Descripción: Con un conjunto de datos utilizar mecanismos de programación para determinar muestreos mediante técnicas de aleatorio simple, aleatorio sistemático, aleatorio estratificado y por conglomerados.
library(dplyr)## Warning: package 'dplyr' was built under R version 3.6.3##
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## max, mean, min, prod, range, sample, sumlibrary(readr)## Warning: package 'readr' was built under R version 3.6.3library(ggplot2)
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## sd, varSe carga un conjunto de 100 nombres de personas con sus atributo de género y la actividad deportiva o cultura que practican, Cargando un datos llamando a una función que construye los datos. El argumento encoding significa que acepte acentos en los datos.
source("https://raw.githubusercontent.com/rpizarrog/probabilidad-y-estad-stica/master/construir%20datos%20y%20funciones%20caso%209.r", encoding = "UTF-8")## Warning in `[<-.factor`(`*tmp*`, iseq, value = c("SI", "SI", "SI", "SI", :
## invalid factor level, NA generated
## Warning in `[<-.factor`(`*tmp*`, iseq, value = c("SI", "SI", "SI", "SI", :
## invalid factor level, NA generated
## Warning in `[<-.factor`(`*tmp*`, iseq, value = c("SI", "SI", "SI", "SI", :
## invalid factor level, NA generated
## Warning in `[<-.factor`(`*tmp*`, iseq, value = c("SI", "SI", "SI", "SI", :
## invalid factor level, NA generated
## Warning in `[<-.factor`(`*tmp*`, iseq, value = c("SI", "SI", "SI", "SI", :
## invalid factor level, NA generated
## Warning in `[<-.factor`(`*tmp*`, iseq, value = c("SI", "SI", "SI", "SI", :
## invalid factor level, NA generated
## Warning in `[<-.factor`(`*tmp*`, iseq, value = c("SI", "SI", "SI", "SI", :
## invalid factor level, NA generated
## Warning in `[<-.factor`(`*tmp*`, iseq, value = c("SI", "SI", "SI", "SI", :
## invalid factor level, NA generated
## Warning in `[<-.factor`(`*tmp*`, iseq, value = c("SI", "SI", "SI", "SI", :
## invalid factor level, NA generated
## Warning in `[<-.factor`(`*tmp*`, iseq, value = c("SI", "SI", "SI", "SI", :
## invalid factor level, NA generated
## Warning in `[<-.factor`(`*tmp*`, iseq, value = c("SI", "SI", "SI", "SI", :
## invalid factor level, NA generated
## Warning in `[<-.factor`(`*tmp*`, iseq, value = c("SI", "SI", "SI", "SI", :
## invalid factor level, NA generatedkable(head(personas, 10), caption = "Los primeros diez registros de nombres en el conjunto dedatos")| nombres | generos | ajedrez | beisbol | tiro.arco | pesas | futbol | softbol | atletismo | folklorico | tahitiano | teatro | rondalla | pantomima |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| JUAN | M | NO | NO | NO | NA | NO | NA | NO | NO | NO | NO | NO | NA |
| JOSÉ LUIS | M | NO | NO | NO | NO | NO | NO | NO | NA | NO | NO | NO | NO |
| JOSÉ | M | NO | NA | NO | NA | NO | NO | NO | NO | NO | NO | NA | NA |
| MARÍA GUADALUPE | F | NO | NA | NO | NO | NO | NO | NO | NO | NO | NO | NA | NA |
| FRANCISCO | M | NO | NO | NO | NO | NO | NO | NA | NO | NO | NO | NO | NO |
| GUADALUPE | F | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO |
| MARÍA | F | NO | NA | NO | NO | NA | NO | NO | NO | NO | NO | NO | NO |
| JUANA | F | NO | NO | NO | NO | NA | NO | NO | NA | NO | NO | NO | NO |
| ANTONIO | M | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO |
| JESÚS | M | NO | NO | NA | NO | NO | NA | NO | NO | NA | NO | NO | NO |
kable(tail(personas, 10), caption = "Las útimos diez registros de nombres en el conjunto de datos")| nombres | generos | ajedrez | beisbol | tiro.arco | pesas | futbol | softbol | atletismo | folklorico | tahitiano | teatro | rondalla | pantomima | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 91 | ANDREA | F | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NA |
| 92 | ISABEL | F | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO |
| 93 | MARÍA TERESA | F | NO | NA | NO | NO | NA | NO | NO | NA | NO | NO | NO | NO |
| 94 | IRMA | F | NA | NA | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO |
| 95 | CARMEN | F | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO |
| 96 | LUCÍA | F | NO | NA | NO | NA | NO | NO | NO | NA | NO | NO | NA | NA |
| 97 | ADRIANA | F | NO | NO | NO | NO | NO | NO | NA | NO | NO | NO | NO | NO |
| 98 | AGUSTÍN | M | NO | NA | NO | NO | NO | NO | NO | NO | NA | NO | NO | NO |
| 99 | MARÍA DE LA LUZ | F | NO | NO | NO | NO | NO | NO | NA | NO | NO | NO | NO | NO |
| 100 | GUSTAVO | M | NO | NO | NO | NO | NO | NO | NO | NA | NO | NO | NO | NO |
Se cargan os datos de alumnos inscritos en una Institución de educación superior en el semetre septiembre 2020 a enero 2021, con los atributos siguientes:
alumnos <- alumnos <- read_csv("https://raw.githubusercontent.com/rpizarrog/probabilidad-y-estad-stica/master/datos/promedios%20alumnos/datos%20alumnos%20promedios%20SEP%202020.csv")## Parsed with column specification:
## cols(
## `No. Control` = col_double(),
## Alumno = col_double(),
## Semestre = col_double(),
## `Cr. Apr.` = col_double(),
## Carga = col_double(),
## Promedio = col_double(),
## Carrera = col_character()
## )kable(head(alumnos, 10), caption = "Los primeros diez registros de alumnos")| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera |
|---|---|---|---|---|---|---|
| 20190001 | 1 | 11 | 198 | 19 | 80.21 | SISTEMAS |
| 20190002 | 2 | 11 | 235 | 10 | 84.33 | SISTEMAS |
| 20190003 | 3 | 9 | 235 | 10 | 95.25 | SISTEMAS |
| 20190004 | 4 | 9 | 226 | 19 | 95.00 | SISTEMAS |
| 20190005 | 5 | 10 | 231 | 14 | 82.32 | SISTEMAS |
| 20190006 | 6 | 9 | 212 | 23 | 95.02 | SISTEMAS |
| 20190007 | 7 | 12 | 221 | 10 | 79.06 | SISTEMAS |
| 20190008 | 8 | 9 | 226 | 9 | 92.47 | SISTEMAS |
| 20190009 | 9 | 9 | 231 | 4 | 91.08 | SISTEMAS |
| 20190010 | 10 | 11 | 222 | 13 | 80.42 | SISTEMAS |
kable(tail(alumnos, 10), caption = "Las útimos diez registros de alumnos")| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera |
|---|---|---|---|---|---|---|
| 20195920 | 5920 | 7 | 169 | 23 | 89.14 | ADMINISTRACION |
| 20195921 | 5921 | 5 | 109 | 26 | 87.83 | ADMINISTRACION |
| 20195922 | 5922 | 3 | 55 | 29 | 92.83 | ADMINISTRACION |
| 20195923 | 5923 | 2 | 23 | 23 | 88.60 | ADMINISTRACION |
| 20195924 | 5924 | 2 | 27 | 28 | 92.83 | ADMINISTRACION |
| 20195925 | 5925 | 7 | 94 | 13 | 80.95 | ADMINISTRACION |
| 20195926 | 5926 | 5 | 103 | 32 | 92.68 | ADMINISTRACION |
| 20195927 | 5927 | 4 | 79 | 34 | 86.18 | ADMINISTRACION |
| 20195928 | 5928 | 5 | 108 | 32 | 90.48 | ADMINISTRACION |
| 20195929 | 5929 | 7 | 169 | 32 | 92.33 | ADMINISTRACION |
#####3.1 Muestreo aleatorio simple
Hay que encuestar a diez personas de 100 para hacerles alguna entrevista, ¿a quienes? Con el conjunto de datos seleccionar 10 personas aleatoriamente con la función sample()
N <- nrow(personas)
n <- 10
muestra <- sample(personas$nombres, n)
kable(muestra, caption = "La muestra de personas")| x |
|---|
| DANIEL |
| JUAN MANUEL |
| MIGUEL |
| GUSTAVO |
| FRANCISCA |
| RAÚL |
| JUAN |
| LUCÍA |
| MARÍA TERESA |
| JORGE |
Con el conjunto de datos alumnos, hay que encontrar a 100 alumnos, ¿A cuáles?
N <- nrow(alumnos)
n <- 100
muestra <- sample(N, n) # Genera los números
kable(alumnos[muestra, ], caption = "La muestra de alumnos")| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera |
|---|---|---|---|---|---|---|
| 20192700 | 2700 | 9 | 202 | 19 | 82.26 | INDUSTRIAL |
| 20191164 | 1164 | 9 | 129 | 18 | 83.79 | BIOQUIMICA |
| 20191469 | 1469 | 7 | 150 | 36 | 80.81 | BIOQUIMICA |
| 20195645 | 5645 | 3 | 55 | 29 | 97.67 | ADMINISTRACION |
| 20193227 | 3227 | 7 | 163 | 30 | 86.30 | INDUSTRIAL |
| 20194973 | 4973 | 6 | 133 | 33 | 85.54 | GESTION EMPRESARIAL |
| 20195866 | 5866 | 1 | NA | 27 | 0.00 | ADMINISTRACION |
| 20191513 | 1513 | 6 | 67 | 34 | 78.60 | BIOQUIMICA |
| 20194076 | 4076 | 7 | 144 | 32 | 88.52 | MECATRONICA |
| 20192521 | 2521 | 9 | 222 | 23 | 86.40 | ELECTRONICA |
| 20195624 | 5624 | 3 | 55 | 29 | 96.67 | ADMINISTRACION |
| 20194985 | 4985 | 4 | 55 | 29 | 80.42 | GESTION EMPRESARIAL |
| 20195075 | 5075 | 5 | 116 | 32 | 87.71 | GESTION EMPRESARIAL |
| 20195041 | 5041 | 7 | 140 | 35 | 82.27 | GESTION EMPRESARIAL |
| 20190395 | 395 | 1 | NA | 27 | 0.00 | SISTEMAS |
| 20193795 | 3795 | 4 | 66 | 29 | 86.47 | MECATRONICA |
| 20195683 | 5683 | 1 | NA | 27 | 0.00 | ADMINISTRACION |
| 20191577 | 1577 | 9 | 165 | 16 | 78.86 | CIVIL |
| 20192306 | 2306 | 5 | 89 | 27 | 86.33 | ELECTRICA |
| 20193510 | 3510 | 3 | 41 | 24 | 76.80 | MECANICA |
| 20191415 | 1415 | 6 | 123 | 29 | 82.48 | BIOQUIMICA |
| 20190830 | 830 | 5 | 97 | 26 | 93.50 | ARQUITECTURA |
| 20190200 | 200 | 7 | 107 | 17 | 79.26 | SISTEMAS |
| 20195484 | 5484 | 11 | 257 | 5 | 87.44 | ADMINISTRACION |
| 20190025 | 25 | 11 | 230 | 15 | 84.02 | SISTEMAS |
| 20192596 | 2596 | 3 | 52 | 25 | 92.67 | ELECTRONICA |
| 20193863 | 3863 | 1 | NA | 25 | 0.00 | MECATRONICA |
| 20190074 | 74 | 10 | 230 | 15 | 83.94 | SISTEMAS |
| 20191933 | 1933 | 1 | NA | 27 | 0.00 | CIVIL |
| 20191691 | 1691 | 4 | 75 | 32 | 84.19 | CIVIL |
| 20192587 | 2587 | 5 | 90 | 20 | 83.50 | ELECTRONICA |
| 20190886 | 886 | 1 | NA | 26 | 0.00 | ARQUITECTURA |
| 20194827 | 4827 | 7 | 150 | 25 | 88.75 | GESTION EMPRESARIAL |
| 20194756 | 4756 | 9 | 230 | 15 | 91.77 | GESTION EMPRESARIAL |
| 20190663 | 663 | 7 | 151 | 23 | 85.22 | ARQUITECTURA |
| 20192503 | 2503 | 10 | 202 | 23 | 81.25 | ELECTRONICA |
| 20194892 | 4892 | 1 | NA | 27 | 0.00 | GESTION EMPRESARIAL |
| 20194549 | 4549 | 6 | 133 | 23 | 83.25 | QUIMICA |
| 20190308 | 308 | 4 | 83 | 29 | 91.00 | SISTEMAS |
| 20192139 | 2139 | 6 | 143 | 30 | 84.77 | CIVIL |
| 20191319 | 1319 | 7 | 124 | 34 | 83.15 | BIOQUIMICA |
| 20195755 | 5755 | 4 | 84 | 29 | 87.44 | ADMINISTRACION |
| 20195920 | 5920 | 7 | 169 | 23 | 89.14 | ADMINISTRACION |
| 20193632 | 3632 | 1 | NA | 26 | 0.00 | MECANICA |
| 20193546 | 3546 | 3 | 48 | 22 | 78.64 | MECANICA |
| 20191619 | 1619 | 9 | 225 | 10 | 84.85 | CIVIL |
| 20191632 | 1632 | 9 | 159 | 15 | 80.15 | CIVIL |
| 20194890 | 4890 | 7 | 170 | 35 | 87.44 | GESTION EMPRESARIAL |
| 20192090 | 2090 | 4 | 78 | 33 | 83.59 | CIVIL |
| 20191764 | 1764 | 1 | NA | 27 | 0.00 | CIVIL |
| 20190612 | 612 | 1 | NA | 26 | 0.00 | ARQUITECTURA |
| 20191097 | 1097 | 7 | 139 | 24 | 84.62 | ARQUITECTURA |
| 20190796 | 796 | 7 | 116 | 34 | 81.12 | ARQUITECTURA |
| 20190240 | 240 | 2 | 27 | 28 | 92.33 | SISTEMAS |
| 20191202 | 1202 | 1 | NA | 23 | 0.00 | BIOQUIMICA |
| 20194673 | 4673 | 12 | 219 | 16 | 89.93 | GESTION EMPRESARIAL |
| 20195370 | 5370 | 5 | 41 | 4 | 81.44 | INFORMATICA |
| 20191901 | 1901 | 5 | 117 | 31 | 87.08 | CIVIL |
| 20193696 | 3696 | 11 | 231 | 4 | 83.33 | MECATRONICA |
| 20193370 | 3370 | 11 | 225 | 10 | 81.86 | MECANICA |
| 20191197 | 1197 | 3 | 57 | 27 | 82.54 | BIOQUIMICA |
| 20193032 | 3032 | 3 | 55 | 29 | 89.00 | INDUSTRIAL |
| 20194867 | 4867 | 1 | NA | 27 | 0.00 | GESTION EMPRESARIAL |
| 20191967 | 1967 | 1 | NA | 27 | 0.00 | CIVIL |
| 20193638 | 3638 | 7 | 170 | 27 | 86.59 | MECANICA |
| 20190934 | 934 | 7 | 170 | 28 | 88.58 | ARQUITECTURA |
| 20194100 | 4100 | 9 | 225 | 5 | 87.96 | QUIMICA |
| 20195193 | 5193 | 6 | 138 | 33 | 86.21 | GESTION EMPRESARIAL |
| 20195450 | 5450 | 10 | 262 | 10 | 88.60 | ADMINISTRACION |
| 20191067 | 1067 | 1 | NA | 26 | 0.00 | ARQUITECTURA |
| 20193404 | 3404 | 10 | 172 | 18 | 81.13 | MECANICA |
| 20194217 | 4217 | 12 | 225 | 10 | 78.46 | QUIMICA |
| 20191449 | 1449 | 1 | NA | 23 | 0.00 | BIOQUIMICA |
| 20192720 | 2720 | 9 | 202 | 24 | 82.28 | INDUSTRIAL |
| 20195151 | 5151 | 1 | NA | 27 | 0.00 | GESTION EMPRESARIAL |
| 20193110 | 3110 | 1 | NA | 27 | 0.00 | INDUSTRIAL |
| 20191051 | 1051 | 6 | 127 | 24 | 88.19 | ARQUITECTURA |
| 20194783 | 4783 | 1 | NA | 27 | 0.00 | GESTION EMPRESARIAL |
| 20195643 | 5643 | 2 | 27 | 28 | 92.67 | ADMINISTRACION |
| 20194482 | 4482 | 2 | 25 | 30 | 82.00 | QUIMICA |
| 20194046 | 4046 | 1 | NA | 25 | 0.00 | MECATRONICA |
| 20192183 | 2183 | 2 | 27 | 30 | 83.50 | CIVIL |
| 20190659 | 659 | 1 | NA | 26 | 0.00 | ARQUITECTURA |
| 20195318 | 5318 | 1 | NA | 26 | 0.00 | TIC |
| 20192101 | 2101 | 2 | 23 | 25 | 80.80 | CIVIL |
| 20191758 | 1758 | 4 | 80 | 34 | 85.94 | CIVIL |
| 20192297 | 2297 | 5 | 94 | 33 | 84.77 | ELECTRICA |
| 20193793 | 3793 | 7 | 128 | 31 | 84.46 | MECATRONICA |
| 20190822 | 822 | 3 | 48 | 32 | 90.45 | ARQUITECTURA |
| 20190352 | 352 | 8 | 176 | 32 | 80.47 | SISTEMAS |
| 20193467 | 3467 | 3 | 42 | 32 | 82.30 | MECANICA |
| 20190443 | 443 | 7 | 160 | 34 | 90.34 | SISTEMAS |
| 20190241 | 241 | 5 | 112 | 25 | 91.63 | SISTEMAS |
| 20194569 | 4569 | 3 | 51 | 30 | 88.64 | QUIMICA |
| 20193456 | 3456 | 6 | 89 | 32 | 78.30 | MECANICA |
| 20195534 | 5534 | 8 | 177 | 34 | 86.89 | ADMINISTRACION |
| 20193666 | 3666 | 12 | 190 | 5 | 78.35 | MECATRONICA |
| 20192155 | 2155 | 2 | 22 | 26 | 93.40 | CIVIL |
| 20193527 | 3527 | 1 | NA | 26 | 0.00 | MECANICA |
| 20191607 | 1607 | 10 | 231 | 4 | 83.15 | CIVIL |
Con el conjunto de datos personas, iniciar en un valor aletorio e identificar los siguientes de 10 en 10 hasta tener diez personas.
N <- nrow(personas)
n = 10
saltos <- round(N / n, 0)
inicio <- round(sample(N, 1) / n, 0)
#inicio
cuales <- seq(from = inicio, to =N, by= saltos)
kable(personas[cuales, ], caption = "La muestra sistematizada de personas")| nombres | generos | ajedrez | beisbol | tiro.arco | pesas | futbol | softbol | atletismo | folklorico | tahitiano | teatro | rondalla | pantomima | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6 | GUADALUPE | F | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO |
| 16 | MARÍA DEL CARMEN | F | NO | NO | NO | NO | NO | NA | NO | NO | NO | NO | NO | NO |
| 26 | JAVIER | F | NO | NO | NO | NO | NO | NA | NO | NO | NO | NO | NA | NO |
| 36 | FRANCISCO JAVIER | F | NA | NO | NO | NO | NO | NO | NO | NA | NO | NO | NA | NO |
| 46 | TERESA | F | NO | NO | NO | NO | NO | NO | NO | NA | NO | NO | NO | NO |
| 56 | YOLANDA | F | NA | NO | NO | NO | NA | NO | NO | NO | NO | NO | NO | NO |
| 66 | VÍCTOR MANUEL | M | NO | NA | NA | NA | NO | NO | NO | NO | NO | NO | NO | NO |
| 76 | MARÍA ISABEL | F | NO | NA | NO | NO | NO | NO | NO | NO | NO | NO | NO | NA |
| 86 | JOSÉ GUADALUPE | M | NO | NO | NO | NO | NO | NA | NO | NO | NO | NO | NO | NA |
| 96 | LUCÍA | F | NO | NA | NO | NA | NO | NO | NO | NA | NO | NO | NA | NA |
Con el conjunto de datos alumnos, hay que encontrar a 100 alumnos, ¿A cuáles?, bajo el muetreo sistematizado
N <- nrow(alumnos)
n = 100
saltos <- round(N / n, 0)
inicio <- round(sample(N, 1) / n, 0)
cuales <- seq(from = inicio, to =N, by= saltos)
kable(alumnos[cuales, ], caption = "La muestra de alumnos")| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera |
|---|---|---|---|---|---|---|
| 20190040 | 40 | 9 | 217 | 18 | 92.00 | SISTEMAS |
| 20190099 | 99 | 1 | NA | 27 | 0.00 | SISTEMAS |
| 20190158 | 158 | 1 | NA | 27 | 0.00 | SISTEMAS |
| 20190217 | 217 | 1 | NA | 27 | 0.00 | SISTEMAS |
| 20190276 | 276 | 3 | 8 | 22 | 80.00 | SISTEMAS |
| 20190335 | 335 | 3 | 50 | 28 | 92.00 | SISTEMAS |
| 20190394 | 394 | 3 | 50 | 28 | 88.55 | SISTEMAS |
| 20190453 | 453 | 9 | 219 | 16 | 89.98 | ARQUITECTURA |
| 20190512 | 512 | 9 | 223 | 4 | 90.24 | ARQUITECTURA |
| 20190571 | 571 | 1 | NA | 26 | 0.00 | ARQUITECTURA |
| 20190630 | 630 | 1 | NA | 26 | 0.00 | ARQUITECTURA |
| 20190689 | 689 | 1 | NA | 26 | 0.00 | ARQUITECTURA |
| 20190748 | 748 | 6 | 117 | 33 | 86.38 | ARQUITECTURA |
| 20190807 | 807 | 3 | 48 | 32 | 89.82 | ARQUITECTURA |
| 20190866 | 866 | 6 | 142 | 28 | 88.53 | ARQUITECTURA |
| 20190925 | 925 | 4 | 80 | 30 | 93.39 | ARQUITECTURA |
| 20190984 | 984 | 6 | 120 | 28 | 85.59 | ARQUITECTURA |
| 20191043 | 1043 | 2 | 26 | 26 | 88.33 | ARQUITECTURA |
| 20191102 | 1102 | 3 | 52 | 28 | 88.33 | ARQUITECTURA |
| 20191161 | 1161 | 9 | 247 | 11 | 90.62 | BIOQUIMICA |
| 20191220 | 1220 | 5 | 81 | 34 | 85.44 | BIOQUIMICA |
| 20191279 | 1279 | 3 | 52 | 30 | 97.92 | BIOQUIMICA |
| 20191338 | 1338 | 4 | 77 | 22 | 80.47 | BIOQUIMICA |
| 20191397 | 1397 | 4 | 77 | 28 | 85.71 | BIOQUIMICA |
| 20191456 | 1456 | 6 | 118 | 34 | 84.35 | BIOQUIMICA |
| 20191515 | 1515 | 5 | 99 | 26 | 86.86 | BIOQUIMICA |
| 20191574 | 1574 | 12 | 230 | 5 | 79.42 | CIVIL |
| 20191633 | 1633 | 11 | 206 | 29 | 79.65 | CIVIL |
| 20191692 | 1692 | 8 | 193 | 27 | 80.38 | CIVIL |
| 20191751 | 1751 | 7 | 175 | 24 | 87.25 | CIVIL |
| 20191810 | 1810 | 5 | 109 | 30 | 82.48 | CIVIL |
| 20191869 | 1869 | 3 | 57 | 24 | 90.83 | CIVIL |
| 20191928 | 1928 | 5 | 100 | 19 | 80.00 | CIVIL |
| 20191987 | 1987 | 5 | 101 | 28 | 83.71 | CIVIL |
| 20192046 | 2046 | 8 | 150 | 33 | 81.77 | CIVIL |
| 20192105 | 2105 | 8 | 178 | 30 | 79.41 | CIVIL |
| 20192164 | 2164 | 1 | NA | 27 | 0.00 | CIVIL |
| 20192223 | 2223 | 9 | 220 | 15 | 83.30 | ELECTRICA |
| 20192282 | 2282 | 5 | 94 | 26 | 84.09 | ELECTRICA |
| 20192341 | 2341 | 3 | 46 | 28 | 91.55 | ELECTRICA |
| 20192400 | 2400 | 1 | NA | 24 | 0.00 | ELECTRICA |
| 20192459 | 2459 | 1 | NA | 24 | 0.00 | ELECTRICA |
| 20192518 | 2518 | 11 | 192 | 23 | 83.88 | ELECTRONICA |
| 20192577 | 2577 | 3 | 52 | 25 | 87.67 | ELECTRONICA |
| 20192636 | 2636 | 5 | 105 | 28 | 92.65 | ELECTRONICA |
| 20192695 | 2695 | 9 | 226 | 4 | 85.18 | INDUSTRIAL |
| 20192754 | 2754 | 5 | 93 | 34 | 83.29 | INDUSTRIAL |
| 20192813 | 2813 | 5 | 98 | 32 | 83.41 | INDUSTRIAL |
| 20192872 | 2872 | 7 | 156 | 36 | 84.71 | INDUSTRIAL |
| 20192931 | 2931 | 2 | 27 | 24 | 82.83 | INDUSTRIAL |
| 20192990 | 2990 | 9 | 235 | 10 | 84.96 | INDUSTRIAL |
| 20193049 | 3049 | 2 | 27 | 24 | 81.50 | INDUSTRIAL |
| 20193108 | 3108 | 8 | 123 | 34 | 82.50 | INDUSTRIAL |
| 20193167 | 3167 | 2 | 27 | 28 | 88.33 | INDUSTRIAL |
| 20193226 | 3226 | 1 | NA | 27 | 0.00 | INDUSTRIAL |
| 20193285 | 3285 | 2 | 27 | 24 | 81.00 | INDUSTRIAL |
| 20193344 | 3344 | 5 | 55 | 27 | 86.69 | INDUSTRIAL |
| 20193403 | 3403 | 9 | 175 | 28 | 83.45 | MECANICA |
| 20193462 | 3462 | 7 | 83 | 30 | 78.05 | MECANICA |
| 20193521 | 3521 | 7 | 137 | 34 | 86.20 | MECANICA |
| 20193580 | 3580 | 8 | 175 | 21 | 85.34 | MECANICA |
| 20193639 | 3639 | 3 | 30 | 22 | 83.00 | MECANICA |
| 20193698 | 3698 | 9 | 219 | 16 | 89.63 | MECATRONICA |
| 20193757 | 3757 | 1 | NA | 25 | 0.00 | MECATRONICA |
| 20193816 | 3816 | 5 | 108 | 30 | 86.71 | MECATRONICA |
| 20193875 | 3875 | 4 | 67 | 23 | 79.07 | MECATRONICA |
| 20193934 | 3934 | 3 | 53 | 27 | 86.50 | MECATRONICA |
| 20193993 | 3993 | 8 | 151 | 27 | 79.53 | MECATRONICA |
| 20194052 | 4052 | 5 | 110 | 24 | 85.17 | MECATRONICA |
| 20194111 | 4111 | 9 | 224 | 6 | 91.26 | QUIMICA |
| 20194170 | 4170 | 10 | 211 | 24 | 80.44 | QUIMICA |
| 20194229 | 4229 | 3 | 36 | 30 | 89.25 | QUIMICA |
| 20194288 | 4288 | 13 | 235 | 10 | 78.98 | QUIMICA |
| 20194347 | 4347 | 7 | 138 | 24 | 85.07 | QUIMICA |
| 20194406 | 4406 | 4 | 86 | 28 | 81.44 | QUIMICA |
| 20194465 | 4465 | 9 | 214 | 21 | 89.05 | QUIMICA |
| 20194524 | 4524 | 10 | 127 | 13 | 78.89 | QUIMICA |
| 20194583 | 4583 | 7 | 150 | 22 | 86.16 | QUIMICA |
| 20194642 | 4642 | 2 | 25 | 31 | 89.17 | QUIMICA |
| 20194701 | 4701 | 9 | 230 | 5 | 94.75 | GESTION EMPRESARIAL |
| 20194760 | 4760 | 9 | 215 | 20 | 87.38 | GESTION EMPRESARIAL |
| 20194819 | 4819 | 3 | 54 | 28 | 87.08 | GESTION EMPRESARIAL |
| 20194878 | 4878 | 3 | 54 | 28 | 87.42 | GESTION EMPRESARIAL |
| 20194937 | 4937 | 7 | 167 | 33 | 88.00 | GESTION EMPRESARIAL |
| 20194996 | 4996 | 3 | 54 | 28 | 95.33 | GESTION EMPRESARIAL |
| 20195055 | 5055 | 1 | NA | 27 | 0.00 | GESTION EMPRESARIAL |
| 20195114 | 5114 | 7 | 185 | 25 | 95.74 | GESTION EMPRESARIAL |
| 20195173 | 5173 | 2 | 37 | 30 | 93.25 | GESTION EMPRESARIAL |
| 20195232 | 5232 | 3 | 54 | 28 | 89.08 | GESTION EMPRESARIAL |
| 20195291 | 5291 | 5 | 101 | 28 | 81.27 | TIC |
| 20195350 | 5350 | 9 | 215 | 16 | 84.57 | INFORMATICA |
| 20195409 | 5409 | 3 | 55 | 27 | 87.92 | INFORMATICA |
| 20195468 | 5468 | 11 | 240 | 22 | 84.88 | ADMINISTRACION |
| 20195527 | 5527 | 1 | NA | 27 | 0.00 | ADMINISTRACION |
| 20195586 | 5586 | 1 | NA | 27 | 0.00 | ADMINISTRACION |
| 20195645 | 5645 | 3 | 55 | 29 | 97.67 | ADMINISTRACION |
| 20195704 | 5704 | 5 | 79 | 29 | 86.06 | ADMINISTRACION |
| 20195763 | 5763 | 5 | 113 | 27 | 92.83 | ADMINISTRACION |
| 20195822 | 5822 | 5 | 113 | 27 | 95.63 | ADMINISTRACION |
| 20195881 | 5881 | 7 | 135 | 34 | 83.90 | ADMINISTRACION |
Con el conjunto de datos de personas se trata de encontrar 10 , pero que sea representativa de acuerdo y conforme al género femenino y masculino.
¿Cuál es la frecuencia relativa del género femenino?
¿Cuál es la frecuencia relativa del género masculino?
Ambas frecuencias multiplicar por el tamaño de la muestra para garantizar imparcialidad en la muestra.
N <- nrow(personas)
n <- 10
femeninos <- filter(personas, generos=='F')
masculinos <- filter(personas, generos=='M')
frfem <- nrow(femeninos) / N
frmas <- nrow(masculinos) / N
frfem ## [1] 0.42muestraFem <- sample(femeninos, n * frfem)
kable(muestraFem, caption = "La muestra de personas Femenino")| nombres | generos | ajedrez | beisbol | tiro.arco | pesas | futbol | softbol | atletismo | folklorico | tahitiano | teatro | rondalla | pantomima | orig.id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26 | GABRIELA | F | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | 26 |
| 36 | ISABEL | F | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | 36 |
| 39 | CARMEN | F | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | NO | 39 |
| 10 | FRANCISCO JAVIER | F | NA | NO | NO | NO | NO | NO | NO | NA | NO | NO | NA | NO | 10 |
muestraMas <- sample(masculinos, n * frmas)
kable(muestraMas, caption = "La muestra de personas Masculino")| nombres | generos | ajedrez | beisbol | tiro.arco | pesas | futbol | softbol | atletismo | folklorico | tahitiano | teatro | rondalla | pantomima | orig.id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 58 | GUSTAVO | M | NO | NO | NO | NO | NO | NO | NO | NA | NO | NO | NO | NO | 58 |
| 20 | RAFAEL | M | NO | NO | NO | NO | NO | NO | NO | NA | NO | NO | NO | NO | 20 |
| 3 | JOSÉ | M | NO | NA | NO | NA | NO | NO | NO | NO | NO | NO | NA | NA | 3 |
| 31 | ALFREDO | M | NO | NO | NO | NA | NO | NO | NO | NO | NO | NA | NO | NO | 31 |
| 47 | RUBEN | M | NO | NA | NO | NO | NO | NO | NO | NO | NO | NO | NA | NO | 47 |
Simular muestreo estratificado por carreas de alumnos determinando las frecuencias relativas por medio de la función fdt_cat()
N <- nrow(alumnos)
n <- 100
tabla_frec <- data.frame(fdt_cat(alumnos$Carrera))
tabla_frec$muestra <- round(tabla_frec$rf * n, 0)
kable(tabla_frec, caption = "Tabla de frecuencia de alumnos")| Category | f | rf | rf… | cf | cf… | muestra |
|---|---|---|---|---|---|---|
| INDUSTRIAL | 707 | 0.1192444 | 11.924439 | 707 | 11.92444 | 12 |
| ARQUITECTURA | 675 | 0.1138472 | 11.384719 | 1382 | 23.30916 | 11 |
| CIVIL | 648 | 0.1092933 | 10.929330 | 2030 | 34.23849 | 11 |
| GESTION EMPRESARIAL | 585 | 0.0986676 | 9.866757 | 2615 | 44.10525 | 10 |
| QUIMICA | 568 | 0.0958003 | 9.580030 | 3183 | 53.68528 | 10 |
| ADMINISTRACION | 497 | 0.0838253 | 8.382527 | 3680 | 62.06780 | 8 |
| SISTEMAS | 452 | 0.0762355 | 7.623545 | 4132 | 69.69135 | 8 |
| BIOQUIMICA | 441 | 0.0743802 | 7.438016 | 4573 | 77.12936 | 7 |
| MECATRONICA | 432 | 0.0728622 | 7.286220 | 5005 | 84.41558 | 7 |
| MECANICA | 301 | 0.0507674 | 5.076741 | 5306 | 89.49233 | 5 |
| ELECTRICA | 280 | 0.0472255 | 4.722550 | 5586 | 94.21488 | 5 |
| ELECTRONICA | 161 | 0.0271547 | 2.715466 | 5747 | 96.93034 | 3 |
| INFORMATICA | 101 | 0.0170349 | 1.703491 | 5848 | 98.63383 | 2 |
| TIC | 81 | 0.0136617 | 1.366166 | 5929 | 100.00000 | 1 |
¿Cuáles alumnos?
Sólo simular carreras de SISTEMAS Y CIVIL
N <- nrow(alumnos)
n <- 100
sistemas <- filter(alumnos, Carrera =='SISTEMAS')
civil <- filter(alumnos, Carrera == 'CIVIL')
frsistemas <- nrow(sistemas) / N
frcivil <- nrow(civil) / N
frsistemas## [1] 0.07623545muestrasistemas <- sample(sistemas, round(n * frsistemas, 0))
kable(muestrasistemas, caption = "La muestra de alumnos de Sistemas")| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera | orig.id |
|---|---|---|---|---|---|---|---|
| 20190046 | 46 | 9 | 221 | 14 | 90.71 | SISTEMAS | 46 |
| 20190130 | 130 | 4 | 87 | 33 | 87.89 | SISTEMAS | 130 |
| 20190335 | 335 | 3 | 50 | 28 | 92.00 | SISTEMAS | 335 |
| 20190142 | 142 | 3 | 36 | 23 | 89.13 | SISTEMAS | 142 |
| 20190199 | 199 | 1 | NA | 27 | 0.00 | SISTEMAS | 199 |
| 20190030 | 30 | 11 | 226 | 9 | 81.78 | SISTEMAS | 30 |
| 20190052 | 52 | 10 | 138 | 31 | 79.33 | SISTEMAS | 52 |
| 20190448 | 448 | 1 | NA | 27 | 0.00 | SISTEMAS | 448 |
muestracivil <- sample(civil, round(n * frcivil, 0))
kable(muestracivil, caption = "La muestra de alumnos de Civil")| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera | orig.id |
|---|---|---|---|---|---|---|---|
| 20191982 | 1982 | 6 | 120 | 31 | 81.36 | CIVIL | 414 |
| 20191847 | 1847 | 5 | 122 | 30 | 86.00 | CIVIL | 279 |
| 20192207 | 2207 | 6 | 38 | 35 | 77.38 | CIVIL | 639 |
| 20192128 | 2128 | 6 | 118 | 34 | 78.44 | CIVIL | 560 |
| 20192184 | 2184 | 1 | NA | 27 | 0.00 | CIVIL | 616 |
| 20191794 | 1794 | 6 | 137 | 34 | 87.66 | CIVIL | 226 |
| 20191740 | 1740 | 5 | 113 | 30 | 88.63 | CIVIL | 172 |
| 20192009 | 2009 | 4 | 82 | 31 | 82.71 | CIVIL | 441 |
| 20191578 | 1578 | 10 | 205 | 25 | 81.95 | CIVIL | 10 |
| 20191905 | 1905 | 7 | 154 | 32 | 82.64 | CIVIL | 337 |
| 20191984 | 1984 | 6 | 133 | 30 | 86.79 | CIVIL | 416 |
En un proceso de simulación, al conjunto de datos alumnos agregar tres columnas: la localidad, latitud y longitud Primero cargar datos de localidades de Durango
N <- nrow(alumnos)
n <- 100
locdurangomx <- read.csv("https://raw.githubusercontent.com/rpizarrog/probabilidad-y-estad-stica/master/datos/locdurangomx.csv", encoding = "UTF-8")Segundo por medio de función sample() generar cinco registros aleatorios de localidades y agregar un sexto registro de Victoria de Durango.
set.seed(1000)
localidades6 <- locdurangomx[sample(nrow(locdurangomx), 5), ]
localidades6 <- rbind(localidades6, locdurangomx[1,])Tercero agregar las columnas: nombre de localidad, latitud y longitud al conjunto de datos alumnos con una probabilidad de que sean de Victoria de Durango del 60%.
Mostrar los primeros diez y últimos diez alumnos verificando las tres nuevas columnas.
registros <- locdurangomx[sample(localidades6$X, N, replace = TRUE, prob = c(.10, 0.12, 0.05, 0.07, 0.06, 0.60)),c("Nom_Loc", "Lat_Decimal", "Lon_Decimal")]
alumnos$localidad <- registros$Nom_Loc
alumnos$latitud <- registros$Lat_Decimal
alumnos$longitud <- registros$Lon_Decimal
kable(head(alumnos, 10), caption = "Los primeros diez registros de alumnos")| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera | localidad | latitud | longitud |
|---|---|---|---|---|---|---|---|---|---|
| 20190001 | 1 | 11 | 198 | 19 | 80.21 | SISTEMAS | Las Aves | 23.94883 | -104.5715 |
| 20190002 | 2 | 11 | 235 | 10 | 84.33 | SISTEMAS | Victoria de Durango | 24.02399 | -104.6702 |
| 20190003 | 3 | 9 | 235 | 10 | 95.25 | SISTEMAS | Victoria de Durango | 24.02399 | -104.6702 |
| 20190004 | 4 | 9 | 226 | 19 | 95.00 | SISTEMAS | Victoria de Durango | 24.02399 | -104.6702 |
| 20190005 | 5 | 10 | 231 | 14 | 82.32 | SISTEMAS | Victoria de Durango | 24.02399 | -104.6702 |
| 20190006 | 6 | 9 | 212 | 23 | 95.02 | SISTEMAS | Las Aves | 23.94883 | -104.5715 |
| 20190007 | 7 | 12 | 221 | 10 | 79.06 | SISTEMAS | Victoria de Durango | 24.02399 | -104.6702 |
| 20190008 | 8 | 9 | 226 | 9 | 92.47 | SISTEMAS | Los Fresnos | 24.08339 | -104.6095 |
| 20190009 | 9 | 9 | 231 | 4 | 91.08 | SISTEMAS | Las Aves | 23.94883 | -104.5715 |
| 20190010 | 10 | 11 | 222 | 13 | 80.42 | SISTEMAS | Victoria de Durango | 24.02399 | -104.6702 |
kable(tail(alumnos, 10), caption = "Las útimos diez registros de alumnos")| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera | localidad | latitud | longitud |
|---|---|---|---|---|---|---|---|---|---|
| 20195920 | 5920 | 7 | 169 | 23 | 89.14 | ADMINISTRACION | Victoria de Durango | 24.02399 | -104.6702 |
| 20195921 | 5921 | 5 | 109 | 26 | 87.83 | ADMINISTRACION | Los Fresnos | 24.08339 | -104.6095 |
| 20195922 | 5922 | 3 | 55 | 29 | 92.83 | ADMINISTRACION | Victoria de Durango | 24.02399 | -104.6702 |
| 20195923 | 5923 | 2 | 23 | 23 | 88.60 | ADMINISTRACION | Michel [Granja] | 24.00545 | -104.7152 |
| 20195924 | 5924 | 2 | 27 | 28 | 92.83 | ADMINISTRACION | Las Brisas | 23.97352 | -104.5800 |
| 20195925 | 5925 | 7 | 94 | 13 | 80.95 | ADMINISTRACION | Victoria de Durango | 24.02399 | -104.6702 |
| 20195926 | 5926 | 5 | 103 | 32 | 92.68 | ADMINISTRACION | Las Aves | 23.94883 | -104.5715 |
| 20195927 | 5927 | 4 | 79 | 34 | 86.18 | ADMINISTRACION | Victoria de Durango | 24.02399 | -104.6702 |
| 20195928 | 5928 | 5 | 108 | 32 | 90.48 | ADMINISTRACION | Victoria de Durango | 24.02399 | -104.6702 |
| 20195929 | 5929 | 7 | 169 | 32 | 92.33 | ADMINISTRACION | Microondas el Tecolote | 24.05248 | -104.8519 |
Cuarto encontrar frecuencias por localidad
N <- nrow(alumnos)
n <- 100
tabla_frec <- data.frame(fdt_cat(alumnos$localidad))
tabla_frec$muestra <- round(tabla_frec$rf * n, 0)
kable(tabla_frec, caption = "Tabla de frecuencia de alumnos por localidad")| Category | f | rf | rf… | cf | cf… | muestra |
|---|---|---|---|---|---|---|
| Victoria de Durango | 3564 | 0.6011132 | 60.111317 | 3564 | 60.11132 | 60 |
| Las Brisas | 691 | 0.1165458 | 11.654579 | 4255 | 71.76590 | 12 |
| Las Aves | 626 | 0.1055827 | 10.558273 | 4881 | 82.32417 | 11 |
| Los Fresnos | 431 | 0.0726935 | 7.269354 | 5312 | 89.59352 | 7 |
| Microondas el Tecolote | 329 | 0.0554900 | 5.548997 | 5641 | 95.14252 | 6 |
| Michel [Granja] | 288 | 0.0485748 | 4.857480 | 5929 | 100.00000 | 5 |
| 5 de Mayo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Abraham González | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Acapulco | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Adrián Castillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Adrián Núñez Huerta | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Agua Blanca | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Agua Blanca Dos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Agua Linda | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Agua Viva [Centro de Rehabilitación] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Agua Zarca | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Agustín Melgar | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Alamitos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Alberto Luna | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Alberto Madrigal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Alejandra | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Alejandra [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Alejandrina [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Alex | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Alfredo Martínez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Alto de Guadalupe | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Álvaro Delgado Gómez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ampliación José Guadalupe Rodríguez (Cerro la Campana) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ampliación la Campana | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ampliación Santa Cruz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Antonio Castillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Antonio Gaxiola (La Carreta) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Antonio Herrera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Antonio Puente | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Antonio Reyes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Aquiles Serdán | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Armando Chavira | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Arroyo de Mimbres | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Arroyo de Patos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Arroyo Hondo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Arturo Armas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Arturo Valverde Vázquez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| As [Ingeniería y Construcciones] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Aurelio Nava Lara | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Aurora | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Avilés Ranch | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Bajío de Bueyes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Bajío Grande | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Bajío Largo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Bajío Seco | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Bajío Verde | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Balleza (José Irigoyen) [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Banderas del Águila | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Belisario Domínguez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Bellavista (Las Ampollas) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Benito Hogando | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Benjamín García | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Bernabé Alvarado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Betancourt [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Betania [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Bodega Blanca | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Bosques de Llano Grande [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Bosques de Montesión [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Buenavista | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cabaña de Villa | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cabañas Regino | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cadillac | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Calera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Campamento Tres Lagunas (Cebollas) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Campestre Esmeralda [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Campestre Rancho el Oso [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Campo Alegre | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Campo Verde | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Canoas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Canuto Soto | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Caña Brava (La Quinta) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Carboneras | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Carboneras [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Carhart [Maquiladora] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Carlos Herrera [Colonia] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cartagena | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Casa Amarilla | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Casa del Seminario | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Casas de Alto | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Caseta de Canalero | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Casita Blanca | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cecilio Hernández | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| CEFERESO Número 1 | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Centro de Estudios Tecnológicos de Aguas Continentales | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cerro Blanco | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cerro la Escondida [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cerro Prieto | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cerro Prieto Dos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cerro Prieto Uno | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Chamacuero | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cheyan | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Chiconcuac [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ciénega de Ibarra | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ciénega de las Flores | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ciénega de los Caballos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cieneguitas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cinco de Febrero | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cinco de Mayo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ciudad de los Niños | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ciudad de los Niños [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Claudia Rodríguez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Club de Caza y Tiro de Durango | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Colonia General Felipe Ángeles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Colonia Hidalgo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Colonia José María Morelos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Colonia las Palmas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Conchita [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Constituyentes de 1917 | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Contreras | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Corral de Barranco | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Corral Falso | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Corrales | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cristina [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cristóbal Colón | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cristy [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cuatro Hermanos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cuauhtémoc [Lienzo Charro] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Cuevecillas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Darío Meza Cabral | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| David Barbosa | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Delicias [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Derivadora Ferrería | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Diana Laura [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Dieciocho de Marzo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Dieciséis de Septiembre (Cieneguita de Fullman) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Diego del Castillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Doctor Víctor Manuel Martínez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Dolores Hidalgo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Don Alfonso [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Don Atilano (Villalobos) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Don Beto | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Don Chente [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Don Elías | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Don Fer | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Don Héctor | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Don Luis Sandoval [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Don Martín | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Don Moi [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Don Ra | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Don Roberto [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Don Trini | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Doña Rosenda | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Dos Arbolitos [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Dulce María [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Echeverría de la Sierra | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Efraín Aguilera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El 15 Viejo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Águila | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Águila [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Alamito | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Alamito [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Álamo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Álamo [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Alto | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Angelito [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Arenal (San Jerónimo) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Arete | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Astillero | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Bajío | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Barroceño | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Borcelano | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Borracho | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Bronce (El Temazcal) [Nuevo Centro de Población Ejidal] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Buen Pastor | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Cacalote | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Cachorro [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Campeón | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Capiro [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Capitán | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Capricho [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Capulín | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Cardenal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Cardenal [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Cardo Santo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Carmen | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Carmen (Rancho de Cano) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Carmen y Anexos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Carrizalillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Carrizo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Centenario | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Cerro (La Torre) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Chavireño | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Chiflón [Centro Ecoturístico] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Chilicote | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Chimal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Chorrito (Los Portales) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Chubasco | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Cinco (Jorge Gutiérrez) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Ciprés | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Clavo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Coro [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Corral de Piedra | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Crucero de la Casita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Desparramadero | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Dieciséis | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Diez (Los Venados) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Doce | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Dorado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Dorado [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Dos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Durango | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Durazno | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Edén [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Encanto [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Encinal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Entronque a Banderas del Águila | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Establo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Factor | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Faisán | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Gallo (Rancho la Bola) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Guajolote | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Guarda Ganado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Herradero | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Invernadero | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Jacal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Jacalito | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Jacalón [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Jagüey | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Jaralillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Lago | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Madrigal [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Madroño | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Madroño [Granja Porcina] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Manzano [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Marco | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Mexicano | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Mezquite | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Mezquite [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Mezteño | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Milagro | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Milagro [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Mirador | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Mirador (Francisco Palacios Montés) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Mortero | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Nayar | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Nopal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Norteño | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Norteño [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Nuevo Vergel | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Oasis | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Odilón | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Oso | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Oso Uno | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Pastorcito | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Patio | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Pavo Real | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Pedregal [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Peligro [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Pilar [Entronque] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Pilón Dos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Pinole | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Pirul [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Pitacoche [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Pito Real | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Pokar (San Rafael) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Polvorín (Implementos Mineros) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Porvenir | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Potrerito | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Potrillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Potrillo [Lienzo Charro] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Potro | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Potro [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Pozo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Presidio (El Pollo) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Profe [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Pueblito | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Puente [Restaurante] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Quelite (El Cócono) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Ranchito | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Ranchito de Estrada | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Refugio | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Refugio (El Cazador) [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Refugio (El Conejo) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Registrillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Registro | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Retén del Oasis | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Retoño | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Rey | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Rincón | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Río (El Río de Salcido) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Romero | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Rosario [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Rosillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Sacrificio | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Salitrillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Saltito (El Recreo) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Sartenejo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Sauce [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Sauz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Soldado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Soldado [Gasolinera] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Soto [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Sueño | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Tanque | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Tecolote | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Tejaban | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Temazcal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Tepetate | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Tepetate (Los Cano) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Texano | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Texano (El Pasto) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Tigre | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Tigre [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Toboso | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Tule | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Tunal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Valuarte | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Varal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Vergel [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Vergel 2 | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Vivero | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Yoyo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Zagal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| El Zopilote | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Eleuterio Astorga | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Empalme Purísima | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Epifanio Melero | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Erasmo Herrera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Eriliz [Comedor] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ernesto Díaz Mercado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ernesto Galindo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ernesto Ríos Valles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Escuela Bíblica (Instituto Betel) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Esfuerzos Unidos (El Refugio) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Estación Río Chico | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Eusebio Martínez E. | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ex-Hacienda de San Agustín (Familia Reyes) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ex-Hacienda de San Agustín (Familia Torres) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ex-Hacienda de San Vicente (La Hacienda) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ex-Hacienda Dolores | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fábrica San José | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Familia Enríquez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Familia Escandón | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Familia Gálvez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Familia López | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Familia Rosette | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Familia Torrecillas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Familia Vasio | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Federico Soto [Colonia] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Federico Veloz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Felipe Alemán | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fermín Nuñez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fernando Olivas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fersen Antonio Diez Soto | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fidencio Quiñones Cornejo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fierabrás | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Filiberto García [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Finca el Tlalpeño | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Finca las Flores | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Finca los Olivos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Finca Madre Santa | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Finca San Jacinto | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Finca Sánchez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Finca Valle Verde | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Florencio Carrillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fraccionamiento Campestre las Granjas Dos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fraccionamiento Campestre las Granjas Uno | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fraccionamiento Campestre Residencial Navíos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fraccionamiento el Pilar | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fraccionamiento el Soldado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fraccionamiento las Quebradas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fraccionamiento los Lobos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fraccionamiento Paraíso de la Sierra | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fraccionamiento San José de la Casita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Francisco Díaz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Francisco Lamarque | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Francisco Sarabia (Albatros) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Francisco Villa Massiel | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Francisco Villa Nuevo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Francisco Villa Viejo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Fray Francisco Montes de Oca | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Gabino Santillán | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Gabriel Serrano | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Gabriela | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ganadera del Norte | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ganadera San Jerónimo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Garate | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Gema [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| General Carlos Real | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| General Domingo Arrieta (Pastores) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| General Felipe Ángeles (Ejido) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| General Lázaro Cárdenas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| General Lázaro Cárdenas (Garabito Viejo) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| General Mariano Matamoros | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| General Máximo García (El Pino) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Gilberto Escamilla | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Granja Cárdenas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Granja del Río Dos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Granja Marlen | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Granja Vieja | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Granjas del Río | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Guadalupe (Natera) [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Guijarro | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Guillermo [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Guillermo Contreras | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Guillermo Quiñones | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Gustavo Alvarado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Gustavo Corral | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Gustavo Herrera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Gustavo Línden Bracho | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Hacienda de la Boca del Mezquital | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Hacienda de Otinapa | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Hacienda del Carmen [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Hacienda el Chorro | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Hacienda Jacona | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Hacienda la Pila | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Hacienda San Lorenzo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Hacienda San Martina | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Héctor Vela Valenzuela | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Hermanos Flores [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Héroe de Nacozari | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Horacio Ruiz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Hortalizas GSM | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Hortencia [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Huerta Aurora | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Huerta Pomona | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Humberto de la Rosa | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Humberto Martín Escobedo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ignacio López Rayón | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ignacio Zaragoza | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Independencia y Libertad | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Industrias Centauro [Recicladora de Papel] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Industrias Llano Grande | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Inés Huízar Amaro | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ingeniero Castillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ingeniero Pastor Rouaix | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ingeniero Roberto Tovalín Rocha | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ismael Briceño Contreras | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Jacalitos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Jaime Sánchez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Jaura | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Javier Castrellon | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Javier Larios Mateos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Javier Soria | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Jesús González Ortega (Pericos) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Jesús Pérez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Jesús Silva | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Joaquín Gutiérrez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Johnson Controls Be Manufactura México [Servicios de Refrigeración] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Jorge Ramos Astorga | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José Alberto Natera de la Peña | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José Ángel Galván | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José Ángel Vázquez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José Astorga Urbina | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José Covarrubias | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José Gamboa | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José Luis Alarcón | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José Luis Hernández L. | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José Manuel Peña | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José María [Centro de Rehabilitación Equinoterapia] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José María Morelos y Pavón (La Tinaja) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José María Pino Suárez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José Ramón Soto Virrey | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| José Refugio Salcido | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Jovana [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Juan Aldama | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Juan B. Ceballos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Juan José García | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Juan Manuel Candia | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Juan Ramón | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Juana Espino Alvarado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Juana Rodríguez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Julio César del Campo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Juventino Briones | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Kary [Restaurante] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Keyvin [Restaurant] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Adelita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Aurora | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Boca del Mezquital | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Bodega (Las Palmas) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Boquilla | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Bruja [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Cabaña | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Cabaña [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Campana | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Candelaria | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Cañada | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Carreta del Fuerte (Predios Rústicos Navíos) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Casita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Casita [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Casita [Huerta] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Casita Verde [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Cieneguita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Codorniz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Colgada | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Concha | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Coyotera (La Nogalera) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Criba (Don Toño) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Criba 2 | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Cruz (Sayula) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Cuchilla | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Cuenca | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Curva | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Curva del Águila (La Pedrera) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Emboscada | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Escondida | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Esmeralda | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Esperanza | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Esperanza [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Esperanza [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Fe | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Ferrería (Cuatro de Octubre) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Finca | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Flor | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Fortaleza de Muñoz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Frontera [Colonia] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Galera [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Golondrina | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Granjita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Granjita (Alfonso Amaya O.) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La H [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Hacienda | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Herradura | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Huerta | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Huerta [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Huerta [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Ilusión | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Ilusión (Las Pintas) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Ilusión (Ramón Contreras) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Ilusion [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Ilusión [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Joya | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Joya (Alcalde) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Joya [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Joyanca | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Laguna [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Laguna de Peyro | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Loma | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Loma (Humberto) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Loma Cinco de Mayo [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Loma del Cinco de Mayo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Luna [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Luz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Luz [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Magdalena | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Maroma | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Maroma [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Moneda | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Montaña [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Morena (Los Valles) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Negra [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Nogalera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Palapa | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Palmita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Paloma | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Parrita de San Marcos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Perla (Salcido) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Perla [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Perlita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Picocha [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Picota | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Piedra [Ranchito] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Providencia | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Providencia [Quintas Campestres] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Puerta Colorada | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Puerta de los Lobos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Puerta de Santiago Bayacora (Puerta Chica) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Punta | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Purísima | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Purísima (Los Gutiérrez) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Quesería | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Quinta | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Regional [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Reserva [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Rinconada | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La San Martina | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Soledad | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Teja | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Tiendita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Tijera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Toña | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Torre | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Valeria [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Varita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Vega de los Caballos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Ventana | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Vida | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Virgen | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Virgen (La Esperanza) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| La Virgen [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Labor de Guadalupe | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Lagua Fría | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Laguna San Lorenzo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las 3 Potrancas [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Amapolas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Angustias | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Ánimas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Antenas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Avestruces | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Bayas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Cabañas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Cabras [Predio] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Campiñas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Cuatas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Cuevas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Cumbres | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Curras | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Flores [Hacienda] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Gabrielas [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Gargolas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Gemelas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Güeras | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Huertas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Isabeles (El Palomino) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Lechuzas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Lomas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Magdalenas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Mangas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Maravillas (Magueycitos) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Maravillas [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Marías | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Milpas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Minas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Minitas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Minitas de Palomas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Morenitas [Colonia] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Nubes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Palmas (Santiesteban) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Palmas [Lienzo Charro] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Papas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Playas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Polleras | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Praderas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Remudas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Seis Potrancas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Tinajas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Tres Viudas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Vegas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Vigas Mochas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Las Yeguas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Laura [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Leopoldo Herrera F. | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Leyva [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Liberación Social | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Lienzo Charro la San Martina | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Llano Grande | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Loma del Pino [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Lorenzo Herrera Saucedo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los 3 Potrillos [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Agaves | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Alamitos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Álamos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Alazanes [Lienzo Charro] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Altares (La Casa Blanca) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Ángeles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Arcos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Arcos [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Arcos del Vergel [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Arroyos (Las Colonias) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Artículos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Bajíos de Víctor | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Bancos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Bancos del Águila | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Batres | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Berros | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Caballeros (El Carmen) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Caballos de Don Cruz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Caracoles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Cedros [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Cerritos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Chirimoyos [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Coconos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Colorines | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Comeses [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Corrales | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Cuates [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Cuatro Juanes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Cuatro Potrillos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Dos Arbolitos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Dos Hermanos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Duraznos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Duraznos [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Farolitos [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Gallos de la Loma | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Gavilanes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Girasoles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Gonzales [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Gutiérrez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Jabalines | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Laureles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Leones | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Lirios | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Lobillos [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Lobos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Lobos (Agua Blanca Uno) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Lugo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Maestros | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Membrillos [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Mezquites | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Milagros [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Mimbres | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Muñoz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Natera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Negros | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Nogales | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Nogales de Ararat | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Obscuros | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Olivos [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Orozco | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Pajaritos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Pavorreales | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Pavorreales [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Pinabetes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Pinoles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Pinos [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Pochos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Portales | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Potrillos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Puentes [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Reyes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Rosales | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Sarmiento [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Sauces [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Sauces [Quintas] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Sauces [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Silos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Tillos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Tres Diamantes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Tres Garañones [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Tres Pichones | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Tres Potrillos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Vergeles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Yesqueros | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Los Zorrillos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Lourdes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Luis Edmundo Pulido Núñez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Luis Peyro | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Luis Viera Gamiz [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Luna (Carreño) [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Lupita [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Macondo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Magdalena [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Málaga | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Málaga [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Málaga [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Manuel Espino Alvarado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Manuel Irigoyan | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Manuel Mireles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Manuel Rosales | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Marcela [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| María Aguilar | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| María Cristina Espino Alvarado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| María de los Angeles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| María del Carmen [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| María Dolores | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| María Luisa [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mario Dávila | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mario de León | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mario Palacios | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mario Ponce Regalado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mario Soto | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Marranera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Marroquín Hermanos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Martínez [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Matorros [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mauricio Adame Venegas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mauricio Alvarado Rodríguez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mauricio Antonio Pinal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mauricio Solorzano | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Maximiliano Silerio Díaz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mendívil [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mesas de Urbina | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Metates | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Metates (Tenchontle) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mezcalera Hacienda 27 | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mi Granjita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mi Patria es Primero (Mesa del Cuervo) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mi Pina [Villa] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mi Ranchito | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mi Refugio | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Miguel Calleros | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Miguel Soto | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Milagro la Soledad | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Minera Romel | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Minerva (Colonia) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Moisés Moreno | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Molinillos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Monte de las Espinas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Monte Grande | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Morcillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Mura Farm | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Nativitas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Navacoyán | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Navajas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Navíos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Nicho Ecológico Cedros | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Nicolás Romero | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ninguno | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ninguno [Familia Corona] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ninguno [Gas Plus] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ninguno [Implementos Agrícolas y de Riego] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ninguno [Junto a Los Torres] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ninguno [Pasando San Ramón] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Nogalera Santa Elena | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Nueva Patria (Santo Domingo) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Nuevo Centenario | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Nuevo Condado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Nuevo Pilares | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ojo de Agua | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ojo de Agua del Cazador (Cruz de Piedra) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ojos Azules | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Olga Hernández | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Oscar Chavez Galindo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Oscar Hernández | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Oscar Zarsosa | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Otinapa | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Palos Blancos [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Paraíso Escondido (Valle de las Calacas) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Paraje Oficial Cabañas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Parcela No. 16 | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Parque Industrial Ladrillero | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Parque Nacional el Tecuán | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Parque Temático del Viejo Oeste | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Parras de la Fuente | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Paseo de la Sierra | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Patos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Pedregal del Bosque [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Pedro Chávez Cibrián | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Pedro García [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Pedro Rodríguez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Peña Alta (Sebastián Soria) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Peñas Blancas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Pilar de Zaragoza | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Piloncillos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Pino Azul | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Pino Blanco [Aserradero] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Pinos y Mimbres | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Pirotecnia Hermanos Rodríguez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Plan de Ayala | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Pókar de Ases | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Polonias | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Polvorín | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Potrerillos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Potrerillos (El Lucero) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Potrerillos [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Potrero de Cañas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Potrero el Refugio | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Pradera las Güeras | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Prado [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Praxedis G. Guerrero Nuevo (La Loma) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Praxedis G. Guerrero Viejo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Predio Calderón (La Minervilla) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Predio Castrellón | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Predio la Campana | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Predio San Rafael | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Presidente Salvador Allende | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Presitas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Primero de Mayo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Providencia Eco-Parck Adventure [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Puente Gavilanes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Puerta de la Cantera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Puerta de Santa Bárbara | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Puerto de Salas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Puerto del Temascal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Pulgarín (Víctor Manuel Montelongo Castañeda) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Queca (El Jagüey) [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quince de Octubre | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quince de Septiembre | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quinta Alamillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quinta Cabe | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quinta Don Alex | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quinta Don Goyo (Granja el Refugio) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quinta Gálvez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quinta la Chulada | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quinta Linda | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quinta OC | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quinta Quiñones | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quinta San Lorenzo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quinta San Rafael | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quinta Velín | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quintachilla | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Quintero [Ranchito] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rafael Alonso Cuellar | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ramiro Lugo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ramón Lazalde | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ramón Quiñones | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Agua Zarca | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Alaska 1 | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Alegre | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Atardecer | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Bermúdez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho California | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Camila | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Castro (Granja del Rosario) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Ceniceros | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Chapultepec | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Cheroke | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Corral de Piedra (Postes Negros) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Cuevas (El Arcoiris) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Dalila | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho de Cuevas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho de Joel | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho de la Cruz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Dexter | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Díaz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Doña Rosa | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Dos Hermanos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Apuro | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Arco Iris | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Asturiano | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Bajío | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Camino | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Canelo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Capricho | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Capricho (Pericos) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Cascabel | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Consuelo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Doce | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Dorado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Durazno | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Escalón | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Fresno | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Giro | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Maguey | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Manzano | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Mezquite | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Milagro | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Monte | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Norteño | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Pájaro | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Paraíso | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Pilón | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Pino | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Principal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Sauz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Tecolote | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho el Zorrillo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Emilia | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Escondido | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Esperanza | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Espino | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Hidalgo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Huichapa | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Jacarandas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Abundancia (El Venado) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Cruz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Esmeralda | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Galera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Herradura | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Hortensia | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Joya | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Loma | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Luna | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Nogalera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Noria | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Ola | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Palmita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Parcela | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Pradera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Presa de Navacoyán | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Purísima | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Tijera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho la Víbora | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Laguna Colorada de los López | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Laguna Colorada de los Valenzuela | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho las Águilas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho las Dos Palmas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho las Flores | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho las Margaritas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho las Nubes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho las Palmas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho las Praderas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho las Sanjuaneras | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho las Yucas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho López | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Lorena | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los Ángeles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los Arbolitos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los Colorines | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los Corrales | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los Cuevas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los Díaz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los García | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los Girasoles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los Pelícanos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los Pilares | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los Pinos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los Portales Cabalgantes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los Rangeles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho los Torres | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Macías | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Madrid | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Mala Noche | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho María Esther | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Mendoza | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Mesas del Oso | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Monte de los Olivos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Nativitas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Nevería | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Nuevo (El Zopilote) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Nuevo (Los Rangeles) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Nuevo Monterrey | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Paso del Águila | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Ramos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Ramos Vázquez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Rosarios | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho San Francisco de Calleros | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho San Lorenzo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho San Martín | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho San Pablo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho San Pedro (San Juan) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho San Vicente | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Santa Anita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Santa Carolina | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Santa Lucía | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Santiesteban | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Soto | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Tierra Limpia | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Tinajas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Tres Palos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Triple R | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Valles | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Viborillas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rancho Zacatecas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Raúl López | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Raymundo Ortiz Nevarez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Real de San Andrés | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Regocijo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Residencial Los Arcos [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Revueltas [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rincon de Chupaderos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rincón de la Huizachera (Puerta Colorada) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Río Chico | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Río Escondido (La Loma) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Río Verde | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rito Barraza | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| River [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Roberto Quiñones | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Roberto Quiñones A. | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Rodríguez Puebla | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Romualdo Salcido | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Sacramento | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Andrés [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Ángel | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Angel [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Antonio | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Antonio de Gigantes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Antonio de las Basuras | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Antonio de los Barreales | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Benito | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Blas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Buenaventura | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Carlos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Carlos (Las Fresas) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Carlos Adjunto al Tepetate (Los Lares) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Crispín | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Dario | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Felipe | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Fernando [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Francisco | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Francisco (Rosarito) [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Francisco [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Francisco de Asís | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Francisco de Calleros | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Francisco de la Cruz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Francisco del Manzanal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Gabriel | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Humberto | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Ignacio | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Ignacio (La Bodega) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Ignacio [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Isidro | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Isidro de las Glorias (Los Escalera) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Isidro Dos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Isidro Pozo Número Tres | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Jerónimo de Corral de Piedra | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Joaquín | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Jorge | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Jorge (Rancho Palacios) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San José | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San José (Víctor Herrera Echeverría) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San José [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San José [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San José de Ánimas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San José de Arenales | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San José de Guadalupe | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San José de la Vinata | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San José de los Alisos (La Pequeña) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San José del Cristo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San José del Molino | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San José del Pajarito | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San José del Prado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Juan | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Juan [Balneario] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Juan Aguinaldo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Juan de Ávila | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Juan de Dios [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Juan de Golondrinas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Juan de Laguitos (Laguitos) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Juan de Olea | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Juan del Arenal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Leonardo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Luis | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Luis [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Mateo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Miguel | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Miguel (Rancho Saracho) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Miguel [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Miguel [Maderas y Derivados] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Miguel [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Miguel de Casa Blanca | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Miguel de Casa Blanca 1 [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Miguel de Casa Blanca 2 [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Miguel de las Maravillas de Abajo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Miguel de las Maravillas de Arriba | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Nicolás | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Pablo [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Pedro [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Pedro [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Pedro de la Casita (Las Latas) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Pedro de la Máquina | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Pedro de los Pinos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Rafael [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Rafael del Arenal | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Ramón | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Salvador de Casa Blanca | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| San Vicente de Chupaderos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Bárbara | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Carolina [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Cecilia | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Celia | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Cruz de Batres | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Cruz de San Javier | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Cruz del Aguaje | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Cruz del Río | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Elena | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Elena [Pequñas Granjas] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Eugenia | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Fe Dos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Isabel | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Isabel (El Moyote) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Isabel de Batres | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Lucía | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa María [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa María [Huerta] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Mónica | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Rita | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Rita [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Rosa | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Rosalía | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Teresa | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santa Teresa [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santana Núñez Díaz | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santiago Bayacora | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santísima la Trinidad | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santísima Trinidad [Invernadero] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santísima Trinidad [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santo Niño | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Santorini [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Satanejo | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Saúl Reyes Rodríguez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Sebastián Lerdo de Tejada | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| SEDENA | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Segovias | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Sergio Bernadac [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Sistemas Corporativos de Personal [Manejo de Personal] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Sofía | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Susana Sánchez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Tableteros | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Tapias de la Vaca (José Salas) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Teodoro Soto | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Tepalcates | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Terreros | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Tierra Prometida | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Tío Juan | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Tomás Urbina | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Tomás Yañez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Trece de Septiembre | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Tres Flechas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Tres Marías | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Tres Marías (El Papalote) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Tres Tumbas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Unidos Venceremos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Unión de Rodríguez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Unión Ganadera | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Universidad Tecnológica de Durango | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Uriel Mejorado | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Valle Florido | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Valle Frío (El Soldado Viejo) | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Valle Hermoso | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Valverdes [Huerta] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Vascogil [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Vázquez (El Alazán) [Rancho] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Vegas de Jesús María | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Veinticuatro de Junio | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Veintiocho de Septiembre | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Veintisiete de Noviembre | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ventura Hernández Torres | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Ventura Salas | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Vicente Suárez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Víctor Arroyo Reyes | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Víctor López | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Victoria [Granja] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Victoriano Rodríguez | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Villa Alfonsina | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Villa la Candelaria [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Villa Montemorelos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Villas de Chupaderos | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Villas del Mirador [Fraccionamiento] | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
| Yamilet | 0 | 0.0000000 | 0.000000 | 5929 | 100.00000 | 0 |
Quinto Determinar el porcentaje que le corresponde a cada conglomerado conforme a la frecuencia relativa.
¿Cuáles alumnos?, de acuerdo al conglomerado o la localidad
Simular por las seis localidades
N <- nrow(alumnos)
n <- 100
loc1 <- filter(alumnos, localidad == tabla_frec$Category[1])
loc2 <- filter(alumnos, localidad == tabla_frec$Category[2])
loc3 <- filter(alumnos, localidad == tabla_frec$Category[3])
loc4 <- filter(alumnos, localidad == tabla_frec$Category[4])
loc5 <- filter(alumnos, localidad == tabla_frec$Category[5])
loc6 <- filter(alumnos, localidad == tabla_frec$Category[6])
frloc1 <- nrow(loc1) / N
frloc2 <- nrow(loc2) / N
frloc3 <- nrow(loc3) / N
frloc4 <- nrow(loc4) / N
frloc5 <- nrow(loc5) / N
frloc6 <- nrow(loc6) / N
muestraloc1 <- sample(loc1, round(n * frloc1, 0))
kable(muestraloc1, caption = paste("La muestra de alumnos de Localidad ",tabla_frec$Category[1] ))| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera | localidad | latitud | longitud | orig.id |
|---|---|---|---|---|---|---|---|---|---|---|
| 20195752 | 5752 | 3 | 55 | 29 | 95.67 | ADMINISTRACION | Victoria de Durango | 24.02399 | -104.6702 | 3462 |
| 20191354 | 1354 | 7 | 167 | 34 | 86.40 | BIOQUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 809 |
| 20195197 | 5197 | 8 | 195 | 25 | 87.88 | GESTION EMPRESARIAL | Victoria de Durango | 24.02399 | -104.6702 | 3142 |
| 20194694 | 4694 | 9 | 230 | 15 | 92.17 | GESTION EMPRESARIAL | Victoria de Durango | 24.02399 | -104.6702 | 2835 |
| 20191656 | 1656 | 12 | 179 | 33 | 77.27 | CIVIL | Victoria de Durango | 24.02399 | -104.6702 | 995 |
| 20193520 | 3520 | 1 | NA | 26 | 0.00 | MECANICA | Victoria de Durango | 24.02399 | -104.6702 | 2155 |
| 20191220 | 1220 | 5 | 81 | 34 | 85.44 | BIOQUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 728 |
| 20191366 | 1366 | 2 | 23 | 29 | 90.17 | BIOQUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 818 |
| 20190579 | 579 | 4 | 80 | 30 | 89.11 | ARQUITECTURA | Victoria de Durango | 24.02399 | -104.6702 | 331 |
| 20192440 | 2440 | 1 | NA | 24 | 0.00 | ELECTRICA | Victoria de Durango | 24.02399 | -104.6702 | 1484 |
| 20195184 | 5184 | 3 | 60 | 29 | 84.85 | GESTION EMPRESARIAL | Victoria de Durango | 24.02399 | -104.6702 | 3132 |
| 20191337 | 1337 | 8 | 186 | 24 | 84.36 | BIOQUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 798 |
| 20190945 | 945 | 6 | 134 | 24 | 87.86 | ARQUITECTURA | Victoria de Durango | 24.02399 | -104.6702 | 563 |
| 20194561 | 4561 | 1 | NA | 25 | 0.00 | QUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 2751 |
| 20190949 | 949 | 2 | 26 | 26 | 87.67 | ARQUITECTURA | Victoria de Durango | 24.02399 | -104.6702 | 565 |
| 20190853 | 853 | 2 | 24 | 22 | 87.00 | ARQUITECTURA | Victoria de Durango | 24.02399 | -104.6702 | 511 |
| 20194009 | 4009 | 2 | 25 | 28 | 80.67 | MECATRONICA | Victoria de Durango | 24.02399 | -104.6702 | 2423 |
| 20190981 | 981 | 5 | 110 | 32 | 89.50 | ARQUITECTURA | Victoria de Durango | 24.02399 | -104.6702 | 587 |
| 20193423 | 3423 | 7 | 102 | 30 | 80.91 | MECANICA | Victoria de Durango | 24.02399 | -104.6702 | 2093 |
| 20195597 | 5597 | 8 | 207 | 27 | 93.09 | ADMINISTRACION | Victoria de Durango | 24.02399 | -104.6702 | 3369 |
| 20192461 | 2461 | 7 | 150 | 28 | 82.79 | ELECTRICA | Victoria de Durango | 24.02399 | -104.6702 | 1496 |
| 20191351 | 1351 | 3 | 52 | 30 | 85.75 | BIOQUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 807 |
| 20190343 | 343 | 8 | 165 | 28 | 81.31 | SISTEMAS | Victoria de Durango | 24.02399 | -104.6702 | 201 |
| 20194890 | 4890 | 7 | 170 | 35 | 87.44 | GESTION EMPRESARIAL | Victoria de Durango | 24.02399 | -104.6702 | 2947 |
| 20191348 | 1348 | 7 | 164 | 32 | 91.03 | BIOQUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 806 |
| 20190739 | 739 | 1 | NA | 26 | 0.00 | ARQUITECTURA | Victoria de Durango | 24.02399 | -104.6702 | 433 |
| 20191212 | 1212 | 7 | 165 | 36 | 86.37 | BIOQUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 723 |
| 20193020 | 3020 | 3 | 55 | 29 | 92.15 | INDUSTRIAL | Victoria de Durango | 24.02399 | -104.6702 | 1848 |
| 20191394 | 1394 | 2 | 23 | 29 | 86.83 | BIOQUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 836 |
| 20194023 | 4023 | 1 | NA | 25 | 0.00 | MECATRONICA | Victoria de Durango | 24.02399 | -104.6702 | 2434 |
| 20192358 | 2358 | 7 | 98 | 9 | 81.04 | ELECTRICA | Victoria de Durango | 24.02399 | -104.6702 | 1435 |
| 20194165 | 4165 | 4 | 53 | 20 | 77.91 | QUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 2522 |
| 20194937 | 4937 | 7 | 167 | 33 | 88.00 | GESTION EMPRESARIAL | Victoria de Durango | 24.02399 | -104.6702 | 2978 |
| 20192500 | 2500 | 9 | 197 | 20 | 84.05 | ELECTRONICA | Victoria de Durango | 24.02399 | -104.6702 | 1518 |
| 20190866 | 866 | 6 | 142 | 28 | 88.53 | ARQUITECTURA | Victoria de Durango | 24.02399 | -104.6702 | 518 |
| 20190307 | 307 | 2 | 27 | 28 | 77.00 | SISTEMAS | Victoria de Durango | 24.02399 | -104.6702 | 180 |
| 20195480 | 5480 | 9 | 228 | 24 | 86.23 | ADMINISTRACION | Victoria de Durango | 24.02399 | -104.6702 | 3304 |
| 20195413 | 5413 | 1 | NA | 27 | 0.00 | INFORMATICA | Victoria de Durango | 24.02399 | -104.6702 | 3267 |
| 20195861 | 5861 | 7 | 169 | 32 | 93.89 | ADMINISTRACION | Victoria de Durango | 24.02399 | -104.6702 | 3521 |
| 20190661 | 661 | 3 | 52 | 28 | 83.42 | ARQUITECTURA | Victoria de Durango | 24.02399 | -104.6702 | 384 |
| 20191654 | 1654 | 10 | 171 | 32 | 78.42 | CIVIL | Victoria de Durango | 24.02399 | -104.6702 | 994 |
| 20194474 | 4474 | 8 | 205 | 20 | 83.76 | QUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 2699 |
| 20194055 | 4055 | 3 | 43 | 14 | 81.10 | MECATRONICA | Victoria de Durango | 24.02399 | -104.6702 | 2453 |
| 20190746 | 746 | 4 | 76 | 28 | 89.29 | ARQUITECTURA | Victoria de Durango | 24.02399 | -104.6702 | 436 |
| 20193336 | 3336 | 7 | 179 | 26 | 89.12 | INDUSTRIAL | Victoria de Durango | 24.02399 | -104.6702 | 2038 |
| 20195409 | 5409 | 3 | 55 | 27 | 87.92 | INFORMATICA | Victoria de Durango | 24.02399 | -104.6702 | 3266 |
| 20195033 | 5033 | 3 | 50 | 28 | 94.45 | GESTION EMPRESARIAL | Victoria de Durango | 24.02399 | -104.6702 | 3034 |
| 20190549 | 549 | 9 | 218 | 17 | 88.69 | ARQUITECTURA | Victoria de Durango | 24.02399 | -104.6702 | 313 |
| 20192620 | 2620 | 3 | 47 | 23 | 86.91 | ELECTRONICA | Victoria de Durango | 24.02399 | -104.6702 | 1591 |
| 20190186 | 186 | 3 | 41 | 28 | 83.89 | SISTEMAS | Victoria de Durango | 24.02399 | -104.6702 | 110 |
| 20191297 | 1297 | 3 | 52 | 30 | 87.00 | BIOQUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 775 |
| 20193034 | 3034 | 5 | 85 | 31 | 88.21 | INDUSTRIAL | Victoria de Durango | 24.02399 | -104.6702 | 1858 |
| 20194007 | 4007 | 7 | 115 | 27 | 82.96 | MECATRONICA | Victoria de Durango | 24.02399 | -104.6702 | 2421 |
| 20195690 | 5690 | 4 | 79 | 29 | 88.53 | ADMINISTRACION | Victoria de Durango | 24.02399 | -104.6702 | 3421 |
| 20194231 | 4231 | 7 | 172 | 32 | 88.94 | QUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 2561 |
| 20193544 | 3544 | 3 | 48 | 27 | 82.82 | MECANICA | Victoria de Durango | 24.02399 | -104.6702 | 2165 |
| 20192218 | 2218 | 11 | 235 | 10 | 84.19 | ELECTRICA | Victoria de Durango | 24.02399 | -104.6702 | 1345 |
| 20195545 | 5545 | 7 | 145 | 29 | 85.77 | ADMINISTRACION | Victoria de Durango | 24.02399 | -104.6702 | 3341 |
| 20194135 | 4135 | 7 | 172 | 26 | 85.39 | QUIMICA | Victoria de Durango | 24.02399 | -104.6702 | 2500 |
| 20193613 | 3613 | 3 | 52 | 24 | 85.50 | MECANICA | Victoria de Durango | 24.02399 | -104.6702 | 2207 |
muestraloc2 <- sample(loc2, round(n * frloc2, 0))
kable(muestraloc2, caption = paste("La muestra de alumnos de Localidad ",tabla_frec$Category[2] ))| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera | localidad | latitud | longitud | orig.id |
|---|---|---|---|---|---|---|---|---|---|---|
| 20192268 | 2268 | 10 | 216 | 14 | 83.80 | ELECTRICA | Las Brisas | 23.97352 | -104.58 | 262 |
| 20195323 | 5323 | 1 | NA | 26 | 0.00 | TIC | Las Brisas | 23.97352 | -104.58 | 631 |
| 20192994 | 2994 | 7 | 172 | 33 | 86.44 | INDUSTRIAL | Las Brisas | 23.97352 | -104.58 | 344 |
| 20194348 | 4348 | 5 | 114 | 30 | 89.92 | QUIMICA | Las Brisas | 23.97352 | -104.58 | 515 |
| 20193182 | 3182 | 2 | 27 | 24 | 83.00 | INDUSTRIAL | Las Brisas | 23.97352 | -104.58 | 375 |
| 20192346 | 2346 | 5 | 99 | 28 | 84.35 | ELECTRICA | Las Brisas | 23.97352 | -104.58 | 271 |
| 20192814 | 2814 | 7 | 163 | 35 | 84.35 | INDUSTRIAL | Las Brisas | 23.97352 | -104.58 | 326 |
| 20195766 | 5766 | 1 | NA | 27 | 0.00 | ADMINISTRACION | Las Brisas | 23.97352 | -104.58 | 678 |
| 20192753 | 2753 | 6 | 158 | 26 | 88.00 | INDUSTRIAL | Las Brisas | 23.97352 | -104.58 | 321 |
| 20194882 | 4882 | 3 | 32 | 31 | 84.43 | GESTION EMPRESARIAL | Las Brisas | 23.97352 | -104.58 | 577 |
| 20193378 | 3378 | 10 | 225 | 10 | 82.12 | MECANICA | Las Brisas | 23.97352 | -104.58 | 391 |
| 20191305 | 1305 | 1 | NA | 23 | 0.00 | BIOQUIMICA | Las Brisas | 23.97352 | -104.58 | 161 |
muestraloc3 <- sample(loc3, round(n * frloc3, 0))
kable(muestraloc3, caption = paste("La muestra de alumnos de Localidad ",tabla_frec$Category[3] ))| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera | localidad | latitud | longitud | orig.id |
|---|---|---|---|---|---|---|---|---|---|---|
| 20193085 | 3085 | 5 | NA | 26 | 0.00 | INDUSTRIAL | Las Aves | 23.94883 | -104.5715 | 320 |
| 20190244 | 244 | 5 | 112 | 25 | 87.54 | SISTEMAS | Las Aves | 23.94883 | -104.5715 | 23 |
| 20191061 | 1061 | 8 | 168 | 32 | 82.86 | ARQUITECTURA | Las Aves | 23.94883 | -104.5715 | 121 |
| 20190039 | 39 | 9 | 222 | 13 | 92.21 | SISTEMAS | Las Aves | 23.94883 | -104.5715 | 6 |
| 20194015 | 4015 | 4 | 62 | 26 | 85.00 | MECATRONICA | Las Aves | 23.94883 | -104.5715 | 439 |
| 20191448 | 1448 | 7 | 174 | 27 | 87.08 | BIOQUIMICA | Las Aves | 23.94883 | -104.5715 | 165 |
| 20194301 | 4301 | 6 | 129 | 26 | 84.96 | QUIMICA | Las Aves | 23.94883 | -104.5715 | 462 |
| 20190390 | 390 | 5 | 107 | 30 | 80.26 | SISTEMAS | Las Aves | 23.94883 | -104.5715 | 41 |
| 20193641 | 3641 | 5 | 57 | 23 | 78.85 | MECANICA | Las Aves | 23.94883 | -104.5715 | 387 |
| 20193522 | 3522 | 1 | NA | 26 | 0.00 | MECANICA | Las Aves | 23.94883 | -104.5715 | 366 |
| 20190306 | 306 | 4 | 87 | 33 | 93.26 | SISTEMAS | Las Aves | 23.94883 | -104.5715 | 34 |
muestraloc4 <- sample(loc4, round(n * frloc4, 0))
kable(muestraloc4, caption = paste("La muestra de alumnos de Localidad ",tabla_frec$Category[4] ))| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera | localidad | latitud | longitud | orig.id |
|---|---|---|---|---|---|---|---|---|---|---|
| 20194732 | 4732 | 12 | 225 | 10 | 86.83 | GESTION EMPRESARIAL | Los Fresnos | 24.08339 | -104.6095 | 310 |
| 20194974 | 4974 | 8 | 205 | 30 | 88.56 | GESTION EMPRESARIAL | Los Fresnos | 24.08339 | -104.6095 | 332 |
| 20195248 | 5248 | 1 | NA | 27 | 0.00 | GESTION EMPRESARIAL | Los Fresnos | 24.08339 | -104.6095 | 356 |
| 20194853 | 4853 | 2 | 32 | 27 | 94.57 | GESTION EMPRESARIAL | Los Fresnos | 24.08339 | -104.6095 | 325 |
| 20192243 | 2243 | 10 | 226 | 9 | 82.25 | ELECTRICA | Los Fresnos | 24.08339 | -104.6095 | 154 |
| 20195503 | 5503 | 10 | 262 | 10 | 93.87 | ADMINISTRACION | Los Fresnos | 24.08339 | -104.6095 | 388 |
| 20191152 | 1152 | 11 | 108 | 17 | 78.00 | BIOQUIMICA | Los Fresnos | 24.08339 | -104.6095 | 72 |
muestraloc5 <- sample(loc5, round(n * frloc5, 0))
kable(muestraloc5, caption = paste("La muestra de alumnos de Localidad ",tabla_frec$Category[5] ))| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera | localidad | latitud | longitud | orig.id |
|---|---|---|---|---|---|---|---|---|---|---|
| 20192935 | 2935 | 5 | 104 | 34 | 86.39 | INDUSTRIAL | Microondas el Tecolote | 24.05248 | -104.8519 | 168 |
| 20192340 | 2340 | 1 | NA | 24 | 0.00 | ELECTRICA | Microondas el Tecolote | 24.05248 | -104.8519 | 133 |
| 20191209 | 1209 | 5 | 104 | 30 | 82.91 | BIOQUIMICA | Microondas el Tecolote | 24.05248 | -104.8519 | 62 |
| 20190236 | 236 | 1 | NA | 27 | 0.00 | SISTEMAS | Microondas el Tecolote | 24.05248 | -104.8519 | 15 |
| 20195268 | 5268 | 5 | 101 | 28 | 82.55 | TIC | Microondas el Tecolote | 24.05248 | -104.8519 | 294 |
| 20192138 | 2138 | 5 | 99 | 33 | 84.43 | CIVIL | Microondas el Tecolote | 24.05248 | -104.8519 | 116 |
muestraloc6 <- sample(loc6, round(n * frloc6, 0))
kable(muestraloc6, caption = paste("La muestra de alumnos de Localidad ",tabla_frec$Category[6] ))| No. Control | Alumno | Semestre | Cr. Apr. | Carga | Promedio | Carrera | localidad | latitud | longitud | orig.id |
|---|---|---|---|---|---|---|---|---|---|---|
| 20193554 | 3554 | 3 | 52 | 31 | 86.33 | MECANICA | Michel [Granja] | 24.00545 | -104.7152 | 175 |
| 20194555 | 4555 | 6 | 133 | 23 | 83.14 | QUIMICA | Michel [Granja] | 24.00545 | -104.7152 | 223 |
| 20192499 | 2499 | 11 | 205 | 15 | 79.93 | ELECTRONICA | Michel [Granja] | 24.00545 | -104.7152 | 119 |
| 20192495 | 2495 | 3 | 51 | 28 | 92.50 | ELECTRICA | Michel [Granja] | 24.00545 | -104.7152 | 118 |
| 20192977 | 2977 | 8 | 201 | 28 | 83.67 | INDUSTRIAL | Michel [Granja] | 24.00545 | -104.7152 | 143 |
library(leaflet)map<-leaflet() %>%
addTiles() %>%
addMarkers(lat=localidades6$Lat_Decimal[1],lng=localidades6$Lon_Decimal[1] ,popup=localidades6$Nom_Loc[1]) %>%
addMarkers(lat=localidades6$Lat_Decimal[2],lng=localidades6$Lon_Decimal[2] ,popup=localidades6$Nom_Loc[2]) %>%
addMarkers(lat=localidades6$Lat_Decimal[3],lng=localidades6$Lon_Decimal[3] ,popup=localidades6$Nom_Loc[3]) %>%
addMarkers(lat=localidades6$Lat_Decimal[4],lng=localidades6$Lon_Decimal[4] ,popup=localidades6$Nom_Loc[4]) %>%
addMarkers (lat=localidades6$Lat_Decimal[5],lng=localidades6$Lon_Decimal[5] ,popup=localidades6$Nom_Loc[5]) %>%
addMarkers (lat=localidades6$Lat_Decimal[6],lng=localidades6$Lon_Decimal[6] ,popup=localidades6$Nom_Loc[6])
# Mostrar el mapa
mapEn el caso 22 tratamos con los tipos de muestreo. En la estadística, se conoce como a la técnica para la selección de una muestra a partir de una población estadística Al elegir una muestra aleatoria se espera conseguir que sus propiedades sean extrapolables a la población. Este proceso permite ahorrar recursos, y a la vez obtener resultados parecidos a los que se alcanzarían si se realizase un estudio de toda la población. En las investigaciones llevadas por empresarios y de la medicina se usa muestreo extensivamente en recoger información sobre poblaciones.