1499 | 2017 | 13 | 153 | 2017 | 14 | 5 | 2017 |
| 2101 | 1 | 9518 | 2017 | 2 | 5095 | 2017 | 3 | 8011 | 2017 | 4 | 1296 | 2017 | 5 | 71800 | 2017 | 6 | 6068 | 2017 | 7 | 81128 | 2017 | 8 | 53259 | 2017 | 9 | 5956 | 2017 | 10 | 2993 | 2017 | 11 | 27914 | 2017 | 12 | 60800 | 2017 | 13 | 3799 | 2017 | 14 | 738 | 2017 |
| 2102 | 1 | 335 | 2017 | 2 | 175 | 2017 | 3 | 277 | 2017 | 4 | 41 | 2017 | 5 | 3063 | 2017 | 6 | 222 | 2017 | 7 | 4078 | 2017 | 8 | 2325 | 2017 | 9 | 103 | 2017 | 10 | 61 | 2017 | 11 | 854 | 2017 | 12 | 1003 | 2017 | 13 | 25 | 2017 | 14 | 5 | 2017 |
| 2103 | 1 | 46 | 2017 | 2 | 25 | 2017 | 3 | 31 | 2017 | NA | NA | NA | 5 | 602 | 2017 | 6 | 26 | 2017 | 7 | 2757 | 2017 | 8 | 2434 | 2017 | 9 | 38 | 2017 | 10 | 40 | 2017 | 11 | 1510 | 2017 | 12 | 2306 | 2017 | 13 | 262 | 2017 | 14 | 3 | 2017 |
| 2104 | 1 | 348 | 2017 | 2 | 176 | 2017 | 3 | 272 | 2017 | 4 | 34 | 2017 | 5 | 3782 | 2017 | 6 | 311 | 2017 | 7 | 2825 | 2017 | 8 | 2601 | 2017 | 9 | 156 | 2017 | 10 | 89 | 2017 | 11 | 670 | 2017 | 12 | 1025 | 2017 | 13 | 45 | 2017 | 14 | 5 | 2017 |
| 2201 | 1 | 3849 | 2017 | 2 | 2178 | 2017 | 3 | 3610 | 2017 | 4 | 584 | 2017 | 5 | 35342 | 2017 | 6 | 2165 | 2017 | 7 | 41401 | 2017 | 8 | 24017 | 2017 | 9 | 1795 | 2017 | 10 | 971 | 2017 | 11 | 13498 | 2017 | 12 | 20699 | 2017 | 13 | 1128 | 2017 | 14 | 115 | 2017 |
| 2202 | 1 | 9 | 2017 | 2 | 3 | 2017 | 3 | 5 | 2017 | NA | NA | NA | 5 | 90 | 2017 | 6 | 6 | 2017 | 7 | 70 | 2017 | 8 | 47 | 2017 | 9 | 2 | 2017 | NA | NA | NA | 11 | 25 | 2017 | 12 | 34 | 2017 | 13 | 3 | 2017 | NA | NA | NA |
| 2203 | 1 | 260 | 2017 | 2 | 115 | 2017 | 3 | 194 | 2017 | 4 | 13 | 2017 | 5 | 2212 | 2017 | 6 | 131 | 2017 | 7 | 2410 | 2017 | 8 | 1757 | 2017 | 9 | 50 | 2017 | 10 | 50 | 2017 | 11 | 906 | 2017 | 12 | 1846 | 2017 | 13 | 203 | 2017 | 14 | 52 | 2017 |
| 2301 | 1 | 764 | 2017 | 2 | 456 | 2017 | 3 | 703 | 2017 | 4 | 145 | 2017 | 5 | 6653 | 2017 | 6 | 664 | 2017 | 7 | 6511 | 2017 | 8 | 3700 | 2017 | 9 | 459 | 2017 | 10 | 150 | 2017 | 11 | 1285 | 2017 | 12 | 1764 | 2017 | 13 | 49 | 2017 | 14 | 6 | 2017 |
| 2302 | 1 | 100 | 2017 | 2 | 53 | 2017 | 3 | 112 | 2017 | 4 | 2 | 2017 | 5 | 1268 | 2017 | 6 | 57 | 2017 | 7 | 1852 | 2017 | 8 | 1294 | 2017 | 9 | 65 | 2017 | 10 | 14 | 2017 | 11 | 532 | 2017 | 12 | 791 | 2017 | 13 | 45 | 2017 | 14 | 2 | 2017 |
| 3101 | 1 | 4781 | 2017 | 2 | 2719 | 2017 | 3 | 3740 | 2017 | 4 | 630 | 2017 | 5 | 35106 | 2017 | 6 | 3540 | 2017 | 7 | 36296 | 2017 | 8 | 18400 | 2017 | 9 | 2868 | 2017 | 10 | 1070 | 2017 | 11 | 11684 | 2017 | 12 | 22917 | 2017 | 13 | 900 | 2017 | 14 | 177 | 2017 |
| 3102 | 1 | 566 | 2017 | 2 | 290 | 2017 | 3 | 466 | 2017 | 4 | 51 | 2017 | 5 | 4573 | 2017 | 6 | 408 | 2017 | 7 | 4794 | 2017 | 8 | 2047 | 2017 | 9 | 334 | 2017 | 10 | 127 | 2017 | 11 | 1182 | 2017 | 12 | 1553 | 2017 | 13 | 70 | 2017 | 14 | 7 | 2017 |
| 3103 | 1 | 468 | 2017 | 2 | 212 | 2017 | 3 | 337 | 2017 | 4 | 44 | 2017 | 5 | 4542 | 2017 | 6 | 358 | 2017 | 7 | 3293 | 2017 | 8 | 2379 | 2017 | 9 | 127 | 2017 | 10 | 44 | 2017 | 11 | 606 | 2017 | 12 | 733 | 2017 | 13 | 25 | 2017 | 14 | 2 | 2017 |
| 3201 | 1 | 417 | 2017 | 2 | 207 | 2017 | 3 | 282 | 2017 | 4 | 97 | 2017 | 5 | 3347 | 2017 | 6 | 554 | 2017 | 7 | 2680 | 2017 | 8 | 2138 | 2017 | 9 | 189 | 2017 | 10 | 90 | 2017 | 11 | 648 | 2017 | 12 | 893 | 2017 | 13 | 18 | 2017 | NA | NA | NA |
| 3202 | 1 | 508 | 2017 | 2 | 197 | 2017 | 3 | 355 | 2017 | 4 | 69 | 2017 | 5 | 3282 | 2017 | 6 | 325 | 2017 | 7 | 3457 | 2017 | 8 | 2215 | 2017 | 9 | 147 | 2017 | 10 | 69 | 2017 | 11 | 997 | 2017 | 12 | 1523 | 2017 | 13 | 76 | 2017 | 14 | 6 | 2017 |
| 3301 | 1 | 1674 | 2017 | 2 | 921 | 2017 | 3 | 1197 | 2017 | 4 | 249 | 2017 | 5 | 13586 | 2017 | 6 | 1336 | 2017 | 7 | 11111 | 2017 | 8 | 9102 | 2017 | 9 | 766 | 2017 | 10 | 570 | 2017 | 11 | 2827 | 2017 | 12 | 4418 | 2017 | 13 | 176 | 2017 | 14 | 38 | 2017 |
| 3302 | 1 | 150 | 2017 | 2 | 52 | 2017 | 3 | 114 | 2017 | 4 | 8 | 2017 | 5 | 1771 | 2017 | 6 | 215 | 2017 | 7 | 988 | 2017 | 8 | 871 | 2017 | 9 | 49 | 2017 | 10 | 31 | 2017 | 11 | 165 | 2017 | 12 | 281 | 2017 | 13 | 15 | 2017 | NA | NA | NA |
| 3303 | 1 | 270 | 2017 | 2 | 139 | 2017 | 3 | 148 | 2017 | 4 | 23 | 2017 | 5 | 2281 | 2017 | 6 | 209 | 2017 | 7 | 1519 | 2017 | 8 | 1086 | 2017 | 9 | 65 | 2017 | 10 | 25 | 2017 | 11 | 312 | 2017 | 12 | 334 | 2017 | 13 | 18 | 2017 | NA | NA | NA |
| 3304 | 1 | 398 | 2017 | 2 | 167 | 2017 | 3 | 271 | 2017 | 4 | 32 | 2017 | 5 | 2626 | 2017 | 6 | 302 | 2017 | 7 | 2392 | 2017 | 8 | 1503 | 2017 | 9 | 196 | 2017 | 10 | 97 | 2017 | 11 | 628 | 2017 | 12 | 847 | 2017 | 13 | 24 | 2017 | 14 | 2 | 2017 |
| 4101 | 1 | 6654 | 2017 | 2 | 3535 | 2017 | 3 | 5047 | 2017 | 4 | 956 | 2017 | 5 | 45201 | 2017 | 6 | 5006 | 2017 | 7 | 47501 | 2017 | 8 | 28690 | 2017 | 9 | 4752 | 2017 | 10 | 1872 | 2017 | 11 | 16345 | 2017 | 12 | 39812 | 2017 | 13 | 2529 | 2017 | 14 | 507 | 2017 |
| 4102 | 1 | 7007 | 2017 | 2 | 3890 | 2017 | 3 | 5454 | 2017 | 4 | 1101 | 2017 | 5 | 50785 | 2017 | 6 | 5527 | 2017 | 7 | 52386 | 2017 | 8 | 33468 | 2017 | 9 | 4710 | 2017 | 10 | 2369 | 2017 | 11 | 15424 | 2017 | 12 | 29419 | 2017 | 13 | 1331 | 2017 | 14 | 232 | 2017 |
| 4103 | 1 | 302 | 2017 | 2 | 198 | 2017 | 3 | 276 | 2017 | 4 | 19 | 2017 | 5 | 3518 | 2017 | 6 | 491 | 2017 | 7 | 3126 | 2017 | 8 | 1186 | 2017 | 9 | 85 | 2017 | 10 | 33 | 2017 | 11 | 525 | 2017 | 12 | 556 | 2017 | 13 | 10 | 2017 | 14 | 2 | 2017 |
| 4104 | 1 | 133 | 2017 | 2 | 77 | 2017 | 3 | 97 | 2017 | 4 | 18 | 2017 | 5 | 1721 | 2017 | 6 | 148 | 2017 | 7 | 703 | 2017 | 8 | 580 | 2017 | 9 | 38 | 2017 | 10 | 22 | 2017 | 11 | 105 | 2017 | 12 | 133 | 2017 | 13 | 7 | 2017 | 14 | 6 | 2017 |
| 4105 | 1 | 140 | 2017 | 2 | 50 | 2017 | 3 | 82 | 2017 | 4 | 10 | 2017 | 5 | 1417 | 2017 | 6 | 211 | 2017 | 7 | 1069 | 2017 | 8 | 504 | 2017 | 9 | 70 | 2017 | 10 | 20 | 2017 | 11 | 197 | 2017 | 12 | 451 | 2017 | 13 | 40 | 2017 | 14 | 15 | 2017 |
| 4106 | 1 | 783 | 2017 | 2 | 482 | 2017 | 3 | 677 | 2017 | 4 | 68 | 2017 | 5 | 9057 | 2017 | 6 | 813 | 2017 | 7 | 7313 | 2017 | 8 | 2860 | 2017 | 9 | 403 | 2017 | 10 | 129 | 2017 | 11 | 1206 | 2017 | 12 | 2021 | 2017 | 13 | 72 | 2017 | 14 | 21 | 2017 |
| 4201 | 1 | 959 | 2017 | 2 | 491 | 2017 | 3 | 691 | 2017 | 4 | 128 | 2017 | 5 | 10258 | 2017 | 6 | 929 | 2017 | 7 | 7201 | 2017 | 8 | 3594 | 2017 | 9 | 404 | 2017 | 10 | 196 | 2017 | 11 | 1604 | 2017 | 12 | 2137 | 2017 | 13 | 88 | 2017 | 14 | 12 | 2017 |
| 4202 | 1 | 198 | 2017 | 2 | 67 | 2017 | 3 | 164 | 2017 | 4 | 19 | 2017 | 5 | 4178 | 2017 | 6 | 396 | 2017 | 7 | 1582 | 2017 | 8 | 718 | 2017 | 9 | 51 | 2017 | 10 | 20 | 2017 | 11 | 285 | 2017 | 12 | 377 | 2017 | 13 | 10 | 2017 | NA | NA | NA |
| 4203 | 1 | 565 | 2017 | 2 | 337 | 2017 | 3 | 474 | 2017 | 4 | 94 | 2017 | 5 | 6787 | 2017 | 6 | 632 | 2017 | 7 | 5788 | 2017 | 8 | 1541 | 2017 | 9 | 282 | 2017 | 10 | 102 | 2017 | 11 | 1252 | 2017 | 12 | 1645 | 2017 | 13 | 81 | 2017 | 14 | 11 | 2017 |
| 4204 | 1 | 710 | 2017 | 2 | 420 | 2017 | 3 | 631 | 2017 | 4 | 74 | 2017 | 5 | 9795 | 2017 | 6 | 806 | 2017 | 7 | 7865 | 2017 | 8 | 2442 | 2017 | 9 | 267 | 2017 | 10 | 87 | 2017 | 11 | 1658 | 2017 | 12 | 2295 | 2017 | 13 | 114 | 2017 | 14 | 12 | 2017 |
| 4301 | 1 | 3230 | 2017 | 2 | 1855 | 2017 | 3 | 2626 | 2017 | 4 | 460 | 2017 | 5 | 33123 | 2017 | 6 | 3423 | 2017 | 7 | 27089 | 2017 | 8 | 14003 | 2017 | 9 | 1565 | 2017 | 10 | 567 | 2017 | 11 | 5696 | 2017 | 12 | 8941 | 2017 | 13 | 308 | 2017 | 14 | 55 | 2017 |
| 4302 | 1 | 290 | 2017 | 2 | 160 | 2017 | 3 | 229 | 2017 | 4 | 31 | 2017 | 5 | 5456 | 2017 | 6 | 591 | 2017 | 7 | 2925 | 2017 | 8 | 998 | 2017 | 9 | 110 | 2017 | 10 | 39 | 2017 | 11 | 488 | 2017 | 12 | 772 | 2017 | 13 | 31 | 2017 | NA | NA | NA |
| 4303 | 1 | 714 | 2017 | 2 | 432 | 2017 | 3 | 735 | 2017 | 4 | 89 | 2017 | 5 | 13043 | 2017 | 6 | 921 | 2017 | 7 | 6576 | 2017 | 8 | 2983 | 2017 | 9 | 176 | 2017 | 10 | 79 | 2017 | 11 | 930 | 2017 | 12 | 1174 | 2017 | 13 | 33 | 2017 | 14 | 3 | 2017 |
| 4304 | 1 | 233 | 2017 | 2 | 152 | 2017 | 3 | 237 | 2017 | 4 | 60 | 2017 | 5 | 4342 | 2017 | 6 | 329 | 2017 | 7 | 2490 | 2017 | 8 | 959 | 2017 | 9 | 99 | 2017 | 10 | 29 | 2017 | 11 | 372 | 2017 | 12 | 455 | 2017 | 13 | 21 | 2017 | 14 | 1 | 2017 |
| 4305 | 1 | 110 | 2017 | 2 | 36 | 2017 | 3 | 83 | 2017 | 4 | 11 | 2017 | 5 | 1912 | 2017 | 6 | 170 | 2017 | 7 | 847 | 2017 | 8 | 327 | 2017 | 9 | 33 | 2017 | 10 | 17 | 2017 | 11 | 135 | 2017 | 12 | 199 | 2017 | 13 | 14 | 2017 | 14 | 2 | 2017 |
| 5101 | 1 | 6687 | 2017 | 2 | 3910 | 2017 | 3 | 5405 | 2017 | 4 | 1576 | 2017 | 5 | 53843 | 2017 | 6 | 10426 | 2017 | 7 | 73967 | 2017 | 8 | 33359 | 2017 | 9 | 11211 | 2017 | 10 | 2409 | 2017 | 11 | 24447 | 2017 | 12 | 48746 | 2017 | 13 | 3591 | 2017 | 14 | 834 | 2017 |
| 5102 | 1 | 733 | 2017 | 2 | 405 | 2017 | 3 | 553 | 2017 | 4 | 136 | 2017 | 5 | 7404 | 2017 | 6 | 941 | 2017 | 7 | 6991 | 2017 | 8 | 2945 | 2017 | 9 | 446 | 2017 | 10 | 79 | 2017 | 11 | 1817 | 2017 | 12 | 2541 | 2017 | 13 | 132 | 2017 | 14 | 38 | 2017 |
| 5103 | 1 | 1177 | 2017 | 2 | 623 | 2017 | 3 | 794 | 2017 | 4 | 124 | 2017 | 5 | 7673 | 2017 | 6 | 969 | 2017 | 7 | 9077 | 2017 | 8 | 3345 | 2017 | 9 | 1068 | 2017 | 10 | 226 | 2017 | 11 | 3534 | 2017 | 12 | 9879 | 2017 | 13 | 1419 | 2017 | 14 | 211 | 2017 |
| 5104 | 1 | 39 | 2017 | 2 | 15 | 2017 | 3 | 15 | 2017 | 4 | 1 | 2017 | 5 | 230 | 2017 | 6 | 24 | 2017 | 7 | 251 | 2017 | 8 | 85 | 2017 | 9 | 10 | 2017 | 10 | 3 | 2017 | 11 | 68 | 2017 | 12 | 137 | 2017 | 13 | 11 | 2017 | 14 | 2 | 2017 |
| 5105 | 1 | 505 | 2017 | 2 | 226 | 2017 | 3 | 406 | 2017 | 4 | 75 | 2017 | 5 | 4669 | 2017 | 6 | 853 | 2017 | 7 | 5100 | 2017 | 8 | 1738 | 2017 | 9 | 409 | 2017 | 10 | 90 | 2017 | 11 | 1469 | 2017 | 12 | 1780 | 2017 | 13 | 96 | 2017 | 14 | 11 | 2017 |
| 5107 | 1 | 790 | 2017 | 2 | 493 | 2017 | 3 | 681 | 2017 | 4 | 190 | 2017 | 5 | 7365 | 2017 | 6 | 1142 | 2017 | 7 | 8264 | 2017 | 8 | 3122 | 2017 | 9 | 908 | 2017 | 10 | 202 | 2017 | 11 | 2748 | 2017 | 12 | 3495 | 2017 | 13 | 208 | 2017 | 14 | 49 | 2017 |
| 5109 | 1 | 7339 | 2017 | 2 | 4047 | 2017 | 3 | 5553 | 2017 | 4 | 1539 | 2017 | 5 | 54389 | 2017 | 6 | 10098 | 2017 | 7 | 72051 | 2017 | 8 | 35656 | 2017 | 9 | 12645 | 2017 | 10 | 2919 | 2017 | 11 | 29468 | 2017 | 12 | 72008 | 2017 | 13 | 7476 | 2017 | 14 | 1636 | 2017 |
| 5201 | 1 | 262 | 2017 | 2 | 111 | 2017 | 3 | 140 | 2017 | 4 | 15 | 2017 | 5 | 1417 | 2017 | 6 | 103 | 2017 | 7 | 1636 | 2017 | 8 | 834 | 2017 | 9 | 91 | 2017 | 10 | 17 | 2017 | 11 | 853 | 2017 | 12 | 1512 | 2017 | 13 | 157 | 2017 | 14 | 30 | 2017 |
| 5301 | 1 | 1688 | 2017 | 2 | 929 | 2017 | 3 | 1374 | 2017 | 4 | 252 | 2017 | 5 | 14071 | 2017 | 6 | 2134 | 2017 | 7 | 14949 | 2017 | 8 | 10456 | 2017 | 9 | 1772 | 2017 | 10 | 617 | 2017 | 11 | 5575 | 2017 | 12 | 8071 | 2017 | 13 | 428 | 2017 | 14 | 51 | 2017 |
| 5302 | 1 | 404 | 2017 | 2 | 272 | 2017 | 3 | 362 | 2017 | 4 | 59 | 2017 | 5 | 3980 | 2017 | 6 | 578 | 2017 | 7 | 3199 | 2017 | 8 | 2407 | 2017 | 9 | 208 | 2017 | 10 | 96 | 2017 | 11 | 764 | 2017 | 12 | 1284 | 2017 | 13 | 92 | 2017 | 14 | 11 | 2017 |
2.3.2 Construcción de un código comunal ad-hoc
Agregamos un cero a los códigos comunales de 4 dígitos, que queda en la columna llamada código:
codigos <- d_t$unlist.b.
rango <- seq(1:nrow(d_t))
cadena <- paste("0",codigos[rango], sep = "")
cadena <- substr(cadena,(nchar(cadena)[rango])-(4),6)
codigos <- as.data.frame(codigos)
cadena <- as.data.frame(cadena)
comuna_corr <- cbind(d_t,cadena)
comuna_corr <- comuna_corr[,-c(1),drop=FALSE]names(comuna_corr)[43] <- "código"
tablamadre <- head(comuna_corr,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | unlist.c..x.5 | Freq.x.5 | anio.x.5 | unlist.c..y.5 | Freq.y.5 | anio.y.5 | unlist.c..x.6 | Freq.x.6 | anio.x.6 | unlist.c..y.6 | Freq.y.6 | anio.y.6 | código |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 5890 | 2017 | 2 | 2977 | 2017 | 3 | 4311 | 2017 | 4 | 629 | 2017 | 5 | 35364 | 2017 | 6 | 3734 | 2017 | 7 | 42856 | 2017 | 8 | 26764 | 2017 | 9 | 3945 | 2017 | 10 | 2260 | 2017 | 11 | 14681 | 2017 | 12 | 35222 | 2017 | 13 | 2288 | 2017 | 14 | 281 | 2017 | 01101 |
| 1 | 4592 | 2017 | 2 | 2302 | 2017 | 3 | 3166 | 2017 | 4 | 482 | 2017 | 5 | 31291 | 2017 | 6 | 1257 | 2017 | 7 | 25030 | 2017 | 8 | 19924 | 2017 | 9 | 969 | 2017 | 10 | 406 | 2017 | 11 | 4220 | 2017 | 12 | 6395 | 2017 | 13 | 178 | 2017 | 14 | 12 | 2017 | 01107 |
| 1 | 532 | 2017 | 2 | 273 | 2017 | 3 | 380 | 2017 | 4 | 19 | 2017 | 5 | 4181 | 2017 | 6 | 302 | 2017 | 7 | 3790 | 2017 | 8 | 2748 | 2017 | 9 | 159 | 2017 | 10 | 69 | 2017 | 11 | 979 | 2017 | 12 | 1136 | 2017 | 13 | 68 | 2017 | 14 | 4 | 2017 | 01401 |
| 1 | 42 | 2017 | 2 | 5 | 2017 | 3 | 28 | 2017 | NA | NA | NA | 5 | 518 | 2017 | 6 | 35 | 2017 | 7 | 181 | 2017 | 8 | 145 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 11 | 22 | 2017 | 12 | 62 | 2017 | 13 | 12 | 2017 | 14 | 1 | 2017 | 01402 |
| 1 | 29 | 2017 | 2 | 12 | 2017 | 3 | 27 | 2017 | 4 | 7 | 2017 | 5 | 661 | 2017 | 6 | 18 | 2017 | 7 | 213 | 2017 | 8 | 213 | 2017 | 9 | 6 | 2017 | 10 | 1 | 2017 | 11 | 110 | 2017 | 12 | 149 | 2017 | 13 | 9 | 2017 | 14 | 3 | 2017 | 01403 |
| 1 | 74 | 2017 | 2 | 36 | 2017 | 3 | 63 | 2017 | 4 | 3 | 2017 | 5 | 1024 | 2017 | 6 | 98 | 2017 | 7 | 510 | 2017 | 8 | 343 | 2017 | 9 | 19 | 2017 | 10 | 20 | 2017 | 11 | 95 | 2017 | 12 | 135 | 2017 | 13 | 11 | 2017 | 14 | 1 | 2017 | 01404 |
| 1 | 200 | 2017 | 2 | 75 | 2017 | 3 | 132 | 2017 | 4 | 19 | 2017 | 5 | 1475 | 2017 | 6 | 137 | 2017 | 7 | 2056 | 2017 | 8 | 2010 | 2017 | 9 | 78 | 2017 | 10 | 63 | 2017 | 11 | 995 | 2017 | 12 | 1499 | 2017 | 13 | 153 | 2017 | 14 | 5 | 2017 | 01405 |
| 1 | 9518 | 2017 | 2 | 5095 | 2017 | 3 | 8011 | 2017 | 4 | 1296 | 2017 | 5 | 71800 | 2017 | 6 | 6068 | 2017 | 7 | 81128 | 2017 | 8 | 53259 | 2017 | 9 | 5956 | 2017 | 10 | 2993 | 2017 | 11 | 27914 | 2017 | 12 | 60800 | 2017 | 13 | 3799 | 2017 | 14 | 738 | 2017 | 02101 |
| 1 | 335 | 2017 | 2 | 175 | 2017 | 3 | 277 | 2017 | 4 | 41 | 2017 | 5 | 3063 | 2017 | 6 | 222 | 2017 | 7 | 4078 | 2017 | 8 | 2325 | 2017 | 9 | 103 | 2017 | 10 | 61 | 2017 | 11 | 854 | 2017 | 12 | 1003 | 2017 | 13 | 25 | 2017 | 14 | 5 | 2017 | 02102 |
| 1 | 46 | 2017 | 2 | 25 | 2017 | 3 | 31 | 2017 | NA | NA | NA | 5 | 602 | 2017 | 6 | 26 | 2017 | 7 | 2757 | 2017 | 8 | 2434 | 2017 | 9 | 38 | 2017 | 10 | 40 | 2017 | 11 | 1510 | 2017 | 12 | 2306 | 2017 | 13 | 262 | 2017 | 14 | 3 | 2017 | 02103 |
| 1 | 348 | 2017 | 2 | 176 | 2017 | 3 | 272 | 2017 | 4 | 34 | 2017 | 5 | 3782 | 2017 | 6 | 311 | 2017 | 7 | 2825 | 2017 | 8 | 2601 | 2017 | 9 | 156 | 2017 | 10 | 89 | 2017 | 11 | 670 | 2017 | 12 | 1025 | 2017 | 13 | 45 | 2017 | 14 | 5 | 2017 | 02104 |
| 1 | 3849 | 2017 | 2 | 2178 | 2017 | 3 | 3610 | 2017 | 4 | 584 | 2017 | 5 | 35342 | 2017 | 6 | 2165 | 2017 | 7 | 41401 | 2017 | 8 | 24017 | 2017 | 9 | 1795 | 2017 | 10 | 971 | 2017 | 11 | 13498 | 2017 | 12 | 20699 | 2017 | 13 | 1128 | 2017 | 14 | 115 | 2017 | 02201 |
| 1 | 9 | 2017 | 2 | 3 | 2017 | 3 | 5 | 2017 | NA | NA | NA | 5 | 90 | 2017 | 6 | 6 | 2017 | 7 | 70 | 2017 | 8 | 47 | 2017 | 9 | 2 | 2017 | NA | NA | NA | 11 | 25 | 2017 | 12 | 34 | 2017 | 13 | 3 | 2017 | NA | NA | NA | 02202 |
| 1 | 260 | 2017 | 2 | 115 | 2017 | 3 | 194 | 2017 | 4 | 13 | 2017 | 5 | 2212 | 2017 | 6 | 131 | 2017 | 7 | 2410 | 2017 | 8 | 1757 | 2017 | 9 | 50 | 2017 | 10 | 50 | 2017 | 11 | 906 | 2017 | 12 | 1846 | 2017 | 13 | 203 | 2017 | 14 | 52 | 2017 | 02203 |
| 1 | 764 | 2017 | 2 | 456 | 2017 | 3 | 703 | 2017 | 4 | 145 | 2017 | 5 | 6653 | 2017 | 6 | 664 | 2017 | 7 | 6511 | 2017 | 8 | 3700 | 2017 | 9 | 459 | 2017 | 10 | 150 | 2017 | 11 | 1285 | 2017 | 12 | 1764 | 2017 | 13 | 49 | 2017 | 14 | 6 | 2017 | 02301 |
| 1 | 100 | 2017 | 2 | 53 | 2017 | 3 | 112 | 2017 | 4 | 2 | 2017 | 5 | 1268 | 2017 | 6 | 57 | 2017 | 7 | 1852 | 2017 | 8 | 1294 | 2017 | 9 | 65 | 2017 | 10 | 14 | 2017 | 11 | 532 | 2017 | 12 | 791 | 2017 | 13 | 45 | 2017 | 14 | 2 | 2017 | 02302 |
| 1 | 4781 | 2017 | 2 | 2719 | 2017 | 3 | 3740 | 2017 | 4 | 630 | 2017 | 5 | 35106 | 2017 | 6 | 3540 | 2017 | 7 | 36296 | 2017 | 8 | 18400 | 2017 | 9 | 2868 | 2017 | 10 | 1070 | 2017 | 11 | 11684 | 2017 | 12 | 22917 | 2017 | 13 | 900 | 2017 | 14 | 177 | 2017 | 03101 |
| 1 | 566 | 2017 | 2 | 290 | 2017 | 3 | 466 | 2017 | 4 | 51 | 2017 | 5 | 4573 | 2017 | 6 | 408 | 2017 | 7 | 4794 | 2017 | 8 | 2047 | 2017 | 9 | 334 | 2017 | 10 | 127 | 2017 | 11 | 1182 | 2017 | 12 | 1553 | 2017 | 13 | 70 | 2017 | 14 | 7 | 2017 | 03102 |
| 1 | 468 | 2017 | 2 | 212 | 2017 | 3 | 337 | 2017 | 4 | 44 | 2017 | 5 | 4542 | 2017 | 6 | 358 | 2017 | 7 | 3293 | 2017 | 8 | 2379 | 2017 | 9 | 127 | 2017 | 10 | 44 | 2017 | 11 | 606 | 2017 | 12 | 733 | 2017 | 13 | 25 | 2017 | 14 | 2 | 2017 | 03103 |
| 1 | 417 | 2017 | 2 | 207 | 2017 | 3 | 282 | 2017 | 4 | 97 | 2017 | 5 | 3347 | 2017 | 6 | 554 | 2017 | 7 | 2680 | 2017 | 8 | 2138 | 2017 | 9 | 189 | 2017 | 10 | 90 | 2017 | 11 | 648 | 2017 | 12 | 893 | 2017 | 13 | 18 | 2017 | NA | NA | NA | 03201 |
| 1 | 508 | 2017 | 2 | 197 | 2017 | 3 | 355 | 2017 | 4 | 69 | 2017 | 5 | 3282 | 2017 | 6 | 325 | 2017 | 7 | 3457 | 2017 | 8 | 2215 | 2017 | 9 | 147 | 2017 | 10 | 69 | 2017 | 11 | 997 | 2017 | 12 | 1523 | 2017 | 13 | 76 | 2017 | 14 | 6 | 2017 | 03202 |
| 1 | 1674 | 2017 | 2 | 921 | 2017 | 3 | 1197 | 2017 | 4 | 249 | 2017 | 5 | 13586 | 2017 | 6 | 1336 | 2017 | 7 | 11111 | 2017 | 8 | 9102 | 2017 | 9 | 766 | 2017 | 10 | 570 | 2017 | 11 | 2827 | 2017 | 12 | 4418 | 2017 | 13 | 176 | 2017 | 14 | 38 | 2017 | 03301 |
| 1 | 150 | 2017 | 2 | 52 | 2017 | 3 | 114 | 2017 | 4 | 8 | 2017 | 5 | 1771 | 2017 | 6 | 215 | 2017 | 7 | 988 | 2017 | 8 | 871 | 2017 | 9 | 49 | 2017 | 10 | 31 | 2017 | 11 | 165 | 2017 | 12 | 281 | 2017 | 13 | 15 | 2017 | NA | NA | NA | 03302 |
| 1 | 270 | 2017 | 2 | 139 | 2017 | 3 | 148 | 2017 | 4 | 23 | 2017 | 5 | 2281 | 2017 | 6 | 209 | 2017 | 7 | 1519 | 2017 | 8 | 1086 | 2017 | 9 | 65 | 2017 | 10 | 25 | 2017 | 11 | 312 | 2017 | 12 | 334 | 2017 | 13 | 18 | 2017 | NA | NA | NA | 03303 |
| 1 | 398 | 2017 | 2 | 167 | 2017 | 3 | 271 | 2017 | 4 | 32 | 2017 | 5 | 2626 | 2017 | 6 | 302 | 2017 | 7 | 2392 | 2017 | 8 | 1503 | 2017 | 9 | 196 | 2017 | 10 | 97 | 2017 | 11 | 628 | 2017 | 12 | 847 | 2017 | 13 | 24 | 2017 | 14 | 2 | 2017 | 03304 |
| 1 | 6654 | 2017 | 2 | 3535 | 2017 | 3 | 5047 | 2017 | 4 | 956 | 2017 | 5 | 45201 | 2017 | 6 | 5006 | 2017 | 7 | 47501 | 2017 | 8 | 28690 | 2017 | 9 | 4752 | 2017 | 10 | 1872 | 2017 | 11 | 16345 | 2017 | 12 | 39812 | 2017 | 13 | 2529 | 2017 | 14 | 507 | 2017 | 04101 |
| 1 | 7007 | 2017 | 2 | 3890 | 2017 | 3 | 5454 | 2017 | 4 | 1101 | 2017 | 5 | 50785 | 2017 | 6 | 5527 | 2017 | 7 | 52386 | 2017 | 8 | 33468 | 2017 | 9 | 4710 | 2017 | 10 | 2369 | 2017 | 11 | 15424 | 2017 | 12 | 29419 | 2017 | 13 | 1331 | 2017 | 14 | 232 | 2017 | 04102 |
| 1 | 302 | 2017 | 2 | 198 | 2017 | 3 | 276 | 2017 | 4 | 19 | 2017 | 5 | 3518 | 2017 | 6 | 491 | 2017 | 7 | 3126 | 2017 | 8 | 1186 | 2017 | 9 | 85 | 2017 | 10 | 33 | 2017 | 11 | 525 | 2017 | 12 | 556 | 2017 | 13 | 10 | 2017 | 14 | 2 | 2017 | 04103 |
| 1 | 133 | 2017 | 2 | 77 | 2017 | 3 | 97 | 2017 | 4 | 18 | 2017 | 5 | 1721 | 2017 | 6 | 148 | 2017 | 7 | 703 | 2017 | 8 | 580 | 2017 | 9 | 38 | 2017 | 10 | 22 | 2017 | 11 | 105 | 2017 | 12 | 133 | 2017 | 13 | 7 | 2017 | 14 | 6 | 2017 | 04104 |
| 1 | 140 | 2017 | 2 | 50 | 2017 | 3 | 82 | 2017 | 4 | 10 | 2017 | 5 | 1417 | 2017 | 6 | 211 | 2017 | 7 | 1069 | 2017 | 8 | 504 | 2017 | 9 | 70 | 2017 | 10 | 20 | 2017 | 11 | 197 | 2017 | 12 | 451 | 2017 | 13 | 40 | 2017 | 14 | 15 | 2017 | 04105 |
| 1 | 783 | 2017 | 2 | 482 | 2017 | 3 | 677 | 2017 | 4 | 68 | 2017 | 5 | 9057 | 2017 | 6 | 813 | 2017 | 7 | 7313 | 2017 | 8 | 2860 | 2017 | 9 | 403 | 2017 | 10 | 129 | 2017 | 11 | 1206 | 2017 | 12 | 2021 | 2017 | 13 | 72 | 2017 | 14 | 21 | 2017 | 04106 |
| 1 | 959 | 2017 | 2 | 491 | 2017 | 3 | 691 | 2017 | 4 | 128 | 2017 | 5 | 10258 | 2017 | 6 | 929 | 2017 | 7 | 7201 | 2017 | 8 | 3594 | 2017 | 9 | 404 | 2017 | 10 | 196 | 2017 | 11 | 1604 | 2017 | 12 | 2137 | 2017 | 13 | 88 | 2017 | 14 | 12 | 2017 | 04201 |
| 1 | 198 | 2017 | 2 | 67 | 2017 | 3 | 164 | 2017 | 4 | 19 | 2017 | 5 | 4178 | 2017 | 6 | 396 | 2017 | 7 | 1582 | 2017 | 8 | 718 | 2017 | 9 | 51 | 2017 | 10 | 20 | 2017 | 11 | 285 | 2017 | 12 | 377 | 2017 | 13 | 10 | 2017 | NA | NA | NA | 04202 |
| 1 | 565 | 2017 | 2 | 337 | 2017 | 3 | 474 | 2017 | 4 | 94 | 2017 | 5 | 6787 | 2017 | 6 | 632 | 2017 | 7 | 5788 | 2017 | 8 | 1541 | 2017 | 9 | 282 | 2017 | 10 | 102 | 2017 | 11 | 1252 | 2017 | 12 | 1645 | 2017 | 13 | 81 | 2017 | 14 | 11 | 2017 | 04203 |
| 1 | 710 | 2017 | 2 | 420 | 2017 | 3 | 631 | 2017 | 4 | 74 | 2017 | 5 | 9795 | 2017 | 6 | 806 | 2017 | 7 | 7865 | 2017 | 8 | 2442 | 2017 | 9 | 267 | 2017 | 10 | 87 | 2017 | 11 | 1658 | 2017 | 12 | 2295 | 2017 | 13 | 114 | 2017 | 14 | 12 | 2017 | 04204 |
| 1 | 3230 | 2017 | 2 | 1855 | 2017 | 3 | 2626 | 2017 | 4 | 460 | 2017 | 5 | 33123 | 2017 | 6 | 3423 | 2017 | 7 | 27089 | 2017 | 8 | 14003 | 2017 | 9 | 1565 | 2017 | 10 | 567 | 2017 | 11 | 5696 | 2017 | 12 | 8941 | 2017 | 13 | 308 | 2017 | 14 | 55 | 2017 | 04301 |
| 1 | 290 | 2017 | 2 | 160 | 2017 | 3 | 229 | 2017 | 4 | 31 | 2017 | 5 | 5456 | 2017 | 6 | 591 | 2017 | 7 | 2925 | 2017 | 8 | 998 | 2017 | 9 | 110 | 2017 | 10 | 39 | 2017 | 11 | 488 | 2017 | 12 | 772 | 2017 | 13 | 31 | 2017 | NA | NA | NA | 04302 |
| 1 | 714 | 2017 | 2 | 432 | 2017 | 3 | 735 | 2017 | 4 | 89 | 2017 | 5 | 13043 | 2017 | 6 | 921 | 2017 | 7 | 6576 | 2017 | 8 | 2983 | 2017 | 9 | 176 | 2017 | 10 | 79 | 2017 | 11 | 930 | 2017 | 12 | 1174 | 2017 | 13 | 33 | 2017 | 14 | 3 | 2017 | 04303 |
| 1 | 233 | 2017 | 2 | 152 | 2017 | 3 | 237 | 2017 | 4 | 60 | 2017 | 5 | 4342 | 2017 | 6 | 329 | 2017 | 7 | 2490 | 2017 | 8 | 959 | 2017 | 9 | 99 | 2017 | 10 | 29 | 2017 | 11 | 372 | 2017 | 12 | 455 | 2017 | 13 | 21 | 2017 | 14 | 1 | 2017 | 04304 |
| 1 | 110 | 2017 | 2 | 36 | 2017 | 3 | 83 | 2017 | 4 | 11 | 2017 | 5 | 1912 | 2017 | 6 | 170 | 2017 | 7 | 847 | 2017 | 8 | 327 | 2017 | 9 | 33 | 2017 | 10 | 17 | 2017 | 11 | 135 | 2017 | 12 | 199 | 2017 | 13 | 14 | 2017 | 14 | 2 | 2017 | 04305 |
| 1 | 6687 | 2017 | 2 | 3910 | 2017 | 3 | 5405 | 2017 | 4 | 1576 | 2017 | 5 | 53843 | 2017 | 6 | 10426 | 2017 | 7 | 73967 | 2017 | 8 | 33359 | 2017 | 9 | 11211 | 2017 | 10 | 2409 | 2017 | 11 | 24447 | 2017 | 12 | 48746 | 2017 | 13 | 3591 | 2017 | 14 | 834 | 2017 | 05101 |
| 1 | 733 | 2017 | 2 | 405 | 2017 | 3 | 553 | 2017 | 4 | 136 | 2017 | 5 | 7404 | 2017 | 6 | 941 | 2017 | 7 | 6991 | 2017 | 8 | 2945 | 2017 | 9 | 446 | 2017 | 10 | 79 | 2017 | 11 | 1817 | 2017 | 12 | 2541 | 2017 | 13 | 132 | 2017 | 14 | 38 | 2017 | 05102 |
| 1 | 1177 | 2017 | 2 | 623 | 2017 | 3 | 794 | 2017 | 4 | 124 | 2017 | 5 | 7673 | 2017 | 6 | 969 | 2017 | 7 | 9077 | 2017 | 8 | 3345 | 2017 | 9 | 1068 | 2017 | 10 | 226 | 2017 | 11 | 3534 | 2017 | 12 | 9879 | 2017 | 13 | 1419 | 2017 | 14 | 211 | 2017 | 05103 |
| 1 | 39 | 2017 | 2 | 15 | 2017 | 3 | 15 | 2017 | 4 | 1 | 2017 | 5 | 230 | 2017 | 6 | 24 | 2017 | 7 | 251 | 2017 | 8 | 85 | 2017 | 9 | 10 | 2017 | 10 | 3 | 2017 | 11 | 68 | 2017 | 12 | 137 | 2017 | 13 | 11 | 2017 | 14 | 2 | 2017 | 05104 |
| 1 | 505 | 2017 | 2 | 226 | 2017 | 3 | 406 | 2017 | 4 | 75 | 2017 | 5 | 4669 | 2017 | 6 | 853 | 2017 | 7 | 5100 | 2017 | 8 | 1738 | 2017 | 9 | 409 | 2017 | 10 | 90 | 2017 | 11 | 1469 | 2017 | 12 | 1780 | 2017 | 13 | 96 | 2017 | 14 | 11 | 2017 | 05105 |
| 1 | 790 | 2017 | 2 | 493 | 2017 | 3 | 681 | 2017 | 4 | 190 | 2017 | 5 | 7365 | 2017 | 6 | 1142 | 2017 | 7 | 8264 | 2017 | 8 | 3122 | 2017 | 9 | 908 | 2017 | 10 | 202 | 2017 | 11 | 2748 | 2017 | 12 | 3495 | 2017 | 13 | 208 | 2017 | 14 | 49 | 2017 | 05107 |
| 1 | 7339 | 2017 | 2 | 4047 | 2017 | 3 | 5553 | 2017 | 4 | 1539 | 2017 | 5 | 54389 | 2017 | 6 | 10098 | 2017 | 7 | 72051 | 2017 | 8 | 35656 | 2017 | 9 | 12645 | 2017 | 10 | 2919 | 2017 | 11 | 29468 | 2017 | 12 | 72008 | 2017 | 13 | 7476 | 2017 | 14 | 1636 | 2017 | 05109 |
| 1 | 262 | 2017 | 2 | 111 | 2017 | 3 | 140 | 2017 | 4 | 15 | 2017 | 5 | 1417 | 2017 | 6 | 103 | 2017 | 7 | 1636 | 2017 | 8 | 834 | 2017 | 9 | 91 | 2017 | 10 | 17 | 2017 | 11 | 853 | 2017 | 12 | 1512 | 2017 | 13 | 157 | 2017 | 14 | 30 | 2017 | 05201 |
| 1 | 1688 | 2017 | 2 | 929 | 2017 | 3 | 1374 | 2017 | 4 | 252 | 2017 | 5 | 14071 | 2017 | 6 | 2134 | 2017 | 7 | 14949 | 2017 | 8 | 10456 | 2017 | 9 | 1772 | 2017 | 10 | 617 | 2017 | 11 | 5575 | 2017 | 12 | 8071 | 2017 | 13 | 428 | 2017 | 14 | 51 | 2017 | 05301 |
| 1 | 404 | 2017 | 2 | 272 | 2017 | 3 | 362 | 2017 | 4 | 59 | 2017 | 5 | 3980 | 2017 | 6 | 578 | 2017 | 7 | 3199 | 2017 | 8 | 2407 | 2017 | 9 | 208 | 2017 | 10 | 96 | 2017 | 11 | 764 | 2017 | 12 | 1284 | 2017 | 13 | 92 | 2017 | 14 | 11 | 2017 | 05302 |
2.3.3 Unión con los ingresos comunales expandidos
Hacemos la unión con los ingresos promedio comunales expandidos:
ingresos_expandidos_2017 <- readRDS("../ingresos_expandidos_17.rds")
df_2017_2 = merge( x = comuna_corr, y = ingresos_expandidos_2017, by = "código", all.x = TRUE)
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | unlist.c..x.5 | Freq.x.5 | anio.x.5 | unlist.c..y.5 | Freq.y.5 | anio.y.5 | unlist.c..x.6 | Freq.x.6 | anio.x.6 | unlist.c..y.6 | Freq.y.6 | anio.y.6 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 5890 | 2017 | 2 | 2977 | 2017 | 3 | 4311 | 2017 | 4 | 629 | 2017 | 5 | 35364 | 2017 | 6 | 3734 | 2017 | 7 | 42856 | 2017 | 8 | 26764 | 2017 | 9 | 3945 | 2017 | 10 | 2260 | 2017 | 11 | 14681 | 2017 | 12 | 35222 | 2017 | 13 | 2288 | 2017 | 14 | 281 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 4592 | 2017 | 2 | 2302 | 2017 | 3 | 3166 | 2017 | 4 | 482 | 2017 | 5 | 31291 | 2017 | 6 | 1257 | 2017 | 7 | 25030 | 2017 | 8 | 19924 | 2017 | 9 | 969 | 2017 | 10 | 406 | 2017 | 11 | 4220 | 2017 | 12 | 6395 | 2017 | 13 | 178 | 2017 | 14 | 12 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 532 | 2017 | 2 | 273 | 2017 | 3 | 380 | 2017 | 4 | 19 | 2017 | 5 | 4181 | 2017 | 6 | 302 | 2017 | 7 | 3790 | 2017 | 8 | 2748 | 2017 | 9 | 159 | 2017 | 10 | 69 | 2017 | 11 | 979 | 2017 | 12 | 1136 | 2017 | 13 | 68 | 2017 | 14 | 4 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 42 | 2017 | 2 | 5 | 2017 | 3 | 28 | 2017 | NA | NA | NA | 5 | 518 | 2017 | 6 | 35 | 2017 | 7 | 181 | 2017 | 8 | 145 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 11 | 22 | 2017 | 12 | 62 | 2017 | 13 | 12 | 2017 | 14 | 1 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 29 | 2017 | 2 | 12 | 2017 | 3 | 27 | 2017 | 4 | 7 | 2017 | 5 | 661 | 2017 | 6 | 18 | 2017 | 7 | 213 | 2017 | 8 | 213 | 2017 | 9 | 6 | 2017 | 10 | 1 | 2017 | 11 | 110 | 2017 | 12 | 149 | 2017 | 13 | 9 | 2017 | 14 | 3 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 74 | 2017 | 2 | 36 | 2017 | 3 | 63 | 2017 | 4 | 3 | 2017 | 5 | 1024 | 2017 | 6 | 98 | 2017 | 7 | 510 | 2017 | 8 | 343 | 2017 | 9 | 19 | 2017 | 10 | 20 | 2017 | 11 | 95 | 2017 | 12 | 135 | 2017 | 13 | 11 | 2017 | 14 | 1 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 200 | 2017 | 2 | 75 | 2017 | 3 | 132 | 2017 | 4 | 19 | 2017 | 5 | 1475 | 2017 | 6 | 137 | 2017 | 7 | 2056 | 2017 | 8 | 2010 | 2017 | 9 | 78 | 2017 | 10 | 63 | 2017 | 11 | 995 | 2017 | 12 | 1499 | 2017 | 13 | 153 | 2017 | 14 | 5 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 9518 | 2017 | 2 | 5095 | 2017 | 3 | 8011 | 2017 | 4 | 1296 | 2017 | 5 | 71800 | 2017 | 6 | 6068 | 2017 | 7 | 81128 | 2017 | 8 | 53259 | 2017 | 9 | 5956 | 2017 | 10 | 2993 | 2017 | 11 | 27914 | 2017 | 12 | 60800 | 2017 | 13 | 3799 | 2017 | 14 | 738 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 335 | 2017 | 2 | 175 | 2017 | 3 | 277 | 2017 | 4 | 41 | 2017 | 5 | 3063 | 2017 | 6 | 222 | 2017 | 7 | 4078 | 2017 | 8 | 2325 | 2017 | 9 | 103 | 2017 | 10 | 61 | 2017 | 11 | 854 | 2017 | 12 | 1003 | 2017 | 13 | 25 | 2017 | 14 | 5 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 46 | 2017 | 2 | 25 | 2017 | 3 | 31 | 2017 | NA | NA | NA | 5 | 602 | 2017 | 6 | 26 | 2017 | 7 | 2757 | 2017 | 8 | 2434 | 2017 | 9 | 38 | 2017 | 10 | 40 | 2017 | 11 | 1510 | 2017 | 12 | 2306 | 2017 | 13 | 262 | 2017 | 14 | 3 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 348 | 2017 | 2 | 176 | 2017 | 3 | 272 | 2017 | 4 | 34 | 2017 | 5 | 3782 | 2017 | 6 | 311 | 2017 | 7 | 2825 | 2017 | 8 | 2601 | 2017 | 9 | 156 | 2017 | 10 | 89 | 2017 | 11 | 670 | 2017 | 12 | 1025 | 2017 | 13 | 45 | 2017 | 14 | 5 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 3849 | 2017 | 2 | 2178 | 2017 | 3 | 3610 | 2017 | 4 | 584 | 2017 | 5 | 35342 | 2017 | 6 | 2165 | 2017 | 7 | 41401 | 2017 | 8 | 24017 | 2017 | 9 | 1795 | 2017 | 10 | 971 | 2017 | 11 | 13498 | 2017 | 12 | 20699 | 2017 | 13 | 1128 | 2017 | 14 | 115 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 9 | 2017 | 2 | 3 | 2017 | 3 | 5 | 2017 | NA | NA | NA | 5 | 90 | 2017 | 6 | 6 | 2017 | 7 | 70 | 2017 | 8 | 47 | 2017 | 9 | 2 | 2017 | NA | NA | NA | 11 | 25 | 2017 | 12 | 34 | 2017 | 13 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 260 | 2017 | 2 | 115 | 2017 | 3 | 194 | 2017 | 4 | 13 | 2017 | 5 | 2212 | 2017 | 6 | 131 | 2017 | 7 | 2410 | 2017 | 8 | 1757 | 2017 | 9 | 50 | 2017 | 10 | 50 | 2017 | 11 | 906 | 2017 | 12 | 1846 | 2017 | 13 | 203 | 2017 | 14 | 52 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 764 | 2017 | 2 | 456 | 2017 | 3 | 703 | 2017 | 4 | 145 | 2017 | 5 | 6653 | 2017 | 6 | 664 | 2017 | 7 | 6511 | 2017 | 8 | 3700 | 2017 | 9 | 459 | 2017 | 10 | 150 | 2017 | 11 | 1285 | 2017 | 12 | 1764 | 2017 | 13 | 49 | 2017 | 14 | 6 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 100 | 2017 | 2 | 53 | 2017 | 3 | 112 | 2017 | 4 | 2 | 2017 | 5 | 1268 | 2017 | 6 | 57 | 2017 | 7 | 1852 | 2017 | 8 | 1294 | 2017 | 9 | 65 | 2017 | 10 | 14 | 2017 | 11 | 532 | 2017 | 12 | 791 | 2017 | 13 | 45 | 2017 | 14 | 2 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 4781 | 2017 | 2 | 2719 | 2017 | 3 | 3740 | 2017 | 4 | 630 | 2017 | 5 | 35106 | 2017 | 6 | 3540 | 2017 | 7 | 36296 | 2017 | 8 | 18400 | 2017 | 9 | 2868 | 2017 | 10 | 1070 | 2017 | 11 | 11684 | 2017 | 12 | 22917 | 2017 | 13 | 900 | 2017 | 14 | 177 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 566 | 2017 | 2 | 290 | 2017 | 3 | 466 | 2017 | 4 | 51 | 2017 | 5 | 4573 | 2017 | 6 | 408 | 2017 | 7 | 4794 | 2017 | 8 | 2047 | 2017 | 9 | 334 | 2017 | 10 | 127 | 2017 | 11 | 1182 | 2017 | 12 | 1553 | 2017 | 13 | 70 | 2017 | 14 | 7 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 468 | 2017 | 2 | 212 | 2017 | 3 | 337 | 2017 | 4 | 44 | 2017 | 5 | 4542 | 2017 | 6 | 358 | 2017 | 7 | 3293 | 2017 | 8 | 2379 | 2017 | 9 | 127 | 2017 | 10 | 44 | 2017 | 11 | 606 | 2017 | 12 | 733 | 2017 | 13 | 25 | 2017 | 14 | 2 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 417 | 2017 | 2 | 207 | 2017 | 3 | 282 | 2017 | 4 | 97 | 2017 | 5 | 3347 | 2017 | 6 | 554 | 2017 | 7 | 2680 | 2017 | 8 | 2138 | 2017 | 9 | 189 | 2017 | 10 | 90 | 2017 | 11 | 648 | 2017 | 12 | 893 | 2017 | 13 | 18 | 2017 | NA | NA | NA | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 508 | 2017 | 2 | 197 | 2017 | 3 | 355 | 2017 | 4 | 69 | 2017 | 5 | 3282 | 2017 | 6 | 325 | 2017 | 7 | 3457 | 2017 | 8 | 2215 | 2017 | 9 | 147 | 2017 | 10 | 69 | 2017 | 11 | 997 | 2017 | 12 | 1523 | 2017 | 13 | 76 | 2017 | 14 | 6 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 1674 | 2017 | 2 | 921 | 2017 | 3 | 1197 | 2017 | 4 | 249 | 2017 | 5 | 13586 | 2017 | 6 | 1336 | 2017 | 7 | 11111 | 2017 | 8 | 9102 | 2017 | 9 | 766 | 2017 | 10 | 570 | 2017 | 11 | 2827 | 2017 | 12 | 4418 | 2017 | 13 | 176 | 2017 | 14 | 38 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 150 | 2017 | 2 | 52 | 2017 | 3 | 114 | 2017 | 4 | 8 | 2017 | 5 | 1771 | 2017 | 6 | 215 | 2017 | 7 | 988 | 2017 | 8 | 871 | 2017 | 9 | 49 | 2017 | 10 | 31 | 2017 | 11 | 165 | 2017 | 12 | 281 | 2017 | 13 | 15 | 2017 | NA | NA | NA | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 270 | 2017 | 2 | 139 | 2017 | 3 | 148 | 2017 | 4 | 23 | 2017 | 5 | 2281 | 2017 | 6 | 209 | 2017 | 7 | 1519 | 2017 | 8 | 1086 | 2017 | 9 | 65 | 2017 | 10 | 25 | 2017 | 11 | 312 | 2017 | 12 | 334 | 2017 | 13 | 18 | 2017 | NA | NA | NA | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 398 | 2017 | 2 | 167 | 2017 | 3 | 271 | 2017 | 4 | 32 | 2017 | 5 | 2626 | 2017 | 6 | 302 | 2017 | 7 | 2392 | 2017 | 8 | 1503 | 2017 | 9 | 196 | 2017 | 10 | 97 | 2017 | 11 | 628 | 2017 | 12 | 847 | 2017 | 13 | 24 | 2017 | 14 | 2 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 6654 | 2017 | 2 | 3535 | 2017 | 3 | 5047 | 2017 | 4 | 956 | 2017 | 5 | 45201 | 2017 | 6 | 5006 | 2017 | 7 | 47501 | 2017 | 8 | 28690 | 2017 | 9 | 4752 | 2017 | 10 | 1872 | 2017 | 11 | 16345 | 2017 | 12 | 39812 | 2017 | 13 | 2529 | 2017 | 14 | 507 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 7007 | 2017 | 2 | 3890 | 2017 | 3 | 5454 | 2017 | 4 | 1101 | 2017 | 5 | 50785 | 2017 | 6 | 5527 | 2017 | 7 | 52386 | 2017 | 8 | 33468 | 2017 | 9 | 4710 | 2017 | 10 | 2369 | 2017 | 11 | 15424 | 2017 | 12 | 29419 | 2017 | 13 | 1331 | 2017 | 14 | 232 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 302 | 2017 | 2 | 198 | 2017 | 3 | 276 | 2017 | 4 | 19 | 2017 | 5 | 3518 | 2017 | 6 | 491 | 2017 | 7 | 3126 | 2017 | 8 | 1186 | 2017 | 9 | 85 | 2017 | 10 | 33 | 2017 | 11 | 525 | 2017 | 12 | 556 | 2017 | 13 | 10 | 2017 | 14 | 2 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 133 | 2017 | 2 | 77 | 2017 | 3 | 97 | 2017 | 4 | 18 | 2017 | 5 | 1721 | 2017 | 6 | 148 | 2017 | 7 | 703 | 2017 | 8 | 580 | 2017 | 9 | 38 | 2017 | 10 | 22 | 2017 | 11 | 105 | 2017 | 12 | 133 | 2017 | 13 | 7 | 2017 | 14 | 6 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 140 | 2017 | 2 | 50 | 2017 | 3 | 82 | 2017 | 4 | 10 | 2017 | 5 | 1417 | 2017 | 6 | 211 | 2017 | 7 | 1069 | 2017 | 8 | 504 | 2017 | 9 | 70 | 2017 | 10 | 20 | 2017 | 11 | 197 | 2017 | 12 | 451 | 2017 | 13 | 40 | 2017 | 14 | 15 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 783 | 2017 | 2 | 482 | 2017 | 3 | 677 | 2017 | 4 | 68 | 2017 | 5 | 9057 | 2017 | 6 | 813 | 2017 | 7 | 7313 | 2017 | 8 | 2860 | 2017 | 9 | 403 | 2017 | 10 | 129 | 2017 | 11 | 1206 | 2017 | 12 | 2021 | 2017 | 13 | 72 | 2017 | 14 | 21 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 959 | 2017 | 2 | 491 | 2017 | 3 | 691 | 2017 | 4 | 128 | 2017 | 5 | 10258 | 2017 | 6 | 929 | 2017 | 7 | 7201 | 2017 | 8 | 3594 | 2017 | 9 | 404 | 2017 | 10 | 196 | 2017 | 11 | 1604 | 2017 | 12 | 2137 | 2017 | 13 | 88 | 2017 | 14 | 12 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 198 | 2017 | 2 | 67 | 2017 | 3 | 164 | 2017 | 4 | 19 | 2017 | 5 | 4178 | 2017 | 6 | 396 | 2017 | 7 | 1582 | 2017 | 8 | 718 | 2017 | 9 | 51 | 2017 | 10 | 20 | 2017 | 11 | 285 | 2017 | 12 | 377 | 2017 | 13 | 10 | 2017 | NA | NA | NA | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 565 | 2017 | 2 | 337 | 2017 | 3 | 474 | 2017 | 4 | 94 | 2017 | 5 | 6787 | 2017 | 6 | 632 | 2017 | 7 | 5788 | 2017 | 8 | 1541 | 2017 | 9 | 282 | 2017 | 10 | 102 | 2017 | 11 | 1252 | 2017 | 12 | 1645 | 2017 | 13 | 81 | 2017 | 14 | 11 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 710 | 2017 | 2 | 420 | 2017 | 3 | 631 | 2017 | 4 | 74 | 2017 | 5 | 9795 | 2017 | 6 | 806 | 2017 | 7 | 7865 | 2017 | 8 | 2442 | 2017 | 9 | 267 | 2017 | 10 | 87 | 2017 | 11 | 1658 | 2017 | 12 | 2295 | 2017 | 13 | 114 | 2017 | 14 | 12 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 3230 | 2017 | 2 | 1855 | 2017 | 3 | 2626 | 2017 | 4 | 460 | 2017 | 5 | 33123 | 2017 | 6 | 3423 | 2017 | 7 | 27089 | 2017 | 8 | 14003 | 2017 | 9 | 1565 | 2017 | 10 | 567 | 2017 | 11 | 5696 | 2017 | 12 | 8941 | 2017 | 13 | 308 | 2017 | 14 | 55 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 290 | 2017 | 2 | 160 | 2017 | 3 | 229 | 2017 | 4 | 31 | 2017 | 5 | 5456 | 2017 | 6 | 591 | 2017 | 7 | 2925 | 2017 | 8 | 998 | 2017 | 9 | 110 | 2017 | 10 | 39 | 2017 | 11 | 488 | 2017 | 12 | 772 | 2017 | 13 | 31 | 2017 | NA | NA | NA | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 714 | 2017 | 2 | 432 | 2017 | 3 | 735 | 2017 | 4 | 89 | 2017 | 5 | 13043 | 2017 | 6 | 921 | 2017 | 7 | 6576 | 2017 | 8 | 2983 | 2017 | 9 | 176 | 2017 | 10 | 79 | 2017 | 11 | 930 | 2017 | 12 | 1174 | 2017 | 13 | 33 | 2017 | 14 | 3 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 233 | 2017 | 2 | 152 | 2017 | 3 | 237 | 2017 | 4 | 60 | 2017 | 5 | 4342 | 2017 | 6 | 329 | 2017 | 7 | 2490 | 2017 | 8 | 959 | 2017 | 9 | 99 | 2017 | 10 | 29 | 2017 | 11 | 372 | 2017 | 12 | 455 | 2017 | 13 | 21 | 2017 | 14 | 1 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 110 | 2017 | 2 | 36 | 2017 | 3 | 83 | 2017 | 4 | 11 | 2017 | 5 | 1912 | 2017 | 6 | 170 | 2017 | 7 | 847 | 2017 | 8 | 327 | 2017 | 9 | 33 | 2017 | 10 | 17 | 2017 | 11 | 135 | 2017 | 12 | 199 | 2017 | 13 | 14 | 2017 | 14 | 2 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 6687 | 2017 | 2 | 3910 | 2017 | 3 | 5405 | 2017 | 4 | 1576 | 2017 | 5 | 53843 | 2017 | 6 | 10426 | 2017 | 7 | 73967 | 2017 | 8 | 33359 | 2017 | 9 | 11211 | 2017 | 10 | 2409 | 2017 | 11 | 24447 | 2017 | 12 | 48746 | 2017 | 13 | 3591 | 2017 | 14 | 834 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 733 | 2017 | 2 | 405 | 2017 | 3 | 553 | 2017 | 4 | 136 | 2017 | 5 | 7404 | 2017 | 6 | 941 | 2017 | 7 | 6991 | 2017 | 8 | 2945 | 2017 | 9 | 446 | 2017 | 10 | 79 | 2017 | 11 | 1817 | 2017 | 12 | 2541 | 2017 | 13 | 132 | 2017 | 14 | 38 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 1177 | 2017 | 2 | 623 | 2017 | 3 | 794 | 2017 | 4 | 124 | 2017 | 5 | 7673 | 2017 | 6 | 969 | 2017 | 7 | 9077 | 2017 | 8 | 3345 | 2017 | 9 | 1068 | 2017 | 10 | 226 | 2017 | 11 | 3534 | 2017 | 12 | 9879 | 2017 | 13 | 1419 | 2017 | 14 | 211 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 39 | 2017 | 2 | 15 | 2017 | 3 | 15 | 2017 | 4 | 1 | 2017 | 5 | 230 | 2017 | 6 | 24 | 2017 | 7 | 251 | 2017 | 8 | 85 | 2017 | 9 | 10 | 2017 | 10 | 3 | 2017 | 11 | 68 | 2017 | 12 | 137 | 2017 | 13 | 11 | 2017 | 14 | 2 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 505 | 2017 | 2 | 226 | 2017 | 3 | 406 | 2017 | 4 | 75 | 2017 | 5 | 4669 | 2017 | 6 | 853 | 2017 | 7 | 5100 | 2017 | 8 | 1738 | 2017 | 9 | 409 | 2017 | 10 | 90 | 2017 | 11 | 1469 | 2017 | 12 | 1780 | 2017 | 13 | 96 | 2017 | 14 | 11 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 790 | 2017 | 2 | 493 | 2017 | 3 | 681 | 2017 | 4 | 190 | 2017 | 5 | 7365 | 2017 | 6 | 1142 | 2017 | 7 | 8264 | 2017 | 8 | 3122 | 2017 | 9 | 908 | 2017 | 10 | 202 | 2017 | 11 | 2748 | 2017 | 12 | 3495 | 2017 | 13 | 208 | 2017 | 14 | 49 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 7339 | 2017 | 2 | 4047 | 2017 | 3 | 5553 | 2017 | 4 | 1539 | 2017 | 5 | 54389 | 2017 | 6 | 10098 | 2017 | 7 | 72051 | 2017 | 8 | 35656 | 2017 | 9 | 12645 | 2017 | 10 | 2919 | 2017 | 11 | 29468 | 2017 | 12 | 72008 | 2017 | 13 | 7476 | 2017 | 14 | 1636 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 262 | 2017 | 2 | 111 | 2017 | 3 | 140 | 2017 | 4 | 15 | 2017 | 5 | 1417 | 2017 | 6 | 103 | 2017 | 7 | 1636 | 2017 | 8 | 834 | 2017 | 9 | 91 | 2017 | 10 | 17 | 2017 | 11 | 853 | 2017 | 12 | 1512 | 2017 | 13 | 157 | 2017 | 14 | 30 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 1688 | 2017 | 2 | 929 | 2017 | 3 | 1374 | 2017 | 4 | 252 | 2017 | 5 | 14071 | 2017 | 6 | 2134 | 2017 | 7 | 14949 | 2017 | 8 | 10456 | 2017 | 9 | 1772 | 2017 | 10 | 617 | 2017 | 11 | 5575 | 2017 | 12 | 8071 | 2017 | 13 | 428 | 2017 | 14 | 51 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 404 | 2017 | 2 | 272 | 2017 | 3 | 362 | 2017 | 4 | 59 | 2017 | 5 | 3980 | 2017 | 6 | 578 | 2017 | 7 | 3199 | 2017 | 8 | 2407 | 2017 | 9 | 208 | 2017 | 10 | 96 | 2017 | 11 | 764 | 2017 | 12 | 1284 | 2017 | 13 | 92 | 2017 | 14 | 11 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
2.3.4 Renombre de columnas
names(df_2017_2)[3] <- "Sala cuna"
names(df_2017_2)[6] <- "Prekínder"
names(df_2017_2)[9] <- "Kínder"
names(df_2017_2)[12] <- "Especial"
names(df_2017_2)[15] <- "Educación básica"
names(df_2017_2)[18] <- "Primaria"
names(df_2017_2)[21] <- "Científico-humanista"
names(df_2017_2)[24] <- "Técnica profesional"
names(df_2017_2)[27] <- "Humanidades"
names(df_2017_2)[30] <- "Técnica comercial"
names(df_2017_2)[33] <- "Técnico superior "
names(df_2017_2)[36] <- "Profesional"
names(df_2017_2)[39] <- "Magíster"
names(df_2017_2)[42] <- "Doctorado"
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Sala cuna | anio.x | unlist.c..y | Prekínder | anio.y | unlist.c..x.1 | Kínder | anio.x.1 | unlist.c..y.1 | Especial | anio.y.1 | unlist.c..x.2 | Educación básica | anio.x.2 | unlist.c..y.2 | Primaria | anio.y.2 | unlist.c..x.3 | Científico-humanista | anio.x.3 | unlist.c..y.3 | Técnica profesional | anio.y.3 | unlist.c..x.4 | Humanidades | anio.x.4 | unlist.c..y.4 | Técnica comercial | anio.y.4 | unlist.c..x.5 | Técnico superior | anio.x.5 | unlist.c..y.5 | Profesional | anio.y.5 | unlist.c..x.6 | Magíster | anio.x.6 | unlist.c..y.6 | Doctorado | anio.y.6 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 5890 | 2017 | 2 | 2977 | 2017 | 3 | 4311 | 2017 | 4 | 629 | 2017 | 5 | 35364 | 2017 | 6 | 3734 | 2017 | 7 | 42856 | 2017 | 8 | 26764 | 2017 | 9 | 3945 | 2017 | 10 | 2260 | 2017 | 11 | 14681 | 2017 | 12 | 35222 | 2017 | 13 | 2288 | 2017 | 14 | 281 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 4592 | 2017 | 2 | 2302 | 2017 | 3 | 3166 | 2017 | 4 | 482 | 2017 | 5 | 31291 | 2017 | 6 | 1257 | 2017 | 7 | 25030 | 2017 | 8 | 19924 | 2017 | 9 | 969 | 2017 | 10 | 406 | 2017 | 11 | 4220 | 2017 | 12 | 6395 | 2017 | 13 | 178 | 2017 | 14 | 12 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 532 | 2017 | 2 | 273 | 2017 | 3 | 380 | 2017 | 4 | 19 | 2017 | 5 | 4181 | 2017 | 6 | 302 | 2017 | 7 | 3790 | 2017 | 8 | 2748 | 2017 | 9 | 159 | 2017 | 10 | 69 | 2017 | 11 | 979 | 2017 | 12 | 1136 | 2017 | 13 | 68 | 2017 | 14 | 4 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 42 | 2017 | 2 | 5 | 2017 | 3 | 28 | 2017 | NA | NA | NA | 5 | 518 | 2017 | 6 | 35 | 2017 | 7 | 181 | 2017 | 8 | 145 | 2017 | 9 | 1 | 2017 | 10 | 1 | 2017 | 11 | 22 | 2017 | 12 | 62 | 2017 | 13 | 12 | 2017 | 14 | 1 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 29 | 2017 | 2 | 12 | 2017 | 3 | 27 | 2017 | 4 | 7 | 2017 | 5 | 661 | 2017 | 6 | 18 | 2017 | 7 | 213 | 2017 | 8 | 213 | 2017 | 9 | 6 | 2017 | 10 | 1 | 2017 | 11 | 110 | 2017 | 12 | 149 | 2017 | 13 | 9 | 2017 | 14 | 3 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 74 | 2017 | 2 | 36 | 2017 | 3 | 63 | 2017 | 4 | 3 | 2017 | 5 | 1024 | 2017 | 6 | 98 | 2017 | 7 | 510 | 2017 | 8 | 343 | 2017 | 9 | 19 | 2017 | 10 | 20 | 2017 | 11 | 95 | 2017 | 12 | 135 | 2017 | 13 | 11 | 2017 | 14 | 1 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 200 | 2017 | 2 | 75 | 2017 | 3 | 132 | 2017 | 4 | 19 | 2017 | 5 | 1475 | 2017 | 6 | 137 | 2017 | 7 | 2056 | 2017 | 8 | 2010 | 2017 | 9 | 78 | 2017 | 10 | 63 | 2017 | 11 | 995 | 2017 | 12 | 1499 | 2017 | 13 | 153 | 2017 | 14 | 5 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 9518 | 2017 | 2 | 5095 | 2017 | 3 | 8011 | 2017 | 4 | 1296 | 2017 | 5 | 71800 | 2017 | 6 | 6068 | 2017 | 7 | 81128 | 2017 | 8 | 53259 | 2017 | 9 | 5956 | 2017 | 10 | 2993 | 2017 | 11 | 27914 | 2017 | 12 | 60800 | 2017 | 13 | 3799 | 2017 | 14 | 738 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 335 | 2017 | 2 | 175 | 2017 | 3 | 277 | 2017 | 4 | 41 | 2017 | 5 | 3063 | 2017 | 6 | 222 | 2017 | 7 | 4078 | 2017 | 8 | 2325 | 2017 | 9 | 103 | 2017 | 10 | 61 | 2017 | 11 | 854 | 2017 | 12 | 1003 | 2017 | 13 | 25 | 2017 | 14 | 5 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 46 | 2017 | 2 | 25 | 2017 | 3 | 31 | 2017 | NA | NA | NA | 5 | 602 | 2017 | 6 | 26 | 2017 | 7 | 2757 | 2017 | 8 | 2434 | 2017 | 9 | 38 | 2017 | 10 | 40 | 2017 | 11 | 1510 | 2017 | 12 | 2306 | 2017 | 13 | 262 | 2017 | 14 | 3 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 348 | 2017 | 2 | 176 | 2017 | 3 | 272 | 2017 | 4 | 34 | 2017 | 5 | 3782 | 2017 | 6 | 311 | 2017 | 7 | 2825 | 2017 | 8 | 2601 | 2017 | 9 | 156 | 2017 | 10 | 89 | 2017 | 11 | 670 | 2017 | 12 | 1025 | 2017 | 13 | 45 | 2017 | 14 | 5 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 3849 | 2017 | 2 | 2178 | 2017 | 3 | 3610 | 2017 | 4 | 584 | 2017 | 5 | 35342 | 2017 | 6 | 2165 | 2017 | 7 | 41401 | 2017 | 8 | 24017 | 2017 | 9 | 1795 | 2017 | 10 | 971 | 2017 | 11 | 13498 | 2017 | 12 | 20699 | 2017 | 13 | 1128 | 2017 | 14 | 115 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 9 | 2017 | 2 | 3 | 2017 | 3 | 5 | 2017 | NA | NA | NA | 5 | 90 | 2017 | 6 | 6 | 2017 | 7 | 70 | 2017 | 8 | 47 | 2017 | 9 | 2 | 2017 | NA | NA | NA | 11 | 25 | 2017 | 12 | 34 | 2017 | 13 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 260 | 2017 | 2 | 115 | 2017 | 3 | 194 | 2017 | 4 | 13 | 2017 | 5 | 2212 | 2017 | 6 | 131 | 2017 | 7 | 2410 | 2017 | 8 | 1757 | 2017 | 9 | 50 | 2017 | 10 | 50 | 2017 | 11 | 906 | 2017 | 12 | 1846 | 2017 | 13 | 203 | 2017 | 14 | 52 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 764 | 2017 | 2 | 456 | 2017 | 3 | 703 | 2017 | 4 | 145 | 2017 | 5 | 6653 | 2017 | 6 | 664 | 2017 | 7 | 6511 | 2017 | 8 | 3700 | 2017 | 9 | 459 | 2017 | 10 | 150 | 2017 | 11 | 1285 | 2017 | 12 | 1764 | 2017 | 13 | 49 | 2017 | 14 | 6 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 100 | 2017 | 2 | 53 | 2017 | 3 | 112 | 2017 | 4 | 2 | 2017 | 5 | 1268 | 2017 | 6 | 57 | 2017 | 7 | 1852 | 2017 | 8 | 1294 | 2017 | 9 | 65 | 2017 | 10 | 14 | 2017 | 11 | 532 | 2017 | 12 | 791 | 2017 | 13 | 45 | 2017 | 14 | 2 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 4781 | 2017 | 2 | 2719 | 2017 | 3 | 3740 | 2017 | 4 | 630 | 2017 | 5 | 35106 | 2017 | 6 | 3540 | 2017 | 7 | 36296 | 2017 | 8 | 18400 | 2017 | 9 | 2868 | 2017 | 10 | 1070 | 2017 | 11 | 11684 | 2017 | 12 | 22917 | 2017 | 13 | 900 | 2017 | 14 | 177 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 566 | 2017 | 2 | 290 | 2017 | 3 | 466 | 2017 | 4 | 51 | 2017 | 5 | 4573 | 2017 | 6 | 408 | 2017 | 7 | 4794 | 2017 | 8 | 2047 | 2017 | 9 | 334 | 2017 | 10 | 127 | 2017 | 11 | 1182 | 2017 | 12 | 1553 | 2017 | 13 | 70 | 2017 | 14 | 7 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 468 | 2017 | 2 | 212 | 2017 | 3 | 337 | 2017 | 4 | 44 | 2017 | 5 | 4542 | 2017 | 6 | 358 | 2017 | 7 | 3293 | 2017 | 8 | 2379 | 2017 | 9 | 127 | 2017 | 10 | 44 | 2017 | 11 | 606 | 2017 | 12 | 733 | 2017 | 13 | 25 | 2017 | 14 | 2 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 417 | 2017 | 2 | 207 | 2017 | 3 | 282 | 2017 | 4 | 97 | 2017 | 5 | 3347 | 2017 | 6 | 554 | 2017 | 7 | 2680 | 2017 | 8 | 2138 | 2017 | 9 | 189 | 2017 | 10 | 90 | 2017 | 11 | 648 | 2017 | 12 | 893 | 2017 | 13 | 18 | 2017 | NA | NA | NA | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 508 | 2017 | 2 | 197 | 2017 | 3 | 355 | 2017 | 4 | 69 | 2017 | 5 | 3282 | 2017 | 6 | 325 | 2017 | 7 | 3457 | 2017 | 8 | 2215 | 2017 | 9 | 147 | 2017 | 10 | 69 | 2017 | 11 | 997 | 2017 | 12 | 1523 | 2017 | 13 | 76 | 2017 | 14 | 6 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 1674 | 2017 | 2 | 921 | 2017 | 3 | 1197 | 2017 | 4 | 249 | 2017 | 5 | 13586 | 2017 | 6 | 1336 | 2017 | 7 | 11111 | 2017 | 8 | 9102 | 2017 | 9 | 766 | 2017 | 10 | 570 | 2017 | 11 | 2827 | 2017 | 12 | 4418 | 2017 | 13 | 176 | 2017 | 14 | 38 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 150 | 2017 | 2 | 52 | 2017 | 3 | 114 | 2017 | 4 | 8 | 2017 | 5 | 1771 | 2017 | 6 | 215 | 2017 | 7 | 988 | 2017 | 8 | 871 | 2017 | 9 | 49 | 2017 | 10 | 31 | 2017 | 11 | 165 | 2017 | 12 | 281 | 2017 | 13 | 15 | 2017 | NA | NA | NA | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 270 | 2017 | 2 | 139 | 2017 | 3 | 148 | 2017 | 4 | 23 | 2017 | 5 | 2281 | 2017 | 6 | 209 | 2017 | 7 | 1519 | 2017 | 8 | 1086 | 2017 | 9 | 65 | 2017 | 10 | 25 | 2017 | 11 | 312 | 2017 | 12 | 334 | 2017 | 13 | 18 | 2017 | NA | NA | NA | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 398 | 2017 | 2 | 167 | 2017 | 3 | 271 | 2017 | 4 | 32 | 2017 | 5 | 2626 | 2017 | 6 | 302 | 2017 | 7 | 2392 | 2017 | 8 | 1503 | 2017 | 9 | 196 | 2017 | 10 | 97 | 2017 | 11 | 628 | 2017 | 12 | 847 | 2017 | 13 | 24 | 2017 | 14 | 2 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 6654 | 2017 | 2 | 3535 | 2017 | 3 | 5047 | 2017 | 4 | 956 | 2017 | 5 | 45201 | 2017 | 6 | 5006 | 2017 | 7 | 47501 | 2017 | 8 | 28690 | 2017 | 9 | 4752 | 2017 | 10 | 1872 | 2017 | 11 | 16345 | 2017 | 12 | 39812 | 2017 | 13 | 2529 | 2017 | 14 | 507 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 7007 | 2017 | 2 | 3890 | 2017 | 3 | 5454 | 2017 | 4 | 1101 | 2017 | 5 | 50785 | 2017 | 6 | 5527 | 2017 | 7 | 52386 | 2017 | 8 | 33468 | 2017 | 9 | 4710 | 2017 | 10 | 2369 | 2017 | 11 | 15424 | 2017 | 12 | 29419 | 2017 | 13 | 1331 | 2017 | 14 | 232 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 302 | 2017 | 2 | 198 | 2017 | 3 | 276 | 2017 | 4 | 19 | 2017 | 5 | 3518 | 2017 | 6 | 491 | 2017 | 7 | 3126 | 2017 | 8 | 1186 | 2017 | 9 | 85 | 2017 | 10 | 33 | 2017 | 11 | 525 | 2017 | 12 | 556 | 2017 | 13 | 10 | 2017 | 14 | 2 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 133 | 2017 | 2 | 77 | 2017 | 3 | 97 | 2017 | 4 | 18 | 2017 | 5 | 1721 | 2017 | 6 | 148 | 2017 | 7 | 703 | 2017 | 8 | 580 | 2017 | 9 | 38 | 2017 | 10 | 22 | 2017 | 11 | 105 | 2017 | 12 | 133 | 2017 | 13 | 7 | 2017 | 14 | 6 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 140 | 2017 | 2 | 50 | 2017 | 3 | 82 | 2017 | 4 | 10 | 2017 | 5 | 1417 | 2017 | 6 | 211 | 2017 | 7 | 1069 | 2017 | 8 | 504 | 2017 | 9 | 70 | 2017 | 10 | 20 | 2017 | 11 | 197 | 2017 | 12 | 451 | 2017 | 13 | 40 | 2017 | 14 | 15 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 783 | 2017 | 2 | 482 | 2017 | 3 | 677 | 2017 | 4 | 68 | 2017 | 5 | 9057 | 2017 | 6 | 813 | 2017 | 7 | 7313 | 2017 | 8 | 2860 | 2017 | 9 | 403 | 2017 | 10 | 129 | 2017 | 11 | 1206 | 2017 | 12 | 2021 | 2017 | 13 | 72 | 2017 | 14 | 21 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 959 | 2017 | 2 | 491 | 2017 | 3 | 691 | 2017 | 4 | 128 | 2017 | 5 | 10258 | 2017 | 6 | 929 | 2017 | 7 | 7201 | 2017 | 8 | 3594 | 2017 | 9 | 404 | 2017 | 10 | 196 | 2017 | 11 | 1604 | 2017 | 12 | 2137 | 2017 | 13 | 88 | 2017 | 14 | 12 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 198 | 2017 | 2 | 67 | 2017 | 3 | 164 | 2017 | 4 | 19 | 2017 | 5 | 4178 | 2017 | 6 | 396 | 2017 | 7 | 1582 | 2017 | 8 | 718 | 2017 | 9 | 51 | 2017 | 10 | 20 | 2017 | 11 | 285 | 2017 | 12 | 377 | 2017 | 13 | 10 | 2017 | NA | NA | NA | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 565 | 2017 | 2 | 337 | 2017 | 3 | 474 | 2017 | 4 | 94 | 2017 | 5 | 6787 | 2017 | 6 | 632 | 2017 | 7 | 5788 | 2017 | 8 | 1541 | 2017 | 9 | 282 | 2017 | 10 | 102 | 2017 | 11 | 1252 | 2017 | 12 | 1645 | 2017 | 13 | 81 | 2017 | 14 | 11 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 710 | 2017 | 2 | 420 | 2017 | 3 | 631 | 2017 | 4 | 74 | 2017 | 5 | 9795 | 2017 | 6 | 806 | 2017 | 7 | 7865 | 2017 | 8 | 2442 | 2017 | 9 | 267 | 2017 | 10 | 87 | 2017 | 11 | 1658 | 2017 | 12 | 2295 | 2017 | 13 | 114 | 2017 | 14 | 12 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 3230 | 2017 | 2 | 1855 | 2017 | 3 | 2626 | 2017 | 4 | 460 | 2017 | 5 | 33123 | 2017 | 6 | 3423 | 2017 | 7 | 27089 | 2017 | 8 | 14003 | 2017 | 9 | 1565 | 2017 | 10 | 567 | 2017 | 11 | 5696 | 2017 | 12 | 8941 | 2017 | 13 | 308 | 2017 | 14 | 55 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 290 | 2017 | 2 | 160 | 2017 | 3 | 229 | 2017 | 4 | 31 | 2017 | 5 | 5456 | 2017 | 6 | 591 | 2017 | 7 | 2925 | 2017 | 8 | 998 | 2017 | 9 | 110 | 2017 | 10 | 39 | 2017 | 11 | 488 | 2017 | 12 | 772 | 2017 | 13 | 31 | 2017 | NA | NA | NA | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 714 | 2017 | 2 | 432 | 2017 | 3 | 735 | 2017 | 4 | 89 | 2017 | 5 | 13043 | 2017 | 6 | 921 | 2017 | 7 | 6576 | 2017 | 8 | 2983 | 2017 | 9 | 176 | 2017 | 10 | 79 | 2017 | 11 | 930 | 2017 | 12 | 1174 | 2017 | 13 | 33 | 2017 | 14 | 3 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 233 | 2017 | 2 | 152 | 2017 | 3 | 237 | 2017 | 4 | 60 | 2017 | 5 | 4342 | 2017 | 6 | 329 | 2017 | 7 | 2490 | 2017 | 8 | 959 | 2017 | 9 | 99 | 2017 | 10 | 29 | 2017 | 11 | 372 | 2017 | 12 | 455 | 2017 | 13 | 21 | 2017 | 14 | 1 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 110 | 2017 | 2 | 36 | 2017 | 3 | 83 | 2017 | 4 | 11 | 2017 | 5 | 1912 | 2017 | 6 | 170 | 2017 | 7 | 847 | 2017 | 8 | 327 | 2017 | 9 | 33 | 2017 | 10 | 17 | 2017 | 11 | 135 | 2017 | 12 | 199 | 2017 | 13 | 14 | 2017 | 14 | 2 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 6687 | 2017 | 2 | 3910 | 2017 | 3 | 5405 | 2017 | 4 | 1576 | 2017 | 5 | 53843 | 2017 | 6 | 10426 | 2017 | 7 | 73967 | 2017 | 8 | 33359 | 2017 | 9 | 11211 | 2017 | 10 | 2409 | 2017 | 11 | 24447 | 2017 | 12 | 48746 | 2017 | 13 | 3591 | 2017 | 14 | 834 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 733 | 2017 | 2 | 405 | 2017 | 3 | 553 | 2017 | 4 | 136 | 2017 | 5 | 7404 | 2017 | 6 | 941 | 2017 | 7 | 6991 | 2017 | 8 | 2945 | 2017 | 9 | 446 | 2017 | 10 | 79 | 2017 | 11 | 1817 | 2017 | 12 | 2541 | 2017 | 13 | 132 | 2017 | 14 | 38 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 1177 | 2017 | 2 | 623 | 2017 | 3 | 794 | 2017 | 4 | 124 | 2017 | 5 | 7673 | 2017 | 6 | 969 | 2017 | 7 | 9077 | 2017 | 8 | 3345 | 2017 | 9 | 1068 | 2017 | 10 | 226 | 2017 | 11 | 3534 | 2017 | 12 | 9879 | 2017 | 13 | 1419 | 2017 | 14 | 211 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 39 | 2017 | 2 | 15 | 2017 | 3 | 15 | 2017 | 4 | 1 | 2017 | 5 | 230 | 2017 | 6 | 24 | 2017 | 7 | 251 | 2017 | 8 | 85 | 2017 | 9 | 10 | 2017 | 10 | 3 | 2017 | 11 | 68 | 2017 | 12 | 137 | 2017 | 13 | 11 | 2017 | 14 | 2 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 505 | 2017 | 2 | 226 | 2017 | 3 | 406 | 2017 | 4 | 75 | 2017 | 5 | 4669 | 2017 | 6 | 853 | 2017 | 7 | 5100 | 2017 | 8 | 1738 | 2017 | 9 | 409 | 2017 | 10 | 90 | 2017 | 11 | 1469 | 2017 | 12 | 1780 | 2017 | 13 | 96 | 2017 | 14 | 11 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 790 | 2017 | 2 | 493 | 2017 | 3 | 681 | 2017 | 4 | 190 | 2017 | 5 | 7365 | 2017 | 6 | 1142 | 2017 | 7 | 8264 | 2017 | 8 | 3122 | 2017 | 9 | 908 | 2017 | 10 | 202 | 2017 | 11 | 2748 | 2017 | 12 | 3495 | 2017 | 13 | 208 | 2017 | 14 | 49 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 7339 | 2017 | 2 | 4047 | 2017 | 3 | 5553 | 2017 | 4 | 1539 | 2017 | 5 | 54389 | 2017 | 6 | 10098 | 2017 | 7 | 72051 | 2017 | 8 | 35656 | 2017 | 9 | 12645 | 2017 | 10 | 2919 | 2017 | 11 | 29468 | 2017 | 12 | 72008 | 2017 | 13 | 7476 | 2017 | 14 | 1636 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 262 | 2017 | 2 | 111 | 2017 | 3 | 140 | 2017 | 4 | 15 | 2017 | 5 | 1417 | 2017 | 6 | 103 | 2017 | 7 | 1636 | 2017 | 8 | 834 | 2017 | 9 | 91 | 2017 | 10 | 17 | 2017 | 11 | 853 | 2017 | 12 | 1512 | 2017 | 13 | 157 | 2017 | 14 | 30 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 1688 | 2017 | 2 | 929 | 2017 | 3 | 1374 | 2017 | 4 | 252 | 2017 | 5 | 14071 | 2017 | 6 | 2134 | 2017 | 7 | 14949 | 2017 | 8 | 10456 | 2017 | 9 | 1772 | 2017 | 10 | 617 | 2017 | 11 | 5575 | 2017 | 12 | 8071 | 2017 | 13 | 428 | 2017 | 14 | 51 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 404 | 2017 | 2 | 272 | 2017 | 3 | 362 | 2017 | 4 | 59 | 2017 | 5 | 3980 | 2017 | 6 | 578 | 2017 | 7 | 3199 | 2017 | 8 | 2407 | 2017 | 9 | 208 | 2017 | 10 | 96 | 2017 | 11 | 764 | 2017 | 12 | 1284 | 2017 | 13 | 92 | 2017 | 14 | 11 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
2.3.5 Correlaciones
my_data <- df_2017_2[, c(3,6,9,12,15,18,21,24,27,30,33,36,39,42,49)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
2.3 Pregunta P17: ¿Trabajó durante la semana pasada?
1 Por un pago en dinero o especies
2 Sin pago para un familiar
3 Tenía empleo pero estuvo de vacaciones, con licencia, en descanso laboral, etc.
4 Se encontraba buscando empleo
5 Estaba estudiando
6 Realizó quehaceres de su hogar
7 Es jubilado, pensionado o rentista
8 Otra situación
98 No aplica
99 Missing
2.3.1 Cálculo de frecuencias
Leemos las respuestas a la pregunta P17 del censo de viviendas 2017 y obtenemos la tabla de frecuencias por categoría de respuesta:
tabla_con_clave <- readRDS("../censo_personas_con_clave_17")
b <- tabla_con_clave$COMUNA
c <- tabla_con_clave$P17
cross_tab = xtabs( ~ unlist(b) + unlist(c))
tabla <- as.data.frame(cross_tab)
d <-tabla[!(tabla$Freq == 0),]
d$anio <- "2017"d_unique <- unique(d$unlist.c.)
d_unique## [1] 1 2 3 4 5 6 7 8 98 99
## Levels: 1 2 3 4 5 6 7 8 98 99d_t <- filter(d,d$unlist.c. == 1)
for(i in 2:8){
d_i <- filter(d,d$unlist.c. == i)
d_t = merge( x = d_t, y = d_i, by = "unlist.b.", all.x = TRUE)
}tablamadre <- head(d_t,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.b. | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1101 | 1 | 85594 | 2017 | 2 | 1241 | 2017 | 3 | 4450 | 2017 | 4 | 6904 | 2017 | 5 | 15250 | 2017 | 6 | 14936 | 2017 | 7 | 12854 | 2017 | 8 | 6888 | 2017 |
| 1107 | 1 | 41022 | 2017 | 2 | 922 | 2017 | 3 | 2161 | 2017 | 4 | 4104 | 2017 | 5 | 8430 | 2017 | 6 | 9101 | 2017 | 7 | 3325 | 2017 | 8 | 6056 | 2017 |
| 1401 | 1 | 6699 | 2017 | 2 | 177 | 2017 | 3 | 917 | 2017 | 4 | 643 | 2017 | 5 | 773 | 2017 | 6 | 1212 | 2017 | 7 | 771 | 2017 | 8 | 602 | 2017 |
| 1402 | 1 | 447 | 2017 | 2 | 148 | 2017 | 3 | 13 | 2017 | 4 | 24 | 2017 | 5 | 61 | 2017 | 6 | 105 | 2017 | 7 | 104 | 2017 | 8 | 49 | 2017 |
| 1403 | 1 | 723 | 2017 | 2 | 181 | 2017 | 3 | 58 | 2017 | 4 | 50 | 2017 | 5 | 83 | 2017 | 6 | 134 | 2017 | 7 | 85 | 2017 | 8 | 84 | 2017 |
| 1404 | 1 | 1130 | 2017 | 2 | 218 | 2017 | 3 | 48 | 2017 | 4 | 78 | 2017 | 5 | 96 | 2017 | 6 | 172 | 2017 | 7 | 221 | 2017 | 8 | 76 | 2017 |
| 1405 | 1 | 3825 | 2017 | 2 | 136 | 2017 | 3 | 2584 | 2017 | 4 | 191 | 2017 | 5 | 239 | 2017 | 6 | 349 | 2017 | 7 | 484 | 2017 | 8 | 180 | 2017 |
| 2101 | 1 | 153397 | 2017 | 2 | 2003 | 2017 | 3 | 9384 | 2017 | 4 | 14496 | 2017 | 5 | 32766 | 2017 | 6 | 32902 | 2017 | 7 | 19270 | 2017 | 8 | 13556 | 2017 |
| 2102 | 1 | 6976 | 2017 | 2 | 75 | 2017 | 3 | 371 | 2017 | 4 | 470 | 2017 | 5 | 700 | 2017 | 6 | 1165 | 2017 | 7 | 455 | 2017 | 8 | 375 | 2017 |
| 2103 | 1 | 6449 | 2017 | 2 | 47 | 2017 | 3 | 2997 | 2017 | 4 | 133 | 2017 | 5 | 82 | 2017 | 6 | 83 | 2017 | 7 | 20 | 2017 | 8 | 35 | 2017 |
| 2104 | 1 | 5785 | 2017 | 2 | 109 | 2017 | 3 | 873 | 2017 | 4 | 390 | 2017 | 5 | 530 | 2017 | 6 | 1259 | 2017 | 7 | 724 | 2017 | 8 | 459 | 2017 |
| 2201 | 1 | 69485 | 2017 | 2 | 1189 | 2017 | 3 | 5377 | 2017 | 4 | 6853 | 2017 | 5 | 10761 | 2017 | 6 | 16181 | 2017 | 7 | 7271 | 2017 | 8 | 6877 | 2017 |
| 2202 | 1 | 188 | 2017 | 2 | 6 | 2017 | 3 | 13 | 2017 | 4 | 6 | 2017 | 5 | 10 | 2017 | 6 | 10 | 2017 | 7 | 15 | 2017 | 8 | 7 | 2017 |
| 2203 | 1 | 6153 | 2017 | 2 | 210 | 2017 | 3 | 645 | 2017 | 4 | 246 | 2017 | 5 | 347 | 2017 | 6 | 579 | 2017 | 7 | 406 | 2017 | 8 | 353 | 2017 |
| 2301 | 1 | 9119 | 2017 | 2 | 241 | 2017 | 3 | 479 | 2017 | 4 | 1251 | 2017 | 5 | 1353 | 2017 | 6 | 2783 | 2017 | 7 | 1939 | 2017 | 8 | 1321 | 2017 |
| 2302 | 1 | 3361 | 2017 | 2 | 40 | 2017 | 3 | 686 | 2017 | 4 | 192 | 2017 | 5 | 237 | 2017 | 6 | 478 | 2017 | 7 | 157 | 2017 | 8 | 182 | 2017 |
| 3101 | 1 | 60912 | 2017 | 2 | 354 | 2017 | 3 | 2280 | 2017 | 4 | 6416 | 2017 | 5 | 14426 | 2017 | 6 | 17987 | 2017 | 7 | 10275 | 2017 | 8 | 4380 | 2017 |
| 3102 | 1 | 7518 | 2017 | 2 | 125 | 2017 | 3 | 389 | 2017 | 4 | 593 | 2017 | 5 | 1222 | 2017 | 6 | 1634 | 2017 | 7 | 1203 | 2017 | 8 | 532 | 2017 |
| 3103 | 1 | 5504 | 2017 | 2 | 26 | 2017 | 3 | 388 | 2017 | 4 | 792 | 2017 | 5 | 1046 | 2017 | 6 | 1929 | 2017 | 7 | 785 | 2017 | 8 | 309 | 2017 |
| 3201 | 1 | 4549 | 2017 | 2 | 51 | 2017 | 3 | 179 | 2017 | 4 | 610 | 2017 | 5 | 808 | 2017 | 6 | 1549 | 2017 | 7 | 1092 | 2017 | 8 | 345 | 2017 |
| 3202 | 1 | 5846 | 2017 | 2 | 19 | 2017 | 3 | 412 | 2017 | 4 | 620 | 2017 | 5 | 865 | 2017 | 6 | 1942 | 2017 | 7 | 642 | 2017 | 8 | 186 | 2017 |
| 3301 | 1 | 19505 | 2017 | 2 | 467 | 2017 | 3 | 1114 | 2017 | 4 | 2600 | 2017 | 5 | 2850 | 2017 | 6 | 6061 | 2017 | 7 | 4437 | 2017 | 8 | 1806 | 2017 |
| 3302 | 1 | 1900 | 2017 | 2 | 139 | 2017 | 3 | 149 | 2017 | 4 | 256 | 2017 | 5 | 168 | 2017 | 6 | 717 | 2017 | 7 | 561 | 2017 | 8 | 211 | 2017 |
| 3303 | 1 | 2664 | 2017 | 2 | 56 | 2017 | 3 | 163 | 2017 | 4 | 287 | 2017 | 5 | 367 | 2017 | 6 | 964 | 2017 | 7 | 620 | 2017 | 8 | 197 | 2017 |
| 3304 | 1 | 4131 | 2017 | 2 | 90 | 2017 | 3 | 247 | 2017 | 4 | 433 | 2017 | 5 | 478 | 2017 | 6 | 1112 | 2017 | 7 | 849 | 2017 | 8 | 309 | 2017 |
| 4101 | 1 | 82376 | 2017 | 2 | 1580 | 2017 | 3 | 4228 | 2017 | 4 | 8793 | 2017 | 5 | 23774 | 2017 | 6 | 22674 | 2017 | 7 | 17908 | 2017 | 8 | 8489 | 2017 |
| 4102 | 1 | 87298 | 2017 | 2 | 1566 | 2017 | 3 | 4552 | 2017 | 4 | 8878 | 2017 | 5 | 20685 | 2017 | 6 | 24411 | 2017 | 7 | 17823 | 2017 | 8 | 6804 | 2017 |
| 4103 | 1 | 3745 | 2017 | 2 | 54 | 2017 | 3 | 153 | 2017 | 4 | 532 | 2017 | 5 | 787 | 2017 | 6 | 1704 | 2017 | 7 | 1159 | 2017 | 8 | 349 | 2017 |
| 4104 | 1 | 1617 | 2017 | 2 | 57 | 2017 | 3 | 82 | 2017 | 4 | 159 | 2017 | 5 | 205 | 2017 | 6 | 611 | 2017 | 7 | 338 | 2017 | 8 | 136 | 2017 |
| 4105 | 1 | 1899 | 2017 | 2 | 77 | 2017 | 3 | 153 | 2017 | 4 | 172 | 2017 | 5 | 218 | 2017 | 6 | 493 | 2017 | 7 | 455 | 2017 | 8 | 117 | 2017 |
| 4106 | 1 | 10345 | 2017 | 2 | 228 | 2017 | 3 | 690 | 2017 | 4 | 1047 | 2017 | 5 | 1927 | 2017 | 6 | 3505 | 2017 | 7 | 2629 | 2017 | 8 | 771 | 2017 |
| 4201 | 1 | 11226 | 2017 | 2 | 351 | 2017 | 3 | 569 | 2017 | 4 | 1190 | 2017 | 5 | 1774 | 2017 | 6 | 4151 | 2017 | 7 | 3301 | 2017 | 8 | 995 | 2017 |
| 4202 | 1 | 2827 | 2017 | 2 | 213 | 2017 | 3 | 132 | 2017 | 4 | 297 | 2017 | 5 | 367 | 2017 | 6 | 1885 | 2017 | 7 | 1354 | 2017 | 8 | 257 | 2017 |
| 4203 | 1 | 9072 | 2017 | 2 | 290 | 2017 | 3 | 428 | 2017 | 4 | 662 | 2017 | 5 | 939 | 2017 | 6 | 2446 | 2017 | 7 | 1995 | 2017 | 8 | 681 | 2017 |
| 4204 | 1 | 12365 | 2017 | 2 | 395 | 2017 | 3 | 947 | 2017 | 4 | 1087 | 2017 | 5 | 1298 | 2017 | 6 | 3528 | 2017 | 7 | 2504 | 2017 | 8 | 848 | 2017 |
| 4301 | 1 | 43186 | 2017 | 2 | 779 | 2017 | 3 | 1929 | 2017 | 4 | 3712 | 2017 | 5 | 7604 | 2017 | 6 | 13141 | 2017 | 7 | 9987 | 2017 | 8 | 3823 | 2017 |
| 4302 | 1 | 4611 | 2017 | 2 | 259 | 2017 | 3 | 225 | 2017 | 4 | 410 | 2017 | 5 | 593 | 2017 | 6 | 2057 | 2017 | 7 | 1992 | 2017 | 8 | 445 | 2017 |
| 4303 | 1 | 10924 | 2017 | 2 | 508 | 2017 | 3 | 637 | 2017 | 4 | 1128 | 2017 | 5 | 1742 | 2017 | 6 | 4413 | 2017 | 7 | 2970 | 2017 | 8 | 875 | 2017 |
| 4304 | 1 | 3486 | 2017 | 2 | 170 | 2017 | 3 | 179 | 2017 | 4 | 332 | 2017 | 5 | 630 | 2017 | 6 | 1837 | 2017 | 7 | 1246 | 2017 | 8 | 300 | 2017 |
| 4305 | 1 | 1509 | 2017 | 2 | 109 | 2017 | 3 | 58 | 2017 | 4 | 156 | 2017 | 5 | 191 | 2017 | 6 | 682 | 2017 | 7 | 644 | 2017 | 8 | 137 | 2017 |
| 5101 | 1 | 123292 | 2017 | 2 | 2315 | 2017 | 3 | 5745 | 2017 | 4 | 9676 | 2017 | 5 | 31910 | 2017 | 6 | 23932 | 2017 | 7 | 30071 | 2017 | 8 | 11746 | 2017 |
| 5102 | 1 | 11516 | 2017 | 2 | 222 | 2017 | 3 | 533 | 2017 | 4 | 760 | 2017 | 5 | 2189 | 2017 | 6 | 2900 | 2017 | 7 | 2198 | 2017 | 8 | 781 | 2017 |
| 5103 | 1 | 18334 | 2017 | 2 | 325 | 2017 | 3 | 772 | 2017 | 4 | 1296 | 2017 | 5 | 4497 | 2017 | 6 | 3623 | 2017 | 7 | 3339 | 2017 | 8 | 1268 | 2017 |
| 5104 | 1 | 520 | 2017 | 2 | 5 | 2017 | 3 | 22 | 2017 | 4 | 18 | 2017 | 5 | 30 | 2017 | 6 | 92 | 2017 | 7 | 18 | 2017 | 8 | 20 | 2017 |
| 5105 | 1 | 7581 | 2017 | 2 | 165 | 2017 | 3 | 386 | 2017 | 4 | 585 | 2017 | 5 | 1326 | 2017 | 6 | 1981 | 2017 | 7 | 1953 | 2017 | 8 | 591 | 2017 |
| 5107 | 1 | 12475 | 2017 | 2 | 238 | 2017 | 3 | 611 | 2017 | 4 | 1125 | 2017 | 5 | 2497 | 2017 | 6 | 3413 | 2017 | 7 | 3171 | 2017 | 8 | 1126 | 2017 |
| 5109 | 1 | 140398 | 2017 | 2 | 2423 | 2017 | 3 | 6647 | 2017 | 4 | 10506 | 2017 | 5 | 39687 | 2017 | 6 | 26916 | 2017 | 7 | 35216 | 2017 | 8 | 10957 | 2017 |
| 5201 | 1 | 4366 | 2017 | 2 | 120 | 2017 | 3 | 296 | 2017 | 4 | 79 | 2017 | 5 | 263 | 2017 | 6 | 315 | 2017 | 7 | 184 | 2017 | 8 | 256 | 2017 |
| 5301 | 1 | 27931 | 2017 | 2 | 489 | 2017 | 3 | 2022 | 2017 | 4 | 2343 | 2017 | 5 | 4576 | 2017 | 6 | 6312 | 2017 | 7 | 5785 | 2017 | 8 | 2532 | 2017 |
| 5302 | 1 | 5974 | 2017 | 2 | 109 | 2017 | 3 | 314 | 2017 | 4 | 482 | 2017 | 5 | 942 | 2017 | 6 | 1655 | 2017 | 7 | 1166 | 2017 | 8 | 447 | 2017 |
2.3.2 Construcción de un código comunal ad-hoc
Agregamos un cero a los códigos comunales de 4 dígitos, que queda en la columna llamada código:
codigos <- d_t$unlist.b.
rango <- seq(1:nrow(d_t))
cadena <- paste("0",codigos[rango], sep = "")
cadena <- substr(cadena,(nchar(cadena)[rango])-(4),6)
codigos <- as.data.frame(codigos)
cadena <- as.data.frame(cadena)
comuna_corr <- cbind(d_t,cadena)
comuna_corr <- comuna_corr[,-c(1),drop=FALSE]
names(comuna_corr)[25] <- "código"
tablamadre <- head(comuna_corr,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | código |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 85594 | 2017 | 2 | 1241 | 2017 | 3 | 4450 | 2017 | 4 | 6904 | 2017 | 5 | 15250 | 2017 | 6 | 14936 | 2017 | 7 | 12854 | 2017 | 8 | 6888 | 2017 | 01101 |
| 1 | 41022 | 2017 | 2 | 922 | 2017 | 3 | 2161 | 2017 | 4 | 4104 | 2017 | 5 | 8430 | 2017 | 6 | 9101 | 2017 | 7 | 3325 | 2017 | 8 | 6056 | 2017 | 01107 |
| 1 | 6699 | 2017 | 2 | 177 | 2017 | 3 | 917 | 2017 | 4 | 643 | 2017 | 5 | 773 | 2017 | 6 | 1212 | 2017 | 7 | 771 | 2017 | 8 | 602 | 2017 | 01401 |
| 1 | 447 | 2017 | 2 | 148 | 2017 | 3 | 13 | 2017 | 4 | 24 | 2017 | 5 | 61 | 2017 | 6 | 105 | 2017 | 7 | 104 | 2017 | 8 | 49 | 2017 | 01402 |
| 1 | 723 | 2017 | 2 | 181 | 2017 | 3 | 58 | 2017 | 4 | 50 | 2017 | 5 | 83 | 2017 | 6 | 134 | 2017 | 7 | 85 | 2017 | 8 | 84 | 2017 | 01403 |
| 1 | 1130 | 2017 | 2 | 218 | 2017 | 3 | 48 | 2017 | 4 | 78 | 2017 | 5 | 96 | 2017 | 6 | 172 | 2017 | 7 | 221 | 2017 | 8 | 76 | 2017 | 01404 |
| 1 | 3825 | 2017 | 2 | 136 | 2017 | 3 | 2584 | 2017 | 4 | 191 | 2017 | 5 | 239 | 2017 | 6 | 349 | 2017 | 7 | 484 | 2017 | 8 | 180 | 2017 | 01405 |
| 1 | 153397 | 2017 | 2 | 2003 | 2017 | 3 | 9384 | 2017 | 4 | 14496 | 2017 | 5 | 32766 | 2017 | 6 | 32902 | 2017 | 7 | 19270 | 2017 | 8 | 13556 | 2017 | 02101 |
| 1 | 6976 | 2017 | 2 | 75 | 2017 | 3 | 371 | 2017 | 4 | 470 | 2017 | 5 | 700 | 2017 | 6 | 1165 | 2017 | 7 | 455 | 2017 | 8 | 375 | 2017 | 02102 |
| 1 | 6449 | 2017 | 2 | 47 | 2017 | 3 | 2997 | 2017 | 4 | 133 | 2017 | 5 | 82 | 2017 | 6 | 83 | 2017 | 7 | 20 | 2017 | 8 | 35 | 2017 | 02103 |
| 1 | 5785 | 2017 | 2 | 109 | 2017 | 3 | 873 | 2017 | 4 | 390 | 2017 | 5 | 530 | 2017 | 6 | 1259 | 2017 | 7 | 724 | 2017 | 8 | 459 | 2017 | 02104 |
| 1 | 69485 | 2017 | 2 | 1189 | 2017 | 3 | 5377 | 2017 | 4 | 6853 | 2017 | 5 | 10761 | 2017 | 6 | 16181 | 2017 | 7 | 7271 | 2017 | 8 | 6877 | 2017 | 02201 |
| 1 | 188 | 2017 | 2 | 6 | 2017 | 3 | 13 | 2017 | 4 | 6 | 2017 | 5 | 10 | 2017 | 6 | 10 | 2017 | 7 | 15 | 2017 | 8 | 7 | 2017 | 02202 |
| 1 | 6153 | 2017 | 2 | 210 | 2017 | 3 | 645 | 2017 | 4 | 246 | 2017 | 5 | 347 | 2017 | 6 | 579 | 2017 | 7 | 406 | 2017 | 8 | 353 | 2017 | 02203 |
| 1 | 9119 | 2017 | 2 | 241 | 2017 | 3 | 479 | 2017 | 4 | 1251 | 2017 | 5 | 1353 | 2017 | 6 | 2783 | 2017 | 7 | 1939 | 2017 | 8 | 1321 | 2017 | 02301 |
| 1 | 3361 | 2017 | 2 | 40 | 2017 | 3 | 686 | 2017 | 4 | 192 | 2017 | 5 | 237 | 2017 | 6 | 478 | 2017 | 7 | 157 | 2017 | 8 | 182 | 2017 | 02302 |
| 1 | 60912 | 2017 | 2 | 354 | 2017 | 3 | 2280 | 2017 | 4 | 6416 | 2017 | 5 | 14426 | 2017 | 6 | 17987 | 2017 | 7 | 10275 | 2017 | 8 | 4380 | 2017 | 03101 |
| 1 | 7518 | 2017 | 2 | 125 | 2017 | 3 | 389 | 2017 | 4 | 593 | 2017 | 5 | 1222 | 2017 | 6 | 1634 | 2017 | 7 | 1203 | 2017 | 8 | 532 | 2017 | 03102 |
| 1 | 5504 | 2017 | 2 | 26 | 2017 | 3 | 388 | 2017 | 4 | 792 | 2017 | 5 | 1046 | 2017 | 6 | 1929 | 2017 | 7 | 785 | 2017 | 8 | 309 | 2017 | 03103 |
| 1 | 4549 | 2017 | 2 | 51 | 2017 | 3 | 179 | 2017 | 4 | 610 | 2017 | 5 | 808 | 2017 | 6 | 1549 | 2017 | 7 | 1092 | 2017 | 8 | 345 | 2017 | 03201 |
| 1 | 5846 | 2017 | 2 | 19 | 2017 | 3 | 412 | 2017 | 4 | 620 | 2017 | 5 | 865 | 2017 | 6 | 1942 | 2017 | 7 | 642 | 2017 | 8 | 186 | 2017 | 03202 |
| 1 | 19505 | 2017 | 2 | 467 | 2017 | 3 | 1114 | 2017 | 4 | 2600 | 2017 | 5 | 2850 | 2017 | 6 | 6061 | 2017 | 7 | 4437 | 2017 | 8 | 1806 | 2017 | 03301 |
| 1 | 1900 | 2017 | 2 | 139 | 2017 | 3 | 149 | 2017 | 4 | 256 | 2017 | 5 | 168 | 2017 | 6 | 717 | 2017 | 7 | 561 | 2017 | 8 | 211 | 2017 | 03302 |
| 1 | 2664 | 2017 | 2 | 56 | 2017 | 3 | 163 | 2017 | 4 | 287 | 2017 | 5 | 367 | 2017 | 6 | 964 | 2017 | 7 | 620 | 2017 | 8 | 197 | 2017 | 03303 |
| 1 | 4131 | 2017 | 2 | 90 | 2017 | 3 | 247 | 2017 | 4 | 433 | 2017 | 5 | 478 | 2017 | 6 | 1112 | 2017 | 7 | 849 | 2017 | 8 | 309 | 2017 | 03304 |
| 1 | 82376 | 2017 | 2 | 1580 | 2017 | 3 | 4228 | 2017 | 4 | 8793 | 2017 | 5 | 23774 | 2017 | 6 | 22674 | 2017 | 7 | 17908 | 2017 | 8 | 8489 | 2017 | 04101 |
| 1 | 87298 | 2017 | 2 | 1566 | 2017 | 3 | 4552 | 2017 | 4 | 8878 | 2017 | 5 | 20685 | 2017 | 6 | 24411 | 2017 | 7 | 17823 | 2017 | 8 | 6804 | 2017 | 04102 |
| 1 | 3745 | 2017 | 2 | 54 | 2017 | 3 | 153 | 2017 | 4 | 532 | 2017 | 5 | 787 | 2017 | 6 | 1704 | 2017 | 7 | 1159 | 2017 | 8 | 349 | 2017 | 04103 |
| 1 | 1617 | 2017 | 2 | 57 | 2017 | 3 | 82 | 2017 | 4 | 159 | 2017 | 5 | 205 | 2017 | 6 | 611 | 2017 | 7 | 338 | 2017 | 8 | 136 | 2017 | 04104 |
| 1 | 1899 | 2017 | 2 | 77 | 2017 | 3 | 153 | 2017 | 4 | 172 | 2017 | 5 | 218 | 2017 | 6 | 493 | 2017 | 7 | 455 | 2017 | 8 | 117 | 2017 | 04105 |
| 1 | 10345 | 2017 | 2 | 228 | 2017 | 3 | 690 | 2017 | 4 | 1047 | 2017 | 5 | 1927 | 2017 | 6 | 3505 | 2017 | 7 | 2629 | 2017 | 8 | 771 | 2017 | 04106 |
| 1 | 11226 | 2017 | 2 | 351 | 2017 | 3 | 569 | 2017 | 4 | 1190 | 2017 | 5 | 1774 | 2017 | 6 | 4151 | 2017 | 7 | 3301 | 2017 | 8 | 995 | 2017 | 04201 |
| 1 | 2827 | 2017 | 2 | 213 | 2017 | 3 | 132 | 2017 | 4 | 297 | 2017 | 5 | 367 | 2017 | 6 | 1885 | 2017 | 7 | 1354 | 2017 | 8 | 257 | 2017 | 04202 |
| 1 | 9072 | 2017 | 2 | 290 | 2017 | 3 | 428 | 2017 | 4 | 662 | 2017 | 5 | 939 | 2017 | 6 | 2446 | 2017 | 7 | 1995 | 2017 | 8 | 681 | 2017 | 04203 |
| 1 | 12365 | 2017 | 2 | 395 | 2017 | 3 | 947 | 2017 | 4 | 1087 | 2017 | 5 | 1298 | 2017 | 6 | 3528 | 2017 | 7 | 2504 | 2017 | 8 | 848 | 2017 | 04204 |
| 1 | 43186 | 2017 | 2 | 779 | 2017 | 3 | 1929 | 2017 | 4 | 3712 | 2017 | 5 | 7604 | 2017 | 6 | 13141 | 2017 | 7 | 9987 | 2017 | 8 | 3823 | 2017 | 04301 |
| 1 | 4611 | 2017 | 2 | 259 | 2017 | 3 | 225 | 2017 | 4 | 410 | 2017 | 5 | 593 | 2017 | 6 | 2057 | 2017 | 7 | 1992 | 2017 | 8 | 445 | 2017 | 04302 |
| 1 | 10924 | 2017 | 2 | 508 | 2017 | 3 | 637 | 2017 | 4 | 1128 | 2017 | 5 | 1742 | 2017 | 6 | 4413 | 2017 | 7 | 2970 | 2017 | 8 | 875 | 2017 | 04303 |
| 1 | 3486 | 2017 | 2 | 170 | 2017 | 3 | 179 | 2017 | 4 | 332 | 2017 | 5 | 630 | 2017 | 6 | 1837 | 2017 | 7 | 1246 | 2017 | 8 | 300 | 2017 | 04304 |
| 1 | 1509 | 2017 | 2 | 109 | 2017 | 3 | 58 | 2017 | 4 | 156 | 2017 | 5 | 191 | 2017 | 6 | 682 | 2017 | 7 | 644 | 2017 | 8 | 137 | 2017 | 04305 |
| 1 | 123292 | 2017 | 2 | 2315 | 2017 | 3 | 5745 | 2017 | 4 | 9676 | 2017 | 5 | 31910 | 2017 | 6 | 23932 | 2017 | 7 | 30071 | 2017 | 8 | 11746 | 2017 | 05101 |
| 1 | 11516 | 2017 | 2 | 222 | 2017 | 3 | 533 | 2017 | 4 | 760 | 2017 | 5 | 2189 | 2017 | 6 | 2900 | 2017 | 7 | 2198 | 2017 | 8 | 781 | 2017 | 05102 |
| 1 | 18334 | 2017 | 2 | 325 | 2017 | 3 | 772 | 2017 | 4 | 1296 | 2017 | 5 | 4497 | 2017 | 6 | 3623 | 2017 | 7 | 3339 | 2017 | 8 | 1268 | 2017 | 05103 |
| 1 | 520 | 2017 | 2 | 5 | 2017 | 3 | 22 | 2017 | 4 | 18 | 2017 | 5 | 30 | 2017 | 6 | 92 | 2017 | 7 | 18 | 2017 | 8 | 20 | 2017 | 05104 |
| 1 | 7581 | 2017 | 2 | 165 | 2017 | 3 | 386 | 2017 | 4 | 585 | 2017 | 5 | 1326 | 2017 | 6 | 1981 | 2017 | 7 | 1953 | 2017 | 8 | 591 | 2017 | 05105 |
| 1 | 12475 | 2017 | 2 | 238 | 2017 | 3 | 611 | 2017 | 4 | 1125 | 2017 | 5 | 2497 | 2017 | 6 | 3413 | 2017 | 7 | 3171 | 2017 | 8 | 1126 | 2017 | 05107 |
| 1 | 140398 | 2017 | 2 | 2423 | 2017 | 3 | 6647 | 2017 | 4 | 10506 | 2017 | 5 | 39687 | 2017 | 6 | 26916 | 2017 | 7 | 35216 | 2017 | 8 | 10957 | 2017 | 05109 |
| 1 | 4366 | 2017 | 2 | 120 | 2017 | 3 | 296 | 2017 | 4 | 79 | 2017 | 5 | 263 | 2017 | 6 | 315 | 2017 | 7 | 184 | 2017 | 8 | 256 | 2017 | 05201 |
| 1 | 27931 | 2017 | 2 | 489 | 2017 | 3 | 2022 | 2017 | 4 | 2343 | 2017 | 5 | 4576 | 2017 | 6 | 6312 | 2017 | 7 | 5785 | 2017 | 8 | 2532 | 2017 | 05301 |
| 1 | 5974 | 2017 | 2 | 109 | 2017 | 3 | 314 | 2017 | 4 | 482 | 2017 | 5 | 942 | 2017 | 6 | 1655 | 2017 | 7 | 1166 | 2017 | 8 | 447 | 2017 | 05302 |
2.3.3 Unión con los ingresos comunales expandidos
Hacemos la unión con los ingresos promedio comunales expandidos:
ingresos_expandidos_2017 <- readRDS("../ingresos_expandidos_17.rds")
df_2017_2 = merge( x = comuna_corr, y = ingresos_expandidos_2017, by = "código", all.x = TRUE)
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 85594 | 2017 | 2 | 1241 | 2017 | 3 | 4450 | 2017 | 4 | 6904 | 2017 | 5 | 15250 | 2017 | 6 | 14936 | 2017 | 7 | 12854 | 2017 | 8 | 6888 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 41022 | 2017 | 2 | 922 | 2017 | 3 | 2161 | 2017 | 4 | 4104 | 2017 | 5 | 8430 | 2017 | 6 | 9101 | 2017 | 7 | 3325 | 2017 | 8 | 6056 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 6699 | 2017 | 2 | 177 | 2017 | 3 | 917 | 2017 | 4 | 643 | 2017 | 5 | 773 | 2017 | 6 | 1212 | 2017 | 7 | 771 | 2017 | 8 | 602 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 447 | 2017 | 2 | 148 | 2017 | 3 | 13 | 2017 | 4 | 24 | 2017 | 5 | 61 | 2017 | 6 | 105 | 2017 | 7 | 104 | 2017 | 8 | 49 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 723 | 2017 | 2 | 181 | 2017 | 3 | 58 | 2017 | 4 | 50 | 2017 | 5 | 83 | 2017 | 6 | 134 | 2017 | 7 | 85 | 2017 | 8 | 84 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 1130 | 2017 | 2 | 218 | 2017 | 3 | 48 | 2017 | 4 | 78 | 2017 | 5 | 96 | 2017 | 6 | 172 | 2017 | 7 | 221 | 2017 | 8 | 76 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 3825 | 2017 | 2 | 136 | 2017 | 3 | 2584 | 2017 | 4 | 191 | 2017 | 5 | 239 | 2017 | 6 | 349 | 2017 | 7 | 484 | 2017 | 8 | 180 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 153397 | 2017 | 2 | 2003 | 2017 | 3 | 9384 | 2017 | 4 | 14496 | 2017 | 5 | 32766 | 2017 | 6 | 32902 | 2017 | 7 | 19270 | 2017 | 8 | 13556 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 6976 | 2017 | 2 | 75 | 2017 | 3 | 371 | 2017 | 4 | 470 | 2017 | 5 | 700 | 2017 | 6 | 1165 | 2017 | 7 | 455 | 2017 | 8 | 375 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 6449 | 2017 | 2 | 47 | 2017 | 3 | 2997 | 2017 | 4 | 133 | 2017 | 5 | 82 | 2017 | 6 | 83 | 2017 | 7 | 20 | 2017 | 8 | 35 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 5785 | 2017 | 2 | 109 | 2017 | 3 | 873 | 2017 | 4 | 390 | 2017 | 5 | 530 | 2017 | 6 | 1259 | 2017 | 7 | 724 | 2017 | 8 | 459 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 69485 | 2017 | 2 | 1189 | 2017 | 3 | 5377 | 2017 | 4 | 6853 | 2017 | 5 | 10761 | 2017 | 6 | 16181 | 2017 | 7 | 7271 | 2017 | 8 | 6877 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 188 | 2017 | 2 | 6 | 2017 | 3 | 13 | 2017 | 4 | 6 | 2017 | 5 | 10 | 2017 | 6 | 10 | 2017 | 7 | 15 | 2017 | 8 | 7 | 2017 | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 6153 | 2017 | 2 | 210 | 2017 | 3 | 645 | 2017 | 4 | 246 | 2017 | 5 | 347 | 2017 | 6 | 579 | 2017 | 7 | 406 | 2017 | 8 | 353 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 9119 | 2017 | 2 | 241 | 2017 | 3 | 479 | 2017 | 4 | 1251 | 2017 | 5 | 1353 | 2017 | 6 | 2783 | 2017 | 7 | 1939 | 2017 | 8 | 1321 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 3361 | 2017 | 2 | 40 | 2017 | 3 | 686 | 2017 | 4 | 192 | 2017 | 5 | 237 | 2017 | 6 | 478 | 2017 | 7 | 157 | 2017 | 8 | 182 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 60912 | 2017 | 2 | 354 | 2017 | 3 | 2280 | 2017 | 4 | 6416 | 2017 | 5 | 14426 | 2017 | 6 | 17987 | 2017 | 7 | 10275 | 2017 | 8 | 4380 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 7518 | 2017 | 2 | 125 | 2017 | 3 | 389 | 2017 | 4 | 593 | 2017 | 5 | 1222 | 2017 | 6 | 1634 | 2017 | 7 | 1203 | 2017 | 8 | 532 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 5504 | 2017 | 2 | 26 | 2017 | 3 | 388 | 2017 | 4 | 792 | 2017 | 5 | 1046 | 2017 | 6 | 1929 | 2017 | 7 | 785 | 2017 | 8 | 309 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 4549 | 2017 | 2 | 51 | 2017 | 3 | 179 | 2017 | 4 | 610 | 2017 | 5 | 808 | 2017 | 6 | 1549 | 2017 | 7 | 1092 | 2017 | 8 | 345 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 5846 | 2017 | 2 | 19 | 2017 | 3 | 412 | 2017 | 4 | 620 | 2017 | 5 | 865 | 2017 | 6 | 1942 | 2017 | 7 | 642 | 2017 | 8 | 186 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 19505 | 2017 | 2 | 467 | 2017 | 3 | 1114 | 2017 | 4 | 2600 | 2017 | 5 | 2850 | 2017 | 6 | 6061 | 2017 | 7 | 4437 | 2017 | 8 | 1806 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 1900 | 2017 | 2 | 139 | 2017 | 3 | 149 | 2017 | 4 | 256 | 2017 | 5 | 168 | 2017 | 6 | 717 | 2017 | 7 | 561 | 2017 | 8 | 211 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 2664 | 2017 | 2 | 56 | 2017 | 3 | 163 | 2017 | 4 | 287 | 2017 | 5 | 367 | 2017 | 6 | 964 | 2017 | 7 | 620 | 2017 | 8 | 197 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 4131 | 2017 | 2 | 90 | 2017 | 3 | 247 | 2017 | 4 | 433 | 2017 | 5 | 478 | 2017 | 6 | 1112 | 2017 | 7 | 849 | 2017 | 8 | 309 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 82376 | 2017 | 2 | 1580 | 2017 | 3 | 4228 | 2017 | 4 | 8793 | 2017 | 5 | 23774 | 2017 | 6 | 22674 | 2017 | 7 | 17908 | 2017 | 8 | 8489 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 87298 | 2017 | 2 | 1566 | 2017 | 3 | 4552 | 2017 | 4 | 8878 | 2017 | 5 | 20685 | 2017 | 6 | 24411 | 2017 | 7 | 17823 | 2017 | 8 | 6804 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 3745 | 2017 | 2 | 54 | 2017 | 3 | 153 | 2017 | 4 | 532 | 2017 | 5 | 787 | 2017 | 6 | 1704 | 2017 | 7 | 1159 | 2017 | 8 | 349 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 1617 | 2017 | 2 | 57 | 2017 | 3 | 82 | 2017 | 4 | 159 | 2017 | 5 | 205 | 2017 | 6 | 611 | 2017 | 7 | 338 | 2017 | 8 | 136 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 1899 | 2017 | 2 | 77 | 2017 | 3 | 153 | 2017 | 4 | 172 | 2017 | 5 | 218 | 2017 | 6 | 493 | 2017 | 7 | 455 | 2017 | 8 | 117 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 10345 | 2017 | 2 | 228 | 2017 | 3 | 690 | 2017 | 4 | 1047 | 2017 | 5 | 1927 | 2017 | 6 | 3505 | 2017 | 7 | 2629 | 2017 | 8 | 771 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 11226 | 2017 | 2 | 351 | 2017 | 3 | 569 | 2017 | 4 | 1190 | 2017 | 5 | 1774 | 2017 | 6 | 4151 | 2017 | 7 | 3301 | 2017 | 8 | 995 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 2827 | 2017 | 2 | 213 | 2017 | 3 | 132 | 2017 | 4 | 297 | 2017 | 5 | 367 | 2017 | 6 | 1885 | 2017 | 7 | 1354 | 2017 | 8 | 257 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 9072 | 2017 | 2 | 290 | 2017 | 3 | 428 | 2017 | 4 | 662 | 2017 | 5 | 939 | 2017 | 6 | 2446 | 2017 | 7 | 1995 | 2017 | 8 | 681 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 12365 | 2017 | 2 | 395 | 2017 | 3 | 947 | 2017 | 4 | 1087 | 2017 | 5 | 1298 | 2017 | 6 | 3528 | 2017 | 7 | 2504 | 2017 | 8 | 848 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 43186 | 2017 | 2 | 779 | 2017 | 3 | 1929 | 2017 | 4 | 3712 | 2017 | 5 | 7604 | 2017 | 6 | 13141 | 2017 | 7 | 9987 | 2017 | 8 | 3823 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 4611 | 2017 | 2 | 259 | 2017 | 3 | 225 | 2017 | 4 | 410 | 2017 | 5 | 593 | 2017 | 6 | 2057 | 2017 | 7 | 1992 | 2017 | 8 | 445 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 10924 | 2017 | 2 | 508 | 2017 | 3 | 637 | 2017 | 4 | 1128 | 2017 | 5 | 1742 | 2017 | 6 | 4413 | 2017 | 7 | 2970 | 2017 | 8 | 875 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 3486 | 2017 | 2 | 170 | 2017 | 3 | 179 | 2017 | 4 | 332 | 2017 | 5 | 630 | 2017 | 6 | 1837 | 2017 | 7 | 1246 | 2017 | 8 | 300 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 1509 | 2017 | 2 | 109 | 2017 | 3 | 58 | 2017 | 4 | 156 | 2017 | 5 | 191 | 2017 | 6 | 682 | 2017 | 7 | 644 | 2017 | 8 | 137 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 123292 | 2017 | 2 | 2315 | 2017 | 3 | 5745 | 2017 | 4 | 9676 | 2017 | 5 | 31910 | 2017 | 6 | 23932 | 2017 | 7 | 30071 | 2017 | 8 | 11746 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 11516 | 2017 | 2 | 222 | 2017 | 3 | 533 | 2017 | 4 | 760 | 2017 | 5 | 2189 | 2017 | 6 | 2900 | 2017 | 7 | 2198 | 2017 | 8 | 781 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 18334 | 2017 | 2 | 325 | 2017 | 3 | 772 | 2017 | 4 | 1296 | 2017 | 5 | 4497 | 2017 | 6 | 3623 | 2017 | 7 | 3339 | 2017 | 8 | 1268 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 520 | 2017 | 2 | 5 | 2017 | 3 | 22 | 2017 | 4 | 18 | 2017 | 5 | 30 | 2017 | 6 | 92 | 2017 | 7 | 18 | 2017 | 8 | 20 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 7581 | 2017 | 2 | 165 | 2017 | 3 | 386 | 2017 | 4 | 585 | 2017 | 5 | 1326 | 2017 | 6 | 1981 | 2017 | 7 | 1953 | 2017 | 8 | 591 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 12475 | 2017 | 2 | 238 | 2017 | 3 | 611 | 2017 | 4 | 1125 | 2017 | 5 | 2497 | 2017 | 6 | 3413 | 2017 | 7 | 3171 | 2017 | 8 | 1126 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 140398 | 2017 | 2 | 2423 | 2017 | 3 | 6647 | 2017 | 4 | 10506 | 2017 | 5 | 39687 | 2017 | 6 | 26916 | 2017 | 7 | 35216 | 2017 | 8 | 10957 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 4366 | 2017 | 2 | 120 | 2017 | 3 | 296 | 2017 | 4 | 79 | 2017 | 5 | 263 | 2017 | 6 | 315 | 2017 | 7 | 184 | 2017 | 8 | 256 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 27931 | 2017 | 2 | 489 | 2017 | 3 | 2022 | 2017 | 4 | 2343 | 2017 | 5 | 4576 | 2017 | 6 | 6312 | 2017 | 7 | 5785 | 2017 | 8 | 2532 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 5974 | 2017 | 2 | 109 | 2017 | 3 | 314 | 2017 | 4 | 482 | 2017 | 5 | 942 | 2017 | 6 | 1655 | 2017 | 7 | 1166 | 2017 | 8 | 447 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
2.3.4 Renombre de columnas
head(df_2017_2,5)## código unlist.c..x Freq.x anio.x unlist.c..y Freq.y anio.y unlist.c..x.1
## 1 01101 1 85594 2017 2 1241 2017 3
## 2 01107 1 41022 2017 2 922 2017 3
## 3 01401 1 6699 2017 2 177 2017 3
## 4 01402 1 447 2017 2 148 2017 3
## 5 01403 1 723 2017 2 181 2017 3
## Freq.x.1 anio.x.1 unlist.c..y.1 Freq.y.1 anio.y.1 unlist.c..x.2 Freq.x.2
## 1 4450 2017 4 6904 2017 5 15250
## 2 2161 2017 4 4104 2017 5 8430
## 3 917 2017 4 643 2017 5 773
## 4 13 2017 4 24 2017 5 61
## 5 58 2017 4 50 2017 5 83
## anio.x.2 unlist.c..y.2 Freq.y.2 anio.y.2 unlist.c..x.3 Freq.x.3 anio.x.3
## 1 2017 6 14936 2017 7 12854 2017
## 2 2017 6 9101 2017 7 3325 2017
## 3 2017 6 1212 2017 7 771 2017
## 4 2017 6 105 2017 7 104 2017
## 5 2017 6 134 2017 7 85 2017
## unlist.c..y.3 Freq.y.3 anio.y.3 comuna.x promedio_i año comuna.y
## 1 8 6888 2017 Iquique 354820.7 2017 1101
## 2 8 6056 2017 Alto Hospicio 301933.4 2017 1107
## 3 8 602 2017 Pozo Almonte 285981.8 2017 1401
## 4 8 49 2017 Camiña 262850.3 2017 1402
## 5 8 84 2017 <NA> NA <NA> NA
## personas Ingresos_expandidos
## 1 191468 67936815240
## 2 108375 32722034397
## 3 15711 4493059532
## 4 1250 328562901
## 5 NA NAnames(df_2017_2)[3] <- "Por un pago"
names(df_2017_2)[6] <- "Sin pago"
names(df_2017_2)[9] <- "Tenía empleo pero"
names(df_2017_2)[12] <- "Se encontraba buscando"
names(df_2017_2)[15] <- "Estaba estudiando"
names(df_2017_2)[18] <- "Realizó quehaceres"
names(df_2017_2)[21] <- "Es jubilado"
names(df_2017_2)[24] <- "Otra situación"
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Por un pago | anio.x | unlist.c..y | Sin pago | anio.y | unlist.c..x.1 | Tenía empleo pero | anio.x.1 | unlist.c..y.1 | Se encontraba buscando | anio.y.1 | unlist.c..x.2 | Estaba estudiando | anio.x.2 | unlist.c..y.2 | Realizó quehaceres | anio.y.2 | unlist.c..x.3 | Es jubilado | anio.x.3 | unlist.c..y.3 | Otra situación | anio.y.3 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 85594 | 2017 | 2 | 1241 | 2017 | 3 | 4450 | 2017 | 4 | 6904 | 2017 | 5 | 15250 | 2017 | 6 | 14936 | 2017 | 7 | 12854 | 2017 | 8 | 6888 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 41022 | 2017 | 2 | 922 | 2017 | 3 | 2161 | 2017 | 4 | 4104 | 2017 | 5 | 8430 | 2017 | 6 | 9101 | 2017 | 7 | 3325 | 2017 | 8 | 6056 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 6699 | 2017 | 2 | 177 | 2017 | 3 | 917 | 2017 | 4 | 643 | 2017 | 5 | 773 | 2017 | 6 | 1212 | 2017 | 7 | 771 | 2017 | 8 | 602 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 447 | 2017 | 2 | 148 | 2017 | 3 | 13 | 2017 | 4 | 24 | 2017 | 5 | 61 | 2017 | 6 | 105 | 2017 | 7 | 104 | 2017 | 8 | 49 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 723 | 2017 | 2 | 181 | 2017 | 3 | 58 | 2017 | 4 | 50 | 2017 | 5 | 83 | 2017 | 6 | 134 | 2017 | 7 | 85 | 2017 | 8 | 84 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 1130 | 2017 | 2 | 218 | 2017 | 3 | 48 | 2017 | 4 | 78 | 2017 | 5 | 96 | 2017 | 6 | 172 | 2017 | 7 | 221 | 2017 | 8 | 76 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 3825 | 2017 | 2 | 136 | 2017 | 3 | 2584 | 2017 | 4 | 191 | 2017 | 5 | 239 | 2017 | 6 | 349 | 2017 | 7 | 484 | 2017 | 8 | 180 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 153397 | 2017 | 2 | 2003 | 2017 | 3 | 9384 | 2017 | 4 | 14496 | 2017 | 5 | 32766 | 2017 | 6 | 32902 | 2017 | 7 | 19270 | 2017 | 8 | 13556 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 6976 | 2017 | 2 | 75 | 2017 | 3 | 371 | 2017 | 4 | 470 | 2017 | 5 | 700 | 2017 | 6 | 1165 | 2017 | 7 | 455 | 2017 | 8 | 375 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02103 | 1 | 6449 | 2017 | 2 | 47 | 2017 | 3 | 2997 | 2017 | 4 | 133 | 2017 | 5 | 82 | 2017 | 6 | 83 | 2017 | 7 | 20 | 2017 | 8 | 35 | 2017 | Sierra Gorda | 403458.5 | 2017 | 2103 | 10186 | 4109628188 |
| 02104 | 1 | 5785 | 2017 | 2 | 109 | 2017 | 3 | 873 | 2017 | 4 | 390 | 2017 | 5 | 530 | 2017 | 6 | 1259 | 2017 | 7 | 724 | 2017 | 8 | 459 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 69485 | 2017 | 2 | 1189 | 2017 | 3 | 5377 | 2017 | 4 | 6853 | 2017 | 5 | 10761 | 2017 | 6 | 16181 | 2017 | 7 | 7271 | 2017 | 8 | 6877 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02202 | 1 | 188 | 2017 | 2 | 6 | 2017 | 3 | 13 | 2017 | 4 | 6 | 2017 | 5 | 10 | 2017 | 6 | 10 | 2017 | 7 | 15 | 2017 | 8 | 7 | 2017 | NA | NA | NA | NA | NA | NA |
| 02203 | 1 | 6153 | 2017 | 2 | 210 | 2017 | 3 | 645 | 2017 | 4 | 246 | 2017 | 5 | 347 | 2017 | 6 | 579 | 2017 | 7 | 406 | 2017 | 8 | 353 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 9119 | 2017 | 2 | 241 | 2017 | 3 | 479 | 2017 | 4 | 1251 | 2017 | 5 | 1353 | 2017 | 6 | 2783 | 2017 | 7 | 1939 | 2017 | 8 | 1321 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 3361 | 2017 | 2 | 40 | 2017 | 3 | 686 | 2017 | 4 | 192 | 2017 | 5 | 237 | 2017 | 6 | 478 | 2017 | 7 | 157 | 2017 | 8 | 182 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 60912 | 2017 | 2 | 354 | 2017 | 3 | 2280 | 2017 | 4 | 6416 | 2017 | 5 | 14426 | 2017 | 6 | 17987 | 2017 | 7 | 10275 | 2017 | 8 | 4380 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 7518 | 2017 | 2 | 125 | 2017 | 3 | 389 | 2017 | 4 | 593 | 2017 | 5 | 1222 | 2017 | 6 | 1634 | 2017 | 7 | 1203 | 2017 | 8 | 532 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 5504 | 2017 | 2 | 26 | 2017 | 3 | 388 | 2017 | 4 | 792 | 2017 | 5 | 1046 | 2017 | 6 | 1929 | 2017 | 7 | 785 | 2017 | 8 | 309 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 4549 | 2017 | 2 | 51 | 2017 | 3 | 179 | 2017 | 4 | 610 | 2017 | 5 | 808 | 2017 | 6 | 1549 | 2017 | 7 | 1092 | 2017 | 8 | 345 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 5846 | 2017 | 2 | 19 | 2017 | 3 | 412 | 2017 | 4 | 620 | 2017 | 5 | 865 | 2017 | 6 | 1942 | 2017 | 7 | 642 | 2017 | 8 | 186 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 19505 | 2017 | 2 | 467 | 2017 | 3 | 1114 | 2017 | 4 | 2600 | 2017 | 5 | 2850 | 2017 | 6 | 6061 | 2017 | 7 | 4437 | 2017 | 8 | 1806 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 1900 | 2017 | 2 | 139 | 2017 | 3 | 149 | 2017 | 4 | 256 | 2017 | 5 | 168 | 2017 | 6 | 717 | 2017 | 7 | 561 | 2017 | 8 | 211 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 2664 | 2017 | 2 | 56 | 2017 | 3 | 163 | 2017 | 4 | 287 | 2017 | 5 | 367 | 2017 | 6 | 964 | 2017 | 7 | 620 | 2017 | 8 | 197 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 4131 | 2017 | 2 | 90 | 2017 | 3 | 247 | 2017 | 4 | 433 | 2017 | 5 | 478 | 2017 | 6 | 1112 | 2017 | 7 | 849 | 2017 | 8 | 309 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 82376 | 2017 | 2 | 1580 | 2017 | 3 | 4228 | 2017 | 4 | 8793 | 2017 | 5 | 23774 | 2017 | 6 | 22674 | 2017 | 7 | 17908 | 2017 | 8 | 8489 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 87298 | 2017 | 2 | 1566 | 2017 | 3 | 4552 | 2017 | 4 | 8878 | 2017 | 5 | 20685 | 2017 | 6 | 24411 | 2017 | 7 | 17823 | 2017 | 8 | 6804 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 3745 | 2017 | 2 | 54 | 2017 | 3 | 153 | 2017 | 4 | 532 | 2017 | 5 | 787 | 2017 | 6 | 1704 | 2017 | 7 | 1159 | 2017 | 8 | 349 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 1617 | 2017 | 2 | 57 | 2017 | 3 | 82 | 2017 | 4 | 159 | 2017 | 5 | 205 | 2017 | 6 | 611 | 2017 | 7 | 338 | 2017 | 8 | 136 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 1899 | 2017 | 2 | 77 | 2017 | 3 | 153 | 2017 | 4 | 172 | 2017 | 5 | 218 | 2017 | 6 | 493 | 2017 | 7 | 455 | 2017 | 8 | 117 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 10345 | 2017 | 2 | 228 | 2017 | 3 | 690 | 2017 | 4 | 1047 | 2017 | 5 | 1927 | 2017 | 6 | 3505 | 2017 | 7 | 2629 | 2017 | 8 | 771 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 11226 | 2017 | 2 | 351 | 2017 | 3 | 569 | 2017 | 4 | 1190 | 2017 | 5 | 1774 | 2017 | 6 | 4151 | 2017 | 7 | 3301 | 2017 | 8 | 995 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 2827 | 2017 | 2 | 213 | 2017 | 3 | 132 | 2017 | 4 | 297 | 2017 | 5 | 367 | 2017 | 6 | 1885 | 2017 | 7 | 1354 | 2017 | 8 | 257 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 9072 | 2017 | 2 | 290 | 2017 | 3 | 428 | 2017 | 4 | 662 | 2017 | 5 | 939 | 2017 | 6 | 2446 | 2017 | 7 | 1995 | 2017 | 8 | 681 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 12365 | 2017 | 2 | 395 | 2017 | 3 | 947 | 2017 | 4 | 1087 | 2017 | 5 | 1298 | 2017 | 6 | 3528 | 2017 | 7 | 2504 | 2017 | 8 | 848 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 43186 | 2017 | 2 | 779 | 2017 | 3 | 1929 | 2017 | 4 | 3712 | 2017 | 5 | 7604 | 2017 | 6 | 13141 | 2017 | 7 | 9987 | 2017 | 8 | 3823 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 4611 | 2017 | 2 | 259 | 2017 | 3 | 225 | 2017 | 4 | 410 | 2017 | 5 | 593 | 2017 | 6 | 2057 | 2017 | 7 | 1992 | 2017 | 8 | 445 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 10924 | 2017 | 2 | 508 | 2017 | 3 | 637 | 2017 | 4 | 1128 | 2017 | 5 | 1742 | 2017 | 6 | 4413 | 2017 | 7 | 2970 | 2017 | 8 | 875 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 3486 | 2017 | 2 | 170 | 2017 | 3 | 179 | 2017 | 4 | 332 | 2017 | 5 | 630 | 2017 | 6 | 1837 | 2017 | 7 | 1246 | 2017 | 8 | 300 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 1509 | 2017 | 2 | 109 | 2017 | 3 | 58 | 2017 | 4 | 156 | 2017 | 5 | 191 | 2017 | 6 | 682 | 2017 | 7 | 644 | 2017 | 8 | 137 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 123292 | 2017 | 2 | 2315 | 2017 | 3 | 5745 | 2017 | 4 | 9676 | 2017 | 5 | 31910 | 2017 | 6 | 23932 | 2017 | 7 | 30071 | 2017 | 8 | 11746 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 11516 | 2017 | 2 | 222 | 2017 | 3 | 533 | 2017 | 4 | 760 | 2017 | 5 | 2189 | 2017 | 6 | 2900 | 2017 | 7 | 2198 | 2017 | 8 | 781 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 18334 | 2017 | 2 | 325 | 2017 | 3 | 772 | 2017 | 4 | 1296 | 2017 | 5 | 4497 | 2017 | 6 | 3623 | 2017 | 7 | 3339 | 2017 | 8 | 1268 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 520 | 2017 | 2 | 5 | 2017 | 3 | 22 | 2017 | 4 | 18 | 2017 | 5 | 30 | 2017 | 6 | 92 | 2017 | 7 | 18 | 2017 | 8 | 20 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 7581 | 2017 | 2 | 165 | 2017 | 3 | 386 | 2017 | 4 | 585 | 2017 | 5 | 1326 | 2017 | 6 | 1981 | 2017 | 7 | 1953 | 2017 | 8 | 591 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 12475 | 2017 | 2 | 238 | 2017 | 3 | 611 | 2017 | 4 | 1125 | 2017 | 5 | 2497 | 2017 | 6 | 3413 | 2017 | 7 | 3171 | 2017 | 8 | 1126 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 140398 | 2017 | 2 | 2423 | 2017 | 3 | 6647 | 2017 | 4 | 10506 | 2017 | 5 | 39687 | 2017 | 6 | 26916 | 2017 | 7 | 35216 | 2017 | 8 | 10957 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 4366 | 2017 | 2 | 120 | 2017 | 3 | 296 | 2017 | 4 | 79 | 2017 | 5 | 263 | 2017 | 6 | 315 | 2017 | 7 | 184 | 2017 | 8 | 256 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 27931 | 2017 | 2 | 489 | 2017 | 3 | 2022 | 2017 | 4 | 2343 | 2017 | 5 | 4576 | 2017 | 6 | 6312 | 2017 | 7 | 5785 | 2017 | 8 | 2532 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 5974 | 2017 | 2 | 109 | 2017 | 3 | 314 | 2017 | 4 | 482 | 2017 | 5 | 942 | 2017 | 6 | 1655 | 2017 | 7 | 1166 | 2017 | 8 | 447 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
2.3.5 Correlaciones
my_data <- df_2017_2[, c(3,6,9,12,15,18,21,24,31)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
2.4 Pregunta P18: Rama de actividad económica
1 A Agricultura, ganadería, silvicultura y pesca
2 B Explotación de minas y canteras
3 C Industrias manufactureras
4 D Suministro de electricidad, gas, vapor y aire acondicionado
5 E Suministro de agua; evacuación de aguas residuales, gestión de desechos y descontaminación
6 F Construcción
7 G Comercio al por mayor y al por menor; reparación de vehículos automotores y motocicletas
8 H Transporte y almacenamiento
9 I Actividades de alojamiento y de servicios de comidas
10 J Información y comunicaciones
11 K Actividades financieras y de seguros
12 L Actividades inmobiliarias
13 M Actividades profesionales, científicas y técnicas
14 N Actividades de servicios administrativos y de apoyo
15 O Administración pública y defensa; planes de seguridad social de afiliación obligatoria
16 P Enseñanza
17 Q Actividades de atención de la salud humana y de asistencia social
18 R Actividades artísticas, de entretenimiento y recreativas
19 S Otras actividades de servicios
20 T Actividades de los hogares como empleadores; actividades no diferenciadas de los hogares como productores de bienes y servicios para uso propio
21 U Actividades de organizaciones y órganos extraterritoriales
22 Z Rama no declarada
98 No aplica
99 Missing
2.4.1 Cálculo de frecuencias
Leemos las respuestas a la pregunta P18 del censo de personas 2017 y obtenemos la tabla de frecuencias por categoría de respuesta:
tabla_con_clave <- readRDS("../censo_personas_con_clave_17")
b <- tabla_con_clave$COMUNA
c <- tabla_con_clave$P18
cross_tab = xtabs( ~ unlist(b) + unlist(c))
tabla <- as.data.frame(cross_tab)
d <-tabla[!(tabla$Freq == 0),]
d$anio <- "2017"head(d,5)## unlist.b. unlist.c. Freq anio
## 1 1101 98 97420 2017
## 2 1107 98 61701 2017
## 3 1401 98 7620 2017
## 4 1402 98 618 2017
## 5 1403 98 688 2017d$unlist.c. <- as.character(d$unlist.c.)
d <- d[-5] d$unlist.c.[d$unlist.c. == "A"] <- "1"
d$unlist.c.[d$unlist.c. == "B"] <- "2"
d$unlist.c.[d$unlist.c. == "C"] <- "3"
d$unlist.c.[d$unlist.c. == "D"] <- "4"
d$unlist.c.[d$unlist.c. == "E"] <- "5"
d$unlist.c.[d$unlist.c. == "F"] <- "6"
d$unlist.c.[d$unlist.c. == "G"] <- "7"
d$unlist.c.[d$unlist.c. == "H"] <- "8"
d$unlist.c.[d$unlist.c. == "I"] <- "9"
d$unlist.c.[d$unlist.c. == "J"] <- "10"
d$unlist.c.[d$unlist.c. == "K"] <- "11"
d$unlist.c.[d$unlist.c. == "L"] <- "12"
d$unlist.c.[d$unlist.c. == "M"] <- "13"
d$unlist.c.[d$unlist.c. == "N"] <- "14"
d$unlist.c.[d$unlist.c. == "O"] <- "15"
d$unlist.c.[d$unlist.c. == "P"] <- "16"
d$unlist.c.[d$unlist.c. == "Q"] <- "17"
d$unlist.c.[d$unlist.c. == "R"] <- "18"
d$unlist.c.[d$unlist.c. == "S"] <- "19"
d$unlist.c.[d$unlist.c. == "T"] <- "20"
d$unlist.c.[d$unlist.c. == "U"] <- "21"
d$unlist.c.[d$unlist.c. == "Z"] <- "22"head(d,5)## unlist.b. unlist.c. Freq anio
## 1 1101 98 97420 2017
## 2 1107 98 61701 2017
## 3 1401 98 7620 2017
## 4 1402 98 618 2017
## 5 1403 98 688 2017d$unlist.c. <- as.numeric(d$unlist.c.)head(d,5)## unlist.b. unlist.c. Freq anio
## 1 1101 98 97420 2017
## 2 1107 98 61701 2017
## 3 1401 98 7620 2017
## 4 1402 98 618 2017
## 5 1403 98 688 2017d_unique <- unique(d$unlist.c.)
d_unique## [1] 98 99 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22d_t <- filter(d,d$unlist.c. == 1)
for(i in 2:22){
d_i <- filter(d,d$unlist.c. == i)
d_t = merge( x = d_t, y = d_i, by = "unlist.b.", all.x = TRUE)
}tablamadre <- head(d_t,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.b. | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10101 | 1 | 4360 | 2017 | 2 | 182 | 2017 | 3 | 7706 | 2017 | 4 | 386 | 2017 | 5 | 490 | 2017 | 6 | 9749 | 2017 | 7 | 19650 | 2017 | 8 | 10096 | 2017 | 9 | 5203 | 2017 | 10 | 1270 | 2017 | 11 | 1423 | 2017 | 12 | 444 | 2017 | 13 | 3275 | 2017 | 14 | 5578 | 2017 | 15 | 7535 | 2017 | 16 | 7678 | 2017 | 17 | 5361 | 2017 | 18 | 652 | 2017 | 19 | 1460 | 2017 | 20 | 3069 | 2017 | 21 | 4 | 2017 | 22 | 18566 | 2017 |
| 10102 | 1 | 2734 | 2017 | 2 | 51 | 2017 | 3 | 1257 | 2017 | 4 | 28 | 2017 | 5 | 86 | 2017 | 6 | 680 | 2017 | 7 | 1553 | 2017 | 8 | 970 | 2017 | 9 | 391 | 2017 | 10 | 37 | 2017 | 11 | 21 | 2017 | 12 | 10 | 2017 | 13 | 131 | 2017 | 14 | 391 | 2017 | 15 | 575 | 2017 | 16 | 786 | 2017 | 17 | 392 | 2017 | 18 | 53 | 2017 | 19 | 80 | 2017 | 20 | 268 | 2017 | NA | NA | NA | 22 | 3383 | 2017 |
| 10103 | 1 | 507 | 2017 | 2 | 2 | 2017 | 3 | 44 | 2017 | 4 | 7 | 2017 | 5 | 8 | 2017 | 6 | 121 | 2017 | 7 | 106 | 2017 | 8 | 80 | 2017 | 9 | 63 | 2017 | 10 | 2 | 2017 | 11 | 3 | 2017 | 12 | 1 | 2017 | 13 | 13 | 2017 | 14 | 78 | 2017 | 15 | 157 | 2017 | 16 | 124 | 2017 | 17 | 42 | 2017 | 18 | 10 | 2017 | 19 | 7 | 2017 | 20 | 57 | 2017 | NA | NA | NA | 22 | 292 | 2017 |
| 10104 | 1 | 1532 | 2017 | 2 | 7 | 2017 | 3 | 216 | 2017 | 4 | 8 | 2017 | 5 | 12 | 2017 | 6 | 340 | 2017 | 7 | 602 | 2017 | 8 | 294 | 2017 | 9 | 117 | 2017 | 10 | 20 | 2017 | 11 | 9 | 2017 | 12 | 5 | 2017 | 13 | 58 | 2017 | 14 | 149 | 2017 | 15 | 199 | 2017 | 16 | 379 | 2017 | 17 | 145 | 2017 | 18 | 12 | 2017 | 19 | 45 | 2017 | 20 | 204 | 2017 | NA | NA | NA | 22 | 733 | 2017 |
| 10105 | 1 | 1316 | 2017 | 2 | 23 | 2017 | 3 | 468 | 2017 | 4 | 20 | 2017 | 5 | 19 | 2017 | 6 | 847 | 2017 | 7 | 917 | 2017 | 8 | 476 | 2017 | 9 | 398 | 2017 | 10 | 49 | 2017 | 11 | 42 | 2017 | 12 | 29 | 2017 | 13 | 173 | 2017 | 14 | 319 | 2017 | 15 | 371 | 2017 | 16 | 496 | 2017 | 17 | 286 | 2017 | 18 | 79 | 2017 | 19 | 71 | 2017 | 20 | 431 | 2017 | NA | NA | NA | 22 | 1342 | 2017 |
| 10106 | 1 | 2140 | 2017 | 2 | 9 | 2017 | 3 | 298 | 2017 | 4 | 10 | 2017 | 5 | 12 | 2017 | 6 | 425 | 2017 | 7 | 1203 | 2017 | 8 | 368 | 2017 | 9 | 163 | 2017 | 10 | 25 | 2017 | 11 | 19 | 2017 | 12 | 6 | 2017 | 13 | 73 | 2017 | 14 | 134 | 2017 | 15 | 377 | 2017 | 16 | 329 | 2017 | 17 | 158 | 2017 | 18 | 23 | 2017 | 19 | 49 | 2017 | 20 | 249 | 2017 | NA | NA | NA | 22 | 1261 | 2017 |
| 10107 | 1 | 783 | 2017 | 2 | 7 | 2017 | 3 | 843 | 2017 | 4 | 21 | 2017 | 5 | 29 | 2017 | 6 | 598 | 2017 | 7 | 989 | 2017 | 8 | 541 | 2017 | 9 | 379 | 2017 | 10 | 42 | 2017 | 11 | 39 | 2017 | 12 | 13 | 2017 | 13 | 132 | 2017 | 14 | 403 | 2017 | 15 | 319 | 2017 | 16 | 419 | 2017 | 17 | 290 | 2017 | 18 | 67 | 2017 | 19 | 61 | 2017 | 20 | 302 | 2017 | NA | NA | NA | 22 | 1403 | 2017 |
| 10108 | 1 | 1885 | 2017 | 2 | 11 | 2017 | 3 | 413 | 2017 | 4 | 7 | 2017 | 5 | 26 | 2017 | 6 | 287 | 2017 | 7 | 647 | 2017 | 8 | 341 | 2017 | 9 | 164 | 2017 | 10 | 22 | 2017 | 11 | 14 | 2017 | 12 | 8 | 2017 | 13 | 41 | 2017 | 14 | 129 | 2017 | 15 | 351 | 2017 | 16 | 316 | 2017 | 17 | 171 | 2017 | 18 | 17 | 2017 | 19 | 35 | 2017 | 20 | 158 | 2017 | NA | NA | NA | 22 | 918 | 2017 |
| 10109 | 1 | 1580 | 2017 | 2 | 26 | 2017 | 3 | 1070 | 2017 | 4 | 93 | 2017 | 5 | 56 | 2017 | 6 | 2021 | 2017 | 7 | 2666 | 2017 | 8 | 1062 | 2017 | 9 | 1674 | 2017 | 10 | 208 | 2017 | 11 | 271 | 2017 | 12 | 184 | 2017 | 13 | 940 | 2017 | 14 | 1092 | 2017 | 15 | 1014 | 2017 | 16 | 1646 | 2017 | 17 | 1278 | 2017 | 18 | 275 | 2017 | 19 | 291 | 2017 | 20 | 1159 | 2017 | 21 | 5 | 2017 | 22 | 3548 | 2017 |
| 10201 | 1 | 1458 | 2017 | 2 | 71 | 2017 | 3 | 1488 | 2017 | 4 | 94 | 2017 | 5 | 83 | 2017 | 6 | 1534 | 2017 | 7 | 3539 | 2017 | 8 | 1390 | 2017 | 9 | 967 | 2017 | 10 | 209 | 2017 | 11 | 220 | 2017 | 12 | 46 | 2017 | 13 | 479 | 2017 | 14 | 883 | 2017 | 15 | 1291 | 2017 | 16 | 1485 | 2017 | 17 | 1068 | 2017 | 18 | 173 | 2017 | 19 | 205 | 2017 | 20 | 628 | 2017 | NA | NA | NA | 22 | 3456 | 2017 |
| 10202 | 1 | 2641 | 2017 | 2 | 18 | 2017 | 3 | 1098 | 2017 | 4 | 21 | 2017 | 5 | 62 | 2017 | 6 | 1110 | 2017 | 7 | 2121 | 2017 | 8 | 1074 | 2017 | 9 | 635 | 2017 | 10 | 108 | 2017 | 11 | 84 | 2017 | 12 | 43 | 2017 | 13 | 282 | 2017 | 14 | 538 | 2017 | 15 | 871 | 2017 | 16 | 1303 | 2017 | 17 | 837 | 2017 | 18 | 81 | 2017 | 19 | 146 | 2017 | 20 | 538 | 2017 | NA | NA | NA | 22 | 3418 | 2017 |
| 10203 | 1 | 1060 | 2017 | 2 | 29 | 2017 | 3 | 652 | 2017 | 4 | 23 | 2017 | 5 | 16 | 2017 | 6 | 447 | 2017 | 7 | 656 | 2017 | 8 | 380 | 2017 | 9 | 227 | 2017 | 10 | 37 | 2017 | 11 | 26 | 2017 | 12 | 9 | 2017 | 13 | 79 | 2017 | 14 | 217 | 2017 | 15 | 262 | 2017 | 16 | 429 | 2017 | 17 | 206 | 2017 | 18 | 31 | 2017 | 19 | 33 | 2017 | 20 | 151 | 2017 | NA | NA | NA | 22 | 1620 | 2017 |
| 10204 | 1 | 297 | 2017 | NA | NA | NA | 3 | 175 | 2017 | NA | NA | NA | 5 | 6 | 2017 | 6 | 92 | 2017 | 7 | 75 | 2017 | 8 | 69 | 2017 | 9 | 26 | 2017 | 10 | 9 | 2017 | 11 | 3 | 2017 | 12 | 2 | 2017 | 13 | 11 | 2017 | 14 | 55 | 2017 | 15 | 94 | 2017 | 16 | 149 | 2017 | 17 | 55 | 2017 | 18 | 9 | 2017 | 19 | 6 | 2017 | 20 | 42 | 2017 | NA | NA | NA | 22 | 296 | 2017 |
| 10205 | 1 | 928 | 2017 | 2 | 29 | 2017 | 3 | 633 | 2017 | 4 | 7 | 2017 | 5 | 29 | 2017 | 6 | 518 | 2017 | 7 | 705 | 2017 | 8 | 441 | 2017 | 9 | 242 | 2017 | 10 | 20 | 2017 | 11 | 15 | 2017 | 12 | 2 | 2017 | 13 | 66 | 2017 | 14 | 182 | 2017 | 15 | 169 | 2017 | 16 | 319 | 2017 | 17 | 161 | 2017 | 18 | 34 | 2017 | 19 | 36 | 2017 | 20 | 156 | 2017 | NA | NA | NA | 22 | 1221 | 2017 |
| 10206 | 1 | 387 | 2017 | 2 | 5 | 2017 | 3 | 114 | 2017 | 4 | 1 | 2017 | 5 | 3 | 2017 | 6 | 159 | 2017 | 7 | 87 | 2017 | 8 | 86 | 2017 | 9 | 36 | 2017 | 10 | 3 | 2017 | 11 | 1 | 2017 | NA | NA | NA | 13 | 6 | 2017 | 14 | 35 | 2017 | 15 | 78 | 2017 | 16 | 68 | 2017 | 17 | 57 | 2017 | 18 | 6 | 2017 | 19 | 4 | 2017 | 20 | 25 | 2017 | NA | NA | NA | 22 | 303 | 2017 |
| 10207 | 1 | 618 | 2017 | 2 | 6 | 2017 | 3 | 193 | 2017 | 4 | 8 | 2017 | 5 | 8 | 2017 | 6 | 135 | 2017 | 7 | 176 | 2017 | 8 | 127 | 2017 | 9 | 66 | 2017 | 10 | 6 | 2017 | 11 | 2 | 2017 | 12 | 1 | 2017 | 13 | 15 | 2017 | 14 | 47 | 2017 | 15 | 137 | 2017 | 16 | 162 | 2017 | 17 | 88 | 2017 | 18 | 9 | 2017 | 19 | 9 | 2017 | 20 | 46 | 2017 | NA | NA | NA | 22 | 265 | 2017 |
| 10208 | 1 | 1974 | 2017 | 2 | 50 | 2017 | 3 | 1064 | 2017 | 4 | 29 | 2017 | 5 | 24 | 2017 | 6 | 646 | 2017 | 7 | 1584 | 2017 | 8 | 864 | 2017 | 9 | 451 | 2017 | 10 | 99 | 2017 | 11 | 40 | 2017 | 12 | 8 | 2017 | 13 | 127 | 2017 | 14 | 452 | 2017 | 15 | 509 | 2017 | 16 | 837 | 2017 | 17 | 478 | 2017 | 18 | 66 | 2017 | 19 | 82 | 2017 | 20 | 232 | 2017 | NA | NA | NA | 22 | 2931 | 2017 |
| 10209 | 1 | 880 | 2017 | 2 | 32 | 2017 | 3 | 340 | 2017 | 4 | 17 | 2017 | 5 | 14 | 2017 | 6 | 192 | 2017 | 7 | 246 | 2017 | 8 | 181 | 2017 | 9 | 94 | 2017 | 10 | 8 | 2017 | 11 | 1 | 2017 | 12 | 2 | 2017 | 13 | 27 | 2017 | 14 | 89 | 2017 | 15 | 203 | 2017 | 16 | 180 | 2017 | 17 | 85 | 2017 | 18 | 9 | 2017 | 19 | 9 | 2017 | 20 | 44 | 2017 | NA | NA | NA | 22 | 696 | 2017 |
| 10210 | 1 | 739 | 2017 | 2 | 2 | 2017 | 3 | 132 | 2017 | 4 | 11 | 2017 | 5 | 5 | 2017 | 6 | 157 | 2017 | 7 | 271 | 2017 | 8 | 151 | 2017 | 9 | 102 | 2017 | 10 | 12 | 2017 | 11 | 4 | 2017 | 12 | 5 | 2017 | 13 | 22 | 2017 | 14 | 114 | 2017 | 15 | 218 | 2017 | 16 | 348 | 2017 | 17 | 110 | 2017 | 18 | 6 | 2017 | 19 | 19 | 2017 | 20 | 106 | 2017 | NA | NA | NA | 22 | 581 | 2017 |
| 10301 | 1 | 3786 | 2017 | 2 | 86 | 2017 | 3 | 5004 | 2017 | 4 | 484 | 2017 | 5 | 243 | 2017 | 6 | 6105 | 2017 | 7 | 13007 | 2017 | 8 | 5189 | 2017 | 9 | 2753 | 2017 | 10 | 777 | 2017 | 11 | 836 | 2017 | 12 | 218 | 2017 | 13 | 2092 | 2017 | 14 | 3219 | 2017 | 15 | 3119 | 2017 | 16 | 5650 | 2017 | 17 | 3972 | 2017 | 18 | 524 | 2017 | 19 | 1008 | 2017 | 20 | 3095 | 2017 | 21 | 2 | 2017 | 22 | 10025 | 2017 |
| 10302 | 1 | 1332 | 2017 | 2 | 3 | 2017 | 3 | 298 | 2017 | 4 | 13 | 2017 | 5 | 13 | 2017 | 6 | 264 | 2017 | 7 | 215 | 2017 | 8 | 114 | 2017 | 9 | 131 | 2017 | 10 | 10 | 2017 | 11 | 4 | 2017 | NA | NA | NA | 13 | 36 | 2017 | 14 | 87 | 2017 | 15 | 131 | 2017 | 16 | 149 | 2017 | 17 | 115 | 2017 | 18 | 18 | 2017 | 19 | 14 | 2017 | 20 | 156 | 2017 | NA | NA | NA | 22 | 695 | 2017 |
| 10303 | 1 | 1921 | 2017 | 2 | 10 | 2017 | 3 | 639 | 2017 | 4 | 11 | 2017 | 5 | 14 | 2017 | 6 | 606 | 2017 | 7 | 1017 | 2017 | 8 | 527 | 2017 | 9 | 201 | 2017 | 10 | 35 | 2017 | 11 | 31 | 2017 | 12 | 5 | 2017 | 13 | 95 | 2017 | 14 | 198 | 2017 | 15 | 289 | 2017 | 16 | 490 | 2017 | 17 | 346 | 2017 | 18 | 37 | 2017 | 19 | 82 | 2017 | 20 | 339 | 2017 | NA | NA | NA | 22 | 1143 | 2017 |
| 10304 | 1 | 1211 | 2017 | 2 | 9 | 2017 | 3 | 192 | 2017 | 4 | 44 | 2017 | 5 | 20 | 2017 | 6 | 455 | 2017 | 7 | 323 | 2017 | 8 | 230 | 2017 | 9 | 269 | 2017 | 10 | 20 | 2017 | 11 | 6 | 2017 | 12 | 4 | 2017 | 13 | 62 | 2017 | 14 | 199 | 2017 | 15 | 183 | 2017 | 16 | 191 | 2017 | 17 | 74 | 2017 | 18 | 22 | 2017 | 19 | 42 | 2017 | 20 | 167 | 2017 | NA | NA | NA | 22 | 802 | 2017 |
| 10305 | 1 | 1470 | 2017 | 2 | 7 | 2017 | 3 | 296 | 2017 | 4 | 9 | 2017 | 5 | 17 | 2017 | 6 | 479 | 2017 | 7 | 541 | 2017 | 8 | 323 | 2017 | 9 | 119 | 2017 | 10 | 20 | 2017 | 11 | 18 | 2017 | 12 | 6 | 2017 | 13 | 68 | 2017 | 14 | 176 | 2017 | 15 | 209 | 2017 | 16 | 330 | 2017 | 17 | 194 | 2017 | 18 | 10 | 2017 | 19 | 44 | 2017 | 20 | 217 | 2017 | NA | NA | NA | 22 | 826 | 2017 |
| 10306 | 1 | 1085 | 2017 | 2 | 3 | 2017 | 3 | 141 | 2017 | 4 | 2 | 2017 | 5 | 9 | 2017 | 6 | 233 | 2017 | 7 | 343 | 2017 | 8 | 93 | 2017 | 9 | 116 | 2017 | 10 | 6 | 2017 | 11 | 6 | 2017 | 12 | 2 | 2017 | 13 | 12 | 2017 | 14 | 46 | 2017 | 15 | 97 | 2017 | 16 | 108 | 2017 | 17 | 47 | 2017 | 18 | 5 | 2017 | 19 | 20 | 2017 | 20 | 131 | 2017 | NA | NA | NA | 22 | 468 | 2017 |
| 10307 | 1 | 1104 | 2017 | 2 | 6 | 2017 | 3 | 216 | 2017 | 4 | 11 | 2017 | 5 | 9 | 2017 | 6 | 263 | 2017 | 7 | 468 | 2017 | 8 | 159 | 2017 | 9 | 104 | 2017 | 10 | 14 | 2017 | 11 | 11 | 2017 | 12 | 3 | 2017 | 13 | 44 | 2017 | 14 | 123 | 2017 | 15 | 149 | 2017 | 16 | 230 | 2017 | 17 | 129 | 2017 | 18 | 12 | 2017 | 19 | 28 | 2017 | 20 | 144 | 2017 | NA | NA | NA | 22 | 682 | 2017 |
| 10401 | 1 | 695 | 2017 | 2 | 5 | 2017 | 3 | 56 | 2017 | 4 | 16 | 2017 | 5 | 12 | 2017 | 6 | 364 | 2017 | 7 | 185 | 2017 | 8 | 122 | 2017 | 9 | 127 | 2017 | 10 | 14 | 2017 | 11 | 3 | 2017 | 12 | 1 | 2017 | 13 | 36 | 2017 | 14 | 83 | 2017 | 15 | 423 | 2017 | 16 | 123 | 2017 | 17 | 78 | 2017 | 18 | 28 | 2017 | 19 | 7 | 2017 | 20 | 38 | 2017 | NA | NA | NA | 22 | 320 | 2017 |
| 10402 | 1 | 177 | 2017 | 2 | 5 | 2017 | 3 | 30 | 2017 | 4 | 8 | 2017 | 5 | 9 | 2017 | 6 | 241 | 2017 | 7 | 148 | 2017 | 8 | 38 | 2017 | 9 | 102 | 2017 | 10 | 12 | 2017 | 11 | 7 | 2017 | 12 | 3 | 2017 | 13 | 35 | 2017 | 14 | 57 | 2017 | 15 | 175 | 2017 | 16 | 100 | 2017 | 17 | 55 | 2017 | 18 | 17 | 2017 | 19 | 16 | 2017 | 20 | 34 | 2017 | NA | NA | NA | 22 | 167 | 2017 |
| 10403 | 1 | 897 | 2017 | 2 | 2 | 2017 | 3 | 161 | 2017 | 4 | 11 | 2017 | 5 | 22 | 2017 | 6 | 366 | 2017 | 7 | 382 | 2017 | 8 | 218 | 2017 | 9 | 169 | 2017 | 10 | 13 | 2017 | 11 | 3 | 2017 | 12 | 1 | 2017 | 13 | 52 | 2017 | 14 | 83 | 2017 | 15 | 308 | 2017 | 16 | 298 | 2017 | 17 | 109 | 2017 | 18 | 11 | 2017 | 19 | 20 | 2017 | 20 | 68 | 2017 | NA | NA | NA | 22 | 560 | 2017 |
| 10404 | 1 | 161 | 2017 | NA | NA | NA | 3 | 29 | 2017 | 4 | 10 | 2017 | 5 | 6 | 2017 | 6 | 104 | 2017 | 7 | 88 | 2017 | 8 | 26 | 2017 | 9 | 31 | 2017 | 10 | 3 | 2017 | 11 | 6 | 2017 | NA | NA | NA | 13 | 11 | 2017 | 14 | 21 | 2017 | 15 | 204 | 2017 | 16 | 33 | 2017 | 17 | 32 | 2017 | 18 | 3 | 2017 | 19 | 3 | 2017 | 20 | 27 | 2017 | NA | NA | NA | 22 | 46 | 2017 |
| 1101 | 1 | 966 | 2017 | 2 | 3178 | 2017 | 3 | 3555 | 2017 | 4 | 240 | 2017 | 5 | 380 | 2017 | 6 | 6281 | 2017 | 7 | 17671 | 2017 | 8 | 7322 | 2017 | 9 | 5440 | 2017 | 10 | 1057 | 2017 | 11 | 1239 | 2017 | 12 | 1053 | 2017 | 13 | 2878 | 2017 | 14 | 4207 | 2017 | 15 | 7692 | 2017 | 16 | 6951 | 2017 | 17 | 4437 | 2017 | 18 | 794 | 2017 | 19 | 1891 | 2017 | 20 | 2184 | 2017 | 21 | 9 | 2017 | 22 | 11860 | 2017 |
| 1107 | 1 | 364 | 2017 | 2 | 1439 | 2017 | 3 | 2287 | 2017 | 4 | 89 | 2017 | 5 | 236 | 2017 | 6 | 4588 | 2017 | 7 | 9826 | 2017 | 8 | 4470 | 2017 | 9 | 2052 | 2017 | 10 | 360 | 2017 | 11 | 206 | 2017 | 12 | 268 | 2017 | 13 | 651 | 2017 | 14 | 2751 | 2017 | 15 | 1827 | 2017 | 16 | 2634 | 2017 | 17 | 1190 | 2017 | 18 | 201 | 2017 | 19 | 776 | 2017 | 20 | 808 | 2017 | 21 | 3 | 2017 | 22 | 7079 | 2017 |
| 11101 | 1 | 1782 | 2017 | 2 | 198 | 2017 | 3 | 977 | 2017 | 4 | 128 | 2017 | 5 | 117 | 2017 | 6 | 2938 | 2017 | 7 | 4022 | 2017 | 8 | 1872 | 2017 | 9 | 1231 | 2017 | 10 | 354 | 2017 | 11 | 320 | 2017 | 12 | 50 | 2017 | 13 | 810 | 2017 | 14 | 1358 | 2017 | 15 | 4043 | 2017 | 16 | 2383 | 2017 | 17 | 1763 | 2017 | 18 | 236 | 2017 | 19 | 316 | 2017 | 20 | 1137 | 2017 | 21 | 27 | 2017 | 22 | 3135 | 2017 |
| 11102 | 1 | 116 | 2017 | 2 | 2 | 2017 | 3 | 12 | 2017 | 4 | 8 | 2017 | 5 | 6 | 2017 | 6 | 68 | 2017 | 7 | 50 | 2017 | 8 | 9 | 2017 | 9 | 18 | 2017 | 10 | 2 | 2017 | 11 | 1 | 2017 | NA | NA | NA | 13 | 5 | 2017 | 14 | 11 | 2017 | 15 | 94 | 2017 | 16 | 44 | 2017 | 17 | 12 | 2017 | 18 | 3 | 2017 | NA | NA | NA | 20 | 7 | 2017 | NA | NA | NA | 22 | 26 | 2017 |
| 11201 | 1 | 1613 | 2017 | 2 | 151 | 2017 | 3 | 688 | 2017 | 4 | 21 | 2017 | 5 | 45 | 2017 | 6 | 816 | 2017 | 7 | 1306 | 2017 | 8 | 918 | 2017 | 9 | 456 | 2017 | 10 | 72 | 2017 | 11 | 56 | 2017 | 12 | 12 | 2017 | 13 | 204 | 2017 | 14 | 448 | 2017 | 15 | 1193 | 2017 | 16 | 835 | 2017 | 17 | 406 | 2017 | 18 | 41 | 2017 | 19 | 94 | 2017 | 20 | 274 | 2017 | 21 | 5 | 2017 | 22 | 2042 | 2017 |
| 11202 | 1 | 722 | 2017 | 2 | 18 | 2017 | 3 | 171 | 2017 | 4 | 20 | 2017 | 5 | 27 | 2017 | 6 | 651 | 2017 | 7 | 300 | 2017 | 8 | 245 | 2017 | 9 | 258 | 2017 | 10 | 34 | 2017 | 11 | 2 | 2017 | 12 | 1 | 2017 | 13 | 73 | 2017 | 14 | 109 | 2017 | 15 | 274 | 2017 | 16 | 185 | 2017 | 17 | 113 | 2017 | 18 | 20 | 2017 | 19 | 33 | 2017 | 20 | 68 | 2017 | 21 | 1 | 2017 | 22 | 625 | 2017 |
| 11203 | 1 | 278 | 2017 | NA | NA | NA | 3 | 25 | 2017 | 4 | 10 | 2017 | 5 | 26 | 2017 | 6 | 56 | 2017 | 7 | 74 | 2017 | 8 | 79 | 2017 | 9 | 41 | 2017 | 10 | 2 | 2017 | 11 | 1 | 2017 | NA | NA | NA | 13 | 5 | 2017 | 14 | 28 | 2017 | 15 | 114 | 2017 | 16 | 72 | 2017 | 17 | 8 | 2017 | 18 | 14 | 2017 | 19 | 4 | 2017 | 20 | 18 | 2017 | NA | NA | NA | 22 | 234 | 2017 |
| 11301 | 1 | 224 | 2017 | 2 | 5 | 2017 | 3 | 45 | 2017 | 4 | 4 | 2017 | 5 | 12 | 2017 | 6 | 215 | 2017 | 7 | 186 | 2017 | 8 | 64 | 2017 | 9 | 84 | 2017 | 10 | 9 | 2017 | 11 | 11 | 2017 | 12 | 2 | 2017 | 13 | 24 | 2017 | 14 | 66 | 2017 | 15 | 414 | 2017 | 16 | 130 | 2017 | 17 | 80 | 2017 | 18 | 11 | 2017 | 19 | 15 | 2017 | 20 | 70 | 2017 | 21 | 1 | 2017 | 22 | 243 | 2017 |
| 11302 | 1 | 63 | 2017 | 2 | 1 | 2017 | 3 | 9 | 2017 | 4 | 4 | 2017 | 5 | 4 | 2017 | 6 | 60 | 2017 | 7 | 27 | 2017 | 8 | 13 | 2017 | 9 | 14 | 2017 | 10 | 4 | 2017 | 11 | 1 | 2017 | 12 | 1 | 2017 | 13 | 6 | 2017 | 14 | 19 | 2017 | 15 | 84 | 2017 | 16 | 43 | 2017 | 17 | 4 | 2017 | 18 | 5 | 2017 | 19 | 3 | 2017 | 20 | 6 | 2017 | NA | NA | NA | 22 | 40 | 2017 |
| 11303 | 1 | 9 | 2017 | NA | NA | NA | 3 | 20 | 2017 | 4 | 1 | 2017 | 5 | 6 | 2017 | 6 | 30 | 2017 | 7 | 25 | 2017 | 8 | 17 | 2017 | 9 | 20 | 2017 | 10 | 21 | 2017 | NA | NA | NA | NA | NA | NA | 13 | 4 | 2017 | 14 | 13 | 2017 | 15 | 59 | 2017 | 16 | 27 | 2017 | 17 | 5 | 2017 | 18 | 1 | 2017 | NA | NA | NA | 20 | 1 | 2017 | NA | NA | NA | 22 | 50 | 2017 |
| 11401 | 1 | 286 | 2017 | 2 | 262 | 2017 | 3 | 58 | 2017 | 4 | 14 | 2017 | 5 | 13 | 2017 | 6 | 237 | 2017 | 7 | 267 | 2017 | 8 | 87 | 2017 | 9 | 87 | 2017 | 10 | 19 | 2017 | 11 | 9 | 2017 | 12 | 3 | 2017 | 13 | 41 | 2017 | 14 | 113 | 2017 | 15 | 240 | 2017 | 16 | 157 | 2017 | 17 | 114 | 2017 | 18 | 5 | 2017 | 19 | 26 | 2017 | 20 | 70 | 2017 | NA | NA | NA | 22 | 399 | 2017 |
| 11402 | 1 | 232 | 2017 | 2 | 15 | 2017 | 3 | 74 | 2017 | 4 | 1 | 2017 | 5 | 9 | 2017 | 6 | 166 | 2017 | 7 | 115 | 2017 | 8 | 52 | 2017 | 9 | 88 | 2017 | 10 | 11 | 2017 | 11 | 2 | 2017 | 12 | 2 | 2017 | 13 | 23 | 2017 | 14 | 90 | 2017 | 15 | 115 | 2017 | 16 | 100 | 2017 | 17 | 38 | 2017 | 18 | 17 | 2017 | 19 | 8 | 2017 | 20 | 36 | 2017 | NA | NA | NA | 22 | 187 | 2017 |
| 12101 | 1 | 1722 | 2017 | 2 | 1271 | 2017 | 3 | 3380 | 2017 | 4 | 254 | 2017 | 5 | 222 | 2017 | 6 | 5477 | 2017 | 7 | 9687 | 2017 | 8 | 6057 | 2017 | 9 | 3252 | 2017 | 10 | 751 | 2017 | 11 | 874 | 2017 | 12 | 167 | 2017 | 13 | 1853 | 2017 | 14 | 3121 | 2017 | 15 | 8824 | 2017 | 16 | 4479 | 2017 | 17 | 3620 | 2017 | 18 | 550 | 2017 | 19 | 932 | 2017 | 20 | 1901 | 2017 | 21 | 10 | 2017 | 22 | 7877 | 2017 |
| 12102 | 1 | 94 | 2017 | NA | NA | NA | 3 | 10 | 2017 | 4 | 1 | 2017 | NA | NA | NA | 6 | 9 | 2017 | 7 | 4 | 2017 | 8 | 1 | 2017 | 9 | 3 | 2017 | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 13 | 2 | 2017 | 14 | 2 | 2017 | 15 | 33 | 2017 | 16 | 14 | 2017 | 17 | 7 | 2017 | 18 | 1 | 2017 | NA | NA | NA | 20 | 3 | 2017 | NA | NA | NA | 22 | 15 | 2017 |
| 12103 | 1 | 184 | 2017 | 2 | 115 | 2017 | 3 | 24 | 2017 | NA | NA | NA | 5 | 3 | 2017 | 6 | 6 | 2017 | 7 | 18 | 2017 | 8 | 90 | 2017 | 9 | 45 | 2017 | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | 13 | 11 | 2017 | 14 | 33 | 2017 | 15 | 19 | 2017 | 16 | 7 | 2017 | 17 | 2 | 2017 | NA | NA | NA | 19 | 3 | 2017 | 20 | 5 | 2017 | NA | NA | NA | 22 | 23 | 2017 |
| 12104 | 1 | 87 | 2017 | 2 | 131 | 2017 | 3 | 20 | 2017 | 4 | 7 | 2017 | 5 | 2 | 2017 | 6 | 50 | 2017 | 7 | 20 | 2017 | 8 | 88 | 2017 | 9 | 88 | 2017 | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 13 | 5 | 2017 | 14 | 14 | 2017 | 15 | 99 | 2017 | 16 | 6 | 2017 | 17 | 14 | 2017 | 18 | 5 | 2017 | NA | NA | NA | 20 | 2 | 2017 | NA | NA | NA | 22 | 21 | 2017 |
| 12201 | 1 | 133 | 2017 | NA | NA | NA | 3 | 53 | 2017 | 4 | 11 | 2017 | 5 | 4 | 2017 | 6 | 148 | 2017 | 7 | 86 | 2017 | 8 | 31 | 2017 | 9 | 59 | 2017 | 10 | 1 | 2017 | 11 | 3 | 2017 | NA | NA | NA | 13 | 20 | 2017 | 14 | 16 | 2017 | 15 | 400 | 2017 | 16 | 79 | 2017 | 17 | 39 | 2017 | 18 | 5 | 2017 | 19 | 8 | 2017 | 20 | 17 | 2017 | NA | NA | NA | 22 | 153 | 2017 |
| 12301 | 1 | 407 | 2017 | 2 | 18 | 2017 | 3 | 499 | 2017 | 4 | 14 | 2017 | 5 | 10 | 2017 | 6 | 516 | 2017 | 7 | 299 | 2017 | 8 | 263 | 2017 | 9 | 176 | 2017 | 10 | 16 | 2017 | 11 | 10 | 2017 | 12 | 4 | 2017 | 13 | 62 | 2017 | 14 | 108 | 2017 | 15 | 779 | 2017 | 16 | 176 | 2017 | 17 | 115 | 2017 | 18 | 15 | 2017 | 19 | 19 | 2017 | 20 | 53 | 2017 | NA | NA | NA | 22 | 724 | 2017 |
| 12302 | 1 | 99 | 2017 | 2 | 201 | 2017 | 3 | 91 | 2017 | 4 | 2 | 2017 | 5 | 2 | 2017 | 6 | 178 | 2017 | 7 | 39 | 2017 | 8 | 53 | 2017 | 9 | 95 | 2017 | 10 | 4 | 2017 | 11 | 1 | 2017 | 12 | 1 | 2017 | 13 | 30 | 2017 | 14 | 40 | 2017 | 15 | 45 | 2017 | 16 | 27 | 2017 | 17 | 21 | 2017 | 18 | 3 | 2017 | 19 | 1 | 2017 | 20 | 2 | 2017 | NA | NA | NA | 22 | 70 | 2017 |
| 12303 | 1 | 61 | 2017 | NA | NA | NA | 3 | 9 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 86 | 2017 | 7 | 7 | 2017 | 8 | 4 | 2017 | 9 | 8 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 13 | 4 | 2017 | 14 | 4 | 2017 | 15 | 70 | 2017 | 16 | 9 | 2017 | 17 | 2 | 2017 | 18 | 7 | 2017 | NA | NA | NA | 20 | 1 | 2017 | NA | NA | NA | 22 | 76 | 2017 |
2.4.2 Construcción de un código comunal ad-hoc
Agregamos un cero a los códigos comunales de 4 dígitos, que queda en la columna llamada código:
codigos <- d_t$unlist.b.
rango <- seq(1:nrow(d_t))
cadena <- paste("0",codigos[rango], sep = "")
cadena <- substr(cadena,(nchar(cadena)[rango])-(4),6)
codigos <- as.data.frame(codigos)
cadena <- as.data.frame(cadena)
comuna_corr <- cbind(d_t,cadena)
comuna_corr <- comuna_corr[,-c(1),drop=FALSE]names(comuna_corr)[67] <- "código"
tablamadre <- head(comuna_corr,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | unlist.c..x.5 | Freq.x.5 | anio.x.5 | unlist.c..y.5 | Freq.y.5 | anio.y.5 | unlist.c..x.6 | Freq.x.6 | anio.x.6 | unlist.c..y.6 | Freq.y.6 | anio.y.6 | unlist.c..x.7 | Freq.x.7 | anio.x.7 | unlist.c..y.7 | Freq.y.7 | anio.y.7 | unlist.c..x.8 | Freq.x.8 | anio.x.8 | unlist.c..y.8 | Freq.y.8 | anio.y.8 | unlist.c..x.9 | Freq.x.9 | anio.x.9 | unlist.c..y.9 | Freq.y.9 | anio.y.9 | unlist.c..x.10 | Freq.x.10 | anio.x.10 | unlist.c..y.10 | Freq.y.10 | anio.y.10 | código |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 4360 | 2017 | 2 | 182 | 2017 | 3 | 7706 | 2017 | 4 | 386 | 2017 | 5 | 490 | 2017 | 6 | 9749 | 2017 | 7 | 19650 | 2017 | 8 | 10096 | 2017 | 9 | 5203 | 2017 | 10 | 1270 | 2017 | 11 | 1423 | 2017 | 12 | 444 | 2017 | 13 | 3275 | 2017 | 14 | 5578 | 2017 | 15 | 7535 | 2017 | 16 | 7678 | 2017 | 17 | 5361 | 2017 | 18 | 652 | 2017 | 19 | 1460 | 2017 | 20 | 3069 | 2017 | 21 | 4 | 2017 | 22 | 18566 | 2017 | 10101 |
| 1 | 2734 | 2017 | 2 | 51 | 2017 | 3 | 1257 | 2017 | 4 | 28 | 2017 | 5 | 86 | 2017 | 6 | 680 | 2017 | 7 | 1553 | 2017 | 8 | 970 | 2017 | 9 | 391 | 2017 | 10 | 37 | 2017 | 11 | 21 | 2017 | 12 | 10 | 2017 | 13 | 131 | 2017 | 14 | 391 | 2017 | 15 | 575 | 2017 | 16 | 786 | 2017 | 17 | 392 | 2017 | 18 | 53 | 2017 | 19 | 80 | 2017 | 20 | 268 | 2017 | NA | NA | NA | 22 | 3383 | 2017 | 10102 |
| 1 | 507 | 2017 | 2 | 2 | 2017 | 3 | 44 | 2017 | 4 | 7 | 2017 | 5 | 8 | 2017 | 6 | 121 | 2017 | 7 | 106 | 2017 | 8 | 80 | 2017 | 9 | 63 | 2017 | 10 | 2 | 2017 | 11 | 3 | 2017 | 12 | 1 | 2017 | 13 | 13 | 2017 | 14 | 78 | 2017 | 15 | 157 | 2017 | 16 | 124 | 2017 | 17 | 42 | 2017 | 18 | 10 | 2017 | 19 | 7 | 2017 | 20 | 57 | 2017 | NA | NA | NA | 22 | 292 | 2017 | 10103 |
| 1 | 1532 | 2017 | 2 | 7 | 2017 | 3 | 216 | 2017 | 4 | 8 | 2017 | 5 | 12 | 2017 | 6 | 340 | 2017 | 7 | 602 | 2017 | 8 | 294 | 2017 | 9 | 117 | 2017 | 10 | 20 | 2017 | 11 | 9 | 2017 | 12 | 5 | 2017 | 13 | 58 | 2017 | 14 | 149 | 2017 | 15 | 199 | 2017 | 16 | 379 | 2017 | 17 | 145 | 2017 | 18 | 12 | 2017 | 19 | 45 | 2017 | 20 | 204 | 2017 | NA | NA | NA | 22 | 733 | 2017 | 10104 |
| 1 | 1316 | 2017 | 2 | 23 | 2017 | 3 | 468 | 2017 | 4 | 20 | 2017 | 5 | 19 | 2017 | 6 | 847 | 2017 | 7 | 917 | 2017 | 8 | 476 | 2017 | 9 | 398 | 2017 | 10 | 49 | 2017 | 11 | 42 | 2017 | 12 | 29 | 2017 | 13 | 173 | 2017 | 14 | 319 | 2017 | 15 | 371 | 2017 | 16 | 496 | 2017 | 17 | 286 | 2017 | 18 | 79 | 2017 | 19 | 71 | 2017 | 20 | 431 | 2017 | NA | NA | NA | 22 | 1342 | 2017 | 10105 |
| 1 | 2140 | 2017 | 2 | 9 | 2017 | 3 | 298 | 2017 | 4 | 10 | 2017 | 5 | 12 | 2017 | 6 | 425 | 2017 | 7 | 1203 | 2017 | 8 | 368 | 2017 | 9 | 163 | 2017 | 10 | 25 | 2017 | 11 | 19 | 2017 | 12 | 6 | 2017 | 13 | 73 | 2017 | 14 | 134 | 2017 | 15 | 377 | 2017 | 16 | 329 | 2017 | 17 | 158 | 2017 | 18 | 23 | 2017 | 19 | 49 | 2017 | 20 | 249 | 2017 | NA | NA | NA | 22 | 1261 | 2017 | 10106 |
| 1 | 783 | 2017 | 2 | 7 | 2017 | 3 | 843 | 2017 | 4 | 21 | 2017 | 5 | 29 | 2017 | 6 | 598 | 2017 | 7 | 989 | 2017 | 8 | 541 | 2017 | 9 | 379 | 2017 | 10 | 42 | 2017 | 11 | 39 | 2017 | 12 | 13 | 2017 | 13 | 132 | 2017 | 14 | 403 | 2017 | 15 | 319 | 2017 | 16 | 419 | 2017 | 17 | 290 | 2017 | 18 | 67 | 2017 | 19 | 61 | 2017 | 20 | 302 | 2017 | NA | NA | NA | 22 | 1403 | 2017 | 10107 |
| 1 | 1885 | 2017 | 2 | 11 | 2017 | 3 | 413 | 2017 | 4 | 7 | 2017 | 5 | 26 | 2017 | 6 | 287 | 2017 | 7 | 647 | 2017 | 8 | 341 | 2017 | 9 | 164 | 2017 | 10 | 22 | 2017 | 11 | 14 | 2017 | 12 | 8 | 2017 | 13 | 41 | 2017 | 14 | 129 | 2017 | 15 | 351 | 2017 | 16 | 316 | 2017 | 17 | 171 | 2017 | 18 | 17 | 2017 | 19 | 35 | 2017 | 20 | 158 | 2017 | NA | NA | NA | 22 | 918 | 2017 | 10108 |
| 1 | 1580 | 2017 | 2 | 26 | 2017 | 3 | 1070 | 2017 | 4 | 93 | 2017 | 5 | 56 | 2017 | 6 | 2021 | 2017 | 7 | 2666 | 2017 | 8 | 1062 | 2017 | 9 | 1674 | 2017 | 10 | 208 | 2017 | 11 | 271 | 2017 | 12 | 184 | 2017 | 13 | 940 | 2017 | 14 | 1092 | 2017 | 15 | 1014 | 2017 | 16 | 1646 | 2017 | 17 | 1278 | 2017 | 18 | 275 | 2017 | 19 | 291 | 2017 | 20 | 1159 | 2017 | 21 | 5 | 2017 | 22 | 3548 | 2017 | 10109 |
| 1 | 1458 | 2017 | 2 | 71 | 2017 | 3 | 1488 | 2017 | 4 | 94 | 2017 | 5 | 83 | 2017 | 6 | 1534 | 2017 | 7 | 3539 | 2017 | 8 | 1390 | 2017 | 9 | 967 | 2017 | 10 | 209 | 2017 | 11 | 220 | 2017 | 12 | 46 | 2017 | 13 | 479 | 2017 | 14 | 883 | 2017 | 15 | 1291 | 2017 | 16 | 1485 | 2017 | 17 | 1068 | 2017 | 18 | 173 | 2017 | 19 | 205 | 2017 | 20 | 628 | 2017 | NA | NA | NA | 22 | 3456 | 2017 | 10201 |
| 1 | 2641 | 2017 | 2 | 18 | 2017 | 3 | 1098 | 2017 | 4 | 21 | 2017 | 5 | 62 | 2017 | 6 | 1110 | 2017 | 7 | 2121 | 2017 | 8 | 1074 | 2017 | 9 | 635 | 2017 | 10 | 108 | 2017 | 11 | 84 | 2017 | 12 | 43 | 2017 | 13 | 282 | 2017 | 14 | 538 | 2017 | 15 | 871 | 2017 | 16 | 1303 | 2017 | 17 | 837 | 2017 | 18 | 81 | 2017 | 19 | 146 | 2017 | 20 | 538 | 2017 | NA | NA | NA | 22 | 3418 | 2017 | 10202 |
| 1 | 1060 | 2017 | 2 | 29 | 2017 | 3 | 652 | 2017 | 4 | 23 | 2017 | 5 | 16 | 2017 | 6 | 447 | 2017 | 7 | 656 | 2017 | 8 | 380 | 2017 | 9 | 227 | 2017 | 10 | 37 | 2017 | 11 | 26 | 2017 | 12 | 9 | 2017 | 13 | 79 | 2017 | 14 | 217 | 2017 | 15 | 262 | 2017 | 16 | 429 | 2017 | 17 | 206 | 2017 | 18 | 31 | 2017 | 19 | 33 | 2017 | 20 | 151 | 2017 | NA | NA | NA | 22 | 1620 | 2017 | 10203 |
| 1 | 297 | 2017 | NA | NA | NA | 3 | 175 | 2017 | NA | NA | NA | 5 | 6 | 2017 | 6 | 92 | 2017 | 7 | 75 | 2017 | 8 | 69 | 2017 | 9 | 26 | 2017 | 10 | 9 | 2017 | 11 | 3 | 2017 | 12 | 2 | 2017 | 13 | 11 | 2017 | 14 | 55 | 2017 | 15 | 94 | 2017 | 16 | 149 | 2017 | 17 | 55 | 2017 | 18 | 9 | 2017 | 19 | 6 | 2017 | 20 | 42 | 2017 | NA | NA | NA | 22 | 296 | 2017 | 10204 |
| 1 | 928 | 2017 | 2 | 29 | 2017 | 3 | 633 | 2017 | 4 | 7 | 2017 | 5 | 29 | 2017 | 6 | 518 | 2017 | 7 | 705 | 2017 | 8 | 441 | 2017 | 9 | 242 | 2017 | 10 | 20 | 2017 | 11 | 15 | 2017 | 12 | 2 | 2017 | 13 | 66 | 2017 | 14 | 182 | 2017 | 15 | 169 | 2017 | 16 | 319 | 2017 | 17 | 161 | 2017 | 18 | 34 | 2017 | 19 | 36 | 2017 | 20 | 156 | 2017 | NA | NA | NA | 22 | 1221 | 2017 | 10205 |
| 1 | 387 | 2017 | 2 | 5 | 2017 | 3 | 114 | 2017 | 4 | 1 | 2017 | 5 | 3 | 2017 | 6 | 159 | 2017 | 7 | 87 | 2017 | 8 | 86 | 2017 | 9 | 36 | 2017 | 10 | 3 | 2017 | 11 | 1 | 2017 | NA | NA | NA | 13 | 6 | 2017 | 14 | 35 | 2017 | 15 | 78 | 2017 | 16 | 68 | 2017 | 17 | 57 | 2017 | 18 | 6 | 2017 | 19 | 4 | 2017 | 20 | 25 | 2017 | NA | NA | NA | 22 | 303 | 2017 | 10206 |
| 1 | 618 | 2017 | 2 | 6 | 2017 | 3 | 193 | 2017 | 4 | 8 | 2017 | 5 | 8 | 2017 | 6 | 135 | 2017 | 7 | 176 | 2017 | 8 | 127 | 2017 | 9 | 66 | 2017 | 10 | 6 | 2017 | 11 | 2 | 2017 | 12 | 1 | 2017 | 13 | 15 | 2017 | 14 | 47 | 2017 | 15 | 137 | 2017 | 16 | 162 | 2017 | 17 | 88 | 2017 | 18 | 9 | 2017 | 19 | 9 | 2017 | 20 | 46 | 2017 | NA | NA | NA | 22 | 265 | 2017 | 10207 |
| 1 | 1974 | 2017 | 2 | 50 | 2017 | 3 | 1064 | 2017 | 4 | 29 | 2017 | 5 | 24 | 2017 | 6 | 646 | 2017 | 7 | 1584 | 2017 | 8 | 864 | 2017 | 9 | 451 | 2017 | 10 | 99 | 2017 | 11 | 40 | 2017 | 12 | 8 | 2017 | 13 | 127 | 2017 | 14 | 452 | 2017 | 15 | 509 | 2017 | 16 | 837 | 2017 | 17 | 478 | 2017 | 18 | 66 | 2017 | 19 | 82 | 2017 | 20 | 232 | 2017 | NA | NA | NA | 22 | 2931 | 2017 | 10208 |
| 1 | 880 | 2017 | 2 | 32 | 2017 | 3 | 340 | 2017 | 4 | 17 | 2017 | 5 | 14 | 2017 | 6 | 192 | 2017 | 7 | 246 | 2017 | 8 | 181 | 2017 | 9 | 94 | 2017 | 10 | 8 | 2017 | 11 | 1 | 2017 | 12 | 2 | 2017 | 13 | 27 | 2017 | 14 | 89 | 2017 | 15 | 203 | 2017 | 16 | 180 | 2017 | 17 | 85 | 2017 | 18 | 9 | 2017 | 19 | 9 | 2017 | 20 | 44 | 2017 | NA | NA | NA | 22 | 696 | 2017 | 10209 |
| 1 | 739 | 2017 | 2 | 2 | 2017 | 3 | 132 | 2017 | 4 | 11 | 2017 | 5 | 5 | 2017 | 6 | 157 | 2017 | 7 | 271 | 2017 | 8 | 151 | 2017 | 9 | 102 | 2017 | 10 | 12 | 2017 | 11 | 4 | 2017 | 12 | 5 | 2017 | 13 | 22 | 2017 | 14 | 114 | 2017 | 15 | 218 | 2017 | 16 | 348 | 2017 | 17 | 110 | 2017 | 18 | 6 | 2017 | 19 | 19 | 2017 | 20 | 106 | 2017 | NA | NA | NA | 22 | 581 | 2017 | 10210 |
| 1 | 3786 | 2017 | 2 | 86 | 2017 | 3 | 5004 | 2017 | 4 | 484 | 2017 | 5 | 243 | 2017 | 6 | 6105 | 2017 | 7 | 13007 | 2017 | 8 | 5189 | 2017 | 9 | 2753 | 2017 | 10 | 777 | 2017 | 11 | 836 | 2017 | 12 | 218 | 2017 | 13 | 2092 | 2017 | 14 | 3219 | 2017 | 15 | 3119 | 2017 | 16 | 5650 | 2017 | 17 | 3972 | 2017 | 18 | 524 | 2017 | 19 | 1008 | 2017 | 20 | 3095 | 2017 | 21 | 2 | 2017 | 22 | 10025 | 2017 | 10301 |
| 1 | 1332 | 2017 | 2 | 3 | 2017 | 3 | 298 | 2017 | 4 | 13 | 2017 | 5 | 13 | 2017 | 6 | 264 | 2017 | 7 | 215 | 2017 | 8 | 114 | 2017 | 9 | 131 | 2017 | 10 | 10 | 2017 | 11 | 4 | 2017 | NA | NA | NA | 13 | 36 | 2017 | 14 | 87 | 2017 | 15 | 131 | 2017 | 16 | 149 | 2017 | 17 | 115 | 2017 | 18 | 18 | 2017 | 19 | 14 | 2017 | 20 | 156 | 2017 | NA | NA | NA | 22 | 695 | 2017 | 10302 |
| 1 | 1921 | 2017 | 2 | 10 | 2017 | 3 | 639 | 2017 | 4 | 11 | 2017 | 5 | 14 | 2017 | 6 | 606 | 2017 | 7 | 1017 | 2017 | 8 | 527 | 2017 | 9 | 201 | 2017 | 10 | 35 | 2017 | 11 | 31 | 2017 | 12 | 5 | 2017 | 13 | 95 | 2017 | 14 | 198 | 2017 | 15 | 289 | 2017 | 16 | 490 | 2017 | 17 | 346 | 2017 | 18 | 37 | 2017 | 19 | 82 | 2017 | 20 | 339 | 2017 | NA | NA | NA | 22 | 1143 | 2017 | 10303 |
| 1 | 1211 | 2017 | 2 | 9 | 2017 | 3 | 192 | 2017 | 4 | 44 | 2017 | 5 | 20 | 2017 | 6 | 455 | 2017 | 7 | 323 | 2017 | 8 | 230 | 2017 | 9 | 269 | 2017 | 10 | 20 | 2017 | 11 | 6 | 2017 | 12 | 4 | 2017 | 13 | 62 | 2017 | 14 | 199 | 2017 | 15 | 183 | 2017 | 16 | 191 | 2017 | 17 | 74 | 2017 | 18 | 22 | 2017 | 19 | 42 | 2017 | 20 | 167 | 2017 | NA | NA | NA | 22 | 802 | 2017 | 10304 |
| 1 | 1470 | 2017 | 2 | 7 | 2017 | 3 | 296 | 2017 | 4 | 9 | 2017 | 5 | 17 | 2017 | 6 | 479 | 2017 | 7 | 541 | 2017 | 8 | 323 | 2017 | 9 | 119 | 2017 | 10 | 20 | 2017 | 11 | 18 | 2017 | 12 | 6 | 2017 | 13 | 68 | 2017 | 14 | 176 | 2017 | 15 | 209 | 2017 | 16 | 330 | 2017 | 17 | 194 | 2017 | 18 | 10 | 2017 | 19 | 44 | 2017 | 20 | 217 | 2017 | NA | NA | NA | 22 | 826 | 2017 | 10305 |
| 1 | 1085 | 2017 | 2 | 3 | 2017 | 3 | 141 | 2017 | 4 | 2 | 2017 | 5 | 9 | 2017 | 6 | 233 | 2017 | 7 | 343 | 2017 | 8 | 93 | 2017 | 9 | 116 | 2017 | 10 | 6 | 2017 | 11 | 6 | 2017 | 12 | 2 | 2017 | 13 | 12 | 2017 | 14 | 46 | 2017 | 15 | 97 | 2017 | 16 | 108 | 2017 | 17 | 47 | 2017 | 18 | 5 | 2017 | 19 | 20 | 2017 | 20 | 131 | 2017 | NA | NA | NA | 22 | 468 | 2017 | 10306 |
| 1 | 1104 | 2017 | 2 | 6 | 2017 | 3 | 216 | 2017 | 4 | 11 | 2017 | 5 | 9 | 2017 | 6 | 263 | 2017 | 7 | 468 | 2017 | 8 | 159 | 2017 | 9 | 104 | 2017 | 10 | 14 | 2017 | 11 | 11 | 2017 | 12 | 3 | 2017 | 13 | 44 | 2017 | 14 | 123 | 2017 | 15 | 149 | 2017 | 16 | 230 | 2017 | 17 | 129 | 2017 | 18 | 12 | 2017 | 19 | 28 | 2017 | 20 | 144 | 2017 | NA | NA | NA | 22 | 682 | 2017 | 10307 |
| 1 | 695 | 2017 | 2 | 5 | 2017 | 3 | 56 | 2017 | 4 | 16 | 2017 | 5 | 12 | 2017 | 6 | 364 | 2017 | 7 | 185 | 2017 | 8 | 122 | 2017 | 9 | 127 | 2017 | 10 | 14 | 2017 | 11 | 3 | 2017 | 12 | 1 | 2017 | 13 | 36 | 2017 | 14 | 83 | 2017 | 15 | 423 | 2017 | 16 | 123 | 2017 | 17 | 78 | 2017 | 18 | 28 | 2017 | 19 | 7 | 2017 | 20 | 38 | 2017 | NA | NA | NA | 22 | 320 | 2017 | 10401 |
| 1 | 177 | 2017 | 2 | 5 | 2017 | 3 | 30 | 2017 | 4 | 8 | 2017 | 5 | 9 | 2017 | 6 | 241 | 2017 | 7 | 148 | 2017 | 8 | 38 | 2017 | 9 | 102 | 2017 | 10 | 12 | 2017 | 11 | 7 | 2017 | 12 | 3 | 2017 | 13 | 35 | 2017 | 14 | 57 | 2017 | 15 | 175 | 2017 | 16 | 100 | 2017 | 17 | 55 | 2017 | 18 | 17 | 2017 | 19 | 16 | 2017 | 20 | 34 | 2017 | NA | NA | NA | 22 | 167 | 2017 | 10402 |
| 1 | 897 | 2017 | 2 | 2 | 2017 | 3 | 161 | 2017 | 4 | 11 | 2017 | 5 | 22 | 2017 | 6 | 366 | 2017 | 7 | 382 | 2017 | 8 | 218 | 2017 | 9 | 169 | 2017 | 10 | 13 | 2017 | 11 | 3 | 2017 | 12 | 1 | 2017 | 13 | 52 | 2017 | 14 | 83 | 2017 | 15 | 308 | 2017 | 16 | 298 | 2017 | 17 | 109 | 2017 | 18 | 11 | 2017 | 19 | 20 | 2017 | 20 | 68 | 2017 | NA | NA | NA | 22 | 560 | 2017 | 10403 |
| 1 | 161 | 2017 | NA | NA | NA | 3 | 29 | 2017 | 4 | 10 | 2017 | 5 | 6 | 2017 | 6 | 104 | 2017 | 7 | 88 | 2017 | 8 | 26 | 2017 | 9 | 31 | 2017 | 10 | 3 | 2017 | 11 | 6 | 2017 | NA | NA | NA | 13 | 11 | 2017 | 14 | 21 | 2017 | 15 | 204 | 2017 | 16 | 33 | 2017 | 17 | 32 | 2017 | 18 | 3 | 2017 | 19 | 3 | 2017 | 20 | 27 | 2017 | NA | NA | NA | 22 | 46 | 2017 | 10404 |
| 1 | 966 | 2017 | 2 | 3178 | 2017 | 3 | 3555 | 2017 | 4 | 240 | 2017 | 5 | 380 | 2017 | 6 | 6281 | 2017 | 7 | 17671 | 2017 | 8 | 7322 | 2017 | 9 | 5440 | 2017 | 10 | 1057 | 2017 | 11 | 1239 | 2017 | 12 | 1053 | 2017 | 13 | 2878 | 2017 | 14 | 4207 | 2017 | 15 | 7692 | 2017 | 16 | 6951 | 2017 | 17 | 4437 | 2017 | 18 | 794 | 2017 | 19 | 1891 | 2017 | 20 | 2184 | 2017 | 21 | 9 | 2017 | 22 | 11860 | 2017 | 01101 |
| 1 | 364 | 2017 | 2 | 1439 | 2017 | 3 | 2287 | 2017 | 4 | 89 | 2017 | 5 | 236 | 2017 | 6 | 4588 | 2017 | 7 | 9826 | 2017 | 8 | 4470 | 2017 | 9 | 2052 | 2017 | 10 | 360 | 2017 | 11 | 206 | 2017 | 12 | 268 | 2017 | 13 | 651 | 2017 | 14 | 2751 | 2017 | 15 | 1827 | 2017 | 16 | 2634 | 2017 | 17 | 1190 | 2017 | 18 | 201 | 2017 | 19 | 776 | 2017 | 20 | 808 | 2017 | 21 | 3 | 2017 | 22 | 7079 | 2017 | 01107 |
| 1 | 1782 | 2017 | 2 | 198 | 2017 | 3 | 977 | 2017 | 4 | 128 | 2017 | 5 | 117 | 2017 | 6 | 2938 | 2017 | 7 | 4022 | 2017 | 8 | 1872 | 2017 | 9 | 1231 | 2017 | 10 | 354 | 2017 | 11 | 320 | 2017 | 12 | 50 | 2017 | 13 | 810 | 2017 | 14 | 1358 | 2017 | 15 | 4043 | 2017 | 16 | 2383 | 2017 | 17 | 1763 | 2017 | 18 | 236 | 2017 | 19 | 316 | 2017 | 20 | 1137 | 2017 | 21 | 27 | 2017 | 22 | 3135 | 2017 | 11101 |
| 1 | 116 | 2017 | 2 | 2 | 2017 | 3 | 12 | 2017 | 4 | 8 | 2017 | 5 | 6 | 2017 | 6 | 68 | 2017 | 7 | 50 | 2017 | 8 | 9 | 2017 | 9 | 18 | 2017 | 10 | 2 | 2017 | 11 | 1 | 2017 | NA | NA | NA | 13 | 5 | 2017 | 14 | 11 | 2017 | 15 | 94 | 2017 | 16 | 44 | 2017 | 17 | 12 | 2017 | 18 | 3 | 2017 | NA | NA | NA | 20 | 7 | 2017 | NA | NA | NA | 22 | 26 | 2017 | 11102 |
| 1 | 1613 | 2017 | 2 | 151 | 2017 | 3 | 688 | 2017 | 4 | 21 | 2017 | 5 | 45 | 2017 | 6 | 816 | 2017 | 7 | 1306 | 2017 | 8 | 918 | 2017 | 9 | 456 | 2017 | 10 | 72 | 2017 | 11 | 56 | 2017 | 12 | 12 | 2017 | 13 | 204 | 2017 | 14 | 448 | 2017 | 15 | 1193 | 2017 | 16 | 835 | 2017 | 17 | 406 | 2017 | 18 | 41 | 2017 | 19 | 94 | 2017 | 20 | 274 | 2017 | 21 | 5 | 2017 | 22 | 2042 | 2017 | 11201 |
| 1 | 722 | 2017 | 2 | 18 | 2017 | 3 | 171 | 2017 | 4 | 20 | 2017 | 5 | 27 | 2017 | 6 | 651 | 2017 | 7 | 300 | 2017 | 8 | 245 | 2017 | 9 | 258 | 2017 | 10 | 34 | 2017 | 11 | 2 | 2017 | 12 | 1 | 2017 | 13 | 73 | 2017 | 14 | 109 | 2017 | 15 | 274 | 2017 | 16 | 185 | 2017 | 17 | 113 | 2017 | 18 | 20 | 2017 | 19 | 33 | 2017 | 20 | 68 | 2017 | 21 | 1 | 2017 | 22 | 625 | 2017 | 11202 |
| 1 | 278 | 2017 | NA | NA | NA | 3 | 25 | 2017 | 4 | 10 | 2017 | 5 | 26 | 2017 | 6 | 56 | 2017 | 7 | 74 | 2017 | 8 | 79 | 2017 | 9 | 41 | 2017 | 10 | 2 | 2017 | 11 | 1 | 2017 | NA | NA | NA | 13 | 5 | 2017 | 14 | 28 | 2017 | 15 | 114 | 2017 | 16 | 72 | 2017 | 17 | 8 | 2017 | 18 | 14 | 2017 | 19 | 4 | 2017 | 20 | 18 | 2017 | NA | NA | NA | 22 | 234 | 2017 | 11203 |
| 1 | 224 | 2017 | 2 | 5 | 2017 | 3 | 45 | 2017 | 4 | 4 | 2017 | 5 | 12 | 2017 | 6 | 215 | 2017 | 7 | 186 | 2017 | 8 | 64 | 2017 | 9 | 84 | 2017 | 10 | 9 | 2017 | 11 | 11 | 2017 | 12 | 2 | 2017 | 13 | 24 | 2017 | 14 | 66 | 2017 | 15 | 414 | 2017 | 16 | 130 | 2017 | 17 | 80 | 2017 | 18 | 11 | 2017 | 19 | 15 | 2017 | 20 | 70 | 2017 | 21 | 1 | 2017 | 22 | 243 | 2017 | 11301 |
| 1 | 63 | 2017 | 2 | 1 | 2017 | 3 | 9 | 2017 | 4 | 4 | 2017 | 5 | 4 | 2017 | 6 | 60 | 2017 | 7 | 27 | 2017 | 8 | 13 | 2017 | 9 | 14 | 2017 | 10 | 4 | 2017 | 11 | 1 | 2017 | 12 | 1 | 2017 | 13 | 6 | 2017 | 14 | 19 | 2017 | 15 | 84 | 2017 | 16 | 43 | 2017 | 17 | 4 | 2017 | 18 | 5 | 2017 | 19 | 3 | 2017 | 20 | 6 | 2017 | NA | NA | NA | 22 | 40 | 2017 | 11302 |
| 1 | 9 | 2017 | NA | NA | NA | 3 | 20 | 2017 | 4 | 1 | 2017 | 5 | 6 | 2017 | 6 | 30 | 2017 | 7 | 25 | 2017 | 8 | 17 | 2017 | 9 | 20 | 2017 | 10 | 21 | 2017 | NA | NA | NA | NA | NA | NA | 13 | 4 | 2017 | 14 | 13 | 2017 | 15 | 59 | 2017 | 16 | 27 | 2017 | 17 | 5 | 2017 | 18 | 1 | 2017 | NA | NA | NA | 20 | 1 | 2017 | NA | NA | NA | 22 | 50 | 2017 | 11303 |
| 1 | 286 | 2017 | 2 | 262 | 2017 | 3 | 58 | 2017 | 4 | 14 | 2017 | 5 | 13 | 2017 | 6 | 237 | 2017 | 7 | 267 | 2017 | 8 | 87 | 2017 | 9 | 87 | 2017 | 10 | 19 | 2017 | 11 | 9 | 2017 | 12 | 3 | 2017 | 13 | 41 | 2017 | 14 | 113 | 2017 | 15 | 240 | 2017 | 16 | 157 | 2017 | 17 | 114 | 2017 | 18 | 5 | 2017 | 19 | 26 | 2017 | 20 | 70 | 2017 | NA | NA | NA | 22 | 399 | 2017 | 11401 |
| 1 | 232 | 2017 | 2 | 15 | 2017 | 3 | 74 | 2017 | 4 | 1 | 2017 | 5 | 9 | 2017 | 6 | 166 | 2017 | 7 | 115 | 2017 | 8 | 52 | 2017 | 9 | 88 | 2017 | 10 | 11 | 2017 | 11 | 2 | 2017 | 12 | 2 | 2017 | 13 | 23 | 2017 | 14 | 90 | 2017 | 15 | 115 | 2017 | 16 | 100 | 2017 | 17 | 38 | 2017 | 18 | 17 | 2017 | 19 | 8 | 2017 | 20 | 36 | 2017 | NA | NA | NA | 22 | 187 | 2017 | 11402 |
| 1 | 1722 | 2017 | 2 | 1271 | 2017 | 3 | 3380 | 2017 | 4 | 254 | 2017 | 5 | 222 | 2017 | 6 | 5477 | 2017 | 7 | 9687 | 2017 | 8 | 6057 | 2017 | 9 | 3252 | 2017 | 10 | 751 | 2017 | 11 | 874 | 2017 | 12 | 167 | 2017 | 13 | 1853 | 2017 | 14 | 3121 | 2017 | 15 | 8824 | 2017 | 16 | 4479 | 2017 | 17 | 3620 | 2017 | 18 | 550 | 2017 | 19 | 932 | 2017 | 20 | 1901 | 2017 | 21 | 10 | 2017 | 22 | 7877 | 2017 | 12101 |
| 1 | 94 | 2017 | NA | NA | NA | 3 | 10 | 2017 | 4 | 1 | 2017 | NA | NA | NA | 6 | 9 | 2017 | 7 | 4 | 2017 | 8 | 1 | 2017 | 9 | 3 | 2017 | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 13 | 2 | 2017 | 14 | 2 | 2017 | 15 | 33 | 2017 | 16 | 14 | 2017 | 17 | 7 | 2017 | 18 | 1 | 2017 | NA | NA | NA | 20 | 3 | 2017 | NA | NA | NA | 22 | 15 | 2017 | 12102 |
| 1 | 184 | 2017 | 2 | 115 | 2017 | 3 | 24 | 2017 | NA | NA | NA | 5 | 3 | 2017 | 6 | 6 | 2017 | 7 | 18 | 2017 | 8 | 90 | 2017 | 9 | 45 | 2017 | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | 13 | 11 | 2017 | 14 | 33 | 2017 | 15 | 19 | 2017 | 16 | 7 | 2017 | 17 | 2 | 2017 | NA | NA | NA | 19 | 3 | 2017 | 20 | 5 | 2017 | NA | NA | NA | 22 | 23 | 2017 | 12103 |
| 1 | 87 | 2017 | 2 | 131 | 2017 | 3 | 20 | 2017 | 4 | 7 | 2017 | 5 | 2 | 2017 | 6 | 50 | 2017 | 7 | 20 | 2017 | 8 | 88 | 2017 | 9 | 88 | 2017 | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 13 | 5 | 2017 | 14 | 14 | 2017 | 15 | 99 | 2017 | 16 | 6 | 2017 | 17 | 14 | 2017 | 18 | 5 | 2017 | NA | NA | NA | 20 | 2 | 2017 | NA | NA | NA | 22 | 21 | 2017 | 12104 |
| 1 | 133 | 2017 | NA | NA | NA | 3 | 53 | 2017 | 4 | 11 | 2017 | 5 | 4 | 2017 | 6 | 148 | 2017 | 7 | 86 | 2017 | 8 | 31 | 2017 | 9 | 59 | 2017 | 10 | 1 | 2017 | 11 | 3 | 2017 | NA | NA | NA | 13 | 20 | 2017 | 14 | 16 | 2017 | 15 | 400 | 2017 | 16 | 79 | 2017 | 17 | 39 | 2017 | 18 | 5 | 2017 | 19 | 8 | 2017 | 20 | 17 | 2017 | NA | NA | NA | 22 | 153 | 2017 | 12201 |
| 1 | 407 | 2017 | 2 | 18 | 2017 | 3 | 499 | 2017 | 4 | 14 | 2017 | 5 | 10 | 2017 | 6 | 516 | 2017 | 7 | 299 | 2017 | 8 | 263 | 2017 | 9 | 176 | 2017 | 10 | 16 | 2017 | 11 | 10 | 2017 | 12 | 4 | 2017 | 13 | 62 | 2017 | 14 | 108 | 2017 | 15 | 779 | 2017 | 16 | 176 | 2017 | 17 | 115 | 2017 | 18 | 15 | 2017 | 19 | 19 | 2017 | 20 | 53 | 2017 | NA | NA | NA | 22 | 724 | 2017 | 12301 |
| 1 | 99 | 2017 | 2 | 201 | 2017 | 3 | 91 | 2017 | 4 | 2 | 2017 | 5 | 2 | 2017 | 6 | 178 | 2017 | 7 | 39 | 2017 | 8 | 53 | 2017 | 9 | 95 | 2017 | 10 | 4 | 2017 | 11 | 1 | 2017 | 12 | 1 | 2017 | 13 | 30 | 2017 | 14 | 40 | 2017 | 15 | 45 | 2017 | 16 | 27 | 2017 | 17 | 21 | 2017 | 18 | 3 | 2017 | 19 | 1 | 2017 | 20 | 2 | 2017 | NA | NA | NA | 22 | 70 | 2017 | 12302 |
| 1 | 61 | 2017 | NA | NA | NA | 3 | 9 | 2017 | NA | NA | NA | NA | NA | NA | 6 | 86 | 2017 | 7 | 7 | 2017 | 8 | 4 | 2017 | 9 | 8 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 13 | 4 | 2017 | 14 | 4 | 2017 | 15 | 70 | 2017 | 16 | 9 | 2017 | 17 | 2 | 2017 | 18 | 7 | 2017 | NA | NA | NA | 20 | 1 | 2017 | NA | NA | NA | 22 | 76 | 2017 | 12303 |
2.4.3 Unión con los ingresos comunales expandidos
Hacemos la unión con los ingresos promedio comunales expandidos:
ingresos_expandidos_2017 <- readRDS("../ingresos_expandidos_17.rds")
df_2017_2 = merge( x = comuna_corr, y = ingresos_expandidos_2017, by = "código", all.x = TRUE)
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Freq.x | anio.x | unlist.c..y | Freq.y | anio.y | unlist.c..x.1 | Freq.x.1 | anio.x.1 | unlist.c..y.1 | Freq.y.1 | anio.y.1 | unlist.c..x.2 | Freq.x.2 | anio.x.2 | unlist.c..y.2 | Freq.y.2 | anio.y.2 | unlist.c..x.3 | Freq.x.3 | anio.x.3 | unlist.c..y.3 | Freq.y.3 | anio.y.3 | unlist.c..x.4 | Freq.x.4 | anio.x.4 | unlist.c..y.4 | Freq.y.4 | anio.y.4 | unlist.c..x.5 | Freq.x.5 | anio.x.5 | unlist.c..y.5 | Freq.y.5 | anio.y.5 | unlist.c..x.6 | Freq.x.6 | anio.x.6 | unlist.c..y.6 | Freq.y.6 | anio.y.6 | unlist.c..x.7 | Freq.x.7 | anio.x.7 | unlist.c..y.7 | Freq.y.7 | anio.y.7 | unlist.c..x.8 | Freq.x.8 | anio.x.8 | unlist.c..y.8 | Freq.y.8 | anio.y.8 | unlist.c..x.9 | Freq.x.9 | anio.x.9 | unlist.c..y.9 | Freq.y.9 | anio.y.9 | unlist.c..x.10 | Freq.x.10 | anio.x.10 | unlist.c..y.10 | Freq.y.10 | anio.y.10 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 966 | 2017 | 2 | 3178 | 2017 | 3 | 3555 | 2017 | 4 | 240 | 2017 | 5 | 380 | 2017 | 6 | 6281 | 2017 | 7 | 17671 | 2017 | 8 | 7322 | 2017 | 9 | 5440 | 2017 | 10 | 1057 | 2017 | 11 | 1239 | 2017 | 12 | 1053 | 2017 | 13 | 2878 | 2017 | 14 | 4207 | 2017 | 15 | 7692 | 2017 | 16 | 6951 | 2017 | 17 | 4437 | 2017 | 18 | 794 | 2017 | 19 | 1891 | 2017 | 20 | 2184 | 2017 | 21 | 9 | 2017 | 22 | 11860 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 364 | 2017 | 2 | 1439 | 2017 | 3 | 2287 | 2017 | 4 | 89 | 2017 | 5 | 236 | 2017 | 6 | 4588 | 2017 | 7 | 9826 | 2017 | 8 | 4470 | 2017 | 9 | 2052 | 2017 | 10 | 360 | 2017 | 11 | 206 | 2017 | 12 | 268 | 2017 | 13 | 651 | 2017 | 14 | 2751 | 2017 | 15 | 1827 | 2017 | 16 | 2634 | 2017 | 17 | 1190 | 2017 | 18 | 201 | 2017 | 19 | 776 | 2017 | 20 | 808 | 2017 | 21 | 3 | 2017 | 22 | 7079 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 302 | 2017 | 2 | 1574 | 2017 | 3 | 234 | 2017 | 4 | 65 | 2017 | 5 | 54 | 2017 | 6 | 644 | 2017 | 7 | 733 | 2017 | 8 | 418 | 2017 | 9 | 364 | 2017 | 10 | 22 | 2017 | 11 | 15 | 2017 | 12 | 7 | 2017 | 13 | 92 | 2017 | 14 | 305 | 2017 | 15 | 1424 | 2017 | 16 | 273 | 2017 | 17 | 83 | 2017 | 18 | 31 | 2017 | 19 | 83 | 2017 | 20 | 64 | 2017 | NA | NA | NA | 22 | 1006 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 283 | 2017 | 2 | 1 | 2017 | 3 | 9 | 2017 | NA | NA | NA | 5 | 2 | 2017 | 6 | 33 | 2017 | 7 | 44 | 2017 | 8 | 13 | 2017 | 9 | 24 | 2017 | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 13 | 7 | 2017 | 14 | 17 | 2017 | 15 | 53 | 2017 | 16 | 41 | 2017 | 17 | 12 | 2017 | 18 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 22 | 65 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 234 | 2017 | 2 | 8 | 2017 | 3 | 25 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | 6 | 77 | 2017 | 7 | 157 | 2017 | 8 | 76 | 2017 | 9 | 18 | 2017 | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | 13 | 6 | 2017 | 14 | 13 | 2017 | 15 | 148 | 2017 | 16 | 29 | 2017 | 17 | 12 | 2017 | 18 | 1 | 2017 | 19 | 8 | 2017 | 20 | 13 | 2017 | NA | NA | NA | 22 | 133 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 448 | 2017 | 2 | 42 | 2017 | 3 | 25 | 2017 | 4 | 11 | 2017 | 5 | 5 | 2017 | 6 | 149 | 2017 | 7 | 138 | 2017 | 8 | 55 | 2017 | 9 | 93 | 2017 | 10 | 4 | 2017 | NA | NA | NA | 12 | 2 | 2017 | 13 | 21 | 2017 | 14 | 40 | 2017 | 15 | 79 | 2017 | 16 | 61 | 2017 | 17 | 26 | 2017 | 18 | 5 | 2017 | 19 | 6 | 2017 | 20 | 10 | 2017 | NA | NA | NA | 22 | 176 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 324 | 2017 | 2 | 1970 | 2017 | 3 | 424 | 2017 | 4 | 15 | 2017 | 5 | 42 | 2017 | 6 | 911 | 2017 | 7 | 503 | 2017 | 8 | 270 | 2017 | 9 | 513 | 2017 | 10 | 34 | 2017 | 11 | 3 | 2017 | 12 | 6 | 2017 | 13 | 151 | 2017 | 14 | 262 | 2017 | 15 | 287 | 2017 | 16 | 171 | 2017 | 17 | 95 | 2017 | 18 | 23 | 2017 | 19 | 28 | 2017 | 20 | 47 | 2017 | NA | NA | NA | 22 | 466 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 912 | 2017 | 2 | 15098 | 2017 | 3 | 9229 | 2017 | 4 | 854 | 2017 | 5 | 892 | 2017 | 6 | 12628 | 2017 | 7 | 23896 | 2017 | 8 | 12690 | 2017 | 9 | 6872 | 2017 | 10 | 1998 | 2017 | 11 | 1804 | 2017 | 12 | 737 | 2017 | 13 | 6040 | 2017 | 14 | 9208 | 2017 | 15 | 7954 | 2017 | 16 | 10314 | 2017 | 17 | 7467 | 2017 | 18 | 1443 | 2017 | 19 | 3294 | 2017 | 20 | 3542 | 2017 | 21 | 10 | 2017 | 22 | 27902 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 218 | 2017 | 2 | 178 | 2017 | 3 | 532 | 2017 | 4 | 118 | 2017 | 5 | 38 | 2017 | 6 | 1872 | 2017 | 7 | 507 | 2017 | 8 | 780 | 2017 | 9 | 420 | 2017 | 10 | 22 | 2017 | 11 | 23 | 2017 | 12 | 10 | 2017 | 13 | 128 | 2017 | 14 | 554 | 2017 | 15 | 217 | 2017 | 16 | 206 | 2017 | 17 | 94 | 2017 | 18 | 35 | 2017 | 19 | 52 | 2017 | 20 | 60 | 2017 | 21 | 1 | 2017 | 22 | 1357 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02104 | 1 | 563 | 2017 | 2 | 1612 | 2017 | 3 | 223 | 2017 | 4 | 23 | 2017 | 5 | 26 | 2017 | 6 | 527 | 2017 | 7 | 662 | 2017 | 8 | 321 | 2017 | 9 | 337 | 2017 | 10 | 33 | 2017 | 11 | 13 | 2017 | 12 | 14 | 2017 | 13 | 150 | 2017 | 14 | 203 | 2017 | 15 | 288 | 2017 | 16 | 291 | 2017 | 17 | 151 | 2017 | 18 | 20 | 2017 | 19 | 75 | 2017 | 20 | 88 | 2017 | NA | NA | NA | 22 | 1147 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 366 | 2017 | 2 | 9314 | 2017 | 3 | 3764 | 2017 | 4 | 201 | 2017 | 5 | 295 | 2017 | 6 | 7218 | 2017 | 7 | 9933 | 2017 | 8 | 5486 | 2017 | 9 | 3591 | 2017 | 10 | 691 | 2017 | 11 | 597 | 2017 | 12 | 149 | 2017 | 13 | 2436 | 2017 | 14 | 4143 | 2017 | 15 | 2328 | 2017 | 16 | 3200 | 2017 | 17 | 2749 | 2017 | 18 | 428 | 2017 | 19 | 1149 | 2017 | 20 | 1535 | 2017 | NA | NA | NA | 22 | 16478 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02203 | 1 | 180 | 2017 | 2 | 755 | 2017 | 3 | 245 | 2017 | 4 | 15 | 2017 | 5 | 53 | 2017 | 6 | 810 | 2017 | 7 | 462 | 2017 | 8 | 344 | 2017 | 9 | 1215 | 2017 | 10 | 45 | 2017 | 11 | 30 | 2017 | 12 | 11 | 2017 | 13 | 226 | 2017 | 14 | 750 | 2017 | 15 | 194 | 2017 | 16 | 260 | 2017 | 17 | 167 | 2017 | 18 | 81 | 2017 | 19 | 57 | 2017 | 20 | 46 | 2017 | 21 | 1 | 2017 | 22 | 1061 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 469 | 2017 | 2 | 488 | 2017 | 3 | 546 | 2017 | 4 | 257 | 2017 | 5 | 51 | 2017 | 6 | 703 | 2017 | 7 | 1341 | 2017 | 8 | 767 | 2017 | 9 | 496 | 2017 | 10 | 51 | 2017 | 11 | 61 | 2017 | 12 | 7 | 2017 | 13 | 193 | 2017 | 14 | 558 | 2017 | 15 | 499 | 2017 | 16 | 703 | 2017 | 17 | 323 | 2017 | 18 | 53 | 2017 | 19 | 135 | 2017 | 20 | 206 | 2017 | NA | NA | NA | 22 | 1932 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 8 | 2017 | 2 | 997 | 2017 | 3 | 189 | 2017 | 4 | 50 | 2017 | 5 | 29 | 2017 | 6 | 513 | 2017 | 7 | 250 | 2017 | 8 | 285 | 2017 | 9 | 245 | 2017 | 10 | 34 | 2017 | 11 | 9 | 2017 | 12 | 1 | 2017 | 13 | 112 | 2017 | 14 | 298 | 2017 | 15 | 74 | 2017 | 16 | 125 | 2017 | 17 | 68 | 2017 | 18 | 14 | 2017 | 19 | 15 | 2017 | 20 | 10 | 2017 | NA | NA | NA | 22 | 761 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 1648 | 2017 | 2 | 10123 | 2017 | 3 | 2382 | 2017 | 4 | 398 | 2017 | 5 | 499 | 2017 | 6 | 5160 | 2017 | 7 | 11297 | 2017 | 8 | 4457 | 2017 | 9 | 2500 | 2017 | 10 | 739 | 2017 | 11 | 759 | 2017 | 12 | 207 | 2017 | 13 | 1410 | 2017 | 14 | 2962 | 2017 | 15 | 5550 | 2017 | 16 | 4682 | 2017 | 17 | 2414 | 2017 | 18 | 478 | 2017 | 19 | 800 | 2017 | 20 | 1181 | 2017 | 21 | 2 | 2017 | 22 | 3898 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 939 | 2017 | 2 | 273 | 2017 | 3 | 384 | 2017 | 4 | 12 | 2017 | 5 | 47 | 2017 | 6 | 759 | 2017 | 7 | 1145 | 2017 | 8 | 531 | 2017 | 9 | 543 | 2017 | 10 | 37 | 2017 | 11 | 32 | 2017 | 12 | 19 | 2017 | 13 | 145 | 2017 | 14 | 382 | 2017 | 15 | 430 | 2017 | 16 | 444 | 2017 | 17 | 183 | 2017 | 18 | 99 | 2017 | 19 | 82 | 2017 | 20 | 91 | 2017 | NA | NA | NA | 22 | 1455 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 1324 | 2017 | 2 | 1580 | 2017 | 3 | 144 | 2017 | 4 | 28 | 2017 | 5 | 26 | 2017 | 6 | 234 | 2017 | 7 | 724 | 2017 | 8 | 257 | 2017 | 9 | 246 | 2017 | 10 | 13 | 2017 | 11 | 7 | 2017 | 12 | 1 | 2017 | 13 | 49 | 2017 | 14 | 181 | 2017 | 15 | 248 | 2017 | 16 | 235 | 2017 | 17 | 48 | 2017 | 18 | 12 | 2017 | 19 | 23 | 2017 | 20 | 55 | 2017 | NA | NA | NA | 22 | 483 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 318 | 2017 | 2 | 921 | 2017 | 3 | 138 | 2017 | 4 | 35 | 2017 | 5 | 20 | 2017 | 6 | 430 | 2017 | 7 | 696 | 2017 | 8 | 351 | 2017 | 9 | 273 | 2017 | 10 | 23 | 2017 | 11 | 22 | 2017 | 12 | 8 | 2017 | 13 | 55 | 2017 | 14 | 137 | 2017 | 15 | 807 | 2017 | 16 | 138 | 2017 | 17 | 95 | 2017 | 18 | 27 | 2017 | 19 | 52 | 2017 | 20 | 23 | 2017 | NA | NA | NA | 22 | 210 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 21 | 2017 | 2 | 2306 | 2017 | 3 | 157 | 2017 | 4 | 83 | 2017 | 5 | 42 | 2017 | 6 | 532 | 2017 | 7 | 530 | 2017 | 8 | 363 | 2017 | 9 | 297 | 2017 | 10 | 31 | 2017 | 11 | 37 | 2017 | 12 | 2 | 2017 | 13 | 114 | 2017 | 14 | 303 | 2017 | 15 | 427 | 2017 | 16 | 370 | 2017 | 17 | 148 | 2017 | 18 | 42 | 2017 | 19 | 49 | 2017 | 20 | 69 | 2017 | NA | NA | NA | 22 | 354 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 954 | 2017 | 2 | 1768 | 2017 | 3 | 1046 | 2017 | 4 | 259 | 2017 | 5 | 102 | 2017 | 6 | 1641 | 2017 | 7 | 3248 | 2017 | 8 | 1558 | 2017 | 9 | 910 | 2017 | 10 | 140 | 2017 | 11 | 150 | 2017 | 12 | 37 | 2017 | 13 | 490 | 2017 | 14 | 869 | 2017 | 15 | 1182 | 2017 | 16 | 1470 | 2017 | 17 | 969 | 2017 | 18 | 102 | 2017 | 19 | 271 | 2017 | 20 | 485 | 2017 | NA | NA | NA | 22 | 3435 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 693 | 2017 | 2 | 101 | 2017 | 3 | 66 | 2017 | 4 | 9 | 2017 | 5 | 37 | 2017 | 6 | 153 | 2017 | 7 | 136 | 2017 | 8 | 68 | 2017 | 9 | 80 | 2017 | 10 | 4 | 2017 | 11 | 1 | 2017 | NA | NA | NA | 13 | 34 | 2017 | 14 | 71 | 2017 | 15 | 131 | 2017 | 16 | 138 | 2017 | 17 | 52 | 2017 | 18 | 8 | 2017 | 19 | 7 | 2017 | 20 | 15 | 2017 | NA | NA | NA | 22 | 384 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 438 | 2017 | 2 | 167 | 2017 | 3 | 167 | 2017 | 4 | 26 | 2017 | 5 | 20 | 2017 | 6 | 339 | 2017 | 7 | 250 | 2017 | 8 | 165 | 2017 | 9 | 99 | 2017 | 10 | 10 | 2017 | 11 | 10 | 2017 | 12 | 1 | 2017 | 13 | 33 | 2017 | 14 | 160 | 2017 | 15 | 219 | 2017 | 16 | 167 | 2017 | 17 | 74 | 2017 | 18 | 9 | 2017 | 19 | 19 | 2017 | 20 | 56 | 2017 | NA | NA | NA | 22 | 454 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 387 | 2017 | 2 | 157 | 2017 | 3 | 262 | 2017 | 4 | 110 | 2017 | 5 | 17 | 2017 | 6 | 397 | 2017 | 7 | 466 | 2017 | 8 | 301 | 2017 | 9 | 216 | 2017 | 10 | 21 | 2017 | 11 | 12 | 2017 | 12 | 7 | 2017 | 13 | 85 | 2017 | 14 | 261 | 2017 | 15 | 206 | 2017 | 16 | 331 | 2017 | 17 | 182 | 2017 | 18 | 23 | 2017 | 19 | 35 | 2017 | 20 | 67 | 2017 | NA | NA | NA | 22 | 925 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 2796 | 2017 | 2 | 4291 | 2017 | 3 | 3726 | 2017 | 4 | 290 | 2017 | 5 | 358 | 2017 | 6 | 8082 | 2017 | 7 | 14839 | 2017 | 8 | 4862 | 2017 | 9 | 4092 | 2017 | 10 | 1053 | 2017 | 11 | 1143 | 2017 | 12 | 742 | 2017 | 13 | 3151 | 2017 | 14 | 4233 | 2017 | 15 | 4227 | 2017 | 16 | 8144 | 2017 | 17 | 4470 | 2017 | 18 | 828 | 2017 | 19 | 1753 | 2017 | 20 | 2388 | 2017 | 21 | 4 | 2017 | 22 | 12712 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 4711 | 2017 | 2 | 3373 | 2017 | 3 | 4542 | 2017 | 4 | 361 | 2017 | 5 | 373 | 2017 | 6 | 9705 | 2017 | 7 | 16703 | 2017 | 8 | 6659 | 2017 | 9 | 4192 | 2017 | 10 | 876 | 2017 | 11 | 865 | 2017 | 12 | 614 | 2017 | 13 | 2454 | 2017 | 14 | 4279 | 2017 | 15 | 3836 | 2017 | 16 | 7028 | 2017 | 17 | 3955 | 2017 | 18 | 878 | 2017 | 19 | 1682 | 2017 | 20 | 2472 | 2017 | 21 | 44 | 2017 | 22 | 13814 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 153 | 2017 | 2 | 974 | 2017 | 3 | 191 | 2017 | 4 | 13 | 2017 | 5 | 39 | 2017 | 6 | 391 | 2017 | 7 | 432 | 2017 | 8 | 244 | 2017 | 9 | 135 | 2017 | 10 | 15 | 2017 | 11 | 3 | 2017 | 12 | 9 | 2017 | 13 | 59 | 2017 | 14 | 174 | 2017 | 15 | 209 | 2017 | 16 | 239 | 2017 | 17 | 85 | 2017 | 18 | 17 | 2017 | 19 | 43 | 2017 | 20 | 81 | 2017 | 21 | 2 | 2017 | 22 | 444 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 451 | 2017 | 2 | 137 | 2017 | 3 | 52 | 2017 | 4 | 5 | 2017 | 5 | 23 | 2017 | 6 | 145 | 2017 | 7 | 154 | 2017 | 8 | 77 | 2017 | 9 | 140 | 2017 | 10 | 5 | 2017 | 11 | 3 | 2017 | 12 | 2 | 2017 | 13 | 28 | 2017 | 14 | 105 | 2017 | 15 | 111 | 2017 | 16 | 48 | 2017 | 17 | 36 | 2017 | 18 | 7 | 2017 | 19 | 9 | 2017 | 20 | 11 | 2017 | NA | NA | NA | 22 | 207 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 362 | 2017 | 2 | 33 | 2017 | 3 | 126 | 2017 | 4 | 4 | 2017 | 5 | 20 | 2017 | 6 | 199 | 2017 | 7 | 244 | 2017 | 8 | 73 | 2017 | 9 | 221 | 2017 | 10 | 5 | 2017 | 11 | 6 | 2017 | 12 | 4 | 2017 | 13 | 33 | 2017 | 14 | 107 | 2017 | 15 | 260 | 2017 | 16 | 92 | 2017 | 17 | 45 | 2017 | 18 | 13 | 2017 | 19 | 13 | 2017 | 20 | 47 | 2017 | NA | NA | NA | 22 | 222 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 2959 | 2017 | 2 | 554 | 2017 | 3 | 490 | 2017 | 4 | 19 | 2017 | 5 | 81 | 2017 | 6 | 714 | 2017 | 7 | 1351 | 2017 | 8 | 508 | 2017 | 9 | 498 | 2017 | 10 | 36 | 2017 | 11 | 21 | 2017 | 12 | 17 | 2017 | 13 | 180 | 2017 | 14 | 365 | 2017 | 15 | 552 | 2017 | 16 | 715 | 2017 | 17 | 271 | 2017 | 18 | 57 | 2017 | 19 | 96 | 2017 | 20 | 260 | 2017 | NA | NA | NA | 22 | 1519 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 1321 | 2017 | 2 | 1033 | 2017 | 3 | 381 | 2017 | 4 | 62 | 2017 | 5 | 95 | 2017 | 6 | 1111 | 2017 | 7 | 1639 | 2017 | 8 | 738 | 2017 | 9 | 476 | 2017 | 10 | 64 | 2017 | 11 | 77 | 2017 | 12 | 15 | 2017 | 13 | 236 | 2017 | 14 | 424 | 2017 | 15 | 790 | 2017 | 16 | 939 | 2017 | 17 | 545 | 2017 | 18 | 59 | 2017 | 19 | 114 | 2017 | 20 | 312 | 2017 | NA | NA | NA | 22 | 1715 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 407 | 2017 | 2 | 149 | 2017 | 3 | 77 | 2017 | 4 | 10 | 2017 | 5 | 32 | 2017 | 6 | 557 | 2017 | 7 | 355 | 2017 | 8 | 215 | 2017 | 9 | 129 | 2017 | 10 | 12 | 2017 | 11 | 10 | 2017 | 12 | 4 | 2017 | 13 | 25 | 2017 | 14 | 107 | 2017 | 15 | 430 | 2017 | 16 | 139 | 2017 | 17 | 63 | 2017 | 18 | 8 | 2017 | 19 | 17 | 2017 | 20 | 87 | 2017 | NA | NA | NA | 22 | 339 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 1140 | 2017 | 2 | 350 | 2017 | 3 | 305 | 2017 | 4 | 161 | 2017 | 5 | 43 | 2017 | 6 | 1213 | 2017 | 7 | 1502 | 2017 | 8 | 597 | 2017 | 9 | 732 | 2017 | 10 | 50 | 2017 | 11 | 25 | 2017 | 12 | 19 | 2017 | 13 | 152 | 2017 | 14 | 348 | 2017 | 15 | 439 | 2017 | 16 | 555 | 2017 | 17 | 296 | 2017 | 18 | 55 | 2017 | 19 | 128 | 2017 | 20 | 221 | 2017 | NA | NA | NA | 22 | 1459 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 1996 | 2017 | 2 | 2220 | 2017 | 3 | 531 | 2017 | 4 | 22 | 2017 | 5 | 79 | 2017 | 6 | 1148 | 2017 | 7 | 1407 | 2017 | 8 | 812 | 2017 | 9 | 674 | 2017 | 10 | 58 | 2017 | 11 | 27 | 2017 | 12 | 8 | 2017 | 13 | 311 | 2017 | 14 | 406 | 2017 | 15 | 469 | 2017 | 16 | 684 | 2017 | 17 | 320 | 2017 | 18 | 58 | 2017 | 19 | 126 | 2017 | 20 | 347 | 2017 | NA | NA | NA | 22 | 2004 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 8069 | 2017 | 2 | 1616 | 2017 | 3 | 1504 | 2017 | 4 | 173 | 2017 | 5 | 197 | 2017 | 6 | 3279 | 2017 | 7 | 7395 | 2017 | 8 | 2804 | 2017 | 9 | 1677 | 2017 | 10 | 255 | 2017 | 11 | 287 | 2017 | 12 | 94 | 2017 | 13 | 827 | 2017 | 14 | 1908 | 2017 | 15 | 1846 | 2017 | 16 | 3204 | 2017 | 17 | 1820 | 2017 | 18 | 302 | 2017 | 19 | 499 | 2017 | 20 | 1063 | 2017 | NA | NA | NA | 22 | 7075 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 969 | 2017 | 2 | 228 | 2017 | 3 | 167 | 2017 | 4 | 5 | 2017 | 5 | 58 | 2017 | 6 | 818 | 2017 | 7 | 602 | 2017 | 8 | 210 | 2017 | 9 | 162 | 2017 | 10 | 19 | 2017 | 11 | 14 | 2017 | 12 | 3 | 2017 | 13 | 54 | 2017 | 14 | 137 | 2017 | 15 | 351 | 2017 | 16 | 347 | 2017 | 17 | 156 | 2017 | 18 | 9 | 2017 | 19 | 35 | 2017 | 20 | 104 | 2017 | NA | NA | NA | 22 | 647 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 5009 | 2017 | 2 | 404 | 2017 | 3 | 281 | 2017 | 4 | 18 | 2017 | 5 | 75 | 2017 | 6 | 700 | 2017 | 7 | 1219 | 2017 | 8 | 545 | 2017 | 9 | 281 | 2017 | 10 | 20 | 2017 | 11 | 14 | 2017 | 12 | 2 | 2017 | 13 | 56 | 2017 | 14 | 213 | 2017 | 15 | 567 | 2017 | 16 | 643 | 2017 | 17 | 228 | 2017 | 18 | 21 | 2017 | 19 | 40 | 2017 | 20 | 158 | 2017 | NA | NA | NA | 22 | 1575 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 971 | 2017 | 2 | 507 | 2017 | 3 | 138 | 2017 | 4 | 5 | 2017 | 5 | 20 | 2017 | 6 | 274 | 2017 | 7 | 279 | 2017 | 8 | 169 | 2017 | 9 | 107 | 2017 | 10 | 14 | 2017 | 11 | 4 | 2017 | 12 | 2 | 2017 | 13 | 36 | 2017 | 14 | 129 | 2017 | 15 | 213 | 2017 | 16 | 240 | 2017 | 17 | 80 | 2017 | 18 | 19 | 2017 | 19 | 23 | 2017 | 20 | 52 | 2017 | NA | NA | NA | 22 | 553 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 538 | 2017 | 2 | 82 | 2017 | 3 | 35 | 2017 | 4 | 2 | 2017 | 5 | 12 | 2017 | 6 | 150 | 2017 | 7 | 113 | 2017 | 8 | 67 | 2017 | 9 | 52 | 2017 | 10 | 2 | 2017 | 11 | 1 | 2017 | 12 | 2 | 2017 | 13 | 9 | 2017 | 14 | 55 | 2017 | 15 | 155 | 2017 | 16 | 115 | 2017 | 17 | 44 | 2017 | 18 | 2 | 2017 | 19 | 4 | 2017 | 20 | 25 | 2017 | NA | NA | NA | 22 | 211 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 1008 | 2017 | 2 | 691 | 2017 | 3 | 6834 | 2017 | 4 | 545 | 2017 | 5 | 602 | 2017 | 6 | 10858 | 2017 | 7 | 21788 | 2017 | 8 | 11501 | 2017 | 9 | 7352 | 2017 | 10 | 2354 | 2017 | 11 | 1501 | 2017 | 12 | 732 | 2017 | 13 | 4248 | 2017 | 14 | 7724 | 2017 | 15 | 9718 | 2017 | 16 | 10670 | 2017 | 17 | 7030 | 2017 | 18 | 1498 | 2017 | 19 | 3200 | 2017 | 20 | 4407 | 2017 | 21 | 6 | 2017 | 22 | 17085 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 1423 | 2017 | 2 | 57 | 2017 | 3 | 1427 | 2017 | 4 | 49 | 2017 | 5 | 44 | 2017 | 6 | 884 | 2017 | 7 | 1425 | 2017 | 8 | 1585 | 2017 | 9 | 635 | 2017 | 10 | 85 | 2017 | 11 | 67 | 2017 | 12 | 42 | 2017 | 13 | 263 | 2017 | 14 | 526 | 2017 | 15 | 454 | 2017 | 16 | 674 | 2017 | 17 | 372 | 2017 | 18 | 87 | 2017 | 19 | 152 | 2017 | 20 | 414 | 2017 | 21 | 1 | 2017 | 22 | 1605 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 268 | 2017 | 2 | 351 | 2017 | 3 | 1051 | 2017 | 4 | 121 | 2017 | 5 | 87 | 2017 | 6 | 1856 | 2017 | 7 | 2730 | 2017 | 8 | 955 | 2017 | 9 | 1131 | 2017 | 10 | 249 | 2017 | 11 | 345 | 2017 | 12 | 351 | 2017 | 13 | 1048 | 2017 | 14 | 780 | 2017 | 15 | 1135 | 2017 | 16 | 1462 | 2017 | 17 | 1193 | 2017 | 18 | 251 | 2017 | 19 | 565 | 2017 | 20 | 919 | 2017 | 21 | 12 | 2017 | 22 | 2571 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 140 | 2017 | NA | NA | NA | 3 | 16 | 2017 | NA | NA | NA | 5 | 2 | 2017 | 6 | 54 | 2017 | 7 | 24 | 2017 | 8 | 24 | 2017 | 9 | 20 | 2017 | 10 | 6 | 2017 | NA | NA | NA | NA | NA | NA | 13 | 13 | 2017 | 14 | 24 | 2017 | 15 | 76 | 2017 | 16 | 45 | 2017 | 17 | 22 | 2017 | 18 | 15 | 2017 | 19 | 3 | 2017 | 20 | 11 | 2017 | NA | NA | NA | 22 | 52 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 335 | 2017 | 2 | 230 | 2017 | 3 | 411 | 2017 | 4 | 70 | 2017 | 5 | 50 | 2017 | 6 | 1250 | 2017 | 7 | 1188 | 2017 | 8 | 472 | 2017 | 9 | 628 | 2017 | 10 | 36 | 2017 | 11 | 22 | 2017 | 12 | 51 | 2017 | 13 | 167 | 2017 | 14 | 561 | 2017 | 15 | 291 | 2017 | 16 | 413 | 2017 | 17 | 206 | 2017 | 18 | 59 | 2017 | 19 | 210 | 2017 | 20 | 331 | 2017 | NA | NA | NA | 22 | 1151 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 504 | 2017 | 2 | 327 | 2017 | 3 | 772 | 2017 | 4 | 84 | 2017 | 5 | 67 | 2017 | 6 | 1421 | 2017 | 7 | 2275 | 2017 | 8 | 1110 | 2017 | 9 | 682 | 2017 | 10 | 103 | 2017 | 11 | 93 | 2017 | 12 | 98 | 2017 | 13 | 315 | 2017 | 14 | 629 | 2017 | 15 | 1022 | 2017 | 16 | 741 | 2017 | 17 | 484 | 2017 | 18 | 101 | 2017 | 19 | 230 | 2017 | 20 | 396 | 2017 | NA | NA | NA | 22 | 1870 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 732 | 2017 | 2 | 1138 | 2017 | 3 | 6844 | 2017 | 4 | 596 | 2017 | 5 | 529 | 2017 | 6 | 13838 | 2017 | 7 | 22896 | 2017 | 8 | 8727 | 2017 | 9 | 7412 | 2017 | 10 | 2704 | 2017 | 11 | 2341 | 2017 | 12 | 1587 | 2017 | 13 | 6335 | 2017 | 14 | 7010 | 2017 | 15 | 10832 | 2017 | 16 | 12348 | 2017 | 17 | 10338 | 2017 | 18 | 1955 | 2017 | 19 | 4332 | 2017 | 20 | 6371 | 2017 | 21 | 13 | 2017 | 22 | 20590 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 200 | 2017 | 2 | 21 | 2017 | 3 | 231 | 2017 | 4 | 11 | 2017 | 5 | 16 | 2017 | 6 | 316 | 2017 | 7 | 457 | 2017 | 8 | 245 | 2017 | 9 | 687 | 2017 | 10 | 51 | 2017 | 11 | 49 | 2017 | 12 | 9 | 2017 | 13 | 100 | 2017 | 14 | 403 | 2017 | 15 | 525 | 2017 | 16 | 257 | 2017 | 17 | 237 | 2017 | 18 | 90 | 2017 | 19 | 50 | 2017 | 20 | 63 | 2017 | 21 | 1 | 2017 | 22 | 763 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 1490 | 2017 | 2 | 2288 | 2017 | 3 | 1217 | 2017 | 4 | 89 | 2017 | 5 | 95 | 2017 | 6 | 2534 | 2017 | 7 | 4250 | 2017 | 8 | 2360 | 2017 | 9 | 1207 | 2017 | 10 | 279 | 2017 | 11 | 298 | 2017 | 12 | 78 | 2017 | 13 | 852 | 2017 | 14 | 1430 | 2017 | 15 | 2193 | 2017 | 16 | 1869 | 2017 | 17 | 1320 | 2017 | 18 | 323 | 2017 | 19 | 451 | 2017 | 20 | 677 | 2017 | 21 | 1 | 2017 | 22 | 5141 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 1029 | 2017 | 2 | 366 | 2017 | 3 | 217 | 2017 | 4 | 19 | 2017 | 5 | 21 | 2017 | 6 | 475 | 2017 | 7 | 771 | 2017 | 8 | 492 | 2017 | 9 | 208 | 2017 | 10 | 36 | 2017 | 11 | 49 | 2017 | 12 | 22 | 2017 | 13 | 119 | 2017 | 14 | 256 | 2017 | 15 | 211 | 2017 | 16 | 334 | 2017 | 17 | 203 | 2017 | 18 | 80 | 2017 | 19 | 84 | 2017 | 20 | 211 | 2017 | 21 | 1 | 2017 | 22 | 1193 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
| 05303 | 1 | 1064 | 2017 | 2 | 211 | 2017 | 3 | 119 | 2017 | 4 | 8 | 2017 | 5 | 17 | 2017 | 6 | 254 | 2017 | 7 | 470 | 2017 | 8 | 308 | 2017 | 9 | 132 | 2017 | 10 | 37 | 2017 | 11 | 37 | 2017 | 12 | 12 | 2017 | 13 | 91 | 2017 | 14 | 203 | 2017 | 15 | 168 | 2017 | 16 | 215 | 2017 | 17 | 183 | 2017 | 18 | 55 | 2017 | 19 | 64 | 2017 | 20 | 204 | 2017 | NA | NA | NA | 22 | 706 | 2017 | Rinconada | 281633.2 | 2017 | 5303 | 10207 | 2874630315 |
| 05304 | 1 | 1550 | 2017 | 2 | 566 | 2017 | 3 | 324 | 2017 | 4 | 41 | 2017 | 5 | 27 | 2017 | 6 | 465 | 2017 | 7 | 972 | 2017 | 8 | 531 | 2017 | 9 | 258 | 2017 | 10 | 58 | 2017 | 11 | 75 | 2017 | 12 | 17 | 2017 | 13 | 195 | 2017 | 14 | 285 | 2017 | 15 | 294 | 2017 | 16 | 440 | 2017 | 17 | 377 | 2017 | 18 | 71 | 2017 | 19 | 84 | 2017 | 20 | 278 | 2017 | 21 | 5 | 2017 | 22 | 1180 | 2017 | San Esteban | 220958.4 | 2017 | 5304 | 18855 | 4166170587 |
### 2.4.4 Renombre de columnas
names(df_2017_2)[3] <- "Agricultura"
names(df_2017_2)[6] <- "Explotación "
names(df_2017_2)[9] <- "Industrias"
names(df_2017_2)[12] <- "Suministro de electricidad"
names(df_2017_2)[15] <- "Suministro de agua"
names(df_2017_2)[18] <- "Construcción"
names(df_2017_2)[21] <- "Comercio"
names(df_2017_2)[24] <- "Transporte "
names(df_2017_2)[27] <- "Actividades de alojamiento"
names(df_2017_2)[30] <- "Información "
names(df_2017_2)[33] <- "Actividades financieras"
names(df_2017_2)[36] <- "Actividades inmobiliarias"
names(df_2017_2)[39] <- "Actividades profesionales"
names(df_2017_2)[42] <- "Actividades de servicios"
tablamadre <- head(df_2017_2,50)
kbl(tablamadre) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| código | unlist.c..x | Agricultura | anio.x | unlist.c..y | Explotación | anio.y | unlist.c..x.1 | Industrias | anio.x.1 | unlist.c..y.1 | Suministro de electricidad | anio.y.1 | unlist.c..x.2 | Suministro de agua | anio.x.2 | unlist.c..y.2 | Construcción | anio.y.2 | unlist.c..x.3 | Comercio | anio.x.3 | unlist.c..y.3 | Transporte | anio.y.3 | unlist.c..x.4 | Actividades de alojamiento | anio.x.4 | unlist.c..y.4 | Información | anio.y.4 | unlist.c..x.5 | Actividades financieras | anio.x.5 | unlist.c..y.5 | Actividades inmobiliarias | anio.y.5 | unlist.c..x.6 | Actividades profesionales | anio.x.6 | unlist.c..y.6 | Actividades de servicios | anio.y.6 | unlist.c..x.7 | Freq.x.7 | anio.x.7 | unlist.c..y.7 | Freq.y.7 | anio.y.7 | unlist.c..x.8 | Freq.x.8 | anio.x.8 | unlist.c..y.8 | Freq.y.8 | anio.y.8 | unlist.c..x.9 | Freq.x.9 | anio.x.9 | unlist.c..y.9 | Freq.y.9 | anio.y.9 | unlist.c..x.10 | Freq.x.10 | anio.x.10 | unlist.c..y.10 | Freq.y.10 | anio.y.10 | comuna.x | promedio_i | año | comuna.y | personas | Ingresos_expandidos |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01101 | 1 | 966 | 2017 | 2 | 3178 | 2017 | 3 | 3555 | 2017 | 4 | 240 | 2017 | 5 | 380 | 2017 | 6 | 6281 | 2017 | 7 | 17671 | 2017 | 8 | 7322 | 2017 | 9 | 5440 | 2017 | 10 | 1057 | 2017 | 11 | 1239 | 2017 | 12 | 1053 | 2017 | 13 | 2878 | 2017 | 14 | 4207 | 2017 | 15 | 7692 | 2017 | 16 | 6951 | 2017 | 17 | 4437 | 2017 | 18 | 794 | 2017 | 19 | 1891 | 2017 | 20 | 2184 | 2017 | 21 | 9 | 2017 | 22 | 11860 | 2017 | Iquique | 354820.7 | 2017 | 1101 | 191468 | 67936815240 |
| 01107 | 1 | 364 | 2017 | 2 | 1439 | 2017 | 3 | 2287 | 2017 | 4 | 89 | 2017 | 5 | 236 | 2017 | 6 | 4588 | 2017 | 7 | 9826 | 2017 | 8 | 4470 | 2017 | 9 | 2052 | 2017 | 10 | 360 | 2017 | 11 | 206 | 2017 | 12 | 268 | 2017 | 13 | 651 | 2017 | 14 | 2751 | 2017 | 15 | 1827 | 2017 | 16 | 2634 | 2017 | 17 | 1190 | 2017 | 18 | 201 | 2017 | 19 | 776 | 2017 | 20 | 808 | 2017 | 21 | 3 | 2017 | 22 | 7079 | 2017 | Alto Hospicio | 301933.4 | 2017 | 1107 | 108375 | 32722034397 |
| 01401 | 1 | 302 | 2017 | 2 | 1574 | 2017 | 3 | 234 | 2017 | 4 | 65 | 2017 | 5 | 54 | 2017 | 6 | 644 | 2017 | 7 | 733 | 2017 | 8 | 418 | 2017 | 9 | 364 | 2017 | 10 | 22 | 2017 | 11 | 15 | 2017 | 12 | 7 | 2017 | 13 | 92 | 2017 | 14 | 305 | 2017 | 15 | 1424 | 2017 | 16 | 273 | 2017 | 17 | 83 | 2017 | 18 | 31 | 2017 | 19 | 83 | 2017 | 20 | 64 | 2017 | NA | NA | NA | 22 | 1006 | 2017 | Pozo Almonte | 285981.8 | 2017 | 1401 | 15711 | 4493059532 |
| 01402 | 1 | 283 | 2017 | 2 | 1 | 2017 | 3 | 9 | 2017 | NA | NA | NA | 5 | 2 | 2017 | 6 | 33 | 2017 | 7 | 44 | 2017 | 8 | 13 | 2017 | 9 | 24 | 2017 | 10 | 1 | 2017 | NA | NA | NA | NA | NA | NA | 13 | 7 | 2017 | 14 | 17 | 2017 | 15 | 53 | 2017 | 16 | 41 | 2017 | 17 | 12 | 2017 | 18 | 3 | 2017 | NA | NA | NA | NA | NA | NA | NA | NA | NA | 22 | 65 | 2017 | Camiña | 262850.3 | 2017 | 1402 | 1250 | 328562901 |
| 01403 | 1 | 234 | 2017 | 2 | 8 | 2017 | 3 | 25 | 2017 | 4 | 2 | 2017 | 5 | 1 | 2017 | 6 | 77 | 2017 | 7 | 157 | 2017 | 8 | 76 | 2017 | 9 | 18 | 2017 | NA | NA | NA | NA | NA | NA | 12 | 1 | 2017 | 13 | 6 | 2017 | 14 | 13 | 2017 | 15 | 148 | 2017 | 16 | 29 | 2017 | 17 | 12 | 2017 | 18 | 1 | 2017 | 19 | 8 | 2017 | 20 | 13 | 2017 | NA | NA | NA | 22 | 133 | 2017 | NA | NA | NA | NA | NA | NA |
| 01404 | 1 | 448 | 2017 | 2 | 42 | 2017 | 3 | 25 | 2017 | 4 | 11 | 2017 | 5 | 5 | 2017 | 6 | 149 | 2017 | 7 | 138 | 2017 | 8 | 55 | 2017 | 9 | 93 | 2017 | 10 | 4 | 2017 | NA | NA | NA | 12 | 2 | 2017 | 13 | 21 | 2017 | 14 | 40 | 2017 | 15 | 79 | 2017 | 16 | 61 | 2017 | 17 | 26 | 2017 | 18 | 5 | 2017 | 19 | 6 | 2017 | 20 | 10 | 2017 | NA | NA | NA | 22 | 176 | 2017 | Huara | 253968.5 | 2017 | 1404 | 2730 | 693334131 |
| 01405 | 1 | 324 | 2017 | 2 | 1970 | 2017 | 3 | 424 | 2017 | 4 | 15 | 2017 | 5 | 42 | 2017 | 6 | 911 | 2017 | 7 | 503 | 2017 | 8 | 270 | 2017 | 9 | 513 | 2017 | 10 | 34 | 2017 | 11 | 3 | 2017 | 12 | 6 | 2017 | 13 | 151 | 2017 | 14 | 262 | 2017 | 15 | 287 | 2017 | 16 | 171 | 2017 | 17 | 95 | 2017 | 18 | 23 | 2017 | 19 | 28 | 2017 | 20 | 47 | 2017 | NA | NA | NA | 22 | 466 | 2017 | Pica | 313007.5 | 2017 | 1405 | 9296 | 2909717399 |
| 02101 | 1 | 912 | 2017 | 2 | 15098 | 2017 | 3 | 9229 | 2017 | 4 | 854 | 2017 | 5 | 892 | 2017 | 6 | 12628 | 2017 | 7 | 23896 | 2017 | 8 | 12690 | 2017 | 9 | 6872 | 2017 | 10 | 1998 | 2017 | 11 | 1804 | 2017 | 12 | 737 | 2017 | 13 | 6040 | 2017 | 14 | 9208 | 2017 | 15 | 7954 | 2017 | 16 | 10314 | 2017 | 17 | 7467 | 2017 | 18 | 1443 | 2017 | 19 | 3294 | 2017 | 20 | 3542 | 2017 | 21 | 10 | 2017 | 22 | 27902 | 2017 | Antofagasta | 347580.2 | 2017 | 2101 | 361873 | 125779893517 |
| 02102 | 1 | 218 | 2017 | 2 | 178 | 2017 | 3 | 532 | 2017 | 4 | 118 | 2017 | 5 | 38 | 2017 | 6 | 1872 | 2017 | 7 | 507 | 2017 | 8 | 780 | 2017 | 9 | 420 | 2017 | 10 | 22 | 2017 | 11 | 23 | 2017 | 12 | 10 | 2017 | 13 | 128 | 2017 | 14 | 554 | 2017 | 15 | 217 | 2017 | 16 | 206 | 2017 | 17 | 94 | 2017 | 18 | 35 | 2017 | 19 | 52 | 2017 | 20 | 60 | 2017 | 21 | 1 | 2017 | 22 | 1357 | 2017 | Mejillones | 369770.7 | 2017 | 2102 | 13467 | 4979702302 |
| 02104 | 1 | 563 | 2017 | 2 | 1612 | 2017 | 3 | 223 | 2017 | 4 | 23 | 2017 | 5 | 26 | 2017 | 6 | 527 | 2017 | 7 | 662 | 2017 | 8 | 321 | 2017 | 9 | 337 | 2017 | 10 | 33 | 2017 | 11 | 13 | 2017 | 12 | 14 | 2017 | 13 | 150 | 2017 | 14 | 203 | 2017 | 15 | 288 | 2017 | 16 | 291 | 2017 | 17 | 151 | 2017 | 18 | 20 | 2017 | 19 | 75 | 2017 | 20 | 88 | 2017 | NA | NA | NA | 22 | 1147 | 2017 | Taltal | 364539.1 | 2017 | 2104 | 13317 | 4854566842 |
| 02201 | 1 | 366 | 2017 | 2 | 9314 | 2017 | 3 | 3764 | 2017 | 4 | 201 | 2017 | 5 | 295 | 2017 | 6 | 7218 | 2017 | 7 | 9933 | 2017 | 8 | 5486 | 2017 | 9 | 3591 | 2017 | 10 | 691 | 2017 | 11 | 597 | 2017 | 12 | 149 | 2017 | 13 | 2436 | 2017 | 14 | 4143 | 2017 | 15 | 2328 | 2017 | 16 | 3200 | 2017 | 17 | 2749 | 2017 | 18 | 428 | 2017 | 19 | 1149 | 2017 | 20 | 1535 | 2017 | NA | NA | NA | 22 | 16478 | 2017 | Calama | 409671.3 | 2017 | 2201 | 165731 | 67895226712 |
| 02203 | 1 | 180 | 2017 | 2 | 755 | 2017 | 3 | 245 | 2017 | 4 | 15 | 2017 | 5 | 53 | 2017 | 6 | 810 | 2017 | 7 | 462 | 2017 | 8 | 344 | 2017 | 9 | 1215 | 2017 | 10 | 45 | 2017 | 11 | 30 | 2017 | 12 | 11 | 2017 | 13 | 226 | 2017 | 14 | 750 | 2017 | 15 | 194 | 2017 | 16 | 260 | 2017 | 17 | 167 | 2017 | 18 | 81 | 2017 | 19 | 57 | 2017 | 20 | 46 | 2017 | 21 | 1 | 2017 | 22 | 1061 | 2017 | San Pedro de Atacama | 426592.0 | 2017 | 2203 | 10996 | 4690805471 |
| 02301 | 1 | 469 | 2017 | 2 | 488 | 2017 | 3 | 546 | 2017 | 4 | 257 | 2017 | 5 | 51 | 2017 | 6 | 703 | 2017 | 7 | 1341 | 2017 | 8 | 767 | 2017 | 9 | 496 | 2017 | 10 | 51 | 2017 | 11 | 61 | 2017 | 12 | 7 | 2017 | 13 | 193 | 2017 | 14 | 558 | 2017 | 15 | 499 | 2017 | 16 | 703 | 2017 | 17 | 323 | 2017 | 18 | 53 | 2017 | 19 | 135 | 2017 | 20 | 206 | 2017 | NA | NA | NA | 22 | 1932 | 2017 | Tocopilla | 246615.3 | 2017 | 2301 | 25186 | 6211253937 |
| 02302 | 1 | 8 | 2017 | 2 | 997 | 2017 | 3 | 189 | 2017 | 4 | 50 | 2017 | 5 | 29 | 2017 | 6 | 513 | 2017 | 7 | 250 | 2017 | 8 | 285 | 2017 | 9 | 245 | 2017 | 10 | 34 | 2017 | 11 | 9 | 2017 | 12 | 1 | 2017 | 13 | 112 | 2017 | 14 | 298 | 2017 | 15 | 74 | 2017 | 16 | 125 | 2017 | 17 | 68 | 2017 | 18 | 14 | 2017 | 19 | 15 | 2017 | 20 | 10 | 2017 | NA | NA | NA | 22 | 761 | 2017 | María Elena | 466266.9 | 2017 | 2302 | 6457 | 3010685220 |
| 03101 | 1 | 1648 | 2017 | 2 | 10123 | 2017 | 3 | 2382 | 2017 | 4 | 398 | 2017 | 5 | 499 | 2017 | 6 | 5160 | 2017 | 7 | 11297 | 2017 | 8 | 4457 | 2017 | 9 | 2500 | 2017 | 10 | 739 | 2017 | 11 | 759 | 2017 | 12 | 207 | 2017 | 13 | 1410 | 2017 | 14 | 2962 | 2017 | 15 | 5550 | 2017 | 16 | 4682 | 2017 | 17 | 2414 | 2017 | 18 | 478 | 2017 | 19 | 800 | 2017 | 20 | 1181 | 2017 | 21 | 2 | 2017 | 22 | 3898 | 2017 | Copiapó | 330075.2 | 2017 | 3101 | 153937 | 50810778473 |
| 03102 | 1 | 939 | 2017 | 2 | 273 | 2017 | 3 | 384 | 2017 | 4 | 12 | 2017 | 5 | 47 | 2017 | 6 | 759 | 2017 | 7 | 1145 | 2017 | 8 | 531 | 2017 | 9 | 543 | 2017 | 10 | 37 | 2017 | 11 | 32 | 2017 | 12 | 19 | 2017 | 13 | 145 | 2017 | 14 | 382 | 2017 | 15 | 430 | 2017 | 16 | 444 | 2017 | 17 | 183 | 2017 | 18 | 99 | 2017 | 19 | 82 | 2017 | 20 | 91 | 2017 | NA | NA | NA | 22 | 1455 | 2017 | Caldera | 299314.8 | 2017 | 3102 | 17662 | 5286498241 |
| 03103 | 1 | 1324 | 2017 | 2 | 1580 | 2017 | 3 | 144 | 2017 | 4 | 28 | 2017 | 5 | 26 | 2017 | 6 | 234 | 2017 | 7 | 724 | 2017 | 8 | 257 | 2017 | 9 | 246 | 2017 | 10 | 13 | 2017 | 11 | 7 | 2017 | 12 | 1 | 2017 | 13 | 49 | 2017 | 14 | 181 | 2017 | 15 | 248 | 2017 | 16 | 235 | 2017 | 17 | 48 | 2017 | 18 | 12 | 2017 | 19 | 23 | 2017 | 20 | 55 | 2017 | NA | NA | NA | 22 | 483 | 2017 | Tierra Amarilla | 314643.9 | 2017 | 3103 | 14019 | 4410992711 |
| 03201 | 1 | 318 | 2017 | 2 | 921 | 2017 | 3 | 138 | 2017 | 4 | 35 | 2017 | 5 | 20 | 2017 | 6 | 430 | 2017 | 7 | 696 | 2017 | 8 | 351 | 2017 | 9 | 273 | 2017 | 10 | 23 | 2017 | 11 | 22 | 2017 | 12 | 8 | 2017 | 13 | 55 | 2017 | 14 | 137 | 2017 | 15 | 807 | 2017 | 16 | 138 | 2017 | 17 | 95 | 2017 | 18 | 27 | 2017 | 19 | 52 | 2017 | 20 | 23 | 2017 | NA | NA | NA | 22 | 210 | 2017 | Chañaral | 286389.3 | 2017 | 3201 | 12219 | 3499391196 |
| 03202 | 1 | 21 | 2017 | 2 | 2306 | 2017 | 3 | 157 | 2017 | 4 | 83 | 2017 | 5 | 42 | 2017 | 6 | 532 | 2017 | 7 | 530 | 2017 | 8 | 363 | 2017 | 9 | 297 | 2017 | 10 | 31 | 2017 | 11 | 37 | 2017 | 12 | 2 | 2017 | 13 | 114 | 2017 | 14 | 303 | 2017 | 15 | 427 | 2017 | 16 | 370 | 2017 | 17 | 148 | 2017 | 18 | 42 | 2017 | 19 | 49 | 2017 | 20 | 69 | 2017 | NA | NA | NA | 22 | 354 | 2017 | Diego de Almagro | 336256.8 | 2017 | 3202 | 13925 | 4682376047 |
| 03301 | 1 | 954 | 2017 | 2 | 1768 | 2017 | 3 | 1046 | 2017 | 4 | 259 | 2017 | 5 | 102 | 2017 | 6 | 1641 | 2017 | 7 | 3248 | 2017 | 8 | 1558 | 2017 | 9 | 910 | 2017 | 10 | 140 | 2017 | 11 | 150 | 2017 | 12 | 37 | 2017 | 13 | 490 | 2017 | 14 | 869 | 2017 | 15 | 1182 | 2017 | 16 | 1470 | 2017 | 17 | 969 | 2017 | 18 | 102 | 2017 | 19 | 271 | 2017 | 20 | 485 | 2017 | NA | NA | NA | 22 | 3435 | 2017 | Vallenar | 304336.7 | 2017 | 3301 | 51917 | 15800246795 |
| 03302 | 1 | 693 | 2017 | 2 | 101 | 2017 | 3 | 66 | 2017 | 4 | 9 | 2017 | 5 | 37 | 2017 | 6 | 153 | 2017 | 7 | 136 | 2017 | 8 | 68 | 2017 | 9 | 80 | 2017 | 10 | 4 | 2017 | 11 | 1 | 2017 | NA | NA | NA | 13 | 34 | 2017 | 14 | 71 | 2017 | 15 | 131 | 2017 | 16 | 138 | 2017 | 17 | 52 | 2017 | 18 | 8 | 2017 | 19 | 7 | 2017 | 20 | 15 | 2017 | NA | NA | NA | 22 | 384 | 2017 | Alto del Carmen | 227130.4 | 2017 | 3302 | 5299 | 1203563833 |
| 03303 | 1 | 438 | 2017 | 2 | 167 | 2017 | 3 | 167 | 2017 | 4 | 26 | 2017 | 5 | 20 | 2017 | 6 | 339 | 2017 | 7 | 250 | 2017 | 8 | 165 | 2017 | 9 | 99 | 2017 | 10 | 10 | 2017 | 11 | 10 | 2017 | 12 | 1 | 2017 | 13 | 33 | 2017 | 14 | 160 | 2017 | 15 | 219 | 2017 | 16 | 167 | 2017 | 17 | 74 | 2017 | 18 | 9 | 2017 | 19 | 19 | 2017 | 20 | 56 | 2017 | NA | NA | NA | 22 | 454 | 2017 | Freirina | 253086.7 | 2017 | 3303 | 7041 | 1781983257 |
| 03304 | 1 | 387 | 2017 | 2 | 157 | 2017 | 3 | 262 | 2017 | 4 | 110 | 2017 | 5 | 17 | 2017 | 6 | 397 | 2017 | 7 | 466 | 2017 | 8 | 301 | 2017 | 9 | 216 | 2017 | 10 | 21 | 2017 | 11 | 12 | 2017 | 12 | 7 | 2017 | 13 | 85 | 2017 | 14 | 261 | 2017 | 15 | 206 | 2017 | 16 | 331 | 2017 | 17 | 182 | 2017 | 18 | 23 | 2017 | 19 | 35 | 2017 | 20 | 67 | 2017 | NA | NA | NA | 22 | 925 | 2017 | Huasco | 287406.6 | 2017 | 3304 | 10149 | 2916889629 |
| 04101 | 1 | 2796 | 2017 | 2 | 4291 | 2017 | 3 | 3726 | 2017 | 4 | 290 | 2017 | 5 | 358 | 2017 | 6 | 8082 | 2017 | 7 | 14839 | 2017 | 8 | 4862 | 2017 | 9 | 4092 | 2017 | 10 | 1053 | 2017 | 11 | 1143 | 2017 | 12 | 742 | 2017 | 13 | 3151 | 2017 | 14 | 4233 | 2017 | 15 | 4227 | 2017 | 16 | 8144 | 2017 | 17 | 4470 | 2017 | 18 | 828 | 2017 | 19 | 1753 | 2017 | 20 | 2388 | 2017 | 21 | 4 | 2017 | 22 | 12712 | 2017 | La Serena | 270221.9 | 2017 | 4101 | 221054 | 59733627577 |
| 04102 | 1 | 4711 | 2017 | 2 | 3373 | 2017 | 3 | 4542 | 2017 | 4 | 361 | 2017 | 5 | 373 | 2017 | 6 | 9705 | 2017 | 7 | 16703 | 2017 | 8 | 6659 | 2017 | 9 | 4192 | 2017 | 10 | 876 | 2017 | 11 | 865 | 2017 | 12 | 614 | 2017 | 13 | 2454 | 2017 | 14 | 4279 | 2017 | 15 | 3836 | 2017 | 16 | 7028 | 2017 | 17 | 3955 | 2017 | 18 | 878 | 2017 | 19 | 1682 | 2017 | 20 | 2472 | 2017 | 21 | 44 | 2017 | 22 | 13814 | 2017 | Coquimbo | 261852.6 | 2017 | 4102 | 227730 | 59631700074 |
| 04103 | 1 | 153 | 2017 | 2 | 974 | 2017 | 3 | 191 | 2017 | 4 | 13 | 2017 | 5 | 39 | 2017 | 6 | 391 | 2017 | 7 | 432 | 2017 | 8 | 244 | 2017 | 9 | 135 | 2017 | 10 | 15 | 2017 | 11 | 3 | 2017 | 12 | 9 | 2017 | 13 | 59 | 2017 | 14 | 174 | 2017 | 15 | 209 | 2017 | 16 | 239 | 2017 | 17 | 85 | 2017 | 18 | 17 | 2017 | 19 | 43 | 2017 | 20 | 81 | 2017 | 21 | 2 | 2017 | 22 | 444 | 2017 | Andacollo | 248209.3 | 2017 | 4103 | 11044 | 2741223967 |
| 04104 | 1 | 451 | 2017 | 2 | 137 | 2017 | 3 | 52 | 2017 | 4 | 5 | 2017 | 5 | 23 | 2017 | 6 | 145 | 2017 | 7 | 154 | 2017 | 8 | 77 | 2017 | 9 | 140 | 2017 | 10 | 5 | 2017 | 11 | 3 | 2017 | 12 | 2 | 2017 | 13 | 28 | 2017 | 14 | 105 | 2017 | 15 | 111 | 2017 | 16 | 48 | 2017 | 17 | 36 | 2017 | 18 | 7 | 2017 | 19 | 9 | 2017 | 20 | 11 | 2017 | NA | NA | NA | 22 | 207 | 2017 | La Higuera | 228356.8 | 2017 | 4104 | 4241 | 968461330 |
| 04105 | 1 | 362 | 2017 | 2 | 33 | 2017 | 3 | 126 | 2017 | 4 | 4 | 2017 | 5 | 20 | 2017 | 6 | 199 | 2017 | 7 | 244 | 2017 | 8 | 73 | 2017 | 9 | 221 | 2017 | 10 | 5 | 2017 | 11 | 6 | 2017 | 12 | 4 | 2017 | 13 | 33 | 2017 | 14 | 107 | 2017 | 15 | 260 | 2017 | 16 | 92 | 2017 | 17 | 45 | 2017 | 18 | 13 | 2017 | 19 | 13 | 2017 | 20 | 47 | 2017 | NA | NA | NA | 22 | 222 | 2017 | Paiguano | 205942.1 | 2017 | 4105 | 4497 | 926121774 |
| 04106 | 1 | 2959 | 2017 | 2 | 554 | 2017 | 3 | 490 | 2017 | 4 | 19 | 2017 | 5 | 81 | 2017 | 6 | 714 | 2017 | 7 | 1351 | 2017 | 8 | 508 | 2017 | 9 | 498 | 2017 | 10 | 36 | 2017 | 11 | 21 | 2017 | 12 | 17 | 2017 | 13 | 180 | 2017 | 14 | 365 | 2017 | 15 | 552 | 2017 | 16 | 715 | 2017 | 17 | 271 | 2017 | 18 | 57 | 2017 | 19 | 96 | 2017 | 20 | 260 | 2017 | NA | NA | NA | 22 | 1519 | 2017 | Vicuña | 211431.9 | 2017 | 4106 | 27771 | 5871675449 |
| 04201 | 1 | 1321 | 2017 | 2 | 1033 | 2017 | 3 | 381 | 2017 | 4 | 62 | 2017 | 5 | 95 | 2017 | 6 | 1111 | 2017 | 7 | 1639 | 2017 | 8 | 738 | 2017 | 9 | 476 | 2017 | 10 | 64 | 2017 | 11 | 77 | 2017 | 12 | 15 | 2017 | 13 | 236 | 2017 | 14 | 424 | 2017 | 15 | 790 | 2017 | 16 | 939 | 2017 | 17 | 545 | 2017 | 18 | 59 | 2017 | 19 | 114 | 2017 | 20 | 312 | 2017 | NA | NA | NA | 22 | 1715 | 2017 | Illapel | 238674.4 | 2017 | 4201 | 30848 | 7362627007 |
| 04202 | 1 | 407 | 2017 | 2 | 149 | 2017 | 3 | 77 | 2017 | 4 | 10 | 2017 | 5 | 32 | 2017 | 6 | 557 | 2017 | 7 | 355 | 2017 | 8 | 215 | 2017 | 9 | 129 | 2017 | 10 | 12 | 2017 | 11 | 10 | 2017 | 12 | 4 | 2017 | 13 | 25 | 2017 | 14 | 107 | 2017 | 15 | 430 | 2017 | 16 | 139 | 2017 | 17 | 63 | 2017 | 18 | 8 | 2017 | 19 | 17 | 2017 | 20 | 87 | 2017 | NA | NA | NA | 22 | 339 | 2017 | Canela | 207933.6 | 2017 | 4202 | 9093 | 1890740321 |
| 04203 | 1 | 1140 | 2017 | 2 | 350 | 2017 | 3 | 305 | 2017 | 4 | 161 | 2017 | 5 | 43 | 2017 | 6 | 1213 | 2017 | 7 | 1502 | 2017 | 8 | 597 | 2017 | 9 | 732 | 2017 | 10 | 50 | 2017 | 11 | 25 | 2017 | 12 | 19 | 2017 | 13 | 152 | 2017 | 14 | 348 | 2017 | 15 | 439 | 2017 | 16 | 555 | 2017 | 17 | 296 | 2017 | 18 | 55 | 2017 | 19 | 128 | 2017 | 20 | 221 | 2017 | NA | NA | NA | 22 | 1459 | 2017 | Los Vilos | 255200.4 | 2017 | 4203 | 21382 | 5456695139 |
| 04204 | 1 | 1996 | 2017 | 2 | 2220 | 2017 | 3 | 531 | 2017 | 4 | 22 | 2017 | 5 | 79 | 2017 | 6 | 1148 | 2017 | 7 | 1407 | 2017 | 8 | 812 | 2017 | 9 | 674 | 2017 | 10 | 58 | 2017 | 11 | 27 | 2017 | 12 | 8 | 2017 | 13 | 311 | 2017 | 14 | 406 | 2017 | 15 | 469 | 2017 | 16 | 684 | 2017 | 17 | 320 | 2017 | 18 | 58 | 2017 | 19 | 126 | 2017 | 20 | 347 | 2017 | NA | NA | NA | 22 | 2004 | 2017 | Salamanca | 242879.5 | 2017 | 4204 | 29347 | 7127783272 |
| 04301 | 1 | 8069 | 2017 | 2 | 1616 | 2017 | 3 | 1504 | 2017 | 4 | 173 | 2017 | 5 | 197 | 2017 | 6 | 3279 | 2017 | 7 | 7395 | 2017 | 8 | 2804 | 2017 | 9 | 1677 | 2017 | 10 | 255 | 2017 | 11 | 287 | 2017 | 12 | 94 | 2017 | 13 | 827 | 2017 | 14 | 1908 | 2017 | 15 | 1846 | 2017 | 16 | 3204 | 2017 | 17 | 1820 | 2017 | 18 | 302 | 2017 | 19 | 499 | 2017 | 20 | 1063 | 2017 | NA | NA | NA | 22 | 7075 | 2017 | Ovalle | 266522.9 | 2017 | 4301 | 111272 | 29656533187 |
| 04302 | 1 | 969 | 2017 | 2 | 228 | 2017 | 3 | 167 | 2017 | 4 | 5 | 2017 | 5 | 58 | 2017 | 6 | 818 | 2017 | 7 | 602 | 2017 | 8 | 210 | 2017 | 9 | 162 | 2017 | 10 | 19 | 2017 | 11 | 14 | 2017 | 12 | 3 | 2017 | 13 | 54 | 2017 | 14 | 137 | 2017 | 15 | 351 | 2017 | 16 | 347 | 2017 | 17 | 156 | 2017 | 18 | 9 | 2017 | 19 | 35 | 2017 | 20 | 104 | 2017 | NA | NA | NA | 22 | 647 | 2017 | Combarbalá | 210409.7 | 2017 | 4302 | 13322 | 2803077721 |
| 04303 | 1 | 5009 | 2017 | 2 | 404 | 2017 | 3 | 281 | 2017 | 4 | 18 | 2017 | 5 | 75 | 2017 | 6 | 700 | 2017 | 7 | 1219 | 2017 | 8 | 545 | 2017 | 9 | 281 | 2017 | 10 | 20 | 2017 | 11 | 14 | 2017 | 12 | 2 | 2017 | 13 | 56 | 2017 | 14 | 213 | 2017 | 15 | 567 | 2017 | 16 | 643 | 2017 | 17 | 228 | 2017 | 18 | 21 | 2017 | 19 | 40 | 2017 | 20 | 158 | 2017 | NA | NA | NA | 22 | 1575 | 2017 | Monte Patria | 211907.9 | 2017 | 4303 | 30751 | 6516380780 |
| 04304 | 1 | 971 | 2017 | 2 | 507 | 2017 | 3 | 138 | 2017 | 4 | 5 | 2017 | 5 | 20 | 2017 | 6 | 274 | 2017 | 7 | 279 | 2017 | 8 | 169 | 2017 | 9 | 107 | 2017 | 10 | 14 | 2017 | 11 | 4 | 2017 | 12 | 2 | 2017 | 13 | 36 | 2017 | 14 | 129 | 2017 | 15 | 213 | 2017 | 16 | 240 | 2017 | 17 | 80 | 2017 | 18 | 19 | 2017 | 19 | 23 | 2017 | 20 | 52 | 2017 | NA | NA | NA | 22 | 553 | 2017 | Punitaqui | 194997.8 | 2017 | 4304 | 10956 | 2136395349 |
| 04305 | 1 | 538 | 2017 | 2 | 82 | 2017 | 3 | 35 | 2017 | 4 | 2 | 2017 | 5 | 12 | 2017 | 6 | 150 | 2017 | 7 | 113 | 2017 | 8 | 67 | 2017 | 9 | 52 | 2017 | 10 | 2 | 2017 | 11 | 1 | 2017 | 12 | 2 | 2017 | 13 | 9 | 2017 | 14 | 55 | 2017 | 15 | 155 | 2017 | 16 | 115 | 2017 | 17 | 44 | 2017 | 18 | 2 | 2017 | 19 | 4 | 2017 | 20 | 25 | 2017 | NA | NA | NA | 22 | 211 | 2017 | Río Hurtado | 182027.2 | 2017 | 4305 | 4278 | 778712384 |
| 05101 | 1 | 1008 | 2017 | 2 | 691 | 2017 | 3 | 6834 | 2017 | 4 | 545 | 2017 | 5 | 602 | 2017 | 6 | 10858 | 2017 | 7 | 21788 | 2017 | 8 | 11501 | 2017 | 9 | 7352 | 2017 | 10 | 2354 | 2017 | 11 | 1501 | 2017 | 12 | 732 | 2017 | 13 | 4248 | 2017 | 14 | 7724 | 2017 | 15 | 9718 | 2017 | 16 | 10670 | 2017 | 17 | 7030 | 2017 | 18 | 1498 | 2017 | 19 | 3200 | 2017 | 20 | 4407 | 2017 | 21 | 6 | 2017 | 22 | 17085 | 2017 | Valparaíso | 298720.7 | 2017 | 5101 | 296655 | 88616992249 |
| 05102 | 1 | 1423 | 2017 | 2 | 57 | 2017 | 3 | 1427 | 2017 | 4 | 49 | 2017 | 5 | 44 | 2017 | 6 | 884 | 2017 | 7 | 1425 | 2017 | 8 | 1585 | 2017 | 9 | 635 | 2017 | 10 | 85 | 2017 | 11 | 67 | 2017 | 12 | 42 | 2017 | 13 | 263 | 2017 | 14 | 526 | 2017 | 15 | 454 | 2017 | 16 | 674 | 2017 | 17 | 372 | 2017 | 18 | 87 | 2017 | 19 | 152 | 2017 | 20 | 414 | 2017 | 21 | 1 | 2017 | 22 | 1605 | 2017 | Casablanca | 312802.7 | 2017 | 5102 | 26867 | 8404070481 |
| 05103 | 1 | 268 | 2017 | 2 | 351 | 2017 | 3 | 1051 | 2017 | 4 | 121 | 2017 | 5 | 87 | 2017 | 6 | 1856 | 2017 | 7 | 2730 | 2017 | 8 | 955 | 2017 | 9 | 1131 | 2017 | 10 | 249 | 2017 | 11 | 345 | 2017 | 12 | 351 | 2017 | 13 | 1048 | 2017 | 14 | 780 | 2017 | 15 | 1135 | 2017 | 16 | 1462 | 2017 | 17 | 1193 | 2017 | 18 | 251 | 2017 | 19 | 565 | 2017 | 20 | 919 | 2017 | 21 | 12 | 2017 | 22 | 2571 | 2017 | Concón | 318496.3 | 2017 | 5103 | 42152 | 13425257057 |
| 05104 | 1 | 140 | 2017 | NA | NA | NA | 3 | 16 | 2017 | NA | NA | NA | 5 | 2 | 2017 | 6 | 54 | 2017 | 7 | 24 | 2017 | 8 | 24 | 2017 | 9 | 20 | 2017 | 10 | 6 | 2017 | NA | NA | NA | NA | NA | NA | 13 | 13 | 2017 | 14 | 24 | 2017 | 15 | 76 | 2017 | 16 | 45 | 2017 | 17 | 22 | 2017 | 18 | 15 | 2017 | 19 | 3 | 2017 | 20 | 11 | 2017 | NA | NA | NA | 22 | 52 | 2017 | NA | NA | NA | NA | NA | NA |
| 05105 | 1 | 335 | 2017 | 2 | 230 | 2017 | 3 | 411 | 2017 | 4 | 70 | 2017 | 5 | 50 | 2017 | 6 | 1250 | 2017 | 7 | 1188 | 2017 | 8 | 472 | 2017 | 9 | 628 | 2017 | 10 | 36 | 2017 | 11 | 22 | 2017 | 12 | 51 | 2017 | 13 | 167 | 2017 | 14 | 561 | 2017 | 15 | 291 | 2017 | 16 | 413 | 2017 | 17 | 206 | 2017 | 18 | 59 | 2017 | 19 | 210 | 2017 | 20 | 331 | 2017 | NA | NA | NA | 22 | 1151 | 2017 | Puchuncaví | 288737.2 | 2017 | 5105 | 18546 | 5354920887 |
| 05107 | 1 | 504 | 2017 | 2 | 327 | 2017 | 3 | 772 | 2017 | 4 | 84 | 2017 | 5 | 67 | 2017 | 6 | 1421 | 2017 | 7 | 2275 | 2017 | 8 | 1110 | 2017 | 9 | 682 | 2017 | 10 | 103 | 2017 | 11 | 93 | 2017 | 12 | 98 | 2017 | 13 | 315 | 2017 | 14 | 629 | 2017 | 15 | 1022 | 2017 | 16 | 741 | 2017 | 17 | 484 | 2017 | 18 | 101 | 2017 | 19 | 230 | 2017 | 20 | 396 | 2017 | NA | NA | NA | 22 | 1870 | 2017 | Quintero | 316659.1 | 2017 | 5107 | 31923 | 10108709691 |
| 05109 | 1 | 732 | 2017 | 2 | 1138 | 2017 | 3 | 6844 | 2017 | 4 | 596 | 2017 | 5 | 529 | 2017 | 6 | 13838 | 2017 | 7 | 22896 | 2017 | 8 | 8727 | 2017 | 9 | 7412 | 2017 | 10 | 2704 | 2017 | 11 | 2341 | 2017 | 12 | 1587 | 2017 | 13 | 6335 | 2017 | 14 | 7010 | 2017 | 15 | 10832 | 2017 | 16 | 12348 | 2017 | 17 | 10338 | 2017 | 18 | 1955 | 2017 | 19 | 4332 | 2017 | 20 | 6371 | 2017 | 21 | 13 | 2017 | 22 | 20590 | 2017 | Viña del Mar | 337006.1 | 2017 | 5109 | 334248 | 112643604611 |
| 05201 | 1 | 200 | 2017 | 2 | 21 | 2017 | 3 | 231 | 2017 | 4 | 11 | 2017 | 5 | 16 | 2017 | 6 | 316 | 2017 | 7 | 457 | 2017 | 8 | 245 | 2017 | 9 | 687 | 2017 | 10 | 51 | 2017 | 11 | 49 | 2017 | 12 | 9 | 2017 | 13 | 100 | 2017 | 14 | 403 | 2017 | 15 | 525 | 2017 | 16 | 257 | 2017 | 17 | 237 | 2017 | 18 | 90 | 2017 | 19 | 50 | 2017 | 20 | 63 | 2017 | 21 | 1 | 2017 | 22 | 763 | 2017 | NA | NA | NA | NA | NA | NA |
| 05301 | 1 | 1490 | 2017 | 2 | 2288 | 2017 | 3 | 1217 | 2017 | 4 | 89 | 2017 | 5 | 95 | 2017 | 6 | 2534 | 2017 | 7 | 4250 | 2017 | 8 | 2360 | 2017 | 9 | 1207 | 2017 | 10 | 279 | 2017 | 11 | 298 | 2017 | 12 | 78 | 2017 | 13 | 852 | 2017 | 14 | 1430 | 2017 | 15 | 2193 | 2017 | 16 | 1869 | 2017 | 17 | 1320 | 2017 | 18 | 323 | 2017 | 19 | 451 | 2017 | 20 | 677 | 2017 | 21 | 1 | 2017 | 22 | 5141 | 2017 | Los Andes | 338182.5 | 2017 | 5301 | 66708 | 22559476922 |
| 05302 | 1 | 1029 | 2017 | 2 | 366 | 2017 | 3 | 217 | 2017 | 4 | 19 | 2017 | 5 | 21 | 2017 | 6 | 475 | 2017 | 7 | 771 | 2017 | 8 | 492 | 2017 | 9 | 208 | 2017 | 10 | 36 | 2017 | 11 | 49 | 2017 | 12 | 22 | 2017 | 13 | 119 | 2017 | 14 | 256 | 2017 | 15 | 211 | 2017 | 16 | 334 | 2017 | 17 | 203 | 2017 | 18 | 80 | 2017 | 19 | 84 | 2017 | 20 | 211 | 2017 | 21 | 1 | 2017 | 22 | 1193 | 2017 | Calle Larga | 245165.4 | 2017 | 5302 | 14832 | 3636293159 |
| 05303 | 1 | 1064 | 2017 | 2 | 211 | 2017 | 3 | 119 | 2017 | 4 | 8 | 2017 | 5 | 17 | 2017 | 6 | 254 | 2017 | 7 | 470 | 2017 | 8 | 308 | 2017 | 9 | 132 | 2017 | 10 | 37 | 2017 | 11 | 37 | 2017 | 12 | 12 | 2017 | 13 | 91 | 2017 | 14 | 203 | 2017 | 15 | 168 | 2017 | 16 | 215 | 2017 | 17 | 183 | 2017 | 18 | 55 | 2017 | 19 | 64 | 2017 | 20 | 204 | 2017 | NA | NA | NA | 22 | 706 | 2017 | Rinconada | 281633.2 | 2017 | 5303 | 10207 | 2874630315 |
| 05304 | 1 | 1550 | 2017 | 2 | 566 | 2017 | 3 | 324 | 2017 | 4 | 41 | 2017 | 5 | 27 | 2017 | 6 | 465 | 2017 | 7 | 972 | 2017 | 8 | 531 | 2017 | 9 | 258 | 2017 | 10 | 58 | 2017 | 11 | 75 | 2017 | 12 | 17 | 2017 | 13 | 195 | 2017 | 14 | 285 | 2017 | 15 | 294 | 2017 | 16 | 440 | 2017 | 17 | 377 | 2017 | 18 | 71 | 2017 | 19 | 84 | 2017 | 20 | 278 | 2017 | 21 | 5 | 2017 | 22 | 1180 | 2017 | San Esteban | 220958.4 | 2017 | 5304 | 18855 | 4166170587 |
2.4.5 Correlaciones
my_data <- df_2017_2[, c(3,6,9,12,15,18,21,24,27,30,33,36,39,42,73)]
chart.Correlation(my_data, histogram=TRUE, pch=20)
3 Referencias
https://rpubs.com/osoramirez/316691
https://dataintelligencechile.shinyapps.io/casenfinal
Manual_de_usuario_Censo_2017_16R.pdf
http://www.censo2017.cl/microdatos/
Censo de Población y Vivienda
https://www.ine.cl/estadisticas/sociales/censos-de-poblacion-y-vivienda/poblacion-y-vivienda
Modelos Lineales Aplicados en R
Juan Aparicio, Ma Asunción Martínez Mayoral y Javier Morales
Depto. Estadística, Matemáticas e Informática
Centro de Investigación Operativa
Universidad Miguel Hernández