Importar librerias

library(readr)
## Warning: package 'readr' was built under R version 4.3.1
library(dplyr)
## Warning: package 'dplyr' was built under R version 4.3.1
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(cluster)

Importar Dataset

df <- read.csv("C:\\Users\\naila\\OneDrive\\Documentos\\1 TEC\\5 QUINTO SEMESTRE\\Minería de datos\\Datos bienes y raices CDMXF 1.csv")
print(df)
##                   Alcaldia                                 Colonia   X1   X2
## 1   La Magdalena Contreras              San Jer\xf3nimo L\xedndice 1.86 5.62
## 2                  Tlahuac                             Xochicalli  1.54 4.50
## 3               Cuajimalpa                    Bosques de las Lomas 1.55 5.76
## 4                  Tlahuac                                La Turba 1.54 4.50
## 5                  Tlahuac                         Miguel Hidalgo  1.54 4.50
## 6                  Tlahuac                             Los Olivos  1.54 4.50
## 7           Miguel Hidalgo                                 Polanco 0.61 5.57
## 8           Alvaro Obregon                   Jardines del Pedregal 1.34 5.68
## 9               Xochimilco                 Santiago Tepalcatlalpan 2.30 4.57
## 10     Venustiano Carranza                 Moctezuma 2a Secci\xf3n 1.02 6.37
## 11              Xochimilco               M\xe1rtires de Rio Blanco 2.30 4.57
## 12       Gustavo A. Madero                       Guadalupe Tepeyac 1.40 4.99
## 13       Gustavo A. Madero                          Lindavista Sur 1.40 4.99
## 14              Iztapalapa                          Lomas Estrella 1.86 5.62
## 15                Coyoacan                            Culhuac\xe1n 0.77 4.98
## 16          Miguel Hidalgo                                 Polanco 0.61 5.57
## 17          Alvaro Obregon                               Universal 1.34 5.68
## 18                Coyoacan                           Los Girasoles 0.77 4.98
## 19     Venustiano Carranza                          Popular Rastro 1.02 6.37
## 20     Venustiano Carranza                          Popular Rastro 1.02 6.37
## 21        Benito Ju\xe1rez                                 Napoles 0.35 6.23
## 22  La Magdalena Contreras              San Jer\xf3nimo L\xedndice 1.86 5.62
## 23            Azcapotzalco                  San Francisco Tetecala 0.96 5.97
## 24              Cuajimalpa                  Lomas de Vista Hermosa 1.55 5.76
## 25          Alvaro Obregon                      Paseo de las Lomas 1.34 5.68
## 26              Xochimilco                                La Noria 2.30 4.57
## 27            Azcapotzalco                               El jaguey 0.96 5.97
## 28            Azcapotzalco                          Obrero Popular 0.96 5.97
## 29              Iztapalapa                   Santa Martha Acatitla 1.86 5.62
## 30              Xochimilco                   San Lorenzo La Cebada 2.30 4.57
## 31          Alvaro Obregon                             Las Aguilas 1.34 5.68
## 32                 Tlahuac                   Villa Centroamericana 1.54 4.50
## 33                 Tlahuac                              Los olivos 1.54 4.50
## 34          Alvaro Obregon                     Lomas de los cedros 1.34 5.68
## 35               Iztacalco                   Agr\xedcola Pantitlan 1.13 4.47
## 36                 Tlahuac                         Miguel Hidalgo  1.54 4.50
## 37       Gustavo A. Madero                               Bondojito 1.40 4.99
## 38       Gustavo A. Madero                            La Esmeralda 1.40 4.99
## 39                 Tlahuac                              Zapotitla  1.54 4.50
## 40       Gustavo A. Madero                             La Escalera 1.40 4.99
## 41          Alvaro Obregon                     Lomas de los cedros 1.34 5.68
## 42              Iztapalapa                                El Manto 1.86 5.62
## 43          Alvaro Obregon                      Paseo de las lomas 1.34 5.68
## 44       Gustavo A. Madero                             DM Nacional 1.40 4.99
## 45       Gustavo A. Madero                              Santa Rosa 1.40 4.99
## 46       Gustavo A. Madero                        Granjas Modernas 1.40 4.99
## 47                 Tlalpan                                  Aralia 1.39 4.60
## 48          Miguel Hidalgo                    Lomas de Chapultepec 0.61 5.57
## 49     Venustiano Carranza                                 Morelos 1.02 6.37
## 50              Xochimilco                                 Tepepan 2.30 4.57
## 51              Iztapalapa                Jos\xe9 Mar\xeda Morelos 1.86 5.62
## 52          Alvaro Obregon                                Santa Fe 1.34 5.68
## 53       Gustavo A. Madero                    La Laguna Ticom\xe1n 1.40 4.99
## 54                Coyoacan                      Romero de Terreros 0.77 4.98
## 55          Alvaro Obregon                                Santa Fe 1.34 5.68
## 56                 Tlahuac                             El Rosario  1.54 4.50
## 57          Miguel Hidalgo                                 Polanco 0.61 5.57
## 58                Coyoacan                            Educaci\xf3n 0.77 4.98
## 59              Cuajimalpa                    Bosques de las Lomas 1.55 5.76
## 60          Miguel Hidalgo                                 Polanco 0.61 5.57
## 61              Xochimilco                   San Lorenzo La Cebada 2.30 4.57
## 62                 Tlahuac                    San Nicolas tetelco  1.54 4.50
## 63              Cuajimalpa                  Lomas de Vista Hermosa 1.55 5.76
## 64                 Tlahuac                      Santa Ana Poniente 1.54 4.50
## 65                Coyoacan                            Culhuac\xe1n 0.77 4.98
## 66              Iztapalapa                        Pareja Zacatepec 1.86 5.62
## 67       Gustavo A. Madero               Santa Mar\xeda Ticom\xe1n 1.40 4.99
## 68              Iztapalapa                          San Juan Xalpa 1.86 5.62
## 69                 Tlalpan                       Villa Ol\xedmpica 1.39 4.60
## 70       Gustavo A. Madero                       Progreso Nacional 1.40 4.99
## 71  La Magdalena Contreras                            Santa Teresa 1.86 5.62
## 72               Cuahtemoc                               Ju\xe1rez 0.90 6.78
## 73       Gustavo A. Madero                            La Esmeralda 1.40 4.99
## 74          Alvaro Obregon                                Santa Fe 1.34 5.68
## 75       Gustavo A. Madero                       Progreso Nacional 1.40 4.99
## 76                 Tlalpan                         Narciso Mendoza 1.39 4.60
## 77            Azcapotzalco                               Petrolera 0.96 5.97
## 78                 Tlahuac                 Villa centro Americana  1.54 4.50
## 79          Miguel Hidalgo                                 Polanco 0.61 5.57
## 80          Miguel Hidalgo                                 Polanco 0.61 5.57
## 81              Cuajimalpa                      Lomas del Chamizal 1.55 5.76
## 82              Xochimilco                    Guadalupe I. Ramirez 2.30 4.57
## 83          Alvaro Obregon                                Santa Fe 1.34 5.68
## 84       Gustavo A. Madero                        Lindavista Norte 1.40 4.99
## 85  La Magdalena Contreras                         Lomas Quebradas 1.86 5.62
## 86                Coyoacan               Pedregal de Santo Domingo 0.77 4.98
## 87     Venustiano Carranza                General Ignacio Zaragoza 1.02 6.37
## 88          Alvaro Obregon                               San Angel 1.34 5.68
## 89                 Tlahuac                         Miguel Hidalgo  1.54 4.50
## 90          Alvaro Obregon                   Jardines del Pedregal 1.34 5.68
## 91          Alvaro Obregon                                Santa Fe 1.34 5.68
## 92  La Magdalena Contreras                            Santa Teresa 1.86 5.62
## 93          Miguel Hidalgo                    Lomas de Chapultepec 0.61 5.57
## 94            Azcapotzalco                  San Martin Xochinahuac 0.96 5.97
## 95          Miguel Hidalgo                    Lomas de Chapultepec 0.61 5.57
## 96              Cuajimalpa                   Cooperativa Palo Alto 1.55 5.76
## 97              Iztapalapa                          Lomas Estrella 1.86 5.62
## 98              Iztapalapa                             Solidaridad 1.86 5.62
## 99       Gustavo A. Madero                       Gustavo A. Madero 1.40 4.99
## 100         Miguel Hidalgo                                 Polanco 0.61 5.57
## 101             Iztapalapa                                San Juan 1.86 5.62
## 102       Benito Ju\xe1rez                                Narvarte 0.35 6.23
## 103             Iztapalapa                                Citlalli 1.86 5.62
## 104                Tlalpan                   Santa \xfarsula Xitla 1.39 4.60
## 105              Iztacalco                       Granjas M\xe9xico 1.13 4.47
## 106             Iztapalapa                            Juan Escutia 1.86 5.62
## 107              Cuahtemoc                            Hip\xf3dromo 0.90 6.78
## 108               Coyoacan                            Culhuac\xe1n 0.77 4.98
## 109         Alvaro Obregon                                Santa Fe 1.34 5.68
## 110             Iztapalapa                 Unidad Vicente Guerrero 1.86 5.62
## 111             Iztapalapa                              Tepalcates 1.86 5.62
## 112      Gustavo A. Madero                       Progreso Nacional 1.40 4.99
## 113              Cuahtemoc                               Ju\xe1rez 0.90 6.78
## 114 La Magdalena Contreras                   H\xe9roes de Padierna 1.86 5.62
## 115       Benito Ju\xe1rez                    Santa Maria Nonoalco 0.35 6.23
## 116      Gustavo A. Madero                          Tres Estrellas 1.40 4.99
## 117             Iztapalapa                     Granjas San Antonio 1.86 5.62
## 118         Alvaro Obregon                             El cuernito 1.34 5.68
## 119                Tlahuac                               La turba  1.54 4.50
## 120      Gustavo A. Madero                            El Arbolillo 1.40 4.99
## 121      Gustavo A. Madero                        Vasco de Quiroga 1.40 4.99
## 122      Gustavo A. Madero                           Loma la Palma 1.40 4.99
## 123                Tlahuac                          Las arboledas  1.54 4.50
## 124             Cuajimalpa                       Bosques de Abetos 1.55 5.76
## 125             Iztapalapa                     Guadalupe del Moral 1.86 5.62
## 126         Alvaro Obregon                             Las aguilas 1.34 5.68
## 127             Iztapalapa                               Chinampac 1.86 5.62
## 128             Xochimilco                                La Noria 2.30 4.57
## 129              Cuahtemoc                               Ju\xe1rez 0.90 6.78
## 130      Gustavo A. Madero                            El Arbolillo 1.40 4.99
## 131              Cuahtemoc                              San Rafael 0.90 6.78
## 132           Azcapotzalco                       Aquiles Serd\xe1n 0.96 5.97
## 133                Tlahuac                          Santa Cecilia  1.54 4.50
## 134               Coyoacan                Pedregal de Santa Ursula 0.77 4.98
## 135         Miguel Hidalgo                                 Polanco 0.61 5.57
## 136               Coyoacan                    San Diego Churubusco 0.77 4.98
## 137             Iztapalapa                San Nicol\xe1s Tolentino 1.86 5.62
## 138                Tlahuac                              Los olivos 1.54 4.50
## 139              Cuahtemoc                              San Rafael 0.90 6.78
## 140       Benito Ju\xe1rez                               Nativitas 0.35 6.23
## 141      Gustavo A. Madero                  San Felipe de Jes\xfas 1.40 4.99
## 142             Iztapalapa                 Unidad Vicente Guerrero 1.86 5.62
## 143               Coyoacan                     Viveros de Coyoacan 0.77 4.98
## 144                Tlahuac                             La Nopalera 1.54 4.50
## 145             Iztapalapa                               Albarrada 1.86 5.62
## 146                Tlalpan                   H\xe9roes de Padierna 1.39 4.60
## 147      Gustavo A. Madero                       Guadalupe Tepeyac 1.40 4.99
## 148           Azcapotzalco                  San Martin Xochinahuac 0.96 5.97
## 149              Iztacalco                         Viaducto Piedad 1.13 4.47
## 150           Azcapotzalco                              San Alvaro 0.96 5.97
## 151             Iztapalapa                           Tecoloxtitlan 1.86 5.62
## 152         Alvaro Obregon                                Pedregal 1.34 5.68
## 153      Gustavo A. Madero                           Jorge Negrete 1.40 4.99
## 154 La Magdalena Contreras              San Jer\xf3nimo L\xedndice 1.86 5.62
## 155                Tlahuac                                La draga 1.54 4.50
## 156                Tlahuac                                La draga 1.54 4.50
## 157       Benito Ju\xe1rez                               Del Valle 0.35 6.23
## 158         Alvaro Obregon                   Jardines del Pedregal 1.34 5.68
## 159              Cuahtemoc                                 Condesa 0.90 6.78
## 160                Tlahuac                         Miguel Hidalgo  1.54 4.50
## 161    Venustiano Carranza                      Magdalena Mixiuhca 1.02 6.37
## 162               Coyoacan                            Culhuac\xe1n 0.77 4.98
## 163             Iztapalapa                       Consejo Agrarista 1.86 5.62
## 164                Tlalpan                                   Coapa 1.39 4.60
## 165      Gustavo A. Madero                            El Arbolillo 1.40 4.99
## 166             Iztapalapa                          Lomas Estrella 1.86 5.62
## 167                Tlalpan                          San Nicol\xe1s 1.39 4.60
## 168             Iztapalapa                 Ejercito de Agua Prieta 1.86 5.62
## 169                Tlahuac                              Zapotitla  1.54 4.50
## 170             Cuajimalpa                  Lomas de Vista Hermosa 1.55 5.76
## 171             Iztapalapa                              San Miguel 1.86 5.62
## 172         Alvaro Obregon                               Ca\xf1ada 1.34 5.68
## 173                Tlahuac                        Del Mar del Mar  1.54 4.50
## 174              Cuahtemoc                                  Centro 0.90 6.78
## 175      Gustavo A. Madero                            La Esmeralda 1.40 4.99
## 176           Azcapotzalco                       San Juan Tlihuaca 0.96 5.97
## 177           Azcapotzalco                                Pasteros 0.96 5.97
## 178             Milpa alta                          Rojo G\xf3mez  2.80 3.81
## 179             Cuajimalpa                                Santa Fe 1.55 5.76
## 180                Tlahuac                              Los olivos 1.54 4.50
## 181       Benito Ju\xe1rez                                Narvarte 0.35 6.23
## 182         Miguel Hidalgo                                 Polanco 0.61 5.57
## 183                Tlalpan                      Lomas del Pedregal 1.39 4.60
## 184                Tlahuac                             La nopalera 1.54 4.50
## 185         Alvaro Obregon                          Las \xe1guilas 1.34 5.68
## 186             Iztapalapa                       Trinidad Guerrero 1.86 5.62
## 187                Tlahuac                               La turba  1.54 4.50
## 188      Gustavo A. Madero                     Tepeyac Insurgentes 1.40 4.99
## 189                Tlahuac                            La nopalera  1.54 4.50
## 190      Gustavo A. Madero                      Santiago Atepetlac 1.40 4.99
## 191      Gustavo A. Madero                  San Jos\xe9 Ticom\xe1n 1.40 4.99
## 192             Xochimilco                                La Noria 2.30 4.57
## 193         Alvaro Obregon                                Santa Fe 1.34 5.68
## 194             Iztapalapa                  Los Reyes Culhuac\xe1n 1.86 5.62
## 195           Azcapotzalco                         San Pedro Xalpa 0.96 5.97
## 196             Iztapalapa                    Cerro de la estrella 1.86 5.62
## 197      Gustavo A. Madero                            El Arbolillo 1.40 4.99
## 198         Alvaro Obregon                           Villa Verdun  1.34 5.68
## 199             Iztapalapa                          Lomas Estrella 1.86 5.62
## 200                Tlalpan                   H\xe9roes de Padierna 1.39 4.60
## 201               Coyoacan                              Churubusco 0.77 4.98
## 202             Iztapalapa                             Pol\xedtica 1.86 5.62
## 203      Gustavo A. Madero                                El Risco 1.40 4.99
## 204                Tlahuac                           Las arboledas 1.54 4.50
## 205         Miguel Hidalgo                        Lomas de Bezares 0.61 5.57
## 206         Miguel Hidalgo                                 Polanco 0.61 5.57
## 207                Tlahuac                              Zapotitla  1.54 4.50
## 208         Alvaro Obregon                                Santa Fe 1.34 5.68
## 209         Alvaro Obregon                               San Angel 1.34 5.68
## 210           Azcapotzalco                         San pedro Xalpa 0.96 5.97
## 211         Miguel Hidalgo                                 Polanco 0.61 5.57
## 212         Alvaro Obregon                                Santa Fe 1.34 5.68
## 213           Azcapotzalco                                  Tecpan 0.96 5.97
## 214         Alvaro Obregon                                Santa Fe 1.34 5.68
## 215                Tlalpan                      Lomas del Pedregal 1.39 4.60
## 216                Tlalpan                      Lomas del Pedregal 1.39 4.60
## 217    Venustiano Carranza                                 Federal 1.02 6.37
## 218             Milpa alta   Delegaci\xf3n pol\xedtica milpa alta  2.80 3.81
## 219    Venustiano Carranza                  Arenal Puerto A\xe9reo 1.02 6.37
## 220         Miguel Hidalgo                    Lomas de Chapultepec 0.61 5.57
## 221                Tlalpan                    Fuentes del pedregal 1.39 4.60
## 222      Gustavo A. Madero                          Tres Estrellas 1.40 4.99
## 223                Tlahuac                           Las arboledas 1.54 4.50
## 224             Iztapalapa                              Tepalcates 1.86 5.62
## 225       Benito Ju\xe1rez    Tlalpan Josefa Ortiz de Dom\xednguez 0.35 6.23
## 226         Miguel Hidalgo                                 Granada 0.61 5.57
## 227    Venustiano Carranza                                  Puebla 1.02 6.37
## 228       Benito Ju\xe1rez                               Del Valle 0.35 6.23
## 229           Azcapotzalco                             Xochinahuac 0.96 5.97
## 230             Iztapalapa                 Unidad Vicente Guerrero 1.86 5.62
## 231      Gustavo A. Madero                   San Juan de Arag\xf3n 1.40 4.99
## 232             Iztapalapa                              Tepalcates 1.86 5.62
## 233      Gustavo A. Madero                       Mart\xedn Carrera 1.40 4.99
## 234      Gustavo A. Madero                     Tepeyac Insurgentes 1.40 4.99
## 235                Tlahuac                   Villa Centroamericana 1.54 4.50
## 236         Miguel Hidalgo                                 Polanco 0.61 5.57
## 237       Benito Ju\xe1rez               General Pedro Maria Anaya 0.35 6.23
## 238      Gustavo A. Madero                            Zona Escolar 1.40 4.99
## 239    Venustiano Carranza                        Lorenzo Boturini 1.02 6.37
## 240                Tlalpan                      Fuentes de Tepepan 1.39 4.60
## 241                Tlalpan                          Miguel Hidalgo 1.39 4.60
## 242      Gustavo A. Madero                    La Laguna Ticom\xe1n 1.40 4.99
## 243      Gustavo A. Madero                      Lindavista Vallejo 1.40 4.99
## 244                Tlahuac                             Los olivos  1.54 4.50
## 245    Venustiano Carranza    Recursos Hidr\xe1ulicos 4 \xc1rboles 1.02 6.37
## 246             Iztapalapa                   Santa Martha Acatitla 1.86 5.62
## 247         Alvaro Obregon                                Santa Fe 1.34 5.68
## 248             Milpa alta                         Emiliano Zapata 2.80 3.81
## 249                Tlahuac                               La turba  1.54 4.50
## 250             Xochimilco                        Jardines del Sur 2.30 4.57
## 251                Tlahuac                           Las arboledas 1.54 4.50
## 252         Alvaro Obregon                                Tetelpan 1.34 5.68
## 253      Gustavo A. Madero                              Santa Rosa 1.40 4.99
## 254             Iztapalapa                   Santa Martha Acatitla 1.86 5.62
## 255                Tlahuac                              Los Olivos 1.54 4.50
## 256                Tlahuac                                La turba 1.54 4.50
## 257             Iztapalapa                          Lomas Estrella 1.86 5.62
## 258               Coyoacan               Pedregal de Santo Domingo 0.77 4.98
## 259      Gustavo A. Madero                    Zacatenco Lindavista 1.40 4.99
## 260             Xochimilco                       Jardines del Sur  2.30 4.57
## 261             Cuajimalpa                  Lomas de Vista Hermosa 1.55 5.76
## 262      Gustavo A. Madero                      San Pedro El Chico 1.40 4.99
## 263                Tlahuac                          Las arboledas  1.54 4.50
## 264         Alvaro Obregon              Independencia San Ram\xf3n 1.34 5.68
## 265              Cuahtemoc                              Roma Norte 0.90 6.78
## 266         Alvaro Obregon                                Santa Fe 1.34 5.68
## 267                Tlalpan                   H\xe9roes de Padierna 1.39 4.60
## 268             Cuajimalpa                    Bosques de las Lomas 1.55 5.76
## 269 La Magdalena Contreras                   H\xe9roes de Padierna 1.86 5.62
## 270    Venustiano Carranza                            Romero Rubio 1.02 6.37
## 271         Alvaro Obregon                               Los alpes 1.34 5.68
## 272         Alvaro Obregon                                 Florida 1.34 5.68
## 273       Benito Ju\xe1rez                               Del Valle 0.35 6.23
## 274         Alvaro Obregon                     San Jose del Olivar 1.34 5.68
## 275             Cuajimalpa                   Cooperativa Palo Alto 1.55 5.76
## 276         Alvaro Obregon                               San Angel 1.34 5.68
## 277    Venustiano Carranza                             Zona Centro 1.02 6.37
## 278         Alvaro Obregon                               San Angel 1.34 5.68
## 279               Coyoacan               Pedregal de Santo Domingo 0.77 4.98
## 280               Coyoacan                            SANTA URSULA 0.77 4.98
## 281                Tlahuac                         Miguel Hidalgo  1.54 4.50
## 282             Cuajimalpa                      Lomas del Chamizal 1.55 5.76
## 283             Iztapalapa                              Gavil\xe1n 1.86 5.62
## 284                Tlahuac                          Las arboledas  1.54 4.50
## 285      Gustavo A. Madero                  San Bartolo Atepehucan 1.40 4.99
## 286                Tlalpan                          San Nicol\xe1s 1.39 4.60
## 287             Iztapalapa                              Tepalcates 1.86 5.62
## 288               Coyoacan                       Romero de Terrero 0.77 4.98
## 289               Coyoacan                   Insurgentes San Angel 0.77 4.98
## 290             Xochimilco                        Jardines del Sur 2.30 4.57
## 291         Alvaro Obregon                               San Angel 1.34 5.68
## 292               Coyoacan                               Cuicuilco 0.77 4.98
## 293                Tlahuac                 Villa Centroam\xe9rica  1.54 4.50
## 294              Cuahtemoc                        R\xedo P\xe1nuco 0.90 6.78
## 295              Cuahtemoc                                  Sabino 0.90 6.78
## 296               Coyoacan                    Pedregal de Carrasco 0.77 4.98
## 297             Iztapalapa                     Paseo de churubusco 1.86 5.62
## 298                Tlahuac                                La draga 1.54 4.50
## 299                Tlahuac                         Miguel Hidalgo  1.54 4.50
## 300             Iztapalapa                 San Andr\xe9s Tetepilco 1.86 5.62
## 301         Alvaro Obregon                      Paseo de las lomas 1.34 5.68
## 302           Azcapotzalco               Santa Cruz de las Salinas 0.96 5.97
## 303           Azcapotzalco                       Nueva Santa maria 0.96 5.97
## 304           Azcapotzalco                              San Isidro 0.96 5.97
## 305             Iztapalapa                              Tepalcates 1.86 5.62
## 306       Benito Ju\xe1rez                                Narvarte 0.35 6.23
## 307         Alvaro Obregon                      Paseo de las lomas 1.34 5.68
## 308             Iztapalapa                              San Miguel 1.86 5.62
## 309 La Magdalena Contreras              San Jer\xf3nimo L\xedndice 1.86 5.62
## 310                Tlahuac                         Miguel Hidalgo  1.54 4.50
## 311         Alvaro Obregon                                Santa Fe 1.34 5.68
## 312             Iztapalapa                Presidentes de M\xe9xico 1.86 5.62
## 313         Miguel Hidalgo                           Escand\xf3n I 0.61 5.57
## 314                Tlahuac                             Los olivos  1.54 4.50
## 315         Alvaro Obregon                                Santa Fe 1.34 5.68
## 316      Gustavo A. Madero                   San Juan de Arag\xf3n 1.40 4.99
## 317               Coyoacan                    Paseos de Taxque\xf1 0.77 4.98
## 318             Iztapalapa                               Chinampac 1.86 5.62
## 319             Iztapalapa                              Tepalcates 1.86 5.62
## 320         Alvaro Obregon                   Jardines del Pedregal 1.34 5.68
## 321              Cuahtemoc                                 Condesa 0.90 6.78
## 322         Alvaro Obregon                      Rincon de la bolsa 1.34 5.68
## 323             Iztapalapa                              Tepalcates 1.86 5.62
## 324      Gustavo A. Madero                       Guadalupe Tepeyac 1.40 4.99
## 325             Iztapalapa                      Rinconada Estrella 1.86 5.62
## 326      Gustavo A. Madero                       Progreso Nacional 1.40 4.99
## 327      Gustavo A. Madero                     Residencial Oriente 1.40 4.99
## 328             Iztapalapa                               El vergel 1.86 5.62
## 329    Venustiano Carranza                      Cuchilla Pantitlan 1.02 6.37
## 330      Gustavo A. Madero                                 Vallejo 1.40 4.99
## 331         Alvaro Obregon                                Santa Fe 1.34 5.68
## 332         Alvaro Obregon                             Las aguilas 1.34 5.68
## 333         Alvaro Obregon                   Jardines del Pedregal 1.34 5.68
## 334           Azcapotzalco                             Santo Tomas 0.96 5.97
## 335         Alvaro Obregon                                Santa Fe 1.34 5.68
## 336             Milpa alta                              Nativitas  2.80 3.81
## 337      Gustavo A. Madero                       Mart\xedn Carrera 1.40 4.99
## 338               Coyoacan                    Pedregal de Coyoacan 0.77 4.98
## 339              Cuahtemoc                                 Condesa 0.90 6.78
## 340    Venustiano Carranza                     Venustiano Carranza 1.02 6.37
## 341       Benito Ju\xe1rez                                 Napoles 0.35 6.23
## 342               Coyoacan               Pedregal de Santo Domingo 0.77 4.98
## 343    Venustiano Carranza                        Nicol\xe1s Bravo 1.02 6.37
## 344         Alvaro Obregon                   Jardines del Pedregal 1.34 5.68
## 345                Tlahuac                               Zapotitla 1.54 4.50
## 346               Coyoacan                    Pedregal de Carrasco 0.77 4.98
## 347                Tlahuac                                Tlahuac  1.54 4.50
## 348           Azcapotzalco                               Petrolera 0.96 5.97
## 349             Milpa alta                  Pol\xedtica Milpa Alta 2.80 3.81
## 350             Xochimilco              Bosque Residencial del Sur 2.30 4.57
## 351             Cuajimalpa                                Santa Fe 1.55 5.76
## 352      Gustavo A. Madero                                 Vallejo 1.40 4.99
## 353         Alvaro Obregon                                Santa Fe 1.34 5.68
## 354             Cuajimalpa                     Paseo de la Reforma 1.55 5.76
## 355       Benito Ju\xe1rez                                Narvarte 0.35 6.23
## 356                Tlahuac                               Zapotitla 1.54 4.50
## 357         Miguel Hidalgo                                 Polanco 0.61 5.57
## 358             Iztapalapa                   Lomas de San Loerenzo 1.86 5.62
## 359                Tlalpan                          Miguel Hidalgo 1.39 4.60
## 360             Iztapalapa                              Churubusco 1.86 5.62
## 361              Cuahtemoc                              Cuauhtemoc 0.90 6.78
## 362                Tlahuac                     Santiago Zapotitlan 1.54 4.50
## 363    Venustiano Carranza                        Nicol\xe1s Bravo 1.02 6.37
## 364                Tlahuac                              Los olivos 1.54 4.50
## 365                Tlahuac                  Villa centroamericana  1.54 4.50
## 366                Tlahuac                                La draga 1.54 4.50
## 367                Tlalpan                          San Nicol\xe1s 1.39 4.60
## 368              Iztacalco                       Granjas M\xe9xico 1.13 4.47
## 369              Cuahtemoc                             Rio Niagara 0.90 6.78
## 370    Venustiano Carranza                    Arenal 1a Secci\xf3n 1.02 6.37
## 371             Xochimilco                    San Lorenzo Atemoaya 2.30 4.57
## 372              Cuahtemoc                                 Condesa 0.90 6.78
## 373             Cuajimalpa                                Santa Fe 1.55 5.76
## 374       Benito Ju\xe1rez                       Santa Cruz Atoyac 0.35 6.23
## 375              Cuahtemoc                               Ju\xe1rez 0.90 6.78
## 376         Miguel Hidalgo                             Lomas Altas 0.61 5.57
## 377       Benito Ju\xe1rez                                Narvarte 0.35 6.23
## 378             Iztapalapa                         Las Am\xe9ricas 1.86 5.62
## 379             Iztapalapa                          Lomas Estrella 1.86 5.62
## 380 La Magdalena Contreras                            Santa Teresa 1.86 5.62
## 381       Benito Ju\xe1rez                                 Acacias 0.35 6.23
## 382               Coyoacan                                  Ajusco 0.77 4.98
## 383         Alvaro Obregon                               San Angel 1.34 5.68
## 384                Tlahuac                              Los olivos 1.54 4.50
## 385             Cuajimalpa                    Bosques de las Lomas 1.55 5.76
## 386 La Magdalena Contreras              San Jer\xf3nimo L\xedndice 1.86 5.62
## 387         Miguel Hidalgo                                 Polanco 0.61 5.57
## 388      Gustavo A. Madero                           Jorge Negrete 1.40 4.99
## 389                Tlahuac                     Santa Ana Poniente  1.54 4.50
## 390              Iztacalco                               Iztacalco 1.13 4.47
## 391         Alvaro Obregon                            Alcantarilla 1.34 5.68
## 392                Tlalpan                      Lomas del Pedregal 1.39 4.60
## 393         Alvaro Obregon                                Santa fe 1.34 5.68
## 394      Gustavo A. Madero                     Tepeyac Insurgentes 1.40 4.99
## 395 La Magdalena Contreras                         Lomas Quebradas 1.86 5.62
## 396    Venustiano Carranza                        Nicol\xe1s Bravo 1.02 6.37
## 397    Venustiano Carranza                 Moctezuma 1a Secci\xf3n 1.02 6.37
## 398                Tlahuac                          Miguel Hidalgo 1.54 4.50
## 399             Iztapalapa                 San Lorenzo Xicotencatl 1.86 5.62
## 400                Tlahuac                         Miguel Hidalgo  1.54 4.50
## 401              Cuahtemoc                              Roma Norte 0.90 6.78
## 402           Azcapotzalco                      Ampliacion del Gas 0.96 5.97
## 403      Gustavo A. Madero                       Mart\xedn Carrera 1.40 4.99
## 404      Gustavo A. Madero                              Lindavista 1.40 4.99
## 405       Benito Ju\xe1rez                                    Xoco 0.35 6.23
## 406         Alvaro Obregon                               Santa Fe  1.34 5.68
## 407      Gustavo A. Madero                   San Juan de Arag\xf3n 1.40 4.99
## 408      Gustavo A. Madero                        Siete Maravillas 1.40 4.99
## 409    Venustiano Carranza                        Lorenzo Boturini 1.02 6.37
## 410             Iztapalapa                San Nicol\xe1s Tolentino 1.86 5.62
## 411             Iztapalapa                               Tetepilco 1.86 5.62
## 412 La Magdalena Contreras                   H\xe9roes de Padierna 1.86 5.62
## 413             Iztapalapa                              Churubusco 1.86 5.62
## 414             Iztapalapa                                El Prado 1.86 5.62
## 415             Iztapalapa                             Progresista 1.86 5.62
## 416      Gustavo A. Madero                                El Olivo 1.40 4.99
## 417         Alvaro Obregon                             Las aguilas 1.34 5.68
## 418       Benito Ju\xe1rez                                    Xoco 0.35 6.23
## 419             Iztapalapa                   Santa Martha Acatitla 1.86 5.62
## 420                Tlahuac                San Francisco Tlantenco  1.54 4.50
## 421           Azcapotzalco                       Nueva Santa maria 0.96 5.97
## 422              Cuahtemoc                          Melchor Ocampo 0.90 6.78
## 423         Alvaro Obregon                           La Otra banda 1.34 5.68
## 424               Coyoacan                                El Reloj 0.77 4.98
## 425             Iztapalapa                          San Juan Xalpa 1.86 5.62
## 426             Iztapalapa                     Granjas San Antonio 1.86 5.62
## 427             Iztapalapa                          Lomas Estrella 1.86 5.62
## 428         Miguel Hidalgo                    Lomas de Chapultepec 0.61 5.57
## 429             Iztapalapa   Unidad Ej\xe9rcito Constitucionalista 1.86 5.62
## 430         Miguel Hidalgo                    Lomas de Chapultepec 0.61 5.57
## 431             Iztapalapa                               San Lucas 1.86 5.62
## 432         Miguel Hidalgo                           Escand\xf3n I 0.61 5.57
## 433             Iztapalapa                     Granjas San Antonio 1.86 5.62
## 434               Coyoacan                           Los Girasoles 0.77 4.98
## 435           Azcapotzalco                     Aldana Azcapotzalco 0.96 5.97
## 436             Iztapalapa                   Lomas de San Loerenzo 1.86 5.62
## 437         Alvaro Obregon                  San Pedro de los pinos 1.34 5.68
## 438      Gustavo A. Madero                    La Laguna Ticom\xe1n 1.40 4.99
## 439              Cuahtemoc                                Roma Sur 0.90 6.78
## 440         Alvaro Obregon                               San Angel 1.34 5.68
## 441             Iztapalapa                         Paraje San Juan 1.86 5.62
## 442      Gustavo A. Madero                       Gustavo A. Madero 1.40 4.99
## 443         Miguel Hidalgo                           Escand\xf3n I 0.61 5.57
## 444      Gustavo A. Madero                    Gabriel Hern\xe1ndez 1.40 4.99
## 445         Alvaro Obregon                                Santa Fe 1.34 5.68
## 446             Milpa alta                                     SL  2.80 3.81
## 447             Iztapalapa                   Lomas de San Loerenzo 1.86 5.62
## 448             Iztapalapa                Presidentes de M\xe9xico 1.86 5.62
## 449    Venustiano Carranza                        Nicol\xe1s Bravo 1.02 6.37
## 450             Xochimilco                               Nativitas 2.30 4.57
## 451               Coyoacan               Pedregal de Santo Domingo 0.77 4.98
## 452                Tlahuac                       Francisco Landino 1.54 4.50
## 453    Venustiano Carranza                             Zona Centro 1.02 6.37
## 454    Venustiano Carranza                 Moctezuma 2a Secci\xf3n 1.02 6.37
## 455         Alvaro Obregon                           San Angel inn 1.34 5.68
## 456    Venustiano Carranza                        Nicol\xe1s Bravo 1.02 6.37
## 457                Tlalpan                   H\xe9roes de Padierna 1.39 4.60
## 458             Iztapalapa                     Fuentes de Zaragoza 1.86 5.62
## 459         Alvaro Obregon                               Ca\xf1ada 1.34 5.68
## 460       Benito Ju\xe1rez                                  Postal 0.35 6.23
## 461             Iztapalapa                              Tepalcates 1.86 5.62
## 462    Venustiano Carranza                General Ignacio Zaragoza 1.02 6.37
## 463             Iztapalapa                              Tapalcates 1.86 5.62
## 464         Alvaro Obregon                               Los alpes 1.34 5.68
## 465         Alvaro Obregon                                 Florida 1.34 5.68
## 466           Azcapotzalco                       Nueva Santa maria 0.96 5.97
## 467             Xochimilco                                La Noria 2.30 4.57
## 468                Tlahuac                         Miguel Hidalgo  1.54 4.50
## 469         Alvaro Obregon                           Flor de Maria 1.34 5.68
## 470         Alvaro Obregon                                Santa Fe 1.34 5.68
## 471             Iztapalapa                San Nicol\xe1s Tolentino 1.86 5.62
## 472             Cuajimalpa                    Bosques de las Lomas 1.55 5.76
## 473             Iztapalapa                    Cerro de la estrella 1.86 5.62
## 474      Gustavo A. Madero                  San Bartolo Atepehucan 1.40 4.99
## 475      Gustavo A. Madero                     Campestre Arag\xf3n 1.40 4.99
## 476                Tlahuac                                San Juan 1.54 4.50
## 477             Iztapalapa                         Constituci\xf3n 1.86 5.62
## 478              Cuahtemoc                              San Rafael 0.90 6.78
## 479       Benito Ju\xe1rez                          Tokio Portales 0.35 6.23
## 480             Milpa alta                         Emiliano Zapata 2.80 3.81
## 481                Tlahuac                  Villa centroamericana  1.54 4.50
## 482      Gustavo A. Madero                        Lindavista Norte 1.40 4.99
## 483               Coyoacan Miguel \xc1ngel de Quevedo Atl\xe1ntida 0.77 4.98
## 484      Gustavo A. Madero                    Guadalupe Proletaria 1.40 4.99
## 485              Iztacalco                               Iztacalco 1.13 4.47
## 486             Xochimilco                  Santa Mar\xeda Tepepan 2.30 4.57
## 487         Alvaro Obregon                   Jardines del Pedregal 1.34 5.68
## 488             Iztapalapa                        Eusebio Guajardo 1.86 5.62
## 489         Alvaro Obregon                               San Angel 1.34 5.68
## 490                Tlahuac                               La turba  1.54 4.50
## 491               Coyoacan                        Ciudad Jard\xedn 0.77 4.98
## 492               Coyoacan               Pedregal de Santo Domingo 0.77 4.98
## 493 La Magdalena Contreras              San Jer\xf3nimo L\xedndice 1.86 5.62
## 494         Miguel Hidalgo                                 Polanco 0.61 5.57
## 495                Tlahuac                         Miguel Hidalgo  1.54 4.50
## 496               Coyoacan                    San Diego Churubusco 0.77 4.98
## 497         Alvaro Obregon                                 Florida 1.34 5.68
## 498                Tlahuac                                La draga 1.54 4.50
## 499                Tlahuac                      Santa Ana Poniente 1.54 4.50
## 500      Gustavo A. Madero                  San Bartolo Atepehucan 1.40 4.99
## 501             Cuajimalpa                                Santa Fe 1.55 5.76
## 502                Tlahuac                                La draga 1.54 4.50
## 503               Coyoacan                 Barrio La Concepci\xf3n 0.77 4.98
## 504         Alvaro Obregon                               San Angel 1.34 5.68
## 505                Tlahuac                               Santa Ana 1.54 4.50
## 506             Xochimilco                                 Tepepan 2.30 4.57
## 507      Gustavo A. Madero                              Santa Rosa 1.40 4.99
## 508             Iztapalapa                              Tepalcates 1.86 5.62
## 509      Gustavo A. Madero               La Pur\xedsima Ticom\xe1n 1.40 4.99
## 510         Alvaro Obregon                               Santa Fe  1.34 5.68
## 511              Cuahtemoc                                    Roma 0.90 6.78
## 512                Tlalpan                      Fuentes de Tepepan 1.39 4.60
## 513             Iztapalapa                                Citlalli 1.86 5.62
## 514               Coyoacan                    Pedregal de Carrasco 0.77 4.98
## 515             Iztapalapa                          Calzada Ermita 1.86 5.62
## 516       Benito Ju\xe1rez                             Zacahuitzco 0.35 6.23
## 517             Milpa alta                        Villa Milpa Alta 2.80 3.81
## 518             Milpa alta                      Consejo Agrarista  2.80 3.81
## 519               Coyoacan                    Pedregal de Carrasco 0.77 4.98
## 520                Tlalpan                      Lomas del Pedregal 1.39 4.60
## 521         Miguel Hidalgo                   Ampliaci\xf3n Granada 0.61 5.57
## 522             Xochimilco                   San Lorenzo La Cebada 2.30 4.57
## 523             Iztapalapa                          Lomas Estrella 1.86 5.62
## 524         Miguel Hidalgo                                 Polanco 0.61 5.57
## 525         Alvaro Obregon                               Los alpes 1.34 5.68
## 526              Cuahtemoc                              Roma Norte 0.90 6.78
## 527 La Magdalena Contreras              San Jer\xf3nimo L\xedndice 1.86 5.62
## 528         Alvaro Obregon                                Santa Fe 1.34 5.68
## 529           Azcapotzalco                      San Miguel Amantla 0.96 5.97
## 530               Coyoacan                              El Mirador 0.77 4.98
## 531             Iztapalapa                             Pol\xedtica 1.86 5.62
## 532           Azcapotzalco                                Tlatilco 0.96 5.97
## 533                Tlahuac                          Miguel Hidalgo 1.54 4.50
## 534              Cuahtemoc                             Roma Norte  0.90 6.78
## 535    Venustiano Carranza                             Zona Centro 1.02 6.37
## 536                Tlahuac                      Santa Ana Poniente 1.54 4.50
## 537             Iztapalapa                            Juan Escutia 1.86 5.62
## 538           Azcapotzalco                             Del recreo  0.96 5.97
## 539      Gustavo A. Madero                       Gustavo A. Madero 1.40 4.99
## 540                Tlahuac                              Los olivos 1.54 4.50
## 541 La Magdalena Contreras              San Jer\xf3nimo L\xedndice 1.86 5.62
## 542                Tlahuac                  Villa centroamericana  1.54 4.50
## 543    Venustiano Carranza                        Nicol\xe1s Bravo 1.02 6.37
## 544      Gustavo A. Madero                        Vasco de Quiroga 1.40 4.99
## 545             Xochimilco                               Esmeralda 2.30 4.57
## 546             Cuajimalpa                                Santa Fe 1.55 5.76
## 547           Azcapotzalco                               Los reyes 0.96 5.97
## 548                Tlahuac                   Villa Centroamericana 1.54 4.50
## 549                Tlahuac                                La draga 1.54 4.50
## 550         Miguel Hidalgo                                 Polanco 0.61 5.57
## 551             Iztapalapa                       San Juan Estrella 1.86 5.62
## 552         Alvaro Obregon                               San Angel 1.34 5.68
## 553         Alvaro Obregon                               San Angel 1.34 5.68
## 554             Cuajimalpa                  Lomas de Vista Hermosa 1.55 5.76
## 555             Cuajimalpa                              Cuajimalpa 1.55 5.76
## 556              Iztacalco                             Santa Anita 1.13 4.47
## 557               Coyoacan                     Pueblo de los Reyes 0.77 4.98
## 558         Alvaro Obregon                                Atlamaya 1.34 5.68
## 559      Gustavo A. Madero                        Vasco de Quiroga 1.40 4.99
## 560         Miguel Hidalgo                                 Polanco 0.61 5.57
## 561                Tlahuac                          Miguel Hidalgo 1.54 4.50
## 562      Gustavo A. Madero                      Santiago Atepetlac 1.40 4.99
## 563           Azcapotzalco                         San Pedro Xalpa 0.96 5.97
## 564               Coyoacan                   Insurgentes Cuicuilco 0.77 4.98
## 565                Tlalpan                          Miguel Hidalgo 1.39 4.60
## 566                Tlahuac                      Santa Ana Poniente 1.54 4.50
## 567         Miguel Hidalgo                   Ampliaci\xf3n Granada 0.61 5.57
## 568         Miguel Hidalgo                     Bosque de las Lomas 0.61 5.57
## 569                Tlalpan                      Fuentes de Tepepan 1.39 4.60
## 570               Coyoacan                            Culhuac\xe1n 0.77 4.98
## 571             Xochimilco                Santa Mar\xeda Nativitas 2.30 4.57
## 572             Cuajimalpa                    Bosques de las Lomas 1.55 5.76
## 573             Iztapalapa                          Calzada Ermita 1.86 5.62
## 574             Milpa alta                    San Pablo Ozotorepec 2.80 3.81
## 575         Alvaro Obregon                  Canoa Progreso Tizapan 1.34 5.68
## 576      Gustavo A. Madero                                El Coyol 1.40 4.99
## 577      Gustavo A. Madero                        Lindavista Norte 1.40 4.99
## 578                Tlalpan                    Fuentes del pedregal 1.39 4.60
## 579             Iztapalapa                            Juan Escutia 1.86 5.62
## 580 La Magdalena Contreras              San Jer\xf3nimo L\xedndice 1.86 5.62
## 581             Iztapalapa                          Lomas Estrella 1.86 5.62
## 582         Alvaro Obregon                      Rincon de la bolsa 1.34 5.68
## 583       Benito Ju\xe1rez                                Portales 0.35 6.23
## 584             Iztapalapa                   Santa Martha Acatitla 1.86 5.62
## 585         Miguel Hidalgo                                 Polanco 0.61 5.57
## 586                Tlahuac                     Santiago Zapotitlan 1.54 4.50
## 587       Benito Ju\xe1rez                       Santa Cruz Atoyac 0.35 6.23
## 588           Azcapotzalco                                Tecpan 4 0.96 5.97
## 589               Coyoacan                    San Diego Churubusco 0.77 4.98
## 590         Alvaro Obregon                                Santa Fe 1.34 5.68
## 591                Tlahuac                         Miguel Hidalgo  1.54 4.50
## 592               Coyoacan                                   Coapa 0.77 4.98
## 593    Venustiano Carranza                      Magdalena Mixiuhca 1.02 6.37
## 594         Alvaro Obregon                               Los alpes 1.34 5.68
## 595         Alvaro Obregon                                Santa Fe 1.34 5.68
## 596             Xochimilco                             San Lorenzo 2.30 4.57
## 597               Coyoacan                            Culhuac\xe1n 0.77 4.98
## 598                Tlalpan                          Miguel Hidalgo 1.39 4.60
## 599      Gustavo A. Madero            M\xe1rtires de R\xedo Blanco 1.40 4.99
## 600                Tlalpan                      Fuentes de Tepepan 1.39 4.60
## 601      Gustavo A. Madero                        Lindavista Norte 1.40 4.99
## 602             Iztapalapa                                   Xalpa 1.86 5.62
## 603         Alvaro Obregon                   Jardines del Pedregal 1.34 5.68
## 604         Alvaro Obregon                    Olivar de los padres 1.34 5.68
## 605      Gustavo A. Madero                           Jorge Negrete 1.40 4.99
## 606                Tlahuac                                 Del Mar 1.54 4.50
## 607             Iztapalapa                              San Miguel 1.86 5.62
## 608             Xochimilco                       RINC\xd3N DEL SUR 2.30 4.57
## 609               Coyoacan               Pedregal de Santo Domingo 0.77 4.98
## 610      Gustavo A. Madero                                El Coyol 1.40 4.99
## 611         Alvaro Obregon                                Santa Fe 1.34 5.68
## 612             Xochimilco                   San Lorenzo La Cebada 2.30 4.57
## 613    Venustiano Carranza                       Artes Gr\xe1ficas 1.02 6.37
## 614         Miguel Hidalgo                                 Polanco 0.61 5.57
## 615       Benito Ju\xe1rez                                    Xoco 0.35 6.23
## 616         Alvaro Obregon                                 Tizapan 1.34 5.68
## 617         Miguel Hidalgo                                 Polanco 0.61 5.57
## 618       Benito Ju\xe1rez                                Narvarte 0.35 6.23
## 619         Alvaro Obregon                                Santa Fe 1.34 5.68
## 620      Gustavo A. Madero               La Pur\xedsima Ticom\xe1n 1.40 4.99
## 621                Tlahuac                                San Juan 1.54 4.50
## 622         Alvaro Obregon                      Rincon de la bolsa 1.34 5.68
## 623                Tlalpan                      Lomas del Pedregal 1.39 4.60
## 624                Tlahuac                              Los Olivos 1.54 4.50
## 625             Iztapalapa                             Casa Blanca 1.86 5.62
## 626 La Magdalena Contreras              San Jer\xf3nimo L\xedndice 1.86 5.62
## 627                Tlahuac                  Villa centroamericana  1.54 4.50
## 628                Tlalpan                           Granjas Coapa 1.39 4.60
## 629         Alvaro Obregon                                Tetelpan 1.34 5.68
## 630      Gustavo A. Madero                       Gustavo A. Madero 1.40 4.99
## 631         Alvaro Obregon                             Las aguilas 1.34 5.68
## 632         Alvaro Obregon              Independencia San Ram\xf3n 1.34 5.68
## 633         Miguel Hidalgo                    Lomas de Chapultepec 0.61 5.57
## 634             Milpa alta                      San Pedro Actocpan 2.80 3.81
## 635      Gustavo A. Madero                    La Laguna Ticom\xe1n 1.40 4.99
## 636                Tlahuac                               Zapotitla 1.54 4.50
## 637               Coyoacan                               Xotepingo 0.77 4.98
## 638                Tlahuac                 Viola Centroam\xe9rica  1.54 4.50
## 639    Venustiano Carranza                                 Morelos 1.02 6.37
## 640         Miguel Hidalgo                                 Polanco 0.61 5.57
## 641             Iztapalapa                          Lomas Estrella 1.86 5.62
## 642    Venustiano Carranza                                 Morelos 1.02 6.37
## 643             Iztapalapa                         Martha Acatitla 1.86 5.62
## 644               Coyoacan                   Insurgentes San Angel 0.77 4.98
## 645              Cuahtemoc                                 Condesa 0.90 6.78
## 646         Alvaro Obregon                          Las \xe1guilas 1.34 5.68
## 647    Venustiano Carranza                        Lorenzo Boturini 1.02 6.37
## 648              Cuahtemoc                   Santa Maria La Ribera 0.90 6.78
## 649              Cuahtemoc                               Ju\xe1rez 0.90 6.78
## 650         Alvaro Obregon                               San Angel 1.34 5.68
## 651             Iztapalapa                          San Juan Xalpa 1.86 5.62
## 652             Iztapalapa                              Tepalcates 1.86 5.62
## 653         Alvaro Obregon                               San Angel 1.34 5.68
## 654       Benito Ju\xe1rez                                Narvarte 0.35 6.23
## 655               Coyoacan                      Villa Panamericana 0.77 4.98
## 656 La Magdalena Contreras              San Jer\xf3nimo L\xedndice 1.86 5.62
## 657             Iztapalapa                                   Totli 1.86 5.62
## 658           Azcapotzalco                                Claveria 0.96 5.97
##        X3    X4    X5   X6    X7   X8    X9   X10 Cocina_equip Gimnasio
## 1   47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 2   46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 3   44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 4   46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 5   46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 6   46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 7   35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 8   42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 9   46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 10  43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 11  46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 12  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 13  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 14  47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 15  32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 16  35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 17  42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 18  32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 19  43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 20  43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 21  31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       Si
## 22  47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 23  38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 24  44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 25  42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 26  46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 27  38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 28  38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 29  47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 30  46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 31  42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 32  46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 33  46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 34  42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 35  41.42 16.97 26.97 2.92  0.07 0.05  7.68 39.10           Si       No
## 36  46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 37  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 38  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 39  46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 40  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 41  42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 42  47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 43  42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 44  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 45  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 46  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 47  40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 48  35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 49  43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 50  46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 51  47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 52  42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 53  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 54  32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 55  42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 56  46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 57  35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 58  32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 59  44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 60  35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 61  46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 62  46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 63  44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 64  46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 65  32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 66  47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 67  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 68  47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 69  40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 70  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 71  47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 72  42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 73  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 74  42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 75  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 76  40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 77  38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 78  46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 79  35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 80  35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 81  44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 82  46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 83  42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 84  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 85  47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 86  32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 87  43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 88  42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 89  46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 90  42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 91  42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60          Si       Si 
## 92  47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 93  35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 94  38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 95  35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 96  44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       No
## 97  47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 98  47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 99  40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 100 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 101 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 102 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 103 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 104 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 105 41.42 16.97 26.97 2.92  0.07 0.05  7.68 39.10           Si       No
## 106 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 107 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 108 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 109 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 110 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 111 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 112 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 113 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 114 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 115 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 116 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 117 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           No       No
## 118 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 119 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 120 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 121 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 122 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 123 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 124 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 125 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 126 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 127 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 128 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       Si
## 129 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       Si
## 130 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 131 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 132 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 133 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 134 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 135 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 136 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 137 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 138 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 139 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 140 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 141 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 142 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           No       No
## 143 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 144 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 145 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 146 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 147 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 148 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 149 41.42 16.97 26.97 2.92  0.07 0.05  7.68 39.10           Si       No
## 150 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 151 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 152 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 153 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 154 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 155 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 156 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 157 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 158 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 159 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           No       No
## 160 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 161 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 162 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 163 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 164 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 165 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 166 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 167 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 168 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 169 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 170 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 171 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 172 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 173 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 174 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 175 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 176 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       Si 
## 177 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       Si 
## 178 51.23 23.46 30.32 8.53  6.47 0.23 13.06 63.97           Si       No
## 179 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 180 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 181 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 182 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 183 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 184 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 185 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 186 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 187 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 188 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 189 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 190 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           No       No
## 191 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 192 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 193 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 194 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 195 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 196 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 197 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 198 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60          Si        Si
## 199 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 200 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 201 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 202 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 203 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 204 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 205 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 206 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 207 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 208 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 209 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 210 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 211 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 212 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 213 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 214 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 215 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 216 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 217 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 218 51.23 23.46 30.32 8.53  6.47 0.23 13.06 63.97           No       No
## 219 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 220 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 221 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 222 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 223 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 224 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 225 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       Si
## 226 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 227 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 228 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 229 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 230 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 231 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 232 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 233 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 234 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 235 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 236 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 237 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 238 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 239 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 240 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 241 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 242 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 243 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 244 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 245 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 246 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 247 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60          Si        Si
## 248 51.23 23.46 30.32 8.53  6.47 0.23 13.06 63.97           No       No
## 249 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 250 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 251 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 252 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 253 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 254 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           No       No
## 255 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       Si
## 256 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 257 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 258 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 259 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 260 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 261 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 262 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 263 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 264 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 265 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       Si
## 266 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 267 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 268 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       No
## 269 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 270 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 271 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 272 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 273 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 274 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60          Si        No
## 275 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       No
## 276 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si      Si 
## 277 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 278 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 279 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 280 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 281 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 282 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 283 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 284 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 285 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 286 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 287 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 288 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 289 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       Si
## 290 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 291 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 292 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 293 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 294 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 295 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 296 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       Si
## 297 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 298 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 299 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 300 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 301 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 302 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       Si 
## 303 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 304 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 305 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 306 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 307 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 308 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 309 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 310 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 311 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 312 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 313 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 314 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 315 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 316 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 317 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 318 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 319 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 320 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 321 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 322 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 323 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 324 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 325 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 326 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 327 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 328 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           No       No
## 329 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 330 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 331 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 332 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 333 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 334 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 335 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 336 51.23 23.46 30.32 8.53  6.47 0.23 13.06 63.97           No       No
## 337 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 338 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 339 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       Si
## 340 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 341 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       Si
## 342 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 343 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 344 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 345 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 346 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       Si
## 347 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 348 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 349 51.23 23.46 30.32 8.53  6.47 0.23 13.06 63.97           No       No
## 350 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 351 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 352 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 353 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 354 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 355 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 356 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 357 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 358 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 359 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 360 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 361 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           No       No
## 362 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 363 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 364 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 365 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 366 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 367 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 368 41.42 16.97 26.97 2.92  0.07 0.05  7.68 39.10           Si       Si
## 369 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 370 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 371 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 372 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 373 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       No
## 374 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       Si
## 375 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 376 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 377 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 378 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 379 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 380 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 381 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 382 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 383 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 384 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 385 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 386 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 387 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 388 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 389 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 390 41.42 16.97 26.97 2.92  0.07 0.05  7.68 39.10           Si       No
## 391 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60          Si        Si
## 392 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 393 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 394 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 395 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 396 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 397 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 398 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 399 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 400 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 401 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 402 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       Si 
## 403 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 404 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 405 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 406 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si      Si 
## 407 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 408 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 409 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 410 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 411 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 412 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 413 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 414 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 415 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 416 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 417 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 418 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 419 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 420 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 421 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 422 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 423 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 424 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       Si
## 425 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 426 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 427 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 428 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 429 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 430 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 431 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 432 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 433 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 434 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 435 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 436 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 437 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60          Si       Si 
## 438 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 439 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 440 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 441 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 442 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 443 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 444 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 445 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 446 51.23 23.46 30.32 8.53  6.47 0.23 13.06 63.97           No       No
## 447 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 448 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 449 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 450 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 451 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 452 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 453 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 454 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 455 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60          Si       Si 
## 456 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 457 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 458 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 459 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 460 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 461 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 462 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 463 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 464 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60          Si        Si
## 465 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 466 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 467 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           No       No
## 468 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 469 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 470 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 471 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 472 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       No
## 473 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 474 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 475 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 476 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 477 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 478 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 479 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 480 51.23 23.46 30.32 8.53  6.47 0.23 13.06 63.97           Si       Si
## 481 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 482 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 483 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 484 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 485 41.42 16.97 26.97 2.92  0.07 0.05  7.68 39.10           Si       No
## 486 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 487 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 488 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 489 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 490 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 491 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 492 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 493 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 494 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 495 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 496 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 497 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 498 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 499 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 500 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 501 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       No
## 502 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 503 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 504 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 505 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 506 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 507 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 508 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 509 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 510 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60          Si       Si 
## 511 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 512 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 513 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 514 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       Si
## 515 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 516 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 517 51.23 23.46 30.32 8.53  6.47 0.23 13.06 63.97           No       No
## 518 51.23 23.46 30.32 8.53  6.47 0.23 13.06 63.97           No       No
## 519 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       Si
## 520 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 521 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 522 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 523 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 524 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 525 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 526 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 527 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 528 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 529 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       Si 
## 530 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       Si
## 531 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 532 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 533 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 534 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 535 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 536 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 537 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 538 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 539 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 540 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 541 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 542 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 543 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 544 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 545 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 546 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 547 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 548 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 549 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 550 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 551 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 552 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 553 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 554 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 555 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 556 41.42 16.97 26.97 2.92  0.07 0.05  7.68 39.10           Si       No
## 557 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       Si
## 558 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 559 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 560 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 561 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 562 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 563 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       Si 
## 564 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 565 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 566 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 567 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 568 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       Si
## 569 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 570 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 571 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 572 44.36 18.90 24.42 4.17  0.43 0.06  6.68 39.65           Si       Si
## 573 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 574 51.23 23.46 30.32 8.53  6.47 0.23 13.06 63.97           No       No
## 575 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 576 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 577 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 578 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 579 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 580 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 581 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 582 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 583 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 584 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 585 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 586 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 587 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 588 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       No 
## 589 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 590 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 591 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 592 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       Si
## 593 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 594 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60          Si       Si 
## 595 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si      Si 
## 596 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 597 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 598 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 599 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 600 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 601 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 602 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 603 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 604 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 605 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 606 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 607 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 608 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 609 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 610 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 611 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 612 46.68 21.30 32.14 6.81 10.21 0.17  8.25 50.06           Si       No
## 613 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 614 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 615 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 616 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 617 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 618 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       No
## 619 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 620 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 621 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 622 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60          Si       Si 
## 623 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 624 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 625 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 626 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 627 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 628 40.26 16.53 27.88 3.71  3.91 0.08  6.22 36.76           Si       Si
## 629 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 630 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 631 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 632 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       No
## 633 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 634 51.23 23.46 30.32 8.53  6.47 0.23 13.06 63.97           No       No
## 635 40.21 18.21 25.42 2.92  0.30 0.05  9.53 43.86           Si       No
## 636 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           Si       No
## 637 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       Si
## 638 46.56 20.05 26.78 5.04  0.96 0.10  9.61 52.75           No       No
## 639 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 640 35.54 10.50 18.46 1.06  0.07 0.03  4.50 20.12           Si       No
## 641 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 642 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 643 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 644 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 645 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       Si
## 646 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 647 43.62 16.35 28.25 2.28  0.06 0.04  8.15 39.08           Si       No
## 648 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 649 42.09 12.23 26.83 1.70  0.11 0.05  6.21 30.68           Si       No
## 650 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 651 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 652 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 653 42.85 17.83 23.74 3.19  0.28 0.03  6.98 36.60           Si       Si
## 654 31.70  6.07 20.07 0.48  0.03 0.02  3.17 15.15           Si       Si
## 655 32.91 10.97 24.55 1.70  0.05 0.03  5.47 25.71           Si       No
## 656 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       Si
## 657 47.82 21.69 32.20 4.54  0.71 0.17  9.56 50.08           Si       No
## 658 38.99 15.50 20.61 1.83  0.46 0.03  7.57 35.22          Si       Si 
##     Amueblado Alberca Terraza Elevador m2_construido Banos Recamaras
## 1          No      No      Si       Si           150   2.0         3
## 2          No      No      No       No            51   1.0         2
## 3          No      No      Si       Si           305   3.0         3
## 4          No      No      No       No            42   1.0         2
## 5          No      No      No       No            50   1.0         2
## 6          No      No      No       No            80   1.0         2
## 7          No      No      Si       Si           163   2.0         3
## 8          No      No      Si       Si           144   2.5         3
## 9          No      No      No       No            50   1.0         2
## 10         No      No      No       No            64   1.0         2
## 11         No      No      Si       No            87   1.0         3
## 12         No      No      No       No            83   1.0         3
## 13         No      No      Si       No            85   1.0         3
## 14         Si      No      No       No            70   1.0         2
## 15         No      No      No       No            52   1.0         2
## 16         Si      No      Si       Si           450   5.0         4
## 17         No      Si      Si       Si           138   2.0         3
## 18         No      No      No       No            68   1.0         2
## 19         No      No      No       No            55   1.5         2
## 20         No      No      No       Si            60   1.0         2
## 21         No      No      Si       Si           105   2.0         2
## 22         No      No      Si       Si           170   2.0         3
## 23         No     No       No       No            50   1.0         2
## 24         No      Si      No       Si           366   3.5         3
## 25         No      Si      Si       Si           146   3.0         2
## 26         No      No      Si       No            85   2.0         3
## 27        No       No      No      Si             57   1.0         2
## 28        No       No     No       Si             59   1.0         2
## 29         No      No      No       No            60   1.0         2
## 30         No      No      No       No            69   2.0         3
## 31         No      No      Si       Si           112   2.0         3
## 32         No      No      No       No            42   1.0         2
## 33         No      No      No       No            44   1.0         2
## 34         No      Si      Si       Si           197   3.5         3
## 35         No      No      Si       No            70   1.0         2
## 36         No      No      No       No            51   1.0         2
## 37         No      No      No       Si            76   1.0         3
## 38         No      No      No       Si            54   1.0         2
## 39         No      No      No       No            60   1.0         2
## 40         No      No      No       Si            70   2.0         3
## 41         No      Si      Si       Si           269   3.5         3
## 42         No      No      No       No            63   1.0         2
## 43         No      Si      Si       Si           126   2.0         3
## 44         No      No      No       Si            80   1.0         2
## 45         No      No      No       Si            47   1.0         2
## 46         No      No      Si       Si            76   2.0         3
## 47         No      No      Si       No            72   2.0         2
## 48         No      No      Si       Si           287   3.0         3
## 49         No      No      No       No            55   1.0         2
## 50         No      No      Si       Si            90   2.0         2
## 51         No      No      No       No            51   1.0         2
## 52         No      Si      Si       Si           336   3.0         3
## 53         No      No      Si       Si            54   1.0         2
## 54         No      No      No       Si            90   2.0         3
## 55         No      Si      Si       Si           144   2.0         3
## 56         No      No      No       No            85   5.0         4
## 57         No      No      Si       Si           158   2.0         3
## 58         No      No      Si       No           132   2.0         2
## 59         No      Si      Si       Si           500   4.0         4
## 60         No      No      Si       Si           261   2.0         3
## 61         No      No      Si       Si            80   2.0         2
## 62         No      No      No       No            50   1.0         2
## 63         No      Si      Si       Si           138   4.0         2
## 64         No      No      No       No            54   1.0         2
## 65         No      No      No       No            58   1.0         2
## 66         No      No      No       No            42   1.0         2
## 67         No      No      No       No            50   1.0         2
## 68         No      No      No       No            49   1.0         2
## 69         No      No      Si       Si           110   3.0         3
## 70         No      No      No       Si            66   1.0         2
## 71         No      No      Si       Si            86   2.0         2
## 72         No      No      Si       Si            67   2.0         2
## 73         No      No      No       Si            60   1.0         2
## 74         No      Si      Si       Si            77   2.0         2
## 75         No      No      No       No            67   2.0         2
## 76         No      No      Si       No            65   1.0         3
## 77        No       No      No       No            85   1.0         2
## 78         No      No      No       No            95   2.0         2
## 79         No      Si      Si       Si           172   2.0         3
## 80         No      Si      Si       Si           170   3.0         2
## 81         No      Si      Si       Si           243   4.0         4
## 82         No      No      Si       No           103   2.0         3
## 83         No      Si      Si       Si            56   1.5         1
## 84         No      No      No       Si            80   2.0         3
## 85         No      No      Si       Si           118   2.0         3
## 86         No      No      No       No            84   2.0         3
## 87         No      No      No       Si            58   1.0         2
## 88         No      Si      Si       Si           109   2.0         2
## 89         No      No      No       No            59   1.0         2
## 90         No      Si      Si      Si            167   2.0         3
## 91         No     si      Si       Si            134   2.0         3
## 92         No      No      Si       Si           120   2.0         2
## 93         No      Si      Si       Si           420   4.0         2
## 94        No       No      No      Si             48   1.0         2
## 95         No      No      Si       No           315   3.0         3
## 96         No      No      Si       Si           126   2.5         2
## 97         No      No      No       No           100   1.0         2
## 98         No      No      No       No            90   1.0         2
## 99         No      No      No       Si            75   1.0         2
## 100        No      No      Si       Si           238   2.0         3
## 101        No      No      No       No            54   1.0         2
## 102        No      No      Si       Si            60   2.0         2
## 103        No      No      No       No            50   1.0         2
## 104        No      No      Si       No            70   1.0         2
## 105        No      No      Si       Si            71   1.0         3
## 106        No      No      No       No           107   2.0         3
## 107        No      No      Si       Si            90   2.0         2
## 108        No      No      No       No            59   1.0         2
## 109        No      Si      Si       Si            91   2.0         3
## 110        No      No      No       No            73   1.0         3
## 111        No      No      No       No            55   1.0         3
## 112        No      No      No       Si            71   2.0         2
## 113        No      No      Si       Si            86   1.0         2
## 114        No      Si      Si       Si           447   4.0         4
## 115        No      Si      Si       Si            84   2.0         2
## 116        No      No      No       No            60   1.0         2
## 117        No      No      No       No            45   1.0         2
## 118        No      No      Si       Si           105   2.0         2
## 119        No      No      No       No            48   1.0         2
## 120        No      No      No       No            63   1.0         3
## 121        No      No      No       No            60   1.0         2
## 122        No      No      Si       Si            64   1.0         2
## 123        No      No      No       No            58   1.0         2
## 124        No      Si      Si       Si           195   2.5         2
## 125        No      No      No       No            76   1.0         2
## 126        No     Si       Si       Si           122   3.0         2
## 127        No      No      No       No            65   1.0         2
## 128        No      No      Si       No            55   1.0         2
## 129        No      Si      Si       Si            85   1.0         1
## 130        No      No      No       Si            46   1.0         2
## 131        No      No      Si       Si            85   2.0         2
## 132        No      No     Si       Si             71   2.0         2
## 133        No      No      No       No            60   1.0         2
## 134        No      No      Si       Si           134   2.0         2
## 135        No      No      Si       Si           180   2.0         3
## 136        No      No      Si       Si            65   2.0         2
## 137        No      No      No       No            58   1.0         2
## 138        No      No      No       No            44   1.0         2
## 139        No      No      Si       Si            63   2.0         2
## 140        No      No      Si       Si            60   2.0         2
## 141        No      No      No       Si            80   1.0         3
## 142        No      No      No       No            73   1.0         3
## 143        No      No      No       Si           136   2.0         3
## 144        No      No      No       No            74   1.0         3
## 145        No      No      No       No            61   1.0         2
## 146        No      No      Si       No            85   2.0         3
## 147        No      No      No       No            54   1.0         2
## 148       No       No      No       No            65   1.0         2
## 149        No      No      Si       Si            71   2.0         2
## 150        No      No      No      Si             79   1.0         2
## 151        No      No      No       No            49   1.0         2
## 152        No      Si      Si       Si           129   2.0         2
## 153        No      No      No       Si            80   1.0         2
## 154        No      No      Si       Si           286   4.0         3
## 155        No      No      No       No            41   1.0         2
## 156        No      No      No       No            48   1.0         2
## 157        No      No      Si       Si            71   2.0         2
## 158        No      No      Si       Si           193   3.0         3
## 159        No      No      No       No            62   1.0         1
## 160        No      No      No       No            60   2.0         2
## 161        No      No      No       No            80   1.0         2
## 162        No      No      Si       No            66   1.0         2
## 163        No      No      No       No            70   1.0         3
## 164        No      No      Si       No            78   1.0         3
## 165        No      No      No       No            45   1.0         2
## 166        Si      No      No       No            69   1.0         3
## 167        No      No      Si       Si            71   2.0         2
## 168        No      No      No       No            54   1.0         2
## 169        No      No      No       No            65   1.0         3
## 170        No      No      No       Si           220   2.0         3
## 171        No      No      No       No            76   1.0         2
## 172        No      No      Si       Si            77   2.0         2
## 173        No      No      No       No            56   1.0         2
## 174        No      No      Si       Si           174   2.0         3
## 175        No      No      No       Si            60   1.0         2
## 176        No      No     Si       Si             60   1.0         2
## 177       Si      Si      Si       Si             60   2.0         3
## 178        No      No      No       No            50   1.0         2
## 179        No      Si      Si       Si           190   2.0         3
## 180        No      No      No       No            60   1.0         2
## 181        No      No      Si       Si            95   2.0         3
## 182        No      Si      Si       Si           172   2.0         3
## 183        No      No      Si       Si           139   2.0         2
## 184        No      No      No       No            65   1.0         2
## 185        No      Si      Si       Si           235   3.0         3
## 186        No      No      No       No            52   1.0         2
## 187        No      No      No       No            64   1.0         3
## 188        No      No      Si       Si            65   2.0         2
## 189        No      No      No       No            73   1.0         3
## 190        No      No      Si       No            60   1.0         2
## 191        No      No      No       Si            57   1.0         2
## 192        No      No      Si       No            78   2.0         3
## 193        No      Si      Si       Si            80   2.0         2
## 194        No      No      No       No            68   1.0         2
## 195        No      No     No       Si             60   1.0         2
## 196        Si      No      No       No            51   1.0         2
## 197        No      No      No       No            80   1.0         2
## 198        No      Si      Si       Si           110   3.0         3
## 199        No      No      No       No            64   1.0         2
## 200        No      No      Si       Si           210   3.0         3
## 201        No      No      Si       No            85   1.0         2
## 202        No      No      No       No            63   1.0         2
## 203        No      No      Si       Si            60   1.0         2
## 204        No      No      No       No            49   1.0         2
## 205        No      Si      Si       Si           250   4.0         3
## 206        No      Si      Si       No           300   3.0         3
## 207        No      No      No       No            48   1.0         2
## 208        No      Si      Si       Si           146   2.0         2
## 209        No      No      Si       Si            53   1.0         1
## 210        No      No      No      Si             70   1.0         2
## 211        No      Si      Si       Si           320   5.0         3
## 212        No      No      No       Si            91   2.0         2
## 213        No      No      No       No            83   2.0         2
## 214        No      Si      Si       Si           166   2.0         3
## 215        No      Si      Si       Si           472   3.0         3
## 216        No      No      Si       No           173   2.0         2
## 217        No      No      No       Si            54   1.0         2
## 218        No      No      No       No            65   1.0         2
## 219        No      No      No       No            49   1.0         2
## 220        No      No      Si       Si           253   3.0         3
## 221        No      No      Si       No           115   3.0         3
## 222        No      No      No       Si            58   1.0         2
## 223        No      No      No       No            48   1.0         2
## 224        No      No      Si       No            80   1.0         3
## 225        No      No      Si       Si            67   2.0         2
## 226        No      Si      Si       Si           134   2.0         3
## 227        No      No      No       No            52   1.0         2
## 228        No      No      Si       No           106   2.5         3
## 229        No      No      No      Si             57   1.0         2
## 230        No      No      No       No            86   1.0         2
## 231        No      No      No       Si            80   1.0         2
## 232        No      No      Si       Si            67   2.0         3
## 233        No      No      Si       No            55   1.0         2
## 234        No      No      No       Si            75   1.5         3
## 235        No      No      No       No            51   1.0         2
## 236        No      No      Si       Si           139   4.0         2
## 237        No      No      Si       Si            70   1.0         1
## 238        No      No      No       No            69   2.0         2
## 239        No      No      No       No            60   1.0         2
## 240        No      No      Si       Si            96   2.0         2
## 241        No      No      Si       Si           122   2.0         2
## 242        No      No      No       Si            54   1.0         2
## 243        No      No      Si       No            72   1.0         2
## 244        No      No      No       No            42   1.0         2
## 245        No      No      Si       No            44   1.0         2
## 246        No      No      No       No            42   1.0         2
## 247        No      Si     Si       Si            147   2.0         3
## 248        No      No      No       No            50   1.0         2
## 249        No      No      No       No            50   1.0         2
## 250        Si      No      No       No           110   2.0         3
## 251        No      No      No       No            55   1.0         2
## 252        No      No      Si       Si           109   2.0         2
## 253        No      No      No       Si            60   1.0         2
## 254        No      No      No       No            53   1.0         2
## 255        Si      Si      Si       Si            50   2.0         2
## 256        No      No      No       No            51   1.0         2
## 257        No      No      No       No            65   1.0         2
## 258        No      No      Si       Si            52   1.0         2
## 259        No      No      No       Si            60   1.0         2
## 260        No      No      Si       Si           110   2.0         2
## 261        No      Si      Si       Si           462   3.0         4
## 262        No      No      No       Si            58   1.0         2
## 263        No      No      No       No            47   1.0         2
## 264        No      No      Si       No            53   1.0         2
## 265        No      No      Si       Si            43   1.0         1
## 266        Si      Si      Si       Si           160   2.0         3
## 267        No      No      Si       No            89   2.0         2
## 268        No      No      Si       Si           250   3.0         3
## 269        No      Si      Si       Si           447   5.0         4
## 270        No      No      No       No            70   1.0         2
## 271        No      No      Si       Si           110   2.0         3
## 272        No      No      No       Si           196   3.0         3
## 273        No      No      Si       Si            74   2.0         2
## 274        No      No      Si       Si           120   3.0         3
## 275        No      No      No       No           142   3.5         3
## 276        No      Si      Si       Si            97   2.0         3
## 277        No      No      No       Si            90   1.0         2
## 278        No      Si      Si       Si            60   1.0         1
## 279        No      No      No       No            84   2.0         3
## 280        No      No      No       No            70   2.0         2
## 281        No      No      No       No            60   2.0         2
## 282        No      Si      Si       Si           330   3.0         3
## 283        No      No      No       No            70   1.0         2
## 284        No      No      No       No            60   1.0         2
## 285        No      No      Si       Si           200   2.0         3
## 286        No      No      Si       Si            87   2.0         2
## 287        No      No      No       No            56   1.0         2
## 288        No      No      No       Si            82   1.0         3
## 289        No      Si      Si       Si            94   2.0         2
## 290        No      No      No       No            61   1.0         2
## 291        No     Si      Si       Si             65   1.0         1
## 292        No      No      No       Si           182   2.0         3
## 293        No      No      No       No            48   1.0         2
## 294        No      No      Si       Si            93   2.0         2
## 295        No      No      Si       No            70   2.0         2
## 296        No      Si      Si       Si            86   2.0         2
## 297        No      No      No       No           450   3.0         4
## 298        No      No      No       No            46   1.0         2
## 299        No      No      No       No            60   2.0         2
## 300        No      No      No       No            86   1.0         3
## 301        No      Si      Si       Si           155   2.0         3
## 302        No      No     Si       Si             61   2.0         2
## 303       No       No      No      Si             81   1.0         2
## 304       No       No      No      Si             70   3.0         2
## 305        No      No      No       No            46   1.0         2
## 306        No      No      Si       Si            66   2.0         2
## 307        No      Si      Si       si           129   2.0         2
## 308        No      No      No       No            49   1.0         2
## 309        No      No      Si       Si           112   2.0         2
## 310        No      No      No       No            50   1.0         2
## 311        No      Si      Si       Si           177   2.0         3
## 312        No      No      No       No            80   1.0         2
## 313        No      No      Si       Si           184   2.0         2
## 314        No      No      No       No            50   1.0         2
## 315        No      Si      Si       Si           217   3.0         3
## 316        No      No      No       No            63   1.0         2
## 317        No      No      Si       No            90   1.0         2
## 318        No      No      No       No            60   1.0         2
## 319        No      No      No       No            62   1.0         2
## 320        No      No      No       No           136   2.0         3
## 321        No      No      Si       No           165   2.0         2
## 322        No      Si      Si       Si            80   2.0         2
## 323        No      No      No       No            67   2.0         3
## 324        No      No      No       No            70   1.0         2
## 325        No      No      No       Si            85   1.0         3
## 326        No      No      No       Si            80   1.0         2
## 327        No      No      No       Si            80   1.0         3
## 328        No      No      No       No            80   1.0         2
## 329        No      No      No       Si            50   1.0         2
## 330        No      No      No       No            60   1.0         2
## 331        No      Si      Si       Si           240   2.0         3
## 332        No      No      Si       Si           270   2.5         3
## 333        No      Si      Si       Si           196   2.0         2
## 334       No       No      No      Si             70   2.0         3
## 335        No      Si      Si       Si            74   2.0         2
## 336        No      No      No       No            42   1.0         1
## 337        No      No      No       No            74   1.0         2
## 338        No      No      No       No            93   2.0         3
## 339        No      Si      Si       Si            93   2.0         2
## 340        No      No      Si       Si            52   2.0         2
## 341        No      Si      Si       Si            59   1.0         1
## 342        No      No      Si       Si            51   1.0         2
## 343        No      No      No       No            56   1.0         2
## 344        No      Si      Si       Si           148   2.0         2
## 345        No      No      No       No            53   1.0         2
## 346        Si      Si      Si       Si           107   2.0         2
## 347        No      No      No       No            61   2.0         2
## 348       No      No       No      Si            114   2.0         3
## 349        No      No      No       No            95   1.0         3
## 350        No      No      Si       Si            90   2.0         3
## 351        No      Si      Si       Si           110   2.0         2
## 352        No      No      Si       Si            62   2.0         2
## 353        No      No      Si       Si           200   4.0         3
## 354        No      Si      Si       Si           149   3.0         2
## 355        No      No      Si       Si            98   2.0         3
## 356        No      No      No       No            43   1.0         2
## 357        No      Si      Si       Si           172   2.0         3
## 358        No      No      No       No            65   1.0         2
## 359        No      No      Si       No           105   2.0         3
## 360        No      No      No       Si            71   1.0         2
## 361        No      No      Si       No           119   2.0         2
## 362        No      No      No       No            56   1.0         2
## 363        No      No      No       Si            54   1.0         2
## 364        No      No      No       No            44   1.0         2
## 365        No      No      No       No            54   1.0         2
## 366        No      No      No       No            55   1.0         2
## 367        No      No      Si       Si           122   3.0         2
## 368        No      No      Si       Si            57   2.0         2
## 369        No      No      Si       Si            90   2.0         1
## 370        No      No      No       No            42   1.0         2
## 371        No      No      No       No            65   1.0         2
## 372        No      No      No       Si           120   3.0         3
## 373        No      No      Si       Si           229   3.0         3
## 374        No      Si      Si       Si            77   2.0         2
## 375        No      No      Si       Si            71   2.0         2
## 376        No      No      Si       Si           256   4.0         3
## 377        No      No      No       Si           137   3.0         3
## 378        No      No      No       No            46   1.0         2
## 379        No      No      No       No            61   1.0         2
## 380        No      No      Si       Si           131   2.0         3
## 381        No      No      Si       Si            71   2.0         2
## 382        No      No      No       No            64   2.0         2
## 383        No      Si      Si       Si           107   2.0         3
## 384        No      No      No       No            50   1.0         2
## 385        No      Si      Si       Si           300   3.0         3
## 386        No      No      Si       Si           250   3.0         4
## 387        No      No      Si       Si           217   2.0         3
## 388        No      No      No       Si            40   1.0         2
## 389        No      No      No       No            66   1.0         2
## 390        No      No      No       No            75   1.0         3
## 391        No     Si      Si        Si           400   4.5         3
## 392        No      No      Si       Si           230   3.0         3
## 393        No      Si      Si       Si           129   2.0         2
## 394        No      No      No       Si            91   1.0         3
## 395        No      No      Si       Si           126   2.0         2
## 396        No      No      No       Si            65   1.0         2
## 397        No      No      No       No            50   1.0         1
## 398        No      No      No       No            50   1.0         2
## 399        No      No      Si       No            68   1.0         3
## 400        No      No      No       No            54   1.0         2
## 401        No      No      No       No           200   2.0         2
## 402        No     Si      Si       Si             68   2.0         2
## 403        No      No      No       Si            62   1.0         2
## 404        No      No      No       No            73   2.0         2
## 405        No      Si      Si       Si            84   2.5         2
## 406        No     Si      Si       Si            234   4.0         3
## 407        No      No      No       Si            65   1.0         2
## 408        No      No      No       No            57   1.0         2
## 409        No      No      Si       Si            56   1.0         2
## 410        No      No      No       No            80   1.0         3
## 411        No      No      No       No            70   1.0         2
## 412        No      Si      Si       Si           447   4.0         4
## 413        Si      No      No       No            70   1.0         3
## 414        No      No      No       No            56   1.0         2
## 415        No      No      No       No            60   1.0         2
## 416        No      No      No       Si            90   1.0         2
## 417        No      Si      Si       Si           137   2.0         3
## 418        No      Si      Si       Si           118   3.0         3
## 419        No      No      No       No            57   1.0         2
## 420        No      No      No       No            65   2.0         2
## 421        No      No      No       No            82   1.0         2
## 422        No      No      Si       Si            64   1.0         1
## 423        No      Si      Si       Si           229   3.0         3
## 424        No      Si      Si       Si            35   1.0         1
## 425        No      No      No       No            56   1.0         2
## 426        No      No      No       No            70   1.0         2
## 427        No      No      No       No            70   1.0         2
## 428        No      No      Si       Si           220   3.0         3
## 429        No      No      No       No            45   1.0         2
## 430        No      No      Si       No           340   3.0         3
## 431        No      No      No       No            49   1.0         2
## 432        No      No      Si       Si           160   2.0         2
## 433        No      No      No       No            51   1.0         2
## 434        No      No      No       No           106   1.0         3
## 435        No      No     Si       Si             53   1.0         2
## 436        No      No      No       No            60   1.0         3
## 437        No     No      Si       Si            101   2.0         3
## 438        No      No      No       Si            86   1.0         3
## 439        No      No      Si       Si            83   2.0         2
## 440        No      Si      Si       Si            77   2.0         2
## 441        No      No      No       No            69   1.0         2
## 442        No      No      No       No            65   1.0         2
## 443        No      No      Si       Si           123   2.0         2
## 444        No      No      No       Si            65   1.0         2
## 445        No      Si      Si       Si           200   4.0         3
## 446        No      No      No       No            50   2.0         4
## 447        Si      No      No       No            53   1.0         2
## 448        No      No      No       No            55   1.0         2
## 449        No      No      No       Si            80   1.0         2
## 450        No      No      No       No            60   1.0         2
## 451        No      No      Si       Si           111   2.0         3
## 452        No      No      No       No            51   1.0         2
## 453        No      No      No       No            55   1.0         2
## 454        No      No      No       Si            46   1.0         2
## 455        No      No     Si       Si             41   1.0         1
## 456        No      No      No       Si            64   1.0         2
## 457        No      No      Si       Si           210   3.0         3
## 458        No      No      No       No            57   1.0         2
## 459        No      No      Si       Si            80   2.0         2
## 460        No      No      Si       Si            57   1.0         1
## 461        No      No      No       No            63   1.0         2
## 462        No      No      No       Si            55   1.0         2
## 463        No      No      No       No            52   1.0         2
## 464       Si      Si      Si       Si            140   2.5         3
## 465        No      No      Si       Si           125   3.0         3
## 466       No      No      No       Si             55   1.0         2
## 467        No      No      Si       No            55   1.0         2
## 468        No      No      No       No            51   1.0         2
## 469        No      No      Si       Si           180   2.0         2
## 470        No      Si      Si       Si           157   3.0         3
## 471        No      No      No       No            61   1.0         2
## 472        No      No      Si       Si           240   3.0         3
## 473        No      No      No       No            46   1.0         2
## 474        No      No      No       Si           116   1.5         4
## 475        No      No      No       Si            57   1.0         2
## 476        No      No      No       No            94   1.0         2
## 477        No      No      No       No            60   1.0         2
## 478        No      No      Si       Si           106   2.0         2
## 479        No      No      No       No            70   2.0         2
## 480        No      Si      Si       Si            68   1.0         1
## 481        No      No      No       No           110   2.0         3
## 482        No      No      Si       No            60   1.0         2
## 483        No      No      Si       Si            70   1.0         2
## 484        No      No      No       Si            70   1.0         2
## 485        No      No      No       No            73   1.0         2
## 486        No      No      No       No            98   2.0         3
## 487        No      No      Si       Si           167   2.0         2
## 488        No      No      No       Si            64   1.0         2
## 489        No      Si      Si       Si           136   4.0         3
## 490        No      No      No       No            50   1.0         2
## 491        No      Si      Si       Si            55   1.0         2
## 492        No      No      Si       Si            72   2.0         3
## 493        No      Si      Si       Si           313   3.0         5
## 494        No      No      Si       No           140   2.0         2
## 495        No      No      No       No            59   1.0         2
## 496        No      No      Si       Si            54   1.0         2
## 497        No      No      Si       No           229   3.5         3
## 498        No      No      No       No            52   1.0         2
## 499        No      No      No       No            44   1.0         2
## 500        No      No      Si       Si           200   2.0         3
## 501        No      No      Si       Si           320   3.0         3
## 502        No      No      No       No            60   1.0         2
## 503        No      No      No       No           102   2.0         3
## 504        No      No      Si       No           250   3.0         2
## 505        No      No      No       No            55   1.0         2
## 506        No      No      Si       Si           172   2.0         3
## 507        No      No      No       Si            47   1.0         2
## 508        No      No      Si       Si            67   2.0         3
## 509        No      No      No       Si            70   2.5         3
## 510        No      No     Si       Si            124   2.0         2
## 511        No      No      Si       Si            65   1.0         1
## 512        No      No      Si       Si            93   2.0         2
## 513        No      No      No       No            51   1.0         2
## 514        No      Si      Si       Si            75   2.0         2
## 515        No      No      No       No            49   1.0         2
## 516        No      No      Si       Si           121   2.0         2
## 517        No      No      No       No            50   1.0         2
## 518        No      No      No       No            80   1.0         2
## 519        No      Si      Si       Si            86   2.0         2
## 520        No      No      Si       Si           217   4.0         3
## 521        No      Si      Si       Si           167   2.0         3
## 522        No      No      Si       Si            34   1.0         1
## 523        No      No      No       No            50   1.0         2
## 524        No      No      Si       No           219   2.0         2
## 525        No     Si      Si        Si            76   2.0         2
## 526        No      No      Si       No            92   2.0         2
## 527        No      No      Si       Si           270   3.0         4
## 528        No      Si      Si       Si            97   2.0         3
## 529        No      No     Si       Si             68   2.0         2
## 530        No      No      No       Si            65   2.0         2
## 531        No      No      No       No            55   1.0         2
## 532       No       No     Si       Si             44   1.0         2
## 533        No      No      No       No            50   2.0         1
## 534        No      No      Si       Si           100   2.0         2
## 535        No      No      No       No            60   1.0         2
## 536        No      No      No       No            50   1.0         2
## 537        Si      No      No       No           107   2.0         3
## 538        No      No      No       No            60   1.0         2
## 539        No      No      No       Si            59   1.0         2
## 540        No      No      No       No            42   1.0         2
## 541        No      No      Si       Si           135   2.0         3
## 542        No      No      No       No            40   1.0         2
## 543        No      No      No       Si            74   2.0         2
## 544        No      No      Si       No            60   1.0         2
## 545        No      No      Si       Si            90   2.0         2
## 546        No      Si      Si       Si           150   2.0         2
## 547        No      No      No      Si             85   2.0         3
## 548        No      No      No       No            48   1.0         2
## 549        No      No      No       No            46   1.0         2
## 550        No      No      Si       Si           185   3.0         2
## 551        No      No      No       No            60   1.0         3
## 552        No      No      Si       Si           135   2.0         3
## 553        No      Si      Si       Si           160   2.0         2
## 554        No      Si      Si       Si           467   3.5         3
## 555        No      Si      Si       Si           248   3.0         3
## 556        No      No      No       No            57   1.0         2
## 557        No      No      Si       Si            54   1.0         2
## 558        No      Si      Si       Si           137   3.0         3
## 559        No      No      No       No            60   1.0         2
## 560        No      No      Si       Si           155   2.0         3
## 561        No      No      No       No            52   1.0         2
## 562        No      No      No       Si            59   1.0         2
## 563        No      No      No      Si             66   2.0         2
## 564        No      No      Si       Si           206   2.0         2
## 565        No      No      Si       No            71   2.0         2
## 566        No      No      No       No            48   1.0         2
## 567        No      Si      Si       Si           240   4.0         3
## 568        No      Si      Si       Si           192   2.0         3
## 569        No      No      Si       Si           126   3.0         3
## 570        No      No      No       No            52   1.0         2
## 571        No      No      Si       Si            70   2.0         2
## 572        No      Si      Si       Si           257   3.0         3
## 573        No      No      No       No            49   1.0         2
## 574        No      No      No       No            53   1.0         3
## 575        No      Si      No       Si           192   4.0         3
## 576        No      No      No       Si            80   2.0         3
## 577        No      No      No       No           115   1.0         2
## 578        No      No      Si       Si           193   3.0         3
## 579        No      No      No       No            81   1.0         2
## 580        No      No      Si       Si           150   2.0         3
## 581        No      No      No       No            81   1.0         3
## 582        No      Si     Si        Si           197   3.5         3
## 583        No      No      Si       No            93   2.0         2
## 584        No      No      No       No            42   1.0         2
## 585        No      No      Si       Si           204   2.0         2
## 586        No      No      No       No            53   1.0         2
## 587        No      No      Si       Si            63   2.0         2
## 588       No       No     No       Si             83   2.0         2
## 589        No      No      Si       Si            60   2.0         2
## 590        No      Si      Si       Si            51   1.0         1
## 591        No      No      No       No            60   2.0         2
## 592        No      Si      Si       Si            88   2.0         2
## 593        No      No      No       No            41   1.0         2
## 594        No     Si      Si       Si             79   1.5         1
## 595        No      No      Si       Si           209   3.0         3
## 596        No      No      Si       Si            87   2.0         3
## 597        No      No      No       No           129   2.0         3
## 598        No      No      Si       No           124   2.0         2
## 599        No      No      No       No            60   1.0         2
## 600        No      No      Si       Si           109   2.0         2
## 601        No      No      Si       No            90   2.0         3
## 602        No      No      No       No            45   1.0         2
## 603        No      No      No       Si           198   3.0         3
## 604        No      No      No       Si           123   2.0         3
## 605        No      No      No       Si            72   1.0         3
## 606        No      No      No       No            80   1.0         3
## 607        No      No      No       No            61   1.0         2
## 608        No      No      Si       No           123   2.0         3
## 609        No      No      Si       Si            51   1.0         2
## 610        No      No      No       Si            79   1.0         3
## 611        No      No      Si       Si            90   2.0         2
## 612        No      No      Si       No            96   1.0         2
## 613        No      No      Si       Si            80   1.0         2
## 614        No      No      Si       Si           300   2.0         3
## 615        No      Si      Si       Si           111   2.0         2
## 616        No      No      Si       Si           190   3.5         3
## 617        No      No      No       No           227   2.0         3
## 618        No      No      Si       Si            68   1.0         2
## 619        No      Si      Si       Si           308   3.0         3
## 620        No      No      No       No            70   2.5         3
## 621        No      No      No       No            94   1.0         2
## 622        No     Si      Si        Si           193   3.0         3
## 623        No      No      Si       Si           158   3.0         2
## 624        No      No      No       No            54   1.0         2
## 625        No      No      No       No            44   1.0         2
## 626        No      Si      Si       Si           138   2.0         3
## 627        No      No      No       No            52   1.0         2
## 628        No      No      Si       No            65   2.0         2
## 629        No      No      Si       Si           213   2.0         3
## 630        No      No      No       Si            70   1.0         2
## 631        No      No      Si       Si           131   4.0         3
## 632        No      No      Si       si           120   3.0         3
## 633        No      No      No       Si           250   4.0         3
## 634        No      No      No       No            95   1.0         3
## 635        No      No      No       Si            60   1.0         2
## 636        No      No      No       No            60   1.0         2
## 637        No      Si      Si       Si            75   2.0         2
## 638        No      No      No       No            52   1.0         2
## 639        No      No      No       No            65   1.0         2
## 640        No      No      Si       Si           211   2.0         2
## 641        No      No      No       No            60   1.0         2
## 642        No      No      No       No            50   1.0         2
## 643        No      No      No       No            46   1.0         2
## 644        No      No      No       Si           105   2.0         2
## 645        No      Si      Si       Si            90   2.0         2
## 646        No      No      Si       Si           158   2.0         3
## 647        No      No      Si       Si            56   1.0         2
## 648        No      No      Si       No            64   2.0         2
## 649        No      No      Si       Si           118   2.0         2
## 650        No      Si      Si       Si           150   2.0         2
## 651        No      No      No       No            60   1.0         2
## 652        No      No      No       No            66   1.0         2
## 653        Si      Si      Si       Si           146   3.0         3
## 654        No      No      Si       Si            99   2.0         2
## 655        No      No      No       Si            64   1.0         2
## 656        No      No      Si       Si            90   1.0         3
## 657        No      No      No       No            50   1.0         2
## 658        No      No     Si       Si             56   2.0         2
##     Estacionamiento Precio
## 1                 2   6500
## 2                 1   1200
## 3                 3  17500
## 4                 1   1046
## 5                 1   1195
## 6                 1    388
## 7                 2  12738
## 8                 2   7150
## 9                 1   2950
## 10                0    950
## 11                1   1890
## 12                0    622
## 13                1    680
## 14                1   1849
## 15                1   1490
## 16                4  47200
## 17                2   7129
## 18                1   2049
## 19                1    455
## 20                1    695
## 21                1   8087
## 22                3   6200
## 23                1   1828
## 24                4  17666
## 25                2   8500
## 26                2   2950
## 27                1   2000
## 28                1   2180
## 29                1   1150
## 30                1   1960
## 31                2   4091
## 32                1   1046
## 33                1    695
## 34                3  11313
## 35                1    650
## 36                1   1225
## 37                1    522
## 38                1    473
## 39                1   1018
## 40                1    864
## 41                3  14666
## 42                1    408
## 43                3   6300
## 44                1    550
## 45                1    836
## 46                1   1736
## 47                1   2365
## 48                3  14900
## 49                0    849
## 50                1   3267
## 51                1    530
## 52                3  15000
## 53                1    915
## 54                2   3300
## 55                2   8524
## 56                5   2800
## 57                2  10100
## 58                2   4990
## 59                4  20900
## 60                2  12800
## 61                1   2300
## 62                1    587
## 63                2   8440
## 64                1    680
## 65                0   1320
## 66                1    800
## 67                2    505
## 68                1    920
## 69                1   4570
## 70                1    285
## 71                1   3500
## 72                1   4586
## 73                1    193
## 74                2   4996
## 75                1    259
## 76                1   1500
## 77                1   1900
## 78                2   3539
## 79                2  15999
## 80                2  14000
## 81                3  14950
## 82                2   3280
## 83                1   4578
## 84                1    803
## 85                2   5800
## 86                2   2690
## 87                0    830
## 88                2   7225
## 89                1      1
## 90                2   6400
## 91                2   6750
## 92                2   4500
## 93                2  14500
## 94                1   1580
## 95                2  14900
## 96                2   9298
## 97                1   1860
## 98                1    523
## 99                1    870
## 100               1  11000
## 101               1   1680
## 102               1   3350
## 103               1    890
## 104               1   1600
## 105               1   1490
## 106               1   1900
## 107               2   6339
## 108               0   1180
## 109               2 128524
## 110               1   1290
## 111               1    900
## 112               1    269
## 113               2   4800
## 114               3  15500
## 115               2   3990
## 116               1    799
## 117               1   1300
## 118               2   4250
## 119               1   1091
## 120               0    870
## 121               1    629
## 122               1    950
## 123               1    990
## 124               2  11200
## 125               1   1750
## 126               2   7500
## 127               1    800
## 128               1   1600
## 129               1   5950
## 130               1    358
## 131               1   3323
## 132               1   2250
## 133               1   1145
## 134               1   3200
## 135               2  11850
## 136               1   3148
## 137               1   1060
## 138               1    695
## 139               1   3381
## 140               1   2351
## 141               1   1380
## 142               1   1290
## 143               1   4350
## 144               1   1538
## 145               1    547
## 146               1   1845
## 147               1    780
## 148               1   1290
## 149               1   1410
## 150               1   2990
## 151               1   1100
## 152               2   9292
## 153               1    404
## 154               3   8190
## 155               1    360
## 156               0    750
## 157               1   4071
## 158               3  14500
## 159               0   3950
## 160               1   1550
## 161               0    640
## 162               1   1520
## 163               1   1043
## 164               1   2360
## 165               0    658
## 166               1   1690
## 167               1   1918
## 168               1    570
## 169               1   1150
## 170               2  10700
## 171               1   1400
## 172               2   3900
## 173               1    850
## 174               1   6950
## 175               1    685
## 176               2   1500
## 177               1   2131
## 178               1    150
## 179               2    895
## 180               1    509
## 181               2   5524
## 182               2  15118
## 183               2   9910
## 184               1    354
## 185               3  10200
## 186               1    899
## 187               1   1155
## 188               1    803
## 189               1   1538
## 190               1    308
## 191               0    750
## 192               1   2730
## 193               2   5434
## 194               1   1720
## 195               1   1700
## 196               1    450
## 197               2    792
## 198               3   4522
## 199               1   1650
## 200               3   5252
## 201               1   2600
## 202               1   1500
## 203               1    737
## 204               1    700
## 205               3  15000
## 206               3  25000
## 207               1    850
## 208               2   8500
## 209               1   3010
## 210               1   2000
## 211               4  34900
## 212               2   4160
## 213               2   1980
## 214               3   8900
## 215               4  23609
## 216               3   3800
## 217               0    395
## 218               1    291
## 219               2    780
## 220               2  13900
## 221               3   4375
## 222               0    830
## 223               1   1100
## 224               1   1190
## 225               1   2832
## 226               3  12500
## 227               1    958
## 228               2   6224
## 229               1   1380
## 230               1    891
## 231               1    565
## 232               1   1748
## 233               1    968
## 234               1    861
## 235               1   1115
## 236               1  13295
## 237               1   2900
## 238               1    220
## 239               1    521
## 240               2   3450
## 241               2   3990
## 242               1    750
## 243               1    932
## 244               1   1157
## 245               0    970
## 246               1    561
## 247               4   6900
## 248               1    330
## 249               1   1106
## 250               1   2700
## 251               1    506
## 252               2   5548
## 253               1    620
## 254               1    295
## 255               1   1300
## 256               1    116
## 257               1    780
## 258               1   1873
## 259               1    317
## 260               1   2900
## 261               2  28000
## 262               1    890
## 263               1    700
## 264               2   3300
## 265               0   3543
## 266               2   7400
## 267               1   2180
## 268               3  12500
## 269               3  15500
## 270               1    683
## 271               2   6300
## 272               2   9900
## 273               1   3900
## 274               2   4900
## 275               3  10175
## 276               2   5450
## 277               2    638
## 278               1   3778
## 279               2   2800
## 280               2   2000
## 281               1   1700
## 282               3  13000
## 283               1   1300
## 284               1    790
## 285               1    746
## 286               1   2366
## 287               1    265
## 288               1   2900
## 289               2   4950
## 290               1   1900
## 291               1   3900
## 292               1   1130
## 293               0    547
## 294               1   5950
## 295               1   3090
## 296               2   4109
## 297               3   8500
## 298               1    950
## 299               1   2000
## 300               1   2624
## 301               2   7350
## 302               1   2328
## 303               1   3465
## 304               1   2500
## 305               1    777
## 306               2   5115
## 307               2   6200
## 308               1    442
## 309               1   3100
## 310               1   1100
## 311               2  14500
## 312               1    351
## 313              Si   8217
## 314               1    730
## 315               2   7500
## 316               1    488
## 317               2   1170
## 318               1    370
## 319               1   1200
## 320               2   4250
## 321               0   7500
## 322               2   4045
## 323               1   1753
## 324               0    825
## 325               1   1695
## 326               1    500
## 327               1    534
## 328               1    491
## 329               2    741
## 330               1    970
## 331               5  13800
## 332               3   9000
## 333               3  10290
## 334               1   2800
## 335               2   4970
## 336               1   1280
## 337               1    623
## 338               1   3250
## 339               2   6231
## 340               1    247
## 341               1   4498
## 342               1   2150
## 343               1    578
## 344               2  15300
## 345               1   1158
## 346               2   4900
## 347               2   2000
## 348               2   3549
## 349               1   1915
## 350               1   2300
## 351               2   9500
## 352               1   2026
## 353               2   8200
## 354               2   8500
## 355               2   5300
## 356               1    725
## 357               2  14672
## 358               1   1200
## 359               3   3100
## 360               1   1470
## 361               1   6700
## 362               1    671
## 363               1    899
## 364               0    236
## 365               1   1100
## 366               1    750
## 367               2   3316
## 368               1   2093
## 369               1   5900
## 370               1    378
## 371               1   1190
## 372               1   5500
## 373               3   8900
## 374               2   4100
## 375               1   5151
## 376               3  16000
## 377               2   6750
## 378               1    950
## 379               1    623
## 380               2   6300
## 381               2   5282
## 382               0   2178
## 383               2   5300
## 384               1    780
## 385               3  11900
## 386               3   5900
## 387               2  11950
## 388               1    774
## 389               1    990
## 390               1    618
## 391               4  13500
## 392               2  14990
## 393               2   6700
## 394               1    816
## 395               2   5975
## 396               1    594
## 397               0    800
## 398               1    785
## 399               1   1595
## 400               1   1250
## 401               2   6000
## 402               1   2500
## 403               1    553
## 404               1    797
## 405               2   5823
## 406               3  13000
## 407               1    820
## 408               1    660
## 409               1    980
## 410               1    759
## 411               1    840
## 412               3  15500
## 413               1   1400
## 414               1   1750
## 415               1    850
## 416               1    440
## 417               2   6000
## 418               2   7506
## 419               1    430
## 420               1   1750
## 421               1   3465
## 422               0   3840
## 423               3  14000
## 424               1   1808
## 425               1    369
## 426               1   1097
## 427               1    645
## 428               3  11900
## 429               1    535
## 430               4  14000
## 431               1   1200
## 432               2   9936
## 433               0   1250
## 434               1   2560
## 435               1   2199
## 436               1    573
## 437               1   5255
## 438               1    428
## 439               2   3700
## 440               2   3880
## 441               1    408
## 442               1    684
## 443               2   8280
## 444               1    407
## 445               2   9950
## 446               2    903
## 447               1    990
## 448               1    607
## 449               1    570
## 450               1   1100
## 451               1   3450
## 452               1   1285
## 453               0    720
## 454               1    965
## 455               0   3213
## 456               1    812
## 457               3    650
## 458               1    890
## 459               2   5500
## 460               0   1446
## 461               1   1530
## 462               0    665
## 463               1   1050
## 464               3   7561
## 465               1   8190
## 466               1   2350
## 467               1   1450
## 468               1   1225
## 469               3   7200
## 470               2   6600
## 471               1    702
## 472               3  11000
## 473               1    920
## 474               1    998
## 475               1    758
## 476               1   1078
## 477               1   1400
## 478               0   4480
## 479               1   3148
## 480               1   3740
## 481               1   1200
## 482               1    699
## 483               2   2995
## 484               1    630
## 485               0   1350
## 486               1   3627
## 487               2  11900
## 488               1   1360
## 489               2   7990
## 490               1   1106
## 491               1   2700
## 492               1   1823
## 493               2  10800
## 494               2  12768
## 495               1   1250
## 496               1   2760
## 497               3  10500
## 498               0    800
## 499               1    613
## 500               1    737
## 501               3  23000
## 502               0    760
## 503               1   5495
## 504               2   7150
## 505               1   5790
## 506               2   6400
## 507               1   1390
## 508               1   1748
## 509               1    452
## 510               2   6200
## 511               1   6000
## 512               2   2975
## 513               1    860
## 514               1   3140
## 515               1   1280
## 516               1   3787
## 517               1    750
## 518               1    284
## 519               2   4200
## 520               4  12200
## 521               2  14175
## 522               1   1387
## 523               1   1400
## 524               2  16900
## 525               2   5310
## 526               2   5453
## 527               3   6000
## 528               2   8524
## 529               1   1840
## 530               1   2600
## 531               1    665
## 532               1   1750
## 533               1    785
## 534               2   5900
## 535               0    750
## 536               1   1350
## 537               1   1900
## 538               1   1950
## 539               1    993
## 540               1   1054
## 541               1   4300
## 542               0    758
## 543               0    423
## 544               0    980
## 545               1   3287
## 546               2   9000
## 547               1   2803
## 548               1   1091
## 549               1    860
## 550               2  15000
## 551               1   1050
## 552               3   5550
## 553               2   9041
## 554               4  22990
## 555               3  13250
## 556               1    543
## 557               2   2817
## 558               2   8150
## 559               0    850
## 560               2  11750
## 561               1   1195
## 562               1    771
## 563               1   2350
## 564               2   5800
## 565               2   2650
## 566               1   1160
## 567               3  17500
## 568               4  13300
## 569               2   4000
## 570               0   1080
## 571               1   2550
## 572               2  11700
## 573               1   1280
## 574               0    245
## 575               2  12300
## 576               1    907
## 577               1    847
## 578               2   7100
## 579               1   1705
## 580               2   3900
## 581               1   2001
## 582               2  11313
## 583               1   3200
## 584               1    431
## 585               2  22500
## 586               1    780
## 587               1   2985
## 588               2   1980
## 589               2   2686
## 590               1   4472
## 591               1   1690
## 592               2   3800
## 593               0    890
## 594               2   4655
## 595               3  12900
## 596               2   2600
## 597               1   2400
## 598               1   2150
## 599               0    980
## 600               2   3850
## 601               1    797
## 602               1    650
## 603               3   9990
## 604               2   5000
## 605               1    404
## 606               1   2157
## 607               1    802
## 608               1   2900
## 609               1   1874
## 610               0    887
## 611               2   4449
## 612               1   3883
## 613               1    659
## 614               2  13500
## 615               2   7020
## 616               3   8585
## 617               2  10300
## 618               2   3620
## 619               3  15000
## 620               1    551
## 621               1   1008
## 622               3  12500
## 623               3  13365
## 624               1   1058
## 625               1    770
## 626               2   4690
## 627               1    321
## 628               2   3316
## 629               2   7790
## 630               1    877
## 631               2   6980
## 632               2   4990
## 633               3  13000
## 634               1   1915
## 635               0    285
## 636               1   1018
## 637               1   3980
## 638               1    730
## 639               1    804
## 640               2  17500
## 641               1   1450
## 642               1    580
## 643               1    790
## 644               2   3350
## 645               2   5600
## 646               3   9100
## 647               1    914
## 648               1   3295
## 649               2   7517
## 650               2   9647
## 651               1    900
## 652               1   1050
## 653               2   8500
## 654               1   5792
## 655               1   2200
## 656               1   1094
## 657               1    650
## 658               1   3090

Data preprocessing

# Convert categorical variables to numeric
df <- df %>%
  mutate_at(vars(Cocina_equip, Gimnasio, Amueblado, Alberca, Terraza, Elevador), ~ifelse(. == "Si", 1, 0))

# Convert to numeric
df$Estacionamiento <- as.numeric(df$Estacionamiento)
## Warning: NAs introducidos por coerción
df$Alcaldia_numeric <- as.numeric(factor(df$Alcaldia))
df$Colonia_numeric <- as.numeric(factor(df$Colonia))

# Check for missing values and handle if necessary
print(colSums(is.na(df)))
##         Alcaldia          Colonia               X1               X2 
##                0                0                0                0 
##               X3               X4               X5               X6 
##                0                0                0                0 
##               X7               X8               X9              X10 
##                0                0                0                0 
##     Cocina_equip         Gimnasio        Amueblado          Alberca 
##                0                0                0                0 
##          Terraza         Elevador    m2_construido            Banos 
##                0                0                0                0 
##        Recamaras  Estacionamiento           Precio Alcaldia_numeric 
##                0                1                0                0 
##  Colonia_numeric 
##                0
# Handle missing values if needed
df <- na.omit(df)

# Check again for NA's
print(colSums(is.na(df)))
##         Alcaldia          Colonia               X1               X2 
##                0                0                0                0 
##               X3               X4               X5               X6 
##                0                0                0                0 
##               X7               X8               X9              X10 
##                0                0                0                0 
##     Cocina_equip         Gimnasio        Amueblado          Alberca 
##                0                0                0                0 
##          Terraza         Elevador    m2_construido            Banos 
##                0                0                0                0 
##        Recamaras  Estacionamiento           Precio Alcaldia_numeric 
##                0                0                0                0 
##  Colonia_numeric 
##                0
# Example: Create a new variable representing the total number of amenities
df$Total_Amenities <- rowSums(df[, c("Cocina_equip", "Gimnasio", "Amueblado", "Alberca", "Terraza", "Elevador")])

# Standardize numeric variables
numeric_columns <- df %>% select_if(is.numeric)
df_scaled <- scale(numeric_columns)

Clustering

# Perform k-means clustering
set.seed(123)
k <- 4  # choose the number of clusters based on your analysis
kmeans_result <- kmeans(df_scaled, centers = k)
df$Cluster <- as.factor(kmeans_result$cluster)
numeric_columns$Cluster <- as.numeric(kmeans_result$cluster)

# Analyze the characteristics of each cluster
cluster_summary_numeric <- numeric_columns %>% group_by(Cluster) %>% summarise_all(mean)
print(cluster_summary_numeric) # cluster with only numeric variables
## # A tibble: 4 × 25
##   Cluster    X1    X2    X3    X4    X5    X6    X7     X8    X9   X10
##     <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>  <dbl> <dbl> <dbl>
## 1       1 1.53   5.20  44.8  19.6  28.2  3.94 0.577 0.0998  9.34  47.5
## 2       2 0.765  5.81  36.4  11.6  22.4  1.50 0.152 0.0315  5.54  26.3
## 3       3 1.30   5.61  42.1  17.1  24.0  3.17 0.480 0.0434  6.70  35.7
## 4       4 1.99   4.70  45.7  20.3  30.5  5.61 5.48  0.151   8.69  48.3
## # ℹ 14 more variables: Cocina_equip <dbl>, Gimnasio <dbl>, Amueblado <dbl>,
## #   Alberca <dbl>, Terraza <dbl>, Elevador <dbl>, m2_construido <dbl>,
## #   Banos <dbl>, Recamaras <dbl>, Estacionamiento <dbl>, Precio <dbl>,
## #   Alcaldia_numeric <dbl>, Colonia_numeric <dbl>, Total_Amenities <dbl>
cluster_summary_numeric$Alcaldia_numeric <-  round(cluster_summary_numeric$Alcaldia_numeric)
cluster_summary_numeric$Colonia_numeric <- round(cluster_summary_numeric$Colonia_numeric)
cluster_summary_numeric$Total_Amenities <- round(cluster_summary_numeric$Total_Amenities)
print(cluster_summary_numeric)
## # A tibble: 4 × 25
##   Cluster    X1    X2    X3    X4    X5    X6    X7     X8    X9   X10
##     <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>  <dbl> <dbl> <dbl>
## 1       1 1.53   5.20  44.8  19.6  28.2  3.94 0.577 0.0998  9.34  47.5
## 2       2 0.765  5.81  36.4  11.6  22.4  1.50 0.152 0.0315  5.54  26.3
## 3       3 1.30   5.61  42.1  17.1  24.0  3.17 0.480 0.0434  6.70  35.7
## 4       4 1.99   4.70  45.7  20.3  30.5  5.61 5.48  0.151   8.69  48.3
## # ℹ 14 more variables: Cocina_equip <dbl>, Gimnasio <dbl>, Amueblado <dbl>,
## #   Alberca <dbl>, Terraza <dbl>, Elevador <dbl>, m2_construido <dbl>,
## #   Banos <dbl>, Recamaras <dbl>, Estacionamiento <dbl>, Precio <dbl>,
## #   Alcaldia_numeric <dbl>, Colonia_numeric <dbl>, Total_Amenities <dbl>
cluster_summary <- df %>% group_by(Cluster) %>% summarise_all(mean)
## Warning: There were 8 warnings in `summarise()`.
## The first warning was:
## ℹ In argument: `Alcaldia = (function (x, ...) ...`.
## ℹ In group 1: `Cluster = 1`.
## Caused by warning in `mean.default()`:
## ! argument is not numeric or logical: returning NA
## ℹ Run `dplyr::last_dplyr_warnings()` to see the 7 remaining warnings.
print(cluster_summary) # cluster with categorical variables
## # A tibble: 4 × 27
##   Cluster Alcaldia Colonia    X1    X2    X3    X4    X5    X6    X7     X8
##   <fct>      <dbl>   <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>  <dbl>
## 1 1             NA      NA 1.53   5.20  44.8  19.6  28.2  3.94 0.577 0.0998
## 2 2             NA      NA 0.765  5.81  36.4  11.6  22.4  1.50 0.152 0.0315
## 3 3             NA      NA 1.30   5.61  42.1  17.1  24.0  3.17 0.480 0.0434
## 4 4             NA      NA 1.99   4.70  45.7  20.3  30.5  5.61 5.48  0.151 
## # ℹ 16 more variables: X9 <dbl>, X10 <dbl>, Cocina_equip <dbl>, Gimnasio <dbl>,
## #   Amueblado <dbl>, Alberca <dbl>, Terraza <dbl>, Elevador <dbl>,
## #   m2_construido <dbl>, Banos <dbl>, Recamaras <dbl>, Estacionamiento <dbl>,
## #   Precio <dbl>, Alcaldia_numeric <dbl>, Colonia_numeric <dbl>,
## #   Total_Amenities <dbl>
cluster_summary$Alcaldia_numeric <-  round(cluster_summary$Alcaldia_numeric)
cluster_summary$Colonia_numeric <- round(cluster_summary$Colonia_numeric)
cluster_summary$Total_Amenities <- round(cluster_summary$Total_Amenities)
print(cluster_summary)
## # A tibble: 4 × 27
##   Cluster Alcaldia Colonia    X1    X2    X3    X4    X5    X6    X7     X8
##   <fct>      <dbl>   <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>  <dbl>
## 1 1             NA      NA 1.53   5.20  44.8  19.6  28.2  3.94 0.577 0.0998
## 2 2             NA      NA 0.765  5.81  36.4  11.6  22.4  1.50 0.152 0.0315
## 3 3             NA      NA 1.30   5.61  42.1  17.1  24.0  3.17 0.480 0.0434
## 4 4             NA      NA 1.99   4.70  45.7  20.3  30.5  5.61 5.48  0.151 
## # ℹ 16 more variables: X9 <dbl>, X10 <dbl>, Cocina_equip <dbl>, Gimnasio <dbl>,
## #   Amueblado <dbl>, Alberca <dbl>, Terraza <dbl>, Elevador <dbl>,
## #   m2_construido <dbl>, Banos <dbl>, Recamaras <dbl>, Estacionamiento <dbl>,
## #   Precio <dbl>, Alcaldia_numeric <dbl>, Colonia_numeric <dbl>,
## #   Total_Amenities <dbl>

Sets de Entrenamiento y de Evaluacion

# Split data into training and testing sets
set.seed(123)
train_indices <- sample(1:nrow(numeric_columns), 0.8 * nrow(numeric_columns))
train_data <- numeric_columns[train_indices, ]
test_data <- numeric_columns[-train_indices, ]

# Fit a linear regression model
model <- lm(Precio ~ ., data = train_data)

Predicciones

# Make predictions on the test set
predictions <- predict(model, numeric_columns = test_data)

# Evaluate the model
rmse <- sqrt(mean((predictions - test_data$Precio)^2))
## Warning in predictions - test_data$Precio: longitud de objeto mayor no es
## múltiplo de la longitud de uno menor
print(paste("Root Mean Squared Error:", rmse))
## [1] "Root Mean Squared Error: 6322.4724217328"
# Example: Predict property values for a new data point
new_property <- data.frame(
  Alcaldia_numeric = 2,
  Colonia_numeric = 5,
  Total_Amenities = 2,
  Cocina_equip = 1,
  Gimnasio = 0,
  Amueblado = 1,
  Alberca = 1,
  Terraza = 0,
  Elevador = 1,
  m2_construido = 200,
  Banos = 2,
  Recamaras = 3,
  Estacionamiento = 2,
  Cluster = 3  # Assign the cluster based on your analysis
)

predicted_value <- predict(model, numeric_columns = new_property)
print(paste("Predicted Property Value:", predicted_value))
##   [1] "Predicted Property Value: 915.726864103557" 
##   [2] "Predicted Property Value: 8237.83012776578" 
##   [3] "Predicted Property Value: 11726.1259916677" 
##   [4] "Predicted Property Value: 8545.18119537925" 
##   [5] "Predicted Property Value: 1830.47065863579" 
##   [6] "Predicted Property Value: 6889.00586422357" 
##   [7] "Predicted Property Value: 1653.76194505858" 
##   [8] "Predicted Property Value: 1905.5719573471"  
##   [9] "Predicted Property Value: 714.166315376613" 
##  [10] "Predicted Property Value: 2534.30832561676" 
##  [11] "Predicted Property Value: 3442.0000255412"  
##  [12] "Predicted Property Value: 10084.3634949554" 
##  [13] "Predicted Property Value: 7789.79205448643" 
##  [14] "Predicted Property Value: 7527.26088766479" 
##  [15] "Predicted Property Value: 1894.15300091525" 
##  [16] "Predicted Property Value: 679.331346562553" 
##  [17] "Predicted Property Value: 2850.89470806453" 
##  [18] "Predicted Property Value: 10282.3520994381" 
##  [19] "Predicted Property Value: 1053.18613782468" 
##  [20] "Predicted Property Value: 20830.2215140373" 
##  [21] "Predicted Property Value: 1653.76194505858" 
##  [22] "Predicted Property Value: 5152.43441621755" 
##  [23] "Predicted Property Value: 2690.35450823296" 
##  [24] "Predicted Property Value: 7902.38359095179" 
##  [25] "Predicted Property Value: 3750.7132932445"  
##  [26] "Predicted Property Value: 2192.68441905403" 
##  [27] "Predicted Property Value: 2132.858191833"   
##  [28] "Predicted Property Value: 9737.6218444336"  
##  [29] "Predicted Property Value: 1516.90888877372" 
##  [30] "Predicted Property Value: 2078.71788256145" 
##  [31] "Predicted Property Value: 12957.8387010561" 
##  [32] "Predicted Property Value: 2357.15205495679" 
##  [33] "Predicted Property Value: 2981.2277735245"  
##  [34] "Predicted Property Value: 500.659148699201" 
##  [35] "Predicted Property Value: 484.44202501118"  
##  [36] "Predicted Property Value: 12308.6899368178" 
##  [37] "Predicted Property Value: 3340.3563799142"  
##  [38] "Predicted Property Value: 1935.72581046192" 
##  [39] "Predicted Property Value: 1583.71861236848" 
##  [40] "Predicted Property Value: 955.590141966899" 
##  [41] "Predicted Property Value: 750.796733727854" 
##  [42] "Predicted Property Value: 4052.38555194867" 
##  [43] "Predicted Property Value: 3002.2291635068"  
##  [44] "Predicted Property Value: 874.659910004837" 
##  [45] "Predicted Property Value: 14794.4075376791" 
##  [46] "Predicted Property Value: 11598.9550312776" 
##  [47] "Predicted Property Value: 10609.3608402734" 
##  [48] "Predicted Property Value: 1436.78533725623" 
##  [49] "Predicted Property Value: 374.002952363267" 
##  [50] "Predicted Property Value: 2478.12366601734" 
##  [51] "Predicted Property Value: 355.299751463155" 
##  [52] "Predicted Property Value: 1029.86983699961" 
##  [53] "Predicted Property Value: 8841.04866365159" 
##  [54] "Predicted Property Value: -863.715818239138"
##  [55] "Predicted Property Value: 1114.01923392254" 
##  [56] "Predicted Property Value: 936.278968854873" 
##  [57] "Predicted Property Value: 4943.60245372797" 
##  [58] "Predicted Property Value: 3633.5722688589"  
##  [59] "Predicted Property Value: 12964.821916393"  
##  [60] "Predicted Property Value: 1029.59700606434" 
##  [61] "Predicted Property Value: 1372.93815873053" 
##  [62] "Predicted Property Value: 4687.05788962999" 
##  [63] "Predicted Property Value: 1455.33839778191" 
##  [64] "Predicted Property Value: 724.938900118585" 
##  [65] "Predicted Property Value: 6507.31482479903" 
##  [66] "Predicted Property Value: 1165.06856340784" 
##  [67] "Predicted Property Value: 1406.19488773836" 
##  [68] "Predicted Property Value: 4625.0501757077"  
##  [69] "Predicted Property Value: 883.898525849403" 
##  [70] "Predicted Property Value: 3148.07734359977" 
##  [71] "Predicted Property Value: 368.811718689188" 
##  [72] "Predicted Property Value: 1939.54841201025" 
##  [73] "Predicted Property Value: 10229.4649223634" 
##  [74] "Predicted Property Value: 1235.28872787416" 
##  [75] "Predicted Property Value: 472.366078653475" 
##  [76] "Predicted Property Value: 4450.05111045247" 
##  [77] "Predicted Property Value: 3285.04651903094" 
##  [78] "Predicted Property Value: -79.6335975190596"
##  [79] "Predicted Property Value: 3525.27744357339" 
##  [80] "Predicted Property Value: -1066.52152195679"
##  [81] "Predicted Property Value: 135.293476418139" 
##  [82] "Predicted Property Value: 8493.99737313873" 
##  [83] "Predicted Property Value: 708.805410511028" 
##  [84] "Predicted Property Value: 768.432225688792" 
##  [85] "Predicted Property Value: 11848.4278537137" 
##  [86] "Predicted Property Value: 14673.7004742708" 
##  [87] "Predicted Property Value: 688.320957612744" 
##  [88] "Predicted Property Value: 6746.76474397881" 
##  [89] "Predicted Property Value: 503.19418508776"  
##  [90] "Predicted Property Value: 572.968344573466" 
##  [91] "Predicted Property Value: 3881.6792872375"  
##  [92] "Predicted Property Value: 5019.48560540896" 
##  [93] "Predicted Property Value: 816.820277255607" 
##  [94] "Predicted Property Value: 1220.58576939927" 
##  [95] "Predicted Property Value: 9105.8153558039"  
##  [96] "Predicted Property Value: 594.171633387632" 
##  [97] "Predicted Property Value: 13273.2465953509" 
##  [98] "Predicted Property Value: 503.19418508776"  
##  [99] "Predicted Property Value: 1425.80660143284" 
## [100] "Predicted Property Value: 1725.02972664969" 
## [101] "Predicted Property Value: 1114.84026049807" 
## [102] "Predicted Property Value: 2201.61184188324" 
## [103] "Predicted Property Value: 9123.75604832622" 
## [104] "Predicted Property Value: 423.967987518871" 
## [105] "Predicted Property Value: 1022.54133975631" 
## [106] "Predicted Property Value: 6734.59857832145" 
## [107] "Predicted Property Value: 1544.49301613665" 
## [108] "Predicted Property Value: 1810.98799226509" 
## [109] "Predicted Property Value: 1761.79874613559" 
## [110] "Predicted Property Value: 13688.2199088136" 
## [111] "Predicted Property Value: 1366.61663628939" 
## [112] "Predicted Property Value: -831.069435094075"
## [113] "Predicted Property Value: 2950.72924905987" 
## [114] "Predicted Property Value: 1423.54287493772" 
## [115] "Predicted Property Value: 5911.52145514856" 
## [116] "Predicted Property Value: 2824.95680026333" 
## [117] "Predicted Property Value: 16532.834317885"  
## [118] "Predicted Property Value: 895.560748379968" 
## [119] "Predicted Property Value: 2620.15424215311" 
## [120] "Predicted Property Value: 1735.05264530005" 
## [121] "Predicted Property Value: 13175.7889353586" 
## [122] "Predicted Property Value: 9812.66237284463" 
## [123] "Predicted Property Value: 2340.78318784818" 
## [124] "Predicted Property Value: 719.534113228171" 
## [125] "Predicted Property Value: 825.974762882067" 
## [126] "Predicted Property Value: 4146.31170129259" 
## [127] "Predicted Property Value: 18113.5152486682" 
## [128] "Predicted Property Value: 1944.1253802675"  
## [129] "Predicted Property Value: 651.684847142795" 
## [130] "Predicted Property Value: -119.606290318404"
## [131] "Predicted Property Value: 1440.40762955443" 
## [132] "Predicted Property Value: 544.96790968964"  
## [133] "Predicted Property Value: 3085.10690819049" 
## [134] "Predicted Property Value: 8841.04866365159" 
## [135] "Predicted Property Value: 1094.85347501172" 
## [136] "Predicted Property Value: 2314.54278408855" 
## [137] "Predicted Property Value: 930.886519708754" 
## [138] "Predicted Property Value: 7535.76978953665" 
## [139] "Predicted Property Value: 6021.32724276701" 
## [140] "Predicted Property Value: 9645.11397924182" 
## [141] "Predicted Property Value: 2879.31077342077" 
## [142] "Predicted Property Value: 847.487523028884" 
## [143] "Predicted Property Value: 4421.67871117763" 
## [144] "Predicted Property Value: 13374.5081013028" 
## [145] "Predicted Property Value: 529.884984527346" 
## [146] "Predicted Property Value: 7600.89863906812" 
## [147] "Predicted Property Value: 216.212688342286" 
## [148] "Predicted Property Value: 10155.2592427512" 
## [149] "Predicted Property Value: 1210.90975754749" 
## [150] "Predicted Property Value: 17947.4718728926" 
## [151] "Predicted Property Value: 237.785290460699" 
## [152] "Predicted Property Value: 3041.38106776296" 
## [153] "Predicted Property Value: 10534.9771565102" 
## [154] "Predicted Property Value: 48.8718301608133" 
## [155] "Predicted Property Value: 16009.3043489561" 
## [156] "Predicted Property Value: 5383.58671166268" 
## [157] "Predicted Property Value: 3451.0816790833"  
## [158] "Predicted Property Value: 18129.6814423286" 
## [159] "Predicted Property Value: 2484.72222905102" 
## [160] "Predicted Property Value: 3421.96275636959" 
## [161] "Predicted Property Value: 8909.46237561297" 
## [162] "Predicted Property Value: 1496.76904972503" 
## [163] "Predicted Property Value: 12894.3743425097" 
## [164] "Predicted Property Value: 590.427010721783" 
## [165] "Predicted Property Value: 3510.32397221059" 
## [166] "Predicted Property Value: 915.322007010093" 
## [167] "Predicted Property Value: 2374.75487827508" 
## [168] "Predicted Property Value: 1422.84772632749" 
## [169] "Predicted Property Value: 5022.53977391908" 
## [170] "Predicted Property Value: 3221.37057070199" 
## [171] "Predicted Property Value: 4530.35587962796" 
## [172] "Predicted Property Value: 5188.54505249211" 
## [173] "Predicted Property Value: 686.519233850265" 
## [174] "Predicted Property Value: 2850.63327952199" 
## [175] "Predicted Property Value: 262.744895034151" 
## [176] "Predicted Property Value: 179.966911703881" 
## [177] "Predicted Property Value: 2076.25023320643" 
## [178] "Predicted Property Value: 5251.09032660692" 
## [179] "Predicted Property Value: 806.533760384191" 
## [180] "Predicted Property Value: 1348.87890763455" 
## [181] "Predicted Property Value: 11462.4831152374" 
## [182] "Predicted Property Value: 13021.4288995434" 
## [183] "Predicted Property Value: 13018.4347759717" 
## [184] "Predicted Property Value: 93.6509693476783" 
## [185] "Predicted Property Value: 9387.70130200566" 
## [186] "Predicted Property Value: 16007.1480698663" 
## [187] "Predicted Property Value: 1433.14360051478" 
## [188] "Predicted Property Value: 16274.8926195602" 
## [189] "Predicted Property Value: 83.4248190569052" 
## [190] "Predicted Property Value: 1496.76904972503" 
## [191] "Predicted Property Value: 2556.91904056026" 
## [192] "Predicted Property Value: 473.176787287061" 
## [193] "Predicted Property Value: 1429.11592226434" 
## [194] "Predicted Property Value: 2249.90528031033" 
## [195] "Predicted Property Value: 798.179810938421" 
## [196] "Predicted Property Value: 1933.20367466269" 
## [197] "Predicted Property Value: 1303.92023463224" 
## [198] "Predicted Property Value: 10432.7029521775" 
## [199] "Predicted Property Value: 1033.55107452171" 
## [200] "Predicted Property Value: 409.240454565787" 
## [201] "Predicted Property Value: 210.727910141928" 
## [202] "Predicted Property Value: 268.234407878679" 
## [203] "Predicted Property Value: 4668.69173234466" 
## [204] "Predicted Property Value: 3287.68687910859" 
## [205] "Predicted Property Value: -128.76334770211" 
## [206] "Predicted Property Value: 5729.91446024631" 
## [207] "Predicted Property Value: 1540.98230665668" 
## [208] "Predicted Property Value: 10668.8587967056" 
## [209] "Predicted Property Value: 146.584637735333" 
## [210] "Predicted Property Value: 4038.46093617153" 
## [211] "Predicted Property Value: 260.845411736681" 
## [212] "Predicted Property Value: 3412.06778145044" 
## [213] "Predicted Property Value: 10123.3357808307" 
## [214] "Predicted Property Value: 1735.40499101286" 
## [215] "Predicted Property Value: 11294.8502819121" 
## [216] "Predicted Property Value: 900.720669384167" 
## [217] "Predicted Property Value: 898.875063596861" 
## [218] "Predicted Property Value: 2309.03042435149" 
## [219] "Predicted Property Value: 1964.6689114281"  
## [220] "Predicted Property Value: -95.7863928124767"
## [221] "Predicted Property Value: 1521.18224015519" 
## [222] "Predicted Property Value: 2897.10281002873" 
## [223] "Predicted Property Value: 2778.99682242794" 
## [224] "Predicted Property Value: 6131.77163561528" 
## [225] "Predicted Property Value: 7668.05491859638" 
## [226] "Predicted Property Value: 10658.7513092278" 
## [227] "Predicted Property Value: 2081.8773792581"  
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## [524] "Predicted Property Value: 5251.09032660692" 
## [525] "Predicted Property Value: 1092.63266910288"
LS0tDQp0aXRsZTogIkV2aWRlbmNpYSAxIg0KYXV0aG9yOiAiRXF1aXBvIDMiDQpkYXRlOiAiMTYtMTEtMjAyMyINCm91dHB1dDogDQogIGh0bWxfZG9jdW1lbnQ6DQogICAgdG9jOiB0cnVlDQogICAgdG9jX2Zsb2F0OiB0cnVlDQogICAgY29kZV9kb3dubG9hZDogdHJ1ZQ0KLS0tDQoNCiMjIEltcG9ydGFyIGxpYnJlcmlhcw0KYGBge3J9DQpsaWJyYXJ5KHJlYWRyKQ0KbGlicmFyeShkcGx5cikNCmxpYnJhcnkoY2x1c3RlcikNCmBgYA0KDQojIyBJbXBvcnRhciBEYXRhc2V0DQpgYGB7cn0NCmRmIDwtIHJlYWQuY3N2KCJDOlxcVXNlcnNcXG5haWxhXFxPbmVEcml2ZVxcRG9jdW1lbnRvc1xcMSBURUNcXDUgUVVJTlRPIFNFTUVTVFJFXFxNaW5lcsOtYSBkZSBkYXRvc1xcRGF0b3MgYmllbmVzIHkgcmFpY2VzIENETVhGIDEuY3N2IikNCnByaW50KGRmKQ0KYGBgDQoNCiMjIERhdGEgcHJlcHJvY2Vzc2luZw0KYGBge3J9DQojIENvbnZlcnQgY2F0ZWdvcmljYWwgdmFyaWFibGVzIHRvIG51bWVyaWMNCmRmIDwtIGRmICU+JQ0KICBtdXRhdGVfYXQodmFycyhDb2NpbmFfZXF1aXAsIEdpbW5hc2lvLCBBbXVlYmxhZG8sIEFsYmVyY2EsIFRlcnJhemEsIEVsZXZhZG9yKSwgfmlmZWxzZSguID09ICJTaSIsIDEsIDApKQ0KDQojIENvbnZlcnQgdG8gbnVtZXJpYw0KZGYkRXN0YWNpb25hbWllbnRvIDwtIGFzLm51bWVyaWMoZGYkRXN0YWNpb25hbWllbnRvKQ0KZGYkQWxjYWxkaWFfbnVtZXJpYyA8LSBhcy5udW1lcmljKGZhY3RvcihkZiRBbGNhbGRpYSkpDQpkZiRDb2xvbmlhX251bWVyaWMgPC0gYXMubnVtZXJpYyhmYWN0b3IoZGYkQ29sb25pYSkpDQoNCiMgQ2hlY2sgZm9yIG1pc3NpbmcgdmFsdWVzIGFuZCBoYW5kbGUgaWYgbmVjZXNzYXJ5DQpwcmludChjb2xTdW1zKGlzLm5hKGRmKSkpDQoNCiMgSGFuZGxlIG1pc3NpbmcgdmFsdWVzIGlmIG5lZWRlZA0KZGYgPC0gbmEub21pdChkZikNCg0KIyBDaGVjayBhZ2FpbiBmb3IgTkEncw0KcHJpbnQoY29sU3Vtcyhpcy5uYShkZikpKQ0KDQojIEV4YW1wbGU6IENyZWF0ZSBhIG5ldyB2YXJpYWJsZSByZXByZXNlbnRpbmcgdGhlIHRvdGFsIG51bWJlciBvZiBhbWVuaXRpZXMNCmRmJFRvdGFsX0FtZW5pdGllcyA8LSByb3dTdW1zKGRmWywgYygiQ29jaW5hX2VxdWlwIiwgIkdpbW5hc2lvIiwgIkFtdWVibGFkbyIsICJBbGJlcmNhIiwgIlRlcnJhemEiLCAiRWxldmFkb3IiKV0pDQoNCiMgU3RhbmRhcmRpemUgbnVtZXJpYyB2YXJpYWJsZXMNCm51bWVyaWNfY29sdW1ucyA8LSBkZiAlPiUgc2VsZWN0X2lmKGlzLm51bWVyaWMpDQpkZl9zY2FsZWQgPC0gc2NhbGUobnVtZXJpY19jb2x1bW5zKQ0KYGBgDQoNCiMjIENsdXN0ZXJpbmcNCmBgYHtyfQ0KIyBQZXJmb3JtIGstbWVhbnMgY2x1c3RlcmluZw0Kc2V0LnNlZWQoMTIzKQ0KayA8LSA0ICAjIGNob29zZSB0aGUgbnVtYmVyIG9mIGNsdXN0ZXJzIGJhc2VkIG9uIHlvdXIgYW5hbHlzaXMNCmttZWFuc19yZXN1bHQgPC0ga21lYW5zKGRmX3NjYWxlZCwgY2VudGVycyA9IGspDQpkZiRDbHVzdGVyIDwtIGFzLmZhY3RvcihrbWVhbnNfcmVzdWx0JGNsdXN0ZXIpDQpudW1lcmljX2NvbHVtbnMkQ2x1c3RlciA8LSBhcy5udW1lcmljKGttZWFuc19yZXN1bHQkY2x1c3RlcikNCg0KIyBBbmFseXplIHRoZSBjaGFyYWN0ZXJpc3RpY3Mgb2YgZWFjaCBjbHVzdGVyDQpjbHVzdGVyX3N1bW1hcnlfbnVtZXJpYyA8LSBudW1lcmljX2NvbHVtbnMgJT4lIGdyb3VwX2J5KENsdXN0ZXIpICU+JSBzdW1tYXJpc2VfYWxsKG1lYW4pDQpwcmludChjbHVzdGVyX3N1bW1hcnlfbnVtZXJpYykgIyBjbHVzdGVyIHdpdGggb25seSBudW1lcmljIHZhcmlhYmxlcw0KY2x1c3Rlcl9zdW1tYXJ5X251bWVyaWMkQWxjYWxkaWFfbnVtZXJpYyA8LSAgcm91bmQoY2x1c3Rlcl9zdW1tYXJ5X251bWVyaWMkQWxjYWxkaWFfbnVtZXJpYykNCmNsdXN0ZXJfc3VtbWFyeV9udW1lcmljJENvbG9uaWFfbnVtZXJpYyA8LSByb3VuZChjbHVzdGVyX3N1bW1hcnlfbnVtZXJpYyRDb2xvbmlhX251bWVyaWMpDQpjbHVzdGVyX3N1bW1hcnlfbnVtZXJpYyRUb3RhbF9BbWVuaXRpZXMgPC0gcm91bmQoY2x1c3Rlcl9zdW1tYXJ5X251bWVyaWMkVG90YWxfQW1lbml0aWVzKQ0KcHJpbnQoY2x1c3Rlcl9zdW1tYXJ5X251bWVyaWMpDQoNCmNsdXN0ZXJfc3VtbWFyeSA8LSBkZiAlPiUgZ3JvdXBfYnkoQ2x1c3RlcikgJT4lIHN1bW1hcmlzZV9hbGwobWVhbikNCnByaW50KGNsdXN0ZXJfc3VtbWFyeSkgIyBjbHVzdGVyIHdpdGggY2F0ZWdvcmljYWwgdmFyaWFibGVzDQpjbHVzdGVyX3N1bW1hcnkkQWxjYWxkaWFfbnVtZXJpYyA8LSAgcm91bmQoY2x1c3Rlcl9zdW1tYXJ5JEFsY2FsZGlhX251bWVyaWMpDQpjbHVzdGVyX3N1bW1hcnkkQ29sb25pYV9udW1lcmljIDwtIHJvdW5kKGNsdXN0ZXJfc3VtbWFyeSRDb2xvbmlhX251bWVyaWMpDQpjbHVzdGVyX3N1bW1hcnkkVG90YWxfQW1lbml0aWVzIDwtIHJvdW5kKGNsdXN0ZXJfc3VtbWFyeSRUb3RhbF9BbWVuaXRpZXMpDQpwcmludChjbHVzdGVyX3N1bW1hcnkpDQpgYGANCg0KIyMgU2V0cyBkZSBFbnRyZW5hbWllbnRvIHkgZGUgRXZhbHVhY2lvbg0KYGBge3J9DQojIFNwbGl0IGRhdGEgaW50byB0cmFpbmluZyBhbmQgdGVzdGluZyBzZXRzDQpzZXQuc2VlZCgxMjMpDQp0cmFpbl9pbmRpY2VzIDwtIHNhbXBsZSgxOm5yb3cobnVtZXJpY19jb2x1bW5zKSwgMC44ICogbnJvdyhudW1lcmljX2NvbHVtbnMpKQ0KdHJhaW5fZGF0YSA8LSBudW1lcmljX2NvbHVtbnNbdHJhaW5faW5kaWNlcywgXQ0KdGVzdF9kYXRhIDwtIG51bWVyaWNfY29sdW1uc1stdHJhaW5faW5kaWNlcywgXQ0KDQojIEZpdCBhIGxpbmVhciByZWdyZXNzaW9uIG1vZGVsDQptb2RlbCA8LSBsbShQcmVjaW8gfiAuLCBkYXRhID0gdHJhaW5fZGF0YSkNCmBgYA0KDQojIyBQcmVkaWNjaW9uZXMNCmBgYHtyfQ0KIyBNYWtlIHByZWRpY3Rpb25zIG9uIHRoZSB0ZXN0IHNldA0KcHJlZGljdGlvbnMgPC0gcHJlZGljdChtb2RlbCwgbnVtZXJpY19jb2x1bW5zID0gdGVzdF9kYXRhKQ0KDQojIEV2YWx1YXRlIHRoZSBtb2RlbA0Kcm1zZSA8LSBzcXJ0KG1lYW4oKHByZWRpY3Rpb25zIC0gdGVzdF9kYXRhJFByZWNpbyleMikpDQpwcmludChwYXN0ZSgiUm9vdCBNZWFuIFNxdWFyZWQgRXJyb3I6Iiwgcm1zZSkpDQoNCiMgRXhhbXBsZTogUHJlZGljdCBwcm9wZXJ0eSB2YWx1ZXMgZm9yIGEgbmV3IGRhdGEgcG9pbnQNCm5ld19wcm9wZXJ0eSA8LSBkYXRhLmZyYW1lKA0KICBBbGNhbGRpYV9udW1lcmljID0gMiwNCiAgQ29sb25pYV9udW1lcmljID0gNSwNCiAgVG90YWxfQW1lbml0aWVzID0gMiwNCiAgQ29jaW5hX2VxdWlwID0gMSwNCiAgR2ltbmFzaW8gPSAwLA0KICBBbXVlYmxhZG8gPSAxLA0KICBBbGJlcmNhID0gMSwNCiAgVGVycmF6YSA9IDAsDQogIEVsZXZhZG9yID0gMSwNCiAgbTJfY29uc3RydWlkbyA9IDIwMCwNCiAgQmFub3MgPSAyLA0KICBSZWNhbWFyYXMgPSAzLA0KICBFc3RhY2lvbmFtaWVudG8gPSAyLA0KICBDbHVzdGVyID0gMyAgIyBBc3NpZ24gdGhlIGNsdXN0ZXIgYmFzZWQgb24geW91ciBhbmFseXNpcw0KKQ0KDQpwcmVkaWN0ZWRfdmFsdWUgPC0gcHJlZGljdChtb2RlbCwgbnVtZXJpY19jb2x1bW5zID0gbmV3X3Byb3BlcnR5KQ0KcHJpbnQocGFzdGUoIlByZWRpY3RlZCBQcm9wZXJ0eSBWYWx1ZToiLCBwcmVkaWN0ZWRfdmFsdWUpKQ0KYGBgDQo=