Ejercicio Unidad 1
Diana Guerrero
2023-08-08
Análisis del mercado inmobiliario de la empresa B&C en Cali 2023
Introducción
El mercado inmobiliario es uno de los que mas dinamiza la economía en el país y una de las principales opciones al momento de invertir capital, ya que deja buenos rendimientos. En ese sentido, la ciudad de Cali se convierte en una de las plazas mas deseadas debido a que tiene el valor del metro cuadrado mas estable, existe una buena oferta de inmuebles y se mantiene la expectativa de valorización y desarrollo de la ciudad en el mediano plazo (1).
Este informe tiene como objetivo mostrar a los directivos de la agencia de bienes raíces B&C, que opera en la ciudad de Cali desde hace mas de diez años, un análisis descriptivo con la información recopilada por esta compañía. Con el fin de orientar y facilitar la toma de decisiones gerenciales, relacionadas con definir el nicho de mercado de manera mas precisa y plantear estrategias de markenting, mas apropiadas al tipo de cliente que demanda los servicios de la compañía; para de esta manera favorecer el crecimiento y participación en el mercado inmobiliario en la ciudad de Cali.
Objetivos
Identificar las tendencias y patrones en los datos suministrados por la compañía, con el fin de enfocar adecuadamente las estrategias de markenting.
Orientar en la toma de decisiones entendiendo las dinámicas del mercado y sus posibles tendencias, para la adopción de prácticas y procesos en el futuro desarrollo de los proyectos.
Métodos
Análisis descriptivo a partir de la base de datos suministrada por la compañía con un total de 8330 observaciones y 13 variables relacionadas con ubicación del predio, precio, tipo de vivienda y características de la misma como área construida (metros cuadrados), parqueaderos, baños, habitaciones. Se realiza un proceso de limpieza de datos, verificando información faltante inicialmente; se tuvo en cuenta para el análisis un total de 8.327 datos válidos (se descartaron 3 registros completamente nulos) con los cuales se calcularon indicadores de posición, centro, dispersión y forma utilizando el software Rstudio. Para las variables categóricas se utilizaron diagramas de torta, diagramas de barras y tablas de frecuencia; en cuanto a las variables cuantitativas, se utilizaron histogramas y diagrama de cajas.
Resultados
En el análisis explotarorio se evidenció, que existen variables faltantes. La siguiente gráfica muestra que existen 4812 registros completos. A 1912 registros les falta la variable piso, 877 les falta la variable parqueadero, 726 no cuentan con información en estas dos variables. Como ya se mencionó no se tuvo en cuenta en el análisis 2 registros sin información y un tercero con información unicamente de precio, al analizar el valor es igual a la mediana de esta variable, motivo por el cual tampoco se tiene en cuenta, ya que su omisión no afecta el análisis estadístico.
library(mice)##
## Attaching package: 'mice'## The following object is masked from 'package:stats':
##
## filter## The following objects are masked from 'package:base':
##
## cbind, rbindvivienda_faltantes <- read.csv("~/Unidad 1/vivienda_faltantes.csv")
grafico <-md.pattern(vivienda_faltantes, rotate.names = TRUE)
title(main="Figura 1. Variables perdidas de la base de datos B&C")
A continuación, se presentan los resultados obtenidos posterior al análisis univariado y bivariado realizado:
Analisis geográfico
Al analizar las zonas de preferencia de los clientes de la compañía B&C, se encuentra que el 57% prefieren vivir en la zona sur de la ciudad de Cali, seguido de la zona norte 23% y zona oeste 15% y el 5% restante en otras zonas de la ciudad, como se muestra en la figura 1.
vivienda_faltantes <- read.csv("~/Unidad 1/vivienda_faltantes.csv")
dataclean = subset(vivienda_faltantes, vivienda_faltantes$id!="NA")
pie(table (dataclean$zona), main= "Figura 2. Zonas de preferencia de clientes B&C (Cali)")
Los barrios mas apetecidos por los clientes de la compañía en la zona sur, son Valle del Lily, Ciudad Jardín y Pance los cuales concentran el 41% de la demanda de vivienda en la zona sur de Cali, como se aprecia en la siguiente tabla donde se muestran los diez barrios con mayor demanda en la zona sur de Cali:
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionsur= subset(dataclean, dataclean$zona=="Zona Sur")
sur <- toupper(sur$barrio)
sur <- chartr("ÁÉÍÓÚ", "AEIOU", toupper(sur))
library(stringr)
str_remove_all(sur," ")## [1] "ELGUABAL" "BELLASUIZAALTA"
## [3] "BELLASUIZA" "VALLEDELLILI"
## [5] "BELLASUIZA" "BELLASUIZA"
## [7] "LARIVERITA" "MELéNDEZ"
## [9] "GUADALUPE" "BRISASDEGUADALUPE"
## [11] "ELREFUGIO" "ALTOSDEGUADALUPE"
## [13] "ALTOSDEGUADALUPE" "SANTATERESITA"
## [15] "ELREFUGIO" "ELREFUGIO"
## [17] "AGUACATAL" "SEMINARIO"
## [19] "ELREFUGIO" "PAMPALINDA"
## [21] "GUADALUPE" "CUARTODELEGUA"
## [23] "CERROSDEGUADALUPE" "ELGRANLIMONAR"
## [25] "LACASCADA" "ELREFUGIO"
## [27] "PUENTEPALMA" "PRADOSDELSUR"
## [29] "PRADOSDELSUR" "NUEVATEQUENDAMA"
## [31] "VALLEDELLILI" "SEMINARIO"
## [33] "SEMINARIO" "SEMINARIO"
## [35] "ELREFUGIO" "ALTOSDEGUADALUPE"
## [37] "URBANIZACIONLASCASCADAS" "SECTORCAÑAVERALEJOGUADALUPE"
## [39] "SANTATERESITA" "SANTATERESITA"
## [41] "PAMPALINDA" "MELéNDEZ"
## [43] "MELéNDEZ" "CUARTODELEGUA"
## [45] "SANTAISABEL" "PAMPALINDA"
## [47] "PAMPALINDA" "CANEY"
## [49] "SANTATERESITA" "ELREFUGIO"
## [51] "ELREFUGIO" "MELéNDEZ"
## [53] "CERROCRISTALES" "CALDAS"
## [55] "ALTOJORDAN" "SANTAISABEL"
## [57] "ELREFUGIO" "ELREFUGIO"
## [59] "ELREFUGIO" "ELREFUGIO"
## [61] "ELREFUGIO" "CUARTODELEGUA"
## [63] "REFUGIO" "PAMPALINDA"
## [65] "NAPOLES" "ELLIDO"
## [67] "ELLIDO" "ELLIDO"
## [69] "COLINASDELSUR" "SANFERNANDO"
## [71] "ELREFUGIO" "ELREFUGIO"
## [73] "PAMPALINDA" "ELLIDO"
## [75] "CUARTODELEGUA" "CUARTODELEGUA"
## [77] "CUARTODELEGUA" "SECTORCAÑAVERALEJOGUADALUPE"
## [79] "ELREFUGIO" "ELREFUGIO"
## [81] "ELREFUGIO" "ELREFUGIO"
## [83] "ELREFUGIO" "ELREFUGIO"
## [85] "MELéNDEZ" "MELéNDEZ"
## [87] "MELéNDEZ" "ELJORDAN"
## [89] "GUADALUPE" "CUARTODELEGUA"
## [91] "PAMPALINDA" "ELLIDO"
## [93] "CUARTODELEGUA" "SANTAISABEL"
## [95] "SANFERNANDO" "PANCE"
## [97] "MELéNDEZ" "MELéNDEZ"
## [99] "CUARTODELEGUA" "BOCHALEMA"
## [101] "BOCHALEMA" "SANTAISABEL"
## [103] "ELREFUGIO" "PANCE"
## [105] "PANCE" "PANCE"
## [107] "ELGRANLIMONAR" "CIUDADJARDIN"
## [109] "TEQUENDAMA" "SANTATERESITA"
## [111] "SANTAISABEL" "SANJOAQUIN"
## [113] "ELREFUGIO" "PANCE"
## [115] "PANCE" "PANCE"
## [117] "PANCE" "PAMPALINDA"
## [119] "MELéNDEZ" "MELéNDEZ"
## [121] "MELéNDEZ" "GUADALUPE"
## [123] "CUARTODELEGUA" "CUARTODELEGUA"
## [125] "VALLEDELLILI" "URBANIZACIONTEQUENDAMA"
## [127] "URBANIZACIONLILI" "TEJARESDESAN"
## [129] "SANTAISABEL" "SANTAISABEL"
## [131] "SANTAISABEL" "SANFERNANDOVIEJO"
## [133] "PANCE" "PAMPALINDA"
## [135] "NUEVATEQUENDAMA" "NUEVATEQUENDAMA"
## [137] "NAPOLES" "CIUDADJARDIN"
## [139] "VALLEDELLILI" "VALLEDELLILI"
## [141] "VALLEDELLILI" "VALLEDELLILI"
## [143] "VALLEDELLILI" "VALLEDELLILI"
## [145] "VALLEDELLILI" "SANFERNANDOVIEJO"
## [147] "SANFERNANDONUEVO" "ELREFUGIO"
## [149] "NUEVATEQUENDAMA" "ELLIMONAR"
## [151] "ELLIMONAR" "ELGRANLIMONAR"
## [153] "CUARTODELEGUA" "CAMINOREAL"
## [155] "ARBOLEDA" "URBANIZACIONTEQUENDAMA"
## [157] "URBANIZACIONTEQUENDAMA" "TEQUENDEMA"
## [159] "TEQUENDAMA" "TEJARESDESAN"
## [161] "SANFERNANDO" "SANFERNANDO"
## [163] "SANFERNANDOVIEJO" "PANCE"
## [165] "PANCE" "PANCE"
## [167] "NUEVATEQUENDAMA" "MELéNDEZ"
## [169] "ELLIMONAR" "ELLIDO"
## [171] "URBANIZACIONTEQUENDAMA" "SANFERNANDO"
## [173] "ELREFUGIO" "PANCE"
## [175] "PANCE" "PANCE"
## [177] "PANCE" "PANCE"
## [179] "NUEVATEQUENDAMA" "MAYAPANLASVEGAS"
## [181] "CIUDADMELéNDEZ" "CANEY"
## [183] "CANEY" "ALFEREZREAL"
## [185] "URBANIZACIONTEQUENDAMA" "SANFERNANDONUEVO"
## [187] "PANCE" "PANCE"
## [189] "PANCE" "ELLIMONAR"
## [191] "ELINGENIOII" "GRANLIMONAR"
## [193] "FRANCISCOELADIORAMIREZ" "CIUDADJARDIN"
## [195] "SANFERNANDO" "PANCE"
## [197] "ELGRANLIMONAR" "CIUDADJARDIN"
## [199] "CIUDADJARDIN" "CIUDADJARDIN"
## [201] "URBANIZACIONLILI" "TEQUENDAMA"
## [203] "TEQUENDAMA" "SANFERNANDO"
## [205] "PANCE" "PANCE"
## [207] "NUEVATEQUENDAMA" "NUEVATEQUENDAMA"
## [209] "NUEVATEQUENDAMA" "NUEVATEQUENDAMA"
## [211] "NUEVATEQUENDAMA" "ELLIMONAR"
## [213] "ELLIMONAR" "ELGRANLIMONAR"
## [215] "CIUDADREAL" "CIUDADJARDIN"
## [217] "CAPRI" "PARCELACIONESPANCE"
## [219] "PANCE" "PANCE"
## [221] "PANCE" "PANCE"
## [223] "PANCE" "NUEVATEQUENDAMA"
## [225] "NUEVATEQUENDAMA" "NORMANDIA"
## [227] "ELLIMONAR" "ELLIMONAR"
## [229] "ELLIMONAR" "ELLIMONAR"
## [231] "ELLIMONAR" "CIUDADJARDIN"
## [233] "CAPRI" "CAPRI"
## [235] "CAPRI" "CAPRI"
## [237] "BOCHALEMA" "TEQUENDAMA"
## [239] "TEQUENDAMA" "SANFERNANDO"
## [241] "SANFERNANDO" "SANFERNANDO"
## [243] "SANFERNANDOVIEJO" "SANFERNANDOVIEJO"
## [245] "SANFERNANDOVIEJO" "SANFERNANDONUEVO"
## [247] "SANFERNANDONUEVO" "NUEVATEQUENDAMA"
## [249] "NUEVATEQUENDAMA" "NUEVATEQUENDAMA"
## [251] "NUEVATEQUENDAMA" "MAYAPANLASVEGAS"
## [253] "MAYAPANLASVEGAS" "ELLIMONAR"
## [255] "ELLIMONAR" "ELLIMONAR"
## [257] "ELGRANLIMONAR" "GRANLIMONAR"
## [259] "CIUDADJARDIN" "CIUDADCAPRI"
## [261] "CAPRI" "CAMINOREAL"
## [263] "CAMINOREAL" "PANCE"
## [265] "PANCE" "PANCE"
## [267] "PANCE" "PANCE"
## [269] "PANCE" "MAYAPANLASVEGAS"
## [271] "MAYAPANLASVEGAS" "ELINGENIO"
## [273] "CIUDADJARDIN" "CIUDADJARDIN"
## [275] "CAPRI" "CAPRI"
## [277] "CAPRI" "CAPRI"
## [279] "CAPRI" "URBANIZACIONTEQUENDAMA"
## [281] "SANFERNANDOVIEJO" "SANFERNANDOVIEJO"
## [283] "SANFERNANDONUEVO" "PANCE"
## [285] "PANCE" "PANCE"
## [287] "PANCE" "NUEVATEQUENDAMA"
## [289] "NUEVATEQUENDAMA" "ELLIMONAR"
## [291] "LASVEGAS" "ELGRANLIMONAR"
## [293] "CIUDADJARDIN" "CIUDADJARDIN"
## [295] "CIUDADJARDIN" "CAMINOREAL"
## [297] "URBANIZACIONTEQUENDAMA" "SANFERNANDO"
## [299] "NUEVATEQUENDAMA" "NUEVATEQUENDAMA"
## [301] "MAYAPANLASVEGAS" "MAYAPANLASVEGAS"
## [303] "MAYAPANLASVEGAS" "ELINGENIOI"
## [305] "CIUDADJARDIN" "CAPRI"
## [307] "CAMINOREAL" "SANTAISABEL"
## [309] "PANCE" "PANCE"
## [311] "PAMPALINDA" "ELLIMONAR"
## [313] "ELLIMONAR" "ELLIMONAR"
## [315] "EUCARISTICO" "CIUDADJARDIN"
## [317] "CAPRI" "CAMINOREAL"
## [319] "VALLEDELLILI" "PANCE"
## [321] "NUEVATEQUENDAMA" "MIRAFLORES"
## [323] "LOSCAMBULOS" "CIUDADJARDIN"
## [325] "CAPRI" "CAMBULOS"
## [327] "TEMPLETE" "MELéNDEZ"
## [329] "ELLIMONAR" "ELLIMONAR"
## [331] "CIUDADJARDIN" "CIUDADJARDIN"
## [333] "CIUDADJARDIN" "CIUDADJARDIN"
## [335] "CIUDADJARDIN" "CANEY"
## [337] "VALLEDELLILI" "VALLEDELLILI"
## [339] "MULTICENTRO" "MELENDEZ"
## [341] "ELLIMONAR" "CIUDADJARDIN"
## [343] "CIUDADJARDIN" "CIUDADJARDIN"
## [345] "CIUDADJARDIN" "CIUDADJARDIN"
## [347] "CAMPESTRE" "SANTAANITA"
## [349] "SANFERNANDO" "PANCE"
## [351] "PANCE" "PANCE"
## [353] "LOSCAMBULOS" "LOSCAMBULOS"
## [355] "LOSCAMBULOS" "DEPARTAMENTAL"
## [357] "CIUDADJARDIN" "CIUDADJARDIN"
## [359] "CIUDADJARDIN" "CIUDADJARDIN"
## [361] "CIUDADJARDIN" "CIUDADJARDIN"
## [363] "CIUDADJARDIN" "CIUDADJARDIN"
## [365] "CIUDADJARDIN" "CIUDADJARDIN"
## [367] "CIUDADJARDIN" "CIUDADJARDIN"
## [369] "CIUDADJARDIN" "ELCEDRO"
## [371] "ELCEDRO" "CAMINOREAL"
## [373] "CALICANTO" "VALLEDELLILI"
## [375] "TEMPLETE" "SANTAANITA"
## [377] "SANTAANITA" "QUINTASDEDON"
## [379] "QUINTASDEDON" "MULTICENTRO"
## [381] "MULTICENTRO" "MULTICENTRO"
## [383] "CIUDADJARDIN" "CIUDADJARDIN"
## [385] "CAPRI" "ELREFUGIO"
## [387] "PRIMERODEMAYO" "PARCELACIONESPANCE"
## [389] "PANCE" "PANCE"
## [391] "PANCE" "PANCE"
## [393] "PANCE" "PANCE"
## [395] "PANCE" "PANCE"
## [397] "PANCE" "PANAMERICANO"
## [399] "LOSLIBERTADORES" "JUNIN"
## [401] "ELINGENIO" "LAHACIENDA"
## [403] "LAHACIENDA" "CIUDADJARDIN"
## [405] "CHAMPAGNAT" "ALAMEDA"
## [407] "VALLEDELLILI" "SANTAANITA"
## [409] "SANTAANITA" "QUINTASDEDON"
## [411] "QUINTASDEDON" "PANCE"
## [413] "NUEVATEQUENDAMA" "ELINGENIOI"
## [415] "ELINGENIOI" "ELINGENIOI"
## [417] "ELINGENIO" "ELINGENIOI"
## [419] "ELINGENIOI" "ELINGENIOI"
## [421] "LAHACIENDA" "LAHACIENDA"
## [423] "CIUDADELAPASOANCHO" "CIUDADJARDIN"
## [425] "CIUDADJARDIN" "CIUDADJARDIN"
## [427] "CIUDADJARDIN" "CIUDADJARDIN"
## [429] "BOCHALEMA" "QUINTASDEDON"
## [431] "PANCE" "PANCE"
## [433] "NUEVAFLORESTA" "INGENIOI"
## [435] "GUADALUPE" "CIUDADELAPASOANCHO"
## [437] "CIUDADJARDIN" "CIUDADJARDIN"
## [439] "CIUDADJARDIN" "CIUDADJARDIN"
## [441] "CANEY" "SANBOSCO"
## [443] "PANCE" "PANCE"
## [445] "PANCE" "ELINGENIOI"
## [447] "ELINGENIOI" "COLSEGUROS"
## [449] "CIUDADJARDIN" "CIUDADJARDIN"
## [451] "CIUDADJARDIN" "CIUDADJARDIN"
## [453] "BOCHALEMA" "ALAMEDA"
## [455] "TEJARESDESAN" "PRIMERODEMAYO"
## [457] "PRIMERODEMAYO" "PRIMERODEMAYO"
## [459] "PANCE" "PANCE"
## [461] "PANCE" "PANAMERICANO"
## [463] "LASQUINTASDE" "ELINGENIOI"
## [465] "ELINGENIOI" "ELINGENIOI"
## [467] "DEPARTAMENTAL" "CIUDADJARDIN"
## [469] "CIUDADJARDIN" "CIUDADJARDIN"
## [471] "CHAMPAGNAT" "ELCEDRO"
## [473] "CANEY" "ALAMEDA"
## [475] "ALAMEDA" "ELINGENIOII"
## [477] "ELINGENIO" "ELINGENIOI"
## [479] "LAHACIENDA" "DEPARTAMENTAL"
## [481] "DEPARTAMENTAL" "DEPARTAMENTAL"
## [483] "CIUDADJARDIN" "CIUDADJARDIN"
## [485] "PRIMERODEMAYO" "PANCE"
## [487] "PANCE" "PANCE"
## [489] "PANCE" "PANCE"
## [491] "PANCE" "ELLIMONAR"
## [493] "ELLIMONAR" "LAHACIENDA"
## [495] "LAHACIENDA" "LAHACIENDA"
## [497] "LAHACIENDA" "LAHACIENDA"
## [499] "DEPARTAMENTAL" "CIUDADJARDIN"
## [501] "CIUDADJARDIN" "CANEY"
## [503] "BELLASUIZAALTA" "UNICENTROCALI"
## [505] "QUINTASDEDON" "PRIMERODEMAYO"
## [507] "ELINGENIO" "ELINGENIOI"
## [509] "ELINGENIOIII" "LAHACIENDA"
## [511] "CIUDADJARDIN" "CIUDADJARDIN"
## [513] "CIUDADJARDIN" "CIUDADJARDIN"
## [515] "CIUDADJARDIN" "CIUDADJARDIN"
## [517] "PASOANCHO" "PANCE"
## [519] "PANCE" "PANCE"
## [521] "PANCE" "PANCE"
## [523] "ELINGENIOII" "ELINGENIO"
## [525] "ELINGENIOII" "ELINGENIOII"
## [527] "ELINGENIOIII" "LAHACIENDA"
## [529] "LAHACIENDA" "COLSEGUROS"
## [531] "CIUDADJARDIN" "CIUDADJARDIN"
## [533] "BRETAÑA" "PRIMERODEMAYO"
## [535] "PASOANCHO" "LOSCAMBULOS"
## [537] "ELINGENIO" "ELINGENIOII"
## [539] "ELINGENIOIII" "CIUDADJARDIN"
## [541] "CIUDADJARDIN" "CIUDADJARDIN"
## [543] "CIUDADJARDIN" "CIUDADJARDIN"
## [545] "CIUDADJARDIN" "CAÑASGORDAS"
## [547] "BOSQUESDELLIMONAR" "BOSQUESDELLIMONAR"
## [549] "ELINGENIO" "ELINGENIO"
## [551] "VALLEDELLILI" "TEQUENDAMA"
## [553] "SANTODOMINGO" "SANFERNANDO"
## [555] "PARCELACIONESPANCE" "PANCE"
## [557] "PANCE" "PANCE"
## [559] "PANCE" "PANCE"
## [561] "PANCE" "PANCE"
## [563] "ELLIMONAR" "ELJARDIN"
## [565] "ELINGENIOII" "ELINGENIOI"
## [567] "CIUDADJARDIN" "CIUDADJARDIN"
## [569] "CIUDADJARDIN" "CIUDADJARDIN"
## [571] "CIUDADJARDIN" "CIUDAD2000"
## [573] "LABUITRERA" "BRETAÑA"
## [575] "BRETAÑA" "VALLEDELLILI"
## [577] "VALLEDELLILI" "VALLEDELLILI"
## [579] "VALLEDELLILI" "VALLEDELLILI"
## [581] "SANFERNANDO" "SANFERNANDO"
## [583] "SANFERNANDONUEVO" "QUINTASDEDON"
## [585] "PANCE" "PANCE"
## [587] "ELLIMONAR" "LAHACIENDA"
## [589] "CIUDADJARDIN" "CIUDADBOCHALEMA"
## [591] "CANEY" "CAÑASGORDAS"
## [593] "BOCHALEMA" "URBANIZACIONCOLSEGUROS"
## [595] "SANTODOMINGO" "PRADOSDELLIMONAR"
## [597] "PANCE" "ELINGENIOII"
## [599] "ELINGENIOI" "ELINGENIOII"
## [601] "LAHACIENDA" "COLSEGUROS"
## [603] "CIUDADJARDIN" "CANEY"
## [605] "VALLEDELLILI" "PANCE"
## [607] "PANCE" "PANCE"
## [609] "PANCE" "ELINGENIOII"
## [611] "ELINGENIOII" "LAHACIENDA"
## [613] "LAHACIENDA" "LAHACIENDA"
## [615] "LAHACIENDA" "COLSEGUROS"
## [617] "CIUDADJARDIN" "CATAYAREAL"
## [619] "CAÑASGORDAS" "BOCHALEMA"
## [621] "VILLADELSUR" "URBANIZACIONSANJOAQUIN"
## [623] "SANTODOMINGO" "PRADOSDELLIMONAR"
## [625] "PRADOSDELLIMONAR" "PRADOSDELLIMONAR"
## [627] "LAPORTADAAL" "POBLADOCAMPESTRE"
## [629] "PANCE" "PANCE"
## [631] "PANCE" "NUEVAFLORESTA"
## [633] "ELLIMONAR" "JAMUNDI"
## [635] "JAMUNDI" "JAMUNDI"
## [637] "JAMUNDI" "JAMUNDIALFAGUARA"
## [639] "ELINGENIO" "ELINGENIO"
## [641] "ELINGENIOII" "ELINGENIOII"
## [643] "ELGUABAL" "ELGUABAL"
## [645] "COLSEGUROSANDES" "CIUDADJARDIN"
## [647] "CIUDADJARDIN" "CIUDADJARDIN"
## [649] "CIUDAD2000" "CIUDAD2000"
## [651] "CIUDAD2000" "CAMINOREAL"
## [653] "VERSALLES" "VALLEDELLILI"
## [655] "VALLEDELLILI" "VALLEDELLILI"
## [657] "VALLEDELLILI" "VALLEDELLILI"
## [659] "URBANIZACIONCOLSEGUROS" "ELREFUGIO"
## [661] "PRIMERODEMAYO" "PANCE"
## [663] "PANCE" "PANCE"
## [665] "PANCE" "PANCE"
## [667] "PANCE" "PANCE"
## [669] "PANCE" "PANCE"
## [671] "PANCE" "PANCE"
## [673] "PANCE" "PANCE"
## [675] "PANCE" "OASISDEPASOANCHO"
## [677] "MELéNDEZ" "MELéNDEZ"
## [679] "MELéNDEZ" "ELLIMONAR"
## [681] "ELLIMONAR" "ELLIMONAR"
## [683] "ELLIDO" "LASVEGASDE"
## [685] "ELINGENIO" "ELINGENIO"
## [687] "ELINGENIO" "ELINGENIOII"
## [689] "ELDORADO" "ELDORADO"
## [691] "DEPARTAMENTAL" "CIUDADELAMELENDEZ"
## [693] "CIUDADPACIFICA" "CIUDADPACIFICA"
## [695] "CIUDADJARDIN" "CIUDADJARDIN"
## [697] "CIUDADJARDIN" "CIUDADJARDIN"
## [699] "CIUDADJARDIN" "CIUDADJARDIN"
## [701] "CIUDAD2000" "CAPRI"
## [703] "BOCHALEMA" "BOCHALEMA"
## [705] "BOCHALEMA" "BOCHALEMA"
## [707] "VALLEDELLILI" "URBANIZACIONSANJOAQUIN"
## [709] "URBANIZACIONSANJOAQUIN" "PRADOSDELLIMONAR"
## [711] "PRADOSDELLIMONAR" "PRADOSDELLIMONAR"
## [713] "PARCELACIONESPANCE" "ELINGENIO"
## [715] "ELINGENIO" "ELINGENIO"
## [717] "ELINGENIOIII" "ELINGENIOIII"
## [719] "LAHACIENDA" "LAHACIENDA"
## [721] "HACIENDAALFEREZREAL" "CIUDADJARDIN"
## [723] "CIUDADJARDIN" "CIUDADJARDIN"
## [725] "CIUDADJARDIN" "CIUDADJARDIN"
## [727] "CIUDADJARDIN" "CIUDADJARDIN"
## [729] "CIUDADANTEJARDIN" "VALLEDELLILI"
## [731] "SANBOSCO" "PANCE"
## [733] "LASCAMELIAS" "ELINGENIOII"
## [735] "ELINGENIOII" "ELINGENIOI"
## [737] "ELINGENIOIII" "ELINGENIOIII"
## [739] "COLSEGUROSANDES" "CIUDADJARDIN"
## [741] "CIUDADJARDIN" "CIUDADJARDIN"
## [743] "CIUDADJARDIN" "BOCHALEMA"
## [745] "BOCHALEMA" "BOCHALEMA"
## [747] "VALLEDELLILI" "VALLEDELLILI"
## [749] "SANJOAQUIN" "PRADOSDELLIMONAR"
## [751] "PRADOSDELLIMONAR" "PANCE"
## [753] "PANCE" "PANCE"
## [755] "JUNIN" "ELINGENIO"
## [757] "ELINGENIOIII" "ELINGENIOIII"
## [759] "ELINGENIOIII" "ELINGENIOIII"
## [761] "ELGUABAL" "CIUDADJARDIN"
## [763] "VALLEDELLILI" "VALLEDELLILI"
## [765] "PANCE" "ELLIMONAR"
## [767] "LASGRANJAS" "ELINGENIO"
## [769] "ELINGENIOII" "ELINGENIO"
## [771] "ELINGENIOIII" "ELINGENIOIII"
## [773] "ELINGENIOIII" "LAHACIENDA"
## [775] "LAHACIENDA" "LAHACIENDA"
## [777] "ELGUABAL" "CIUDADJARDIN"
## [779] "CIUDADJARDIN" "CIUDADJARDIN"
## [781] "CIUDADJARDIN" "CIUDADJARDIN"
## [783] "CIUDADJARDIN" "CIUDADJARDIN"
## [785] "CIUDADJARDIN" "CANEY"
## [787] "URBANIZACIONSANJOAQUIN" "SANTAELENA"
## [789] "SANJOAQUIN" "SANJOAQUIN"
## [791] "SANFERNANDO" "PANCE"
## [793] "PANCE" "PANCE"
## [795] "PANCE" "PALMASDELINGENIO"
## [797] "JUNIN" "ELINGENIO"
## [799] "LAINDEPENDENCIA" "ELGUABAL"
## [801] "CRISTOBALCOLON" "CIUDADJARDIN"
## [803] "CIUDADJARDIN" "CIUDADJARDIN"
## [805] "CIUDAD2000" "VALLEDELLILI"
## [807] "VALLEDELLILI" "VALLEDELLILI"
## [809] "VALLEDELLILI" "SEMINARIO"
## [811] "SAMANES" "SAMANESDEGUADALUPE"
## [813] "ELREFUGIO" "QUINTASDEDON"
## [815] "MULTICENTRO" "ELLIMONAR"
## [817] "INGENIO" "ELINGENIOIII"
## [819] "ELINGENIOIII" "ELINGENIOIII"
## [821] "LAHACIENDA" "LAHACIENDA"
## [823] "CIUDADJARDIN" "CIUDADJARDIN"
## [825] "CANEY" "CANEY"
## [827] "CANEY" "CANEY"
## [829] "CAÑAVERALES" "CAÑAVERALES"
## [831] "CAÑAVERALES" "BOCHALEMA"
## [833] "SANTAELENA" "PANCE"
## [835] "LIBERTADORES" "CIUDADJARDIN"
## [837] "ALBORADA" "VALLEDELLILI"
## [839] "PANCE" "PANCE"
## [841] "ELINGENIOI" "LAHACIENDA"
## [843] "LAHACIENDA" "LAHACIENDA"
## [845] "LAHACIENDA" "LAHACIENDA"
## [847] "LAHACIENDA" "LAHACIENDA"
## [849] "CIUDADJARDIN" "CIUDADJARDIN"
## [851] "CAÑAVERALES" "CAÑAVERALES"
## [853] "CAÑAVERALES" "CAÑAVERALES"
## [855] "SANJUDAS" "PANCE"
## [857] "CRISTOBALCOLON" "VALLEDELLILI"
## [859] "VALLEDELLILI" "VALLEDELLILI"
## [861] "VALLEDELLILI" "VALLEDELLILI"
## [863] "VALLEDELLILI" "VALLEDELLILI"
## [865] "VALLEDELLILI" "VALLEDELLILI"
## [867] "VALLEDELLILI" "VALLEDELLILI"
## [869] "VALLEDELLILI" "VALLEDELLILI"
## [871] "VALLEDELLILI" "VALLEDELLILI"
## [873] "VALLEDELLILI" "VALLEDELLILI"
## [875] "VALLEDELLILI" "VALLEDELLILI"
## [877] "VALLEDELLILI" "VALLEDELLILI"
## [879] "VALLEDELLILI" "VALLEDELLILI"
## [881] "VALLEDELLILI" "VALLEDELLILI"
## [883] "VALLEDELLILI" "CANEY"
## [885] "CANEY" "CANEY"
## [887] "CANEY" "CANEY"
## [889] "CANEY" "CANEY"
## [891] "CAÑAVERALES" "CAÑAVERALESLOSSAMANES"
## [893] "VALLEDELLILI" "VALLEDELLILI"
## [895] "VALLEDELLILI" "VALLEDELLILI"
## [897] "VALLEDELLILI" "VALLEDELLILI"
## [899] "CIUDADELACOMFANDI" "CIUDADJARDIN"
## [901] "CIUDADJARDIN" "CIUDADJARDIN"
## [903] "CANEY" "CANEY"
## [905] "VALLEDELLILI" "VALLEDELLILI"
## [907] "VALLEDELLILI" "VALLEDELLILI"
## [909] "VALLEDELLILI" "VALLEDELLILI"
## [911] "VALLEDELLILI" "VALLEDELLILI"
## [913] "VALLEDELLILI" "VALLEDELLILI"
## [915] "VALLEDELLILI" "VALLEDELLILI"
## [917] "VALLEDELLILI" "VALLEDELLILI"
## [919] "VALLEDELLILI" "VALLEDELLILI"
## [921] "VALLEDELLILI" "VALLEDELLILI"
## [923] "VALLEDELLILI" "VALLEDELLILI"
## [925] "VALLEDELLILI" "VALLEDELLILI"
## [927] "VALLEDELLILI" "VALLEDELLILI"
## [929] "LAFLORA" "CIUDADJARDIN"
## [931] "CANEY" "CANEY"
## [933] "CANEY" "CALICANTO"
## [935] "VALLEDELLILI" "VALLEDELLILI"
## [937] "VALLEDELLILI" "VALLEDELLILI"
## [939] "VALLEDELLILI" "VALLEDELLILI"
## [941] "VALLEDELLILI" "VALLEDELLILI"
## [943] "VALLEDELLILI" "SANTAELENA"
## [945] "SANTAELENA" "SANTAELENA"
## [947] "PANCE" "PANCE"
## [949] "CIUDADJARDIN" "CANEY"
## [951] "CANEY" "CANEYESPECIAL"
## [953] "CANEYESPECIAL" "ARANJUEZ"
## [955] "VALLEDELLILI" "VALLEDELLILI"
## [957] "VALLEDELLILI" "VALLEDELLILI"
## [959] "VALLEDELLILI" "VALLEDELLILI"
## [961] "VALLEDELLILI" "VALLEDELLILI"
## [963] "VALLEDELLILI" "VALLEDELLILI"
## [965] "ELINGENIO" "CIUDADBOCHALEMA"
## [967] "CIUDADBOCHALEMA" "CANEY"
## [969] "CAMBULOS" "CIUDAD2000"
## [971] "VALLEDELLILI" "VALLEDELLILI"
## [973] "VALLEDELLILI" "VALLEDELLILI"
## [975] "CIUDADJARDIN" "CANEY"
## [977] "CANEY" "CANEYESPECIAL"
## [979] "VALLEDELLILI" "VALLEDELLILI"
## [981] "VALLEDELLILI" "VALLEDELLILI"
## [983] "VALLEDELLILI" "VALLEDELLILI"
## [985] "VALLEDELLILI" "VALLEDELLILI"
## [987] "VALLEDELLILI" "VALLEDELLILI"
## [989] "VALLEDELLILI" "VALLEDELLILI"
## [991] "VALLEDELLILI" "VALLEDELLILI"
## [993] "VALLEDELLILI" "CANEY"
## [995] "LAALBORADA" "LAALBORADA"
## [997] "VALLEDELLILI" "ELINGENIOIII"
## [999] "CIUDAD2000" "CANEY"
## [1001] "CANEY" "CANEY"
## [1003] "CANEY" "CANEY"
## [1005] "CANEY" "CALICANTO"
## [1007] "VALLEDELLILI" "VALLEDELLILI"
## [1009] "VALLEDELLILI" "VALLEDELLILI"
## [1011] "VALLEDELLILI" "VALLEDELLILI"
## [1013] "VALLEDELLILI" "VALLEDELLILI"
## [1015] "VALLEDELLILI" "ELLIDO"
## [1017] "CIUDAD2000" "CANEY"
## [1019] "CANEY" "CANEY"
## [1021] "CANEY" "CANEY"
## [1023] "CANEY" "CANEY"
## [1025] "VALLEDELLILI" "VALLEDELLILI"
## [1027] "VALLEDELLILI" "VALLEDELLILI"
## [1029] "VALLEDELLILI" "VALLEDELLILI"
## [1031] "VALLEDELLILI" "CIUDAD2000"
## [1033] "VIPASA" "VALLEDELLILI"
## [1035] "VALLEDELLILI" "VALLEDELLILI"
## [1037] "CIUDADELACOMFANDI" "CIUDADJARDIN"
## [1039] "CIUDAD2000" "CANEY"
## [1041] "CANEY" "CANEY"
## [1043] "CANEY" "CANEY"
## [1045] "VALLEDELLILI" "VALLEDELLILI"
## [1047] "VALLEDELLILI" "VALLEDELLILI"
## [1049] "VALLEDELLILI" "VALLEDELLILI"
## [1051] "VALLEDELLILI" "CIUDAD2000"
## [1053] "CANEY" "CANEY"
## [1055] "CANEY" "CANEY"
## [1057] "CANEY" "CANEY"
## [1059] "CANEY" "CANEY"
## [1061] "VALLEDELLILI" "VALLEDELLILI"
## [1063] "CIUDAD2000" "CIUDAD2000"
## [1065] "CIUDAD2000" "CIUDAD2000"
## [1067] "CIUDAD2000" "CIUDAD2000"
## [1069] "CANEYESPECIAL" "CALICANTO"
## [1071] "CALICANTOVIII" "VALLEDELLILI"
## [1073] "VALLEDELLILI" "VALLEDELLILI"
## [1075] "VALLEDELLILI" "VALLEDELLILI"
## [1077] "VALLEDELLILI" "VALLEDELLILI"
## [1079] "VALLEDELLILI" "VALLEDELLILI"
## [1081] "VALLEDELLILI" "VALLEDELLILI"
## [1083] "VALLEDELLILI" "VALLEDELLILI"
## [1085] "VALLEDELLILI" "VALLEDELLILI"
## [1087] "VALLEDELLILI" "VALLEDELLILI"
## [1089] "VALLEDELLILI" "VALLEDELLILI"
## [1091] "VALLEDELLILI" "VALLEDELLILI"
## [1093] "VALLEDELLILI" "VALLEDELLILI"
## [1095] "VALLEDELLILI" "VALLEDELLILI"
## [1097] "VALLEDELLILI" "VALLEDELLILI"
## [1099] "VALLEDELLILI" "VALLEDELLILI"
## [1101] "VALLEDELLILI" "VALLEDELLILI"
## [1103] "VALLEDELLILI" "VALLEDELLILI"
## [1105] "VALLEDELLILI" "VALLEDELLILI"
## [1107] "VALLEDELLILI" "VALLEDELLILI"
## [1109] "VALLEDELLILI" "VALLEDELLILI"
## [1111] "CANEY" "CANEY"
## [1113] "CANEY" "CANEY"
## [1115] "CANEY" "CANEY"
## [1117] "CANEY" "CANEY"
## [1119] "CANEY" "VALLEDELLILI"
## [1121] "CIUDADJARDIN" "CIUDAD2000"
## [1123] "CIUDAD2000" "CIUDAD2000"
## [1125] "CIUDAD2000" "CANEY"
## [1127] "CANEY" "CANEY"
## [1129] "VALLEDELILI" "VALLEDELLILI"
## [1131] "VALLEDELLILI" "VALLEDELLILI"
## [1133] "VALLEDELLILI" "VALLEDELLILI"
## [1135] "VALLEDELLILI" "VALLEDELLILI"
## [1137] "VALLEDELLILI" "VALLEDELLILI"
## [1139] "VALLEDELLILI" "VALLEDELLILI"
## [1141] "VALLEDELLILI" "VALLEDELLILI"
## [1143] "VALLEDELLILI" "VALLEDELLILI"
## [1145] "VALLEDELLILI" "VALLEDELLILI"
## [1147] "VALLEDELLILI" "VALLEDELLILI"
## [1149] "VALLEDELLILI" "VALLEDELLILI"
## [1151] "VALLEDELLILI" "VALLEDELLILI"
## [1153] "VALLEDELLILI" "VALLEDELLILI"
## [1155] "VALLEDELLILI" "VALLEDELLILI"
## [1157] "VALLEDELLILI" "VALLEDELLILI"
## [1159] "VALLEDELLILI" "VALLEDELLILI"
## [1161] "VALLEDELLILI" "VALLEDELLILI"
## [1163] "CANEY" "CANEY"
## [1165] "CANEY" "CANEY"
## [1167] "CANEY" "CANEY"
## [1169] "CANEY" "CANEYESPECIAL"
## [1171] "TEMPLETE" "SANTAMONICAPOPULAR"
## [1173] "CIUDADREAL" "CIUDADREAL"
## [1175] "CIUDAD2000" "LABUITRERA"
## [1177] "VALLEDELLILI" "VALLEDELLILI"
## [1179] "VALLEDELLILI" "VALLEDELLILI"
## [1181] "VALLEDELLILI" "VALLEDELLILI"
## [1183] "CANEY" "ELLIDO"
## [1185] "CIUDADJARDIN" "CANEY"
## [1187] "SANFERNANDO" "CIUDADBOCHALEMA"
## [1189] "BOCHALEMA" "ALAMEDA"
## [1191] "VALLEDELLILI" "CIUDAD2000"
## [1193] "CIUDAD2000" "BOCHALEMA"
## [1195] "VALLEDELLILI" "CIUDADMODELO"
## [1197] "ALFEREZREAL" "VALLEDELLILI"
## [1199] "BOCHALEMA" "LAINDEPENDENCIA"
## [1201] "VALLEDELLILI" "TEMPLETE"
## [1203] "SANTAANITA" "GUADALUPE"
## [1205] "BOCHALEMA" "SANTAISABEL"
## [1207] "BELALCAZAR" "DEPARTAMENTAL"
## [1209] "RIVERASDELVALLE" "ELGUABAL"
## [1211] "VALLEDELLILI" "BOCHALEMA"
## [1213] "BOCHALEMA" "LAHACIENDA"
## [1215] "CIUDADJARDIN" "VALLEDELLILI"
## [1217] "VALLEDELLILI" "VALLEDELLILI"
## [1219] "MELéNDEZ" "MAYAPANLASVEGAS"
## [1221] "MAYAPANLASVEGAS" "COLSEGUROS"
## [1223] "ELGUABAL" "CIUDADCORDOBA"
## [1225] "VIPASA" "VILLADELSUR"
## [1227] "VALLEDELLILI" "VALLEDELLILI"
## [1229] "VALLEDELLILI" "VALLEDELLILI"
## [1231] "VALLEDELLILI" "VALLEDELLILI"
## [1233] "VALLEDELLILI" "VALLEDELLILI"
## [1235] "VALLEDELLILI" "SEMINARIO"
## [1237] "CIUDADELACOMFANDI" "BOCHALEMA"
## [1239] "SEMINARIO" "PANCE"
## [1241] "PANCE" "GUAYAQUIL"
## [1243] "DEPARTAMENTAL" "LASELVA"
## [1245] "MULTICENTRO" "COLINASDELSUR"
## [1247] "BOCHALEMA" "BOCHALEMA"
## [1249] "ELINGENIOIII" "CIUDAD2000"
## [1251] "CIUDAD2000" "VALLEDELLILI"
## [1253] "VALLEDELLILI" "VALLEDELLILI"
## [1255] "ELLIMONAR" "FUENTESDELA"
## [1257] "CIUDADUNIVERSITARIA" "CIUDADPACIFICA"
## [1259] "BOCHALEMA" "BOCHALEMA"
## [1261] "BOCHALEMA" "BOCHALEMA"
## [1263] "BOCHALEMA" "AGUABLANCA"
## [1265] "VALLEDELLILI" "VALLEDELLILI"
## [1267] "VALLEDELLILI" "ELINGENIO"
## [1269] "VALLEDELLILI" "SANTAANITA"
## [1271] "CAMINOREAL" "LIBERTADORES"
## [1273] "CIUDADJARDIN" "VALLEDELLILI"
## [1275] "URBANIZACIONELSAMAN" "COLSEGUROSANDES"
## [1277] "VALLEDELLILI" "VALLEDELLILI"
## [1279] "VALLEDELLILI" "VALLEDELLILI"
## [1281] "VALLEDELLILI" "VALLEDELLILI"
## [1283] "VALLEDELLILI" "VALLEDELLILI"
## [1285] "BLOQUESDELLIMONAR" "PANCE"
## [1287] "SANFERNANDOVIEJO" "CIUDADCOUNTRY"
## [1289] "PANCE" "CIUDADJARDIN"
## [1291] "COLSEGUROSANDES" "CIUDADJARDIN"
## [1293] "ELCEDRO" "VALLEDELLILI"
## [1295] "VALLEDELLILI" "VALLEDELLILI"
## [1297] "VALLEDELLILI" "VALLEDELLILI"
## [1299] "VALLEDELLILI" "VALLEDELLILI"
## [1301] "VALLEDELLILI" "VALLEDELLILI"
## [1303] "VALLEDELLILI" "VALLEDELLILI"
## [1305] "MULTICENTRO" "CIUDADJARDIN"
## [1307] "PANCE" "PANCE"
## [1309] "PANCE" "CIUDADJARDIN"
## [1311] "VALLEDELLILI" "VALLEDELLILI"
## [1313] "PANCE" "VALLEDELLILI"
## [1315] "CIUDADJARDIN" "VALLEDELLILI"
## [1317] "PANCE" "CIUDADBOCHALEMA"
## [1319] "CIUDADJARDIN" "CIUDADJARDIN"
## [1321] "VALLEDELLILI" "PANCE"
## [1323] "PARCELACIONESPANCE" "PANCE"
## [1325] "CIUDADJARDIN" "ELINGENIO"
## [1327] "PARCELACIONESPANCE" "PANCE"
## [1329] "CIUDADBOCHALEMA" "VALLEDELLILI"
## [1331] "VALLEDELLILI" "BOCHALEMA"
## [1333] "PANCE" "PANCE"
## [1335] "MELENDEZ" "CIUDADBOCHALEMA"
## [1337] "CIUDADBOCHALEMA" "CIUDADBOCHALEMA"
## [1339] "CIUDADBOCHALEMA" "CIUDADBOCHALEMA"
## [1341] "VALLEDELLILI" "CIUDADJARDIN"
## [1343] "ZONASUR" "CIUDADJARDIN"
## [1345] "CIUDADJARDIN" "PANCE"
## [1347] "PANCE" "CIUDADJARDIN"
## [1349] "MELENDEZ" "CIUDADBOCHALEMA"
## [1351] "ZONASUR" "VALLEDELLILI"
## [1353] "VALLEDELLILI" "NAPOLES"
## [1355] "CAPRI" "VALLEDELLILI"
## [1357] "VALLEDELLILI" "CAPRI"
## [1359] "ELINGENIO" "CIUDAD2000"
## [1361] "ELLIMONAR" "ELREFUGIO"
## [1363] "ELREFUGIO" "ELREFUGIO"
## [1365] "ELREFUGIO" "ELINGENIO"
## [1367] "PRIMERODEMAYO" "ELLIMONAR"
## [1369] "ELREFUGIO" "PANCE"
## [1371] "LAHACIENDA" "ZONASUR"
## [1373] "SANTAANITA" "ELREFUGIO"
## [1375] "COLSEGUROS" "VALLEDELLILI"
## [1377] "SANFERNANDO" "NUEVATEQUENDAMA"
## [1379] "PAMPALINDA" "SANFERNANDOVIEJO"
## [1381] "VALLEDELLILI" "VALLEDELLILI"
## [1383] "VALLEDELLILI" "NUEVAFLORESTA"
## [1385] "VALLEDELLILI" "VALLEDELLILI"
## [1387] "VALLEDELLILI" "VALLEDELLILI"
## [1389] "BOCHALEMA" "VALLEDELLILI"
## [1391] "VALLEDELLILI" "CAÑAVERALES"
## [1393] "CAÑAVERALES" "VALLEDELLILI"
## [1395] "VALLEDELLILI" "ELLIMONAR"
## [1397] "SEMINARIO" "CIUDADCAPRI"
## [1399] "LOSCAMBULOS" "GUADALUPE"
## [1401] "CAÑAVERALEJO" "ELCANEY"
## [1403] "VALLEDELLILI" "VALLEDELLILI"
## [1405] "BELISARIOCAICEDO" "CIUDAD2000"
## [1407] "COLSEGUROS" "VALLEDELLILI"
## [1409] "CUARTODELEGUA" "CIUDAD2000"
## [1411] "CIUDADBOCHALEMA" "ELLIMONAR"
## [1413] "VALLEDELLILI" "PANCE"
## [1415] "VALLEDELLILI" "NUEVATEQUENDAMA"
## [1417] "ELLIDO" "MELENDEZ"
## [1419] "LASGRANJAS" "VALLEDELLILI"
## [1421] "PANCE" "ELLIMONAR"
## [1423] "SANFERNANDO" "CIUDADJARDIN"
## [1425] "SANFERNANDO" "ELCANEY"
## [1427] "VALLEDELLILI" "VALLEDELLILI"
## [1429] "VALLEDELLILI" "VALLEDELLILI"
## [1431] "VALLEDELLILI" "VALLEDELLILI"
## [1433] "VALLEDELLILI" "VALLEDELLILI"
## [1435] "VALLEDELLILI" "VALLEDELLILI"
## [1437] "VALLEDELLILI" "VALLEDELLILI"
## [1439] "VALLEDELLILI" "VALLEDELLILI"
## [1441] "VALLEDELLILI" "VALLEDELLILI"
## [1443] "ELCANEY" "VALLEDELLILI"
## [1445] "VALLEDELLILI" "VALLEDELLILI"
## [1447] "ELCANEY" "ELCANEY"
## [1449] "ELCANEY" "VALLEDELLILI"
## [1451] "VALLEDELLILI" "VALLEDELLILI"
## [1453] "ELCANEY" "ELCANEY"
## [1455] "VALLEDELLILI" "VALLEDELLILI"
## [1457] "VALLEDELLILI" "PANCE"
## [1459] "ELCANEY" "CIUDAD2000"
## [1461] "CIUDAD2000" "CIUDAD2000"
## [1463] "CIUDADBOCHALEMA" "ELCANEY"
## [1465] "VALLEDELLILI" "VALLEDELLILI"
## [1467] "VALLEDELLILI" "VALLEDELLILI"
## [1469] "VALLEDELLILI" "VALLEDELLILI"
## [1471] "ELCANEY" "VALLEDELLILI"
## [1473] "VALLEDELLILI" "VALLEDELLILI"
## [1475] "VALLEDELLILI" "VALLEDELLILI"
## [1477] "VALLEDELLILI" "VALLEDELLILI"
## [1479] "VALLEDELLILI" "VALLEDELLILI"
## [1481] "ELCANEY" "VALLEDELLILI"
## [1483] "VALLEDELLILI" "VALLEDELLILI"
## [1485] "VALLEDELLILI" "VALLEDELLILI"
## [1487] "CIUDAD2000" "ELCANEY"
## [1489] "VALLEDELLILI" "VALLEDELLILI"
## [1491] "VALLEDELLILI" "ELCANEY"
## [1493] "ELCANEY" "VALLEDELLILI"
## [1495] "ELCANEY" "VALLEDELLILI"
## [1497] "VALLEDELLILI" "VALLEDELLILI"
## [1499] "ZONASUR" "VALLEDELLILI"
## [1501] "VALLEDELLILI" "VALLEDELLILI"
## [1503] "ELCANEY" "ELCANEY"
## [1505] "ELCANEY" "CANEY"
## [1507] "VALLEDELLILI" "LASACACIAS"
## [1509] "ELCANEY" "ELCANEY"
## [1511] "VALLEDELLILI" "VALLEDELLILI"
## [1513] "VALLEDELLILI" "ZONASUR"
## [1515] "ELCANEY" "ELCANEY"
## [1517] "VALLEDELLILI" "CIUDAD2000"
## [1519] "VALLEDELLILI" "CIUDADJARDIN"
## [1521] "ELCANEY" "VALLEDELLILI"
## [1523] "ELCANEY" "VALLEDELLILI"
## [1525] "VALLEDELLILI" "ELCANEY"
## [1527] "VALLEDELLILI" "VALLEDELLILI"
## [1529] "VALLEDELLILI" "ELCANEY"
## [1531] "ZONASUR" "VALLEDELLILI"
## [1533] "VALLEDELLILI" "VALLEDELLILI"
## [1535] "VALLEDELLILI" "VALLEDELLILI"
## [1537] "VALLEDELLILI" "ELCANEY"
## [1539] "CIUDAD2000" "CIUDADBOCHALEMA"
## [1541] "CIUDADBOCHALEMA" "VALLEDELLILI"
## [1543] "VALLEDELLILI" "VALLEDELLILI"
## [1545] "CIUDAD2000" "ELCANEY"
## [1547] "ELCANEY" "ELCANEY"
## [1549] "ELCANEY" "ELCANEY"
## [1551] "ELCANEY" "ELCANEY"
## [1553] "ELCANEY" "ELCANEY"
## [1555] "ELCANEY" "ELCANEY"
## [1557] "ELCANEY" "VALLEDELLILI"
## [1559] "VALLEDELLILI" "VALLEDELLILI"
## [1561] "VALLEDELLILI" "VALLEDELLILI"
## [1563] "VALLEDELLILI" "ELCANEY"
## [1565] "ELCANEY" "ELCANEY"
## [1567] "ELCANEY" "ELCANEY"
## [1569] "ELCANEY" "ELCANEY"
## [1571] "ELCANEY" "ELCANEY"
## [1573] "ELCANEY" "ELCANEY"
## [1575] "ELCANEY" "VALLEDELLILI"
## [1577] "CIUDAD2000" "ELCANEY"
## [1579] "VALLEDELLILI" "URBANIZACIONRIOLILI"
## [1581] "ELCANEY" "ELCANEY"
## [1583] "ELCANEY" "ELCANEY"
## [1585] "CANEY" "VALLEDELLILI"
## [1587] "VALLEDELLILI" "VALLEDELLILI"
## [1589] "VALLEDELLILI" "ELCANEY"
## [1591] "VALLEDELLILI" "VALLEDELLILI"
## [1593] "VALLEDELLILI" "VALLEDELLILI"
## [1595] "VALLEDELLILI" "VALLEDELLILI"
## [1597] "VALLEDELLILI" "VALLEDELLILI"
## [1599] "ELCANEY" "VALLEDELLILI"
## [1601] "VALLEDELLILI" "ELCANEY"
## [1603] "ELCANEY" "VALLEDELLILI"
## [1605] "ZONASUR" "CIUDADELACOMFANDI"
## [1607] "VALLEDELLILI" "ELCANEY"
## [1609] "ELCANEY" "VALLEDELLILI"
## [1611] "ELCANEY" "ELCANEY"
## [1613] "ELCANEY" "ELCANEY"
## [1615] "ELCANEY" "VALLEDELLILI"
## [1617] "ELCANEY" "ELCANEY"
## [1619] "ELCANEY" "ELCANEY"
## [1621] "ELCANEY" "ELCANEY"
## [1623] "VALLEDELLILI" "ELCANEY"
## [1625] "ELCANEY" "ELCANEY"
## [1627] "VALLEDELLILI" "VALLEDELLILI"
## [1629] "VALLEDELLILI" "VALLEDELLILI"
## [1631] "VALLEDELLILI" "VALLEDELLILI"
## [1633] "CIUDAD2000" "ELCANEY"
## [1635] "ELCANEY" "ELCANEY"
## [1637] "CIUDAD2000" "CIUDAD2000"
## [1639] "VALLEDELLILI" "CIUDAD2000"
## [1641] "CIUDAD2000" "ELCANEY"
## [1643] "ELCANEY" "VALLEDELLILI"
## [1645] "ELCANEY" "CIUDAD2000"
## [1647] "ELCANEY" "ELCANEY"
## [1649] "ELCANEY" "ELCANEY"
## [1651] "ELCANEY" "VALLEDELLILI"
## [1653] "VALLEDELLILI" "ELCANEY"
## [1655] "VALLEDELLILI" "ELCANEY"
## [1657] "VALLEDELLILI" "CIUDAD2000"
## [1659] "CIUDAD2000" "CIUDAD2000"
## [1661] "VALLEDELLILI" "ELCANEY"
## [1663] "VALLEDELLILI" "ELCANEY"
## [1665] "VALLEDELLILI" "VALLEDELLILI"
## [1667] "VALLEDELLILI" "VALLEDELLILI"
## [1669] "VALLEDELLILI" "VALLEDELLILI"
## [1671] "ELCANEY" "ELCANEY"
## [1673] "VALLEDELLILI" "CIUDAD2000"
## [1675] "CIUDAD2000" "VALLEDELLILI"
## [1677] "ELCANEY" "ELCANEY"
## [1679] "CIUDAD2000" "VALLEDELLILI"
## [1681] "ELCANEY" "NUEVATEQUENDAMA"
## [1683] "CIUDADBOCHALEMA" "BRISASDELLIMONAR"
## [1685] "VALLEDELLILI" "VALLEDELLILI"
## [1687] "ELCANEY" "ZONASUR"
## [1689] "VALLEDELLILI" "VALLEDELLILI"
## [1691] "VALLEDELLILI" "VALLEDELLILI"
## [1693] "VALLEDELLILI" "VALLEDELLILI"
## [1695] "VALLEDELLILI" "VALLEDELLILI"
## [1697] "VALLEDELLILI" "ELCANEY"
## [1699] "ELCANEY" "CIUDAD2000"
## [1701] "ELCANEY" "CIUDAD2000"
## [1703] "ELCANEY" "VALLEDELLILI"
## [1705] "CIUDAD2000" "VALLEDELLILI"
## [1707] "ELCANEY" "VALLEDELLILI"
## [1709] "VALLEDELLILI" "SANTAANITA"
## [1711] "ELCANEY" "ELCANEY"
## [1713] "VALLEDELLILI" "CIUDAD2000"
## [1715] "VALLEDELLILI" "ELCANEY"
## [1717] "ELCANEY" "VALLEDELLILI"
## [1719] "VALLEDELLILI" "VALLEDELLILI"
## [1721] "VALLEDELLILI" "ELCANEY"
## [1723] "VALLEDELLILI" "ELCANEY"
## [1725] "VALLEDELLILI" "VALLEDELLILI"
## [1727] "VALLEDELLILI" "ELCANEY"
## [1729] "VALLEDELLILI" "VALLEDELLILI"
## [1731] "CIUDAD2000" "VALLEDELLILI"
## [1733] "VALLEDELLILI" "ELCANEY"
## [1735] "VALLEDELLILI" "ELCANEY"
## [1737] "ELCANEY" "SANJOAQUIN"
## [1739] "ELCANEY" "VALLEDELLILI"
## [1741] "VALLEDELLILI" "VALLEDELLILI"
## [1743] "ELCANEY" "VALLEDELLILI"
## [1745] "VALLEDELLILI" "VALLEDELLILI"
## [1747] "VALLEDELLILI" "VALLEDELLILI"
## [1749] "VALLEDELLILI" "ELCANEY"
## [1751] "ELCANEY" "ELCANEY"
## [1753] "VALLEDELLILI" "ELCANEY"
## [1755] "ELCANEY" "ELCANEY"
## [1757] "VALLEDELLILI" "ELCANEY"
## [1759] "ELCANEY" "ELCANEY"
## [1761] "ELCANEY" "ELCANEY"
## [1763] "ELCANEY" "ELCANEY"
## [1765] "ELCANEY" "ELCANEY"
## [1767] "ELCANEY" "ELCANEY"
## [1769] "VALLEDELLILI" "VALLEDELLILI"
## [1771] "ELCANEY" "VALLEDELLILI"
## [1773] "VALLEDELLILI" "VALLEDELLILI"
## [1775] "ZONASUR" "VALLEDELLILI"
## [1777] "VALLEDELLILI" "VALLEDELLILI"
## [1779] "VALLEDELLILI" "VALLEDELLILI"
## [1781] "VALLEDELLILI" "VALLEDELLILI"
## [1783] "VALLEDELLILI" "VALLEDELLILI"
## [1785] "VALLEDELLILI" "VALLEDELLILI"
## [1787] "VALLEDELLILI" "VALLEDELLILI"
## [1789] "VALLEDELLILI" "VALLEDELLILI"
## [1791] "ELCANEY" "ELCANEY"
## [1793] "ELCANEY" "ELCANEY"
## [1795] "ELCANEY" "VALLEDELLILI"
## [1797] "CIUDAD2000" "VALLEDELLILI"
## [1799] "ELCANEY" "VALLEDELLILI"
## [1801] "VALLEDELLILI" "VALLEDELLILI"
## [1803] "VALLEDELLILI" "VALLEDELLILI"
## [1805] "ELCANEY" "VALLEDELLILI"
## [1807] "VALLEDELLILI" "ELCANEY"
## [1809] "VALLEDELLILI" "VALLEDELLILI"
## [1811] "VALLEDELLILI" "VALLEDELLILI"
## [1813] "VALLEDELLILI" "VALLEDELLILI"
## [1815] "VALLEDELLILI" "VALLEDELLILI"
## [1817] "ELCANEY" "VALLEDELLILI"
## [1819] "ELCANEY" "VALLEDELLILI"
## [1821] "VALLEDELLILI" "ELCANEY"
## [1823] "CIUDAD2000" "VALLEDELLILI"
## [1825] "VALLEDELLILI" "VALLEDELLILI"
## [1827] "VALLEDELLILI" "VALLEDELLILI"
## [1829] "VALLEDELLILI" "VALLEDELLILI"
## [1831] "VALLEDELLILI" "VALLEDELLILI"
## [1833] "VALLEDELLILI" "VALLEDELLILI"
## [1835] "VALLEDELLILI" "VALLEDELLILI"
## [1837] "VALLEDELLILI" "VALLEDELLILI"
## [1839] "VALLEDELLILI" "VALLEDELLILI"
## [1841] "VALLEDELLILI" "VALLEDELLILI"
## [1843] "VALLEDELLILI" "VALLEDELLILI"
## [1845] "VALLEDELLILI" "VALLEDELLILI"
## [1847] "VALLEDELLILI" "VALLEDELLILI"
## [1849] "VALLEDELLILI" "VALLEDELLILI"
## [1851] "VALLEDELLILI" "VALLEDELLILI"
## [1853] "VALLEDELLILI" "VALLEDELLILI"
## [1855] "VALLEDELLILI" "VALLEDELLILI"
## [1857] "VALLEDELLILI" "VALLEDELLILI"
## [1859] "VALLEDELLILI" "VALLEDELLILI"
## [1861] "VALLEDELLILI" "VALLEDELLILI"
## [1863] "VALLEDELLILI" "VALLEDELLILI"
## [1865] "VALLEDELLILI" "VALLEDELLILI"
## [1867] "VALLEDELLILI" "VALLEDELLILI"
## [1869] "VALLEDELLILI" "VALLEDELLILI"
## [1871] "VALLEDELLILI" "VALLEDELLILI"
## [1873] "VALLEDELLILI" "VALLEDELLILI"
## [1875] "VALLEDELLILI" "VALLEDELLILI"
## [1877] "VALLEDELLILI" "VALLEDELLILI"
## [1879] "VALLEDELLILI" "VALLEDELLILI"
## [1881] "VALLEDELLILI" "VALLEDELLILI"
## [1883] "VALLEDELLILI" "VALLEDELLILI"
## [1885] "VALLEDELLILI" "VALLEDELLILI"
## [1887] "VALLEDELLILI" "VALLEDELLILI"
## [1889] "VALLEDELLILI" "VALLEDELLILI"
## [1891] "VALLEDELLILI" "VALLEDELLILI"
## [1893] "VALLEDELLILI" "VALLEDELLILI"
## [1895] "VALLEDELLILI" "VALLEDELLILI"
## [1897] "VALLEDELLILI" "VALLEDELLILI"
## [1899] "VALLEDELLILI" "VALLEDELLILI"
## [1901] "VALLEDELLILI" "VALLEDELLILI"
## [1903] "VALLEDELLILI" "VALLEDELLILI"
## [1905] "VALLEDELLILI" "VALLEDELLILI"
## [1907] "VALLEDELLILI" "VALLEDELLILI"
## [1909] "VALLEDELLILI" "VALLEDELLILI"
## [1911] "VALLEDELLILI" "VALLEDELLILI"
## [1913] "VALLEDELLILI" "VALLEDELLILI"
## [1915] "VALLEDELLILI" "VALLEDELLILI"
## [1917] "VALLEDELLILI" "VALLEDELLILI"
## [1919] "VALLEDELLILI" "VALLEDELLILI"
## [1921] "VALLEDELLILI" "VALLEDELLILI"
## [1923] "VALLEDELLILI" "VALLEDELLILI"
## [1925] "VALLEDELLILI" "VALLEDELLILI"
## [1927] "VALLEDELLILI" "VALLEDELLILI"
## [1929] "VALLEDELLILI" "VALLEDELLILI"
## [1931] "VALLEDELLILI" "VALLEDELLILI"
## [1933] "VALLEDELLILI" "VALLEDELLILI"
## [1935] "VALLEDELLILI" "ELCANEY"
## [1937] "ELCANEY" "ELCANEY"
## [1939] "VALLEDELLILI" "VALLEDELLILI"
## [1941] "VALLEDELLILI" "VALLEDELLILI"
## [1943] "VALLEDELLILI" "VALLEDELLILI"
## [1945] "CIUDAD2000" "ELCANEY"
## [1947] "ELCANEY" "VALLEDELLILI"
## [1949] "VALLEDELLILI" "ELCANEY"
## [1951] "VALLEDELLILI" "VALLEDELLILI"
## [1953] "VALLEDELLILI" "VALLEDELLILI"
## [1955] "VALLEDELLILI" "ELCANEY"
## [1957] "VALLEDELLILI" "VALLEDELLILI"
## [1959] "ELCANEY" "ELCANEY"
## [1961] "CIUDAD2000" "VALLEDELLILI"
## [1963] "VALLEDELLILI" "CIUDAD2000"
## [1965] "ZONASUR" "VALLEDELLILI"
## [1967] "VALLEDELLILI" "VALLEDELLILI"
## [1969] "VALLEDELLILI" "VALLEDELLILI"
## [1971] "CIUDAD2000" "CALICANTO"
## [1973] "CIUDAD2000" "ELCANEY"
## [1975] "VALLEDELLILI" "VALLEDELLILI"
## [1977] "ELCANEY" "LASACACIAS"
## [1979] "ELCANEY" "VALLEDELLILI"
## [1981] "VALLEDELLILI" "VALLEDELLILI"
## [1983] "VALLEDELLILI" "VALLEDELLILI"
## [1985] "CANEY" "VALLEDELLILI"
## [1987] "VALLEDELLILI" "GRANLIMONAR"
## [1989] "CUARTODELEGUA" "COLSEGUROS"
## [1991] "COLINASDELSUR" "COLINASDELSUR"
## [1993] "CIUDADJARDIN" "CIUDADJARDIN"
## [1995] "VALLEDELLILI" "VALLEDELLILI"
## [1997] "VALLEDELLILI" "VALLEDELLILI"
## [1999] "VALLEDELLILI" "VALLEDELLILI"
## [2001] "SANFERNANDO" "QUINTASDEDON"
## [2003] "PANCE" "PANCE"
## [2005] "PANCE" "PANCE"
## [2007] "PANCE" "ELCANEY"
## [2009] "ELCANEY" "ELCANEY"
## [2011] "ELCANEY" "ELCANEY"
## [2013] "ELCANEY" "VALLEDELLILI"
## [2015] "VALLEDELLILI" "ELCANEY"
## [2017] "ELCANEY" "ZONASUR"
## [2019] "VALLEDELLILI" "CIUDAD2000"
## [2021] "CIUDAD2000" "CIUDAD2000"
## [2023] "CIUDAD2000" "CIUDAD2000"
## [2025] "CIUDAD2000" "CIUDAD2000"
## [2027] "CIUDAD2000" "CIUDAD2000"
## [2029] "VALLEDELLILI" "VALLEDELLILI"
## [2031] "ELCANEY" "ELCANEY"
## [2033] "VALLEDELLILI" "VALLEDELLILI"
## [2035] "VALLEDELLILI" "VALLEDELLILI"
## [2037] "CIUDAD2000" "VALLEDELLILI"
## [2039] "LASACACIAS" "CIUDAD2000"
## [2041] "CIUDAD2000" "CIUDAD2000"
## [2043] "CIUDAD2000" "CIUDAD2000"
## [2045] "CANEY" "CANEY"
## [2047] "CANEY" "CALICANTO"
## [2049] "CALICANTO" "CALICANTO"
## [2051] "VALLEDELLILI" "VALLEDELLILI"
## [2053] "VALLEDELLILI" "VALLEDELLILI"
## [2055] "VALLEDELLILI" "VALLEDELLILI"
## [2057] "VALLEDELLILI" "VALLEDELLILI"
## [2059] "VALLEDELLILI" "VALLEDELLILI"
## [2061] "VALLEDELLILI" "VALLEDELLILI"
## [2063] "VALLEDELLILI" "VALLEDELLILI"
## [2065] "VALLEDELLILI" "VALLEDELLILI"
## [2067] "VALLEDELLILI" "VALLEDELLILI"
## [2069] "VALLEDELLILI" "ELINGENIO"
## [2071] "CIUDAD2000" "CANEY"
## [2073] "CALICANTO" "BOCHALEMA"
## [2075] "BOCHALEMA" "CIUDAD2000"
## [2077] "VALLEDELLILI" "VALLEDELLILI"
## [2079] "VALLEDELLILI" "VALLEDELLILI"
## [2081] "CIUDADELACOMFANDI" "VALLEDELLILI"
## [2083] "VALLEDELLILI" "VALLEDELLILI"
## [2085] "VALLEDELLILI" "ELCANEY"
## [2087] "CIUDAD2000" "VALLEDELLILI"
## [2089] "VALLEDELLILI" "SANJOAQUIN"
## [2091] "ELINGENIO" "ELCANEY"
## [2093] "VALLEDELLILI" "VALLEDELLILI"
## [2095] "NUEVATEQUENDAMA" "VALLEDELLILI"
## [2097] "VALLEDELLILI" "VALLEDELLILI"
## [2099] "VALLEDELLILI" "LASACACIAS"
## [2101] "VALLEDELLILI" "VALLEDELLILI"
## [2103] "CIUDAD2000" "VALLEDELLILI"
## [2105] "VALLEDELLILI" "CIUDADBOCHALEMA"
## [2107] "VALLEDELLILI" "LASACACIAS"
## [2109] "VALLEDELLILI" "ELCANEY"
## [2111] "VALLEDELLILI" "VALLEDELLILI"
## [2113] "VALLEDELLILI" "VALLEDELLILI"
## [2115] "ELCANEY" "CIUDAD2000"
## [2117] "CIUDADELACOMFANDI" "VALLEDELLILI"
## [2119] "VALLEDELLILI" "VALLEDELLILI"
## [2121] "VALLEDELLILI" "VALLEDELLILI"
## [2123] "VALLEDELLILI" "VALLEDELLILI"
## [2125] "VALLEDELLILI" "VALLEDELLILI"
## [2127] "VALLEDELLILI" "CIUDADELACOMFANDI"
## [2129] "VALLEDELLILI" "VALLEDELLILI"
## [2131] "VALLEDELLILI" "VALLEDELLILI"
## [2133] "VALLEDELLILI" "VALLEDELLILI"
## [2135] "VALLEDELLILI" "VALLEDELLILI"
## [2137] "VALLEDELLILI" "VALLEDELLILI"
## [2139] "ELCANEY" "VALLEDELLILI"
## [2141] "VALLEDELLILI" "CAÑAVERALEJO"
## [2143] "VALLEDELLILI" "VALLEDELLILI"
## [2145] "VALLEDELLILI" "LAALBORADA"
## [2147] "VALLEDELLILI" "VALLEDELLILI"
## [2149] "VALLEDELLILI" "VALLEDELLILI"
## [2151] "VALLEDELLILI" "VALLEDELLILI"
## [2153] "VALLEDELLILI" "CIUDADJARDIN"
## [2155] "CIUDADJARDIN" "VALLEDELLILI"
## [2157] "VALLEDELLILI" "VALLEDELLILI"
## [2159] "CIUDADELACOMFANDI" "VALLEDELLILI"
## [2161] "CIUDAD2000" "CIUDAD2000"
## [2163] "ELCANEY" "VALLEDELLILI"
## [2165] "VALLEDELLILI" "VALLEDELLILI"
## [2167] "VALLEDELLILI" "VALLEDELLILI"
## [2169] "CIUDADELACOMFANDI" "VALLEDELLILI"
## [2171] "VALLEDELLILI" "ELCANEY"
## [2173] "CIUDAD2000" "CIUDAD2000"
## [2175] "CIUDAD2000" "CIUDAD2000"
## [2177] "VALLEDELLILI" "LAALBORADA"
## [2179] "ZONASUR" "VALLEDELLILI"
## [2181] "COLSEGUROS" "VALLEDELLILI"
## [2183] "VALLEDELLILI" "VALLEDELLILI"
## [2185] "ZONASUR" "CIUDAD2000"
## [2187] "VALLEDELLILI" "ZONASUR"
## [2189] "VALLEDELLILI" "ELCANEY"
## [2191] "NAPOLES" "VALLEDELLILI"
## [2193] "VALLEDELLILI" "VALLEDELLILI"
## [2195] "VALLEDELLILI" "VALLEDELLILI"
## [2197] "VALLEDELLILI" "VALLEDELLILI"
## [2199] "VALLEDELLILI" "VALLEDELLILI"
## [2201] "ELCANEY" "VALLEDELLILI"
## [2203] "CANEY" "VALLEDELLILI"
## [2205] "VALLEDELLILI" "VALLEDELLILI"
## [2207] "VALLEDELLILI" "VALLEDELLILI"
## [2209] "VALLEDELLILI" "VALLEDELLILI"
## [2211] "VALLEDELLILI" "ELCANEY"
## [2213] "CIUDADELACOMFANDI" "CIUDAD2000"
## [2215] "VALLEDELLILI" "VALLEDELLILI"
## [2217] "VALLEDELLILI" "VALLEDELLILI"
## [2219] "VALLEDELLILI" "VALLEDELLILI"
## [2221] "VALLEDELLILI" "VALLEDELLILI"
## [2223] "VALLEDELLILI" "VALLEDELLILI"
## [2225] "VALLEDELLILI" "VALLEDELLILI"
## [2227] "VALLEDELLILI" "ELCANEY"
## [2229] "VALLEDELLILI" "ZONASUR"
## [2231] "VALLEDELLILI" "VALLEDELLILI"
## [2233] "VALLEDELLILI" "VALLEDELLILI"
## [2235] "VALLEDELLILI" "VALLEDELLILI"
## [2237] "VALLEDELLILI" "LASACACIAS"
## [2239] "CRISTOBALCOLON" "VALLEDELLILI"
## [2241] "VALLEDELLILI" "VALLEDELLILI"
## [2243] "VALLEDELLILI" "VALLEDELLILI"
## [2245] "VALLEDELLILI" "VALLEDELLILI"
## [2247] "ELLIDO" "ELLIDO"
## [2249] "LASACACIAS" "NAPOLES"
## [2251] "CIUDADELACOMFANDI" "VALLEDELLILI"
## [2253] "CIUDADELACOMFANDI" "VALLEDELLILI"
## [2255] "VALLEDELLILI" "VALLEDELLILI"
## [2257] "VALLEDELLILI" "VALLEDELLILI"
## [2259] "VALLEDELLILI" "VALLEDELLILI"
## [2261] "LAHACIENDA" "COLSEGUROS"
## [2263] "TEQUENDAMA" "ELCANEY"
## [2265] "ELCANEY" "ELCANEY"
## [2267] "CIUDADELACOMFANDI" "SANTAELENA"
## [2269] "CRISTOBALCOLON" "LASACACIAS"
## [2271] "PANCE" "SANTAELENA"
## [2273] "VALLEDELLILI" "VALLEDELLILI"
## [2275] "ELLIMONAR" "VALLEDELLILI"
## [2277] "VALLEDELLILI" "LALIBERTAD"
## [2279] "VALLEDELLILI" "LAHACIENDA"
## [2281] "VALLEDELLILI" "VALLEDELLILI"
## [2283] "VALLEDELLILI" "CIUDADELACOMFANDI"
## [2285] "VALLEDELLILI" "VALLEDELLILI"
## [2287] "VALLEDELLILI" "SANJUDASTADEO"
## [2289] "VALLEDELLILI" "LASACACIAS"
## [2291] "VALLEDELLILI" "VALLEDELLILI"
## [2293] "VALLEDELLILI" "VALLEDELLILI"
## [2295] "COLON" "VALLEDELLILI"
## [2297] "VALLEDELLILI" "VALLEDELLILI"
## [2299] "CIUDADELACOMFANDI" "VALLEDELLILI"
## [2301] "ELCANEY" "ELCANEY"
## [2303] "CRISTOBALCOLON" "VALLEDELLILI"
## [2305] "VALLEDELLILI" "VALLEDELLILI"
## [2307] "ELCANEY" "VALLEDELLILI"
## [2309] "CRISTOBALCOLON" "VALLEDELLILI"
## [2311] "VALLEDELLILI" "VALLEDELLILI"
## [2313] "VALLEDELLILI" "VALLEDELLILI"
## [2315] "VALLEDELLILI" "VALLEDELLILI"
## [2317] "VALLEDELLILI" "ELCANEY"
## [2319] "VALLEDELLILI" "VALLEDELLILI"
## [2321] "LASGRANJAS" "ZONASUR"
## [2323] "VALLEDELLILI" "VALLEDELLILI"
## [2325] "ELCANEY" "ELCANEY"
## [2327] "SANTAELENA" "VALLEDELLILI"
## [2329] "VALLEDELLILI" "VALLEDELLILI"
## [2331] "VALLEDELLILI" "VALLEDELLILI"
## [2333] "VALLEDELLILI" "ELCANEY"
## [2335] "VALLEDELLILI" "VALLEDELLILI"
## [2337] "VALLEDELLILI" "VALLEDELLILI"
## [2339] "VALLEDELLILI" "VALLEDELLILI"
## [2341] "VALLEDELLILI" "VALLEDELLILI"
## [2343] "VALLEDELLILI" "VALLEDELLILI"
## [2345] "CIUDADELACOMFANDI" "VALLEDELLILI"
## [2347] "ELCANEY" "VALLEDELLILI"
## [2349] "VALLEDELLILI" "VALLEDELLILI"
## [2351] "VALLEDELLILI" "VALLEDELLILI"
## [2353] "ELCANEY" "ELCANEY"
## [2355] "VALLEDELLILI" "ELCANEY"
## [2357] "ELCANEY" "VALLEDELLILI"
## [2359] "VALLEDELLILI" "VALLEDELLILI"
## [2361] "ELCANEY" "VALLEDELLILI"
## [2363] "ELCANEY" "VALLEDELLILI"
## [2365] "ELCANEY" "VALLEDELLILI"
## [2367] "VALLEDELLILI" "PANCE"
## [2369] "ELCANEY" "VALLEDELLILI"
## [2371] "VALLEDELLILI" "SANJUDASTADEO"
## [2373] "CALI" "VALLEDELLILI"
## [2375] "VALLEDELLILI" "VALLEDELLILI"
## [2377] "VALLEDELLILI" "VALLEDELLILI"
## [2379] "ZONASUR" "SANTAELENA"
## [2381] "VALLEDELLILI" "VALLEDELLILI"
## [2383] "LASACACIAS" "CRISTOBALCOLON"
## [2385] "LALIBERTAD" "SANTAANITA"
## [2387] "LASACACIAS" "CIUDADJARDIN"
## [2389] "CAÑAVERALES" "PANCE"
## [2391] "CIUDAD2000" "CAÑAVERALES"
## [2393] "CAÑAVERALES" "CRISTOBALCOLON"
## [2395] "ZONASUR" "LAHACIENDA"
## [2397] "LAHACIENDA" "LAHACIENDA"
## [2399] "PRADOSDELLIMONAR" "ELINGENIO"
## [2401] "ELINGENIO" "LAHACIENDA"
## [2403] "CAÑAVERALES" "ELGUABAL"
## [2405] "LAHACIENDA" "ZONASUR"
## [2407] "GUADALUPE" "LAHACIENDA"
## [2409] "CAÑAVERALES" "ELLIMONAR"
## [2411] "BOSQUESDELLIMONAR" "ELINGENIO"
## [2413] "CAÑAVERALES" "CAÑAVERALES"
## [2415] "CRISTOBALCOLON" "LAHACIENDA"
## [2417] "LAHACIENDA" "LAHACIENDA"
## [2419] "ELINGENIO" "ZONASUR"
## [2421] "GUADALUPE" "VALLEDELLILI"
## [2423] "CRISTOBALCOLON" "CRISTOBALCOLON"
## [2425] "VALLEDELLILI" "SANJOAQUIN"
## [2427] "ELINGENIO" "VALLEDELLILI"
## [2429] "VALLEDELLILI" "VALLEDELLILI"
## [2431] "VALLEDELLILI" "CIUDADJARDIN"
## [2433] "LAHACIENDA" "LAHACIENDA"
## [2435] "LAHACIENDA" "LAHACIENDA"
## [2437] "LAHACIENDA" "LASGRANJAS"
## [2439] "LAHACIENDA" "CAÑAVERALES"
## [2441] "ZONASUR" "PANCE"
## [2443] "PANCE" "LAHACIENDA"
## [2445] "SANJOAQUIN" "PANCE"
## [2447] "VALLEDELLILI" "CIUDADJARDIN"
## [2449] "ELINGENIO" "VALLEDELLILI"
## [2451] "VALLEDELLILI" "VALLEDELLILI"
## [2453] "VALLEDELLILI" "VALLEDELLILI"
## [2455] "VALLEDELLILI" "VALLEDELLILI"
## [2457] "VALLEDELLILI" "VALLEDELLILI"
## [2459] "VALLEDELLILI" "ELINGENIO"
## [2461] "SANTAELENA" "SANJOAQUIN"
## [2463] "ELINGENIO" "SANJOAQUIN"
## [2465] "MULTICENTRO" "ZONASUR"
## [2467] "MELENDEZ" "ELINGENIO"
## [2469] "ELINGENIO" "CIUDADJARDIN"
## [2471] "PANCE" "LAHACIENDA"
## [2473] "CIUDADBOCHALEMA" "GUADALUPE"
## [2475] "MULTICENTRO" "ELINGENIO3"
## [2477] "SANJOAQUIN" "MULTICENTRO"
## [2479] "CIUDADJARDIN" "ELINGENIO"
## [2481] "ELINGENIO" "ELINGENIO"
## [2483] "CAÑAVERALES" "ELINGENIO"
## [2485] "LAHACIENDA" "BOSQUESDELLIMONAR"
## [2487] "CIUDADJARDIN" "ELINGENIO"
## [2489] "CIUDADJARDIN" "CIUDADJARDIN"
## [2491] "CIUDADJARDIN" "LASGRANJAS"
## [2493] "ELINGENIO" "ELINGENIO"
## [2495] "CIUDADJARDIN" "CIUDADJARDIN"
## [2497] "CIUDADJARDIN" "ELINGENIO"
## [2499] "SANJOAQUIN" "ELGUABAL"
## [2501] "CIUDADBOCHALEMA" "ZONASUR"
## [2503] "COLSEGUROS" "ZONASUR"
## [2505] "CIUDADJARDIN" "PANCE"
## [2507] "LASGRANJAS" "PANCE"
## [2509] "COLSEGUROS" "LASGRANJAS"
## [2511] "CIUDADJARDIN" "ZONASUR"
## [2513] "ELINGENIO" "CIUDADJARDIN"
## [2515] "CIUDADJARDIN" "CIUDADJARDIN"
## [2517] "CIUDADJARDIN" "CIUDADJARDIN"
## [2519] "VALLEDELLILI" "CIUDADJARDIN"
## [2521] "SANJOAQUIN" "CIUDADBOCHALEMA"
## [2523] "SANJOAQUIN" "VALLEDELLILI"
## [2525] "LAHACIENDA" "PANCE"
## [2527] "LAHACIENDA" "PANCE"
## [2529] "CIUDADJARDIN" "ELGUABAL"
## [2531] "CIUDADJARDIN" "CIUDADJARDIN"
## [2533] "ELLIMONAR" "ELINGENIO"
## [2535] "CIUDADJARDINPANCE" "PANCE"
## [2537] "CIUDADJARDIN" "CIUDADJARDIN"
## [2539] "PONCE" "PANCE"
## [2541] "VALLEDELLILI" "PANCE"
## [2543] "ZONASUR" "VALLEDELLILI"
## [2545] "VALLEDELLILI" "VALLEDELLILI"
## [2547] "VALLEDELLILI" "PANCE"
## [2549] "PANCE" "PANCE"
## [2551] "CIUDADJARDIN" "CIUDADJARDIN"
## [2553] "CIUDADJARDIN" "CIUDADJARDIN"
## [2555] "ELGUABAL" "LAHACIENDA"
## [2557] "LAHACIENDA" "LAHACIENDA"
## [2559] "PANCE" "CRISTOBALCOLON"
## [2561] "CIUDADJARDIN" "ELLIMONAR"
## [2563] "CIUDADJARDIN" "ELGUABAL"
## [2565] "ZONASUR" "PANCE"
## [2567] "ELLIMONAR" "CIUDADJARDIN"
## [2569] "ZONASUR" "CIUDADJARDIN"
## [2571] "LAHACIENDA" "VALLEDELLILI"
## [2573] "CRISTOBALCOLON" "PANCE"
## [2575] "PANCE" "PANCE"
## [2577] "CIUDADJARDIN" "ELINGENIO"
## [2579] "CIUDADJARDIN" "VALLEDELLILI"
## [2581] "VALLEDELLILI" "VALLEDELLILI"
## [2583] "VALLEDELLILI" "ELINGENIO"
## [2585] "LASELVA" "ELCANEY"
## [2587] "ELCANEY" "PRIMERODEMAYO"
## [2589] "PRADOSDELLIMONAR" "ELINGENIO"
## [2591] "PARCELACIONESPANCE" "CIUDADJARDIN"
## [2593] "CIUDADJARDIN" "LAHACIENDA"
## [2595] "PANCE" "SANJOAQUIN"
## [2597] "CIUDADJARDIN" "CIUDADJARDIN"
## [2599] "SANJOAQUIN" "CIUDADJARDIN"
## [2601] "PANCE" "LAHACIENDA"
## [2603] "LAHACIENDA" "COLINASDELSUR"
## [2605] "LASGRANJAS" "LASELVA"
## [2607] "LASELVA" "CIUDADJARDIN"
## [2609] "VALLEDELLILI" "CIUDADJARDIN"
## [2611] "PANCE" "VALLEDELLILI"
## [2613] "ELINGENIO" "LAHACIENDA"
## [2615] "CIUDADJARDIN" "CIUDADJARDIN"
## [2617] "ELINGENIO" "COLSEGUROS"
## [2619] "ELINGENIO" "PRADOSDELLIMONAR"
## [2621] "CIUDADJARDIN" "ELINGENIO"
## [2623] "CIUDADJARDIN" "PANCE"
## [2625] "PANCE" "PANCE"
## [2627] "CIUDADJARDIN" "CIUDADBOCHALEMA"
## [2629] "URBANIZACIONGRATAMIRA" "PRIMERODEMAYO"
## [2631] "CIUDADBOCHALEMA" "CIUDADELAPASOANCHO"
## [2633] "ELINGENIO" "PANCE"
## [2635] "ELINGENIO" "PRADOSDELLIMONAR"
## [2637] "PRADOSDELLIMONAR" "PANCE"
## [2639] "CRISTOBALCOLON" "ELDORADO"
## [2641] "PANCE" "PANCE"
## [2643] "PANCE" "PANCE"
## [2645] "PANCE" "PARCELACIONESPANCE"
## [2647] "ELGUABAL" "CIUDADJARDIN"
## [2649] "ELLIMONAR" "COLSEGUROS"
## [2651] "CAÑASGORDAS" "PANCE"
## [2653] "LAHACIENDA" "PANCE"
## [2655] "ELCANEY" "SANFERNANDOVIEJO"
## [2657] "LASELVA" "PANCE"
## [2659] "CIUDADJARDIN" "PANCE"
## [2661] "LAHACIENDA" "LAHACIENDA"
## [2663] "LAHACIENDA" "LAHACIENDA"
## [2665] "LAHACIENDA" "LAHACIENDA"
## [2667] "LAHACIENDA" "LAHACIENDA"
## [2669] "LAHACIENDA" "LAHACIENDA"
## [2671] "LAHACIENDA" "LAHACIENDA"
## [2673] "CIUDADJARDIN" "ELLIMONAR"
## [2675] "PANCE" "ELINGENIO"
## [2677] "COLSEGUROS" "COLSEGUROS"
## [2679] "ELLIMONAR" "COLSEGUROS"
## [2681] "COLSEGUROS" "ELCEDRO"
## [2683] "LAHACIENDA" "COLSEGUROS"
## [2685] "ZONASUR" "BOSQUESDELLIMONAR"
## [2687] "PANCE" "URBANIZACIONRIOLILI"
## [2689] "LAHACIENDA" "LAHACIENDA"
## [2691] "LASELVA" "CIUDADJARDIN"
## [2693] "URBANIZACIONRIOLILI" "ELLIMONAR"
## [2695] "ELINGENIO" "LAHACIENDA"
## [2697] "CIUDADJARDIN" "PANCE"
## [2699] "ELINGENIO" "LAHACIENDA"
## [2701] "PARCELACIONESPANCE" "LAHACIENDA"
## [2703] "COLSEGUROS" "PANCE"
## [2705] "PANCE" "PANCE"
## [2707] "PANCE" "PANCE"
## [2709] "CIUDADJARDIN" "CIUDADJARDIN"
## [2711] "CIUDADJARDIN" "ELINGENIO"
## [2713] "CIUDADJARDIN" "LAHACIENDA"
## [2715] "ELINGENIO" "CIUDADJARDIN"
## [2717] "PRADOSDELLIMONAR" "ELLIMONAR"
## [2719] "CIUDADJARDIN" "CIUDADJARDIN"
## [2721] "URBANIZACIONRIOLILI" "ELLIMONAR"
## [2723] "CIUDADJARDIN" "CRISTOBALCOLON"
## [2725] "CRISTOBALCOLON" "ELINGENIO"
## [2727] "ELGUABAL" "ELINGENIO"
## [2729] "LAHACIENDA" "ELLIMONAR"
## [2731] "ELINGENIO" "CIUDADJARDIN"
## [2733] "LASELVA" "ELLIMONAR"
## [2735] "INGENIOII" "LAHACIENDA"
## [2737] "COLSEGUROS" "ELINGENIO"
## [2739] "COLSEGUROS" "NAPOLES"
## [2741] "CAPRI" "ELLIMONAR"
## [2743] "LAHACIENDA" "ELINGENIO"
## [2745] "ELINGENIO" "ELLIMONAR"
## [2747] "ELLIMONAR" "ELLIMONAR"
## [2749] "ELLIMONAR" "ELLIMONAR"
## [2751] "ELLIMONAR" "PANCE"
## [2753] "ELINGENIO" "LAHACIENDA"
## [2755] "PANCE" "PANCE"
## [2757] "ZONASUR" "PARCELACIONESPANCE"
## [2759] "PANCE" "CIUDADJARDIN"
## [2761] "LAHACIENDA" "COLSEGUROS"
## [2763] "ELDORADO" "ELDORADO"
## [2765] "ZONASUR" "LAHACIENDA"
## [2767] "LAHACIENDA" "LAHACIENDA"
## [2769] "LAHACIENDA" "PANCE"
## [2771] "LASGRANJAS" "PANCE"
## [2773] "ELINGENIO" "LAHACIENDA"
## [2775] "PANCE" "ELINGENIO"
## [2777] "ELINGENIO" "ZONASUR"
## [2779] "LAHACIENDA" "PANCE"
## [2781] "ZONASUR" "CIUDADJARDIN"
## [2783] "CIUDADJARDIN" "ELREFUGIO"
## [2785] "PANCE" "ELINGENIO"
## [2787] "LAHACIENDA" "LAHACIENDA"
## [2789] "ZONASUR" "PANCE"
## [2791] "ELLIMONAR" "CIUDADJARDIN"
## [2793] "VALLEDELLILI" "PRADOSDELLIMONAR"
## [2795] "PRADOSDELLIMONAR" "PANCE"
## [2797] "PANCE" "ELINGENIOII"
## [2799] "ELINGENIOII" "ELINGENIO"
## [2801] "ELINGENIOII" "ELINGENIOIII"
## [2803] "LAHACIENDA" "LAHACIENDA"
## [2805] "LAHACIENDA" "COLSEGUROSANDES"
## [2807] "CIUDADJARDIN" "CIUDADJARDIN"
## [2809] "CIUDADJARDIN" "CAÑASGORDAS"
## [2811] "SANTATERESITA" "PANCE"
## [2813] "PANCE" "PANCE"
## [2815] "PANCE" "PANCE"
## [2817] "PANCE" "PANCE"
## [2819] "PANCE" "PANCE"
## [2821] "PANCE" "PANCE"
## [2823] "PANCE" "PANCE"
## [2825] "ELINGENIOII" "ELINGENIO"
## [2827] "LAHACIENDA" "LAHACIENDA"
## [2829] "CIUDADJARDIN" "CIUDADJARDIN"
## [2831] "CIUDADJARDIN" "CIUDADJARDIN"
## [2833] "CIUDADJARDIN" "CIUDADBOCHALEMA"
## [2835] "CIUDADBOCHALEMA" "CANEY"
## [2837] "COLSEGUROS" "ELINGENIO"
## [2839] "LAHACIENDA" "PARCELACIONESPANCE"
## [2841] "ELINGENIO" "ELINGENIO"
## [2843] "ELINGENIO" "LAHACIENDA"
## [2845] "LAHACIENDA" "LAHACIENDA"
## [2847] "LAHACIENDA" "CIUDADJARDIN"
## [2849] "CIUDADJARDIN" "CIUDADJARDIN"
## [2851] "ZONASUR" "PANCE"
## [2853] "PANCE" "PANCE"
## [2855] "LAHACIENDA" "LAHACIENDA"
## [2857] "LAHACIENDA" "PRIMERODEMAYO"
## [2859] "ELINGENIO" "LAHACIENDA"
## [2861] "ELINGENIO" "PANCE"
## [2863] "LASELVA" "ELLIMONAR"
## [2865] "PASOANCHO" "LAHACIENDA"
## [2867] "ELINGENIO" "ELINGENIO"
## [2869] "LAHACIENDA" "ELLIMONAR"
## [2871] "LAHACIENDA" "LAHACIENDA"
## [2873] "LAHACIENDA" "LAHACIENDA"
## [2875] "LASELVA" "LAHACIENDA"
## [2877] "PANCE" "LAHACIENDA"
## [2879] "ELINGENIO" "ELINGENIO"
## [2881] "ELINGENIO" "ELINGENIO"
## [2883] "ELINGENIO" "ELINGENIO"
## [2885] "ELINGENIO" "ELINGENIO"
## [2887] "ELINGENIO" "PANCE"
## [2889] "ELINGENIO" "ELINGENIO"
## [2891] "ELINGENIO" "ELINGENIO"
## [2893] "ELINGENIO" "ELINGENIO"
## [2895] "ELINGENIO" "ELINGENIO"
## [2897] "ELINGENIO" "ELINGENIO"
## [2899] "PANCE" "ELINGENIO"
## [2901] "PRADOSDELLIMONAR" "ELINGENIO"
## [2903] "ELINGENIO" "ELLIMONAR"
## [2905] "ELINGENIO" "LAHACIENDA"
## [2907] "PRADOSDELLIMONAR" "COLSEGUROS"
## [2909] "ELINGENIO" "COLSEGUROS"
## [2911] "ELINGENIO" "ELINGENIO"
## [2913] "COLSEGUROS" "PARCELACIONESPANCE"
## [2915] "PANCE" "PANCE"
## [2917] "PANCE" "ELINGENIO"
## [2919] "ELLIMONAR" "ELLIMONAR"
## [2921] "CIUDADJARDIN" "ELINGENIO"
## [2923] "PANCE" "LAHACIENDA"
## [2925] "ELINGENIO" "ELINGENIO"
## [2927] "PANCE" "ELLIMONAR"
## [2929] "ELINGENIO" "ELINGENIO"
## [2931] "ELINGENIO" "LAHACIENDA"
## [2933] "CAÑASGORDAS" "LAHACIENDA"
## [2935] "PANCE" "LAHACIENDA"
## [2937] "LAHACIENDA" "COLSEGUROS"
## [2939] "PARCELACIONESPANCE" "PANCE"
## [2941] "LAHACIENDA" "ELINGENIO"
## [2943] "PRIMERODEMAYO" "LAHACIENDA"
## [2945] "PANCE" "LAHACIENDA"
## [2947] "CIUDADJARDIN" "ELGUABAL"
## [2949] "ELGUABAL" "PANCE"
## [2951] "ELLIMONAR" "ZONASUR"
## [2953] "ELLIMONAR" "ELINGENIO"
## [2955] "ZONASUR" "VALLEDELLILI"
## [2957] "PARCELACIONESPANCE" "PANCE"
## [2959] "PANCE" "PANCE"
## [2961] "ELINGENIO" "COLSEGUROS"
## [2963] "VALLEDELLILI" "VALLEDELLILI"
## [2965] "VALLEDELLILI" "VALLEDELLILI"
## [2967] "ELCANEY" "ELINGENIO"
## [2969] "ELINGENIO" "COLSEGUROS"
## [2971] "ZONASUR" "ELINGENIO"
## [2973] "ELINGENIO" "LAHACIENDA"
## [2975] "LAHACIENDA" "ELINGENIO"
## [2977] "ELINGENIO" "DEPARTAMENTAL"
## [2979] "SANTODOMINGO" "LASELVA"
## [2981] "PARCELACIONESPANCE" "PANCE"
## [2983] "PANCE" "BOSQUESDELLIMONAR"
## [2985] "PANCE" "LAHACIENDA"
## [2987] "CIUDAD2000" "PANCE"
## [2989] "ELINGENIO" "PANCE"
## [2991] "LAHACIENDA" "LAHACIENDA"
## [2993] "ELINGENIO" "CIUDADJARDIN"
## [2995] "PANCE" "COLSEGUROS"
## [2997] "PANCE" "ELINGENIO"
## [2999] "ELDORADO" "ELINGENIOI"
## [3001] "ELLIMONAR" "LAHACIENDA"
## [3003] "CIUDADELAPASOANCHO" "QUINTASDEDON"
## [3005] "QUINTASDEDON" "QUINTASDEDON"
## [3007] "CAÑASGORDAS" "QUINTASDEDON"
## [3009] "PRIMERODEMAYO" "CIUDADJARDIN"
## [3011] "ELINGENIO" "DEPARTAMENTAL"
## [3013] "CIUDADJARDIN" "CIUDADJARDIN"
## [3015] "LAHACIENDA" "ELINGENIO"
## [3017] "CIUDADJARDIN" "CIUDADCAPRI"
## [3019] "LAHACIENDA" "SANTODOMINGO"
## [3021] "LAHACIENDA" "BOSQUESDELLIMONAR"
## [3023] "VALLEDELLILI" "PANCE"
## [3025] "PANCE" "PANAMERICANO"
## [3027] "NAPOLES" "ELLIMONAR"
## [3029] "ELLIMONAR" "ELLIMONAR"
## [3031] "ELLIDO" "CIUDADJARDIN"
## [3033] "CIUDADJARDIN" "CIUDADJARDIN"
## [3035] "ELCANEY" "VALLEDELLILI"
## [3037] "VALLEDELLILI" "VALLEDELLILI"
## [3039] "VALLEDELLILI" "VALLEDELLILI"
## [3041] "VALLEDELLILI" "PRIMERODEMAYO"
## [3043] "PANCE" "PAMPALINDA"
## [3045] "MELENDEZ" "MELENDEZ"
## [3047] "MELENDEZ" "ELLIDO"
## [3049] "ELINGENIO" "CIUDADJARDIN"
## [3051] "BUENOSAIRES" "ELLIMONAR"
## [3053] "VALLEDELLILI" "VALLEDELLILI"
## [3055] "VALLEDELLILI" "ELINGENIO"
## [3057] "ELINGENIO" "ELCANEY"
## [3059] "ELCANEY" "LAHACIENDA"
## [3061] "COLSEGUROS" "CIUDADJARDIN"
## [3063] "PANAMERICANO" "ELINGENIO"
## [3065] "LAHACIENDA" "LAHACIENDA"
## [3067] "LAHACIENDA" "CIUDADJARDIN"
## [3069] "PANCE" "PARCELACIONESPANCE"
## [3071] "CASCAJAL" "ELINGENIO"
## [3073] "LAHACIENDA" "LAHACIENDA"
## [3075] "PRIMERODEMAYO" "CIUDADJARDIN"
## [3077] "QUINTASDEDON" "PANCE"
## [3079] "PRIMERODEMAYO" "ZONASUR"
## [3081] "PASOANCHO" "BOSQUESDELLIMONAR"
## [3083] "CIUDADELAPASOANCHO" "CIUDADJARDIN"
## [3085] "LAHACIENDA" "PANCE"
## [3087] "PANCE" "PANCE"
## [3089] "PANCE" "COLSEGUROS"
## [3091] "COLSEGUROS" "CIUDADJARDIN"
## [3093] "VALLEDELLILI" "CIUDADJARDIN"
## [3095] "VALLEDELLILI" "VALLEDELLILI"
## [3097] "CIUDADJARDIN" "PRIMERODEMAYO"
## [3099] "ELINGENIO" "ELINGENIO"
## [3101] "PANCE" "CAPRI"
## [3103] "MELENDEZ" "LAHACIENDA"
## [3105] "LAHACIENDA" "CIUDADELACOMFANDI"
## [3107] "VALLEDELLILI" "VALLEDELLILI"
## [3109] "PRIMERODEMAYO" "CIUDADBOCHALEMA"
## [3111] "VALLEDELLILI" "VALLEDELLILI"
## [3113] "VALLEDELLILI" "VALLEDELLILI"
## [3115] "ELINGENIO" "VALLEDELLILI"
## [3117] "CIUDAD2000" "CIUDAD2000"
## [3119] "ZONASUR" "VALLEDELLILI"
## [3121] "CIUDADJARDIN" "PANCE"
## [3123] "VALLEDELLILI" "VALLEDELLILI"
## [3125] "COLSEGUROS" "QUINTASDEDON"
## [3127] "QUINTASDEDON" "QUINTASDEDON"
## [3129] "CIUDADJARDIN" "PRIMERODEMAYO"
## [3131] "PRIMERODEMAYO" "PRIMERODEMAYO"
## [3133] "PASOANCHO" "PASOANCHO"
## [3135] "ZONASUR" "LAHACIENDA"
## [3137] "ZONASUR" "PANCE"
## [3139] "BOSQUESDELLIMONAR" "CIUDADJARDIN"
## [3141] "LAHACIENDA" "QUINTASDEDON"
## [3143] "DEPARTAMENTAL" "CIUDADJARDIN"
## [3145] "PANCE" "PANCE"
## [3147] "ELINGENIO" "PANAMERICANO"
## [3149] "CIUDADBOCHALEMA" "ELINGENIO"
## [3151] "PRIMERODEMAYO" "ELINGENIO"
## [3153] "BOSQUESDELLIMONAR" "PRIMERODEMAYO"
## [3155] "ELINGENIO" "ELINGENIO"
## [3157] "ELINGENIO" "ELINGENIO"
## [3159] "COLSEGUROS" "COLSEGUROS"
## [3161] "PANCE" "PANAMERICANO"
## [3163] "ELINGENIO" "ELINGENIO"
## [3165] "QUINTASDEDON" "LAHACIENDA"
## [3167] "SANTAANITA" "ZONASUR"
## [3169] "PRIMERODEMAYO" "LAHACIENDA"
## [3171] "PANCE" "ELINGENIO"
## [3173] "CIUDADBOCHALEMA" "LAREFORMA"
## [3175] "CUARTODELEGUA" "CUARTODELEGUA"
## [3177] "SEMINARIO" "CUARTODELEGUA"
## [3179] "CHAMPAGNAT" "PRIMERODEMAYO"
## [3181] "PRIMERODEMAYO" "LAHACIENDA"
## [3183] "CIUDADJARDIN" "CIUDADJARDIN"
## [3185] "PRIMERODEMAYO" "LOSCAMBULOS"
## [3187] "CIUDADJARDIN" "CIUDADJARDIN"
## [3189] "CIUDADJARDIN" "LAHACIENDA"
## [3191] "CAMINOREAL" "QUINTASDEDON"
## [3193] "PANAMERICANO" "DEPARTAMENTAL"
## [3195] "CHAMPAGNAT" "PARCELACIONESPANCE"
## [3197] "ELLIMONAR" "ELINGENIO"
## [3199] "CIUDADELAPASOANCHO" "QUINTASDEDON"
## [3201] "PARCELACIONESPANCE" "PRIMERODEMAYO"
## [3203] "PRIMERODEMAYO" "CIUDADJARDIN"
## [3205] "VALLEDELLILI" "GRANLIMONAR"
## [3207] "BOSQUESDELLIMONAR" "BOSQUESDELLIMONAR"
## [3209] "PANAMERICANO" "PANCE"
## [3211] "ELINGENIO" "PANCE"
## [3213] "CHAMPAGNAT" "CIUDADJARDIN"
## [3215] "CIUDADJARDIN" "CIUDADJARDIN"
## [3217] "ELLIMONAR" "CIUDADJARDIN"
## [3219] "DEPARTAMENTAL" "LAHACIENDA"
## [3221] "CIUDADJARDIN" "ELINGENIO"
## [3223] "BOSQUESDELLIMONAR" "PARCELACIONESPANCE"
## [3225] "ZONASUR" "SANTODOMINGO"
## [3227] "PARCELACIONESPANCE" "PANCE"
## [3229] "ELINGENIO" "PANCE"
## [3231] "PANCE" "PARCELACIONESPANCE"
## [3233] "CIUDADJARDIN" "DEPARTAMENTAL"
## [3235] "CHAMPAGNAT" "CIUDADJARDIN"
## [3237] "ELINGENIO" "PRADOSDELLIMONAR"
## [3239] "PANCE" "PARCELACIONESPANCE"
## [3241] "CIUDADJARDIN" "ELINGENIO"
## [3243] "ELINGENIO" "CAPRI"
## [3245] "CIUDADELAPASOANCHO" "VALLEDELLILI"
## [3247] "PANCE" "QUINTASDEDON"
## [3249] "QUINTASDEDON" "SANTAANITA"
## [3251] "PRIMERODEMAYO" "COLSEGUROS"
## [3253] "CALI" "TEQUENDAMA"
## [3255] "PARCELACIONESPANCE" "PANCE"
## [3257] "PANCE" "PANCE"
## [3259] "PANCE" "PAMPALINDA"
## [3261] "MELENDEZ" "MAYAPANLASVEGAS"
## [3263] "ELLIMONAR" "ELLIDO"
## [3265] "ELINGENIO" "ELINGENIO"
## [3267] "ELGUABAL" "COLSEGUROS"
## [3269] "CIUDADJARDIN" "CIUDADJARDIN"
## [3271] "CIUDAD2000" "ELCANEY"
## [3273] "BOSQUESDELLIMONAR" "CALI"
## [3275] "VALLEDELLILI" "VALLEDELLILI"
## [3277] "URBANIZACIONRIOLILI" "SEMINARIO"
## [3279] "PANCE" "PANCE"
## [3281] "PANCE" "PANCE"
## [3283] "ELINGENIO" "LAHACIENDA"
## [3285] "LAHACIENDA" "CIUDADJARDIN"
## [3287] "CIUDADJARDIN" "CAPRI"
## [3289] "CAPRI" "ELCANEY"
## [3291] "BOSQUESDELLIMONAR" "ACOPI"
## [3293] "BOSQUESDELLIMONAR" "SANJOAQUIN"
## [3295] "ELINGENIO" "BOSQUESDELLIMONAR"
## [3297] "LAHACIENDA" "ELINGENIO"
## [3299] "QUINTASDEDON" "PRIMERODEMAYO"
## [3301] "SECTORAGUACATAL" "ELINGENIO"
## [3303] "QUINTASDEDON" "ELINGENIO"
## [3305] "CHAMPAGNAT" "ELINGENIO"
## [3307] "CIUDADJARDIN" "LAHACIENDA"
## [3309] "SANTAANITA" "PRIMERODEMAYO"
## [3311] "QUINTASDEDON" "CHAMPAGNAT"
## [3313] "PANCE" "QUINTASDEDON"
## [3315] "CIUDADELAPASOANCHO" "SANTAANITA"
## [3317] "ELLIMONAR" "ELCASTILLO"
## [3319] "ELCASTILLO" "ELCASTILLO"
## [3321] "ELCASTILLO" "ELINGENIO"
## [3323] "SANJOAQUIN" "SANJOAQUIN"
## [3325] "SANJOAQUIN" "ELINGENIO"
## [3327] "CIUDADJARDIN" "CIUDADJARDIN"
## [3329] "CIUDADJARDIN" "PANCE"
## [3331] "ELINGENIO" "ELINGENIO"
## [3333] "ELINGENIO" "CIUDADJARDIN"
## [3335] "ELINGENIO" "QUINTASDEDON"
## [3337] "PARCELACIONESPANCE" "CIUDADJARDIN"
## [3339] "CHAMPAGNAT" "CHAMPAGNAT"
## [3341] "CHAMPAGNAT" "CHAMPAGNAT"
## [3343] "CHAMPAGNAT" "QUINTASDEDON"
## [3345] "CIUDADJARDIN" "DEPARTAMENTAL"
## [3347] "ELLIMONAR" "PANCE"
## [3349] "ELINGENIO" "CIUDADELAPASOANCHO"
## [3351] "CIUDADJARDIN" "CIUDADJARDIN"
## [3353] "ELCASTILLO" "ELCASTILLO"
## [3355] "LAHACIENDA" "CIUDADBOCHALEMA"
## [3357] "CIUDADBOCHALEMA" "CIUDADBOCHALEMA"
## [3359] "CIUDADBOCHALEMA" "CIUDADBOCHALEMA"
## [3361] "CIUDADBOCHALEMA" "CIUDADBOCHALEMA"
## [3363] "CIUDADBOCHALEMA" "CIUDADBOCHALEMA"
## [3365] "CIUDADBOCHALEMA" "QUINTASDEDON"
## [3367] "QUINTASDEDON" "QUINTASDEDON"
## [3369] "QUINTASDEDON" "QUINTASDEDON"
## [3371] "QUINTASDEDON" "PANCE"
## [3373] "CIUDADJARDIN" "CIUDADJARDIN"
## [3375] "QUINTASDEDON" "ELINGENIO"
## [3377] "CIUDADJARDIN" "CIUDADJARDIN"
## [3379] "DEPARTAMENTAL" "DEPARTAMENTAL"
## [3381] "DEPARTAMENTAL" "DEPARTAMENTAL"
## [3383] "DEPARTAMENTAL" "DEPARTAMENTAL"
## [3385] "QUINTASDEDON" "DEPARTAMENTAL"
## [3387] "ELINGENIO" "ELINGENIO"
## [3389] "ELINGENIO" "QUINTASDEDON"
## [3391] "DEPARTAMENTAL" "CIUDADJARDIN"
## [3393] "PANCE" "CIUDADJARDIN"
## [3395] "QUINTASDEDON" "CIUDADJARDIN"
## [3397] "PARCELACIONESPANCE" "ELINGENIO"
## [3399] "CIUDADELAPASOANCHO" "QUINTASDEDON"
## [3401] "CIUDADBOCHALEMA" "CIUDADBOCHALEMA"
## [3403] "ELINGENIO" "QUINTASDEDON"
## [3405] "QUINTASDEDON" "ELINGENIO"
## [3407] "QUINTASDEDON" "QUINTASDEDON"
## [3409] "QUINTASDEDON" "CIUDADJARDIN"
## [3411] "QUINTASDEDON" "CIUDADJARDIN"
## [3413] "CIUDAD2000" "QUINTASDEDON"
## [3415] "CIUDADJARDIN" "QUINTASDEDON"
## [3417] "PANCE" "QUINTASDEDON"
## [3419] "QUINTASDEDON" "CIUDADJARDIN"
## [3421] "PANCE" "ELINGENIO"
## [3423] "PANCE" "CIUDADJARDIN"
## [3425] "CIUDADJARDIN" "PANCE"
## [3427] "VALLEDELLILI" "CIUDADELAPASOANCHO"
## [3429] "PARCELACIONESPANCE" "DEPARTAMENTAL"
## [3431] "CHAMPAGNAT" "CIUDADJARDIN"
## [3433] "CIUDADJARDIN" "PANCE"
## [3435] "CIUDADJARDIN" "COLSEGUROS"
## [3437] "PANCE" "ELINGENIO"
## [3439] "QUINTASDEDON" "QUINTASDEDON"
## [3441] "CIUDADJARDIN" "ELLIMONAR"
## [3443] "PANCE" "QUINTASDEDON"
## [3445] "QUINTASDEDON" "ELLIMONAR"
## [3447] "BOSQUESDELLIMONAR" "ELINGENIO"
## [3449] "QUINTASDEDON" "ELINGENIO"
## [3451] "BOSQUESDELLIMONAR" "ELINGENIO"
## [3453] "ELINGENIO" "PANCE"
## [3455] "CIUDADELAPASOANCHO" "CIUDADELAPASOANCHO"
## [3457] "ELLIMONAR" "SANTAANITA"
## [3459] "QUINTASDEDON" "PANCE"
## [3461] "ELINGENIO" "CIUDADJARDIN"
## [3463] "CIUDADELAPASOANCHO" "QUINTASDEDON"
## [3465] "QUINTASDEDON" "PARCELACIONESPANCE"
## [3467] "PARCELACIONESPANCE" "PARCELACIONESPANCE"
## [3469] "PARCELACIONESPANCE" "PARCELACIONESPANCE"
## [3471] "PARCELACIONESPANCE" "PARCELACIONESPANCE"
## [3473] "PARCELACIONESPANCE" "PANCE"
## [3475] "PARCELACIONESPANCE" "PARCELACIONESPANCE"
## [3477] "PARCELACIONESPANCE" "PARCELACIONESPANCE"
## [3479] "CIUDADELAPASOANCHO" "CIUDADJARDIN"
## [3481] "PARCELACIONESPANCE" "ELINGENIO"
## [3483] "BOSQUESDELLIMONAR" "CIUDADJARDIN"
## [3485] "ELINGENIO" "PANCE"
## [3487] "PANCE" "PANCE"
## [3489] "CIUDADJARDIN" "CIUDADJARDIN"
## [3491] "CIUDADJARDIN" "GUADALUPE"
## [3493] "CIUDADELAPASOANCHO" "DEPARTAMENTAL"
## [3495] "DEPARTAMENTAL" "PANCE"
## [3497] "CIUDADJARDIN" "PANCE"
## [3499] "LOSCAMBULOS" "ELINGENIO"
## [3501] "PANCE" "DEPARTAMENTAL"
## [3503] "CIUDADJARDIN" "ELINGENIO"
## [3505] "ELINGENIO" "PARCELACIONESPANCE"
## [3507] "CIUDADJARDIN" "QUINTASDEDON"
## [3509] "CIUDADELAPASOANCHO" "PANAMERICANO"
## [3511] "CIUDADBOCHALEMA" "CIUDADBOCHALEMA"
## [3513] "PANCE" "ZONASUR"
## [3515] "GUADALUPE" "PANCE"
## [3517] "SANTAANITA" "ELINGENIO"
## [3519] "LAHACIENDA" "PANCE"
## [3521] "ELINGENIO" "CIUDADJARDIN"
## [3523] "CIUDADJARDIN" "CIUDADJARDIN"
## [3525] "ELINGENIO" "PANCE"
## [3527] "PANCE" "PANCE"
## [3529] "PANCE" "PANCE"
## [3531] "PANCE" "PARCELACIONESPANCE"
## [3533] "CIUDADJARDIN" "PANCE"
## [3535] "BOSQUESDELLIMONAR" "CIUDADELAPASOANCHO"
## [3537] "CIUDADELAPASOANCHO" "CIUDADELAPASOANCHO"
## [3539] "CIUDADELAPASOANCHO" "SANTAANITA"
## [3541] "QUINTASDEDON" "ELLIMONAR"
## [3543] "PANCE" "PANCE"
## [3545] "SANTAANITA" "ELINGENIO"
## [3547] "ELCEDRO" "QUINTASDEDON"
## [3549] "PRIMERODEMAYO" "ELINGENIO"
## [3551] "VALLEDELLILI" "ELINGENIO"
## [3553] "SANTAANITA" "CIUDADJARDIN"
## [3555] "SANTAANITA" "PANCE"
## [3557] "CIUDADJARDIN" "QUINTASDEDON"
## [3559] "ELINGENIO" "PANCE"
## [3561] "PANCE" "CIUDADJARDIN"
## [3563] "CIUDADJARDIN" "CIUDADELAPASOANCHO"
## [3565] "MULTICENTRO" "COLSEGUROS"
## [3567] "CIUDADJARDIN" "SANTAANITA"
## [3569] "ELINGENIO" "PARCELACIONESPANCE"
## [3571] "PANCE" "CIUDADJARDIN"
## [3573] "CIUDADJARDIN" "CIUDADJARDIN"
## [3575] "CIUDADJARDIN" "PARCELACIONESPANCE"
## [3577] "PANCE" "PANCE"
## [3579] "VALLEDELLILI" "NUEVATEQUENDAMA"
## [3581] "NUEVATEQUENDAMA" "CIUDADJARDIN"
## [3583] "ELLIMONAR" "CIUDADJARDIN"
## [3585] "SANTAANITASUR" "PANCE"
## [3587] "SANTAANITA" "ELLIMONAR"
## [3589] "ELLIMONAR" "ALFéREZREAL"
## [3591] "CAPRI" "QUINTASDEDON"
## [3593] "PANCE" "CIUDADJARDIN"
## [3595] "CIUDADJARDIN" "CIUDADJARDIN"
## [3597] "PANCE" "CIUDADJARDIN"
## [3599] "CIUDADJARDIN" "CIUDADJARDIN"
## [3601] "CIUDADJARDIN" "QUINTASDEDON"
## [3603] "ZONASUR" "CIUDADCAPRI"
## [3605] "PANCE" "BARRIOEUCARISTICO"
## [3607] "QUINTASDEDON" "CIUDADJARDIN"
## [3609] "ELLIMONAR" "ELINGENIO"
## [3611] "SANTAANITA" "PANCE"
## [3613] "ELLIMONAR" "CIUDADJARDIN"
## [3615] "CIUDADJARDIN" "SANTAANITA"
## [3617] "PARCELACIONESPANCE" "PANCE"
## [3619] "CIUDADJARDIN" "CIUDADJARDIN"
## [3621] "CIUDADJARDIN" "CIUDADJARDIN"
## [3623] "CIUDADJARDIN" "CIUDADJARDIN"
## [3625] "CIUDADJARDIN" "CIUDADJARDIN"
## [3627] "CIUDADJARDIN" "CIUDADJARDIN"
## [3629] "CIUDADJARDIN" "CIUDADJARDIN"
## [3631] "CIUDADJARDIN" "CIUDADJARDIN"
## [3633] "CIUDADJARDIN" "CIUDADJARDIN"
## [3635] "CIUDADJARDIN" "CIUDADJARDIN"
## [3637] "CIUDADJARDIN" "CIUDADJARDIN"
## [3639] "CIUDADJARDIN" "CIUDADJARDIN"
## [3641] "CIUDADJARDIN" "CIUDADJARDIN"
## [3643] "CIUDADJARDIN" "CIUDADJARDIN"
## [3645] "CIUDADJARDIN" "CIUDADJARDIN"
## [3647] "CIUDADJARDIN" "CIUDADJARDIN"
## [3649] "CIUDADJARDIN" "CIUDADJARDIN"
## [3651] "SANTAANITA" "CIUDADJARDIN"
## [3653] "CIUDADJARDIN" "CIUDADJARDIN"
## [3655] "CIUDADJARDIN" "CIUDADJARDIN"
## [3657] "CIUDADJARDIN" "CIUDADJARDIN"
## [3659] "CIUDADJARDIN" "CIUDADJARDIN"
## [3661] "CIUDADJARDIN" "CIUDADJARDIN"
## [3663] "CIUDADJARDIN" "CIUDADJARDIN"
## [3665] "CIUDADJARDIN" "CIUDADJARDIN"
## [3667] "CIUDADJARDIN" "CIUDADJARDIN"
## [3669] "CIUDADJARDIN" "CIUDADJARDIN"
## [3671] "CIUDADJARDIN" "ZONASUR"
## [3673] "SANTAANITA" "SANTAANITA"
## [3675] "SANTAANITA" "CIUDADJARDIN"
## [3677] "CIUDADJARDIN" "ELCEDRO"
## [3679] "CIUDADJARDIN" "ELLIMONAR"
## [3681] "CIUDADJARDIN" "CIUDADJARDIN"
## [3683] "LOSCAMBULOS" "CIUDADJARDIN"
## [3685] "SANTAANITA" "MULTICENTRO"
## [3687] "CIUDADJARDIN" "ZONASUR"
## [3689] "MAYAPANLASVEGAS" "SANTAANITA"
## [3691] "MULTICENTRO" "CIUDADJARDIN"
## [3693] "QUINTASDEDON" "CIUDADJARDIN"
## [3695] "CIUDADJARDIN" "LOSCAMBULOS"
## [3697] "QUINTASDEDON" "PANCE"
## [3699] "QUINTASDEDON" "SANTAANITA"
## [3701] "SANTAANITA" "SANTAANITA"
## [3703] "SANTAANITA" "SANTAANITA"
## [3705] "SANTAANITA" "PANCE"
## [3707] "LAHACIENDA" "QUINTASDEDON"
## [3709] "GUADALUPE" "LOSCAMBULOS"
## [3711] "SANTAANITA" "CIUDADJARDIN"
## [3713] "CIUDADJARDIN" "CIUDADJARDIN"
## [3715] "CIUDADJARDIN" "CIUDADJARDIN"
## [3717] "SANTAANITA" "SANTAANITA"
## [3719] "CIUDADJARDIN" "CIUDADJARDIN"
## [3721] "QUINTASDEDON" "PRIMERODEMAYO"
## [3723] "MULTICENTRO" "COLSEGUROS"
## [3725] "CIUDADJARDIN" "SANTAANITA"
## [3727] "ELLIMONAR" "PARCELACIONESPANCE"
## [3729] "ELLIDO" "CIUDADJARDIN"
## [3731] "CIUDADJARDIN" "CIUDADJARDIN"
## [3733] "CIUDADJARDIN" "CIUDADJARDIN"
## [3735] "ZONASUR" "CIUDADJARDIN"
## [3737] "CIUDADJARDIN" "MULTICENTRO"
## [3739] "MULTICENTRO" "CIUDADJARDIN"
## [3741] "CIUDADJARDIN" "CAPRI"
## [3743] "SANTAANITA" "CAMINOREAL"
## [3745] "VALLEDELLILI" "CIUDADJARDIN"
## [3747] "PRIMERODEMAYO" "VALLEDELLILI"
## [3749] "CIUDADJARDIN" "CIUDADJARDIN"
## [3751] "CIUDADJARDIN" "CIUDADJARDIN"
## [3753] "LOSCAMBULOS" "ELLIMONAR"
## [3755] "ELLIMONAR" "CIUDADJARDIN"
## [3757] "ELLIMONAR" "LOSCAMBULOS"
## [3759] "LOSCAMBULOS" "CIUDADJARDIN"
## [3761] "LOSCAMBULOS" "CIUDADJARDIN"
## [3763] "CIUDADJARDIN" "CIUDADJARDIN"
## [3765] "LOSCAMBULOS" "LOSCAMBULOS"
## [3767] "GRANLIMONAR" "MULTICENTRO"
## [3769] "LOSCAMBULOS" "ELLIMONAR"
## [3771] "CIUDADJARDIN" "CIUDADJARDIN"
## [3773] "CIUDADJARDIN" "ZONASUR"
## [3775] "LOSCAMBULOS" "CIUDADJARDIN"
## [3777] "TEQUENDAMA" "LOSCAMBULOS"
## [3779] "CIUDADJARDIN" "CIUDADJARDIN"
## [3781] "PRADOSDELLIMONAR" "LAHACIENDA"
## [3783] "CAPRI" "ELLIMONAR"
## [3785] "CIUDADJARDIN" "CIUDADJARDIN"
## [3787] "VALLEDELLILI" "CIUDADJARDIN"
## [3789] "CIUDADJARDIN" "CIUDADJARDIN"
## [3791] "CIUDADCAPRI" "CAPRI"
## [3793] "GRANLIMONAR" "ELLIMONAR"
## [3795] "ELLIMONAR" "CIUDADJARDIN"
## [3797] "MULTICENTRO" "CIUDADJARDIN"
## [3799] "CAPRI" "CIUDADJARDIN"
## [3801] "CIUDADJARDIN" "CAPRI"
## [3803] "CIUDADJARDIN" "PARCELACIONESPANCE"
## [3805] "PANCE" "CIUDADJARDIN"
## [3807] "MULTICENTRO" "LOSCAMBULOS"
## [3809] "NUEVATEQUENDAMA" "PANCE"
## [3811] "CIUDADJARDIN" "MULTICENTRO"
## [3813] "SEMINARIO" "SANTAANITA"
## [3815] "SANFERNANDO" "PARCELACIONESPANCE"
## [3817] "PANCE" "PANCE"
## [3819] "LOSJOCKEYS" "ELLIMONAR"
## [3821] "3DEJULIO" "FARRALLONESDEPANCE"
## [3823] "EUCARISTICO" "CIUDADJARDIN"
## [3825] "CIUDADJARDIN" "CIUDADJARDIN"
## [3827] "CIUDADJARDIN" "CIUDADJARDIN"
## [3829] "CIUDADJARDIN" "CIUDADJARDIN"
## [3831] "CIUDADJARDIN" "CIUDADJARDIN"
## [3833] "CIUDADJARDIN" "CIUDADJARDIN"
## [3835] "VALLEDELLILI" "VALLEDELLILI"
## [3837] "URBANIZACIONCOLSEGUROS" "SANTAANITA"
## [3839] "SANFERNANDONUEVO" "MULTICENTRO"
## [3841] "MULTICENTRO" "MELéNDEZ"
## [3843] "LOSCAMBULOS" "CIUDADJARDIN"
## [3845] "CIUDADJARDIN" "CIUDADJARDIN"
## [3847] "CIUDADJARDIN" "CIUDADBOCHALEMA"
## [3849] "CAPRI" "CIUDADJARDIN"
## [3851] "CAPRI" "CAPRI"
## [3853] "LOSCAMBULOS" "PARCELACIONESPANCE"
## [3855] "LOSCAMBULOS" "ELLIMONAR"
## [3857] "CIUDADJARDIN" "CIUDADJARDIN"
## [3859] "ZONASUR" "CIUDADJARDIN"
## [3861] "CIUDADJARDIN" "CIUDADJARDIN"
## [3863] "CIUDADJARDIN" "CIUDADJARDIN"
## [3865] "CIUDADJARDIN" "CIUDADJARDIN"
## [3867] "CIUDADJARDIN" "SEMINARIO"
## [3869] "CAMINOREAL" "DEPARTAMENTAL"
## [3871] "VALLEDELLILI" "ELLIMONAR"
## [3873] "ELREFUGIO" "LOSCAMBULOS"
## [3875] "CIUDADJARDIN" "SANTAANITA"
## [3877] "LOSCAMBULOS" "SANTAANITA"
## [3879] "LOSCAMBULOS" "CUARTODELEGUA"
## [3881] "MULTICENTRO" "MULTICENTRO"
## [3883] "MULTICENTRO" "CIUDADJARDIN"
## [3885] "CAMINOREAL" "PANCE"
## [3887] "ELLIMONAR" "LOSCAMBULOS"
## [3889] "CIUDADJARDIN" "CIUDADJARDIN"
## [3891] "GRANLIMONAR" "CAMINOREAL"
## [3893] "CIUDADJARDIN" "CIUDADCAPRI"
## [3895] "CAPRI" "CIUDADJARDIN"
## [3897] "PANCE" "PANCE"
## [3899] "PANCE" "SANFERNANDO"
## [3901] "TEQUENDAMA" "NUEVATEQUENDAMA"
## [3903] "LOSCAMBULOS" "CIUDADJARDIN"
## [3905] "TEQUENDAMA" "ELLIMONAR"
## [3907] "NUEVATEQUENDAMA" "NUEVATEQUENDAMA"
## [3909] "NUEVATEQUENDAMA" "CAPRI"
## [3911] "PANCE" "CIUDADJARDIN"
## [3913] "CIUDADJARDIN" "CIUDADJARDIN"
## [3915] "CIUDADJARDIN" "ELLIDO"
## [3917] "VALLEDELLILI" "VALLEDELLILI"
## [3919] "VALLEDELLILI" "VALLEDELLILI"
## [3921] "VALLEDELLILI" "VALLEDELLILI"
## [3923] "VALLEDELLILI" "VALLEDELLILI"
## [3925] "VALLEDELLILI" "VALLEDELLILI"
## [3927] "CIUDADCAPRI" "CAÑAVERALEJO"
## [3929] "TEQUENDAMA" "PAMPALINDA"
## [3931] "TEQUENDAMA" "MAYAPANLASVEGAS"
## [3933] "CAPRI" "CIUDADJARDIN"
## [3935] "PANCE" "CIUDADJARDIN"
## [3937] "MULTICENTRO" "PANCE"
## [3939] "SANTAANITA" "PANCE"
## [3941] "CIUDADCAPRI" "PANCE"
## [3943] "VALLEDELLILI" "CAMINOREAL"
## [3945] "NUEVATEQUENDAMA" "MAYAPANLASVEGAS"
## [3947] "CIUDADBOCHALEMA" "LAPLAYA"
## [3949] "PARCELACIONESPANCE" "PANCE"
## [3951] "CIUDADJARDIN" "PARCELACIONESPANCE"
## [3953] "CIUDADJARDIN" "ELLIMONAR"
## [3955] "PANCE" "CAPRI"
## [3957] "CAPRI" "CAPRI"
## [3959] "CAPRI" "CAPRI"
## [3961] "CAPRI" "SANFERNANDO"
## [3963] "ELLIMONAR" "CIUDADJARDIN"
## [3965] "CAMINOREAL" "CAMINOREAL"
## [3967] "CAMINOREAL" "NUEVATEQUENDAMA"
## [3969] "PANCE" "SANFERNANDO"
## [3971] "NUEVATEQUENDAMA" "CIUDADJARDIN"
## [3973] "PANCE" "CIUDADJARDIN"
## [3975] "MAYAPANLASVEGAS" "ELLIMONAR"
## [3977] "MULTICENTRO" "MAYAPANLASVEGAS"
## [3979] "MAYAPANLASVEGAS" "MAYAPANLASVEGAS"
## [3981] "MAYAPANLASVEGAS" "MAYAPANLASVEGAS"
## [3983] "MAYAPANLASVEGAS" "SANFERNANDO"
## [3985] "MAYAPANLASVEGAS" "ELLIMONAR"
## [3987] "CAPRI" "SANFERNANDO"
## [3989] "PANCE" "CIUDADJARDIN"
## [3991] "MAYAPANLASVEGAS" "ELLIMONAR"
## [3993] "CAPRI" "ELLIMONAR"
## [3995] "ALFéREZREAL" "GRANLIMONAR"
## [3997] "CIUDADJARDIN" "TEQUENDAMA"
## [3999] "TEQUENDAMA" "PANCE"
## [4001] "CIUDADJARDIN" "CIUDADJARDIN"
## [4003] "PANCE" "CIUDADJARDIN"
## [4005] "CIUDADCAPRI" "CIUDADJARDIN"
## [4007] "ELLIMONAR" "LOSCAMBULOS"
## [4009] "SANFERNANDO" "NUEVATEQUENDAMA"
## [4011] "CAMINOREAL" "TEQUENDAMA"
## [4013] "GRANLIMONAR" "ELREFUGIO"
## [4015] "CAPRI" "ELLIMONAR"
## [4017] "TEQUENDAMA" "ELLIMONAR"
## [4019] "PRIMERODEMAYO" "MAYAPANLASVEGAS"
## [4021] "ELLIMONAR" "SANFERNANDO"
## [4023] "MAYAPANLASVEGAS" "MAYAPANLASVEGAS"
## [4025] "PANCE" "PARCELACIONESPANCE"
## [4027] "CAÑAVERALEJO" "MAYAPANLASVEGAS"
## [4029] "CIUDADBOCHALEMA" "NUEVATEQUENDAMA"
## [4031] "PANCE" "CAMINOREAL"
## [4033] "MAYAPANLASVEGAS" "SANTAANITA"
## [4035] "TEQUENDAMA" "SANFERNANDONUEVO"
## [4037] "ELLIDO" "PARCELACIONESPANCE"
## [4039] "CIUDADJARDIN" "TEQUENDAMA"
## [4041] "ELINGENIO" "MAYAPANLASVEGAS"
## [4043] "MAYAPANLASVEGAS" "TEQUENDAMA"
## [4045] "NUEVATEQUENDAMA" "NUEVATEQUENDAMA"
## [4047] "CIUDADJARDIN" "NUEVATEQUENDAMA"
## [4049] "CIUDADJARDIN" "MAYAPANLASVEGAS"
## [4051] "NUEVATEQUENDAMA" "ELLIMONAR"
## [4053] "CIUDADCAPRI" "PANCE"
## [4055] "ZONASUR" "PANCE"
## [4057] "ELLIMONAR" "PANCE"
## [4059] "CIUDADJARDIN" "VALLEDELLILI"
## [4061] "MAYAPANLASVEGAS" "GRANLIMONAR"
## [4063] "CIUDADJARDIN" "CIUDADJARDIN"
## [4065] "GRANLIMONAR" "GRANLIMONAR"
## [4067] "GRANLIMONAR" "CIUDADCAPRI"
## [4069] "PANCE" "CIUDADJARDIN"
## [4071] "NUEVATEQUENDAMA" "SANFERNANDO"
## [4073] "CIUDADJARDIN" "SANFERNANDOVIEJO"
## [4075] "CAMINOREAL" "ELLIMONAR"
## [4077] "SANFERNANDO" "PANCE"
## [4079] "PANCE" "ZONASUR"
## [4081] "PANCE" "PANCE"
## [4083] "PANCE" "PANCE"
## [4085] "PANCE" "PANCE"
## [4087] "PANCE" "PANCE"
## [4089] "PANCE" "PANCE"
## [4091] "PANCE" "PANCE"
## [4093] "PANCE" "PANCE"
## [4095] "PANCE" "PANCE"
## [4097] "PANCE" "PANCE"
## [4099] "PANCE" "PANCE"
## [4101] "PANCE" "PANCE"
## [4103] "PANCE" "ELLIMONAR"
## [4105] "PARCELACIONESPANCE" "CIUDADJARDIN"
## [4107] "CAPRI" "CIUDADJARDIN"
## [4109] "CIUDADJARDIN" "NUEVATEQUENDAMA"
## [4111] "PANCE" "GRANLIMONAR"
## [4113] "NUEVATEQUENDAMA" "CIUDADJARDIN"
## [4115] "ELLIDO" "NUEVATEQUENDAMA"
## [4117] "NUEVATEQUENDAMA" "CIUDADJARDIN"
## [4119] "CIUDADCAPRI" "MAYAPANLASVEGAS"
## [4121] "MAYAPANLASVEGAS" "PANCE"
## [4123] "ELREFUGIO" "PANCE"
## [4125] "MAYAPANLASVEGAS" "SANFERNANDOVIEJO"
## [4127] "TEQUENDAMA" "NUEVATEQUENDAMA"
## [4129] "CIUDADJARDIN" "CAPRI"
## [4131] "GRANLIMONAR" "NUEVATEQUENDAMA"
## [4133] "PANCE" "CAMINOREAL"
## [4135] "ELLIMONAR" "CAMINOREAL"
## [4137] "SANFERNANDO" "NUEVATEQUENDAMA"
## [4139] "TEQUENDAMA" "NUEVATEQUENDAMA"
## [4141] "NUEVATEQUENDAMA" "TEQUENDAMA"
## [4143] "NUEVATEQUENDAMA" "NUEVATEQUENDAMA"
## [4145] "NUEVATEQUENDAMA" "NUEVATEQUENDAMA"
## [4147] "CAMINOREAL" "ELLIMONAR"
## [4149] "CIUDADJARDIN" "CAMINOREAL"
## [4151] "ELLIMONAR" "ELLIMONAR"
## [4153] "CAÑAVERALEJO" "CAÑAVERALEJO"
## [4155] "ELLIMONAR" "GRANLIMONAR"
## [4157] "NUEVATEQUENDAMA" "MAYAPANLASVEGAS"
## [4159] "TEQUENDAMA" "ELLIMONAR"
## [4161] "ELLIMONAR" "GRANLIMONAR"
## [4163] "MAYAPANLASVEGAS" "ELLIMONAR"
## [4165] "ELLIMONAR" "MAYAPANLASVEGAS"
## [4167] "CIUDADJARDIN" "ZONASUR"
## [4169] "ELLIMONAR" "CIUDADJARDIN"
## [4171] "CIUDADJARDIN" "CIUDADJARDIN"
## [4173] "CIUDADJARDIN" "ELLIMONAR"
## [4175] "CIUDADJARDIN" "ELLIMONAR"
## [4177] "TEQUENDAMA" "NUEVATEQUENDAMA"
## [4179] "PANCE" "ELCANEY"
## [4181] "PARCELACIONESPANCE" "PANCE"
## [4183] "PANCE" "CIUDADJARDIN"
## [4185] "TEQUENDAMA" "SANFERNANDOVIEJO"
## [4187] "CAPRI" "MAYAPANLASVEGAS"
## [4189] "CAPRI" "CIUDADJARDIN"
## [4191] "SANFERNANDO" "CAPRI"
## [4193] "CAPRI" "CAPRI"
## [4195] "CAPRI" "SANFERNANDO"
## [4197] "CIUDADJARDIN" "CIUDADJARDIN"
## [4199] "CIUDADJARDIN" "CIUDADJARDIN"
## [4201] "CIUDADJARDIN" "CIUDADJARDIN"
## [4203] "CIUDADJARDIN" "CIUDADBOCHALEMA"
## [4205] "CIUDADBOCHALEMA" "PANCE"
## [4207] "CIUDADJARDIN" "CIUDADJARDIN"
## [4209] "CIUDADJARDIN" "CIUDADJARDIN"
## [4211] "CIUDADJARDIN" "CIUDADJARDIN"
## [4213] "CIUDADJARDIN" "CIUDADJARDIN"
## [4215] "CIUDADJARDIN" "CIUDADJARDIN"
## [4217] "CAMINOREAL" "CAÑAVERALEJO"
## [4219] "GRANLIMONAR" "GRANLIMONAR"
## [4221] "GUADALUPE" "CAMINOREAL"
## [4223] "TEQUENDAMA" "MAYAPANLASVEGAS"
## [4225] "PANCE" "CAMINOREAL"
## [4227] "PAMPALINDA" "CIUDADCAPRI"
## [4229] "SANFERNANDONUEVO" "PANCE"
## [4231] "COLSEGUROS" "MAYAPANLASVEGAS"
## [4233] "PANCE" "CAPRI"
## [4235] "CAPRI" "GRANLIMONAR"
## [4237] "CIUDADJARDIN" "CIUDADJARDIN"
## [4239] "CAMINOREAL" "PANCE"
## [4241] "NUEVATEQUENDAMA" "GRANLIMONAR"
## [4243] "SANFERNANDO" "TEQUENDAMA"
## [4245] "CAPRI" "ELLIMONAR"
## [4247] "NUEVATEQUENDAMA" "CIUDADJARDIN"
## [4249] "TEQUENDAMA" "SANFERNANDO"
## [4251] "SANFERNANDO" "SANFERNANDO"
## [4253] "SANFERNANDO" "SANFERNANDO"
## [4255] "SANFERNANDOVIEJO" "SANFERNANDO"
## [4257] "SANFERNANDO" "SANFERNANDOVIEJO"
## [4259] "PARCELACIONESPANCE" "PARCELACIONESPANCE"
## [4261] "PANCE" "PANCE"
## [4263] "MAYAPANLASVEGAS" "NUEVATEQUENDAMA"
## [4265] "SANFERNANDO" "MAYAPANLASVEGAS"
## [4267] "GRANLIMONAR" "CAPRI"
## [4269] "CAMINOREAL" "MELENDEZ"
## [4271] "ELLIMONAR" "MELENDEZ"
## [4273] "MELENDEZ" "MELENDEZ"
## [4275] "MAYAPANLASVEGAS" "MAYAPANLASVEGAS"
## [4277] "MELENDEZ" "CIUDADJARDIN"
## [4279] "PANCE" "ELLIMONAR"
## [4281] "TEQUENDAMA" "CAMINOREAL"
## [4283] "NUEVATEQUENDAMA" "MELENDEZ"
## [4285] "VALLEDELLILI" "MELENDEZ"
## [4287] "NUEVATEQUENDAMA" "PANCE"
## [4289] "NUEVATEQUENDAMA" "MELENDEZ"
## [4291] "MELENDEZ" "PANCE"
## [4293] "GRANLIMONAR" "MELENDEZ"
## [4295] "MELENDEZ" "ELLIMONAR"
## [4297] "ELCANEY" "MELENDEZ"
## [4299] "PANCE" "PARCELACIONESPANCE"
## [4301] "CIUDADJARDIN" "ELLIMONAR"
## [4303] "CAÑAVERALEJO" "MELENDEZ"
## [4305] "MELENDEZ" "MELENDEZ"
## [4307] "MELENDEZ" "MELENDEZ"
## [4309] "MELENDEZ" "NUEVATEQUENDAMA"
## [4311] "TEQUENDAMA" "CIUDADJARDIN"
## [4313] "ZONASUR" "NUEVATEQUENDAMA"
## [4315] "VALLEDELLILI" "CIUDADJARDIN"
## [4317] "CIUDADMELENDEZ" "PANCE"
## [4319] "ELLIMONAR" "CAMINOREAL"
## [4321] "VALLEDELLILI" "MELENDEZ"
## [4323] "PANCE" "PANCE"
## [4325] "TEQUENDAMA" "TEQUENDAMA"
## [4327] "ELINGENIO" "PANCE"
## [4329] "PANCE" "PARCELACIONESPANCE"
## [4331] "PANCE" "PANCE"
## [4333] "MELENDEZ" "PANCE"
## [4335] "CAÑAVERALEJO" "PANCE"
## [4337] "GRANLIMONAR" "SANFERNANDO"
## [4339] "CALI" "MELENDEZ"
## [4341] "PANCE" "VALLEDELLILI"
## [4343] "VALLEDELLILI" "VALLEDELLILI"
## [4345] "VALLEDELLILI" "VALLEDELLILI"
## [4347] "VALLEDELLILI" "SANFERNANDO"
## [4349] "ALFéREZREAL" "ELCANEY"
## [4351] "BUENOSAIRES" "CAMINOREAL"
## [4353] "MELENDEZ" "PANCE"
## [4355] "VALLEDELLILI" "NUEVATEQUENDAMA"
## [4357] "SANFERNANDO" "PANCE"
## [4359] "NUEVATEQUENDAMA" "TEQUENDAMA"
## [4361] "MELENDEZ" "CAMINOREAL"
## [4363] "TEQUENDAMA" "ZONASUR"
## [4365] "SANFERNANDO" "SANFERNANDOVIEJO"
## [4367] "SANFERNANDO" "TEQUENDAMA"
## [4369] "TEQUENDAMA" "ELREFUGIO"
## [4371] "CAMINOREAL" "NAPOLES"
## [4373] "TEQUENDAMA" "PAMPALINDA"
## [4375] "PANCE" "ELREFUGIO"
## [4377] "ELREFUGIO" "PAMPALINDA"
## [4379] "ELREFUGIO" "NAPOLES"
## [4381] "TEQUENDAMA" "PAMPALINDA"
## [4383] "PAMPALINDA" "PAMPALINDA"
## [4385] "ELLIDO" "NAPOLES"
## [4387] "LOURDES" "TEQUENDAMA"
## [4389] "PARCELACIONESPANCE" "PANCE"
## [4391] "CAÑAVERALEJO" "PANCE"
## [4393] "ELREFUGIO" "ELREFUGIO"
## [4395] "ELLIDO" "ALFéREZREAL"
## [4397] "CUARTODELEGUA" "NAPOLES"
## [4399] "SANFERNANDO" "CUARTODELEGUA"
## [4401] "PANCE" "ELREFUGIO"
## [4403] "URBANIZACIONNUEVAGRANADA" "CUARTODELEGUA"
## [4405] "MELENDEZ" "CUARTODELEGUA"
## [4407] "CUARTODELEGUA" "CUARTODELEGUA"
## [4409] "ELREFUGIO" "MELENDEZ"
## [4411] "NAPOLES" "NAPOLES"
## [4413] "NAPOLES" "NAPOLES"
## [4415] "NAPOLES" "NAPOLES"
## [4417] "ELREFUGIO" "MELENDEZ"
## [4419] "ZONASUR" "ELLIDO"
## [4421] "NAPOLES" "TEQUENDAMA"
## [4423] "PARCELACIONESPANCE" "ZONASUR"
## [4425] "CUARTODELEGUA" "NAPOLES"
## [4427] "TEQUENDAMA" "PANCE"
## [4429] "NAPOLES" "MELENDEZ"
## [4431] "MELENDEZ" "PARCELACIONESPANCE"
## [4433] "ELREFUGIO" "CUARTODELEGUA"
## [4435] "CUARTODELEGUA" "PANCE"
## [4437] "PANCE" "NAPOLES"
## [4439] "CIUDADJARDIN" "NAPOLES"
## [4441] "NAPOLES" "ELREFUGIO"
## [4443] "VALLEDELLILI" "ELREFUGIO"
## [4445] "ELREFUGIO" "COLINASDELSUR"
## [4447] "ELLIDO" "ELLIMONAR"
## [4449] "ELREFUGIO" "LAHACIENDA"
## [4451] "ELLIDO" "MELENDEZ"
## [4453] "ALFéREZREAL" "BUENOSAIRES"
## [4455] "BUENOSAIRES" "BUENOSAIRES"
## [4457] "NAPOLES" "ELLIMONAR"
## [4459] "CUARTODELEGUA" "CAÑAVERALEJO"
## [4461] "NAPOLES" "NAPOLES"
## [4463] "MELENDEZ" "BUENOSAIRES"
## [4465] "CIUDADJARDIN" "ELREFUGIO"
## [4467] "ELREFUGIO" "ELREFUGIO"
## [4469] "QUINTASDEDON" "ELLIDO"
## [4471] "ELLIDO" "ELLIDO"
## [4473] "ELLIDO" "ELINGENIO"
## [4475] "CIUDADJARDIN" "CIUDADJARDIN"
## [4477] "ELCANEY" "LAALBORADA"
## [4479] "ZONASUR" "VALLEDELLILI"
## [4481] "VALLEDELLILI" "VALLEDELLILI"
## [4483] "SANTAANITA" "SANFERNANDONUEVO"
## [4485] "ELREFUGIO" "PANCE"
## [4487] "MELENDEZ" "LOSFARALLONES"
## [4489] "ELINGENIO" "ELINGENIO"
## [4491] "ELREFUGIO" "ELREFUGIO"
## [4493] "ELREFUGIO" "ELREFUGIO"
## [4495] "ELREFUGIO" "ZONASUR"
## [4497] "ELREFUGIO" "ELREFUGIO"
## [4499] "ELREFUGIO" "ELLIDO"
## [4501] "PAMPALINDA" "SANTAISABEL"
## [4503] "ELREFUGIO" "ELREFUGIO"
## [4505] "ELREFUGIO" "ELREFUGIO"
## [4507] "PANCE" "ELLIDO"
## [4509] "ELLIDO" "ELLIDO"
## [4511] "SEMINARIO" "SANTAISABEL"
## [4513] "SANTAISABEL" "SANTAISABEL"
## [4515] "SANTAISABEL" "SANTAISABEL"
## [4517] "ELREFUGIO" "ELREFUGIO"
## [4519] "MELéNDEZ" "MELéNDEZ"
## [4521] "ELLIDO" "CRISTALES"
## [4523] "ELREFUGIO" "ELLIDO"
## [4525] "MELENDEZ" "MELENDEZ"
## [4527] "MELENDEZ" "ELREFUGIO"
## [4529] "URBANIZACIONNUEVAGRANADA" "ELLIDO"
## [4531] "ELLIDO" "ELREFUGIO"
## [4533] "MELENDEZ" "ELLIDO"
## [4535] "ELREFUGIO" "ELREFUGIO"
## [4537] "CUARTODELEGUA" "CUARTODELEGUA"
## [4539] "CUARTODELEGUA" "NAPOLES"
## [4541] "ELLIDO" "MELENDEZ"
## [4543] "MELENDEZ" "LASELVA"
## [4545] "ELGUABAL" "VALLEDELLILI"
## [4547] "NUEVATEQUENDAMA" "ELLIDO"
## [4549] "ELLIDO" "ELREFUGIO"
## [4551] "ELLIDO" "ELLIDO"
## [4553] "URBANIZACIONNUEVAGRANADA" "PANCE"
## [4555] "ZONASUR" "MELENDEZ"
## [4557] "ELREFUGIO" "ELREFUGIO"
## [4559] "ELREFUGIO" "NAPOLES"
## [4561] "ELREFUGIO" "PAMPALINDA"
## [4563] "PAMPALINDA" "ELREFUGIO"
## [4565] "ELLIDO" "ELREFUGIO"
## [4567] "ELREFUGIO" "ZONASUR"
## [4569] "ELREFUGIO" "CIUDADBOCHALEMA"
## [4571] "ELREFUGIO" "ELREFUGIO"
## [4573] "CUARTODELEGUA" "CUARTODELEGUA"
## [4575] "ELREFUGIO" "ELREFUGIO"
## [4577] "BUENOSAIRES" "ELREFUGIO"
## [4579] "ELREFUGIO" "ELREFUGIO"
## [4581] "ELREFUGIO" "ELLIDO"
## [4583] "ELLIMONAR" "ELREFUGIO"
## [4585] "PAMPALINDA" "SEMINARIO"
## [4587] "ELREFUGIO" "ELLIMONAR"
## [4589] "LAHACIENDA" "LAHACIENDA"
## [4591] "COLINASDELSUR" "PAMPALINDA"
## [4593] "CUARTODELEGUA" "CUARTODELEGUA"
## [4595] "CUARTODELEGUA" "MELENDEZ"
## [4597] "ELLIDO" "CUARTODELEGUA"
## [4599] "CUARTODELEGUA" "SEMINARIO"
## [4601] "ELLIDO" "CUARTODELEGUA"
## [4603] "ZONASUR" "ELREFUGIO"
## [4605] "PAMPALINDA" "PAMPALINDA"
## [4607] "PAMPALINDA" "PAMPALINDA"
## [4609] "PAMPALINDA" "ELREFUGIO"
## [4611] "ZONASUR" "ELLIDO"
## [4613] "ELLIDO" "ELLIDO"
## [4615] "ELLIDO" "ELREFUGIO"
## [4617] "ELREFUGIO" "PAMPALINDA"
## [4619] "PAMPALINDA" "ELREFUGIO"
## [4621] "COLINASDELSUR" "ELLIDO"
## [4623] "ELLIDO" "SEMINARIO"
## [4625] "ELREFUGIO" "ELREFUGIO"
## [4627] "ELLIDO" "ELLIDO"
## [4629] "ELREFUGIO" "LOSFARALLONES"
## [4631] "ELREFUGIO" "ELREFUGIO"
## [4633] "ELREFUGIO" "ELREFUGIO"
## [4635] "LOSFARALLONES" "ELLIDO"
## [4637] "ZONASUR" "NAPOLES"
## [4639] "NAPOLES" "PAMPALINDA"
## [4641] "ELREFUGIO" "ELLIDO"
## [4643] "ELREFUGIO" "MELENDEZ"
## [4645] "ZONASUR" "SEMINARIO"
## [4647] "ELREFUGIO" "ELREFUGIO"
## [4649] "ZONASUR" "LOSFARALLONES"
## [4651] "ELLIDO" "LOURDES"
## [4653] "ELREFUGIO" "LACASCADA"
## [4655] "ELREFUGIO" "ZONASUR"
## [4657] "LACASCADA" "LACASCADA"
## [4659] "LACASCADA" "PAMPALINDA"
## [4661] "ZONASUR" "CAÑAVERALEJO"
## [4663] "ELREFUGIO" "SEMINARIO"
## [4665] "ELLIDO" "GUADALUPE"
## [4667] "SEMINARIO" "SEMINARIO"
## [4669] "SEMINARIO" "LABUITRERA"
## [4671] "ELREFUGIO" "GUADALUPE"
## [4673] "PAMPALINDA" "PAMPALINDA"
## [4675] "GUADALUPE" "SEMINARIO"
## [4677] "LACASCADA" "SEMINARIO"
## [4679] "CUARTODELEGUA" "CUARTODELEGUA"
## [4681] "CUARTODELEGUA" "ZONASUR"
## [4683] "LAHACIENDA" "SEMINARIO"
## [4685] "CUARTODELEGUA" "CUARTODELEGUA"
## [4687] "ELREFUGIO" "CAÑAVERALES"
## [4689] "QUINTASDEDON" "NAPOLES"
## [4691] "SEMINARIO" "ZONASUR"
## [4693] "ZONASUR" "ELREFUGIO"
## [4695] "ELREFUGIO" "ELREFUGIO"
## [4697] "ELREFUGIO" "SEMINARIO"
## [4699] "ZONASUR" "VALLEDELLILI"
## [4701] "PAMPALINDA" "SEMINARIO"
## [4703] "MELENDEZ" "SEMINARIO"
## [4705] "PAMPALINDA" "SEMINARIO"
## [4707] "ELREFUGIO" "SEMINARIO"
## [4709] "SEMINARIO" "GUADALUPE"
## [4711] "QUINTASDEDON" "GUADALUPE"
## [4713] "MELENDEZ" "LALUISA"
## [4715] "GUADALUPE" "NUEVATEQUENDAMA"
## [4717] "CAMINOREAL" "GUADALUPE"
## [4719] "BELISARIOCAICEDO" "CIUDADJARDIN"
## [4721] "CIUDADJARDIN" "BELLASUIZA"
## [4723] "BELLASUIZA" "CAÑAVERALES"
## [4725] "ZONASUR" "SANFERNANDO"tabla <- table(sur)
ordenar_tabla <- sort(tabla, decreasing = TRUE)
tabla2 <- data.frame(Category = names(ordenar_tabla), Frequency = ordenar_tabla)
mas_frecuentes <- head(tabla2, n = 10)
print (mas_frecuentes) ## Category Frequency.sur Frequency.Freq
## 1 VALLE DEL LILI VALLE DEL LILI 1005
## 2 CIUDAD JARDIN CIUDAD JARDIN 537
## 3 PANCE PANCE 411
## 4 EL CANEY EL CANEY 209
## 5 EL INGENIO EL INGENIO 203
## 6 LA HACIENDA LA HACIENDA 166
## 7 EL LIMONAR EL LIMONAR 135
## 8 EL REFUGIO EL REFUGIO 120
## 9 CIUDAD 2000 CIUDAD 2000 96
## 10 CANEY CANEY 88El 33% de los clientes de B&C prefieren viviendas en la ciudad de Cali ubicadas en estrato 5, seguido de predios ubicados en zonas estrato 4 con 26% y estrato 6 con 24%, como se observa en la figura 3.
ev=c(1453, 2131, 2751, 1992)
names(ev)=c("Estrato 3", "Estrato 4 ", "Estrato 5", "Estrato 6")
barplot(ev, col=c("#dcf600","#7dbd00","#659cef","#2956b2"), las=1, ylim = c(0,3000))
title(main="Figura 3. Distribución de viviendas por estrato socioeconómico")
La ubicación geográfica de la vivienda se encuentra relacionada con el estrato socioeconómico y a su vez, con el precio de la misma, como se observa en la figura 4, a mayor estrato mayor precio de la vivienda independiente del tipo de la misma.
library(ggplot2)
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats 1.0.0 ✔ readr 2.1.4
## ✔ lubridate 1.9.2 ✔ tibble 3.2.1
## ✔ purrr 1.0.1 ✔ tidyr 1.3.0
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks mice::filter(), stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorsdataclean$tipo=str_to_lower(dataclean$tipo)
dataclean$tipo <- str_replace (dataclean$tipo, "apto", "apartamento")
ggplot(dataclean, aes(y=preciom , x=estrato)) +
geom_point()+
facet_wrap(~ tipo) 
labs (title = "Figura 4. precio por tipo de vivienda y estrato socioeconómico")## $title
## [1] "Figura 4. precio por tipo de vivienda y estrato socioeconómico"
##
## attr(,"class")
## [1] "labels"Analisis tipo de vivienda
library(tidyverse)
dataclean$tipo=str_to_lower(dataclean$tipo)
dataclean$tipo <- str_replace (dataclean$tipo, "apto", "apartamento")El tipo de vivienda preferido por los clientes de B&C, son los apartamentos con un 61% (n=5106) como se muestra en la figura 5.
counts <- table(dataclean$tipo); rownames(counts)=c("Apartamento", "Casa")
barplot(counts,
xlab= "Figura 5.Preferencias en el tipo de vivienda",
col=c("#FFBF69","#034A94"), las=1, ylim = c(0,6000))
legend = rownames(counts)Analisis de precios
En cuanto al precio de las viviendas, de manera general se encuentra que los precios de las viviendas de B&C en promedio es de 434 pesos, con una desviación estandar de 329 pesos y una mediana de 330 pesos. La vivienda mas económica en B&C es de 58 y la mas costosa ha sido de 1999 pesos. El coficiente de variacion es del 76%, esto demuestra una gran variabilidad en la información por lo cual es importante detallar el precio respecto a otras variables como el tipo de vivienda, metros cuadrados, etc.
Al analizar el precio por el tipo de vivienda, se encuentra que los apartamentos son mas económicos respecto a las casas (Figura 6), con un precio promedio de 367 pesos y mediana de 280 pesos; medida mas confiable para este tipo de vivienda teniendo en cuenta que se encuentran datos extremos en este grupo (1.950 pesos). El 75% de los precios de apartamentos se ubican por debajo de los 430 pesos.
A su vez el precio de las viviendas tipo casa es ligeramente mas alto (Figura 6), dado que el precio promedio es de 540 pesos con una mediana 430 pesos, medida mas confiable para este tipo de vivienda teniendo en cuenta que se encuentran datos extremos en este grupo (1.999 pesos). El 75% de los precios de las casas se encuentra por debajo de los 670 pesos.
boxplot(dataclean$preciom~dataclean$tipo,
main = "Figura 6. Distribución de los precios segun tipo de vivienda",
ylab="precio",
xlab = "Tipo de vivienda", las=1,
col=c("#960200","#ee964b"))
Al analizar el tipo de vivienda y los metros cuadrados se encuentra que para las vivienda tipo casas, los clientes prefieren aquellas que tengan 240 metros cuadrados en promedio con una desviación estándar de 171 metros cuadrados. El 75% de los clientes prefieren casas entre los 154 y 350 metros cuadrados (Q1-Q3), figura 7.
datametros=subset(dataclean, dataclean$areaconst & dataclean$tipo=="casa")
x=datametros$areaconst
hist(x, xlim = c(30,1800), las=1,
main = "Figura 7. Distribución de área construída en tipo de vivienda casa",
xlab="metros cuadrados",
ylab = "frecuencia",
col ="#ee964b")
En cuanto a los apartamentos, los clientes prefieren aquellos que tengan en promedio un área construida de 90 metros cuadrados con una desviación estándar de 70 metros cuadrados. El 75% de los clientes prefieren casas que tengan entre los 68 y 130 metros cuadrados (Q1-Q3) de área construida, figura 8.
datametrosap=subset(dataclean, dataclean$areaconst & dataclean$tipo=="apartamento")
x=datametrosap$areaconst
hist(x, xlim = c(30,1000), las=1,
main = "Figura 8. Distribución de área construída en tipo de vivienda apartamentos",
xlab="metros cuadrados",
ylab = "frecuencia",
col ="#0d3b66")
Análisis de principales características
En cuanto a las características de los apartamentos, el promedio y la mediana en numero de habitaciones es de 3, con un rango entre 0-9 habitaciones. La desviación estándar es de 0.68. En cuanto a los baños, los clientes prefieren apartamentos con dos baños (mediana) y entre uno y dos parqueaderos (Q1-Q3).
library(tidyverse)
precioap= subset(dataclean, dataclean$tipo=="apartamento" & dataclean$preciom)
summarytools::descr(precioap)## Non-numerical variable(s) ignored: zona, tipo, barrio## Descriptive Statistics
## precioap
## N: 5106
##
## areaconst banios estrato habitac id latitud longitud
## ----------------- ----------- --------- --------- --------- --------- --------- -----------
## Mean 112.94 2.62 4.73 2.97 4290.24 944.41 -21547.99
## Std.Dev 69.57 1.07 0.98 0.68 2452.43 1526.80 34362.20
## Min 35.00 0.00 3.00 0.00 3.00 3.33 -76576.00
## Q1 68.00 2.00 4.00 3.00 2182.00 3.39 -76507.00
## Median 90.00 2.00 5.00 3.00 4162.50 3.45 -76.54
## Q3 130.00 3.00 6.00 3.00 6562.00 3365.00 -76.52
## Max 932.00 8.00 6.00 9.00 8317.00 3497.00 -76.46
## MAD 41.51 1.48 1.48 0.00 3194.26 0.10 0.03
## IQR 62.00 1.00 2.00 0.00 4379.50 3361.61 76430.23
## CV 0.62 0.41 0.21 0.23 0.57 1.62 -1.59
## Skewness 2.61 0.90 -0.24 0.06 0.02 1.01 -0.98
## SE.Skewness 0.03 0.03 0.03 0.03 0.03 0.03 0.03
## Kurtosis 11.10 0.71 -0.96 3.82 -1.26 -0.99 -1.05
## N.Valid 5106.00 5106.00 5106.00 5106.00 5106.00 5106.00 5106.00
## Pct.Valid 100.00 100.00 100.00 100.00 100.00 100.00 100.00
##
## Table: Table continues below
##
##
##
## parquea piso preciom
## ----------------- --------- --------- ---------
## Mean 1.57 4.63 367.62
## Std.Dev 0.74 2.81 290.13
## Min 1.00 1.00 58.00
## Q1 1.00 2.00 175.00
## Median 1.00 4.00 280.00
## Q3 2.00 6.00 430.00
## Max 10.00 12.00 1950.00
## MAD 0.00 2.97 177.91
## IQR 1.00 4.00 255.00
## CV 0.47 0.61 0.79
## Skewness 1.96 0.79 2.16
## SE.Skewness 0.04 0.04 0.03
## Kurtosis 9.91 -0.08 5.40
## N.Valid 4237.00 3723.00 5106.00
## Pct.Valid 82.98 72.91 100.00Se observa en la siguiente tabla que la mayoría de apartamentos tomados por los clientes de la compañía son aquellos que presentan un área construida entre 35 y 200 metros cuadrados los cuales ofertan 3 habitaciones, en menor proporción dos habitaciones. También se encuentran 10 apartamentos que ofertan mas de 6 habitaciones cuyo metraje oscila entre 100 y 500.
breaks=c(50,100,200,300,400,500,600,700,800,900,1000)
habitacionesapto= cut(precioap$areaconst, breaks)
table(habitacionesapto, precioap$habitac) ##
## habitacionesapto 0 1 2 3 4 5 6 7 9
## (50,100] 9 39 672 2058 119 0 0 0 0
## (100,200] 6 2 102 1049 442 18 2 0 0
## (200,300] 3 0 10 208 99 20 4 0 0
## (300,400] 1 0 5 45 40 14 0 0 1
## (400,500] 0 0 0 3 10 8 2 1 0
## (500,600] 0 0 0 0 5 3 0 0 0
## (600,700] 1 0 1 0 0 0 0 0 0
## (700,800] 0 0 0 0 0 0 0 0 0
## (800,900] 0 0 0 0 0 0 0 0 0
## (900,1e+03] 0 0 0 1 0 0 0 0 0En cuanto a los pisos en los que se ubican los apartamentos, se encuentra que los clientes prefieren los primeros 5 pisos en las propiedades horizontales (Media 4.6 y mediana de 4). Esto puede estar asociado a que muchos de los proyectos contemplan la construcción de edificios de máximo 6 pisos por edificación.
summary(precioap$piso)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 1.000 2.000 4.000 4.635 6.000 12.000 1383Con relación a las viviendas tipo casa, el promedio es de 4.6 habitaciones con una mediana de 4, con un rango entre 0-10 habitaciones.La desviación estándar es de 2 habitaciones (1.77).En cuanto a los baños, los clientes prefieren apartamentos con 4 baños (media y mediana) y entre uno y tres parqueaderos (Q1-Q3).
library(tidyverse)
preciocasa=subset(dataclean, dataclean$tipo=="casa" & dataclean$precio)
summarytools::descr(preciocasa)## Non-numerical variable(s) ignored: zona, tipo, barrio## Descriptive Statistics
## preciocasa
## N: 3221
##
## areaconst banios estrato habitac id latitud longitud
## ----------------- ----------- --------- --------- --------- --------- --------- -----------
## Mean 273.34 3.89 4.48 4.61 3963.86 1011.52 -22316.15
## Std.Dev 171.42 1.57 1.09 1.77 2311.26 1557.90 34727.48
## Min 30.00 0.00 3.00 0.00 1.00 3.33 -76571.00
## Q1 154.00 3.00 3.00 3.00 1856.00 3.39 -76506.00
## Median 240.00 4.00 5.00 4.00 4190.00 3.44 -76.54
## Q3 350.00 5.00 5.00 5.00 5863.00 3374.00 -76.52
## Max 1745.00 10.00 6.00 10.00 8319.00 3493.00 -76.46
## MAD 134.92 1.48 1.48 1.48 2858.45 0.09 0.03
## IQR 196.00 2.00 2.00 2.00 4007.00 3370.61 76429.48
## CV 0.63 0.40 0.24 0.38 0.58 1.54 -1.56
## Skewness 2.21 0.47 -0.05 0.80 -0.06 0.90 -0.92
## SE.Skewness 0.04 0.04 0.04 0.04 0.04 0.04 0.04
## Kurtosis 9.29 0.67 -1.30 1.06 -1.15 -1.19 -1.15
## N.Valid 3221.00 3221.00 3221.00 3221.00 3221.00 3221.00 3221.00
## Pct.Valid 100.00 100.00 100.00 100.00 100.00 100.00 100.00
##
## Table: Table continues below
##
##
##
## parquea piso preciom
## ----------------- --------- --------- ---------
## Mean 2.29 2.14 539.88
## Std.Dev 1.47 0.86 358.17
## Min 1.00 1.00 77.00
## Q1 1.00 2.00 300.00
## Median 2.00 2.00 430.00
## Q3 3.00 3.00 670.00
## Max 10.00 10.00 1999.00
## MAD 1.48 1.48 237.22
## IQR 2.00 1.00 370.00
## CV 0.64 0.40 0.66
## Skewness 1.69 1.38 1.57
## SE.Skewness 0.05 0.06 0.04
## Kurtosis 3.66 8.37 2.28
## N.Valid 2487.00 1966.00 3221.00
## Pct.Valid 77.21 61.04 100.00Se observa en la siguiente tabla que la mayoría de casas tomadas por los clientes, son aquellas que presentan un área construida entre 100 y 400 metros cuadrados los cuales ofertan de 3 a 5 habitaciones. También se encuentran 10 casas que ofertan mas de 7 habitaciones cuyo área construída oscila entre 50 y 500.
breaks=c(50,100,200,300,400,500,600,700,800,900,1000,1500,2000)
habitacionescasa= cut(preciocasa$areaconst, breaks)
table(habitacionescasa, preciocasa$habitac) ##
## habitacionescasa 0 1 2 3 4 5 6 7 8 9 10
## (50,100] 2 2 31 157 61 9 12 2 4 5 1
## (100,200] 7 3 25 335 355 142 57 32 21 12 11
## (200,300] 18 3 6 127 318 210 101 47 43 21 4
## (300,400] 6 1 0 57 164 120 48 40 50 17 11
## (400,500] 5 1 1 18 66 76 44 31 12 19 10
## (500,600] 4 0 1 8 23 23 24 10 4 4 4
## (600,700] 2 0 0 1 9 18 10 3 1 0 0
## (700,800] 1 0 0 0 3 9 7 5 1 4 4
## (800,900] 0 0 0 0 8 5 1 0 2 0 1
## (900,1e+03] 0 0 0 2 5 2 2 2 0 0 3
## (1e+03,1.5e+03] 0 0 0 3 3 2 3 0 0 0 2
## (1.5e+03,2e+03] 0 0 1 0 0 1 1 0 0 0 0Se verificó para las viviendas tipo casa, el número de pisos con los que cuenta encontrando que los clientes prefieren las casas de dos pisos.
summary(preciocasa$piso)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 1.000 2.000 2.000 2.139 3.000 10.000 1255Discusión
La zona sur de la ciudad de Cali es el sector con mayor crecimiento en el perímetro urbano. Su ubicación estratégica respecto a centros universitarios, colegios y centros comerciales como Jardín Plaza, Unicentro, Aventura Plaza y Holguines Trade Center (2), ha atraído al sector de la construcción, quienes ven esta área un espacio propicio para la expansión residencial, dirigido a familias de clase media alta y alta (3)
Acorde con el DANE, la estratificación socioeconómica es el mecanismo que permite clasificar la población en distintos estratos o grupos de personas que tienen características sociales y económicas similares, a través del examen de las características físicas de sus viviendas, el entorno inmediato y el contexto urbanístico o rural de las mismas (4). De esta manera, se realiza un cobro diferencial en la prestación de los servicios públicos domiciliarios permitiendo asignar subsidios a las poblaciones mas vulnerables (2). Por lo anterior, es posible afirmar que existe una relación directa entre la ubicación geográfica de la vivienda, su estratificación y el precio de la misma. A mayor estrato socioecónomico mejor equipamiento de las viviendas, mejor ubicación , por lo tanto el valor comercial es mayor al igual que la valorización.
De acuerdo al análisis, se evidencia que los clientes de la compañía B&C en su gran mayoría corresponden a clase media alta y alta, quienes demandan servicios de vivienda preferentemente en la zona sur de Cali, con especial interés en los barrios Valle de Lily, Ciudad Jardín y Pance.
Los clientes prefieren los apartamentos equipados con tres habitaciones, dos baños, mínimo un parqueadero y que se ubiquen entre el tercer y cuarto piso. Esto puede deberse a que en Colombia, las edificaciones superiores a 6 pisos deben contar con ascensor, lo que aumenta el costo de la administración de la copropiedad, el cual es trasladado al residente en la cuota de administración. En comparación con las casas, los apartamentos tienen menor precio y ofrecen un equipamiento similar para una familia de 3 o 4 integrantes. De acuerdo a cifras del DANE el tamaño promedio de los hogares para 2018 en Colombia es de 3,1 personas (5), por lo que este tipo de vivienda es ideal.
En cuanto a las viviendas tipo casa, el precio es mayor comprado con los apartamentos y depende directamente del área construida, en general los clientes prefieren aquellas viviendas equipadas con 5 habitaciones, 4 baños y mínimo dos parqueaderos. Esto puede deberse a que corresponden a familias con mayor número de integrantes, por lo que requieren apoyo en las tareas domésticas de manera permanente y deben garantizar alojamiento para éstas personas así como acceso a baño privado; por lo tanto, buscan viviendas que se ajusten a éstas necesidades. Adicionalmente, estas familias cuentan con los recursos económicos para adquirir mas de un vehículo por lo cual demandan mayor numero de parqueaderos. En parte, esta situación se da porque los ciudadanos buscan aliviar las medidas de control de tráfico como el pico placa adquiriendo un segundo vehículo para exonerarse de esta medida (6)
En los apartamentos llama la atención que existen 19 con cero habitaciones, esto posiblemente corresponde a apartaestudios de un solo ambiente. Sería importante verificar el dato del apartamento que presenta 9 habitaciones con un área construida entre los 300 y 400 metros cuadrados; ya que se esperaría que los apartamentos con mayor número de habitaciones fueran los que tienen mayor área construída.
Adicionalmente, se evidencia un alto número de datos perdidos en la recolección de la variable piso mas del 22%; por lo cual no se recomienda imputar datos para analizar esta variable. Vale la pena revisar la forma en que se recolecta esta información por parte de la compañía.
En cuanto a las casas, llama la atención el alto número de habitaciones (mayores a 7) para áreas construídas entre 50 y 100 metros cuadrados y 45 casas reportadas con cero habitaciones las cuales tienen diferente área construída. Por lo anterior, también se debe revisar la forma en la que se recopila el numero de habitaciones por parte de la compañía. Así mismo, la forma en la que se recopila la información de los pisos, teniendo en cuenta que se encuentran viviendas tipo casa reportadas con 10 pisos, lo que correspondería a un edificio residencial o multifamiliar. Por lo anterior, es importante revisar el instrumento con el cual se recopila la información de las viviendas y estandarizar la forma de medición a través de un instructivo de diligenciamiento.
Si es de interés de la compañía expandir su área de influencia, la zona Norte sería un área interesante para explorar, ya que es la segunda en demanda por parte de los clientes de B&C, esto puede deberse a que corresponde a un área principalmente residencial, tranquila con amplias zonas verdes ideal para actividades de recreación y esparcimiento. Además existe una amplia oferta gastronómica en el barrio Granada. Actualmente, las constructoras se encuentran desarrollando proyectos en sectores como la antigua Vía Cali Yumbo (2).
Conclusiones
La compañia B&C debe enfocarse en proyectos de vivienda ubicados en la zona sur de Cali principalmente (Valle de Lily, Ciudad Jardín y Pance), tipo apartamentos en edificios menores a 6 pisos que oferten 3 habitaciones, dos baños y un parqueadero. Ya que estos son los de mayor demanda por parte de los clientes de clase media.
La compañia debe enfocarse en viviendas tipo casa, que se ubiquen geograficamente en la misma zona y que oferten 5 habitaciones, 4 baños y mínimo dos parqueaderos. Ya que este es el equipamiento con más demanda en familias de clase alta de la ciudad.
Se debe verificar el instrumento con el cual se recopila la información de piso y parqueadero y de ser necesario estandarizar la forma de recolección.
La ciencia de datos es una gran herramienta que permite identificar patrones y tendencias para optimizar procesos y generar valor a la información de las empresas, en este caso del sector innombiliario.
Bibliografía
- El sector inmobiliario: una alternativa de inversión rentable. Almería Jorge Armando y Ramírez Monsalve Juan Pablo. Trabajo de grado. Colegio de Estudios Superiores de Administración – CESA. Bogotá D.C. 2021
- Cali, la mejor ciudad para comprar vivienda en Colombia. Finca Raíz Colombia. 2021. https://fincaraizcolombia.com.co/cali-la-mejor-ciudad-para-comprar-vivienda-en-colombia/
- An approach of territorial arrangement of Cali – Colombia. Rafael Vergara Varela. Apuntes Cenes Vol. 35, Nº. 62, ISSN 0120-3053. julio - diciembre 2016, Págs. 169-207
- Estratificación Socioeconómica de Santiago de Cali. Alcaldía de Cali. https://www.cali.gov.co/planeacion/publicaciones/107322/estratificacion-socioeconomica-de-santiago-de-cali/
- Censo Nacional de Población y Vivienda 2018. DANE. Infografía. https://www.dane.gov.co/files/censo2018/infografias/info-CNPC-2018total-nal-colombia.pdf
- Aglomeración económica y congestión vial: Los perjuicios por racionamiento del tráfico vehicular. Medina Carlos Alberto y Vélez Carlos Eduardo. Universidad de los Andes - Escuela de Gobierno Alberto Lleras Camargo. ISSN 2215 - 7808 Bogotá. Julio 2012.