MORA
Marieta Marres
8/6/2020
R Markdown
DATA FRAME
datos = read.csv("https://raw.githubusercontent.com/VictorGuevaraP/Mineria-de-datos-2020/master/mora_m.csv", sep = ";")
head(datos)## ID Edad Experiencia Ingreso Postal Familia credito educacion
## 1 1550 57 31 45 94305 3 1.40 1
## 2 4703 35 5 108 90630 2 2.75 3
## 3 2478 40 14 179 90025 1 2.60 3
## 4 3109 42 15 21 95678 3 1.00 2
## 5 2733 33 9 38 93106 1 2.10 3
## 6 2372 32 6 NA 95014 2 1.50 3
## cuenta.de.ahorros servicios.online Mora
## 1 0 1 0
## 2 0 0 0
## 3 1 1 0
## 4 0 1 0
## 5 0 0 0
## 6 0 0 0Paso 1: Entendimiento del negocio (organización)
1.1 Determinar el objetivo del negocio (organización)“”
Banco “Aútonoma”“” Objetivo: Ser la empresa peruana que brinda la mejor experiencia a los clientes. Simple, cercana y oportuna, alentando y transformando tus sueños y planes en realidad y con el Perú, construyendo su historia de desarrollo y superación.
1.2 Evaluar la situación actual (entorno)“”
La organización actualmente cuenta con más de 175 sedes y con muchos clientes en dónde existen personas puntuales que cumplen con las condiciones de los servicios y personas que no cumplen, es por ello primordial identificar dichas personas ya que afectan las ganancias de la entidad.
1.3 Determinar el objetivo de la minería de datos“”
Objetivo: Construir un modelo de clasificación de minería de datos que permita clasificar si un cliente de un entidad bancaria va a ser moroso o no
1.4 Realizar un plan de proyecto“”
Paso 2: Entendimiento de la data
2.1 Información inicial de la data“”
ID: Representa el identificador de cada uno de los clientes“” Edad: Edad de los clientes del banco en años“” Experiencia: Años de experiencia del cliente en su labor“” Ingreso: Ingreso anual de los clientes en miles de S/“” Postal: Codigo postal del cliente“” Familia: Que cantidad de miembros tiene la familia del cliente“” Credito: El credito con el cuenta el cliente“” Educacion: Nivel de educación del cliente“” Cuenta de Ahorros: Si un cliente tiene o no una cuenta de ahorros“” Servicios Online: Si un cliente accede o no a servicios online“” Mora: Si un cliente es o no moroso (1 = moroso y 0= no moroso)“”
2.2 Descripción de la data
Identificamos el tipo de cada dato
str(datos)## 'data.frame': 4277 obs. of 11 variables:
## $ ID : int 1550 4703 2478 3109 2733 2372 793 2268 1432 2690 ...
## $ Edad : int 57 35 40 42 33 32 41 NA 58 NA ...
## $ Experiencia : int 31 5 14 15 9 6 16 13 34 16 ...
## $ Ingreso : int 45 108 179 21 38 NA NA 168 128 104 ...
## $ Postal : int 94305 90630 90025 95678 93106 95014 93117 92647 90058 91730 ...
## $ Familia : int 3 2 1 3 1 2 1 2 1 1 ...
## $ credito : num 1.4 2.75 2.6 1 2.1 1.5 4 1.3 7.4 3.4 ...
## $ educacion : int 1 3 3 2 3 3 3 3 1 1 ...
## $ cuenta.de.ahorros: int 0 0 1 0 0 0 1 0 0 0 ...
## $ servicios.online : int 1 0 1 1 0 0 0 0 0 0 ...
## $ Mora : int 0 0 0 0 0 0 1 0 0 0 ...Se cuenta con un conjunto de datos de 4277 observaciones(fila) y 11 variables (columnas) La variable objetivo es “Mora” por lo que 1 representa si el cliente es moroso y 0 si el cliente no lo espodemos apreciar que hay 1255 morosos y 3022 no morosos. El ID es un identificador por los que se no se puede hacer hacer operaciones matemáticas.
Identificamos medidas centrales de los datos
summary(datos)## ID Edad Experiencia Ingreso
## Min. : 2 Min. :23.00 Min. :-3.00 Min. : 8.00
## 1st Qu.:1250 1st Qu.:35.00 1st Qu.:10.00 1st Qu.: 39.00
## Median :2498 Median :45.00 Median :20.00 Median : 64.00
## Mean :2498 Mean :45.35 Mean :20.14 Mean : 74.18
## 3rd Qu.:3749 3rd Qu.:55.00 3rd Qu.:30.00 3rd Qu.: 99.00
## Max. :4998 Max. :67.00 Max. :43.00 Max. :224.00
## NA's :305 NA's :344 NA's :388
## Postal Familia credito educacion
## Min. : 9307 Min. :1.000 Min. : 0.000 Min. :1.000
## 1st Qu.:91942 1st Qu.:1.000 1st Qu.: 0.700 1st Qu.:1.000
## Median :93555 Median :2.000 Median : 1.500 Median :2.000
## Mean :93162 Mean :2.391 Mean : 1.939 Mean :1.872
## 3rd Qu.:94609 3rd Qu.:3.000 3rd Qu.: 2.500 3rd Qu.:3.000
## Max. :96651 Max. :4.000 Max. :10.000 Max. :3.000
##
## cuenta.de.ahorros servicios.online Mora
## Min. :0.00000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.00000 Median :1.0000 Median :0.0000
## Mean :0.09843 Mean :0.5976 Mean :0.2934
## 3rd Qu.:0.00000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :1.00000 Max. :1.0000 Max. :1.0000
## La coerción sirve para asignar un signifcado a cada dato.
datos$Mora=as.factor(datos$Mora)
datos$ID=as.factor(datos$ID)
datos$Postal=as.factor(datos$Postal)
datos$educacion=as.factor(datos$educacion)
datos$cuenta.de.ahorros=as.factor(datos$cuenta.de.ahorros)
datos$servicios.online=as.factor(datos$servicios.online)2.3 Exploración de la data
hist(datos$Edad)
library(ggplot2)## Warning: package 'ggplot2' was built under R version 3.6.3
geom_histogram(mapping = aes(x=Edad, color=Mora))## mapping: x = ~Edad, colour = ~Mora
## geom_bar: na.rm = FALSE, orientation = NA
## stat_bin: binwidth = NULL, bins = NULL, na.rm = FALSE, orientation = NA, pad = FALSE
## position_stackSegún el gráfico observamos que la mayoría de clientes tiene edades entre 25 y 65 años.
hist(datos$Experiencia)
boxplot(datos$Experiencia)
par(mfrow=c(1,2))
hist(datos$Ingreso)
boxplot(datos$Ingreso)
par(mfrow=c(1,1))
plot(datos$Postal)
plot(datos$Ingreso, datos$Edad)
library(VIM)## Warning: package 'VIM' was built under R version 3.6.3## Loading required package: colorspace## Loading required package: grid## Loading required package: data.table## VIM is ready to use.
## Since version 4.0.0 the GUI is in its own package VIMGUI.
##
## Please use the package to use the new (and old) GUI.## Suggestions and bug-reports can be submitted at: https://github.com/alexkowa/VIM/issues##
## Attaching package: 'VIM'## The following object is masked from 'package:datasets':
##
## sleepnulos=aggr(datos, numbers = TRUE, prop = c(TRUE, FALSE))
summary(nulos)##
## Missings per variable:
## Variable Count
## ID 0
## Edad 305
## Experiencia 344
## Ingreso 388
## Postal 0
## Familia 0
## credito 0
## educacion 0
## cuenta.de.ahorros 0
## servicios.online 0
## Mora 0
##
## Missings in combinations of variables:
## Combinations Count Percent
## 0:0:0:0:0:0:0:0:0:0:0 3327 77.78816928
## 0:0:0:1:0:0:0:0:0:0:0 323 7.55202245
## 0:0:1:0:0:0:0:0:0:0:0 288 6.73369184
## 0:0:1:1:0:0:0:0:0:0:0 34 0.79494973
## 0:1:0:0:0:0:0:0:0:0:0 254 5.93874211
## 0:1:0:1:0:0:0:0:0:0:0 29 0.67804536
## 0:1:1:0:0:0:0:0:0:0:0 20 0.46761749
## 0:1:1:1:0:0:0:0:0:0:0 2 0.046761752.4 Verificación de la calidad de la data“”
En la variable edad tenemos 305 datos NA’s(nulos o missing) y representa un 7.13% de todos los registros En la variable experencia tenemos 344 datos NA´S y representa un 8.04% de todos los registros En la variable Ingreso tenemos 388 datos NA´S (nulos o missing) y representa un 16.59% de todos los registros Tambien en la experiencia encontramos un valor de -3 se tendria que revisar si este dato es inconsistente Podemos observar que para la variable ingreso existen datos atípicos en la parte superior Paso 3: Preparación de la data
3.1 Seleccionar la data“”
Del conjunto de datos, solo no seleccionaremos el ID por ser unica en cada registro
datosnew=datos[,2:11]
head(datosnew)## Edad Experiencia Ingreso Postal Familia credito educacion cuenta.de.ahorros
## 1 57 31 45 94305 3 1.40 1 0
## 2 35 5 108 90630 2 2.75 3 0
## 3 40 14 179 90025 1 2.60 3 1
## 4 42 15 21 95678 3 1.00 2 0
## 5 33 9 38 93106 1 2.10 3 0
## 6 32 6 NA 95014 2 1.50 3 0
## servicios.online Mora
## 1 1 0
## 2 0 0
## 3 1 0
## 4 1 0
## 5 0 0
## 6 0 03.2 Limpiar la data“”
El porcentaje de datos faltantes, es mayor de 5% por lo que es necesario aplicar una técnica compleja, por lo tanto, se aplicará una imputación por vecinos más cercanos para no perder registros.
library(DMwR)## Warning: package 'DMwR' was built under R version 3.6.3## Loading required package: lattice## Registered S3 method overwritten by 'xts':
## method from
## as.zoo.xts zoo## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoo##
## Attaching package: 'DMwR'## The following object is masked from 'package:VIM':
##
## kNNdatosnew4=knnImputation(datosnew)
summary(datosnew4)## Edad Experiencia Ingreso Postal Familia
## Min. :23.00 Min. :-3.0 Min. : 8.00 94720 : 156 Min. :1.000
## 1st Qu.:35.00 1st Qu.:10.0 1st Qu.: 40.00 94305 : 105 1st Qu.:1.000
## Median :45.00 Median :20.0 Median : 63.76 95616 : 101 Median :2.000
## Mean :45.33 Mean :20.1 Mean : 73.80 90095 : 59 Mean :2.391
## 3rd Qu.:55.00 3rd Qu.:30.0 3rd Qu.: 95.00 93106 : 51 3rd Qu.:3.000
## Max. :67.00 Max. :43.0 Max. :224.00 92037 : 48 Max. :4.000
## (Other):3757
## credito educacion cuenta.de.ahorros servicios.online Mora
## Min. : 0.000 1:1806 0:3856 0:1721 0:3022
## 1st Qu.: 0.700 2:1214 1: 421 1:2556 1:1255
## Median : 1.500 3:1257
## Mean : 1.939
## 3rd Qu.: 2.500
## Max. :10.000
## dim(datosnew4)## [1] 4277 10str(datosnew4)## 'data.frame': 4277 obs. of 10 variables:
## $ Edad : num 57 35 40 42 33 ...
## $ Experiencia : num 31 5 14 15 9 6 16 13 34 16 ...
## $ Ingreso : num 45 108 179 21 38 ...
## $ Postal : Factor w/ 465 levels "9307","90005",..: 317 62 10 434 242 386 247 198 26 117 ...
## $ Familia : int 3 2 1 3 1 2 1 2 1 1 ...
## $ credito : num 1.4 2.75 2.6 1 2.1 1.5 4 1.3 7.4 3.4 ...
## $ educacion : Factor w/ 3 levels "1","2","3": 1 3 3 2 3 3 3 3 1 1 ...
## $ cuenta.de.ahorros: Factor w/ 2 levels "0","1": 1 1 2 1 1 1 2 1 1 1 ...
## $ servicios.online : Factor w/ 2 levels "0","1": 2 1 2 2 1 1 1 1 1 1 ...
## $ Mora : Factor w/ 2 levels "0","1": 1 1 1 1 1 1 2 1 1 1 ...3.3 Construir data
library(arules)## Warning: package 'arules' was built under R version 3.6.3## Loading required package: Matrix##
## Attaching package: 'arules'## The following objects are masked from 'package:base':
##
## abbreviate, writeEdad_disc=nclass.Sturges(datosnew4$Edad)
Edad_disc## [1] 14edad_discretizada=discretize(datosnew4$Edad, method = "interval", categories =14 )## Warning in discretize(datosnew4$Edad, method = "interval", categories = 14):
## Parameter categories is deprecated. Use breaks instead! Also, the default method
## is now frequency!edad_discretizada## [1] [54.4,57.6) [32.4,35.6) [38.7,41.9) [41.9,45) [32.4,35.6) [29.3,32.4)
## [7] [38.7,41.9) [35.6,38.7) [57.6,60.7) [38.7,41.9) [38.7,41.9) [38.7,41.9)
## [13] [60.7,63.9) [51.3,54.4) [29.3,32.4) [38.7,41.9) [32.4,35.6) [38.7,41.9)
## [19] [48.1,51.3) [51.3,54.4) [54.4,57.6) [45,48.1) [57.6,60.7) [54.4,57.6)
## [25] [48.1,51.3) [32.4,35.6) [54.4,57.6) [48.1,51.3) [32.4,35.6) [32.4,35.6)
## [31] [51.3,54.4) [29.3,32.4) [41.9,45) [48.1,51.3) [48.1,51.3) [48.1,51.3)
## [37] [32.4,35.6) [54.4,57.6) [51.3,54.4) [54.4,57.6) [54.4,57.6) [45,48.1)
## [43] [41.9,45) [63.9,67] [26.1,29.3) [41.9,45) [60.7,63.9) [45,48.1)
## [49] [45,48.1) [29.3,32.4) [38.7,41.9) [29.3,32.4) [51.3,54.4) [32.4,35.6)
## [55] [45,48.1) [41.9,45) [57.6,60.7) [51.3,54.4) [32.4,35.6) [48.1,51.3)
## [61] [57.6,60.7) [38.7,41.9) [32.4,35.6) [54.4,57.6) [63.9,67] [54.4,57.6)
## [67] [23,26.1) [35.6,38.7) [51.3,54.4) [45,48.1) [45,48.1) [29.3,32.4)
## [73] [57.6,60.7) [29.3,32.4) [38.7,41.9) [26.1,29.3) [60.7,63.9) [57.6,60.7)
## [79] [57.6,60.7) [45,48.1) [35.6,38.7) [35.6,38.7) [29.3,32.4) [48.1,51.3)
## [85] [26.1,29.3) [45,48.1) [45,48.1) [57.6,60.7) [45,48.1) [45,48.1)
## [91] [38.7,41.9) [26.1,29.3) [60.7,63.9) [38.7,41.9) [38.7,41.9) [29.3,32.4)
## [97] [54.4,57.6) [38.7,41.9) [45,48.1) [57.6,60.7) [26.1,29.3) [45,48.1)
## [103] [60.7,63.9) [32.4,35.6) [51.3,54.4) [41.9,45) [35.6,38.7) [63.9,67]
## [109] [51.3,54.4) [45,48.1) [38.7,41.9) [29.3,32.4) [51.3,54.4) [38.7,41.9)
## [115] [51.3,54.4) [60.7,63.9) [38.7,41.9) [38.7,41.9) [51.3,54.4) [41.9,45)
## [121] [38.7,41.9) [54.4,57.6) [45,48.1) [48.1,51.3) [32.4,35.6) [60.7,63.9)
## [127] [26.1,29.3) [26.1,29.3) [38.7,41.9) [38.7,41.9) [54.4,57.6) [35.6,38.7)
## [133] [57.6,60.7) [63.9,67] [57.6,60.7) [51.3,54.4) [54.4,57.6) [45,48.1)
## [139] [29.3,32.4) [57.6,60.7) [54.4,57.6) [41.9,45) [57.6,60.7) [57.6,60.7)
## [145] [54.4,57.6) [63.9,67] [41.9,45) [57.6,60.7) [38.7,41.9) [41.9,45)
## [151] [35.6,38.7) [41.9,45) [26.1,29.3) [32.4,35.6) [29.3,32.4) [23,26.1)
## [157] [57.6,60.7) [57.6,60.7) [60.7,63.9) [51.3,54.4) [48.1,51.3) [51.3,54.4)
## [163] [57.6,60.7) [54.4,57.6) [48.1,51.3) [51.3,54.4) [54.4,57.6) [60.7,63.9)
## [169] [38.7,41.9) [51.3,54.4) [45,48.1) [48.1,51.3) [29.3,32.4) [29.3,32.4)
## [175] [23,26.1) [45,48.1) [26.1,29.3) [32.4,35.6) [35.6,38.7) [48.1,51.3)
## [181] [60.7,63.9) [41.9,45) [63.9,67] [45,48.1) [41.9,45) [29.3,32.4)
## [187] [57.6,60.7) [51.3,54.4) [51.3,54.4) [26.1,29.3) [41.9,45) [60.7,63.9)
## [193] [45,48.1) [41.9,45) [60.7,63.9) [51.3,54.4) [48.1,51.3) [29.3,32.4)
## [199] [60.7,63.9) [60.7,63.9) [45,48.1) [54.4,57.6) [35.6,38.7) [32.4,35.6)
## [205] [41.9,45) [35.6,38.7) [57.6,60.7) [32.4,35.6) [51.3,54.4) [23,26.1)
## [211] [63.9,67] [54.4,57.6) [60.7,63.9) [29.3,32.4) [57.6,60.7) [45,48.1)
## [217] [26.1,29.3) [23,26.1) [35.6,38.7) [57.6,60.7) [63.9,67] [51.3,54.4)
## [223] [54.4,57.6) [48.1,51.3) [51.3,54.4) [29.3,32.4) [45,48.1) [45,48.1)
## [229] [60.7,63.9) [51.3,54.4) [38.7,41.9) [32.4,35.6) [60.7,63.9) [57.6,60.7)
## [235] [60.7,63.9) [57.6,60.7) [41.9,45) [48.1,51.3) [23,26.1) [26.1,29.3)
## [241] [41.9,45) [48.1,51.3) [32.4,35.6) [32.4,35.6) [48.1,51.3) [63.9,67]
## [247] [26.1,29.3) [32.4,35.6) [45,48.1) [48.1,51.3) [32.4,35.6) [45,48.1)
## [253] [45,48.1) [63.9,67] [41.9,45) [51.3,54.4) [54.4,57.6) [60.7,63.9)
## [259] [48.1,51.3) [51.3,54.4) [38.7,41.9) [29.3,32.4) [26.1,29.3) [48.1,51.3)
## [265] [63.9,67] [26.1,29.3) [63.9,67] [60.7,63.9) [23,26.1) [45,48.1)
## [271] [26.1,29.3) [48.1,51.3) [45,48.1) [41.9,45) [45,48.1) [54.4,57.6)
## [277] [60.7,63.9) [63.9,67] [51.3,54.4) [63.9,67] [41.9,45) [51.3,54.4)
## [283] [41.9,45) [41.9,45) [51.3,54.4) [32.4,35.6) [63.9,67] [45,48.1)
## [289] [29.3,32.4) [41.9,45) [29.3,32.4) [38.7,41.9) [48.1,51.3) [41.9,45)
## [295] [38.7,41.9) [32.4,35.6) [60.7,63.9) [23,26.1) [54.4,57.6) [29.3,32.4)
## [301] [23,26.1) [32.4,35.6) [35.6,38.7) [57.6,60.7) [41.9,45) [45,48.1)
## [307] [57.6,60.7) [54.4,57.6) [51.3,54.4) [32.4,35.6) [32.4,35.6) [54.4,57.6)
## [313] [32.4,35.6) [26.1,29.3) [38.7,41.9) [41.9,45) [41.9,45) [45,48.1)
## [319] [41.9,45) [51.3,54.4) [23,26.1) [26.1,29.3) [45,48.1) [41.9,45)
## [325] [41.9,45) [57.6,60.7) [57.6,60.7) [38.7,41.9) [29.3,32.4) [29.3,32.4)
## [331] [35.6,38.7) [41.9,45) [32.4,35.6) [45,48.1) [54.4,57.6) [48.1,51.3)
## [337] [29.3,32.4) [38.7,41.9) [57.6,60.7) [29.3,32.4) [48.1,51.3) [54.4,57.6)
## [343] [41.9,45) [45,48.1) [29.3,32.4) [45,48.1) [63.9,67] [48.1,51.3)
## [349] [60.7,63.9) [48.1,51.3) [60.7,63.9) [26.1,29.3) [35.6,38.7) [60.7,63.9)
## [355] [51.3,54.4) [29.3,32.4) [23,26.1) [35.6,38.7) [29.3,32.4) [23,26.1)
## [361] [48.1,51.3) [48.1,51.3) [51.3,54.4) [63.9,67] [29.3,32.4) [51.3,54.4)
## [367] [51.3,54.4) [32.4,35.6) [60.7,63.9) [29.3,32.4) [26.1,29.3) [23,26.1)
## [373] [38.7,41.9) [45,48.1) [29.3,32.4) [32.4,35.6) [32.4,35.6) [45,48.1)
## [379] [23,26.1) [51.3,54.4) [57.6,60.7) [38.7,41.9) [29.3,32.4) [54.4,57.6)
## [385] [38.7,41.9) [29.3,32.4) [38.7,41.9) [38.7,41.9) [60.7,63.9) [57.6,60.7)
## [391] [35.6,38.7) [48.1,51.3) [35.6,38.7) [54.4,57.6) [41.9,45) [38.7,41.9)
## [397] [41.9,45) [35.6,38.7) [41.9,45) [23,26.1) [29.3,32.4) [60.7,63.9)
## [403] [48.1,51.3) [29.3,32.4) [41.9,45) [35.6,38.7) [57.6,60.7) [51.3,54.4)
## [409] [57.6,60.7) [48.1,51.3) [57.6,60.7) [45,48.1) [26.1,29.3) [38.7,41.9)
## [415] [57.6,60.7) [51.3,54.4) [29.3,32.4) [29.3,32.4) [45,48.1) [60.7,63.9)
## [421] [54.4,57.6) [60.7,63.9) [32.4,35.6) [38.7,41.9) [57.6,60.7) [51.3,54.4)
## [427] [32.4,35.6) [48.1,51.3) [29.3,32.4) [57.6,60.7) [41.9,45) [51.3,54.4)
## [433] [57.6,60.7) [51.3,54.4) [51.3,54.4) [57.6,60.7) [57.6,60.7) [32.4,35.6)
## [439] [35.6,38.7) [45,48.1) [29.3,32.4) [26.1,29.3) [38.7,41.9) [26.1,29.3)
## [445] [32.4,35.6) [41.9,45) [29.3,32.4) [41.9,45) [45,48.1) [26.1,29.3)
## [451] [54.4,57.6) [45,48.1) [54.4,57.6) [57.6,60.7) [26.1,29.3) [54.4,57.6)
## [457] [60.7,63.9) [51.3,54.4) [57.6,60.7) [38.7,41.9) [29.3,32.4) [32.4,35.6)
## [463] [51.3,54.4) [29.3,32.4) [29.3,32.4) [45,48.1) [57.6,60.7) [41.9,45)
## [469] [29.3,32.4) [51.3,54.4) [45,48.1) [45,48.1) [32.4,35.6) [41.9,45)
## [475] [45,48.1) [41.9,45) [38.7,41.9) [54.4,57.6) [63.9,67] [35.6,38.7)
## [481] [57.6,60.7) [23,26.1) [38.7,41.9) [57.6,60.7) [38.7,41.9) [45,48.1)
## [487] [41.9,45) [51.3,54.4) [54.4,57.6) [38.7,41.9) [32.4,35.6) [23,26.1)
## [493] [48.1,51.3) [38.7,41.9) [26.1,29.3) [54.4,57.6) [41.9,45) [45,48.1)
## [499] [35.6,38.7) [26.1,29.3) [57.6,60.7) [35.6,38.7) [54.4,57.6) [45,48.1)
## [505] [63.9,67] [54.4,57.6) [32.4,35.6) [23,26.1) [57.6,60.7) [45,48.1)
## [511] [41.9,45) [41.9,45) [45,48.1) [41.9,45) [41.9,45) [41.9,45)
## [517] [29.3,32.4) [60.7,63.9) [26.1,29.3) [60.7,63.9) [23,26.1) [63.9,67]
## [523] [38.7,41.9) [48.1,51.3) [45,48.1) [35.6,38.7) [41.9,45) [60.7,63.9)
## [529] [57.6,60.7) [48.1,51.3) [45,48.1) [45,48.1) [26.1,29.3) [60.7,63.9)
## [535] [41.9,45) [48.1,51.3) [48.1,51.3) [32.4,35.6) [54.4,57.6) [32.4,35.6)
## [541] [32.4,35.6) [63.9,67] [26.1,29.3) [23,26.1) [48.1,51.3) [63.9,67]
## [547] [48.1,51.3) [48.1,51.3) [23,26.1) [32.4,35.6) [57.6,60.7) [48.1,51.3)
## [553] [32.4,35.6) [45,48.1) [35.6,38.7) [57.6,60.7) [45,48.1) [45,48.1)
## [559] [38.7,41.9) [35.6,38.7) [45,48.1) [38.7,41.9) [48.1,51.3) [48.1,51.3)
## [565] [51.3,54.4) [45,48.1) [32.4,35.6) [63.9,67] [45,48.1) [38.7,41.9)
## [571] [35.6,38.7) [45,48.1) [57.6,60.7) [57.6,60.7) [41.9,45) [38.7,41.9)
## [577] [26.1,29.3) [41.9,45) [32.4,35.6) [48.1,51.3) [41.9,45) [45,48.1)
## [583] [41.9,45) [38.7,41.9) [29.3,32.4) [45,48.1) [57.6,60.7) [45,48.1)
## [589] [48.1,51.3) [41.9,45) [48.1,51.3) [45,48.1) [57.6,60.7) [41.9,45)
## [595] [45,48.1) [29.3,32.4) [57.6,60.7) [57.6,60.7) [35.6,38.7) [60.7,63.9)
## [601] [32.4,35.6) [51.3,54.4) [41.9,45) [63.9,67] [29.3,32.4) [57.6,60.7)
## [607] [57.6,60.7) [32.4,35.6) [29.3,32.4) [54.4,57.6) [29.3,32.4) [32.4,35.6)
## [613] [32.4,35.6) [54.4,57.6) [57.6,60.7) [26.1,29.3) [54.4,57.6) [57.6,60.7)
## [619] [41.9,45) [41.9,45) [51.3,54.4) [23,26.1) [45,48.1) [45,48.1)
## [625] [45,48.1) [54.4,57.6) [38.7,41.9) [32.4,35.6) [35.6,38.7) [54.4,57.6)
## [631] [45,48.1) [63.9,67] [32.4,35.6) [32.4,35.6) [29.3,32.4) [60.7,63.9)
## [637] [38.7,41.9) [26.1,29.3) [29.3,32.4) [41.9,45) [60.7,63.9) [29.3,32.4)
## [643] [35.6,38.7) [57.6,60.7) [60.7,63.9) [32.4,35.6) [38.7,41.9) [29.3,32.4)
## [649] [45,48.1) [29.3,32.4) [63.9,67] [51.3,54.4) [57.6,60.7) [35.6,38.7)
## [655] [29.3,32.4) [32.4,35.6) [26.1,29.3) [45,48.1) [48.1,51.3) [48.1,51.3)
## [661] [54.4,57.6) [38.7,41.9) [45,48.1) [48.1,51.3) [32.4,35.6) [35.6,38.7)
## [667] [63.9,67] [29.3,32.4) [48.1,51.3) [45,48.1) [45,48.1) [57.6,60.7)
## [673] [29.3,32.4) [54.4,57.6) [51.3,54.4) [26.1,29.3) [35.6,38.7) [51.3,54.4)
## [679] [23,26.1) [54.4,57.6) [57.6,60.7) [35.6,38.7) [60.7,63.9) [54.4,57.6)
## [685] [57.6,60.7) [51.3,54.4) [54.4,57.6) [63.9,67] [48.1,51.3) [32.4,35.6)
## [691] [60.7,63.9) [57.6,60.7) [32.4,35.6) [32.4,35.6) [57.6,60.7) [29.3,32.4)
## [697] [45,48.1) [51.3,54.4) [26.1,29.3) [48.1,51.3) [45,48.1) [54.4,57.6)
## [703] [29.3,32.4) [51.3,54.4) [35.6,38.7) [51.3,54.4) [32.4,35.6) [45,48.1)
## [709] [29.3,32.4) [57.6,60.7) [35.6,38.7) [32.4,35.6) [41.9,45) [45,48.1)
## [715] [41.9,45) [45,48.1) [41.9,45) [45,48.1) [32.4,35.6) [35.6,38.7)
## [721] [45,48.1) [45,48.1) [57.6,60.7) [45,48.1) [54.4,57.6) [60.7,63.9)
## [727] [29.3,32.4) [38.7,41.9) [54.4,57.6) [45,48.1) [51.3,54.4) [48.1,51.3)
## [733] [51.3,54.4) [54.4,57.6) [57.6,60.7) [60.7,63.9) [54.4,57.6) [32.4,35.6)
## [739] [54.4,57.6) [45,48.1) [48.1,51.3) [41.9,45) [60.7,63.9) [26.1,29.3)
## [745] [29.3,32.4) [35.6,38.7) [23,26.1) [60.7,63.9) [57.6,60.7) [45,48.1)
## [751] [32.4,35.6) [45,48.1) [41.9,45) [57.6,60.7) [41.9,45) [35.6,38.7)
## [757] [51.3,54.4) [45,48.1) [54.4,57.6) [35.6,38.7) [60.7,63.9) [48.1,51.3)
## [763] [38.7,41.9) [41.9,45) [60.7,63.9) [54.4,57.6) [41.9,45) [32.4,35.6)
## [769] [35.6,38.7) [35.6,38.7) [41.9,45) [60.7,63.9) [41.9,45) [23,26.1)
## [775] [32.4,35.6) [32.4,35.6) [35.6,38.7) [51.3,54.4) [60.7,63.9) [57.6,60.7)
## [781] [63.9,67] [29.3,32.4) [45,48.1) [51.3,54.4) [41.9,45) [32.4,35.6)
## [787] [57.6,60.7) [35.6,38.7) [63.9,67] [41.9,45) [57.6,60.7) [45,48.1)
## [793] [32.4,35.6) [63.9,67] [48.1,51.3) [41.9,45) [45,48.1) [48.1,51.3)
## [799] [54.4,57.6) [29.3,32.4) [45,48.1) [54.4,57.6) [41.9,45) [38.7,41.9)
## [805] [45,48.1) [26.1,29.3) [60.7,63.9) [48.1,51.3) [23,26.1) [29.3,32.4)
## [811] [29.3,32.4) [48.1,51.3) [60.7,63.9) [45,48.1) [48.1,51.3) [51.3,54.4)
## [817] [54.4,57.6) [41.9,45) [45,48.1) [23,26.1) [38.7,41.9) [38.7,41.9)
## [823] [57.6,60.7) [23,26.1) [41.9,45) [48.1,51.3) [57.6,60.7) [45,48.1)
## [829] [48.1,51.3) [38.7,41.9) [48.1,51.3) [63.9,67] [26.1,29.3) [60.7,63.9)
## [835] [51.3,54.4) [32.4,35.6) [45,48.1) [23,26.1) [32.4,35.6) [32.4,35.6)
## [841] [35.6,38.7) [29.3,32.4) [32.4,35.6) [51.3,54.4) [54.4,57.6) [45,48.1)
## [847] [48.1,51.3) [48.1,51.3) [45,48.1) [32.4,35.6) [45,48.1) [32.4,35.6)
## [853] [51.3,54.4) [32.4,35.6) [41.9,45) [60.7,63.9) [32.4,35.6) [51.3,54.4)
## [859] [41.9,45) [63.9,67] [45,48.1) [41.9,45) [51.3,54.4) [32.4,35.6)
## [865] [45,48.1) [57.6,60.7) [23,26.1) [45,48.1) [35.6,38.7) [48.1,51.3)
## [871] [57.6,60.7) [45,48.1) [60.7,63.9) [35.6,38.7) [45,48.1) [35.6,38.7)
## [877] [23,26.1) [38.7,41.9) [35.6,38.7) [48.1,51.3) [45,48.1) [32.4,35.6)
## [883] [41.9,45) [48.1,51.3) [41.9,45) [51.3,54.4) [35.6,38.7) [57.6,60.7)
## [889] [35.6,38.7) [38.7,41.9) [57.6,60.7) [45,48.1) [29.3,32.4) [23,26.1)
## [895] [29.3,32.4) [60.7,63.9) [32.4,35.6) [63.9,67] [54.4,57.6) [32.4,35.6)
## [901] [51.3,54.4) [41.9,45) [29.3,32.4) [26.1,29.3) [26.1,29.3) [29.3,32.4)
## [907] [38.7,41.9) [29.3,32.4) [57.6,60.7) [23,26.1) [32.4,35.6) [45,48.1)
## [913] [60.7,63.9) [45,48.1) [26.1,29.3) [45,48.1) [54.4,57.6) [26.1,29.3)
## [919] [60.7,63.9) [45,48.1) [41.9,45) [32.4,35.6) [57.6,60.7) [48.1,51.3)
## [925] [54.4,57.6) [57.6,60.7) [26.1,29.3) [38.7,41.9) [26.1,29.3) [45,48.1)
## [931] [48.1,51.3) [45,48.1) [54.4,57.6) [45,48.1) [29.3,32.4) [29.3,32.4)
## [937] [54.4,57.6) [60.7,63.9) [41.9,45) [38.7,41.9) [57.6,60.7) [32.4,35.6)
## [943] [35.6,38.7) [48.1,51.3) [45,48.1) [60.7,63.9) [54.4,57.6) [45,48.1)
## [949] [35.6,38.7) [54.4,57.6) [29.3,32.4) [48.1,51.3) [60.7,63.9) [48.1,51.3)
## [955] [23,26.1) [29.3,32.4) [35.6,38.7) [29.3,32.4) [29.3,32.4) [60.7,63.9)
## [961] [57.6,60.7) [54.4,57.6) [38.7,41.9) [26.1,29.3) [35.6,38.7) [38.7,41.9)
## [967] [41.9,45) [48.1,51.3) [54.4,57.6) [38.7,41.9) [57.6,60.7) [54.4,57.6)
## [973] [38.7,41.9) [41.9,45) [32.4,35.6) [45,48.1) [41.9,45) [41.9,45)
## [979] [45,48.1) [63.9,67] [38.7,41.9) [51.3,54.4) [45,48.1) [41.9,45)
## [985] [63.9,67] [54.4,57.6) [41.9,45) [57.6,60.7) [48.1,51.3) [54.4,57.6)
## [991] [51.3,54.4) [57.6,60.7) [41.9,45) [23,26.1) [48.1,51.3) [41.9,45)
## [997] [35.6,38.7) [57.6,60.7) [26.1,29.3) [48.1,51.3) [48.1,51.3) [29.3,32.4)
## [1003] [29.3,32.4) [54.4,57.6) [57.6,60.7) [63.9,67] [57.6,60.7) [45,48.1)
## [1009] [48.1,51.3) [48.1,51.3) [51.3,54.4) [26.1,29.3) [48.1,51.3) [48.1,51.3)
## [1015] [48.1,51.3) [32.4,35.6) [45,48.1) [54.4,57.6) [60.7,63.9) [38.7,41.9)
## [1021] [32.4,35.6) [48.1,51.3) [41.9,45) [29.3,32.4) [32.4,35.6) [54.4,57.6)
## [1027] [48.1,51.3) [51.3,54.4) [45,48.1) [51.3,54.4) [41.9,45) [32.4,35.6)
## [1033] [32.4,35.6) [38.7,41.9) [60.7,63.9) [54.4,57.6) [60.7,63.9) [57.6,60.7)
## [1039] [51.3,54.4) [29.3,32.4) [51.3,54.4) [29.3,32.4) [45,48.1) [32.4,35.6)
## [1045] [41.9,45) [35.6,38.7) [54.4,57.6) [60.7,63.9) [51.3,54.4) [23,26.1)
## [1051] [51.3,54.4) [38.7,41.9) [32.4,35.6) [23,26.1) [38.7,41.9) [57.6,60.7)
## [1057] [35.6,38.7) [35.6,38.7) [32.4,35.6) [29.3,32.4) [23,26.1) [63.9,67]
## [1063] [26.1,29.3) [51.3,54.4) [48.1,51.3) [48.1,51.3) [45,48.1) [32.4,35.6)
## [1069] [51.3,54.4) [41.9,45) [63.9,67] [57.6,60.7) [29.3,32.4) [35.6,38.7)
## [1075] [54.4,57.6) [35.6,38.7) [29.3,32.4) [57.6,60.7) [51.3,54.4) [35.6,38.7)
## [1081] [29.3,32.4) [60.7,63.9) [32.4,35.6) [60.7,63.9) [32.4,35.6) [48.1,51.3)
## [1087] [38.7,41.9) [35.6,38.7) [60.7,63.9) [45,48.1) [41.9,45) [32.4,35.6)
## [1093] [38.7,41.9) [32.4,35.6) [45,48.1) [60.7,63.9) [26.1,29.3) [57.6,60.7)
## [1099] [48.1,51.3) [60.7,63.9) [57.6,60.7) [35.6,38.7) [48.1,51.3) [35.6,38.7)
## [1105] [57.6,60.7) [45,48.1) [57.6,60.7) [45,48.1) [35.6,38.7) [32.4,35.6)
## [1111] [32.4,35.6) [57.6,60.7) [45,48.1) [48.1,51.3) [29.3,32.4) [29.3,32.4)
## [1117] [38.7,41.9) [38.7,41.9) [60.7,63.9) [23,26.1) [63.9,67] [48.1,51.3)
## [1123] [51.3,54.4) [29.3,32.4) [63.9,67] [45,48.1) [32.4,35.6) [26.1,29.3)
## [1129] [63.9,67] [38.7,41.9) [54.4,57.6) [60.7,63.9) [32.4,35.6) [41.9,45)
## [1135] [45,48.1) [51.3,54.4) [32.4,35.6) [32.4,35.6) [60.7,63.9) [60.7,63.9)
## [1141] [35.6,38.7) [32.4,35.6) [35.6,38.7) [23,26.1) [45,48.1) [45,48.1)
## [1147] [51.3,54.4) [41.9,45) [38.7,41.9) [38.7,41.9) [26.1,29.3) [26.1,29.3)
## [1153] [32.4,35.6) [41.9,45) [32.4,35.6) [41.9,45) [38.7,41.9) [26.1,29.3)
## [1159] [51.3,54.4) [38.7,41.9) [57.6,60.7) [35.6,38.7) [32.4,35.6) [41.9,45)
## [1165] [45,48.1) [51.3,54.4) [45,48.1) [51.3,54.4) [29.3,32.4) [32.4,35.6)
## [1171] [26.1,29.3) [60.7,63.9) [57.6,60.7) [57.6,60.7) [45,48.1) [29.3,32.4)
## [1177] [51.3,54.4) [60.7,63.9) [35.6,38.7) [35.6,38.7) [63.9,67] [48.1,51.3)
## [1183] [26.1,29.3) [51.3,54.4) [35.6,38.7) [57.6,60.7) [63.9,67] [45,48.1)
## [1189] [41.9,45) [32.4,35.6) [54.4,57.6) [45,48.1) [38.7,41.9) [51.3,54.4)
## [1195] [45,48.1) [45,48.1) [26.1,29.3) [54.4,57.6) [38.7,41.9) [54.4,57.6)
## [1201] [29.3,32.4) [35.6,38.7) [35.6,38.7) [63.9,67] [51.3,54.4) [32.4,35.6)
## [1207] [60.7,63.9) [32.4,35.6) [29.3,32.4) [48.1,51.3) [26.1,29.3) [41.9,45)
## [1213] [54.4,57.6) [45,48.1) [48.1,51.3) [57.6,60.7) [51.3,54.4) [26.1,29.3)
## [1219] [54.4,57.6) [51.3,54.4) [48.1,51.3) [57.6,60.7) [32.4,35.6) [45,48.1)
## [1225] [23,26.1) [29.3,32.4) [54.4,57.6) [41.9,45) [54.4,57.6) [26.1,29.3)
## [1231] [57.6,60.7) [32.4,35.6) [29.3,32.4) [41.9,45) [45,48.1) [38.7,41.9)
## [1237] [45,48.1) [57.6,60.7) [45,48.1) [38.7,41.9) [54.4,57.6) [29.3,32.4)
## [1243] [45,48.1) [45,48.1) [45,48.1) [29.3,32.4) [38.7,41.9) [60.7,63.9)
## [1249] [32.4,35.6) [26.1,29.3) [32.4,35.6) [51.3,54.4) [32.4,35.6) [41.9,45)
## [1255] [45,48.1) [51.3,54.4) [45,48.1) [41.9,45) [48.1,51.3) [48.1,51.3)
## [1261] [32.4,35.6) [41.9,45) [54.4,57.6) [48.1,51.3) [35.6,38.7) [38.7,41.9)
## [1267] [35.6,38.7) [45,48.1) [32.4,35.6) [45,48.1) [29.3,32.4) [45,48.1)
## [1273] [54.4,57.6) [60.7,63.9) [23,26.1) [45,48.1) [57.6,60.7) [35.6,38.7)
## [1279] [45,48.1) [23,26.1) [41.9,45) [32.4,35.6) [32.4,35.6) [38.7,41.9)
## [1285] [35.6,38.7) [51.3,54.4) [51.3,54.4) [35.6,38.7) [48.1,51.3) [35.6,38.7)
## [1291] [35.6,38.7) [29.3,32.4) [29.3,32.4) [32.4,35.6) [48.1,51.3) [23,26.1)
## [1297] [54.4,57.6) [38.7,41.9) [63.9,67] [54.4,57.6) [45,48.1) [60.7,63.9)
## [1303] [29.3,32.4) [51.3,54.4) [32.4,35.6) [48.1,51.3) [35.6,38.7) [51.3,54.4)
## [1309] [41.9,45) [32.4,35.6) [63.9,67] [57.6,60.7) [35.6,38.7) [57.6,60.7)
## [1315] [57.6,60.7) [51.3,54.4) [48.1,51.3) [35.6,38.7) [32.4,35.6) [38.7,41.9)
## [1321] [29.3,32.4) [41.9,45) [26.1,29.3) [32.4,35.6) [48.1,51.3) [48.1,51.3)
## [1327] [60.7,63.9) [35.6,38.7) [38.7,41.9) [26.1,29.3) [41.9,45) [57.6,60.7)
## [1333] [35.6,38.7) [63.9,67] [35.6,38.7) [35.6,38.7) [57.6,60.7) [48.1,51.3)
## [1339] [48.1,51.3) [35.6,38.7) [54.4,57.6) [38.7,41.9) [38.7,41.9) [54.4,57.6)
## [1345] [29.3,32.4) [41.9,45) [35.6,38.7) [41.9,45) [41.9,45) [48.1,51.3)
## [1351] [41.9,45) [48.1,51.3) [32.4,35.6) [51.3,54.4) [41.9,45) [57.6,60.7)
## [1357] [60.7,63.9) [26.1,29.3) [48.1,51.3) [29.3,32.4) [26.1,29.3) [48.1,51.3)
## [1363] [26.1,29.3) [35.6,38.7) [63.9,67] [60.7,63.9) [32.4,35.6) [54.4,57.6)
## [1369] [45,48.1) [38.7,41.9) [57.6,60.7) [32.4,35.6) [45,48.1) [51.3,54.4)
## [1375] [38.7,41.9) [57.6,60.7) [29.3,32.4) [35.6,38.7) [48.1,51.3) [51.3,54.4)
## [1381] [48.1,51.3) [41.9,45) [23,26.1) [41.9,45) [63.9,67] [57.6,60.7)
## [1387] [60.7,63.9) [48.1,51.3) [54.4,57.6) [48.1,51.3) [51.3,54.4) [51.3,54.4)
## [1393] [29.3,32.4) [38.7,41.9) [38.7,41.9) [54.4,57.6) [35.6,38.7) [51.3,54.4)
## [1399] [23,26.1) [26.1,29.3) [38.7,41.9) [54.4,57.6) [54.4,57.6) [48.1,51.3)
## [1405] [26.1,29.3) [60.7,63.9) [26.1,29.3) [54.4,57.6) [38.7,41.9) [41.9,45)
## [1411] [45,48.1) [54.4,57.6) [41.9,45) [41.9,45) [54.4,57.6) [41.9,45)
## [1417] [45,48.1) [32.4,35.6) [60.7,63.9) [38.7,41.9) [32.4,35.6) [41.9,45)
## [1423] [38.7,41.9) [38.7,41.9) [38.7,41.9) [54.4,57.6) [38.7,41.9) [54.4,57.6)
## [1429] [51.3,54.4) [32.4,35.6) [51.3,54.4) [60.7,63.9) [51.3,54.4) [38.7,41.9)
## [1435] [63.9,67] [57.6,60.7) [38.7,41.9) [32.4,35.6) [35.6,38.7) [41.9,45)
## [1441] [48.1,51.3) [57.6,60.7) [54.4,57.6) [60.7,63.9) [60.7,63.9) [29.3,32.4)
## [1447] [45,48.1) [54.4,57.6) [35.6,38.7) [32.4,35.6) [57.6,60.7) [38.7,41.9)
## [1453] [32.4,35.6) [35.6,38.7) [38.7,41.9) [54.4,57.6) [51.3,54.4) [35.6,38.7)
## [1459] [54.4,57.6) [41.9,45) [41.9,45) [51.3,54.4) [51.3,54.4) [32.4,35.6)
## [1465] [32.4,35.6) [57.6,60.7) [45,48.1) [45,48.1) [45,48.1) [45,48.1)
## [1471] [60.7,63.9) [38.7,41.9) [29.3,32.4) [38.7,41.9) [29.3,32.4) [60.7,63.9)
## [1477] [54.4,57.6) [60.7,63.9) [26.1,29.3) [29.3,32.4) [32.4,35.6) [26.1,29.3)
## [1483] [35.6,38.7) [26.1,29.3) [38.7,41.9) [38.7,41.9) [41.9,45) [63.9,67]
## [1489] [54.4,57.6) [48.1,51.3) [29.3,32.4) [45,48.1) [45,48.1) [41.9,45)
## [1495] [57.6,60.7) [29.3,32.4) [51.3,54.4) [29.3,32.4) [54.4,57.6) [32.4,35.6)
## [1501] [54.4,57.6) [35.6,38.7) [23,26.1) [51.3,54.4) [60.7,63.9) [54.4,57.6)
## [1507] [54.4,57.6) [29.3,32.4) [41.9,45) [35.6,38.7) [57.6,60.7) [23,26.1)
## [1513] [23,26.1) [51.3,54.4) [45,48.1) [45,48.1) [60.7,63.9) [57.6,60.7)
## [1519] [32.4,35.6) [35.6,38.7) [60.7,63.9) [35.6,38.7) [38.7,41.9) [51.3,54.4)
## [1525] [35.6,38.7) [45,48.1) [45,48.1) [41.9,45) [45,48.1) [38.7,41.9)
## [1531] [45,48.1) [29.3,32.4) [57.6,60.7) [45,48.1) [41.9,45) [57.6,60.7)
## [1537] [35.6,38.7) [26.1,29.3) [35.6,38.7) [57.6,60.7) [32.4,35.6) [38.7,41.9)
## [1543] [54.4,57.6) [38.7,41.9) [29.3,32.4) [45,48.1) [51.3,54.4) [32.4,35.6)
## [1549] [29.3,32.4) [26.1,29.3) [32.4,35.6) [41.9,45) [54.4,57.6) [32.4,35.6)
## [1555] [26.1,29.3) [48.1,51.3) [41.9,45) [48.1,51.3) [45,48.1) [35.6,38.7)
## [1561] [38.7,41.9) [48.1,51.3) [48.1,51.3) [38.7,41.9) [26.1,29.3) [35.6,38.7)
## [1567] [29.3,32.4) [45,48.1) [54.4,57.6) [29.3,32.4) [26.1,29.3) [51.3,54.4)
## [1573] [54.4,57.6) [32.4,35.6) [29.3,32.4) [57.6,60.7) [32.4,35.6) [63.9,67]
## [1579] [54.4,57.6) [32.4,35.6) [48.1,51.3) [35.6,38.7) [57.6,60.7) [54.4,57.6)
## [1585] [45,48.1) [29.3,32.4) [45,48.1) [54.4,57.6) [48.1,51.3) [32.4,35.6)
## [1591] [51.3,54.4) [45,48.1) [57.6,60.7) [29.3,32.4) [48.1,51.3) [32.4,35.6)
## [1597] [35.6,38.7) [41.9,45) [38.7,41.9) [41.9,45) [54.4,57.6) [48.1,51.3)
## [1603] [54.4,57.6) [41.9,45) [32.4,35.6) [51.3,54.4) [54.4,57.6) [48.1,51.3)
## [1609] [26.1,29.3) [29.3,32.4) [51.3,54.4) [63.9,67] [38.7,41.9) [54.4,57.6)
## [1615] [45,48.1) [54.4,57.6) [57.6,60.7) [41.9,45) [57.6,60.7) [48.1,51.3)
## [1621] [29.3,32.4) [48.1,51.3) [57.6,60.7) [54.4,57.6) [26.1,29.3) [41.9,45)
## [1627] [26.1,29.3) [38.7,41.9) [32.4,35.6) [35.6,38.7) [54.4,57.6) [41.9,45)
## [1633] [29.3,32.4) [35.6,38.7) [29.3,32.4) [48.1,51.3) [57.6,60.7) [51.3,54.4)
## [1639] [51.3,54.4) [45,48.1) [45,48.1) [45,48.1) [29.3,32.4) [23,26.1)
## [1645] [63.9,67] [60.7,63.9) [48.1,51.3) [23,26.1) [29.3,32.4) [60.7,63.9)
## [1651] [57.6,60.7) [51.3,54.4) [38.7,41.9) [29.3,32.4) [48.1,51.3) [54.4,57.6)
## [1657] [51.3,54.4) [41.9,45) [35.6,38.7) [29.3,32.4) [38.7,41.9) [41.9,45)
## [1663] [32.4,35.6) [35.6,38.7) [23,26.1) [23,26.1) [54.4,57.6) [51.3,54.4)
## [1669] [26.1,29.3) [29.3,32.4) [26.1,29.3) [45,48.1) [41.9,45) [32.4,35.6)
## [1675] [60.7,63.9) [38.7,41.9) [51.3,54.4) [51.3,54.4) [41.9,45) [48.1,51.3)
## [1681] [23,26.1) [38.7,41.9) [51.3,54.4) [57.6,60.7) [38.7,41.9) [38.7,41.9)
## [1687] [35.6,38.7) [48.1,51.3) [38.7,41.9) [45,48.1) [63.9,67] [57.6,60.7)
## [1693] [57.6,60.7) [51.3,54.4) [45,48.1) [38.7,41.9) [60.7,63.9) [57.6,60.7)
## [1699] [23,26.1) [29.3,32.4) [51.3,54.4) [41.9,45) [29.3,32.4) [32.4,35.6)
## [1705] [60.7,63.9) [35.6,38.7) [51.3,54.4) [60.7,63.9) [45,48.1) [32.4,35.6)
## [1711] [35.6,38.7) [23,26.1) [32.4,35.6) [23,26.1) [23,26.1) [60.7,63.9)
## [1717] [57.6,60.7) [57.6,60.7) [32.4,35.6) [45,48.1) [32.4,35.6) [23,26.1)
## [1723] [60.7,63.9) [48.1,51.3) [54.4,57.6) [57.6,60.7) [45,48.1) [51.3,54.4)
## [1729] [35.6,38.7) [45,48.1) [26.1,29.3) [60.7,63.9) [63.9,67] [54.4,57.6)
## [1735] [63.9,67] [35.6,38.7) [29.3,32.4) [26.1,29.3) [60.7,63.9) [35.6,38.7)
## [1741] [26.1,29.3) [54.4,57.6) [60.7,63.9) [54.4,57.6) [54.4,57.6) [41.9,45)
## [1747] [32.4,35.6) [48.1,51.3) [41.9,45) [29.3,32.4) [41.9,45) [60.7,63.9)
## [1753] [54.4,57.6) [38.7,41.9) [48.1,51.3) [48.1,51.3) [26.1,29.3) [41.9,45)
## [1759] [63.9,67] [26.1,29.3) [54.4,57.6) [57.6,60.7) [26.1,29.3) [32.4,35.6)
## [1765] [26.1,29.3) [29.3,32.4) [54.4,57.6) [60.7,63.9) [57.6,60.7) [41.9,45)
## [1771] [29.3,32.4) [29.3,32.4) [48.1,51.3) [32.4,35.6) [54.4,57.6) [26.1,29.3)
## [1777] [54.4,57.6) [45,48.1) [54.4,57.6) [32.4,35.6) [54.4,57.6) [57.6,60.7)
## [1783] [41.9,45) [45,48.1) [29.3,32.4) [41.9,45) [35.6,38.7) [51.3,54.4)
## [1789] [38.7,41.9) [54.4,57.6) [54.4,57.6) [41.9,45) [26.1,29.3) [51.3,54.4)
## [1795] [45,48.1) [26.1,29.3) [54.4,57.6) [54.4,57.6) [41.9,45) [57.6,60.7)
## [1801] [26.1,29.3) [57.6,60.7) [35.6,38.7) [60.7,63.9) [45,48.1) [32.4,35.6)
## [1807] [35.6,38.7) [45,48.1) [48.1,51.3) [32.4,35.6) [54.4,57.6) [38.7,41.9)
## [1813] [48.1,51.3) [29.3,32.4) [29.3,32.4) [26.1,29.3) [57.6,60.7) [29.3,32.4)
## [1819] [29.3,32.4) [38.7,41.9) [26.1,29.3) [41.9,45) [51.3,54.4) [45,48.1)
## [1825] [32.4,35.6) [57.6,60.7) [26.1,29.3) [45,48.1) [60.7,63.9) [54.4,57.6)
## [1831] [35.6,38.7) [26.1,29.3) [26.1,29.3) [26.1,29.3) [54.4,57.6) [29.3,32.4)
## [1837] [38.7,41.9) [38.7,41.9) [45,48.1) [23,26.1) [63.9,67] [54.4,57.6)
## [1843] [57.6,60.7) [29.3,32.4) [29.3,32.4) [57.6,60.7) [41.9,45) [60.7,63.9)
## [1849] [35.6,38.7) [38.7,41.9) [45,48.1) [51.3,54.4) [63.9,67] [29.3,32.4)
## [1855] [38.7,41.9) [45,48.1) [60.7,63.9) [35.6,38.7) [51.3,54.4) [51.3,54.4)
## [1861] [60.7,63.9) [35.6,38.7) [32.4,35.6) [41.9,45) [63.9,67] [41.9,45)
## [1867] [38.7,41.9) [35.6,38.7) [38.7,41.9) [35.6,38.7) [54.4,57.6) [38.7,41.9)
## [1873] [35.6,38.7) [57.6,60.7) [45,48.1) [41.9,45) [32.4,35.6) [48.1,51.3)
## [1879] [35.6,38.7) [35.6,38.7) [45,48.1) [29.3,32.4) [63.9,67] [26.1,29.3)
## [1885] [26.1,29.3) [51.3,54.4) [23,26.1) [57.6,60.7) [45,48.1) [38.7,41.9)
## [1891] [41.9,45) [29.3,32.4) [63.9,67] [45,48.1) [48.1,51.3) [57.6,60.7)
## [1897] [54.4,57.6) [32.4,35.6) [35.6,38.7) [51.3,54.4) [63.9,67] [38.7,41.9)
## [1903] [48.1,51.3) [35.6,38.7) [38.7,41.9) [38.7,41.9) [48.1,51.3) [32.4,35.6)
## [1909] [54.4,57.6) [41.9,45) [41.9,45) [60.7,63.9) [48.1,51.3) [54.4,57.6)
## [1915] [45,48.1) [48.1,51.3) [35.6,38.7) [45,48.1) [54.4,57.6) [45,48.1)
## [1921] [54.4,57.6) [26.1,29.3) [54.4,57.6) [35.6,38.7) [57.6,60.7) [32.4,35.6)
## [1927] [63.9,67] [51.3,54.4) [26.1,29.3) [45,48.1) [63.9,67] [41.9,45)
## [1933] [57.6,60.7) [45,48.1) [60.7,63.9) [29.3,32.4) [35.6,38.7) [32.4,35.6)
## [1939] [54.4,57.6) [38.7,41.9) [38.7,41.9) [57.6,60.7) [35.6,38.7) [38.7,41.9)
## [1945] [63.9,67] [54.4,57.6) [51.3,54.4) [63.9,67] [48.1,51.3) [51.3,54.4)
## [1951] [48.1,51.3) [63.9,67] [57.6,60.7) [48.1,51.3) [26.1,29.3) [32.4,35.6)
## [1957] [45,48.1) [26.1,29.3) [63.9,67] [51.3,54.4) [35.6,38.7) [23,26.1)
## [1963] [29.3,32.4) [60.7,63.9) [35.6,38.7) [57.6,60.7) [57.6,60.7) [32.4,35.6)
## [1969] [35.6,38.7) [54.4,57.6) [54.4,57.6) [48.1,51.3) [38.7,41.9) [48.1,51.3)
## [1975] [29.3,32.4) [23,26.1) [32.4,35.6) [26.1,29.3) [45,48.1) [35.6,38.7)
## [1981] [51.3,54.4) [48.1,51.3) [48.1,51.3) [54.4,57.6) [29.3,32.4) [60.7,63.9)
## [1987] [29.3,32.4) [41.9,45) [41.9,45) [32.4,35.6) [45,48.1) [57.6,60.7)
## [1993] [38.7,41.9) [23,26.1) [60.7,63.9) [57.6,60.7) [60.7,63.9) [57.6,60.7)
## [1999] [41.9,45) [26.1,29.3) [54.4,57.6) [48.1,51.3) [57.6,60.7) [32.4,35.6)
## [2005] [60.7,63.9) [51.3,54.4) [63.9,67] [29.3,32.4) [63.9,67] [45,48.1)
## [2011] [48.1,51.3) [45,48.1) [60.7,63.9) [51.3,54.4) [48.1,51.3) [29.3,32.4)
## [2017] [45,48.1) [48.1,51.3) [45,48.1) [51.3,54.4) [41.9,45) [41.9,45)
## [2023] [29.3,32.4) [26.1,29.3) [48.1,51.3) [57.6,60.7) [45,48.1) [26.1,29.3)
## [2029] [51.3,54.4) [23,26.1) [23,26.1) [60.7,63.9) [57.6,60.7) [45,48.1)
## [2035] [54.4,57.6) [26.1,29.3) [54.4,57.6) [54.4,57.6) [35.6,38.7) [60.7,63.9)
## [2041] [38.7,41.9) [26.1,29.3) [41.9,45) [57.6,60.7) [60.7,63.9) [54.4,57.6)
## [2047] [54.4,57.6) [32.4,35.6) [32.4,35.6) [45,48.1) [57.6,60.7) [57.6,60.7)
## [2053] [29.3,32.4) [45,48.1) [57.6,60.7) [63.9,67] [51.3,54.4) [41.9,45)
## [2059] [54.4,57.6) [60.7,63.9) [32.4,35.6) [57.6,60.7) [51.3,54.4) [38.7,41.9)
## [2065] [32.4,35.6) [29.3,32.4) [32.4,35.6) [51.3,54.4) [63.9,67] [45,48.1)
## [2071] [51.3,54.4) [35.6,38.7) [35.6,38.7) [60.7,63.9) [23,26.1) [29.3,32.4)
## [2077] [45,48.1) [57.6,60.7) [26.1,29.3) [51.3,54.4) [45,48.1) [41.9,45)
## [2083] [32.4,35.6) [57.6,60.7) [51.3,54.4) [45,48.1) [29.3,32.4) [51.3,54.4)
## [2089] [45,48.1) [54.4,57.6) [29.3,32.4) [48.1,51.3) [57.6,60.7) [45,48.1)
## [2095] [57.6,60.7) [41.9,45) [38.7,41.9) [57.6,60.7) [63.9,67] [45,48.1)
## [2101] [51.3,54.4) [54.4,57.6) [38.7,41.9) [29.3,32.4) [29.3,32.4) [35.6,38.7)
## [2107] [29.3,32.4) [63.9,67] [48.1,51.3) [60.7,63.9) [29.3,32.4) [51.3,54.4)
## [2113] [51.3,54.4) [45,48.1) [60.7,63.9) [57.6,60.7) [51.3,54.4) [60.7,63.9)
## [2119] [48.1,51.3) [54.4,57.6) [35.6,38.7) [32.4,35.6) [35.6,38.7) [26.1,29.3)
## [2125] [32.4,35.6) [51.3,54.4) [48.1,51.3) [26.1,29.3) [41.9,45) [35.6,38.7)
## [2131] [29.3,32.4) [41.9,45) [38.7,41.9) [32.4,35.6) [51.3,54.4) [38.7,41.9)
## [2137] [29.3,32.4) [32.4,35.6) [63.9,67] [51.3,54.4) [23,26.1) [60.7,63.9)
## [2143] [26.1,29.3) [54.4,57.6) [48.1,51.3) [32.4,35.6) [57.6,60.7) [60.7,63.9)
## [2149] [41.9,45) [29.3,32.4) [41.9,45) [35.6,38.7) [26.1,29.3) [57.6,60.7)
## [2155] [32.4,35.6) [29.3,32.4) [41.9,45) [57.6,60.7) [57.6,60.7) [45,48.1)
## [2161] [38.7,41.9) [32.4,35.6) [41.9,45) [45,48.1) [60.7,63.9) [57.6,60.7)
## [2167] [41.9,45) [48.1,51.3) [63.9,67] [48.1,51.3) [26.1,29.3) [51.3,54.4)
## [2173] [48.1,51.3) [45,48.1) [45,48.1) [60.7,63.9) [32.4,35.6) [54.4,57.6)
## [2179] [51.3,54.4) [60.7,63.9) [54.4,57.6) [26.1,29.3) [41.9,45) [32.4,35.6)
## [2185] [26.1,29.3) [32.4,35.6) [26.1,29.3) [60.7,63.9) [32.4,35.6) [29.3,32.4)
## [2191] [41.9,45) [45,48.1) [54.4,57.6) [45,48.1) [63.9,67] [29.3,32.4)
## [2197] [51.3,54.4) [35.6,38.7) [48.1,51.3) [29.3,32.4) [35.6,38.7) [41.9,45)
## [2203] [26.1,29.3) [63.9,67] [38.7,41.9) [48.1,51.3) [41.9,45) [48.1,51.3)
## [2209] [48.1,51.3) [23,26.1) [45,48.1) [35.6,38.7) [60.7,63.9) [41.9,45)
## [2215] [45,48.1) [29.3,32.4) [38.7,41.9) [57.6,60.7) [63.9,67] [29.3,32.4)
## [2221] [32.4,35.6) [51.3,54.4) [35.6,38.7) [63.9,67] [48.1,51.3) [48.1,51.3)
## [2227] [29.3,32.4) [29.3,32.4) [32.4,35.6) [41.9,45) [38.7,41.9) [26.1,29.3)
## [2233] [54.4,57.6) [60.7,63.9) [32.4,35.6) [51.3,54.4) [54.4,57.6) [29.3,32.4)
## [2239] [29.3,32.4) [41.9,45) [45,48.1) [54.4,57.6) [54.4,57.6) [26.1,29.3)
## [2245] [54.4,57.6) [54.4,57.6) [41.9,45) [54.4,57.6) [63.9,67] [35.6,38.7)
## [2251] [63.9,67] [29.3,32.4) [38.7,41.9) [38.7,41.9) [26.1,29.3) [60.7,63.9)
## [2257] [57.6,60.7) [38.7,41.9) [29.3,32.4) [60.7,63.9) [45,48.1) [57.6,60.7)
## [2263] [32.4,35.6) [54.4,57.6) [41.9,45) [57.6,60.7) [38.7,41.9) [63.9,67]
## [2269] [26.1,29.3) [60.7,63.9) [26.1,29.3) [26.1,29.3) [54.4,57.6) [45,48.1)
## [2275] [63.9,67] [23,26.1) [23,26.1) [29.3,32.4) [57.6,60.7) [32.4,35.6)
## [2281] [32.4,35.6) [51.3,54.4) [29.3,32.4) [57.6,60.7) [54.4,57.6) [38.7,41.9)
## [2287] [29.3,32.4) [38.7,41.9) [57.6,60.7) [41.9,45) [35.6,38.7) [57.6,60.7)
## [2293] [57.6,60.7) [48.1,51.3) [45,48.1) [48.1,51.3) [38.7,41.9) [41.9,45)
## [2299] [41.9,45) [54.4,57.6) [45,48.1) [32.4,35.6) [51.3,54.4) [60.7,63.9)
## [2305] [60.7,63.9) [51.3,54.4) [45,48.1) [26.1,29.3) [41.9,45) [48.1,51.3)
## [2311] [60.7,63.9) [26.1,29.3) [32.4,35.6) [60.7,63.9) [48.1,51.3) [29.3,32.4)
## [2317] [38.7,41.9) [41.9,45) [26.1,29.3) [48.1,51.3) [32.4,35.6) [41.9,45)
## [2323] [32.4,35.6) [23,26.1) [35.6,38.7) [60.7,63.9) [54.4,57.6) [48.1,51.3)
## [2329] [45,48.1) [57.6,60.7) [60.7,63.9) [23,26.1) [63.9,67] [26.1,29.3)
## [2335] [51.3,54.4) [29.3,32.4) [51.3,54.4) [45,48.1) [29.3,32.4) [57.6,60.7)
## [2341] [45,48.1) [48.1,51.3) [51.3,54.4) [51.3,54.4) [38.7,41.9) [51.3,54.4)
## [2347] [29.3,32.4) [54.4,57.6) [35.6,38.7) [35.6,38.7) [38.7,41.9) [32.4,35.6)
## [2353] [35.6,38.7) [51.3,54.4) [32.4,35.6) [26.1,29.3) [48.1,51.3) [38.7,41.9)
## [2359] [45,48.1) [26.1,29.3) [48.1,51.3) [60.7,63.9) [38.7,41.9) [45,48.1)
## [2365] [23,26.1) [48.1,51.3) [51.3,54.4) [35.6,38.7) [57.6,60.7) [51.3,54.4)
## [2371] [45,48.1) [29.3,32.4) [41.9,45) [51.3,54.4) [54.4,57.6) [60.7,63.9)
## [2377] [54.4,57.6) [63.9,67] [38.7,41.9) [29.3,32.4) [54.4,57.6) [29.3,32.4)
## [2383] [48.1,51.3) [32.4,35.6) [57.6,60.7) [45,48.1) [51.3,54.4) [57.6,60.7)
## [2389] [32.4,35.6) [60.7,63.9) [32.4,35.6) [38.7,41.9) [63.9,67] [54.4,57.6)
## [2395] [60.7,63.9) [45,48.1) [29.3,32.4) [63.9,67] [45,48.1) [45,48.1)
## [2401] [26.1,29.3) [45,48.1) [51.3,54.4) [45,48.1) [45,48.1) [41.9,45)
## [2407] [45,48.1) [48.1,51.3) [51.3,54.4) [45,48.1) [29.3,32.4) [41.9,45)
## [2413] [48.1,51.3) [45,48.1) [38.7,41.9) [45,48.1) [26.1,29.3) [29.3,32.4)
## [2419] [57.6,60.7) [51.3,54.4) [48.1,51.3) [35.6,38.7) [57.6,60.7) [54.4,57.6)
## [2425] [26.1,29.3) [38.7,41.9) [51.3,54.4) [38.7,41.9) [41.9,45) [54.4,57.6)
## [2431] [45,48.1) [38.7,41.9) [41.9,45) [51.3,54.4) [32.4,35.6) [23,26.1)
## [2437] [57.6,60.7) [45,48.1) [38.7,41.9) [38.7,41.9) [45,48.1) [60.7,63.9)
## [2443] [26.1,29.3) [38.7,41.9) [45,48.1) [38.7,41.9) [38.7,41.9) [51.3,54.4)
## [2449] [26.1,29.3) [35.6,38.7) [51.3,54.4) [29.3,32.4) [32.4,35.6) [51.3,54.4)
## [2455] [54.4,57.6) [51.3,54.4) [41.9,45) [54.4,57.6) [23,26.1) [48.1,51.3)
## [2461] [48.1,51.3) [57.6,60.7) [26.1,29.3) [48.1,51.3) [63.9,67] [60.7,63.9)
## [2467] [51.3,54.4) [26.1,29.3) [38.7,41.9) [45,48.1) [51.3,54.4) [35.6,38.7)
## [2473] [63.9,67] [48.1,51.3) [35.6,38.7) [48.1,51.3) [54.4,57.6) [48.1,51.3)
## [2479] [26.1,29.3) [45,48.1) [23,26.1) [60.7,63.9) [35.6,38.7) [57.6,60.7)
## [2485] [38.7,41.9) [54.4,57.6) [26.1,29.3) [48.1,51.3) [23,26.1) [29.3,32.4)
## [2491] [32.4,35.6) [54.4,57.6) [57.6,60.7) [38.7,41.9) [45,48.1) [60.7,63.9)
## [2497] [23,26.1) [57.6,60.7) [57.6,60.7) [60.7,63.9) [23,26.1) [57.6,60.7)
## [2503] [57.6,60.7) [26.1,29.3) [41.9,45) [57.6,60.7) [45,48.1) [54.4,57.6)
## [2509] [51.3,54.4) [41.9,45) [51.3,54.4) [54.4,57.6) [57.6,60.7) [38.7,41.9)
## [2515] [51.3,54.4) [35.6,38.7) [51.3,54.4) [41.9,45) [57.6,60.7) [41.9,45)
## [2521] [41.9,45) [35.6,38.7) [57.6,60.7) [45,48.1) [51.3,54.4) [41.9,45)
## [2527] [51.3,54.4) [63.9,67] [45,48.1) [51.3,54.4) [45,48.1) [54.4,57.6)
## [2533] [60.7,63.9) [57.6,60.7) [38.7,41.9) [38.7,41.9) [32.4,35.6) [29.3,32.4)
## [2539] [38.7,41.9) [57.6,60.7) [60.7,63.9) [63.9,67] [35.6,38.7) [26.1,29.3)
## [2545] [29.3,32.4) [35.6,38.7) [29.3,32.4) [57.6,60.7) [38.7,41.9) [41.9,45)
## [2551] [48.1,51.3) [32.4,35.6) [29.3,32.4) [57.6,60.7) [60.7,63.9) [38.7,41.9)
## [2557] [38.7,41.9) [29.3,32.4) [57.6,60.7) [51.3,54.4) [26.1,29.3) [23,26.1)
## [2563] [63.9,67] [32.4,35.6) [51.3,54.4) [45,48.1) [54.4,57.6) [63.9,67]
## [2569] [38.7,41.9) [32.4,35.6) [35.6,38.7) [41.9,45) [54.4,57.6) [35.6,38.7)
## [2575] [57.6,60.7) [63.9,67] [29.3,32.4) [57.6,60.7) [57.6,60.7) [54.4,57.6)
## [2581] [57.6,60.7) [48.1,51.3) [51.3,54.4) [26.1,29.3) [32.4,35.6) [51.3,54.4)
## [2587] [29.3,32.4) [45,48.1) [45,48.1) [48.1,51.3) [48.1,51.3) [35.6,38.7)
## [2593] [57.6,60.7) [48.1,51.3) [41.9,45) [35.6,38.7) [60.7,63.9) [51.3,54.4)
## [2599] [32.4,35.6) [38.7,41.9) [54.4,57.6) [29.3,32.4) [41.9,45) [26.1,29.3)
## [2605] [23,26.1) [41.9,45) [29.3,32.4) [57.6,60.7) [26.1,29.3) [57.6,60.7)
## [2611] [41.9,45) [54.4,57.6) [32.4,35.6) [32.4,35.6) [41.9,45) [38.7,41.9)
## [2617] [41.9,45) [29.3,32.4) [26.1,29.3) [26.1,29.3) [41.9,45) [48.1,51.3)
## [2623] [48.1,51.3) [38.7,41.9) [32.4,35.6) [48.1,51.3) [26.1,29.3) [63.9,67]
## [2629] [54.4,57.6) [35.6,38.7) [32.4,35.6) [54.4,57.6) [29.3,32.4) [32.4,35.6)
## [2635] [60.7,63.9) [26.1,29.3) [38.7,41.9) [51.3,54.4) [35.6,38.7) [57.6,60.7)
## [2641] [32.4,35.6) [45,48.1) [26.1,29.3) [57.6,60.7) [41.9,45) [38.7,41.9)
## [2647] [60.7,63.9) [38.7,41.9) [51.3,54.4) [54.4,57.6) [26.1,29.3) [54.4,57.6)
## [2653] [60.7,63.9) [23,26.1) [26.1,29.3) [54.4,57.6) [60.7,63.9) [57.6,60.7)
## [2659] [54.4,57.6) [60.7,63.9) [41.9,45) [32.4,35.6) [63.9,67] [51.3,54.4)
## [2665] [35.6,38.7) [29.3,32.4) [45,48.1) [32.4,35.6) [41.9,45) [48.1,51.3)
## [2671] [45,48.1) [29.3,32.4) [57.6,60.7) [45,48.1) [48.1,51.3) [26.1,29.3)
## [2677] [29.3,32.4) [45,48.1) [54.4,57.6) [35.6,38.7) [48.1,51.3) [60.7,63.9)
## [2683] [60.7,63.9) [45,48.1) [57.6,60.7) [57.6,60.7) [29.3,32.4) [45,48.1)
## [2689] [57.6,60.7) [48.1,51.3) [32.4,35.6) [54.4,57.6) [26.1,29.3) [54.4,57.6)
## [2695] [48.1,51.3) [32.4,35.6) [38.7,41.9) [63.9,67] [38.7,41.9) [26.1,29.3)
## [2701] [29.3,32.4) [41.9,45) [51.3,54.4) [51.3,54.4) [38.7,41.9) [32.4,35.6)
## [2707] [48.1,51.3) [35.6,38.7) [41.9,45) [57.6,60.7) [57.6,60.7) [29.3,32.4)
## [2713] [51.3,54.4) [29.3,32.4) [29.3,32.4) [41.9,45) [63.9,67] [29.3,32.4)
## [2719] [38.7,41.9) [35.6,38.7) [41.9,45) [54.4,57.6) [26.1,29.3) [60.7,63.9)
## [2725] [60.7,63.9) [57.6,60.7) [45,48.1) [45,48.1) [57.6,60.7) [54.4,57.6)
## [2731] [63.9,67] [38.7,41.9) [60.7,63.9) [48.1,51.3) [51.3,54.4) [32.4,35.6)
## [2737] [26.1,29.3) [57.6,60.7) [63.9,67] [57.6,60.7) [57.6,60.7) [35.6,38.7)
## [2743] [57.6,60.7) [35.6,38.7) [41.9,45) [29.3,32.4) [41.9,45) [41.9,45)
## [2749] [23,26.1) [35.6,38.7) [54.4,57.6) [26.1,29.3) [48.1,51.3) [45,48.1)
## [2755] [60.7,63.9) [45,48.1) [29.3,32.4) [48.1,51.3) [29.3,32.4) [54.4,57.6)
## [2761] [48.1,51.3) [57.6,60.7) [60.7,63.9) [45,48.1) [41.9,45) [60.7,63.9)
## [2767] [51.3,54.4) [48.1,51.3) [45,48.1) [29.3,32.4) [26.1,29.3) [45,48.1)
## [2773] [54.4,57.6) [51.3,54.4) [35.6,38.7) [48.1,51.3) [35.6,38.7) [23,26.1)
## [2779] [35.6,38.7) [38.7,41.9) [29.3,32.4) [54.4,57.6) [26.1,29.3) [54.4,57.6)
## [2785] [35.6,38.7) [41.9,45) [48.1,51.3) [29.3,32.4) [51.3,54.4) [41.9,45)
## [2791] [48.1,51.3) [48.1,51.3) [35.6,38.7) [32.4,35.6) [57.6,60.7) [38.7,41.9)
## [2797] [60.7,63.9) [45,48.1) [57.6,60.7) [41.9,45) [26.1,29.3) [60.7,63.9)
## [2803] [57.6,60.7) [41.9,45) [29.3,32.4) [38.7,41.9) [29.3,32.4) [60.7,63.9)
## [2809] [48.1,51.3) [23,26.1) [38.7,41.9) [48.1,51.3) [41.9,45) [29.3,32.4)
## [2815] [54.4,57.6) [29.3,32.4) [38.7,41.9) [38.7,41.9) [45,48.1) [57.6,60.7)
## [2821] [35.6,38.7) [63.9,67] [57.6,60.7) [48.1,51.3) [35.6,38.7) [57.6,60.7)
## [2827] [32.4,35.6) [45,48.1) [57.6,60.7) [23,26.1) [26.1,29.3) [48.1,51.3)
## [2833] [29.3,32.4) [60.7,63.9) [38.7,41.9) [45,48.1) [45,48.1) [32.4,35.6)
## [2839] [51.3,54.4) [45,48.1) [45,48.1) [45,48.1) [38.7,41.9) [29.3,32.4)
## [2845] [26.1,29.3) [35.6,38.7) [26.1,29.3) [23,26.1) [60.7,63.9) [41.9,45)
## [2851] [57.6,60.7) [57.6,60.7) [26.1,29.3) [38.7,41.9) [45,48.1) [60.7,63.9)
## [2857] [35.6,38.7) [35.6,38.7) [45,48.1) [41.9,45) [60.7,63.9) [54.4,57.6)
## [2863] [57.6,60.7) [41.9,45) [57.6,60.7) [51.3,54.4) [35.6,38.7) [60.7,63.9)
## [2869] [48.1,51.3) [32.4,35.6) [32.4,35.6) [29.3,32.4) [63.9,67] [32.4,35.6)
## [2875] [29.3,32.4) [54.4,57.6) [35.6,38.7) [32.4,35.6) [54.4,57.6) [57.6,60.7)
## [2881] [32.4,35.6) [41.9,45) [57.6,60.7) [54.4,57.6) [45,48.1) [32.4,35.6)
## [2887] [29.3,32.4) [51.3,54.4) [35.6,38.7) [54.4,57.6) [35.6,38.7) [45,48.1)
## [2893] [54.4,57.6) [29.3,32.4) [57.6,60.7) [23,26.1) [41.9,45) [41.9,45)
## [2899] [45,48.1) [23,26.1) [29.3,32.4) [54.4,57.6) [26.1,29.3) [63.9,67]
## [2905] [51.3,54.4) [51.3,54.4) [63.9,67] [29.3,32.4) [45,48.1) [45,48.1)
## [2911] [54.4,57.6) [45,48.1) [63.9,67] [54.4,57.6) [23,26.1) [54.4,57.6)
## [2917] [51.3,54.4) [48.1,51.3) [35.6,38.7) [57.6,60.7) [23,26.1) [32.4,35.6)
## [2923] [38.7,41.9) [63.9,67] [60.7,63.9) [54.4,57.6) [41.9,45) [35.6,38.7)
## [2929] [26.1,29.3) [32.4,35.6) [51.3,54.4) [48.1,51.3) [29.3,32.4) [57.6,60.7)
## [2935] [51.3,54.4) [38.7,41.9) [35.6,38.7) [54.4,57.6) [35.6,38.7) [32.4,35.6)
## [2941] [51.3,54.4) [60.7,63.9) [38.7,41.9) [38.7,41.9) [48.1,51.3) [35.6,38.7)
## [2947] [57.6,60.7) [29.3,32.4) [38.7,41.9) [57.6,60.7) [51.3,54.4) [23,26.1)
## [2953] [23,26.1) [41.9,45) [26.1,29.3) [48.1,51.3) [26.1,29.3) [57.6,60.7)
## [2959] [54.4,57.6) [29.3,32.4) [54.4,57.6) [54.4,57.6) [48.1,51.3) [38.7,41.9)
## [2965] [48.1,51.3) [48.1,51.3) [38.7,41.9) [38.7,41.9) [23,26.1) [26.1,29.3)
## [2971] [41.9,45) [35.6,38.7) [29.3,32.4) [48.1,51.3) [54.4,57.6) [57.6,60.7)
## [2977] [60.7,63.9) [51.3,54.4) [54.4,57.6) [35.6,38.7) [26.1,29.3) [45,48.1)
## [2983] [48.1,51.3) [26.1,29.3) [57.6,60.7) [29.3,32.4) [26.1,29.3) [29.3,32.4)
## [2989] [48.1,51.3) [41.9,45) [60.7,63.9) [35.6,38.7) [48.1,51.3) [48.1,51.3)
## [2995] [41.9,45) [26.1,29.3) [60.7,63.9) [26.1,29.3) [51.3,54.4) [29.3,32.4)
## [3001] [51.3,54.4) [45,48.1) [32.4,35.6) [63.9,67] [29.3,32.4) [41.9,45)
## [3007] [26.1,29.3) [38.7,41.9) [45,48.1) [38.7,41.9) [60.7,63.9) [32.4,35.6)
## [3013] [38.7,41.9) [51.3,54.4) [45,48.1) [54.4,57.6) [54.4,57.6) [48.1,51.3)
## [3019] [26.1,29.3) [48.1,51.3) [63.9,67] [54.4,57.6) [41.9,45) [63.9,67]
## [3025] [29.3,32.4) [45,48.1) [45,48.1) [60.7,63.9) [57.6,60.7) [51.3,54.4)
## [3031] [48.1,51.3) [41.9,45) [60.7,63.9) [32.4,35.6) [23,26.1) [45,48.1)
## [3037] [32.4,35.6) [45,48.1) [45,48.1) [35.6,38.7) [51.3,54.4) [57.6,60.7)
## [3043] [38.7,41.9) [41.9,45) [23,26.1) [35.6,38.7) [29.3,32.4) [29.3,32.4)
## [3049] [45,48.1) [32.4,35.6) [45,48.1) [54.4,57.6) [60.7,63.9) [45,48.1)
## [3055] [57.6,60.7) [48.1,51.3) [32.4,35.6) [29.3,32.4) [35.6,38.7) [29.3,32.4)
## [3061] [38.7,41.9) [45,48.1) [23,26.1) [45,48.1) [48.1,51.3) [48.1,51.3)
## [3067] [26.1,29.3) [54.4,57.6) [57.6,60.7) [38.7,41.9) [38.7,41.9) [63.9,67]
## [3073] [57.6,60.7) [51.3,54.4) [45,48.1) [38.7,41.9) [45,48.1) [26.1,29.3)
## [3079] [63.9,67] [45,48.1) [45,48.1) [32.4,35.6) [38.7,41.9) [45,48.1)
## [3085] [51.3,54.4) [51.3,54.4) [35.6,38.7) [26.1,29.3) [54.4,57.6) [41.9,45)
## [3091] [48.1,51.3) [32.4,35.6) [51.3,54.4) [57.6,60.7) [32.4,35.6) [57.6,60.7)
## [3097] [32.4,35.6) [51.3,54.4) [48.1,51.3) [60.7,63.9) [63.9,67] [38.7,41.9)
## [3103] [57.6,60.7) [45,48.1) [45,48.1) [41.9,45) [23,26.1) [38.7,41.9)
## [3109] [60.7,63.9) [48.1,51.3) [57.6,60.7) [35.6,38.7) [60.7,63.9) [26.1,29.3)
## [3115] [48.1,51.3) [32.4,35.6) [45,48.1) [45,48.1) [26.1,29.3) [35.6,38.7)
## [3121] [41.9,45) [63.9,67] [35.6,38.7) [26.1,29.3) [57.6,60.7) [26.1,29.3)
## [3127] [32.4,35.6) [29.3,32.4) [63.9,67] [41.9,45) [45,48.1) [45,48.1)
## [3133] [54.4,57.6) [48.1,51.3) [41.9,45) [38.7,41.9) [48.1,51.3) [51.3,54.4)
## [3139] [41.9,45) [48.1,51.3) [57.6,60.7) [48.1,51.3) [26.1,29.3) [48.1,51.3)
## [3145] [29.3,32.4) [57.6,60.7) [38.7,41.9) [54.4,57.6) [51.3,54.4) [29.3,32.4)
## [3151] [45,48.1) [35.6,38.7) [51.3,54.4) [48.1,51.3) [63.9,67] [60.7,63.9)
## [3157] [41.9,45) [60.7,63.9) [60.7,63.9) [26.1,29.3) [32.4,35.6) [57.6,60.7)
## [3163] [48.1,51.3) [63.9,67] [32.4,35.6) [32.4,35.6) [29.3,32.4) [41.9,45)
## [3169] [54.4,57.6) [32.4,35.6) [38.7,41.9) [45,48.1) [23,26.1) [57.6,60.7)
## [3175] [26.1,29.3) [51.3,54.4) [23,26.1) [51.3,54.4) [26.1,29.3) [45,48.1)
## [3181] [51.3,54.4) [45,48.1) [57.6,60.7) [29.3,32.4) [60.7,63.9) [23,26.1)
## [3187] [45,48.1) [45,48.1) [48.1,51.3) [57.6,60.7) [54.4,57.6) [48.1,51.3)
## [3193] [29.3,32.4) [60.7,63.9) [29.3,32.4) [41.9,45) [57.6,60.7) [54.4,57.6)
## [3199] [57.6,60.7) [41.9,45) [48.1,51.3) [32.4,35.6) [51.3,54.4) [29.3,32.4)
## [3205] [41.9,45) [41.9,45) [23,26.1) [35.6,38.7) [32.4,35.6) [51.3,54.4)
## [3211] [51.3,54.4) [32.4,35.6) [51.3,54.4) [60.7,63.9) [54.4,57.6) [48.1,51.3)
## [3217] [41.9,45) [57.6,60.7) [38.7,41.9) [35.6,38.7) [41.9,45) [29.3,32.4)
## [3223] [32.4,35.6) [51.3,54.4) [26.1,29.3) [60.7,63.9) [38.7,41.9) [32.4,35.6)
## [3229] [38.7,41.9) [41.9,45) [48.1,51.3) [35.6,38.7) [57.6,60.7) [32.4,35.6)
## [3235] [57.6,60.7) [48.1,51.3) [48.1,51.3) [63.9,67] [29.3,32.4) [48.1,51.3)
## [3241] [48.1,51.3) [45,48.1) [60.7,63.9) [51.3,54.4) [51.3,54.4) [23,26.1)
## [3247] [41.9,45) [41.9,45) [26.1,29.3) [54.4,57.6) [41.9,45) [54.4,57.6)
## [3253] [35.6,38.7) [32.4,35.6) [45,48.1) [41.9,45) [32.4,35.6) [54.4,57.6)
## [3259] [41.9,45) [60.7,63.9) [63.9,67] [60.7,63.9) [35.6,38.7) [60.7,63.9)
## [3265] [54.4,57.6) [57.6,60.7) [32.4,35.6) [60.7,63.9) [35.6,38.7) [32.4,35.6)
## [3271] [54.4,57.6) [60.7,63.9) [35.6,38.7) [60.7,63.9) [29.3,32.4) [48.1,51.3)
## [3277] [29.3,32.4) [32.4,35.6) [38.7,41.9) [57.6,60.7) [54.4,57.6) [51.3,54.4)
## [3283] [63.9,67] [54.4,57.6) [32.4,35.6) [32.4,35.6) [35.6,38.7) [35.6,38.7)
## [3289] [45,48.1) [63.9,67] [38.7,41.9) [51.3,54.4) [41.9,45) [32.4,35.6)
## [3295] [38.7,41.9) [38.7,41.9) [35.6,38.7) [23,26.1) [51.3,54.4) [38.7,41.9)
## [3301] [41.9,45) [23,26.1) [54.4,57.6) [48.1,51.3) [32.4,35.6) [57.6,60.7)
## [3307] [54.4,57.6) [29.3,32.4) [45,48.1) [35.6,38.7) [35.6,38.7) [32.4,35.6)
## [3313] [54.4,57.6) [29.3,32.4) [29.3,32.4) [48.1,51.3) [38.7,41.9) [60.7,63.9)
## [3319] [35.6,38.7) [51.3,54.4) [41.9,45) [29.3,32.4) [54.4,57.6) [54.4,57.6)
## [3325] [29.3,32.4) [26.1,29.3) [41.9,45) [38.7,41.9) [26.1,29.3) [45,48.1)
## [3331] [57.6,60.7) [38.7,41.9) [45,48.1) [45,48.1) [29.3,32.4) [57.6,60.7)
## [3337] [35.6,38.7) [60.7,63.9) [32.4,35.6) [48.1,51.3) [32.4,35.6) [60.7,63.9)
## [3343] [32.4,35.6) [38.7,41.9) [48.1,51.3) [38.7,41.9) [38.7,41.9) [48.1,51.3)
## [3349] [51.3,54.4) [60.7,63.9) [45,48.1) [29.3,32.4) [51.3,54.4) [32.4,35.6)
## [3355] [54.4,57.6) [48.1,51.3) [29.3,32.4) [51.3,54.4) [48.1,51.3) [38.7,41.9)
## [3361] [57.6,60.7) [54.4,57.6) [60.7,63.9) [35.6,38.7) [41.9,45) [48.1,51.3)
## [3367] [41.9,45) [23,26.1) [35.6,38.7) [32.4,35.6) [38.7,41.9) [51.3,54.4)
## [3373] [48.1,51.3) [57.6,60.7) [35.6,38.7) [32.4,35.6) [26.1,29.3) [32.4,35.6)
## [3379] [54.4,57.6) [45,48.1) [51.3,54.4) [41.9,45) [51.3,54.4) [23,26.1)
## [3385] [29.3,32.4) [60.7,63.9) [60.7,63.9) [23,26.1) [26.1,29.3) [57.6,60.7)
## [3391] [26.1,29.3) [60.7,63.9) [60.7,63.9) [48.1,51.3) [29.3,32.4) [60.7,63.9)
## [3397] [23,26.1) [48.1,51.3) [35.6,38.7) [51.3,54.4) [48.1,51.3) [35.6,38.7)
## [3403] [54.4,57.6) [26.1,29.3) [41.9,45) [41.9,45) [38.7,41.9) [57.6,60.7)
## [3409] [45,48.1) [23,26.1) [51.3,54.4) [23,26.1) [51.3,54.4) [45,48.1)
## [3415] [48.1,51.3) [60.7,63.9) [57.6,60.7) [29.3,32.4) [48.1,51.3) [41.9,45)
## [3421] [26.1,29.3) [54.4,57.6) [41.9,45) [26.1,29.3) [57.6,60.7) [54.4,57.6)
## [3427] [35.6,38.7) [32.4,35.6) [57.6,60.7) [32.4,35.6) [29.3,32.4) [48.1,51.3)
## [3433] [60.7,63.9) [60.7,63.9) [35.6,38.7) [57.6,60.7) [48.1,51.3) [60.7,63.9)
## [3439] [45,48.1) [63.9,67] [51.3,54.4) [23,26.1) [32.4,35.6) [41.9,45)
## [3445] [51.3,54.4) [63.9,67] [60.7,63.9) [32.4,35.6) [60.7,63.9) [26.1,29.3)
## [3451] [60.7,63.9) [45,48.1) [51.3,54.4) [38.7,41.9) [51.3,54.4) [29.3,32.4)
## [3457] [41.9,45) [45,48.1) [54.4,57.6) [57.6,60.7) [60.7,63.9) [54.4,57.6)
## [3463] [63.9,67] [29.3,32.4) [29.3,32.4) [38.7,41.9) [45,48.1) [23,26.1)
## [3469] [26.1,29.3) [48.1,51.3) [26.1,29.3) [41.9,45) [45,48.1) [41.9,45)
## [3475] [45,48.1) [35.6,38.7) [54.4,57.6) [63.9,67] [32.4,35.6) [29.3,32.4)
## [3481] [38.7,41.9) [26.1,29.3) [60.7,63.9) [38.7,41.9) [48.1,51.3) [26.1,29.3)
## [3487] [26.1,29.3) [45,48.1) [60.7,63.9) [54.4,57.6) [51.3,54.4) [29.3,32.4)
## [3493] [23,26.1) [26.1,29.3) [60.7,63.9) [26.1,29.3) [38.7,41.9) [29.3,32.4)
## [3499] [51.3,54.4) [45,48.1) [54.4,57.6) [54.4,57.6) [29.3,32.4) [54.4,57.6)
## [3505] [35.6,38.7) [60.7,63.9) [32.4,35.6) [26.1,29.3) [23,26.1) [23,26.1)
## [3511] [54.4,57.6) [51.3,54.4) [23,26.1) [57.6,60.7) [63.9,67] [41.9,45)
## [3517] [45,48.1) [63.9,67] [57.6,60.7) [26.1,29.3) [48.1,51.3) [32.4,35.6)
## [3523] [51.3,54.4) [60.7,63.9) [60.7,63.9) [41.9,45) [45,48.1) [38.7,41.9)
## [3529] [29.3,32.4) [48.1,51.3) [38.7,41.9) [54.4,57.6) [48.1,51.3) [38.7,41.9)
## [3535] [32.4,35.6) [48.1,51.3) [51.3,54.4) [45,48.1) [23,26.1) [57.6,60.7)
## [3541] [26.1,29.3) [26.1,29.3) [32.4,35.6) [54.4,57.6) [51.3,54.4) [29.3,32.4)
## [3547] [48.1,51.3) [57.6,60.7) [57.6,60.7) [41.9,45) [23,26.1) [54.4,57.6)
## [3553] [41.9,45) [54.4,57.6) [26.1,29.3) [38.7,41.9) [32.4,35.6) [60.7,63.9)
## [3559] [54.4,57.6) [60.7,63.9) [29.3,32.4) [41.9,45) [57.6,60.7) [51.3,54.4)
## [3565] [38.7,41.9) [29.3,32.4) [35.6,38.7) [32.4,35.6) [38.7,41.9) [38.7,41.9)
## [3571] [51.3,54.4) [32.4,35.6) [35.6,38.7) [54.4,57.6) [32.4,35.6) [32.4,35.6)
## [3577] [38.7,41.9) [41.9,45) [54.4,57.6) [45,48.1) [51.3,54.4) [32.4,35.6)
## [3583] [35.6,38.7) [38.7,41.9) [45,48.1) [26.1,29.3) [35.6,38.7) [38.7,41.9)
## [3589] [60.7,63.9) [32.4,35.6) [54.4,57.6) [41.9,45) [32.4,35.6) [41.9,45)
## [3595] [54.4,57.6) [41.9,45) [54.4,57.6) [35.6,38.7) [48.1,51.3) [63.9,67]
## [3601] [38.7,41.9) [54.4,57.6) [51.3,54.4) [63.9,67] [54.4,57.6) [63.9,67]
## [3607] [45,48.1) [41.9,45) [45,48.1) [51.3,54.4) [60.7,63.9) [57.6,60.7)
## [3613] [32.4,35.6) [60.7,63.9) [51.3,54.4) [60.7,63.9) [51.3,54.4) [51.3,54.4)
## [3619] [54.4,57.6) [45,48.1) [57.6,60.7) [41.9,45) [54.4,57.6) [57.6,60.7)
## [3625] [26.1,29.3) [45,48.1) [32.4,35.6) [26.1,29.3) [38.7,41.9) [41.9,45)
## [3631] [23,26.1) [26.1,29.3) [26.1,29.3) [32.4,35.6) [51.3,54.4) [48.1,51.3)
## [3637] [32.4,35.6) [32.4,35.6) [41.9,45) [35.6,38.7) [41.9,45) [48.1,51.3)
## [3643] [51.3,54.4) [26.1,29.3) [29.3,32.4) [48.1,51.3) [45,48.1) [29.3,32.4)
## [3649] [38.7,41.9) [35.6,38.7) [32.4,35.6) [38.7,41.9) [32.4,35.6) [45,48.1)
## [3655] [35.6,38.7) [51.3,54.4) [35.6,38.7) [60.7,63.9) [38.7,41.9) [38.7,41.9)
## [3661] [60.7,63.9) [54.4,57.6) [29.3,32.4) [26.1,29.3) [23,26.1) [51.3,54.4)
## [3667] [51.3,54.4) [48.1,51.3) [35.6,38.7) [41.9,45) [38.7,41.9) [32.4,35.6)
## [3673] [51.3,54.4) [45,48.1) [23,26.1) [45,48.1) [48.1,51.3) [41.9,45)
## [3679] [41.9,45) [35.6,38.7) [32.4,35.6) [29.3,32.4) [54.4,57.6) [54.4,57.6)
## [3685] [45,48.1) [60.7,63.9) [32.4,35.6) [51.3,54.4) [45,48.1) [45,48.1)
## [3691] [60.7,63.9) [41.9,45) [35.6,38.7) [54.4,57.6) [23,26.1) [51.3,54.4)
## [3697] [41.9,45) [23,26.1) [29.3,32.4) [54.4,57.6) [48.1,51.3) [32.4,35.6)
## [3703] [60.7,63.9) [26.1,29.3) [60.7,63.9) [32.4,35.6) [29.3,32.4) [41.9,45)
## [3709] [45,48.1) [45,48.1) [60.7,63.9) [48.1,51.3) [60.7,63.9) [48.1,51.3)
## [3715] [29.3,32.4) [35.6,38.7) [32.4,35.6) [54.4,57.6) [26.1,29.3) [60.7,63.9)
## [3721] [32.4,35.6) [32.4,35.6) [41.9,45) [38.7,41.9) [48.1,51.3) [60.7,63.9)
## [3727] [51.3,54.4) [35.6,38.7) [26.1,29.3) [60.7,63.9) [41.9,45) [41.9,45)
## [3733] [26.1,29.3) [48.1,51.3) [32.4,35.6) [26.1,29.3) [60.7,63.9) [51.3,54.4)
## [3739] [23,26.1) [51.3,54.4) [35.6,38.7) [51.3,54.4) [54.4,57.6) [38.7,41.9)
## [3745] [57.6,60.7) [35.6,38.7) [48.1,51.3) [29.3,32.4) [51.3,54.4) [45,48.1)
## [3751] [45,48.1) [35.6,38.7) [26.1,29.3) [45,48.1) [51.3,54.4) [41.9,45)
## [3757] [45,48.1) [54.4,57.6) [54.4,57.6) [32.4,35.6) [32.4,35.6) [26.1,29.3)
## [3763] [57.6,60.7) [29.3,32.4) [38.7,41.9) [51.3,54.4) [60.7,63.9) [54.4,57.6)
## [3769] [32.4,35.6) [57.6,60.7) [38.7,41.9) [41.9,45) [26.1,29.3) [29.3,32.4)
## [3775] [38.7,41.9) [51.3,54.4) [48.1,51.3) [57.6,60.7) [51.3,54.4) [41.9,45)
## [3781] [60.7,63.9) [60.7,63.9) [35.6,38.7) [32.4,35.6) [29.3,32.4) [57.6,60.7)
## [3787] [45,48.1) [51.3,54.4) [60.7,63.9) [29.3,32.4) [29.3,32.4) [45,48.1)
## [3793] [38.7,41.9) [32.4,35.6) [57.6,60.7) [26.1,29.3) [57.6,60.7) [48.1,51.3)
## [3799] [48.1,51.3) [51.3,54.4) [60.7,63.9) [35.6,38.7) [32.4,35.6) [51.3,54.4)
## [3805] [45,48.1) [48.1,51.3) [29.3,32.4) [35.6,38.7) [57.6,60.7) [35.6,38.7)
## [3811] [38.7,41.9) [60.7,63.9) [54.4,57.6) [35.6,38.7) [23,26.1) [29.3,32.4)
## [3817] [35.6,38.7) [48.1,51.3) [26.1,29.3) [51.3,54.4) [26.1,29.3) [48.1,51.3)
## [3823] [35.6,38.7) [45,48.1) [54.4,57.6) [32.4,35.6) [60.7,63.9) [41.9,45)
## [3829] [57.6,60.7) [35.6,38.7) [51.3,54.4) [60.7,63.9) [29.3,32.4) [48.1,51.3)
## [3835] [26.1,29.3) [41.9,45) [60.7,63.9) [60.7,63.9) [51.3,54.4) [41.9,45)
## [3841] [57.6,60.7) [60.7,63.9) [54.4,57.6) [38.7,41.9) [57.6,60.7) [60.7,63.9)
## [3847] [26.1,29.3) [38.7,41.9) [41.9,45) [41.9,45) [51.3,54.4) [35.6,38.7)
## [3853] [45,48.1) [38.7,41.9) [60.7,63.9) [26.1,29.3) [38.7,41.9) [54.4,57.6)
## [3859] [60.7,63.9) [48.1,51.3) [48.1,51.3) [54.4,57.6) [26.1,29.3) [51.3,54.4)
## [3865] [45,48.1) [29.3,32.4) [29.3,32.4) [63.9,67] [45,48.1) [29.3,32.4)
## [3871] [54.4,57.6) [38.7,41.9) [45,48.1) [38.7,41.9) [26.1,29.3) [57.6,60.7)
## [3877] [35.6,38.7) [57.6,60.7) [63.9,67] [57.6,60.7) [45,48.1) [57.6,60.7)
## [3883] [51.3,54.4) [51.3,54.4) [45,48.1) [35.6,38.7) [60.7,63.9) [29.3,32.4)
## [3889] [48.1,51.3) [41.9,45) [35.6,38.7) [57.6,60.7) [41.9,45) [54.4,57.6)
## [3895] [54.4,57.6) [57.6,60.7) [54.4,57.6) [57.6,60.7) [45,48.1) [51.3,54.4)
## [3901] [48.1,51.3) [32.4,35.6) [60.7,63.9) [29.3,32.4) [45,48.1) [45,48.1)
## [3907] [35.6,38.7) [26.1,29.3) [26.1,29.3) [32.4,35.6) [48.1,51.3) [51.3,54.4)
## [3913] [57.6,60.7) [32.4,35.6) [57.6,60.7) [26.1,29.3) [60.7,63.9) [57.6,60.7)
## [3919] [29.3,32.4) [38.7,41.9) [48.1,51.3) [54.4,57.6) [63.9,67] [29.3,32.4)
## [3925] [32.4,35.6) [35.6,38.7) [45,48.1) [60.7,63.9) [57.6,60.7) [45,48.1)
## [3931] [32.4,35.6) [57.6,60.7) [32.4,35.6) [57.6,60.7) [48.1,51.3) [26.1,29.3)
## [3937] [38.7,41.9) [60.7,63.9) [45,48.1) [38.7,41.9) [32.4,35.6) [60.7,63.9)
## [3943] [45,48.1) [54.4,57.6) [41.9,45) [51.3,54.4) [63.9,67] [54.4,57.6)
## [3949] [32.4,35.6) [57.6,60.7) [41.9,45) [35.6,38.7) [23,26.1) [29.3,32.4)
## [3955] [32.4,35.6) [32.4,35.6) [60.7,63.9) [38.7,41.9) [26.1,29.3) [45,48.1)
## [3961] [23,26.1) [26.1,29.3) [54.4,57.6) [57.6,60.7) [35.6,38.7) [38.7,41.9)
## [3967] [51.3,54.4) [29.3,32.4) [38.7,41.9) [38.7,41.9) [26.1,29.3) [51.3,54.4)
## [3973] [57.6,60.7) [57.6,60.7) [35.6,38.7) [57.6,60.7) [45,48.1) [38.7,41.9)
## [3979] [29.3,32.4) [51.3,54.4) [26.1,29.3) [32.4,35.6) [54.4,57.6) [32.4,35.6)
## [3985] [38.7,41.9) [48.1,51.3) [23,26.1) [48.1,51.3) [41.9,45) [32.4,35.6)
## [3991] [51.3,54.4) [48.1,51.3) [38.7,41.9) [26.1,29.3) [38.7,41.9) [35.6,38.7)
## [3997] [54.4,57.6) [57.6,60.7) [41.9,45) [38.7,41.9) [51.3,54.4) [38.7,41.9)
## [4003] [54.4,57.6) [29.3,32.4) [35.6,38.7) [48.1,51.3) [45,48.1) [45,48.1)
## [4009] [35.6,38.7) [45,48.1) [29.3,32.4) [35.6,38.7) [57.6,60.7) [60.7,63.9)
## [4015] [32.4,35.6) [54.4,57.6) [38.7,41.9) [29.3,32.4) [35.6,38.7) [41.9,45)
## [4021] [41.9,45) [32.4,35.6) [26.1,29.3) [54.4,57.6) [35.6,38.7) [48.1,51.3)
## [4027] [57.6,60.7) [29.3,32.4) [48.1,51.3) [54.4,57.6) [45,48.1) [41.9,45)
## [4033] [26.1,29.3) [57.6,60.7) [38.7,41.9) [60.7,63.9) [48.1,51.3) [45,48.1)
## [4039] [38.7,41.9) [38.7,41.9) [60.7,63.9) [38.7,41.9) [57.6,60.7) [54.4,57.6)
## [4045] [38.7,41.9) [60.7,63.9) [51.3,54.4) [38.7,41.9) [35.6,38.7) [29.3,32.4)
## [4051] [35.6,38.7) [51.3,54.4) [45,48.1) [63.9,67] [35.6,38.7) [26.1,29.3)
## [4057] [54.4,57.6) [45,48.1) [38.7,41.9) [60.7,63.9) [57.6,60.7) [54.4,57.6)
## [4063] [54.4,57.6) [45,48.1) [60.7,63.9) [35.6,38.7) [45,48.1) [29.3,32.4)
## [4069] [26.1,29.3) [35.6,38.7) [38.7,41.9) [60.7,63.9) [51.3,54.4) [35.6,38.7)
## [4075] [45,48.1) [45,48.1) [38.7,41.9) [60.7,63.9) [63.9,67] [48.1,51.3)
## [4081] [54.4,57.6) [41.9,45) [41.9,45) [32.4,35.6) [26.1,29.3) [41.9,45)
## [4087] [29.3,32.4) [51.3,54.4) [45,48.1) [51.3,54.4) [26.1,29.3) [45,48.1)
## [4093] [38.7,41.9) [32.4,35.6) [38.7,41.9) [54.4,57.6) [41.9,45) [32.4,35.6)
## [4099] [35.6,38.7) [35.6,38.7) [57.6,60.7) [29.3,32.4) [35.6,38.7) [54.4,57.6)
## [4105] [60.7,63.9) [57.6,60.7) [35.6,38.7) [60.7,63.9) [41.9,45) [60.7,63.9)
## [4111] [57.6,60.7) [38.7,41.9) [57.6,60.7) [51.3,54.4) [48.1,51.3) [35.6,38.7)
## [4117] [48.1,51.3) [60.7,63.9) [35.6,38.7) [51.3,54.4) [60.7,63.9) [32.4,35.6)
## [4123] [57.6,60.7) [38.7,41.9) [41.9,45) [38.7,41.9) [32.4,35.6) [57.6,60.7)
## [4129] [57.6,60.7) [26.1,29.3) [51.3,54.4) [63.9,67] [60.7,63.9) [60.7,63.9)
## [4135] [26.1,29.3) [63.9,67] [29.3,32.4) [63.9,67] [60.7,63.9) [23,26.1)
## [4141] [48.1,51.3) [48.1,51.3) [63.9,67] [26.1,29.3) [57.6,60.7) [38.7,41.9)
## [4147] [57.6,60.7) [29.3,32.4) [51.3,54.4) [54.4,57.6) [60.7,63.9) [60.7,63.9)
## [4153] [45,48.1) [60.7,63.9) [51.3,54.4) [38.7,41.9) [51.3,54.4) [60.7,63.9)
## [4159] [41.9,45) [26.1,29.3) [29.3,32.4) [23,26.1) [35.6,38.7) [57.6,60.7)
## [4165] [26.1,29.3) [35.6,38.7) [51.3,54.4) [45,48.1) [45,48.1) [48.1,51.3)
## [4171] [38.7,41.9) [51.3,54.4) [35.6,38.7) [57.6,60.7) [29.3,32.4) [60.7,63.9)
## [4177] [23,26.1) [51.3,54.4) [57.6,60.7) [51.3,54.4) [60.7,63.9) [41.9,45)
## [4183] [57.6,60.7) [60.7,63.9) [51.3,54.4) [57.6,60.7) [54.4,57.6) [35.6,38.7)
## [4189] [51.3,54.4) [63.9,67] [38.7,41.9) [51.3,54.4) [51.3,54.4) [57.6,60.7)
## [4195] [45,48.1) [45,48.1) [29.3,32.4) [35.6,38.7) [26.1,29.3) [60.7,63.9)
## [4201] [38.7,41.9) [32.4,35.6) [45,48.1) [35.6,38.7) [57.6,60.7) [60.7,63.9)
## [4207] [60.7,63.9) [45,48.1) [32.4,35.6) [26.1,29.3) [57.6,60.7) [48.1,51.3)
## [4213] [29.3,32.4) [35.6,38.7) [32.4,35.6) [29.3,32.4) [51.3,54.4) [51.3,54.4)
## [4219] [32.4,35.6) [41.9,45) [35.6,38.7) [63.9,67] [32.4,35.6) [23,26.1)
## [4225] [38.7,41.9) [41.9,45) [57.6,60.7) [57.6,60.7) [35.6,38.7) [41.9,45)
## [4231] [57.6,60.7) [29.3,32.4) [51.3,54.4) [32.4,35.6) [45,48.1) [29.3,32.4)
## [4237] [45,48.1) [29.3,32.4) [32.4,35.6) [51.3,54.4) [54.4,57.6) [32.4,35.6)
## [4243] [48.1,51.3) [45,48.1) [41.9,45) [35.6,38.7) [32.4,35.6) [51.3,54.4)
## [4249] [51.3,54.4) [57.6,60.7) [32.4,35.6) [32.4,35.6) [38.7,41.9) [29.3,32.4)
## [4255] [32.4,35.6) [48.1,51.3) [60.7,63.9) [60.7,63.9) [32.4,35.6) [48.1,51.3)
## [4261] [38.7,41.9) [41.9,45) [45,48.1) [57.6,60.7) [45,48.1) [63.9,67]
## [4267] [23,26.1) [45,48.1) [51.3,54.4) [48.1,51.3) [57.6,60.7) [63.9,67]
## [4273] [29.3,32.4) [32.4,35.6) [45,48.1) [29.3,32.4) [29.3,32.4)
## attr(,"discretized:breaks")
## [1] 23.00000 26.14286 29.28571 32.42857 35.57143 38.71429 41.85714 45.00000
## [9] 48.14286 51.28571 54.42857 57.57143 60.71429 63.85714 67.00000
## attr(,"discretized:method")
## [1] interval
## 14 Levels: [23,26.1) [26.1,29.3) [29.3,32.4) [32.4,35.6) ... [63.9,67]3.4 Integración de data
datosnew4=cbind(datosnew4, edad_discretizada)
summary(datosnew4)## Edad Experiencia Ingreso Postal Familia
## Min. :23.00 Min. :-3.0 Min. : 8.00 94720 : 156 Min. :1.000
## 1st Qu.:35.00 1st Qu.:10.0 1st Qu.: 40.00 94305 : 105 1st Qu.:1.000
## Median :45.00 Median :20.0 Median : 63.76 95616 : 101 Median :2.000
## Mean :45.33 Mean :20.1 Mean : 73.80 90095 : 59 Mean :2.391
## 3rd Qu.:55.00 3rd Qu.:30.0 3rd Qu.: 95.00 93106 : 51 3rd Qu.:3.000
## Max. :67.00 Max. :43.0 Max. :224.00 92037 : 48 Max. :4.000
## (Other):3757
## credito educacion cuenta.de.ahorros servicios.online Mora
## Min. : 0.000 1:1806 0:3856 0:1721 0:3022
## 1st Qu.: 0.700 2:1214 1: 421 1:2556 1:1255
## Median : 1.500 3:1257
## Mean : 1.939
## 3rd Qu.: 2.500
## Max. :10.000
##
## edad_discretizada
## [45,48.1) : 426
## [57.6,60.7): 363
## [32.4,35.6): 354
## [51.3,54.4): 341
## [41.9,45) : 337
## [29.3,32.4): 333
## (Other) :2123Luego de realizar la discretización, continuamos con la integración de los nuevos registros, con la data general.
3.5 Formato de data
write.csv(datosnew4, file = "datos_listo.csv")
getwd()## [1] "C:/Users/MARIETA/Desktop"Paso 4: Modelando la data
4.1 Seleccionar técnica de modelo
head(datosnew4)## Edad Experiencia Ingreso Postal Familia credito educacion cuenta.de.ahorros
## 1 57 31 45.00000 94305 3 1.40 1 0
## 2 35 5 108.00000 90630 2 2.75 3 0
## 3 40 14 179.00000 90025 1 2.60 3 1
## 4 42 15 21.00000 95678 3 1.00 2 0
## 5 33 9 38.00000 93106 1 2.10 3 0
## 6 32 6 64.80308 95014 2 1.50 3 0
## servicios.online Mora edad_discretizada
## 1 1 0 [54.4,57.6)
## 2 0 0 [32.4,35.6)
## 3 1 0 [38.7,41.9)
## 4 1 0 [41.9,45)
## 5 0 0 [32.4,35.6)
## 6 0 0 [29.3,32.4)datosnew4 = datosnew4[,c(1:3,5:10)]
head(datosnew4)## Edad Experiencia Ingreso Familia credito educacion cuenta.de.ahorros
## 1 57 31 45.00000 3 1.40 1 0
## 2 35 5 108.00000 2 2.75 3 0
## 3 40 14 179.00000 1 2.60 3 1
## 4 42 15 21.00000 3 1.00 2 0
## 5 33 9 38.00000 1 2.10 3 0
## 6 32 6 64.80308 2 1.50 3 0
## servicios.online Mora
## 1 1 0
## 2 0 0
## 3 1 0
## 4 1 0
## 5 0 0
## 6 0 0Construimos data train y test train= 70% test=30%
library(caret)## Warning: package 'caret' was built under R version 3.6.3particion = createDataPartition(y = datosnew4$Mora, p = 0.7, list = FALSE, times = 1)
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## [1972,] 2817
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## [1974,] 2819
## [1975,] 2820
## [1976,] 2822
## [1977,] 2823
## [1978,] 2824
## [1979,] 2826
## [1980,] 2828
## [1981,] 2830
## [1982,] 2831
## [1983,] 2832
## [1984,] 2833
## [1985,] 2834
## [1986,] 2836
## [1987,] 2838
## [1988,] 2840
## [1989,] 2841
## [1990,] 2843
## [1991,] 2844
## [1992,] 2845
## [1993,] 2848
## [1994,] 2849
## [1995,] 2850
## [1996,] 2851
## [1997,] 2852
## [1998,] 2853
## [1999,] 2854
## [2000,] 2856
## [2001,] 2858
## [2002,] 2859
## [2003,] 2862
## [2004,] 2863
## [2005,] 2864
## [2006,] 2865
## [2007,] 2866
## [2008,] 2868
## [2009,] 2870
## [2010,] 2872
## [2011,] 2873
## [2012,] 2874
## [2013,] 2875
## [2014,] 2876
## [2015,] 2877
## [2016,] 2878
## [2017,] 2879
## [2018,] 2881
## [2019,] 2883
## [2020,] 2884
## [2021,] 2885
## [2022,] 2888
## [2023,] 2889
## [2024,] 2891
## [2025,] 2893
## [2026,] 2895
## [2027,] 2897
## [2028,] 2898
## [2029,] 2900
## [2030,] 2901
## [2031,] 2903
## [2032,] 2904
## [2033,] 2905
## [2034,] 2907
## [2035,] 2909
## [2036,] 2910
## [2037,] 2911
## [2038,] 2912
## [2039,] 2915
## [2040,] 2916
## [2041,] 2917
## [2042,] 2918
## [2043,] 2919
## [2044,] 2920
## [2045,] 2921
## [2046,] 2922
## [2047,] 2924
## [2048,] 2927
## [2049,] 2928
## [2050,] 2929
## [2051,] 2930
## [2052,] 2931
## [2053,] 2932
## [2054,] 2933
## [2055,] 2934
## [2056,] 2935
## [2057,] 2936
## [2058,] 2937
## [2059,] 2938
## [2060,] 2939
## [2061,] 2941
## [2062,] 2943
## [2063,] 2944
## [2064,] 2945
## [2065,] 2948
## [2066,] 2949
## [2067,] 2950
## [2068,] 2951
## [2069,] 2952
## [2070,] 2953
## [2071,] 2954
## [2072,] 2955
## [2073,] 2956
## [2074,] 2957
## [2075,] 2958
## [2076,] 2959
## [2077,] 2960
## [2078,] 2961
## [2079,] 2963
## [2080,] 2965
## [2081,] 2968
## [2082,] 2969
## [2083,] 2971
## [2084,] 2974
## [2085,] 2975
## [2086,] 2979
## [2087,] 2980
## [2088,] 2981
## [2089,] 2982
## [2090,] 2984
## [2091,] 2985
## [2092,] 2986
## [2093,] 2987
## [2094,] 2989
## [2095,] 2990
## [2096,] 2992
## [2097,] 2993
## [2098,] 2994
## [2099,] 2995
## [2100,] 2996
## [2101,] 2998
## [2102,] 2999
## [2103,] 3000
## [2104,] 3001
## [2105,] 3002
## [2106,] 3003
## [2107,] 3004
## [2108,] 3006
## [2109,] 3008
## [2110,] 3009
## [2111,] 3010
## [2112,] 3011
## [2113,] 3013
## [2114,] 3015
## [2115,] 3016
## [2116,] 3017
## [2117,] 3018
## [2118,] 3019
## [2119,] 3020
## [2120,] 3021
## [2121,] 3022
## [2122,] 3024
## [2123,] 3025
## [2124,] 3026
## [2125,] 3027
## [2126,] 3028
## [2127,] 3029
## [2128,] 3032
## [2129,] 3034
## [2130,] 3036
## [2131,] 3039
## [2132,] 3041
## [2133,] 3042
## [2134,] 3043
## [2135,] 3044
## [2136,] 3045
## [2137,] 3046
## [2138,] 3047
## [2139,] 3048
## [2140,] 3049
## [2141,] 3051
## [2142,] 3054
## [2143,] 3055
## [2144,] 3056
## [2145,] 3057
## [2146,] 3059
## [2147,] 3060
## [2148,] 3062
## [2149,] 3063
## [2150,] 3065
## [2151,] 3066
## [2152,] 3067
## [2153,] 3068
## [2154,] 3070
## [2155,] 3072
## [2156,] 3073
## [2157,] 3078
## [2158,] 3080
## [2159,] 3081
## [2160,] 3082
## [2161,] 3083
## [2162,] 3084
## [2163,] 3085
## [2164,] 3087
## [2165,] 3089
## [2166,] 3090
## [2167,] 3091
## [2168,] 3093
## [2169,] 3094
## [2170,] 3095
## [2171,] 3096
## [2172,] 3098
## [2173,] 3100
## [2174,] 3101
## [2175,] 3103
## [2176,] 3104
## [2177,] 3105
## [2178,] 3107
## [2179,] 3108
## [2180,] 3109
## [2181,] 3110
## [2182,] 3111
## [2183,] 3112
## [2184,] 3113
## [2185,] 3114
## [2186,] 3115
## [2187,] 3120
## [2188,] 3121
## [2189,] 3123
## [2190,] 3126
## [2191,] 3127
## [2192,] 3130
## [2193,] 3132
## [2194,] 3134
## [2195,] 3135
## [2196,] 3139
## [2197,] 3140
## [2198,] 3142
## [2199,] 3143
## [2200,] 3144
## [2201,] 3146
## [2202,] 3149
## [2203,] 3150
## [2204,] 3152
## [2205,] 3158
## [2206,] 3159
## [2207,] 3162
## [2208,] 3163
## [2209,] 3165
## [2210,] 3166
## [2211,] 3167
## [2212,] 3168
## [2213,] 3170
## [2214,] 3171
## [2215,] 3173
## [2216,] 3175
## [2217,] 3176
## [2218,] 3178
## [2219,] 3179
## [2220,] 3181
## [2221,] 3182
## [2222,] 3183
## [2223,] 3184
## [2224,] 3185
## [2225,] 3186
## [2226,] 3188
## [2227,] 3189
## [2228,] 3191
## [2229,] 3192
## [2230,] 3193
## [2231,] 3194
## [2232,] 3195
## [2233,] 3196
## [2234,] 3197
## [2235,] 3198
## [2236,] 3200
## [2237,] 3201
## [2238,] 3202
## [2239,] 3204
## [2240,] 3205
## [2241,] 3206
## [2242,] 3209
## [2243,] 3210
## [2244,] 3211
## [2245,] 3212
## [2246,] 3213
## [2247,] 3215
## [2248,] 3216
## [2249,] 3218
## [2250,] 3219
## [2251,] 3220
## [2252,] 3223
## [2253,] 3224
## [2254,] 3225
## [2255,] 3226
## [2256,] 3227
## [2257,] 3228
## [2258,] 3232
## [2259,] 3233
## [2260,] 3235
## [2261,] 3236
## [2262,] 3237
## [2263,] 3238
## [2264,] 3240
## [2265,] 3241
## [2266,] 3245
## [2267,] 3247
## [2268,] 3248
## [2269,] 3249
## [2270,] 3250
## [2271,] 3251
## [2272,] 3252
## [2273,] 3254
## [2274,] 3255
## [2275,] 3257
## [2276,] 3258
## [2277,] 3259
## [2278,] 3260
## [2279,] 3261
## [2280,] 3262
## [2281,] 3263
## [2282,] 3264
## [2283,] 3265
## [2284,] 3266
## [2285,] 3268
## [2286,] 3269
## [2287,] 3270
## [2288,] 3271
## [2289,] 3273
## [2290,] 3274
## [2291,] 3279
## [2292,] 3280
## [2293,] 3282
## [2294,] 3284
## [2295,] 3286
## [2296,] 3287
## [2297,] 3289
## [2298,] 3290
## [2299,] 3291
## [2300,] 3292
## [2301,] 3293
## [2302,] 3294
## [2303,] 3295
## [2304,] 3297
## [2305,] 3298
## [2306,] 3304
## [2307,] 3305
## [2308,] 3306
## [2309,] 3308
## [2310,] 3309
## [2311,] 3310
## [2312,] 3311
## [2313,] 3312
## [2314,] 3313
## [2315,] 3314
## [2316,] 3316
## [2317,] 3317
## [2318,] 3318
## [2319,] 3319
## [2320,] 3320
## [2321,] 3324
## [2322,] 3326
## [2323,] 3329
## [2324,] 3330
## [2325,] 3332
## [2326,] 3334
## [2327,] 3335
## [2328,] 3336
## [2329,] 3338
## [2330,] 3339
## [2331,] 3340
## [2332,] 3341
## [2333,] 3342
## [2334,] 3343
## [2335,] 3344
## [2336,] 3345
## [2337,] 3346
## [2338,] 3348
## [2339,] 3352
## [2340,] 3353
## [2341,] 3354
## [2342,] 3355
## [2343,] 3356
## [2344,] 3358
## [2345,] 3359
## [2346,] 3360
## [2347,] 3361
## [2348,] 3362
## [2349,] 3363
## [2350,] 3364
## [2351,] 3366
## [2352,] 3367
## [2353,] 3369
## [2354,] 3370
## [2355,] 3373
## [2356,] 3374
## [2357,] 3375
## [2358,] 3380
## [2359,] 3381
## [2360,] 3382
## [2361,] 3384
## [2362,] 3385
## [2363,] 3386
## [2364,] 3387
## [2365,] 3389
## [2366,] 3391
## [2367,] 3392
## [2368,] 3393
## [2369,] 3394
## [2370,] 3396
## [2371,] 3397
## [2372,] 3399
## [2373,] 3400
## [2374,] 3401
## [2375,] 3403
## [2376,] 3404
## [2377,] 3405
## [2378,] 3406
## [2379,] 3407
## [2380,] 3408
## [2381,] 3411
## [2382,] 3413
## [2383,] 3414
## [2384,] 3415
## [2385,] 3416
## [2386,] 3418
## [2387,] 3420
## [2388,] 3421
## [2389,] 3423
## [2390,] 3425
## [2391,] 3426
## [2392,] 3427
## [2393,] 3428
## [2394,] 3429
## [2395,] 3432
## [2396,] 3433
## [2397,] 3435
## [2398,] 3436
## [2399,] 3437
## [2400,] 3438
## [2401,] 3439
## [2402,] 3440
## [2403,] 3444
## [2404,] 3445
## [2405,] 3447
## [2406,] 3448
## [2407,] 3449
## [2408,] 3450
## [2409,] 3452
## [2410,] 3454
## [2411,] 3455
## [2412,] 3456
## [2413,] 3457
## [2414,] 3458
## [2415,] 3461
## [2416,] 3462
## [2417,] 3464
## [2418,] 3466
## [2419,] 3467
## [2420,] 3468
## [2421,] 3469
## [2422,] 3470
## [2423,] 3474
## [2424,] 3475
## [2425,] 3476
## [2426,] 3478
## [2427,] 3480
## [2428,] 3481
## [2429,] 3482
## [2430,] 3483
## [2431,] 3485
## [2432,] 3486
## [2433,] 3487
## [2434,] 3488
## [2435,] 3489
## [2436,] 3490
## [2437,] 3491
## [2438,] 3492
## [2439,] 3493
## [2440,] 3494
## [2441,] 3495
## [2442,] 3496
## [2443,] 3497
## [2444,] 3498
## [2445,] 3499
## [2446,] 3500
## [2447,] 3501
## [2448,] 3502
## [2449,] 3504
## [2450,] 3507
## [2451,] 3508
## [2452,] 3510
## [2453,] 3511
## [2454,] 3512
## [2455,] 3515
## [2456,] 3516
## [2457,] 3517
## [2458,] 3519
## [2459,] 3520
## [2460,] 3521
## [2461,] 3522
## [2462,] 3523
## [2463,] 3524
## [2464,] 3525
## [2465,] 3526
## [2466,] 3528
## [2467,] 3529
## [2468,] 3530
## [2469,] 3531
## [2470,] 3532
## [2471,] 3533
## [2472,] 3534
## [2473,] 3535
## [2474,] 3536
## [2475,] 3539
## [2476,] 3541
## [2477,] 3542
## [2478,] 3544
## [2479,] 3545
## [2480,] 3546
## [2481,] 3547
## [2482,] 3548
## [2483,] 3549
## [2484,] 3550
## [2485,] 3553
## [2486,] 3554
## [2487,] 3558
## [2488,] 3559
## [2489,] 3560
## [2490,] 3561
## [2491,] 3562
## [2492,] 3563
## [2493,] 3566
## [2494,] 3569
## [2495,] 3571
## [2496,] 3572
## [2497,] 3574
## [2498,] 3575
## [2499,] 3577
## [2500,] 3578
## [2501,] 3579
## [2502,] 3580
## [2503,] 3581
## [2504,] 3582
## [2505,] 3585
## [2506,] 3587
## [2507,] 3588
## [2508,] 3593
## [2509,] 3594
## [2510,] 3595
## [2511,] 3597
## [2512,] 3598
## [2513,] 3601
## [2514,] 3603
## [2515,] 3604
## [2516,] 3605
## [2517,] 3606
## [2518,] 3607
## [2519,] 3608
## [2520,] 3610
## [2521,] 3611
## [2522,] 3612
## [2523,] 3617
## [2524,] 3618
## [2525,] 3619
## [2526,] 3621
## [2527,] 3622
## [2528,] 3623
## [2529,] 3625
## [2530,] 3626
## [2531,] 3628
## [2532,] 3629
## [2533,] 3630
## [2534,] 3631
## [2535,] 3633
## [2536,] 3634
## [2537,] 3636
## [2538,] 3637
## [2539,] 3639
## [2540,] 3640
## [2541,] 3642
## [2542,] 3643
## [2543,] 3645
## [2544,] 3646
## [2545,] 3649
## [2546,] 3650
## [2547,] 3651
## [2548,] 3652
## [2549,] 3653
## [2550,] 3654
## [2551,] 3655
## [2552,] 3657
## [2553,] 3658
## [2554,] 3659
## [2555,] 3662
## [2556,] 3663
## [2557,] 3664
## [2558,] 3666
## [2559,] 3668
## [2560,] 3669
## [2561,] 3670
## [2562,] 3671
## [2563,] 3672
## [2564,] 3673
## [2565,] 3674
## [2566,] 3675
## [2567,] 3676
## [2568,] 3678
## [2569,] 3679
## [2570,] 3680
## [2571,] 3686
## [2572,] 3687
## [2573,] 3689
## [2574,] 3690
## [2575,] 3691
## [2576,] 3692
## [2577,] 3694
## [2578,] 3695
## [2579,] 3696
## [2580,] 3697
## [2581,] 3698
## [2582,] 3700
## [2583,] 3701
## [2584,] 3705
## [2585,] 3708
## [2586,] 3709
## [2587,] 3710
## [2588,] 3711
## [2589,] 3713
## [2590,] 3714
## [2591,] 3715
## [2592,] 3716
## [2593,] 3717
## [2594,] 3719
## [2595,] 3720
## [2596,] 3722
## [2597,] 3723
## [2598,] 3724
## [2599,] 3725
## [2600,] 3726
## [2601,] 3729
## [2602,] 3730
## [2603,] 3732
## [2604,] 3733
## [2605,] 3734
## [2606,] 3735
## [2607,] 3736
## [2608,] 3737
## [2609,] 3739
## [2610,] 3740
## [2611,] 3743
## [2612,] 3744
## [2613,] 3745
## [2614,] 3746
## [2615,] 3747
## [2616,] 3748
## [2617,] 3749
## [2618,] 3752
## [2619,] 3754
## [2620,] 3755
## [2621,] 3756
## [2622,] 3757
## [2623,] 3758
## [2624,] 3759
## [2625,] 3760
## [2626,] 3761
## [2627,] 3762
## [2628,] 3764
## [2629,] 3765
## [2630,] 3767
## [2631,] 3770
## [2632,] 3771
## [2633,] 3773
## [2634,] 3774
## [2635,] 3775
## [2636,] 3777
## [2637,] 3778
## [2638,] 3779
## [2639,] 3780
## [2640,] 3781
## [2641,] 3783
## [2642,] 3784
## [2643,] 3786
## [2644,] 3787
## [2645,] 3788
## [2646,] 3790
## [2647,] 3791
## [2648,] 3792
## [2649,] 3794
## [2650,] 3795
## [2651,] 3796
## [2652,] 3797
## [2653,] 3798
## [2654,] 3799
## [2655,] 3800
## [2656,] 3801
## [2657,] 3804
## [2658,] 3806
## [2659,] 3807
## [2660,] 3808
## [2661,] 3810
## [2662,] 3811
## [2663,] 3812
## [2664,] 3813
## [2665,] 3814
## [2666,] 3815
## [2667,] 3817
## [2668,] 3818
## [2669,] 3819
## [2670,] 3820
## [2671,] 3821
## [2672,] 3822
## [2673,] 3823
## [2674,] 3824
## [2675,] 3826
## [2676,] 3827
## [2677,] 3828
## [2678,] 3831
## [2679,] 3833
## [2680,] 3838
## [2681,] 3839
## [2682,] 3840
## [2683,] 3841
## [2684,] 3842
## [2685,] 3844
## [2686,] 3845
## [2687,] 3846
## [2688,] 3847
## [2689,] 3848
## [2690,] 3849
## [2691,] 3850
## [2692,] 3851
## [2693,] 3852
## [2694,] 3853
## [2695,] 3856
## [2696,] 3857
## [2697,] 3858
## [2698,] 3859
## [2699,] 3860
## [2700,] 3861
## [2701,] 3862
## [2702,] 3864
## [2703,] 3865
## [2704,] 3866
## [2705,] 3868
## [2706,] 3869
## [2707,] 3870
## [2708,] 3872
## [2709,] 3874
## [2710,] 3875
## [2711,] 3876
## [2712,] 3878
## [2713,] 3879
## [2714,] 3881
## [2715,] 3882
## [2716,] 3886
## [2717,] 3888
## [2718,] 3889
## [2719,] 3891
## [2720,] 3892
## [2721,] 3893
## [2722,] 3895
## [2723,] 3897
## [2724,] 3898
## [2725,] 3900
## [2726,] 3901
## [2727,] 3902
## [2728,] 3906
## [2729,] 3907
## [2730,] 3908
## [2731,] 3909
## [2732,] 3910
## [2733,] 3911
## [2734,] 3912
## [2735,] 3914
## [2736,] 3915
## [2737,] 3917
## [2738,] 3918
## [2739,] 3920
## [2740,] 3921
## [2741,] 3922
## [2742,] 3923
## [2743,] 3925
## [2744,] 3927
## [2745,] 3929
## [2746,] 3931
## [2747,] 3933
## [2748,] 3934
## [2749,] 3935
## [2750,] 3937
## [2751,] 3938
## [2752,] 3940
## [2753,] 3942
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## [2755,] 3945
## [2756,] 3946
## [2757,] 3947
## [2758,] 3948
## [2759,] 3950
## [2760,] 3951
## [2761,] 3952
## [2762,] 3954
## [2763,] 3955
## [2764,] 3956
## [2765,] 3957
## [2766,] 3958
## [2767,] 3959
## [2768,] 3960
## [2769,] 3961
## [2770,] 3966
## [2771,] 3972
## [2772,] 3973
## [2773,] 3974
## [2774,] 3975
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## [2777,] 3978
## [2778,] 3979
## [2779,] 3980
## [2780,] 3981
## [2781,] 3984
## [2782,] 3985
## [2783,] 3987
## [2784,] 3988
## [2785,] 3989
## [2786,] 3991
## [2787,] 3992
## [2788,] 3993
## [2789,] 3994
## [2790,] 3995
## [2791,] 3996
## [2792,] 3998
## [2793,] 4000
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## [2995,] 4276train = datosnew4[particion,]test = datosnew4[-particion,]También podemos usar la función sample_frac() de dplyr para obtener un subconjunto de nuestros datos, que consiste en 70% del total de ellos, adicional el set.seed() para que sea reproducible. Con setdiff() de dplyr, obtenemos el subconjunto de datos complementario al de entrenamiento para nuestro set de prueba, esto es, el 30% restante.
Verificamos la dimensión de cada partición
dim(train)## [1] 2995 9dim(test)## [1] 1282 9Usamos rpart para generar un modelo de árbol de decisión, usando la librería Por defecto, rpart() use la medida de Gini para la división de los nodos cp=índice de complejidad minsplit=establece el número mínimo de observaciones en el nodo antes de que el algoritmo realice una división
library(rpart)
modelo1 = rpart(Mora~.,data=train, method = "class", minsplit=0, cp=0.0006)
modelo1## n= 2995
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 2995 879 0 (0.70651085 0.29348915)
## 2) Edad< 63.5 2890 836 0 (0.71072664 0.28927336)
## 4) Familia< 1.5 859 222 0 (0.74155995 0.25844005)
## 8) Edad>=59.07459 84 13 0 (0.84523810 0.15476190)
## 16) Experiencia< 39.5 83 12 0 (0.85542169 0.14457831)
## 32) Ingreso>=58.5 38 2 0 (0.94736842 0.05263158) *
## 33) Ingreso< 58.5 45 10 0 (0.77777778 0.22222222)
## 66) Ingreso< 32.5 23 2 0 (0.91304348 0.08695652) *
## 67) Ingreso>=32.5 22 8 0 (0.63636364 0.36363636)
## 134) Experiencia>=33.04802 20 6 0 (0.70000000 0.30000000)
## 268) servicios.online=1 10 1 0 (0.90000000 0.10000000) *
## 269) servicios.online=0 10 5 0 (0.50000000 0.50000000)
## 538) Experiencia>=36.5 8 3 0 (0.62500000 0.37500000)
## 1076) Ingreso>=44.5 4 0 0 (1.00000000 0.00000000) *
## 1077) Ingreso< 44.5 4 1 1 (0.25000000 0.75000000)
## 2154) Ingreso< 39.5 1 0 0 (1.00000000 0.00000000) *
## 2155) Ingreso>=39.5 3 0 1 (0.00000000 1.00000000) *
## 539) Experiencia< 36.5 2 0 1 (0.00000000 1.00000000) *
## 135) Experiencia< 33.04802 2 0 1 (0.00000000 1.00000000) *
## 17) Experiencia>=39.5 1 0 1 (0.00000000 1.00000000) *
## 9) Edad< 59.07459 775 209 0 (0.73032258 0.26967742)
## 18) Experiencia< 22.09617 471 114 0 (0.75796178 0.24203822)
## 36) credito< 5.6 440 102 0 (0.76818182 0.23181818)
## 72) Ingreso>=11.5 432 98 0 (0.77314815 0.22685185)
## 144) Ingreso< 26.5 37 4 0 (0.89189189 0.10810811)
## 288) Edad< 45.5 31 2 0 (0.93548387 0.06451613) *
## 289) Edad>=45.5 6 2 0 (0.66666667 0.33333333)
## 578) Ingreso>=21 3 0 0 (1.00000000 0.00000000) *
## 579) Ingreso< 21 3 1 1 (0.33333333 0.66666667)
## 1158) Experiencia>=21.5 1 0 0 (1.00000000 0.00000000) *
## 1159) Experiencia< 21.5 2 0 1 (0.00000000 1.00000000) *
## 145) Ingreso>=26.5 395 94 0 (0.76202532 0.23797468)
## 290) Ingreso>=28.5 391 91 0 (0.76726343 0.23273657)
## 580) Experiencia>=14.38092 165 30 0 (0.81818182 0.18181818)
## 1160) Ingreso< 60.37604 73 6 0 (0.91780822 0.08219178)
## 2320) credito>=0.4 51 2 0 (0.96078431 0.03921569) *
## 2321) credito< 0.4 22 4 0 (0.81818182 0.18181818)
## 4642) cuenta.de.ahorros=0 18 2 0 (0.88888889 0.11111111)
## 9284) Edad< 44.5 11 0 0 (1.00000000 0.00000000) *
## 9285) Edad>=44.5 7 2 0 (0.71428571 0.28571429)
## 18570) educacion=1,2 4 0 0 (1.00000000 0.00000000) *
## 18571) educacion=3 3 1 1 (0.33333333 0.66666667)
## 37142) Edad>=48.2701 1 0 0 (1.00000000 0.00000000) *
## 37143) Edad< 48.2701 2 0 1 (0.00000000 1.00000000) *
## 4643) cuenta.de.ahorros=1 4 2 0 (0.50000000 0.50000000)
## 9286) Edad>=42.70729 2 0 0 (1.00000000 0.00000000) *
## 9287) Edad< 42.70729 2 0 1 (0.00000000 1.00000000) *
## 1161) Ingreso>=60.37604 92 24 0 (0.73913043 0.26086957)
## 2322) Ingreso>=71 78 16 0 (0.79487179 0.20512821)
## 4644) Ingreso< 88.5 26 1 0 (0.96153846 0.03846154) *
## 4645) Ingreso>=88.5 52 15 0 (0.71153846 0.28846154)
## 9290) Ingreso>=90.78489 50 13 0 (0.74000000 0.26000000)
## 18580) credito< 0.9 12 0 0 (1.00000000 0.00000000) *
## 18581) credito>=0.9 38 13 0 (0.65789474 0.34210526)
## 37162) Edad>=46.5 7 0 0 (1.00000000 0.00000000) *
## 37163) Edad< 46.5 31 13 0 (0.58064516 0.41935484)
## 74326) Edad< 45.5 28 10 0 (0.64285714 0.35714286)
## 148652) credito>=5.1 4 0 0 (1.00000000 0.00000000) *
## 148653) credito< 5.1 24 10 0 (0.58333333 0.41666667)
## 297306) servicios.online=1 13 3 0 (0.76923077 0.23076923)
## 594612) Edad>=39.5 10 1 0 (0.90000000 0.10000000) *
## 594613) Edad< 39.5 3 1 1 (0.33333333 0.66666667) *
## 297307) servicios.online=0 11 4 1 (0.36363636 0.63636364)
## 594614) Experiencia< 15.67725 2 0 0 (1.00000000 0.00000000) *
## 594615) Experiencia>=15.67725 9 2 1 (0.22222222 0.77777778)
## 1189230) Edad>=44.5 3 1 0 (0.66666667 0.33333333)
## 2378460) Ingreso< 146 2 0 0 (1.00000000 0.00000000) *
## 2378461) Ingreso>=146 1 0 1 (0.00000000 1.00000000) *
## 1189231) Edad< 44.5 6 0 1 (0.00000000 1.00000000) *
## 74327) Edad>=45.5 3 0 1 (0.00000000 1.00000000) *
## 9291) Ingreso< 90.78489 2 0 1 (0.00000000 1.00000000) *
## 2323) Ingreso< 71 14 6 1 (0.42857143 0.57142857)
## 4646) educacion=2 6 1 0 (0.83333333 0.16666667) *
## 4647) educacion=1,3 8 1 1 (0.12500000 0.87500000) *
## 581) Experiencia< 14.38092 226 61 0 (0.73008850 0.26991150)
## 1162) Experiencia< 10.15844 170 40 0 (0.76470588 0.23529412)
## 2324) Ingreso>=90.83478 68 10 0 (0.85294118 0.14705882)
## 4648) educacion=1,3 60 7 0 (0.88333333 0.11666667)
## 9296) Ingreso< 116.5 19 0 0 (1.00000000 0.00000000) *
## 9297) Ingreso>=116.5 41 7 0 (0.82926829 0.17073171)
## 18594) Ingreso>=118.5 40 6 0 (0.85000000 0.15000000)
## 37188) Experiencia< 3.5 9 0 0 (1.00000000 0.00000000) *
## 37189) Experiencia>=3.5 31 6 0 (0.80645161 0.19354839)
## 74378) Experiencia>=4.956933 29 4 0 (0.86206897 0.13793103) *
## 74379) Experiencia< 4.956933 2 0 1 (0.00000000 1.00000000) *
## 18595) Ingreso< 118.5 1 0 1 (0.00000000 1.00000000) *
## 4649) educacion=2 8 3 0 (0.62500000 0.37500000)
## 9298) Edad< 34 7 2 0 (0.71428571 0.28571429)
## 18596) credito< 3.7 6 1 0 (0.83333333 0.16666667) *
## 18597) credito>=3.7 1 0 1 (0.00000000 1.00000000) *
## 9299) Edad>=34 1 0 1 (0.00000000 1.00000000) *
## 2325) Ingreso< 90.83478 102 30 0 (0.70588235 0.29411765)
## 4650) Ingreso< 82.5 92 24 0 (0.73913043 0.26086957)
## 9300) Edad>=33.28282 23 2 0 (0.91304348 0.08695652)
## 18600) credito>=0.55 22 1 0 (0.95454545 0.04545455) *
## 18601) credito< 0.55 1 0 1 (0.00000000 1.00000000) *
## 9301) Edad< 33.28282 69 22 0 (0.68115942 0.31884058)
## 18602) credito< 1.1 32 6 0 (0.81250000 0.18750000)
## 37204) educacion=1 14 0 0 (1.00000000 0.00000000) *
## 37205) educacion=2,3 18 6 0 (0.66666667 0.33333333)
## 74410) credito>=0.3 11 2 0 (0.81818182 0.18181818)
## 148820) Ingreso>=29.5 10 1 0 (0.90000000 0.10000000)
## 297640) Ingreso< 79.34213 9 0 0 (1.00000000 0.00000000) *
## 297641) Ingreso>=79.34213 1 0 1 (0.00000000 1.00000000) *
## 148821) Ingreso< 29.5 1 0 1 (0.00000000 1.00000000) *
## 74411) credito< 0.3 7 3 1 (0.42857143 0.57142857)
## 148822) Edad< 29.48994 3 1 0 (0.66666667 0.33333333)
## 297644) Edad>=27.5 2 0 0 (1.00000000 0.00000000) *
## 297645) Edad< 27.5 1 0 1 (0.00000000 1.00000000) *
## 148823) Edad>=29.48994 4 1 1 (0.25000000 0.75000000) *
## 18603) credito>=1.1 37 16 0 (0.56756757 0.43243243)
## 37206) credito>=1.415 32 12 0 (0.62500000 0.37500000)
## 74412) Edad>=27.5 28 9 0 (0.67857143 0.32142857)
## 148824) Experiencia< 6.965612 18 4 0 (0.77777778 0.22222222)
## 297648) Experiencia>=4.5 8 0 0 (1.00000000 0.00000000) *
## 297649) Experiencia< 4.5 10 4 0 (0.60000000 0.40000000)
## 595298) Ingreso>=34.5 8 2 0 (0.75000000 0.25000000)
## 1190596) Experiencia< 3.5 4 0 0 (1.00000000 0.00000000) *
## 1190597) Experiencia>=3.5 4 2 0 (0.50000000 0.50000000)
## 2381194) Edad>=29 3 1 0 (0.66666667 0.33333333)
## 4762388) Ingreso< 62.5 2 0 0 (1.00000000 0.00000000) *
## 4762389) Ingreso>=62.5 1 0 1 (0.00000000 1.00000000) *
## 2381195) Edad< 29 1 0 1 (0.00000000 1.00000000) *
## 595299) Ingreso< 34.5 2 0 1 (0.00000000 1.00000000) *
## 148825) Experiencia>=6.965612 10 5 0 (0.50000000 0.50000000)
## 297650) Edad>=31.5 8 3 0 (0.62500000 0.37500000)
## 595300) credito>=1.75 6 1 0 (0.83333333 0.16666667) *
## 595301) credito< 1.75 2 0 1 (0.00000000 1.00000000) *
## 297651) Edad< 31.5 2 0 1 (0.00000000 1.00000000) *
## 74413) Edad< 27.5 4 1 1 (0.25000000 0.75000000) *
## 37207) credito< 1.415 5 1 1 (0.20000000 0.80000000) *
## 4651) Ingreso>=82.5 10 4 1 (0.40000000 0.60000000)
## 9302) Edad>=29 8 4 0 (0.50000000 0.50000000)
## 18604) Edad< 31 1 0 0 (1.00000000 0.00000000) *
## 18605) Edad>=31 7 3 1 (0.42857143 0.57142857)
## 37210) credito>=2.75 1 0 0 (1.00000000 0.00000000) *
## 37211) credito< 2.75 6 2 1 (0.33333333 0.66666667)
## 74422) Experiencia>=8.5 3 1 0 (0.66666667 0.33333333)
## 148844) Edad< 34.5 2 0 0 (1.00000000 0.00000000) *
## 148845) Edad>=34.5 1 0 1 (0.00000000 1.00000000) *
## 74423) Experiencia< 8.5 3 0 1 (0.00000000 1.00000000) *
## 9303) Edad< 29 2 0 1 (0.00000000 1.00000000) *
## 1163) Experiencia>=10.15844 56 21 0 (0.62500000 0.37500000)
## 2326) Ingreso>=33 54 19 0 (0.64814815 0.35185185)
## 4652) Ingreso< 44 10 1 0 (0.90000000 0.10000000) *
## 4653) Ingreso>=44 44 18 0 (0.59090909 0.40909091)
## 9306) credito>=0.85 39 14 0 (0.64102564 0.35897436)
## 18612) Experiencia>=10.48667 38 13 0 (0.65789474 0.34210526)
## 37224) credito>=3.95 4 0 0 (1.00000000 0.00000000) *
## 37225) credito< 3.95 34 13 0 (0.61764706 0.38235294)
## 74450) Edad< 39.5 32 11 0 (0.65625000 0.34375000)
## 148900) credito< 2.9 25 7 0 (0.72000000 0.28000000)
## 297800) Ingreso>=75.55023 12 1 0 (0.91666667 0.08333333) *
## 297801) Ingreso< 75.55023 13 6 0 (0.53846154 0.46153846)
## 595602) Experiencia>=11.5 10 3 0 (0.70000000 0.30000000)
## 1191204) Ingreso< 50.5 3 0 0 (1.00000000 0.00000000) *
## 1191205) Ingreso>=50.5 7 3 0 (0.57142857 0.42857143)
## 2382410) servicios.online=1 3 0 0 (1.00000000 0.00000000) *
## 2382411) servicios.online=0 4 1 1 (0.25000000 0.75000000)
## 4764822) Experiencia< 12.87919 1 0 0 (1.00000000 0.00000000) *
## 4764823) Experiencia>=12.87919 3 0 1 (0.00000000 1.00000000) *
## 595603) Experiencia< 11.5 3 0 1 (0.00000000 1.00000000) *
## 148901) credito>=2.9 7 3 1 (0.42857143 0.57142857)
## 297802) Ingreso< 80 3 0 0 (1.00000000 0.00000000) *
## 297803) Ingreso>=80 4 0 1 (0.00000000 1.00000000) *
## 74451) Edad>=39.5 2 0 1 (0.00000000 1.00000000) *
## 18613) Experiencia< 10.48667 1 0 1 (0.00000000 1.00000000) *
## 9307) credito< 0.85 5 1 1 (0.20000000 0.80000000) *
## 2327) Ingreso< 33 2 0 1 (0.00000000 1.00000000) *
## 291) Ingreso< 28.5 4 1 1 (0.25000000 0.75000000)
## 582) Experiencia< 4.5 1 0 0 (1.00000000 0.00000000) *
## 583) Experiencia>=4.5 3 0 1 (0.00000000 1.00000000) *
## 73) Ingreso< 11.5 8 4 0 (0.50000000 0.50000000)
## 146) Experiencia>=6.135231 6 2 0 (0.66666667 0.33333333)
## 292) Experiencia< 9.887801 2 0 0 (1.00000000 0.00000000) *
## 293) Experiencia>=9.887801 4 2 0 (0.50000000 0.50000000)
## 586) Edad>=35 3 1 0 (0.66666667 0.33333333)
## 1172) Ingreso>=10 2 0 0 (1.00000000 0.00000000) *
## 1173) Ingreso< 10 1 0 1 (0.00000000 1.00000000) *
## 587) Edad< 35 1 0 1 (0.00000000 1.00000000) *
## 147) Experiencia< 6.135231 2 0 1 (0.00000000 1.00000000) *
## 37) credito>=5.6 31 12 0 (0.61290323 0.38709677)
## 74) Ingreso>=122.5 28 9 0 (0.67857143 0.32142857)
## 148) Ingreso< 140.9037 7 0 0 (1.00000000 0.00000000) *
## 149) Ingreso>=140.9037 21 9 0 (0.57142857 0.42857143)
## 298) Ingreso>=158.5 11 2 0 (0.81818182 0.18181818)
## 596) Edad< 40 10 1 0 (0.90000000 0.10000000) *
## 597) Edad>=40 1 0 1 (0.00000000 1.00000000) *
## 299) Ingreso< 158.5 10 3 1 (0.30000000 0.70000000)
## 598) servicios.online=0 6 3 0 (0.50000000 0.50000000)
## 1196) Edad>=24 5 2 0 (0.60000000 0.40000000)
## 2392) Edad< 36.5 2 0 0 (1.00000000 0.00000000) *
## 2393) Edad>=36.5 3 1 1 (0.33333333 0.66666667)
## 4786) Edad>=46.77479 1 0 0 (1.00000000 0.00000000) *
## 4787) Edad< 46.77479 2 0 1 (0.00000000 1.00000000) *
## 1197) Edad< 24 1 0 1 (0.00000000 1.00000000) *
## 599) servicios.online=1 4 0 1 (0.00000000 1.00000000) *
## 75) Ingreso< 122.5 3 0 1 (0.00000000 1.00000000) *
## 19) Experiencia>=22.09617 304 95 0 (0.68750000 0.31250000)
## 38) Edad>=47.77384 291 87 0 (0.70103093 0.29896907)
## 76) Ingreso>=184 8 0 0 (1.00000000 0.00000000) *
## 77) Ingreso< 184 283 87 0 (0.69257951 0.30742049)
## 154) credito< 1.85 187 51 0 (0.72727273 0.27272727)
## 308) Ingreso>=51.48645 97 21 0 (0.78350515 0.21649485)
## 616) Experiencia>=22.30023 96 20 0 (0.79166667 0.20833333)
## 1232) Experiencia< 25.13518 38 4 0 (0.89473684 0.10526316)
## 2464) credito< 1.45 32 2 0 (0.93750000 0.06250000) *
## 2465) credito>=1.45 6 2 0 (0.66666667 0.33333333)
## 4930) Edad>=50.5 3 0 0 (1.00000000 0.00000000) *
## 4931) Edad< 50.5 3 1 1 (0.33333333 0.66666667)
## 9862) Edad< 49 1 0 0 (1.00000000 0.00000000) *
## 9863) Edad>=49 2 0 1 (0.00000000 1.00000000) *
## 1233) Experiencia>=25.13518 58 16 0 (0.72413793 0.27586207)
## 2466) credito>=0.05 52 12 0 (0.76923077 0.23076923)
## 4932) Ingreso< 75.45304 26 4 0 (0.84615385 0.15384615)
## 9864) servicios.online=1 16 1 0 (0.93750000 0.06250000) *
## 9865) servicios.online=0 10 3 0 (0.70000000 0.30000000)
## 19730) Ingreso>=66 4 0 0 (1.00000000 0.00000000) *
## 19731) Ingreso< 66 6 3 0 (0.50000000 0.50000000)
## 39462) Experiencia>=27.87633 4 1 0 (0.75000000 0.25000000)
## 78924) Ingreso< 59.5 3 0 0 (1.00000000 0.00000000) *
## 78925) Ingreso>=59.5 1 0 1 (0.00000000 1.00000000) *
## 39463) Experiencia< 27.87633 2 0 1 (0.00000000 1.00000000) *
## 4933) Ingreso>=75.45304 26 8 0 (0.69230769 0.30769231)
## 9866) Ingreso>=76.95304 25 7 0 (0.72000000 0.28000000)
## 19732) credito< 0.95 13 2 0 (0.84615385 0.15384615) *
## 19733) credito>=0.95 12 5 0 (0.58333333 0.41666667)
## 39466) Ingreso>=162.5 2 0 0 (1.00000000 0.00000000) *
## 39467) Ingreso< 162.5 10 5 0 (0.50000000 0.50000000)
## 78934) credito>=1.1 8 3 0 (0.62500000 0.37500000)
## 157868) Edad>=50.5 7 2 0 (0.71428571 0.28571429) *
## 157869) Edad< 50.5 1 0 1 (0.00000000 1.00000000) *
## 78935) credito< 1.1 2 0 1 (0.00000000 1.00000000) *
## 9867) Ingreso< 76.95304 1 0 1 (0.00000000 1.00000000) *
## 2467) credito< 0.05 6 2 1 (0.33333333 0.66666667)
## 4934) Experiencia>=27.5 3 1 0 (0.66666667 0.33333333)
## 9868) Experiencia< 34.50146 2 0 0 (1.00000000 0.00000000) *
## 9869) Experiencia>=34.50146 1 0 1 (0.00000000 1.00000000) *
## 4935) Experiencia< 27.5 3 0 1 (0.00000000 1.00000000) *
## 617) Experiencia< 22.30023 1 0 1 (0.00000000 1.00000000) *
## 309) Ingreso< 51.48645 90 30 0 (0.66666667 0.33333333)
## 618) Experiencia>=25.5 57 15 0 (0.73684211 0.26315789)
## 1236) Ingreso< 47.38641 53 12 0 (0.77358491 0.22641509)
## 2472) Edad< 52.48665 14 0 0 (1.00000000 0.00000000) *
## 2473) Edad>=52.48665 39 12 0 (0.69230769 0.30769231)
## 4946) Edad>=53.5 33 8 0 (0.75757576 0.24242424)
## 9892) credito< 1.25 18 2 0 (0.88888889 0.11111111) *
## 9893) credito>=1.25 15 6 0 (0.60000000 0.40000000)
## 19786) Ingreso>=38.5 4 0 0 (1.00000000 0.00000000) *
## 19787) Ingreso< 38.5 11 5 1 (0.45454545 0.54545455)
## 39574) Edad< 57.5 8 3 0 (0.62500000 0.37500000)
## 79148) servicios.online=1 3 0 0 (1.00000000 0.00000000) *
## 79149) servicios.online=0 5 2 1 (0.40000000 0.60000000)
## 158298) Edad< 54.34711 1 0 0 (1.00000000 0.00000000) *
## 158299) Edad>=54.34711 4 1 1 (0.25000000 0.75000000) *
## 39575) Edad>=57.5 3 0 1 (0.00000000 1.00000000) *
## 4947) Edad< 53.5 6 2 1 (0.33333333 0.66666667)
## 9894) credito>=0.9 1 0 0 (1.00000000 0.00000000) *
## 9895) credito< 0.9 5 1 1 (0.20000000 0.80000000) *
## 1237) Ingreso>=47.38641 4 1 1 (0.25000000 0.75000000)
## 2474) educacion=3 1 0 0 (1.00000000 0.00000000) *
## 2475) educacion=1,2 3 0 1 (0.00000000 1.00000000) *
## 619) Experiencia< 25.5 33 15 0 (0.54545455 0.45454545)
## 1238) Ingreso< 30.5 21 7 0 (0.66666667 0.33333333)
## 2476) Ingreso>=20.5 11 1 0 (0.90909091 0.09090909) *
## 2477) Ingreso< 20.5 10 4 1 (0.40000000 0.60000000)
## 4954) Edad>=48.5 8 4 0 (0.50000000 0.50000000)
## 9908) Edad< 49.5 2 0 0 (1.00000000 0.00000000) *
## 9909) Edad>=49.5 6 2 1 (0.33333333 0.66666667)
## 19818) Ingreso< 16.5 3 1 0 (0.66666667 0.33333333) *
## 19819) Ingreso>=16.5 3 0 1 (0.00000000 1.00000000) *
## 4955) Edad< 48.5 2 0 1 (0.00000000 1.00000000) *
## 1239) Ingreso>=30.5 12 4 1 (0.33333333 0.66666667)
## 2478) credito>=1.25 6 2 0 (0.66666667 0.33333333)
## 4956) Edad< 50.5 5 1 0 (0.80000000 0.20000000)
## 9912) credito< 1.5 4 0 0 (1.00000000 0.00000000) *
## 9913) credito>=1.5 1 0 1 (0.00000000 1.00000000) *
## 4957) Edad>=50.5 1 0 1 (0.00000000 1.00000000) *
## 2479) credito< 1.25 6 0 1 (0.00000000 1.00000000) *
## 155) credito>=1.85 96 36 0 (0.62500000 0.37500000)
## 310) credito>=4.15 32 7 0 (0.78125000 0.21875000)
## 620) credito< 4.95 15 1 0 (0.93333333 0.06666667) *
## 621) credito>=4.95 17 6 0 (0.64705882 0.35294118)
## 1242) credito>=5.05 15 4 0 (0.73333333 0.26666667)
## 2484) Edad< 58.5 14 3 0 (0.78571429 0.21428571)
## 4968) Ingreso< 182 13 2 0 (0.84615385 0.15384615)
## 9936) Edad>=50.46386 8 0 0 (1.00000000 0.00000000) *
## 9937) Edad< 50.46386 5 2 0 (0.60000000 0.40000000)
## 19874) Ingreso< 153.5 3 0 0 (1.00000000 0.00000000) *
## 19875) Ingreso>=153.5 2 0 1 (0.00000000 1.00000000) *
## 4969) Ingreso>=182 1 0 1 (0.00000000 1.00000000) *
## 2485) Edad>=58.5 1 0 1 (0.00000000 1.00000000) *
## 1243) credito< 5.05 2 0 1 (0.00000000 1.00000000) *
## 311) credito< 4.15 64 29 0 (0.54687500 0.45312500)
## 622) Ingreso< 118.2933 54 21 0 (0.61111111 0.38888889)
## 1244) Edad< 50.10605 15 3 0 (0.80000000 0.20000000)
## 2488) credito>=2.45 14 2 0 (0.85714286 0.14285714) *
## 2489) credito< 2.45 1 0 1 (0.00000000 1.00000000) *
## 1245) Edad>=50.10605 39 18 0 (0.53846154 0.46153846)
## 2490) Edad>=55.5 19 6 0 (0.68421053 0.31578947)
## 4980) Edad< 58.63961 15 3 0 (0.80000000 0.20000000)
## 9960) Ingreso>=67 9 0 0 (1.00000000 0.00000000) *
## 9961) Ingreso< 67 6 3 0 (0.50000000 0.50000000)
## 19922) servicios.online=0 3 0 0 (1.00000000 0.00000000) *
## 19923) servicios.online=1 3 0 1 (0.00000000 1.00000000) *
## 4981) Edad>=58.63961 4 1 1 (0.25000000 0.75000000)
## 9962) credito>=3.6 1 0 0 (1.00000000 0.00000000) *
## 9963) credito< 3.6 3 0 1 (0.00000000 1.00000000) *
## 2491) Edad< 55.5 20 8 1 (0.40000000 0.60000000)
## 4982) educacion=1 6 1 0 (0.83333333 0.16666667)
## 9964) Ingreso< 102.5 5 0 0 (1.00000000 0.00000000) *
## 9965) Ingreso>=102.5 1 0 1 (0.00000000 1.00000000) *
## 4983) educacion=2,3 14 3 1 (0.21428571 0.78571429)
## 9966) Ingreso>=89.5 6 3 0 (0.50000000 0.50000000)
## 19932) Edad< 54 4 1 0 (0.75000000 0.25000000)
## 39864) Edad>=50.60605 3 0 0 (1.00000000 0.00000000) *
## 39865) Edad< 50.60605 1 0 1 (0.00000000 1.00000000) *
## 19933) Edad>=54 2 0 1 (0.00000000 1.00000000) *
## 9967) Ingreso< 89.5 8 0 1 (0.00000000 1.00000000) *
## 623) Ingreso>=118.2933 10 2 1 (0.20000000 0.80000000)
## 1246) Ingreso>=142.5 6 2 1 (0.33333333 0.66666667)
## 2492) Ingreso< 160.5 2 0 0 (1.00000000 0.00000000) *
## 2493) Ingreso>=160.5 4 0 1 (0.00000000 1.00000000) *
## 1247) Ingreso< 142.5 4 0 1 (0.00000000 1.00000000) *
## 39) Edad< 47.77384 13 5 1 (0.38461538 0.61538462)
## 78) credito< 0.95 5 1 0 (0.80000000 0.20000000)
## 156) Ingreso< 63.96611 4 0 0 (1.00000000 0.00000000) *
## 157) Ingreso>=63.96611 1 0 1 (0.00000000 1.00000000) *
## 79) credito>=0.95 8 1 1 (0.12500000 0.87500000) *
## 5) Familia>=1.5 2031 614 0 (0.69768587 0.30231413)
## 10) credito< 0.05 45 8 0 (0.82222222 0.17777778)
## 20) servicios.online=0 20 1 0 (0.95000000 0.05000000) *
## 21) servicios.online=1 25 7 0 (0.72000000 0.28000000)
## 42) educacion=2,3 11 1 0 (0.90909091 0.09090909) *
## 43) educacion=1 14 6 0 (0.57142857 0.42857143)
## 86) Edad< 27.5 3 0 0 (1.00000000 0.00000000) *
## 87) Edad>=27.5 11 5 1 (0.45454545 0.54545455)
## 174) Edad>=32 9 4 0 (0.55555556 0.44444444)
## 348) Experiencia< 10 2 0 0 (1.00000000 0.00000000) *
## 349) Experiencia>=10 7 3 1 (0.42857143 0.57142857)
## 698) Ingreso< 20 1 0 0 (1.00000000 0.00000000) *
## 699) Ingreso>=20 6 2 1 (0.33333333 0.66666667) *
## 175) Edad< 32 2 0 1 (0.00000000 1.00000000) *
## 11) credito>=0.05 1986 606 0 (0.69486405 0.30513595)
## 22) Experiencia< 36.7832 1897 571 0 (0.69899842 0.30100158)
## 44) Experiencia>=34.45719 93 18 0 (0.80645161 0.19354839)
## 88) educacion=2,3 51 5 0 (0.90196078 0.09803922) *
## 89) educacion=1 42 13 0 (0.69047619 0.30952381)
## 178) credito>=2.05 18 3 0 (0.83333333 0.16666667)
## 356) credito< 3.6 13 0 0 (1.00000000 0.00000000) *
## 357) credito>=3.6 5 2 1 (0.40000000 0.60000000)
## 714) Edad< 59.5 2 0 0 (1.00000000 0.00000000) *
## 715) Edad>=59.5 3 0 1 (0.00000000 1.00000000) *
## 179) credito< 2.05 24 10 0 (0.58333333 0.41666667)
## 358) Ingreso< 41.5 11 2 0 (0.81818182 0.18181818)
## 716) credito>=0.45 6 0 0 (1.00000000 0.00000000) *
## 717) credito< 0.45 5 2 0 (0.60000000 0.40000000)
## 1434) Ingreso>=35.5 3 0 0 (1.00000000 0.00000000) *
## 1435) Ingreso< 35.5 2 0 1 (0.00000000 1.00000000) *
## 359) Ingreso>=41.5 13 5 1 (0.38461538 0.61538462)
## 718) Ingreso>=49.37969 10 5 0 (0.50000000 0.50000000)
## 1436) Ingreso< 51.26265 2 0 0 (1.00000000 0.00000000) *
## 1437) Ingreso>=51.26265 8 3 1 (0.37500000 0.62500000)
## 2874) credito< 0.45 1 0 0 (1.00000000 0.00000000) *
## 2875) credito>=0.45 7 2 1 (0.28571429 0.71428571)
## 5750) Experiencia< 35.5 5 2 1 (0.40000000 0.60000000)
## 11500) Edad< 58.87579 1 0 0 (1.00000000 0.00000000) *
## 11501) Edad>=58.87579 4 1 1 (0.25000000 0.75000000)
## 23002) Edad>=59.5 1 0 0 (1.00000000 0.00000000) *
## 23003) Edad< 59.5 3 0 1 (0.00000000 1.00000000) *
## 5751) Experiencia>=35.5 2 0 1 (0.00000000 1.00000000) *
## 719) Ingreso< 49.37969 3 0 1 (0.00000000 1.00000000) *
## 45) Experiencia< 34.45719 1804 553 0 (0.69345898 0.30654102)
## 90) Edad< 56.02794 1604 477 0 (0.70261845 0.29738155)
## 180) Ingreso>=31.19732 1353 390 0 (0.71175166 0.28824834)
## 360) Experiencia>=30.05475 30 4 0 (0.86666667 0.13333333)
## 720) Ingreso>=62 20 1 0 (0.95000000 0.05000000) *
## 721) Ingreso< 62 10 3 0 (0.70000000 0.30000000)
## 1442) Ingreso< 51.92125 6 0 0 (1.00000000 0.00000000) *
## 1443) Ingreso>=51.92125 4 1 1 (0.25000000 0.75000000)
## 2886) credito>=2.05 1 0 0 (1.00000000 0.00000000) *
## 2887) credito< 2.05 3 0 1 (0.00000000 1.00000000) *
## 361) Experiencia< 30.05475 1323 386 0 (0.70823885 0.29176115)
## 722) credito>=0.35 1211 346 0 (0.71428571 0.28571429)
## 1444) Ingreso< 72.5 584 153 0 (0.73801370 0.26198630)
## 2888) Edad< 50.5 461 109 0 (0.76355748 0.23644252)
## 5776) credito>=0.635 401 89 0 (0.77805486 0.22194514)
## 11552) Edad< 43.71878 310 62 0 (0.80000000 0.20000000)
## 23104) Ingreso>=69.1165 28 1 0 (0.96428571 0.03571429) *
## 23105) Ingreso< 69.1165 282 61 0 (0.78368794 0.21631206)
## 46210) credito< 0.95 42 4 0 (0.90476190 0.09523810)
## 92420) Ingreso< 48.78053 18 0 0 (1.00000000 0.00000000) *
## 92421) Ingreso>=48.78053 24 4 0 (0.83333333 0.16666667)
## 184842) Ingreso>=50.5 23 3 0 (0.86956522 0.13043478)
## 369684) cuenta.de.ahorros=0 22 2 0 (0.90909091 0.09090909) *
## 369685) cuenta.de.ahorros=1 1 0 1 (0.00000000 1.00000000) *
## 184843) Ingreso< 50.5 1 0 1 (0.00000000 1.00000000) *
## 46211) credito>=0.95 240 57 0 (0.76250000 0.23750000)
## 92422) credito>=2.365 38 5 0 (0.86842105 0.13157895)
## 184844) Edad< 41.34913 35 3 0 (0.91428571 0.08571429)
## 369688) credito< 2.735 20 0 0 (1.00000000 0.00000000) *
## 369689) credito>=2.735 15 3 0 (0.80000000 0.20000000)
## 739378) credito>=3.05 6 0 0 (1.00000000 0.00000000) *
## 739379) credito< 3.05 9 3 0 (0.66666667 0.33333333)
## 1478758) Ingreso< 64 7 1 0 (0.85714286 0.14285714) *
## 1478759) Ingreso>=64 2 0 1 (0.00000000 1.00000000) *
## 184845) Edad>=41.34913 3 1 1 (0.33333333 0.66666667)
## 369690) Experiencia>=17.5 1 0 0 (1.00000000 0.00000000) *
## 369691) Experiencia< 17.5 2 0 1 (0.00000000 1.00000000) *
## 92423) credito< 2.365 202 52 0 (0.74257426 0.25742574)
## 184846) credito< 2.25 190 46 0 (0.75789474 0.24210526)
## 369692) Ingreso>=56.66266 48 7 0 (0.85416667 0.14583333)
## 739384) Edad< 33.5 20 0 0 (1.00000000 0.00000000) *
## 739385) Edad>=33.5 28 7 0 (0.75000000 0.25000000)
## 1478770) Experiencia>=8.75964 26 5 0 (0.80769231 0.19230769)
## 2957540) credito>=1.15 25 4 0 (0.84000000 0.16000000)
## 5915080) Edad< 40.5 20 2 0 (0.90000000 0.10000000)
## 11830160) Experiencia>=11.5 12 0 0 (1.00000000 0.00000000) *
## 11830161) Experiencia< 11.5 8 2 0 (0.75000000 0.25000000)
## 23660322) Ingreso< 67.08315 7 1 0 (0.85714286 0.14285714)
## 47320644) educacion=2,3 6 0 0 (1.00000000 0.00000000) *
## 47320645) educacion=1 1 0 1 (0.00000000 1.00000000) *
## 23660323) Ingreso>=67.08315 1 0 1 (0.00000000 1.00000000) *
## 5915081) Edad>=40.5 5 2 0 (0.60000000 0.40000000)
## 11830162) Edad>=42.5 2 0 0 (1.00000000 0.00000000) *
## 11830163) Edad< 42.5 3 1 1 (0.33333333 0.66666667) *
## 2957541) credito< 1.15 1 0 1 (0.00000000 1.00000000) *
## 1478771) Experiencia< 8.75964 2 0 1 (0.00000000 1.00000000) *
## 369693) Ingreso< 56.66266 142 39 0 (0.72535211 0.27464789)
## 739386) Ingreso< 55.382 140 37 0 (0.73571429 0.26428571)
## 1478772) Experiencia>=14.5 24 3 0 (0.87500000 0.12500000)
## 2957544) credito< 2.15 14 0 0 (1.00000000 0.00000000) *
## 2957545) credito>=2.15 10 3 0 (0.70000000 0.30000000)
## 5915090) Edad>=39.5 9 2 0 (0.77777778 0.22222222)
## 11830180) Ingreso>=39 8 1 0 (0.87500000 0.12500000) *
## 11830181) Ingreso< 39 1 0 1 (0.00000000 1.00000000) *
## 5915091) Edad< 39.5 1 0 1 (0.00000000 1.00000000) *
## 1478773) Experiencia< 14.5 116 34 0 (0.70689655 0.29310345)
## 2957546) Experiencia< 0.5 11 1 0 (0.90909091 0.09090909)
## 5915092) Edad< 28.87345 10 0 0 (1.00000000 0.00000000) *
## 5915093) Edad>=28.87345 1 0 1 (0.00000000 1.00000000) *
## 2957547) Experiencia>=0.5 105 33 0 (0.68571429 0.31428571)
## 5915094) Edad>=28.5 84 23 0 (0.72619048 0.27380952)
## 11830188) Edad< 40.10867 81 21 0 (0.74074074 0.25925926)
## 23660376) Experiencia< 3.5 11 1 0 (0.90909091 0.09090909) *
## 23660377) Experiencia>=3.5 70 20 0 (0.71428571 0.28571429)
## 47320754) Experiencia>=4.02886 65 17 0 (0.73846154 0.26153846)
## 94641508) Edad< 30.77936 7 0 0 (1.00000000 0.00000000) *
## 94641509) Edad>=30.77936 58 17 0 (0.70689655 0.29310345)
## 189283018) Edad>=31.94308 54 14 0 (0.74074074 0.25925926)
## 378566036) credito>=2.15 4 0 0 (1.00000000 0.00000000) *
## 378566037) credito< 2.15 50 14 0 (0.72000000 0.28000000)
## 757132074) credito< 2.05 48 12 0 (0.75000000 0.25000000) *
## 757132075) credito>=2.05 2 0 1 (0.00000000 1.00000000) *
## 189283019) Edad< 31.94308 4 1 1 (0.25000000 0.75000000)
## 378566038) educacion=3 1 0 0 (1.00000000 0.00000000) *
## 378566039) educacion=2 3 0 1 (0.00000000 1.00000000) *
## 47320755) Experiencia< 4.02886 5 2 1 (0.40000000 0.60000000)
## 94641510) Edad< 29.5 1 0 0 (1.00000000 0.00000000) *
## 94641511) Edad>=29.5 4 1 1 (0.25000000 0.75000000)
## 189283022) Ingreso< 39.5 1 0 0 (1.00000000 0.00000000) *
## 189283023) Ingreso>=39.5 3 0 1 (0.00000000 1.00000000) *
## 11830189) Edad>=40.10867 3 1 1 (0.33333333 0.66666667)
## 23660378) Edad>=42.5 1 0 0 (1.00000000 0.00000000) *
## 23660379) Edad< 42.5 2 0 1 (0.00000000 1.00000000) *
## 5915095) Edad< 28.5 21 10 0 (0.52380952 0.47619048)
## 11830190) Familia< 3.5 10 2 0 (0.80000000 0.20000000)
## 23660380) credito< 1.65 7 0 0 (1.00000000 0.00000000) *
## 23660381) credito>=1.65 3 1 1 (0.33333333 0.66666667)
## 47320762) servicios.online=1 1 0 0 (1.00000000 0.00000000) *
## 47320763) servicios.online=0 2 0 1 (0.00000000 1.00000000) *
## 11830191) Familia>=3.5 11 3 1 (0.27272727 0.72727273)
## 23660382) cuenta.de.ahorros=1 1 0 0 (1.00000000 0.00000000) *
## 23660383) cuenta.de.ahorros=0 10 2 1 (0.20000000 0.80000000)
## 47320766) educacion=2 5 2 1 (0.40000000 0.60000000)
## 94641532) Experiencia>=1.5 3 1 0 (0.66666667 0.33333333)
## 189283064) Experiencia< 2.5 2 0 0 (1.00000000 0.00000000) *
## 189283065) Experiencia>=2.5 1 0 1 (0.00000000 1.00000000) *
## 94641533) Experiencia< 1.5 2 0 1 (0.00000000 1.00000000) *
## 47320767) educacion=1,3 5 0 1 (0.00000000 1.00000000) *
## 739387) Ingreso>=55.382 2 0 1 (0.00000000 1.00000000) *
## 184847) credito>=2.25 12 6 0 (0.50000000 0.50000000)
## 369694) Experiencia>=11.63031 4 0 0 (1.00000000 0.00000000) *
## 369695) Experiencia< 11.63031 8 2 1 (0.25000000 0.75000000)
## 739390) Ingreso< 46.5 1 0 0 (1.00000000 0.00000000) *
## 739391) Ingreso>=46.5 7 1 1 (0.14285714 0.85714286) *
## 11553) Edad>=43.71878 91 27 0 (0.70329670 0.29670330)
## 23106) Ingreso< 69.00762 83 21 0 (0.74698795 0.25301205)
## 46212) Experiencia>=17.5 81 19 0 (0.76543210 0.23456790)
## 92424) credito>=0.85 70 13 0 (0.81428571 0.18571429)
## 184848) educacion=2 25 2 0 (0.92000000 0.08000000)
## 369696) Ingreso< 60.75417 20 0 0 (1.00000000 0.00000000) *
## 369697) Ingreso>=60.75417 5 2 0 (0.60000000 0.40000000)
## 739394) Ingreso>=63 3 0 0 (1.00000000 0.00000000) *
## 739395) Ingreso< 63 2 0 1 (0.00000000 1.00000000) *
## 184849) educacion=1,3 45 11 0 (0.75555556 0.24444444)
## 369698) Ingreso>=65.04806 5 0 0 (1.00000000 0.00000000) *
## 369699) Ingreso< 65.04806 40 11 0 (0.72500000 0.27500000)
## 739398) Experiencia>=18.5 39 10 0 (0.74358974 0.25641026)
## 1478796) Ingreso< 64.69606 38 9 0 (0.76315789 0.23684211)
## 2957592) Ingreso< 38.5 6 0 0 (1.00000000 0.00000000) *
## 2957593) Ingreso>=38.5 32 9 0 (0.71875000 0.28125000)
## 5915186) Edad< 44.5 4 0 0 (1.00000000 0.00000000) *
## 5915187) Edad>=44.5 28 9 0 (0.67857143 0.32142857)
## 11830374) Experiencia>=22.5 13 2 0 (0.84615385 0.15384615)
## 23660748) Ingreso< 63.5 12 1 0 (0.91666667 0.08333333) *
## 23660749) Ingreso>=63.5 1 0 1 (0.00000000 1.00000000) *
## 11830375) Experiencia< 22.5 15 7 0 (0.53333333 0.46666667)
## 23660750) Ingreso>=58.88388 3 0 0 (1.00000000 0.00000000) *
## 23660751) Ingreso< 58.88388 12 5 1 (0.41666667 0.58333333)
## 47321502) credito< 2 6 2 0 (0.66666667 0.33333333)
## 94643004) Edad< 46.5 5 1 0 (0.80000000 0.20000000)
## 189286008) Familia>=3 4 0 0 (1.00000000 0.00000000) *
## 189286009) Familia< 3 1 0 1 (0.00000000 1.00000000) *
## 94643005) Edad>=46.5 1 0 1 (0.00000000 1.00000000) *
## 47321503) credito>=2 6 1 1 (0.16666667 0.83333333) *
## 1478797) Ingreso>=64.69606 1 0 1 (0.00000000 1.00000000) *
## 739399) Experiencia< 18.5 1 0 1 (0.00000000 1.00000000) *
## 92425) credito< 0.85 11 5 1 (0.45454545 0.54545455)
## 184850) Edad>=48.5 3 0 0 (1.00000000 0.00000000) *
## 184851) Edad< 48.5 8 2 1 (0.25000000 0.75000000)
## 369702) Ingreso< 46.21383 3 1 0 (0.66666667 0.33333333)
## 739404) Edad< 47 2 0 0 (1.00000000 0.00000000) *
## 739405) Edad>=47 1 0 1 (0.00000000 1.00000000) *
## 369703) Ingreso>=46.21383 5 0 1 (0.00000000 1.00000000) *
## 46213) Experiencia< 17.5 2 0 1 (0.00000000 1.00000000) *
## 23107) Ingreso>=69.00762 8 2 1 (0.25000000 0.75000000)
## 46214) educacion=2 1 0 0 (1.00000000 0.00000000) *
## 46215) educacion=1,3 7 1 1 (0.14285714 0.85714286) *
## 5777) credito< 0.635 60 20 0 (0.66666667 0.33333333)
## 11554) Edad>=38.5 41 9 0 (0.78048780 0.21951220)
## 23108) Ingreso>=58.5 15 1 0 (0.93333333 0.06666667)
## 46216) Edad< 48.5 14 0 0 (1.00000000 0.00000000) *
## 46217) Edad>=48.5 1 0 1 (0.00000000 1.00000000) *
## 23109) Ingreso< 58.5 26 8 0 (0.69230769 0.30769231)
## 46218) Ingreso< 50.5 21 4 0 (0.80952381 0.19047619)
## 92436) Ingreso>=34.19846 14 1 0 (0.92857143 0.07142857) *
## 92437) Ingreso< 34.19846 7 3 0 (0.57142857 0.42857143)
## 184874) Familia< 3.5 5 1 0 (0.80000000 0.20000000)
## 369748) Edad>=42.5 4 0 0 (1.00000000 0.00000000) *
## 369749) Edad< 42.5 1 0 1 (0.00000000 1.00000000) *
## 184875) Familia>=3.5 2 0 1 (0.00000000 1.00000000) *
## 46219) Ingreso>=50.5 5 1 1 (0.20000000 0.80000000) *
## 11555) Edad< 38.5 19 8 1 (0.42105263 0.57894737)
## 23110) Ingreso>=49.20176 10 3 0 (0.70000000 0.30000000)
## 46220) Edad< 37.3274 5 0 0 (1.00000000 0.00000000) *
## 46221) Edad>=37.3274 5 2 1 (0.40000000 0.60000000)
## 92442) Experiencia>=13.5 1 0 0 (1.00000000 0.00000000) *
## 92443) Experiencia< 13.5 4 1 1 (0.25000000 0.75000000)
## 184886) Ingreso>=64 1 0 0 (1.00000000 0.00000000) *
## 184887) Ingreso< 64 3 0 1 (0.00000000 1.00000000) *
## 23111) Ingreso< 49.20176 9 1 1 (0.11111111 0.88888889)
## 46222) Experiencia>=13.5 1 0 0 (1.00000000 0.00000000) *
## 46223) Experiencia< 13.5 8 0 1 (0.00000000 1.00000000) *
## 2889) Edad>=50.5 123 44 0 (0.64227642 0.35772358)
## 5778) educacion=1,3 70 20 0 (0.71428571 0.28571429)
## 11556) cuenta.de.ahorros=0 62 15 0 (0.75806452 0.24193548)
## 23112) Ingreso< 54.5 32 4 0 (0.87500000 0.12500000)
## 46224) Ingreso>=39.5 22 1 0 (0.95454545 0.04545455)
## 92448) credito>=0.5 21 0 0 (1.00000000 0.00000000) *
## 92449) credito< 0.5 1 0 1 (0.00000000 1.00000000) *
## 46225) Ingreso< 39.5 10 3 0 (0.70000000 0.30000000)
## 92450) Experiencia>=28.5 3 0 0 (1.00000000 0.00000000) *
## 92451) Experiencia< 28.5 7 3 0 (0.57142857 0.42857143)
## 184902) Edad< 52.5 5 1 0 (0.80000000 0.20000000) *
## 184903) Edad>=52.5 2 0 1 (0.00000000 1.00000000) *
## 23113) Ingreso>=54.5 30 11 0 (0.63333333 0.36666667)
## 46226) Familia< 2.5 6 0 0 (1.00000000 0.00000000) *
## 46227) Familia>=2.5 24 11 0 (0.54166667 0.45833333)
## 92454) credito>=0.95 21 8 0 (0.61904762 0.38095238)
## 184908) Ingreso< 69.5 19 6 0 (0.68421053 0.31578947)
## 369816) Experiencia< 29.5 14 3 0 (0.78571429 0.21428571)
## 739632) Ingreso< 62.5 9 1 0 (0.88888889 0.11111111) *
## 739633) Ingreso>=62.5 5 2 0 (0.60000000 0.40000000)
## 1479266) Ingreso>=66.07236 2 0 0 (1.00000000 0.00000000) *
## 1479267) Ingreso< 66.07236 3 1 1 (0.33333333 0.66666667)
## 2958534) credito>=2.15 1 0 0 (1.00000000 0.00000000) *
## 2958535) credito< 2.15 2 0 1 (0.00000000 1.00000000) *
## 369817) Experiencia>=29.5 5 2 1 (0.40000000 0.60000000)
## 739634) Ingreso>=60.13388 3 1 0 (0.66666667 0.33333333)
## 1479268) Ingreso< 66.5 2 0 0 (1.00000000 0.00000000) *
## 1479269) Ingreso>=66.5 1 0 1 (0.00000000 1.00000000) *
## 739635) Ingreso< 60.13388 2 0 1 (0.00000000 1.00000000) *
## 184909) Ingreso>=69.5 2 0 1 (0.00000000 1.00000000) *
## 92455) credito< 0.95 3 0 1 (0.00000000 1.00000000) *
## 11557) cuenta.de.ahorros=1 8 3 1 (0.37500000 0.62500000)
## 23114) Experiencia>=29.5 2 0 0 (1.00000000 0.00000000) *
## 23115) Experiencia< 29.5 6 1 1 (0.16666667 0.83333333) *
## 5779) educacion=2 53 24 0 (0.54716981 0.45283019)
## 11558) Edad>=55.5 3 0 0 (1.00000000 0.00000000) *
## 11559) Edad< 55.5 50 24 0 (0.52000000 0.48000000)
## 23118) credito< 0.8 13 4 0 (0.69230769 0.30769231)
## 46236) Experiencia>=24 12 3 0 (0.75000000 0.25000000)
## 92472) Familia>=2.5 9 1 0 (0.88888889 0.11111111) *
## 92473) Familia< 2.5 3 1 1 (0.33333333 0.66666667)
## 184946) Ingreso>=36.5 1 0 0 (1.00000000 0.00000000) *
## 184947) Ingreso< 36.5 2 0 1 (0.00000000 1.00000000) *
## 46237) Experiencia< 24 1 0 1 (0.00000000 1.00000000) *
## 23119) credito>=0.8 37 17 1 (0.45945946 0.54054054)
## 46238) Edad>=52.5 22 9 0 (0.59090909 0.40909091)
## 92476) credito< 2.9 20 7 0 (0.65000000 0.35000000)
## 184952) Experiencia< 29.60124 16 4 0 (0.75000000 0.25000000)
## 369904) Ingreso< 60 10 1 0 (0.90000000 0.10000000) *
## 369905) Ingreso>=60 6 3 0 (0.50000000 0.50000000)
## 739810) credito< 1.8 2 0 0 (1.00000000 0.00000000) *
## 739811) credito>=1.8 4 1 1 (0.25000000 0.75000000) *
## 184953) Experiencia>=29.60124 4 1 1 (0.25000000 0.75000000) *
## 92477) credito>=2.9 2 0 1 (0.00000000 1.00000000) *
## 46239) Edad< 52.5 15 4 1 (0.26666667 0.73333333)
## 92478) Ingreso>=56.69737 5 1 0 (0.80000000 0.20000000)
## 184956) Experiencia< 27 4 0 0 (1.00000000 0.00000000) *
## 184957) Experiencia>=27 1 0 1 (0.00000000 1.00000000) *
## 92479) Ingreso< 56.69737 10 0 1 (0.00000000 1.00000000) *
## 1445) Ingreso>=72.5 627 193 0 (0.69218501 0.30781499)
## 2890) credito< 1.15 99 18 0 (0.81818182 0.18181818)
## 5780) Experiencia< 17.79605 54 5 0 (0.90740741 0.09259259) *
## 5781) Experiencia>=17.79605 45 13 0 (0.71111111 0.28888889)
## 11562) Experiencia>=20.0138 30 5 0 (0.83333333 0.16666667)
## 23124) Experiencia< 28.5 19 1 0 (0.94736842 0.05263158) *
## 23125) Experiencia>=28.5 11 4 0 (0.63636364 0.36363636)
## 46250) Experiencia>=29.06308 6 1 0 (0.83333333 0.16666667) *
## 46251) Experiencia< 29.06308 5 2 1 (0.40000000 0.60000000)
## 92502) Ingreso< 94.5 3 1 0 (0.66666667 0.33333333) *
## 92503) Ingreso>=94.5 2 0 1 (0.00000000 1.00000000) *
## 11563) Experiencia< 20.0138 15 7 1 (0.46666667 0.53333333)
## 23126) Experiencia< 19.5 12 5 0 (0.58333333 0.41666667)
## 46252) credito>=0.6 6 1 0 (0.83333333 0.16666667) *
## 46253) credito< 0.6 6 2 1 (0.33333333 0.66666667)
## 92506) educacion=1 3 1 0 (0.66666667 0.33333333)
## 185012) Ingreso>=82.5 2 0 0 (1.00000000 0.00000000) *
## 185013) Ingreso< 82.5 1 0 1 (0.00000000 1.00000000) *
## 92507) educacion=2,3 3 0 1 (0.00000000 1.00000000) *
## 23127) Experiencia>=19.5 3 0 1 (0.00000000 1.00000000) *
## 2891) credito>=1.15 528 175 0 (0.66856061 0.33143939)
## 5782) credito>=1.725 459 139 0 (0.69716776 0.30283224)
## 11564) Edad>=23.5 457 137 0 (0.70021882 0.29978118)
## 23128) educacion=2 115 27 0 (0.76521739 0.23478261)
## 46256) Experiencia>=19.5 42 6 0 (0.85714286 0.14285714)
## 92512) Ingreso>=94 24 1 0 (0.95833333 0.04166667) *
## 92513) Ingreso< 94 18 5 0 (0.72222222 0.27777778)
## 185026) Ingreso< 85.10969 16 3 0 (0.81250000 0.18750000)
## 370052) Experiencia>=21.5 15 2 0 (0.86666667 0.13333333)
## 740104) Familia< 3.5 14 1 0 (0.92857143 0.07142857) *
## 740105) Familia>=3.5 1 0 1 (0.00000000 1.00000000) *
## 370053) Experiencia< 21.5 1 0 1 (0.00000000 1.00000000) *
## 185027) Ingreso>=85.10969 2 0 1 (0.00000000 1.00000000) *
## 46257) Experiencia< 19.5 73 21 0 (0.71232877 0.28767123)
## 92514) Experiencia< 11.5 49 8 0 (0.83673469 0.16326531)
## 185028) credito< 6.1 45 6 0 (0.86666667 0.13333333)
## 370056) Ingreso>=76 43 5 0 (0.88372093 0.11627907)
## 740112) Ingreso< 171.5 36 3 0 (0.91666667 0.08333333) *
## 740113) Ingreso>=171.5 7 2 0 (0.71428571 0.28571429)
## 1480226) Ingreso>=182.5 5 0 0 (1.00000000 0.00000000) *
## 1480227) Ingreso< 182.5 2 0 1 (0.00000000 1.00000000) *
## 370057) Ingreso< 76 2 1 0 (0.50000000 0.50000000) *
## 185029) credito>=6.1 4 2 0 (0.50000000 0.50000000)
## 370058) Edad>=33 2 0 0 (1.00000000 0.00000000) *
## 370059) Edad< 33 2 0 1 (0.00000000 1.00000000) *
## 92515) Experiencia>=11.5 24 11 1 (0.45833333 0.54166667)
## 185030) Familia< 3.5 19 9 0 (0.52631579 0.47368421)
## 370060) Ingreso< 155 15 6 0 (0.60000000 0.40000000)
## 740120) Edad< 38.5 3 0 0 (1.00000000 0.00000000) *
## 740121) Edad>=38.5 12 6 0 (0.50000000 0.50000000)
## 1480242) credito>=3.575 2 0 0 (1.00000000 0.00000000) *
## 1480243) credito< 3.575 10 4 1 (0.40000000 0.60000000)
## 2960486) Edad>=44.02938 3 1 0 (0.66666667 0.33333333) *
## 2960487) Edad< 44.02938 7 2 1 (0.28571429 0.71428571)
## 5920974) Edad< 42 5 2 1 (0.40000000 0.60000000)
## 11841948) cuenta.de.ahorros=0 3 1 0 (0.66666667 0.33333333)
## 23683896) Experiencia>=13.5 2 0 0 (1.00000000 0.00000000) *
## 23683897) Experiencia< 13.5 1 0 1 (0.00000000 1.00000000) *
## 11841949) cuenta.de.ahorros=1 2 0 1 (0.00000000 1.00000000) *
## 5920975) Edad>=42 2 0 1 (0.00000000 1.00000000) *
## 370061) Ingreso>=155 4 1 1 (0.25000000 0.75000000)
## 740122) Ingreso>=165.5 1 0 0 (1.00000000 0.00000000) *
## 740123) Ingreso< 165.5 3 0 1 (0.00000000 1.00000000) *
## 185031) Familia>=3.5 5 1 1 (0.20000000 0.80000000) *
## 23129) educacion=1,3 342 110 0 (0.67836257 0.32163743)
## 46258) Ingreso>=136.8418 130 34 0 (0.73846154 0.26153846)
## 92516) Edad< 35.30596 38 2 0 (0.94736842 0.05263158) *
## 92517) Edad>=35.30596 92 32 0 (0.65217391 0.34782609)
## 185034) Experiencia>=11.5 88 28 0 (0.68181818 0.31818182)
## 370068) Edad< 43.64071 36 8 0 (0.77777778 0.22222222)
## 740136) Familia< 3.5 32 5 0 (0.84375000 0.15625000)
## 1480272) credito>=2.75 31 4 0 (0.87096774 0.12903226)
## 2960544) credito>=5.05 25 2 0 (0.92000000 0.08000000)
## 5921088) Edad>=37.5806 19 0 0 (1.00000000 0.00000000) *
## 5921089) Edad< 37.5806 6 2 0 (0.66666667 0.33333333)
## 11842178) Ingreso< 173.5 3 0 0 (1.00000000 0.00000000) *
## 11842179) Ingreso>=173.5 3 1 1 (0.33333333 0.66666667)
## 23684358) Ingreso>=191.5 1 0 0 (1.00000000 0.00000000) *
## 23684359) Ingreso< 191.5 2 0 1 (0.00000000 1.00000000) *
## 2960545) credito< 5.05 6 2 0 (0.66666667 0.33333333)
## 5921090) credito< 4.15 5 1 0 (0.80000000 0.20000000) *
## 5921091) credito>=4.15 1 0 1 (0.00000000 1.00000000) *
## 1480273) credito< 2.75 1 0 1 (0.00000000 1.00000000) *
## 740137) Familia>=3.5 4 1 1 (0.25000000 0.75000000)
## 1480274) Experiencia< 13 1 0 0 (1.00000000 0.00000000) *
## 1480275) Experiencia>=13 3 0 1 (0.00000000 1.00000000) *
## 370069) Edad>=43.64071 52 20 0 (0.61538462 0.38461538)
## 740138) credito< 2.75 5 0 0 (1.00000000 0.00000000) *
## 740139) credito>=2.75 47 20 0 (0.57446809 0.42553191)
## 1480278) cuenta.de.ahorros=1 4 0 0 (1.00000000 0.00000000) *
## 1480279) cuenta.de.ahorros=0 43 20 0 (0.53488372 0.46511628)
## 2960558) credito>=3.35 34 14 0 (0.58823529 0.41176471)
## 5921116) Ingreso< 193.5 26 9 0 (0.65384615 0.34615385)
## 11842232) Ingreso>=186.5 3 0 0 (1.00000000 0.00000000) *
## 11842233) Ingreso< 186.5 23 9 0 (0.60869565 0.39130435)
## 23684466) Ingreso< 156.0261 9 2 0 (0.77777778 0.22222222) *
## 23684467) Ingreso>=156.0261 14 7 0 (0.50000000 0.50000000)
## 47368934) credito< 4.85 5 1 0 (0.80000000 0.20000000) *
## 47368935) credito>=4.85 9 3 1 (0.33333333 0.66666667)
## 94737870) Experiencia< 18.5 1 0 0 (1.00000000 0.00000000) *
## 94737871) Experiencia>=18.5 8 2 1 (0.25000000 0.75000000)
## 189475742) credito>=8.5 1 0 0 (1.00000000 0.00000000) *
## 189475743) credito< 8.5 7 1 1 (0.14285714 0.85714286) *
## 5921117) Ingreso>=193.5 8 3 1 (0.37500000 0.62500000)
## 11842234) Experiencia< 17 1 0 0 (1.00000000 0.00000000) *
## 11842235) Experiencia>=17 7 2 1 (0.28571429 0.71428571) *
## 2960559) credito< 3.35 9 3 1 (0.33333333 0.66666667)
## 5921118) Edad>=45.5 6 3 0 (0.50000000 0.50000000)
## 11842236) Experiencia< 23.5 4 1 0 (0.75000000 0.25000000) *
## 11842237) Experiencia>=23.5 2 0 1 (0.00000000 1.00000000) *
## 5921119) Edad< 45.5 3 0 1 (0.00000000 1.00000000) *
## 185035) Experiencia< 11.5 4 0 1 (0.00000000 1.00000000) *
## 46259) Ingreso< 136.8418 212 76 0 (0.64150943 0.35849057)
## 92518) Experiencia>=5.13328 160 50 0 (0.68750000 0.31250000)
## 185036) Edad< 55.5 158 48 0 (0.69620253 0.30379747)
## 370072) Edad>=51.5 22 3 0 (0.86363636 0.13636364) *
## 370073) Edad< 51.5 136 45 0 (0.66911765 0.33088235)
## 740146) Experiencia< 6.611604 6 0 0 (1.00000000 0.00000000) *
## 740147) Experiencia>=6.611604 130 45 0 (0.65384615 0.34615385)
## 1480294) Edad>=33.56267 117 38 0 (0.67521368 0.32478632)
## 2960588) servicios.online=0 43 10 0 (0.76744186 0.23255814)
## 5921176) Edad< 38.5 15 1 0 (0.93333333 0.06666667) *
## 5921177) Edad>=38.5 28 9 0 (0.67857143 0.32142857)
## 11842354) Edad>=44.5 12 1 0 (0.91666667 0.08333333) *
## 11842355) Edad< 44.5 16 8 0 (0.50000000 0.50000000)
## 23684710) Ingreso< 129 14 6 0 (0.57142857 0.42857143)
## 47369420) credito>=4.55 3 0 0 (1.00000000 0.00000000) *
## 47369421) credito< 4.55 11 5 1 (0.45454545 0.54545455)
## 94738842) credito< 2.7 6 2 0 (0.66666667 0.33333333)
## 189477684) Ingreso< 107 5 1 0 (0.80000000 0.20000000) *
## 189477685) Ingreso>=107 1 0 1 (0.00000000 1.00000000) *
## 94738843) credito>=2.7 5 1 1 (0.20000000 0.80000000) *
## 23684711) Ingreso>=129 2 0 1 (0.00000000 1.00000000) *
## 2960589) servicios.online=1 74 28 0 (0.62162162 0.37837838)
## 5921178) Edad< 50.71848 72 26 0 (0.63888889 0.36111111)
## 11842356) credito< 6.9 70 24 0 (0.65714286 0.34285714)
## 23684712) Edad>=48.5 5 0 0 (1.00000000 0.00000000) *
## 23684713) Edad< 48.5 65 24 0 (0.63076923 0.36923077)
## 47369426) Experiencia< 20.5 54 17 0 (0.68518519 0.31481481)
## 94738852) Experiencia>=9.818654 49 14 0 (0.71428571 0.28571429)
## 189477704) Ingreso>=73.5 44 11 0 (0.75000000 0.25000000)
## 378955408) credito>=5.15 5 0 0 (1.00000000 0.00000000) *
## 378955409) credito< 5.15 39 11 0 (0.71794872 0.28205128)
## 757910818) credito< 4 37 9 0 (0.75675676 0.24324324) *
## 757910819) credito>=4 2 0 1 (0.00000000 1.00000000) *
## 189477705) Ingreso< 73.5 5 2 1 (0.40000000 0.60000000)
## 378955410) credito< 2.485 2 0 0 (1.00000000 0.00000000) *
## 378955411) credito>=2.485 3 0 1 (0.00000000 1.00000000) *
## 94738853) Experiencia< 9.818654 5 2 1 (0.40000000 0.60000000)
## 189477706) Edad< 37.5 3 1 0 (0.66666667 0.33333333)
## 378955412) Edad>=34.5 2 0 0 (1.00000000 0.00000000) *
## 378955413) Edad< 34.5 1 0 1 (0.00000000 1.00000000) *
## 189477707) Edad>=37.5 2 0 1 (0.00000000 1.00000000) *
## 47369427) Experiencia>=20.5 11 4 1 (0.36363636 0.63636364)
## 94738854) cuenta.de.ahorros=1 1 0 0 (1.00000000 0.00000000) *
## 94738855) cuenta.de.ahorros=0 10 3 1 (0.30000000 0.70000000) *
## 11842357) credito>=6.9 2 0 1 (0.00000000 1.00000000) *
## 5921179) Edad>=50.71848 2 0 1 (0.00000000 1.00000000) *
## 1480295) Edad< 33.56267 13 6 1 (0.46153846 0.53846154)
## 2960590) credito< 3.2 5 1 0 (0.80000000 0.20000000)
## 5921180) Ingreso>=77 4 0 0 (1.00000000 0.00000000) *
## 5921181) Ingreso< 77 1 0 1 (0.00000000 1.00000000) *
## 2960591) credito>=3.2 8 2 1 (0.25000000 0.75000000)
## 5921182) Ingreso< 76.5 1 0 0 (1.00000000 0.00000000) *
## 5921183) Ingreso>=76.5 7 1 1 (0.14285714 0.85714286)
## 11842366) Ingreso>=124 1 0 0 (1.00000000 0.00000000) *
## 11842367) Ingreso< 124 6 0 1 (0.00000000 1.00000000) *
## 185037) Edad>=55.5 2 0 1 (0.00000000 1.00000000) *
## 92519) Experiencia< 5.13328 52 26 0 (0.50000000 0.50000000)
## 185038) servicios.online=1 28 10 0 (0.64285714 0.35714286)
## 370076) Ingreso>=113 8 1 0 (0.87500000 0.12500000) *
## 370077) Ingreso< 113 20 9 0 (0.55000000 0.45000000)
## 740154) Ingreso< 82.5 4 0 0 (1.00000000 0.00000000) *
## 740155) Ingreso>=82.5 16 7 1 (0.43750000 0.56250000)
## 1480310) Experiencia>=1.5 14 7 0 (0.50000000 0.50000000)
## 2960620) Familia>=2.5 9 3 0 (0.66666667 0.33333333)
## 5921240) Edad< 28.5 3 0 0 (1.00000000 0.00000000) *
## 5921241) Edad>=28.5 6 3 0 (0.50000000 0.50000000)
## 11842482) Familia>=3.5 4 1 0 (0.75000000 0.25000000) *
## 11842483) Familia< 3.5 2 0 1 (0.00000000 1.00000000) *
## 2960621) Familia< 2.5 5 1 1 (0.20000000 0.80000000)
## 5921242) cuenta.de.ahorros=1 1 0 0 (1.00000000 0.00000000) *
## 5921243) cuenta.de.ahorros=0 4 0 1 (0.00000000 1.00000000) *
## 1480311) Experiencia< 1.5 2 0 1 (0.00000000 1.00000000) *
## 185039) servicios.online=0 24 8 1 (0.33333333 0.66666667)
## 370078) Familia< 2.5 10 4 0 (0.60000000 0.40000000)
## 740156) Ingreso< 114.5 5 0 0 (1.00000000 0.00000000) *
## 740157) Ingreso>=114.5 5 1 1 (0.20000000 0.80000000)
## 1480314) Ingreso>=133 1 0 0 (1.00000000 0.00000000) *
## 1480315) Ingreso< 133 4 0 1 (0.00000000 1.00000000) *
## 370079) Familia>=2.5 14 2 1 (0.14285714 0.85714286)
## 740158) Experiencia< 2.5 6 2 1 (0.33333333 0.66666667)
## 1480316) Experiencia>=1.5 2 0 0 (1.00000000 0.00000000) *
## 1480317) Experiencia< 1.5 4 0 1 (0.00000000 1.00000000) *
## 740159) Experiencia>=2.5 8 0 1 (0.00000000 1.00000000) *
## 11565) Edad< 23.5 2 0 1 (0.00000000 1.00000000) *
## 5783) credito< 1.725 69 33 1 (0.47826087 0.52173913)
## 11566) Ingreso>=84.5 47 20 0 (0.57446809 0.42553191)
## 23132) Edad< 30 3 0 0 (1.00000000 0.00000000) *
## 23133) Edad>=30 44 20 0 (0.54545455 0.45454545)
## 46266) Edad>=32.93792 37 14 0 (0.62162162 0.37837838)
## 92532) Ingreso< 93.61501 15 3 0 (0.80000000 0.20000000)
## 185064) Edad>=38.5 9 0 0 (1.00000000 0.00000000) *
## 185065) Edad< 38.5 6 3 0 (0.50000000 0.50000000)
## 370130) Experiencia>=7.438851 5 2 0 (0.60000000 0.40000000)
## 740260) servicios.online=1 2 0 0 (1.00000000 0.00000000) *
## 740261) servicios.online=0 3 1 1 (0.33333333 0.66666667)
## 1480522) cuenta.de.ahorros=1 1 0 0 (1.00000000 0.00000000) *
## 1480523) cuenta.de.ahorros=0 2 0 1 (0.00000000 1.00000000) *
## 370131) Experiencia< 7.438851 1 0 1 (0.00000000 1.00000000) *
## 92533) Ingreso>=93.61501 22 11 0 (0.50000000 0.50000000)
## 185066) Ingreso>=102.5 18 7 0 (0.61111111 0.38888889)
## 370132) educacion=1,3 13 3 0 (0.76923077 0.23076923)
## 740264) Edad< 46 8 0 0 (1.00000000 0.00000000) *
## 740265) Edad>=46 5 2 1 (0.40000000 0.60000000)
## 1480530) Ingreso< 150.5 3 1 0 (0.66666667 0.33333333)
## 2961060) Ingreso>=108.8669 2 0 0 (1.00000000 0.00000000) *
## 2961061) Ingreso< 108.8669 1 0 1 (0.00000000 1.00000000) *
## 1480531) Ingreso>=150.5 2 0 1 (0.00000000 1.00000000) *
## 370133) educacion=2 5 1 1 (0.20000000 0.80000000)
## 740266) Edad>=51 1 0 0 (1.00000000 0.00000000) *
## 740267) Edad< 51 4 0 1 (0.00000000 1.00000000) *
## 185067) Ingreso< 102.5 4 0 1 (0.00000000 1.00000000) *
## 46267) Edad< 32.93792 7 1 1 (0.14285714 0.85714286)
## 92534) cuenta.de.ahorros=1 1 0 0 (1.00000000 0.00000000) *
## 92535) cuenta.de.ahorros=0 6 0 1 (0.00000000 1.00000000) *
## 11567) Ingreso< 84.5 22 6 1 (0.27272727 0.72727273)
## 23134) Edad>=50.5 5 1 0 (0.80000000 0.20000000)
## 46268) Ingreso< 81.5 4 0 0 (1.00000000 0.00000000) *
## 46269) Ingreso>=81.5 1 0 1 (0.00000000 1.00000000) *
## 23135) Edad< 50.5 17 2 1 (0.11764706 0.88235294) *
## 723) credito< 0.35 112 40 0 (0.64285714 0.35714286)
## 1446) Familia>=2.5 77 22 0 (0.71428571 0.28571429)
## 2892) Ingreso< 192 76 21 0 (0.72368421 0.27631579)
## 5784) Ingreso< 43.5 20 3 0 (0.85000000 0.15000000)
## 11568) educacion=2,3 10 0 0 (1.00000000 0.00000000) *
## 11569) educacion=1 10 3 0 (0.70000000 0.30000000)
## 23138) Edad< 43.12632 6 1 0 (0.83333333 0.16666667) *
## 23139) Edad>=43.12632 4 2 0 (0.50000000 0.50000000)
## 46278) Edad>=48 2 0 0 (1.00000000 0.00000000) *
## 46279) Edad< 48 2 0 1 (0.00000000 1.00000000) *
## 5785) Ingreso>=43.5 56 18 0 (0.67857143 0.32142857)
## 11570) Ingreso>=46.5 51 14 0 (0.72549020 0.27450980)
## 23140) Experiencia>=9.5 37 7 0 (0.81081081 0.18918919)
## 46280) Edad< 38.5 9 0 0 (1.00000000 0.00000000) *
## 46281) Edad>=38.5 28 7 0 (0.75000000 0.25000000)
## 92562) Edad>=40.5 21 4 0 (0.80952381 0.19047619)
## 185124) Edad< 42.6016 5 0 0 (1.00000000 0.00000000) *
## 185125) Edad>=42.6016 16 4 0 (0.75000000 0.25000000)
## 370250) Experiencia>=18 15 3 0 (0.80000000 0.20000000)
## 740500) cuenta.de.ahorros=0 14 2 0 (0.85714286 0.14285714) *
## 740501) cuenta.de.ahorros=1 1 0 1 (0.00000000 1.00000000) *
## 370251) Experiencia< 18 1 0 1 (0.00000000 1.00000000) *
## 92563) Edad< 40.5 7 3 0 (0.57142857 0.42857143)
## 185126) Ingreso>=66.5 5 1 0 (0.80000000 0.20000000) *
## 185127) Ingreso< 66.5 2 0 1 (0.00000000 1.00000000) *
## 23141) Experiencia< 9.5 14 7 0 (0.50000000 0.50000000)
## 46282) Experiencia< 1 5 1 0 (0.80000000 0.20000000)
## 92564) Ingreso>=49.5 4 0 0 (1.00000000 0.00000000) *
## 92565) Ingreso< 49.5 1 0 1 (0.00000000 1.00000000) *
## 46283) Experiencia>=1 9 3 1 (0.33333333 0.66666667)
## 92566) Ingreso< 55.01978 1 0 0 (1.00000000 0.00000000) *
## 92567) Ingreso>=55.01978 8 2 1 (0.25000000 0.75000000)
## 185134) Ingreso>=76 5 2 1 (0.40000000 0.60000000)
## 370268) Ingreso< 79 2 0 0 (1.00000000 0.00000000) *
## 370269) Ingreso>=79 3 0 1 (0.00000000 1.00000000) *
## 185135) Ingreso< 76 3 0 1 (0.00000000 1.00000000) *
## 11571) Ingreso< 46.5 5 1 1 (0.20000000 0.80000000) *
## 2893) Ingreso>=192 1 0 1 (0.00000000 1.00000000) *
## 1447) Familia< 2.5 35 17 1 (0.48571429 0.51428571)
## 2894) servicios.online=1 19 7 0 (0.63157895 0.36842105)
## 5788) Ingreso>=64.5 5 0 0 (1.00000000 0.00000000) *
## 5789) Ingreso< 64.5 14 7 0 (0.50000000 0.50000000)
## 11578) educacion=2,3 4 0 0 (1.00000000 0.00000000) *
## 11579) educacion=1 10 3 1 (0.30000000 0.70000000)
## 23158) Edad>=35 6 3 0 (0.50000000 0.50000000)
## 46316) Edad< 37.05264 2 0 0 (1.00000000 0.00000000) *
## 46317) Edad>=37.05264 4 1 1 (0.25000000 0.75000000)
## 92634) Edad>=51.39916 1 0 0 (1.00000000 0.00000000) *
## 92635) Edad< 51.39916 3 0 1 (0.00000000 1.00000000) *
## 23159) Edad< 35 4 0 1 (0.00000000 1.00000000) *
## 2895) servicios.online=0 16 5 1 (0.31250000 0.68750000)
## 5790) Edad>=48.5 5 2 0 (0.60000000 0.40000000)
## 11580) Ingreso< 49.78854 2 0 0 (1.00000000 0.00000000) *
## 11581) Ingreso>=49.78854 3 1 1 (0.33333333 0.66666667)
## 23162) Ingreso>=111 1 0 0 (1.00000000 0.00000000) *
## 23163) Ingreso< 111 2 0 1 (0.00000000 1.00000000) *
## 5791) Edad< 48.5 11 2 1 (0.18181818 0.81818182)
## 11582) Experiencia< 2.5 1 0 0 (1.00000000 0.00000000) *
## 11583) Experiencia>=2.5 10 1 1 (0.10000000 0.90000000) *
## 181) Ingreso< 31.19732 251 87 0 (0.65338645 0.34661355)
## 362) credito< 1.35 221 72 0 (0.67420814 0.32579186)
## 724) Experiencia< 15.45755 98 26 0 (0.73469388 0.26530612)
## 1448) Edad>=38.5 13 0 0 (1.00000000 0.00000000) *
## 1449) Edad< 38.5 85 26 0 (0.69411765 0.30588235)
## 2898) Experiencia< -0.5 4 0 0 (1.00000000 0.00000000) *
## 2899) Experiencia>=-0.5 81 26 0 (0.67901235 0.32098765)
## 5798) Edad>=27.5 73 21 0 (0.71232877 0.28767123)
## 11596) Experiencia< 4.5 9 0 0 (1.00000000 0.00000000) *
## 11597) Experiencia>=4.5 64 21 0 (0.67187500 0.32812500)
## 23194) Ingreso< 30.5 60 18 0 (0.70000000 0.30000000)
## 46388) credito>=0.35 35 7 0 (0.80000000 0.20000000)
## 92776) Edad< 37.97747 34 6 0 (0.82352941 0.17647059)
## 185552) credito< 0.95 19 1 0 (0.94736842 0.05263158) *
## 185553) credito>=0.95 15 5 0 (0.66666667 0.33333333)
## 371106) Ingreso>=19 11 2 0 (0.81818182 0.18181818)
## 742212) Edad>=30.5 10 1 0 (0.90000000 0.10000000) *
## 742213) Edad< 30.5 1 0 1 (0.00000000 1.00000000) *
## 371107) Ingreso< 19 4 1 1 (0.25000000 0.75000000) *
## 92777) Edad>=37.97747 1 0 1 (0.00000000 1.00000000) *
## 46389) credito< 0.35 25 11 0 (0.56000000 0.44000000)
## 92778) Experiencia>=5.5 22 8 0 (0.63636364 0.36363636)
## 185556) Ingreso>=13.5 19 5 0 (0.73684211 0.26315789) *
## 185557) Ingreso< 13.5 3 0 1 (0.00000000 1.00000000) *
## 92779) Experiencia< 5.5 3 0 1 (0.00000000 1.00000000) *
## 23195) Ingreso>=30.5 4 1 1 (0.25000000 0.75000000)
## 46390) Edad>=35 1 0 0 (1.00000000 0.00000000) *
## 46391) Edad< 35 3 0 1 (0.00000000 1.00000000) *
## 5799) Edad< 27.5 8 3 1 (0.37500000 0.62500000)
## 11598) Experiencia>=2.675125 1 0 0 (1.00000000 0.00000000) *
## 11599) Experiencia< 2.675125 7 2 1 (0.28571429 0.71428571)
## 23198) Experiencia< 0.5 3 1 0 (0.66666667 0.33333333) *
## 23199) Experiencia>=0.5 4 0 1 (0.00000000 1.00000000) *
## 725) Experiencia>=15.45755 123 46 0 (0.62601626 0.37398374)
## 1450) Experiencia>=28.5 20 4 0 (0.80000000 0.20000000)
## 2900) Ingreso>=9 19 3 0 (0.84210526 0.15789474)
## 5800) Ingreso< 28.5 14 1 0 (0.92857143 0.07142857) *
## 5801) Ingreso>=28.5 5 2 0 (0.60000000 0.40000000)
## 11602) Edad>=55.5 2 0 0 (1.00000000 0.00000000) *
## 11603) Edad< 55.5 3 1 1 (0.33333333 0.66666667)
## 23206) credito< 0.4 1 0 0 (1.00000000 0.00000000) *
## 23207) credito>=0.4 2 0 1 (0.00000000 1.00000000) *
## 2901) Ingreso< 9 1 0 1 (0.00000000 1.00000000) *
## 1451) Experiencia< 28.5 103 42 0 (0.59223301 0.40776699)
## 2902) Edad< 50.15459 75 27 0 (0.64000000 0.36000000)
## 5804) Ingreso< 29.5 67 21 0 (0.68656716 0.31343284)
## 11608) Experiencia>=24.60689 17 2 0 (0.88235294 0.11764706)
## 23216) Ingreso< 24.5 16 1 0 (0.93750000 0.06250000) *
## 23217) Ingreso>=24.5 1 0 1 (0.00000000 1.00000000) *
## 11609) Experiencia< 24.60689 50 19 0 (0.62000000 0.38000000)
## 23218) Familia< 3.5 31 9 0 (0.70967742 0.29032258)
## 46436) credito< 0.75 22 3 0 (0.86363636 0.13636364)
## 92872) Ingreso< 26.5 21 2 0 (0.90476190 0.09523810) *
## 92873) Ingreso>=26.5 1 0 1 (0.00000000 1.00000000) *
## 46437) credito>=0.75 9 3 1 (0.33333333 0.66666667)
## 92874) Edad>=49.5 3 0 0 (1.00000000 0.00000000) *
## 92875) Edad< 49.5 6 0 1 (0.00000000 1.00000000) *
## 23219) Familia>=3.5 19 9 1 (0.47368421 0.52631579)
## 46438) Ingreso>=24.5 6 1 0 (0.83333333 0.16666667) *
## 46439) Ingreso< 24.5 13 4 1 (0.30769231 0.69230769)
## 92878) credito>=0.7 2 0 0 (1.00000000 0.00000000) *
## 92879) credito< 0.7 11 2 1 (0.18181818 0.81818182)
## 185758) educacion=2 5 2 1 (0.40000000 0.60000000)
## 371516) Experiencia< 23.5 3 1 0 (0.66666667 0.33333333)
## 743032) Edad>=43.5 2 0 0 (1.00000000 0.00000000) *
## 743033) Edad< 43.5 1 0 1 (0.00000000 1.00000000) *
## 371517) Experiencia>=23.5 2 0 1 (0.00000000 1.00000000) *
## 185759) educacion=1,3 6 0 1 (0.00000000 1.00000000) *
## 5805) Ingreso>=29.5 8 2 1 (0.25000000 0.75000000)
## 11610) Edad< 46.5 4 2 0 (0.50000000 0.50000000)
## 23220) Edad>=45.15915 2 0 0 (1.00000000 0.00000000) *
## 23221) Edad< 45.15915 2 0 1 (0.00000000 1.00000000) *
## 11611) Edad>=46.5 4 0 1 (0.00000000 1.00000000) *
## 2903) Edad>=50.15459 28 13 1 (0.46428571 0.53571429)
## 5806) credito< 0.95 26 13 0 (0.50000000 0.50000000)
## 11612) credito>=0.85 2 0 0 (1.00000000 0.00000000) *
## 11613) credito< 0.85 24 11 1 (0.45833333 0.54166667)
## 23226) servicios.online=0 7 2 0 (0.71428571 0.28571429) *
## 23227) servicios.online=1 17 6 1 (0.35294118 0.64705882)
## 46454) credito< 0.55 12 6 0 (0.50000000 0.50000000)
## 92908) Ingreso< 21.5 6 2 0 (0.66666667 0.33333333)
## 185816) Edad< 52 3 0 0 (1.00000000 0.00000000) *
## 185817) Edad>=52 3 1 1 (0.33333333 0.66666667) *
## 92909) Ingreso>=21.5 6 2 1 (0.33333333 0.66666667)
## 185818) Edad>=51.5 3 1 0 (0.66666667 0.33333333)
## 371636) Ingreso>=22.5 2 0 0 (1.00000000 0.00000000) *
## 371637) Ingreso< 22.5 1 0 1 (0.00000000 1.00000000) *
## 185819) Edad< 51.5 3 0 1 (0.00000000 1.00000000) *
## 46455) credito>=0.55 5 0 1 (0.00000000 1.00000000) *
## 5807) credito>=0.95 2 0 1 (0.00000000 1.00000000) *
## 363) credito>=1.35 30 15 0 (0.50000000 0.50000000)
## 726) Edad< 28 3 0 0 (1.00000000 0.00000000) *
## 727) Edad>=28 27 12 1 (0.44444444 0.55555556)
## 1454) Edad>=44 8 2 0 (0.75000000 0.25000000)
## 2908) credito< 1.75 5 0 0 (1.00000000 0.00000000) *
## 2909) credito>=1.75 3 1 1 (0.33333333 0.66666667)
## 5818) Edad< 47 1 0 0 (1.00000000 0.00000000) *
## 5819) Edad>=47 2 0 1 (0.00000000 1.00000000) *
## 1455) Edad< 44 19 6 1 (0.31578947 0.68421053)
## 2910) Experiencia< 12.5 14 6 1 (0.42857143 0.57142857)
## 5820) Ingreso< 28.5 5 1 0 (0.80000000 0.20000000) *
## 5821) Ingreso>=28.5 9 2 1 (0.22222222 0.77777778)
## 11642) Edad>=40 1 0 0 (1.00000000 0.00000000) *
## 11643) Edad< 40 8 1 1 (0.12500000 0.87500000) *
## 2911) Experiencia>=12.5 5 0 1 (0.00000000 1.00000000) *
## 91) Edad>=56.02794 200 76 0 (0.62000000 0.38000000)
## 182) Experiencia>=32.99269 111 33 0 (0.70270270 0.29729730)
## 364) educacion=1,3 84 21 0 (0.75000000 0.25000000)
## 728) credito< 1.45 26 2 0 (0.92307692 0.07692308) *
## 729) credito>=1.45 58 19 0 (0.67241379 0.32758621)
## 1458) Ingreso>=50.71494 42 10 0 (0.76190476 0.23809524)
## 2916) Edad>=58.5 28 4 0 (0.85714286 0.14285714)
## 5832) Experiencia< 34.19955 27 3 0 (0.88888889 0.11111111) *
## 5833) Experiencia>=34.19955 1 0 1 (0.00000000 1.00000000) *
## 2917) Edad< 58.5 14 6 0 (0.57142857 0.42857143)
## 5834) Ingreso< 140 11 3 0 (0.72727273 0.27272727)
## 11668) Experiencia< 33.5 4 0 0 (1.00000000 0.00000000) *
## 11669) Experiencia>=33.5 7 3 0 (0.57142857 0.42857143)
## 23338) Familia>=3 2 0 0 (1.00000000 0.00000000) *
## 23339) Familia< 3 5 2 1 (0.40000000 0.60000000)
## 46678) servicios.online=0 2 0 0 (1.00000000 0.00000000) *
## 46679) servicios.online=1 3 0 1 (0.00000000 1.00000000) *
## 5835) Ingreso>=140 3 0 1 (0.00000000 1.00000000) *
## 1459) Ingreso< 50.71494 16 7 1 (0.43750000 0.56250000)
## 2918) Familia>=3.5 7 2 0 (0.71428571 0.28571429)
## 5836) Edad< 57.7437 2 0 0 (1.00000000 0.00000000) *
## 5837) Edad>=57.7437 5 2 0 (0.60000000 0.40000000)
## 11674) Edad>=60 2 0 0 (1.00000000 0.00000000) *
## 11675) Edad< 60 3 1 1 (0.33333333 0.66666667)
## 23350) credito>=1.95 1 0 0 (1.00000000 0.00000000) *
## 23351) credito< 1.95 2 0 1 (0.00000000 1.00000000) *
## 2919) Familia< 3.5 9 2 1 (0.22222222 0.77777778)
## 5838) Ingreso< 40.5 3 1 0 (0.66666667 0.33333333)
## 11676) Edad>=59.5 2 0 0 (1.00000000 0.00000000) *
## 11677) Edad< 59.5 1 0 1 (0.00000000 1.00000000) *
## 5839) Ingreso>=40.5 6 0 1 (0.00000000 1.00000000) *
## 365) educacion=2 27 12 0 (0.55555556 0.44444444)
## 730) Ingreso>=20.5 25 10 0 (0.60000000 0.40000000)
## 1460) servicios.online=0 9 2 0 (0.77777778 0.22222222)
## 2920) Experiencia>=33.5 4 0 0 (1.00000000 0.00000000) *
## 2921) Experiencia< 33.5 5 2 0 (0.60000000 0.40000000)
## 5842) Edad< 57.5 2 0 0 (1.00000000 0.00000000) *
## 5843) Edad>=57.5 3 1 1 (0.33333333 0.66666667)
## 11686) Ingreso< 50.77813 1 0 0 (1.00000000 0.00000000) *
## 11687) Ingreso>=50.77813 2 0 1 (0.00000000 1.00000000) *
## 1461) servicios.online=1 16 8 0 (0.50000000 0.50000000)
## 2922) Edad>=60.5 2 0 0 (1.00000000 0.00000000) *
## 2923) Edad< 60.5 14 6 1 (0.42857143 0.57142857)
## 5846) Ingreso< 84.5 9 4 0 (0.55555556 0.44444444)
## 11692) credito>=0.45 7 2 0 (0.71428571 0.28571429)
## 23384) Edad>=58.5 3 0 0 (1.00000000 0.00000000) *
## 23385) Edad< 58.5 4 2 0 (0.50000000 0.50000000)
## 46770) Ingreso< 24.5 1 0 0 (1.00000000 0.00000000) *
## 46771) Ingreso>=24.5 3 1 1 (0.33333333 0.66666667)
## 93542) Ingreso>=51 1 0 0 (1.00000000 0.00000000) *
## 93543) Ingreso< 51 2 0 1 (0.00000000 1.00000000) *
## 11693) credito< 0.45 2 0 1 (0.00000000 1.00000000) *
## 5847) Ingreso>=84.5 5 1 1 (0.20000000 0.80000000)
## 11694) credito< 0.45 1 0 0 (1.00000000 0.00000000) *
## 11695) credito>=0.45 4 0 1 (0.00000000 1.00000000) *
## 731) Ingreso< 20.5 2 0 1 (0.00000000 1.00000000) *
## 183) Experiencia< 32.99269 89 43 0 (0.51685393 0.48314607)
## 366) Ingreso< 38.5 20 5 0 (0.75000000 0.25000000)
## 732) Edad< 58.5 18 3 0 (0.83333333 0.16666667)
## 1464) educacion=2,3 15 1 0 (0.93333333 0.06666667) *
## 1465) educacion=1 3 1 1 (0.33333333 0.66666667)
## 2930) Edad>=57.5 1 0 0 (1.00000000 0.00000000) *
## 2931) Edad< 57.5 2 0 1 (0.00000000 1.00000000) *
## 733) Edad>=58.5 2 0 1 (0.00000000 1.00000000) *
## 367) Ingreso>=38.5 69 31 1 (0.44927536 0.55072464)
## 734) Experiencia< 28.5 4 0 0 (1.00000000 0.00000000) *
## 735) Experiencia>=28.5 65 27 1 (0.41538462 0.58461538)
## 1470) Ingreso>=103.5 17 7 0 (0.58823529 0.41176471)
## 2940) Ingreso< 167 15 5 0 (0.66666667 0.33333333)
## 5880) Edad< 59.5 10 2 0 (0.80000000 0.20000000)
## 11760) Ingreso>=123.9576 6 0 0 (1.00000000 0.00000000) *
## 11761) Ingreso< 123.9576 4 2 0 (0.50000000 0.50000000)
## 23522) Ingreso< 112 2 0 0 (1.00000000 0.00000000) *
## 23523) Ingreso>=112 2 0 1 (0.00000000 1.00000000) *
## 5881) Edad>=59.5 5 2 1 (0.40000000 0.60000000)
## 11762) Experiencia< 31.9098 3 1 0 (0.66666667 0.33333333)
## 23524) Familia< 2.5 2 0 0 (1.00000000 0.00000000) *
## 23525) Familia>=2.5 1 0 1 (0.00000000 1.00000000) *
## 11763) Experiencia>=31.9098 2 0 1 (0.00000000 1.00000000) *
## 2941) Ingreso>=167 2 0 1 (0.00000000 1.00000000) *
## 1471) Ingreso< 103.5 48 17 1 (0.35416667 0.64583333)
## 2942) Familia>=3.5 18 8 0 (0.55555556 0.44444444)
## 5884) Ingreso< 57.04812 9 2 0 (0.77777778 0.22222222)
## 11768) Edad>=56.55954 8 1 0 (0.87500000 0.12500000)
## 23536) Experiencia>=30.42527 7 0 0 (1.00000000 0.00000000) *
## 23537) Experiencia< 30.42527 1 0 1 (0.00000000 1.00000000) *
## 11769) Edad< 56.55954 1 0 1 (0.00000000 1.00000000) *
## 5885) Ingreso>=57.04812 9 3 1 (0.33333333 0.66666667)
## 11770) Edad< 56.77542 1 0 0 (1.00000000 0.00000000) *
## 11771) Edad>=56.77542 8 2 1 (0.25000000 0.75000000) *
## 2943) Familia< 3.5 30 7 1 (0.23333333 0.76666667)
## 5886) Ingreso>=44 23 7 1 (0.30434783 0.69565217)
## 11772) Ingreso< 77 17 7 1 (0.41176471 0.58823529)
## 23544) credito>=3.1 2 0 0 (1.00000000 0.00000000) *
## 23545) credito< 3.1 15 5 1 (0.33333333 0.66666667)
## 47090) credito< 1.65 7 3 0 (0.57142857 0.42857143)
## 94180) Edad< 57.5 3 0 0 (1.00000000 0.00000000) *
## 94181) Edad>=57.5 4 1 1 (0.25000000 0.75000000)
## 188362) credito>=1.25 1 0 0 (1.00000000 0.00000000) *
## 188363) credito< 1.25 3 0 1 (0.00000000 1.00000000) *
## 47091) credito>=1.65 8 1 1 (0.12500000 0.87500000) *
## 11773) Ingreso>=77 6 0 1 (0.00000000 1.00000000) *
## 5887) Ingreso< 44 7 0 1 (0.00000000 1.00000000) *
## 23) Experiencia>=36.7832 89 35 0 (0.60674157 0.39325843)
## 46) Ingreso< 31.5 16 3 0 (0.81250000 0.18750000)
## 92) Familia< 3.5 13 1 0 (0.92307692 0.07692308) *
## 93) Familia>=3.5 3 1 1 (0.33333333 0.66666667)
## 186) servicios.online=0 1 0 0 (1.00000000 0.00000000) *
## 187) servicios.online=1 2 0 1 (0.00000000 1.00000000) *
## 47) Ingreso>=31.5 73 32 0 (0.56164384 0.43835616)
## 94) Ingreso>=36 71 30 0 (0.57746479 0.42253521)
## 188) Edad< 58.10034 3 0 0 (1.00000000 0.00000000) *
## 189) Edad>=58.10034 68 30 0 (0.55882353 0.44117647)
## 378) Edad>=61.67825 56 22 0 (0.60714286 0.39285714)
## 756) credito< 4.95 52 19 0 (0.63461538 0.36538462)
## 1512) educacion=1,2 35 10 0 (0.71428571 0.28571429)
## 3024) Ingreso< 107.5 31 7 0 (0.77419355 0.22580645) *
## 3025) Ingreso>=107.5 4 1 1 (0.25000000 0.75000000)
## 6050) credito>=4.45 1 0 0 (1.00000000 0.00000000) *
## 6051) credito< 4.45 3 0 1 (0.00000000 1.00000000) *
## 1513) educacion=3 17 8 1 (0.47058824 0.52941176)
## 3026) Ingreso>=122 5 0 0 (1.00000000 0.00000000) *
## 3027) Ingreso< 122 12 3 1 (0.25000000 0.75000000)
## 6054) Ingreso< 40.05749 1 0 0 (1.00000000 0.00000000) *
## 6055) Ingreso>=40.05749 11 2 1 (0.18181818 0.81818182)
## 12110) credito>=3.45 1 0 0 (1.00000000 0.00000000) *
## 12111) credito< 3.45 10 1 1 (0.10000000 0.90000000) *
## 757) credito>=4.95 4 1 1 (0.25000000 0.75000000)
## 1514) Ingreso>=177 1 0 0 (1.00000000 0.00000000) *
## 1515) Ingreso< 177 3 0 1 (0.00000000 1.00000000) *
## 379) Edad< 61.67825 12 4 1 (0.33333333 0.66666667)
## 758) Edad< 60.91553 5 2 0 (0.60000000 0.40000000)
## 1516) Edad>=59.51593 3 0 0 (1.00000000 0.00000000) *
## 1517) Edad< 59.51593 2 0 1 (0.00000000 1.00000000) *
## 759) Edad>=60.91553 7 1 1 (0.14285714 0.85714286) *
## 95) Ingreso< 36 2 0 1 (0.00000000 1.00000000) *
## 3) Edad>=63.5 105 43 0 (0.59047619 0.40952381)
## 6) credito>=1.4 54 15 0 (0.72222222 0.27777778)
## 12) credito< 1.85 15 1 0 (0.93333333 0.06666667) *
## 13) credito>=1.85 39 14 0 (0.64102564 0.35897436)
## 26) Ingreso>=56 31 9 0 (0.70967742 0.29032258)
## 52) Ingreso< 93 13 2 0 (0.84615385 0.15384615)
## 104) Ingreso>=78.30307 7 0 0 (1.00000000 0.00000000) *
## 105) Ingreso< 78.30307 6 2 0 (0.66666667 0.33333333)
## 210) Edad>=65.5 3 0 0 (1.00000000 0.00000000) *
## 211) Edad< 65.5 3 1 1 (0.33333333 0.66666667)
## 422) Ingreso< 66 1 0 0 (1.00000000 0.00000000) *
## 423) Ingreso>=66 2 0 1 (0.00000000 1.00000000) *
## 53) Ingreso>=93 18 7 0 (0.61111111 0.38888889)
## 106) Ingreso>=103 15 4 0 (0.73333333 0.26666667)
## 212) Experiencia< 39.5 6 0 0 (1.00000000 0.00000000) *
## 213) Experiencia>=39.5 9 4 0 (0.55555556 0.44444444)
## 426) cuenta.de.ahorros=1 3 0 0 (1.00000000 0.00000000) *
## 427) cuenta.de.ahorros=0 6 2 1 (0.33333333 0.66666667)
## 854) Ingreso>=177.5 1 0 0 (1.00000000 0.00000000) *
## 855) Ingreso< 177.5 5 1 1 (0.20000000 0.80000000) *
## 107) Ingreso< 103 3 0 1 (0.00000000 1.00000000) *
## 27) Ingreso< 56 8 3 1 (0.37500000 0.62500000)
## 54) credito< 2.05 4 1 0 (0.75000000 0.25000000) *
## 55) credito>=2.05 4 0 1 (0.00000000 1.00000000) *
## 7) credito< 1.4 51 23 1 (0.45098039 0.54901961)
## 14) cuenta.de.ahorros=1 4 0 0 (1.00000000 0.00000000) *
## 15) cuenta.de.ahorros=0 47 19 1 (0.40425532 0.59574468)
## 30) Experiencia< 40.5 37 18 1 (0.48648649 0.51351351)
## 60) Experiencia< 34.29108 2 0 0 (1.00000000 0.00000000) *
## 61) Experiencia>=34.29108 35 16 1 (0.45714286 0.54285714)
## 122) Experiencia>=36.90534 30 14 0 (0.53333333 0.46666667)
## 244) Ingreso< 69.52209 25 10 0 (0.60000000 0.40000000)
## 488) Experiencia>=39.5 9 2 0 (0.77777778 0.22222222)
## 976) Familia< 3.5 8 1 0 (0.87500000 0.12500000) *
## 977) Familia>=3.5 1 0 1 (0.00000000 1.00000000) *
## 489) Experiencia< 39.5 16 8 0 (0.50000000 0.50000000)
## 978) Ingreso>=53.47956 2 0 0 (1.00000000 0.00000000) *
## 979) Ingreso< 53.47956 14 6 1 (0.42857143 0.57142857)
## 1958) Ingreso< 15 1 0 0 (1.00000000 0.00000000) *
## 1959) Ingreso>=15 13 5 1 (0.38461538 0.61538462)
## 3918) credito< 0.45 1 0 0 (1.00000000 0.00000000) *
## 3919) credito>=0.45 12 4 1 (0.33333333 0.66666667)
## 7838) Edad< 64.5 8 4 0 (0.50000000 0.50000000)
## 15676) Ingreso>=22.5 6 2 0 (0.66666667 0.33333333) *
## 15677) Ingreso< 22.5 2 0 1 (0.00000000 1.00000000) *
## 7839) Edad>=64.5 4 0 1 (0.00000000 1.00000000) *
## 245) Ingreso>=69.52209 5 1 1 (0.20000000 0.80000000)
## 490) Ingreso>=155.5 1 0 0 (1.00000000 0.00000000) *
## 491) Ingreso< 155.5 4 0 1 (0.00000000 1.00000000) *
## 123) Experiencia< 36.90534 5 0 1 (0.00000000 1.00000000) *
## 31) Experiencia>=40.5 10 1 1 (0.10000000 0.90000000) *library(rpart.plot)## Warning: package 'rpart.plot' was built under R version 3.6.3rpart.plot(modelo1)## Warning: labs do not fit even at cex 0.15, there may be some overplotting
rpart.plot(modelo1, extra = 1)## Warning: labs do not fit even at cex 0.15, there may be some overplotting
library(partykit)## Warning: package 'partykit' was built under R version 3.6.3## Loading required package: libcoin## Warning: package 'libcoin' was built under R version 3.6.3## Loading required package: mvtnorm## Warning: package 'mvtnorm' was built under R version 3.6.2plot(as.party(modelo1))
Realizamos las predicciones con la data de entrenamiento
predichos_train = predict(modelo1, train, type = "class")
predichos_train## 1 2 4 5 8 11 13 14 15 17 18 19 21 22 23 25
## 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
## 26 27 28 29 30 31 32 33 34 35 36 37 40 41 42 43
## 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 0
## 45 47 50 51 52 54 55 56 59 60 61 62 63 64 65 66
## 1 0 1 0 0 1 1 0 0 0 1 0 0 0 0 0
## 67 68 72 73 74 75 76 78 81 82 83 84 85 86 87 89
## 0 1 0 0 0 1 0 0 1 1 0 1 1 0 0 1
## 90 92 93 95 96 97 98 100 101 104 106 108 110 113 114 115
## 0 0 0 0 0 1 0 0 0 0 0 0 0 1 1 0
## 116 117 118 121 122 125 128 129 131 132 134 136 137 138 139 140
## 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 0
## 141 144 145 146 147 148 149 150 151 155 156 157 159 160 163 165
## 0 0 0 0 1 0 0 0 0 1 0 1 0 0 1 0
## 167 168 171 173 174 175 180 182 183 184 185 186 187 188 189 190
## 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1
## 191 192 194 195 196 198 199 200 201 202 203 205 206 208 209 210
## 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0
## 211 212 213 216 217 218 219 220 221 222 225 226 227 230 231 232
## 0 0 0 0 0 1 1 0 0 0 0 1 0 0 0 1
## 234 237 238 240 241 242 243 244 245 248 249 250 251 254 255 257
## 0 0 0 0 0 0 1 0 1 1 1 0 0 0 1 1
## 258 259 260 261 262 263 265 266 267 269 270 272 273 274 275 276
## 0 1 1 0 0 0 1 0 0 0 0 0 0 0 0 0
## 277 278 279 283 285 286 287 288 289 290 291 292 293 294 295 296
## 0 1 1 1 1 0 1 0 0 0 0 0 0 0 0 0
## 298 299 300 301 302 303 304 305 306 308 309 310 311 313 316 317
## 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
## 318 319 320 322 323 324 325 327 330 331 332 333 335 336 338 340
## 0 0 0 0 1 0 0 0 0 0 1 0 0 1 0 1
## 341 346 347 348 349 350 351 352 354 355 356 357 358 360 361 362
## 0 0 0 0 0 0 0 1 1 0 1 0 0 0 1 0
## 363 365 366 367 368 370 372 373 374 375 376 377 378 380 381 382
## 0 0 0 0 0 0 1 0 0 1 0 1 1 0 0 0
## 383 385 388 389 390 391 392 393 396 397 398 399 401 402 404 405
## 1 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0
## 406 407 408 409 410 413 415 417 419 420 421 422 423 424 426 427
## 1 0 0 0 0 0 0 1 0 0 1 0 0 1 0 0
## 428 429 431 432 435 437 438 439 442 443 445 451 452 453 454 455
## 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 0
## 457 458 459 460 462 465 466 467 470 471 473 474 475 478 479 480
## 0 0 0 0 0 1 0 1 0 0 0 0 1 1 0 0
## 482 483 484 485 486 487 489 490 491 492 493 496 498 500 501 502
## 1 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0
## 503 504 505 506 507 510 511 512 513 515 516 517 518 524 525 526
## 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 1
## 527 531 532 534 535 537 538 540 541 542 543 545 546 547 548 550
## 1 1 0 0 0 0 0 0 0 0 0 1 0 0 0 1
## 551 552 553 555 556 557 558 561 562 564 565 566 567 568 569 570
## 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 0
## 572 573 574 576 577 580 581 583 584 585 586 587 588 589 590 591
## 0 1 0 1 1 1 0 0 1 0 0 0 0 0 0 0
## 592 595 597 598 600 601 602 603 604 605 606 607 608 610 612 616
## 0 0 0 0 1 1 0 1 0 0 0 1 0 0 0 0
## 618 619 620 622 623 624 626 630 631 632 633 634 635 637 638 640
## 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0
## 642 643 644 647 649 650 652 653 654 656 657 659 661 662 663 665
## 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0
## 666 668 669 670 671 672 674 675 676 677 678 680 681 683 685 686
## 0 0 1 1 0 1 1 0 0 0 1 1 0 0 0 0
## 687 688 689 691 692 693 694 698 700 701 702 703 704 705 706 707
## 1 1 0 0 0 0 0 0 1 0 1 0 1 0 0 0
## 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723
## 0 0 1 0 0 1 0 0 1 0 1 1 0 0 1 1
## 724 726 727 729 730 731 732 733 734 735 736 737 740 741 742 746
## 0 0 0 1 0 1 0 1 0 0 1 0 1 1 0 1
## 747 748 751 752 753 754 755 758 759 760 762 767 768 770 772 773
## 1 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0
## 774 775 777 778 780 783 788 789 791 792 793 795 797 798 800 803
## 0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 1
## 804 805 806 807 809 810 811 812 814 815 816 818 819 820 821 822
## 1 0 1 0 1 0 1 1 1 1 0 0 1 0 0 0
## 823 824 825 826 828 831 832 833 834 835 836 837 839 840 841 842
## 0 0 1 0 0 0 1 1 0 0 0 0 1 0 0 0
## 843 848 849 850 851 853 856 857 858 859 860 861 863 865 867 868
## 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 1
## 870 871 872 873 874 875 876 877 878 880 881 882 883 884 886 887
## 0 0 0 0 0 0 1 1 0 0 1 0 0 0 1 0
## 888 889 890 891 892 893 894 896 897 898 901 902 905 907 908 909
## 0 0 0 0 0 0 0 1 0 1 1 0 1 1 0 1
## 910 911 913 914 915 916 917 918 919 921 922 923 924 926 928 929
## 1 1 0 0 1 0 0 0 0 0 0 0 0 1 0 0
## 930 931 932 934 935 936 937 940 944 945 950 951 952 954 956 957
## 0 0 0 1 0 0 0 0 0 0 0 1 1 0 0 0
## 958 959 960 962 963 964 965 966 967 969 970 972 974 975 976 978
## 1 0 0 0 0 0 1 0 1 0 0 0 0 1 1 1
## 979 980 981 983 984 985 986 987 988 989 990 991 992 993 994 996
## 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0
## 997 998 999 1000 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013
## 1 0 0 0 0 0 1 1 1 0 0 0 0 0 1 0
## 1016 1017 1018 1019 1020 1021 1022 1023 1024 1026 1027 1028 1029 1030 1031 1032
## 0 1 0 1 0 0 0 0 1 0 0 0 0 0 1 0
## 1033 1037 1039 1043 1044 1045 1046 1047 1049 1050 1052 1053 1054 1055 1056 1058
## 0 1 0 0 0 1 1 0 0 0 0 1 1 0 0 1
## 1060 1061 1062 1063 1065 1067 1068 1070 1071 1073 1074 1075 1077 1078 1079 1080
## 0 0 0 1 0 0 1 0 0 1 0 1 0 0 0 1
## 1081 1082 1083 1085 1088 1090 1093 1094 1095 1096 1098 1099 1100 1101 1102 1104
## 1 0 0 0 0 1 1 0 1 0 0 1 0 1 1 1
## 1106 1107 1109 1110 1111 1115 1116 1117 1118 1119 1120 1121 1123 1124 1126 1128
## 0 0 0 1 0 1 0 0 1 0 0 0 1 0 0 0
## 1130 1131 1132 1133 1134 1135 1136 1137 1140 1141 1142 1143 1144 1145 1146 1147
## 0 1 1 0 0 1 0 0 1 0 1 1 0 0 1 0
## 1148 1149 1154 1155 1157 1158 1159 1160 1161 1162 1163 1164 1165 1167 1168 1169
## 0 0 1 1 0 0 0 0 0 0 0 0 0 1 0 0
## 1172 1176 1177 1179 1180 1181 1182 1184 1186 1187 1188 1189 1190 1192 1193 1194
## 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0
## 1196 1197 1198 1199 1201 1202 1203 1204 1205 1206 1209 1211 1213 1214 1216 1217
## 0 0 1 0 0 1 1 0 1 1 0 0 0 0 0 0
## 1218 1219 1222 1223 1224 1225 1226 1227 1228 1229 1230 1232 1234 1235 1237 1238
## 0 0 1 0 1 0 0 0 0 0 0 0 0 0 1 1
## 1239 1240 1241 1242 1243 1244 1245 1247 1248 1249 1250 1251 1252 1253 1257 1259
## 0 0 1 0 0 1 0 0 1 0 0 0 0 0 0 0
## 1260 1261 1263 1264 1265 1266 1268 1269 1270 1271 1272 1274 1275 1276 1278 1279
## 0 0 1 0 0 0 0 0 0 1 0 1 1 1 0 0
## 1280 1282 1284 1286 1287 1288 1289 1291 1292 1293 1296 1297 1299 1300 1301 1302
## 0 0 0 1 1 0 1 0 1 0 0 0 0 0 0 0
## 1303 1305 1306 1308 1309 1310 1311 1312 1313 1315 1317 1319 1321 1322 1323 1324
## 0 1 0 0 0 0 1 1 0 1 0 0 0 0 0 0
## 1325 1326 1327 1329 1330 1331 1332 1333 1335 1336 1337 1339 1340 1342 1343 1346
## 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
## 1347 1349 1351 1352 1353 1354 1355 1356 1357 1359 1360 1361 1362 1363 1366 1368
## 0 1 0 0 0 1 1 1 0 1 0 0 0 0 0 1
## 1369 1370 1371 1373 1374 1376 1380 1381 1382 1383 1385 1386 1388 1389 1391 1392
## 0 1 0 0 0 0 0 0 1 1 1 0 0 1 0 0
## 1394 1396 1397 1400 1401 1403 1404 1405 1406 1407 1408 1410 1412 1413 1416 1417
## 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## 1418 1423 1425 1428 1429 1431 1432 1436 1438 1439 1440 1441 1442 1444 1445 1446
## 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0
## 1447 1448 1449 1451 1452 1453 1454 1455 1456 1457 1460 1461 1463 1467 1468 1469
## 1 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0
## 1470 1471 1473 1474 1477 1478 1481 1482 1483 1484 1485 1486 1488 1489 1491 1493
## 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0
## 1494 1496 1497 1498 1501 1502 1504 1505 1506 1507 1510 1512 1513 1514 1516 1517
## 0 0 1 0 1 0 1 0 1 0 0 0 0 0 1 0
## 1518 1521 1522 1523 1524 1525 1527 1528 1529 1532 1533 1535 1536 1537 1538 1540
## 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0
## 1541 1542 1544 1545 1546 1547 1548 1549 1550 1551 1552 1553 1554 1555 1556 1557
## 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0
## 1558 1559 1561 1563 1564 1565 1566 1567 1568 1569 1571 1573 1574 1575 1576 1577
## 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 1
## 1578 1579 1580 1581 1582 1583 1584 1587 1588 1589 1590 1592 1593 1594 1596 1597
## 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0
## 1598 1599 1603 1604 1606 1608 1609 1610 1612 1615 1616 1617 1619 1620 1622 1623
## 0 1 0 1 0 0 0 0 0 1 0 0 0 0 1 1
## 1624 1625 1626 1627 1628 1629 1630 1631 1632 1633 1635 1636 1637 1638 1639 1640
## 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 1
## 1641 1642 1643 1644 1645 1646 1648 1649 1650 1651 1653 1654 1655 1656 1658 1660
## 0 1 1 0 1 1 0 0 0 0 1 0 1 0 0 0
## 1662 1664 1665 1667 1668 1669 1670 1671 1672 1673 1675 1677 1679 1680 1682 1683
## 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1
## 1684 1686 1687 1688 1689 1690 1691 1693 1694 1697 1698 1699 1701 1702 1703 1705
## 0 0 0 1 0 1 0 0 1 0 1 0 0 0 0 0
## 1707 1708 1709 1710 1711 1712 1713 1714 1717 1718 1719 1721 1722 1725 1726 1727
## 1 0 1 0 0 0 0 0 1 1 0 1 0 0 0 1
## 1729 1731 1734 1737 1738 1739 1741 1744 1745 1746 1747 1748 1750 1751 1754 1755
## 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
## 1756 1757 1758 1759 1760 1761 1763 1764 1765 1766 1768 1769 1772 1774 1775 1776
## 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
## 1777 1778 1780 1781 1782 1785 1787 1790 1792 1793 1794 1795 1799 1803 1804 1805
## 1 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0
## 1806 1808 1810 1811 1812 1813 1814 1816 1817 1819 1820 1821 1822 1824 1825 1828
## 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1 0
## 1830 1831 1833 1834 1836 1837 1838 1839 1840 1841 1842 1845 1847 1848 1850 1851
## 0 0 0 0 1 1 0 1 0 0 1 1 1 1 0 0
## 1853 1854 1855 1857 1858 1859 1862 1863 1864 1865 1866 1867 1868 1869 1870 1871
## 0 0 1 0 0 0 0 1 0 0 0 0 1 0 1 0
## 1872 1873 1874 1875 1877 1878 1879 1880 1882 1883 1884 1886 1887 1888 1893 1894
## 0 1 0 1 0 0 1 0 0 1 0 0 0 0 1 0
## 1895 1896 1897 1898 1903 1904 1906 1907 1908 1909 1910 1911 1912 1916 1918 1922
## 0 1 0 0 0 0 0 0 1 0 0 0 0 1 0 0
## 1923 1924 1925 1927 1929 1931 1932 1935 1936 1938 1939 1940 1941 1942 1944 1945
## 0 0 1 0 0 0 0 1 0 0 1 0 1 0 0 1
## 1946 1947 1948 1950 1951 1952 1953 1954 1955 1956 1957 1959 1960 1961 1964 1965
## 1 1 0 0 1 0 0 0 0 0 1 1 0 0 1 0
## 1966 1967 1968 1971 1972 1973 1974 1976 1977 1978 1980 1983 1984 1985 1987 1988
## 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0
## 1989 1990 1991 1993 1994 1997 1999 2001 2002 2004 2005 2006 2007 2008 2010 2011
## 1 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0
## 2012 2013 2014 2015 2016 2017 2018 2019 2021 2022 2025 2026 2027 2028 2030 2032
## 0 0 0 0 1 1 1 0 0 0 0 0 0 0 0 0
## 2035 2036 2037 2038 2039 2041 2042 2044 2045 2047 2048 2049 2050 2051 2052 2053
## 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## 2054 2055 2056 2057 2058 2059 2061 2063 2064 2065 2067 2068 2069 2070 2071 2073
## 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0
## 2076 2077 2078 2079 2081 2082 2083 2085 2086 2087 2089 2090 2091 2092 2093 2094
## 1 0 1 0 0 0 0 1 0 1 0 1 0 0 0 0
## 2095 2096 2097 2098 2099 2100 2101 2102 2103 2104 2105 2106 2109 2111 2112 2113
## 0 1 1 0 0 0 0 0 0 0 0 0 1 0 0 0
## 2115 2117 2119 2120 2123 2124 2125 2126 2127 2128 2129 2130 2131 2132 2133 2134
## 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0
## 2137 2138 2139 2142 2143 2145 2147 2149 2150 2151 2152 2154 2155 2156 2161 2166
## 0 0 0 0 0 0 1 0 0 0 0 1 1 0 0 0
## 2167 2169 2170 2172 2178 2179 2181 2182 2184 2187 2189 2190 2191 2192 2193 2194
## 0 1 1 0 0 0 0 0 0 0 0 0 1 0 0 0
## 2196 2197 2198 2199 2200 2201 2202 2203 2204 2205 2206 2207 2208 2209 2211 2212
## 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
## 2213 2214 2215 2216 2217 2218 2219 2221 2222 2226 2227 2228 2230 2231 2232 2237
## 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 1
## 2240 2241 2242 2245 2247 2248 2249 2250 2251 2253 2254 2255 2256 2257 2259 2264
## 0 1 1 1 0 0 0 0 0 0 0 0 0 0 1 0
## 2268 2269 2271 2273 2274 2275 2276 2277 2278 2280 2281 2282 2284 2285 2288 2290
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
## 2292 2293 2294 2295 2296 2297 2298 2299 2301 2302 2303 2305 2306 2308 2310 2311
## 0 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0
## 2312 2313 2314 2315 2316 2317 2318 2319 2320 2321 2323 2324 2325 2327 2328 2329
## 0 0 1 0 0 0 0 1 1 0 0 0 0 0 1 1
## 2331 2332 2336 2339 2340 2342 2343 2344 2345 2348 2349 2350 2351 2352 2353 2355
## 0 1 1 1 0 0 1 0 0 0 0 1 0 0 1 0
## 2356 2359 2360 2361 2363 2364 2366 2367 2369 2372 2373 2374 2375 2376 2377 2380
## 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0
## 2381 2383 2384 2385 2386 2387 2388 2389 2391 2392 2393 2394 2395 2397 2398 2399
## 0 0 1 1 0 0 1 0 0 0 1 0 1 1 1 0
## 2400 2401 2402 2404 2406 2407 2408 2410 2414 2418 2420 2423 2424 2425 2426 2427
## 1 0 0 0 0 0 0 1 0 1 0 0 1 0 0 0
## 2428 2430 2432 2433 2434 2435 2436 2437 2439 2440 2442 2443 2444 2445 2446 2447
## 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0
## 2448 2451 2455 2458 2459 2463 2465 2466 2467 2469 2471 2472 2473 2475 2477 2478
## 0 0 0 1 1 1 0 1 0 0 0 0 1 1 1 1
## 2479 2480 2481 2482 2483 2484 2486 2487 2488 2489 2490 2491 2492 2493 2495 2496
## 1 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0
## 2498 2500 2501 2503 2504 2507 2509 2510 2511 2513 2517 2518 2519 2520 2521 2522
## 0 0 0 0 1 0 1 0 0 1 0 0 1 0 1 1
## 2523 2525 2527 2529 2530 2531 2533 2534 2535 2536 2538 2539 2543 2546 2547 2548
## 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1
## 2551 2552 2553 2554 2555 2558 2560 2561 2563 2566 2568 2569 2570 2571 2572 2573
## 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0
## 2575 2579 2580 2581 2582 2583 2585 2586 2587 2588 2591 2592 2594 2595 2597 2598
## 0 0 0 1 1 1 0 0 1 0 0 1 0 1 0 0
## 2599 2600 2601 2602 2604 2605 2608 2609 2610 2611 2613 2614 2615 2616 2620 2621
## 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
## 2622 2625 2626 2627 2628 2629 2631 2632 2634 2637 2638 2639 2640 2641 2642 2644
## 0 0 0 1 0 1 0 0 1 0 1 0 1 0 0 0
## 2645 2646 2647 2648 2650 2652 2653 2655 2658 2659 2661 2662 2665 2667 2668 2670
## 0 0 0 0 0 1 0 1 0 1 0 0 1 0 0 0
## 2672 2675 2676 2677 2678 2679 2681 2682 2683 2684 2685 2686 2688 2689 2691 2692
## 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0
## 2693 2694 2695 2696 2698 2700 2701 2704 2705 2706 2707 2708 2711 2712 2715 2717
## 0 0 1 0 0 0 1 0 0 1 0 0 0 0 1 0
## 2720 2721 2724 2726 2728 2729 2730 2733 2734 2735 2736 2737 2738 2740 2742 2744
## 0 1 1 0 0 1 1 1 0 0 0 0 0 1 0 0
## 2748 2751 2753 2754 2755 2756 2757 2758 2760 2761 2762 2763 2764 2765 2766 2769
## 0 0 1 0 1 0 1 0 0 0 1 0 0 1 0 0
## 2770 2771 2772 2775 2777 2779 2780 2781 2782 2784 2785 2786 2789 2790 2791 2792
## 1 0 0 0 1 0 0 1 0 0 1 0 0 1 1 0
## 2793 2795 2796 2799 2800 2801 2802 2803 2805 2807 2808 2809 2810 2811 2812 2813
## 0 1 0 0 0 1 0 0 1 0 1 0 0 0 0 0
## 2814 2815 2816 2817 2818 2819 2820 2822 2823 2824 2826 2828 2830 2831 2832 2833
## 0 0 0 0 0 0 0 1 0 0 1 0 0 1 1 1
## 2834 2836 2838 2840 2841 2843 2844 2845 2848 2849 2850 2851 2852 2853 2854 2856
## 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0
## 2858 2859 2862 2863 2864 2865 2866 2868 2870 2872 2873 2874 2875 2876 2877 2878
## 0 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0
## 2879 2881 2883 2884 2885 2888 2889 2891 2893 2895 2897 2898 2900 2901 2903 2904
## 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 1
## 2905 2907 2909 2910 2911 2912 2915 2916 2917 2918 2919 2920 2921 2922 2924 2927
## 1 1 0 0 0 0 1 0 0 0 0 0 0 0 0 1
## 2928 2929 2930 2931 2932 2933 2934 2935 2936 2937 2938 2939 2941 2943 2944 2945
## 0 0 1 0 0 0 1 1 0 0 0 1 0 0 0 1
## 2948 2949 2950 2951 2952 2953 2954 2955 2956 2957 2958 2959 2960 2961 2963 2965
## 1 0 0 0 0 0 0 1 0 1 0 0 0 1 0 0
## 2968 2969 2971 2974 2975 2979 2980 2981 2982 2984 2985 2986 2987 2989 2990 2992
## 1 0 0 1 0 1 0 0 0 1 0 0 1 0 0 1
## 2993 2994 2995 2996 2998 2999 3000 3001 3002 3003 3004 3006 3008 3009 3010 3011
## 1 0 0 0 1 0 1 0 1 1 1 0 0 0 0 0
## 3013 3015 3016 3017 3018 3019 3020 3021 3022 3024 3025 3026 3027 3028 3029 3032
## 0 1 0 1 0 0 0 1 0 0 1 1 0 0 0 1
## 3034 3036 3039 3041 3042 3043 3044 3045 3046 3047 3048 3049 3051 3054 3055 3056
## 0 1 0 1 1 0 0 0 0 0 0 1 1 1 0 0
## 3057 3059 3060 3062 3063 3065 3066 3067 3068 3070 3072 3073 3078 3080 3081 3082
## 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0
## 3083 3084 3085 3087 3089 3090 3091 3093 3094 3095 3096 3098 3100 3101 3103 3104
## 1 1 0 0 1 0 1 0 0 0 1 0 0 1 0 0
## 3105 3107 3108 3109 3110 3111 3112 3113 3114 3115 3120 3121 3123 3126 3127 3130
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## 3132 3134 3135 3139 3140 3142 3143 3144 3146 3149 3150 3152 3158 3159 3162 3163
## 0 1 1 0 0 0 0 1 0 0 1 0 0 0 1 0
## 3165 3166 3167 3168 3170 3171 3173 3175 3176 3178 3179 3181 3182 3183 3184 3185
## 0 1 1 0 0 0 0 0 1 0 1 0 0 0 1 1
## 3186 3188 3189 3191 3192 3193 3194 3195 3196 3197 3198 3200 3201 3202 3204 3205
## 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0
## 3206 3209 3210 3211 3212 3213 3215 3216 3218 3219 3220 3223 3224 3225 3226 3227
## 1 0 0 1 0 1 1 0 0 0 0 0 0 1 0 0
## 3228 3232 3233 3235 3236 3237 3238 3240 3241 3245 3247 3248 3249 3250 3251 3252
## 0 1 0 0 0 1 1 0 0 0 0 0 1 0 0 1
## 3254 3255 3257 3258 3259 3260 3261 3262 3263 3264 3265 3266 3268 3269 3270 3271
## 1 1 1 0 0 1 1 0 0 0 0 0 0 0 1 1
## 3273 3274 3279 3280 3282 3284 3286 3287 3289 3290 3291 3292 3293 3294 3295 3297
## 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0
## 3298 3304 3305 3306 3308 3309 3310 3311 3312 3313 3314 3316 3317 3318 3319 3320
## 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
## 3324 3326 3329 3330 3332 3334 3335 3336 3338 3339 3340 3341 3342 3343 3344 3345
## 0 1 0 0 0 0 0 1 1 0 0 0 0 0 0 1
## 3346 3348 3352 3353 3354 3355 3356 3358 3359 3360 3361 3362 3363 3364 3366 3367
## 0 1 0 0 1 0 0 1 0 0 1 0 0 0 0 0
## 3369 3370 3373 3374 3375 3380 3381 3382 3384 3385 3386 3387 3389 3391 3392 3393
## 0 0 0 1 0 0 0 1 1 1 0 0 0 0 0 0
## 3394 3396 3397 3399 3400 3401 3403 3404 3405 3406 3407 3408 3411 3413 3414 3415
## 0 0 1 0 1 1 0 0 1 0 0 0 1 0 0 0
## 3416 3418 3420 3421 3423 3425 3426 3427 3428 3429 3432 3433 3435 3436 3437 3438
## 0 1 1 0 0 0 1 0 0 0 0 0 0 0 0 0
## 3439 3440 3444 3445 3447 3448 3449 3450 3452 3454 3455 3456 3457 3458 3461 3462
## 0 0 0 0 0 0 1 0 1 1 0 0 1 1 1 0
## 3464 3466 3467 3468 3469 3470 3474 3475 3476 3478 3480 3481 3482 3483 3485 3486
## 0 1 1 0 1 0 0 0 1 0 0 1 1 0 1 0
## 3487 3488 3489 3490 3491 3492 3493 3494 3495 3496 3497 3498 3499 3500 3501 3502
## 1 0 0 0 0 0 0 1 0 0 0 0 1 1 0 0
## 3504 3507 3508 3510 3511 3512 3515 3516 3517 3519 3520 3521 3522 3523 3524 3525
## 0 0 0 1 1 0 1 0 0 1 0 1 0 1 0 0
## 3526 3528 3529 3530 3531 3532 3533 3534 3535 3536 3539 3541 3542 3544 3545 3546
## 0 0 0 0 0 0 0 1 0 0 0 1 0 0 1 1
## 3547 3548 3549 3550 3553 3554 3558 3559 3560 3561 3562 3563 3566 3569 3571 3572
## 0 1 1 0 0 0 0 1 0 0 0 0 0 1 0 0
## 3574 3575 3577 3578 3579 3580 3581 3582 3585 3587 3588 3593 3594 3595 3597 3598
## 1 0 0 0 1 1 0 1 1 0 0 1 1 0 0 1
## 3601 3603 3604 3605 3606 3607 3608 3610 3611 3612 3617 3618 3619 3621 3622 3623
## 0 1 0 1 1 0 0 0 0 0 1 0 0 1 1 0
## 3625 3626 3628 3629 3630 3631 3633 3634 3636 3637 3639 3640 3642 3643 3645 3646
## 0 0 0 0 0 1 0 1 0 1 0 0 0 1 0 0
## 3649 3650 3651 3652 3653 3654 3655 3657 3658 3659 3662 3663 3664 3666 3668 3669
## 0 0 0 0 0 0 1 0 0 0 0 0 1 1 0 1
## 3670 3671 3672 3673 3674 3675 3676 3678 3679 3680 3686 3687 3689 3690 3691 3692
## 0 1 0 0 0 0 1 0 0 0 0 0 0 0 1 0
## 3694 3695 3696 3697 3698 3700 3701 3705 3708 3709 3710 3711 3713 3714 3715 3716
## 0 0 0 0 1 0 0 1 0 1 1 0 0 0 1 1
## 3717 3719 3720 3722 3723 3724 3725 3726 3729 3730 3732 3733 3734 3735 3736 3737
## 0 0 1 1 1 1 0 0 0 1 0 0 0 0 1 0
## 3739 3740 3743 3744 3745 3746 3747 3748 3749 3752 3754 3755 3756 3757 3758 3759
## 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 1
## 3760 3761 3762 3764 3765 3767 3770 3771 3773 3774 3775 3777 3778 3779 3780 3781
## 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0
## 3783 3784 3786 3787 3788 3790 3791 3792 3794 3795 3796 3797 3798 3799 3800 3801
## 0 0 1 0 0 0 0 0 0 1 1 0 1 1 0 0
## 3804 3806 3807 3808 3810 3811 3812 3813 3814 3815 3817 3818 3819 3820 3821 3822
## 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## 3823 3824 3826 3827 3828 3831 3833 3838 3839 3840 3841 3842 3844 3845 3846 3847
## 0 0 0 1 1 0 1 1 0 0 0 0 0 0 0 1
## 3848 3849 3850 3851 3852 3853 3856 3857 3858 3859 3860 3861 3862 3864 3865 3866
## 1 0 1 0 1 1 0 0 0 1 1 0 0 0 0 0
## 3868 3869 3870 3872 3874 3875 3876 3878 3879 3881 3882 3886 3888 3889 3891 3892
## 0 1 0 1 0 1 0 1 0 1 1 0 0 0 1 0
## 3893 3895 3897 3898 3900 3901 3902 3906 3907 3908 3909 3910 3911 3912 3914 3915
## 0 1 0 0 0 1 0 0 0 1 0 0 0 1 0 0
## 3917 3918 3920 3921 3922 3923 3925 3927 3929 3931 3933 3934 3935 3937 3938 3940
## 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## 3942 3943 3945 3946 3947 3948 3950 3951 3952 3954 3955 3956 3957 3958 3959 3960
## 0 0 1 1 0 0 0 0 1 0 0 0 0 0 0 1
## 3961 3966 3972 3973 3974 3975 3976 3977 3978 3979 3980 3981 3984 3985 3987 3988
## 0 0 0 0 0 0 1 0 0 1 0 0 1 0 0 0
## 3989 3991 3992 3993 3994 3995 3996 3998 4000 4001 4002 4003 4004 4005 4007 4009
## 0 0 1 0 0 0 0 0 1 0 1 1 0 1 1 0
## 4010 4011 4012 4015 4017 4018 4019 4020 4022 4024 4025 4026 4027 4028 4029 4030
## 0 0 0 0 0 0 0 1 0 1 1 1 0 0 0 0
## 4031 4033 4035 4036 4038 4039 4040 4041 4042 4043 4044 4045 4046 4047 4048 4049
## 0 1 0 0 0 1 1 0 1 0 0 0 0 0 1 0
## 4050 4051 4053 4054 4055 4056 4057 4058 4060 4062 4063 4065 4066 4067 4068 4070
## 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
## 4071 4072 4076 4077 4078 4079 4080 4082 4085 4086 4089 4090 4092 4093 4094 4095
## 0 0 0 0 0 1 0 0 0 1 0 1 0 0 1 1
## 4096 4097 4099 4100 4101 4103 4105 4107 4109 4110 4111 4112 4113 4114 4116 4118
## 1 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0
## 4119 4120 4121 4122 4123 4124 4126 4128 4129 4131 4132 4134 4138 4139 4140 4141
## 0 0 1 0 0 0 0 0 0 1 0 1 0 0 0 1
## 4142 4143 4144 4146 4147 4149 4150 4151 4152 4153 4154 4155 4156 4157 4158 4159
## 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0
## 4161 4162 4164 4166 4167 4169 4170 4171 4172 4174 4175 4176 4177 4180 4181 4182
## 0 0 1 0 0 0 1 1 0 0 0 1 0 1 0 1
## 4183 4184 4186 4188 4190 4193 4194 4195 4196 4197 4198 4199 4200 4201 4202 4203
## 0 0 0 1 1 0 0 0 1 0 0 1 0 0 0 1
## 4205 4207 4208 4209 4210 4211 4212 4213 4216 4217 4219 4220 4221 4224 4225 4226
## 0 0 1 1 0 0 0 0 0 0 0 0 1 0 1 0
## 4227 4228 4229 4230 4231 4232 4233 4234 4235 4236 4238 4242 4243 4244 4246 4247
## 1 0 0 1 0 0 0 0 1 1 0 0 0 1 0 0
## 4249 4251 4254 4257 4258 4259 4260 4261 4262 4263 4266 4267 4268 4270 4271 4272
## 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0 0
## 4274 4275 4276
## 0 0 0
## Levels: 0 1matriz_confusion_train = table(predichos_train, train$Mora)
matriz_confusion_train##
## predichos_train 0 1
## 0 2075 147
## 1 41 732Accuracy = (TP+TN)/(TP+FP+FN+TN)“” Specificity = TN/(TN+FP)“” Sensitivity = TP/(TP+FN)“”
Precision = TP/(TP+FP)“” Recall = TP/(TP+FN)“” F1 Score = 2(Recall Precision) / (Recall + Precision)“”
confusionMatrix(predichos_train,train$Mora, positive="1")## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 2075 147
## 1 41 732
##
## Accuracy : 0.9372
## 95% CI : (0.9279, 0.9457)
## No Information Rate : 0.7065
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.8431
##
## Mcnemar's Test P-Value : 1.89e-14
##
## Sensitivity : 0.8328
## Specificity : 0.9806
## Pos Pred Value : 0.9470
## Neg Pred Value : 0.9338
## Prevalence : 0.2935
## Detection Rate : 0.2444
## Detection Prevalence : 0.2581
## Balanced Accuracy : 0.9067
##
## 'Positive' Class : 1
## confusionMatrix(predichos_train, train[["Mora"]], positive = "1")$byClass["Precision"]## Precision
## 0.9469599confusionMatrix(predichos_train, train[["Mora"]], positive = "1")$byClass["Recall"]## Recall
## 0.8327645confusionMatrix(predichos_train, train[["Mora"]], positive = "1")$byClass["F1"]## F1
## 0.8861985Evaluamos el modelo a través de predicciones
predichos = predict(modelo1, test, type = "class")
predichos## 3 6 7 9 10 12 16 20 24 38 39 44 46 48 49 53
## 1 0 1 0 1 0 0 0 0 0 0 0 0 1 0 0
## 57 58 69 70 71 77 79 80 88 91 94 99 102 103 105 107
## 0 0 0 0 1 0 1 0 0 1 0 0 0 1 0 0
## 109 111 112 119 120 123 124 126 127 130 133 135 142 143 152 153
## 0 0 0 1 0 0 0 1 0 1 0 0 1 0 0 1
## 154 158 161 162 164 166 169 170 172 176 177 178 179 181 193 197
## 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0
## 204 207 214 215 223 224 228 229 233 235 236 239 246 247 252 253
## 0 0 0 0 0 1 1 0 0 1 1 0 0 1 0 1
## 256 264 268 271 280 281 282 284 297 307 312 314 315 321 326 328
## 0 0 1 1 1 0 0 0 0 1 0 0 0 1 0 0
## 329 334 337 339 342 343 344 345 353 359 364 369 371 379 384 386
## 0 0 1 0 1 0 0 0 1 0 0 1 0 1 0 1
## 387 394 395 400 403 411 412 414 416 418 425 430 433 434 436 440
## 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1
## 441 444 446 447 448 449 450 456 461 463 464 468 469 472 476 477
## 0 1 0 0 0 0 1 0 1 1 1 1 0 1 0 0
## 481 488 494 495 497 499 508 509 514 519 520 521 522 523 528 529
## 1 0 0 0 1 0 0 0 0 1 0 1 1 0 0 0
## 530 533 536 539 544 549 554 559 560 563 571 575 578 579 582 593
## 0 0 0 0 0 1 0 0 0 1 1 0 0 0 1 0
## 594 596 599 609 611 613 614 615 617 621 625 627 628 629 636 639
## 0 0 0 0 0 0 0 1 0 0 0 1 0 1 1 0
## 641 645 646 648 651 655 658 660 664 667 673 679 682 684 690 695
## 0 1 1 1 1 0 0 1 0 0 0 0 0 0 0 1
## 696 697 699 725 728 738 739 743 744 745 749 750 756 757 761 763
## 0 1 1 0 0 0 1 0 0 0 0 0 1 0 1 0
## 764 765 766 769 771 776 779 781 782 784 785 786 787 790 794 796
## 0 0 0 0 1 0 0 1 0 0 0 1 1 0 0 0
## 799 801 802 808 813 817 827 829 830 838 844 845 846 847 852 854
## 0 0 1 0 1 0 1 0 0 1 0 0 1 0 0 0
## 855 862 864 866 869 879 885 895 899 900 903 904 906 912 920 925
## 0 1 0 0 0 0 0 1 0 0 0 0 1 1 0 0
## 927 933 938 939 941 942 943 946 947 948 949 953 955 961 968 971
## 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 0
## 973 977 982 995 1001 1014 1015 1025 1034 1035 1036 1038 1040 1041 1042 1048
## 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1
## 1051 1057 1059 1064 1066 1069 1072 1076 1084 1086 1087 1089 1091 1092 1097 1103
## 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0
## 1105 1108 1112 1113 1114 1122 1125 1127 1129 1138 1139 1150 1151 1152 1153 1156
## 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0
## 1166 1170 1171 1173 1174 1175 1178 1183 1185 1191 1195 1200 1207 1208 1210 1212
## 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0
## 1215 1220 1221 1231 1233 1236 1246 1254 1255 1256 1258 1262 1267 1273 1277 1281
## 0 0 0 0 0 1 0 0 1 1 0 1 0 1 0 0
## 1283 1285 1290 1294 1295 1298 1304 1307 1314 1316 1318 1320 1328 1334 1338 1341
## 0 0 0 0 0 1 1 0 0 0 0 0 1 1 0 0
## 1344 1345 1348 1350 1358 1364 1365 1367 1372 1375 1377 1378 1379 1384 1387 1390
## 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0
## 1393 1395 1398 1399 1402 1409 1411 1414 1415 1419 1420 1421 1422 1424 1426 1427
## 1 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0
## 1430 1433 1434 1435 1437 1443 1450 1458 1459 1462 1464 1465 1466 1472 1475 1476
## 0 1 1 1 1 1 0 1 0 0 0 0 1 1 1 1
## 1479 1480 1487 1490 1492 1495 1499 1500 1503 1508 1509 1511 1515 1519 1520 1526
## 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0
## 1530 1531 1534 1539 1543 1560 1562 1570 1572 1585 1586 1591 1595 1600 1601 1602
## 0 0 1 0 1 1 0 0 0 0 0 0 1 1 0 1
## 1605 1607 1611 1613 1614 1618 1621 1634 1647 1652 1657 1659 1661 1663 1666 1674
## 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## 1676 1678 1681 1685 1692 1695 1696 1700 1704 1706 1715 1716 1720 1723 1724 1728
## 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
## 1730 1732 1733 1735 1736 1740 1742 1743 1749 1752 1753 1762 1767 1770 1771 1773
## 1 0 0 0 1 1 1 0 0 0 0 0 0 1 0 0
## 1779 1783 1784 1786 1788 1789 1791 1796 1797 1798 1800 1801 1802 1807 1809 1815
## 0 1 0 0 1 0 0 1 0 0 0 0 0 0 0 1
## 1818 1823 1826 1827 1829 1832 1835 1843 1844 1846 1849 1852 1856 1860 1861 1876
## 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0
## 1881 1885 1889 1890 1891 1892 1899 1900 1901 1902 1905 1913 1914 1915 1917 1919
## 1 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0
## 1920 1921 1926 1928 1930 1933 1934 1937 1943 1949 1958 1962 1963 1969 1970 1975
## 0 0 0 1 1 0 0 0 0 1 1 0 0 0 1 1
## 1979 1981 1982 1986 1992 1995 1996 1998 2000 2003 2009 2020 2023 2024 2029 2031
## 0 1 0 0 0 0 1 0 1 1 1 0 0 0 0 0
## 2033 2034 2040 2043 2046 2060 2062 2066 2072 2074 2075 2080 2084 2088 2107 2108
## 0 0 1 0 0 0 0 0 0 1 1 1 0 0 0 0
## 2110 2114 2116 2118 2121 2122 2135 2136 2140 2141 2144 2146 2148 2153 2157 2158
## 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0
## 2159 2160 2162 2163 2164 2165 2168 2171 2173 2174 2175 2176 2177 2180 2183 2185
## 1 1 0 1 1 0 1 0 0 1 0 0 0 1 0 0
## 2186 2188 2195 2210 2220 2223 2224 2225 2229 2233 2234 2235 2236 2238 2239 2243
## 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 1
## 2244 2246 2252 2258 2260 2261 2262 2263 2265 2266 2267 2270 2272 2279 2283 2286
## 1 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0
## 2287 2289 2291 2300 2304 2307 2309 2322 2326 2330 2333 2334 2335 2337 2338 2341
## 1 1 1 0 0 1 1 1 0 0 0 0 0 0 1 0
## 2346 2347 2354 2357 2358 2362 2365 2368 2370 2371 2378 2379 2382 2390 2396 2403
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1
## 2405 2409 2411 2412 2413 2415 2416 2417 2419 2421 2422 2429 2431 2438 2441 2449
## 0 0 0 0 0 0 1 0 1 1 0 0 0 1 1 1
## 2450 2452 2453 2454 2456 2457 2460 2461 2462 2464 2468 2470 2474 2476 2485 2494
## 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1
## 2497 2499 2502 2505 2506 2508 2512 2514 2515 2516 2524 2526 2528 2532 2537 2540
## 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0 1
## 2541 2542 2544 2545 2549 2550 2556 2557 2559 2562 2564 2565 2567 2574 2576 2577
## 0 1 1 0 0 0 0 0 0 0 0 0 0 0 1 0
## 2578 2584 2589 2590 2593 2596 2603 2606 2607 2612 2617 2618 2619 2623 2624 2630
## 0 0 0 0 1 0 0 1 1 1 0 0 0 1 1 0
## 2633 2635 2636 2643 2649 2651 2654 2656 2657 2660 2663 2664 2666 2669 2671 2673
## 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
## 2674 2680 2687 2690 2697 2699 2702 2703 2709 2710 2713 2714 2716 2718 2719 2722
## 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0
## 2723 2725 2727 2731 2732 2739 2741 2743 2745 2746 2747 2749 2750 2752 2759 2767
## 0 0 1 0 0 1 0 0 0 0 1 0 0 0 0 0
## 2768 2773 2774 2776 2778 2783 2787 2788 2794 2797 2798 2804 2806 2821 2825 2827
## 0 0 1 1 0 0 0 0 0 0 0 0 1 0 1 0
## 2829 2835 2837 2839 2842 2846 2847 2855 2857 2860 2861 2867 2869 2871 2880 2882
## 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 1
## 2886 2887 2890 2892 2894 2896 2899 2902 2906 2908 2913 2914 2923 2925 2926 2940
## 0 1 0 0 0 1 1 0 1 0 0 0 0 0 0 0
## 2942 2946 2947 2962 2964 2966 2967 2970 2972 2973 2976 2977 2978 2983 2988 2991
## 0 0 1 0 0 1 1 0 0 0 0 0 1 0 1 0
## 2997 3005 3007 3012 3014 3023 3030 3031 3033 3035 3037 3038 3040 3050 3052 3053
## 1 0 1 0 1 0 0 0 0 0 0 0 0 1 1 0
## 3058 3061 3064 3069 3071 3074 3075 3076 3077 3079 3086 3088 3092 3097 3099 3102
## 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0
## 3106 3116 3117 3118 3119 3122 3124 3125 3128 3129 3131 3133 3136 3137 3138 3141
## 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 0
## 3145 3147 3148 3151 3153 3154 3155 3156 3157 3160 3161 3164 3169 3172 3174 3177
## 0 1 0 0 1 1 1 0 1 0 0 0 0 0 0 1
## 3180 3187 3190 3199 3203 3207 3208 3214 3217 3221 3222 3229 3230 3231 3234 3239
## 1 0 0 1 0 0 0 1 1 0 0 1 0 0 0 1
## 3242 3243 3244 3246 3253 3256 3267 3272 3275 3276 3277 3278 3281 3283 3285 3288
## 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1
## 3296 3299 3300 3301 3302 3303 3307 3315 3321 3322 3323 3325 3327 3328 3331 3333
## 0 0 0 1 0 0 0 0 1 0 0 1 1 0 0 1
## 3337 3347 3349 3350 3351 3357 3365 3368 3371 3372 3376 3377 3378 3379 3383 3388
## 0 0 1 0 0 0 0 1 1 0 0 0 1 0 0 0
## 3390 3395 3398 3402 3409 3410 3412 3417 3419 3422 3424 3430 3431 3434 3441 3442
## 0 1 0 0 0 0 1 0 0 0 0 0 0 1 1 1
## 3443 3446 3451 3453 3459 3460 3463 3465 3471 3472 3473 3477 3479 3484 3503 3505
## 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0
## 3506 3509 3513 3514 3518 3527 3537 3538 3540 3543 3551 3552 3555 3556 3557 3564
## 0 0 0 0 1 0 1 1 0 0 1 0 1 0 1 1
## 3565 3567 3568 3570 3573 3576 3583 3584 3586 3589 3590 3591 3592 3596 3599 3600
## 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
## 3602 3609 3613 3614 3615 3616 3620 3624 3627 3632 3635 3638 3641 3644 3647 3648
## 1 0 0 0 0 0 0 1 1 0 0 0 1 0 1 1
## 3656 3660 3661 3665 3667 3677 3681 3682 3683 3684 3685 3688 3693 3699 3702 3703
## 1 0 0 0 1 0 1 0 0 0 0 1 0 0 0 0
## 3704 3706 3707 3712 3718 3721 3727 3728 3731 3738 3741 3742 3750 3751 3753 3763
## 0 0 1 0 0 0 1 0 1 0 0 0 0 0 1 0
## 3766 3768 3769 3772 3776 3782 3785 3789 3793 3802 3803 3805 3809 3816 3825 3829
## 0 0 1 1 0 0 0 0 0 1 0 0 1 0 1 0
## 3830 3832 3834 3835 3836 3837 3843 3854 3855 3863 3867 3871 3873 3877 3880 3883
## 0 1 0 1 0 0 0 0 0 0 1 1 0 1 0 1
## 3884 3885 3887 3890 3894 3896 3899 3903 3904 3905 3913 3916 3919 3924 3926 3928
## 0 1 0 0 0 1 0 1 0 0 0 1 0 0 0 0
## 3930 3932 3936 3939 3941 3944 3949 3953 3962 3963 3964 3965 3967 3968 3969 3970
## 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 1
## 3971 3982 3983 3986 3990 3997 3999 4006 4008 4013 4014 4016 4021 4023 4032 4034
## 0 0 0 0 0 0 0 1 1 0 0 0 1 0 0 1
## 4037 4052 4059 4061 4064 4069 4073 4074 4075 4081 4083 4084 4087 4088 4091 4098
## 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0
## 4102 4104 4106 4108 4115 4117 4125 4127 4130 4133 4135 4136 4137 4145 4148 4160
## 1 1 0 1 0 0 1 0 0 1 1 1 0 1 1 0
## 4163 4165 4168 4173 4178 4179 4185 4187 4189 4191 4192 4204 4206 4214 4215 4218
## 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 0
## 4222 4223 4237 4239 4240 4241 4245 4248 4250 4252 4253 4255 4256 4264 4265 4269
## 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0
## 4273 4277
## 0 0
## Levels: 0 1comparacion = cbind(test$Mora, predichos)
comparacion## predichos
## 3 1 2
## 6 1 1
## 7 2 2
## 9 1 1
## 10 1 2
## 12 1 1
## 16 1 1
## 20 1 1
## 24 1 1
## 38 1 1
## 39 1 1
## 44 2 1
## 46 1 1
## 48 1 2
## 49 2 1
## 53 1 1
## 57 1 1
## 58 2 1
## 69 2 1
## 70 2 1
## 71 1 2
## 77 2 1
## 79 1 2
## 80 2 1
## 88 1 1
## 91 1 2
## 94 2 1
## 99 1 1
## 102 1 1
## 103 1 2
## 105 1 1
## 107 1 1
## 109 1 1
## 111 1 1
## 112 1 1
## 119 1 2
## 120 1 1
## 123 1 1
## 124 1 1
## 126 1 2
## 127 1 1
## 130 1 2
## 133 2 1
## 135 1 1
## 142 1 2
## 143 1 1
## 152 1 1
## 153 2 2
## 154 1 2
## 158 1 1
## 161 2 1
## 162 1 1
## 164 2 1
## 166 2 1
## 169 1 1
## 170 1 1
## 172 2 1
## 176 1 1
## 177 2 1
## 178 2 2
## 179 1 1
## 181 1 1
## 193 1 1
## 197 1 1
## 204 1 1
## 207 2 1
## 214 1 1
## 215 2 1
## 223 2 1
## 224 1 2
## 228 2 2
## 229 1 1
## 233 1 1
## 235 1 2
## 236 1 2
## 239 1 1
## 246 2 1
## 247 1 2
## 252 1 1
## 253 1 2
## 256 1 1
## 264 2 1
## 268 1 2
## 271 1 2
## 280 1 2
## 281 2 1
## 282 1 1
## 284 1 1
## 297 1 1
## 307 1 2
## 312 1 1
## 314 2 1
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## 4277 2 1matriz_confusion = table(predichos, test$Mora)
matriz_confusion##
## predichos 0 1
## 0 655 293
## 1 251 83confusionMatrix(predichos,test$Mora, positive="1")## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 655 293
## 1 251 83
##
## Accuracy : 0.5757
## 95% CI : (0.5481, 0.6029)
## No Information Rate : 0.7067
## P-Value [Acc > NIR] : 1.00000
##
## Kappa : -0.0582
##
## Mcnemar's Test P-Value : 0.07877
##
## Sensitivity : 0.22074
## Specificity : 0.72296
## Pos Pred Value : 0.24850
## Neg Pred Value : 0.69093
## Prevalence : 0.29329
## Detection Rate : 0.06474
## Detection Prevalence : 0.26053
## Balanced Accuracy : 0.47185
##
## 'Positive' Class : 1
## confusionMatrix(predichos, test[["Mora"]], positive = "1")$byClass["Precision"]## Precision
## 0.248503confusionMatrix(predichos, test[["Mora"]], positive = "1")$byClass["Recall"]## Recall
## 0.2207447confusionMatrix(predichos, test[["Mora"]], positive = "1")$byClass["F1"]## F1
## 0.2338028Curva ROC
str(test)## 'data.frame': 1282 obs. of 9 variables:
## $ Edad : num 40 32 41 58 41.5 ...
## $ Experiencia : num 14 6 16 34 16 ...
## $ Ingreso : num 179 64.8 94 128 104 ...
## $ Familia : int 1 2 1 1 1 2 2 1 2 2 ...
## $ credito : num 2.6 1.5 4 7.4 3.4 0.4 0.4 2.7 2.7 0 ...
## $ educacion : Factor w/ 3 levels "1","2","3": 3 3 3 1 1 1 1 2 1 3 ...
## $ cuenta.de.ahorros: Factor w/ 2 levels "0","1": 2 1 2 1 1 1 1 1 1 1 ...
## $ servicios.online : Factor w/ 2 levels "0","1": 2 1 1 1 1 2 2 2 1 1 ...
## $ Mora : Factor w/ 2 levels "0","1": 1 1 2 1 1 1 1 1 1 1 ...pred_prob<-predict(modelo1, test, type = "prob")[,2]
pred_prob## 3 6 7 9 10 12 16
## 1.00000000 0.00000000 1.00000000 0.00000000 1.00000000 0.09259259 0.09259259
## 20 24 38 39 44 46 48
## 0.00000000 0.00000000 0.05000000 0.00000000 0.06666667 0.10000000 1.00000000
## 49 53 57 58 69 70 71
## 0.05263158 0.00000000 0.09803922 0.00000000 0.06250000 0.00000000 0.70000000
## 77 79 80 88 91 94 99
## 0.09803922 1.00000000 0.00000000 0.11111111 1.00000000 0.00000000 0.09523810
## 102 103 105 107 109 111 112
## 0.00000000 0.75000000 0.00000000 0.10000000 0.00000000 0.00000000 0.16666667
## 119 120 123 124 126 127 130
## 1.00000000 0.06451613 0.09523810 0.06250000 1.00000000 0.00000000 0.80000000
## 133 135 142 143 152 153 154
## 0.00000000 0.00000000 1.00000000 0.07692308 0.12500000 1.00000000 1.00000000
## 158 161 162 164 166 169 170
## 0.10000000 0.00000000 0.11111111 0.05000000 0.28571429 0.00000000 0.00000000
## 172 176 177 178 179 181 193
## 0.06250000 0.09523810 0.00000000 1.00000000 0.03571429 0.22580645 0.00000000
## 197 204 207 214 215 223 224
## 0.06250000 0.09259259 0.07692308 0.00000000 0.00000000 0.00000000 1.00000000
## 228 229 233 235 236 239 246
## 1.00000000 0.11111111 0.08695652 1.00000000 1.00000000 0.00000000 0.00000000
## 247 252 253 256 264 268 271
## 1.00000000 0.05263158 1.00000000 0.00000000 0.04166667 0.85714286 1.00000000
## 280 281 282 284 297 307 312
## 1.00000000 0.12500000 0.16666667 0.00000000 0.08695652 1.00000000 0.00000000
## 314 315 321 326 328 329 334
## 0.00000000 0.03571429 0.75000000 0.00000000 0.16666667 0.25000000 0.03846154
## 337 339 342 343 344 345 353
## 0.75000000 0.11111111 1.00000000 0.03846154 0.16666667 0.00000000 1.00000000
## 359 364 369 371 379 384 386
## 0.00000000 0.12500000 1.00000000 0.00000000 1.00000000 0.06666667 1.00000000
## 387 394 395 400 403 411 412
## 0.20000000 0.13636364 0.09523810 0.03571429 0.06250000 0.07692308 0.87500000
## 414 416 418 425 430 433 434
## 0.00000000 0.04166667 0.00000000 0.11111111 0.00000000 0.07692308 0.00000000
## 436 440 441 444 446 447 448
## 0.09803922 0.70000000 0.00000000 1.00000000 0.03921569 0.00000000 0.16666667
## 449 450 456 461 463 464 468
## 0.00000000 0.80000000 0.00000000 1.00000000 1.00000000 1.00000000 1.00000000
## 469 472 476 477 481 488 494
## 0.00000000 0.87500000 0.03571429 0.00000000 1.00000000 0.00000000 0.24324324
## 495 497 499 508 509 514 519
## 0.00000000 1.00000000 0.10000000 0.00000000 0.11111111 0.00000000 1.00000000
## 520 521 522 523 528 529 530
## 0.09803922 1.00000000 0.90000000 0.10000000 0.00000000 0.00000000 0.00000000
## 533 536 539 544 549 554 559
## 0.00000000 0.00000000 0.15384615 0.33333333 1.00000000 0.09523810 0.00000000
## 560 563 571 575 578 579 582
## 0.04545455 1.00000000 1.00000000 0.00000000 0.09523810 0.00000000 1.00000000
## 593 594 596 599 609 611 613
## 0.11111111 0.16666667 0.08333333 0.03571429 0.00000000 0.12500000 0.05263158
## 614 615 617 621 625 627 628
## 0.07142857 0.87500000 0.05000000 0.10000000 0.09523810 1.00000000 0.00000000
## 629 636 639 641 645 646 648
## 0.66666667 1.00000000 0.00000000 0.22580645 0.85714286 1.00000000 1.00000000
## 651 655 658 660 664 667 673
## 1.00000000 0.08333333 0.05263158 1.00000000 0.00000000 0.00000000 0.00000000
## 679 682 684 690 695 696 697
## 0.00000000 0.05000000 0.00000000 0.10000000 1.00000000 0.00000000 0.87500000
## 699 725 728 738 739 743 744
## 1.00000000 0.00000000 0.08333333 0.08333333 1.00000000 0.09803922 0.05263158
## 745 749 750 756 757 761 763
## 0.00000000 0.06250000 0.03921569 0.66666667 0.13636364 1.00000000 0.00000000
## 764 765 766 769 771 776 779
## 0.00000000 0.09803922 0.00000000 0.00000000 0.80000000 0.05263158 0.09803922
## 781 782 784 785 786 787 790
## 1.00000000 0.16666667 0.13636364 0.00000000 0.85714286 1.00000000 0.24324324
## 794 796 799 801 802 808 813
## 0.00000000 0.10000000 0.00000000 0.10000000 1.00000000 0.20000000 1.00000000
## 817 827 829 830 838 844 845
## 0.00000000 1.00000000 0.08333333 0.00000000 1.00000000 0.28571429 0.11111111
## 846 847 852 854 855 862 864
## 1.00000000 0.04166667 0.04545455 0.13793103 0.00000000 1.00000000 0.00000000
## 866 869 879 885 895 899 900
## 0.09803922 0.25000000 0.00000000 0.03846154 1.00000000 0.00000000 0.00000000
## 903 904 906 912 920 925 927
## 0.00000000 0.00000000 1.00000000 1.00000000 0.03921569 0.16666667 0.00000000
## 933 938 939 941 942 943 946
## 0.00000000 0.09803922 1.00000000 0.00000000 0.05263158 0.00000000 1.00000000
## 947 948 949 953 955 961 968
## 0.33333333 0.00000000 0.10000000 1.00000000 0.00000000 0.00000000 0.00000000
## 971 973 977 982 995 1001 1014
## 0.00000000 0.00000000 0.00000000 0.05263158 0.11111111 1.00000000 0.00000000
## 1015 1025 1034 1035 1036 1038 1040
## 0.06666667 0.16666667 0.00000000 0.05263158 0.13636364 0.07692308 0.00000000
## 1041 1042 1048 1051 1057 1059 1064
## 0.05000000 0.00000000 0.90000000 0.22222222 0.00000000 0.05263158 1.00000000
## 1066 1069 1072 1076 1084 1086 1087
## 0.05263158 0.10000000 0.87500000 0.00000000 0.00000000 0.08333333 0.00000000
## 1089 1091 1092 1097 1103 1105 1108
## 0.09803922 0.85714286 0.04545455 0.12500000 0.06666667 0.06666667 0.06250000
## 1112 1113 1114 1122 1125 1127 1129
## 1.00000000 0.08333333 0.00000000 0.00000000 0.00000000 0.06451613 1.00000000
## 1138 1139 1150 1151 1152 1153 1156
## 0.26315789 0.05263158 0.00000000 0.00000000 0.00000000 0.10000000 0.03921569
## 1166 1170 1171 1173 1174 1175 1178
## 0.00000000 0.16666667 1.00000000 0.11111111 0.06250000 0.08333333 0.05263158
## 1183 1185 1191 1195 1200 1207 1208
## 0.00000000 1.00000000 0.11111111 0.03846154 0.05000000 0.05263158 1.00000000
## 1210 1212 1215 1220 1221 1231 1233
## 0.00000000 0.00000000 0.00000000 0.00000000 0.14285714 0.05263158 0.13793103
## 1236 1246 1254 1255 1256 1258 1262
## 1.00000000 0.00000000 0.09090909 1.00000000 1.00000000 0.03571429 0.80000000
## 1267 1273 1277 1281 1283 1285 1290
## 0.24324324 1.00000000 0.11111111 0.10000000 0.10000000 0.06666667 0.00000000
## 1294 1295 1298 1304 1307 1314 1316
## 0.16666667 0.07142857 1.00000000 1.00000000 0.25000000 0.00000000 0.00000000
## 1318 1320 1328 1334 1338 1341 1344
## 0.25000000 0.00000000 0.85714286 1.00000000 0.00000000 0.07142857 0.07142857
## 1345 1348 1350 1358 1364 1365 1367
## 0.05263158 0.00000000 0.06250000 0.00000000 0.00000000 0.90000000 0.25000000
## 1372 1375 1377 1378 1379 1384 1387
## 0.25000000 0.07142857 0.00000000 0.16666667 1.00000000 0.24324324 0.05263158
## 1390 1393 1395 1398 1399 1402 1409
## 0.06666667 1.00000000 0.24324324 0.00000000 0.00000000 0.00000000 1.00000000
## 1411 1414 1415 1419 1420 1421 1422
## 0.00000000 0.00000000 0.05000000 0.08695652 0.09523810 0.85714286 0.20000000
## 1424 1426 1427 1430 1433 1434 1435
## 1.00000000 0.11111111 0.00000000 0.24324324 0.66666667 1.00000000 0.90000000
## 1437 1443 1450 1458 1459 1462 1464
## 1.00000000 1.00000000 0.10000000 1.00000000 0.07692308 0.28571429 0.06666667
## 1465 1466 1472 1475 1476 1479 1480
## 0.00000000 1.00000000 1.00000000 1.00000000 1.00000000 0.00000000 0.00000000
## 1487 1490 1492 1495 1499 1500 1503
## 0.10000000 0.06250000 0.00000000 0.05263158 0.04166667 0.00000000 0.05263158
## 1508 1509 1511 1515 1519 1520 1526
## 0.00000000 0.00000000 0.06666667 1.00000000 0.88235294 0.10000000 0.00000000
## 1530 1531 1534 1539 1543 1560 1562
## 0.00000000 0.00000000 1.00000000 0.00000000 1.00000000 1.00000000 0.00000000
## 1570 1572 1585 1586 1591 1595 1600
## 0.00000000 0.04166667 0.00000000 0.10000000 0.07142857 1.00000000 1.00000000
## 1601 1602 1605 1607 1611 1613 1614
## 0.06250000 0.83333333 0.00000000 1.00000000 0.13636364 0.09523810 0.00000000
## 1618 1621 1634 1647 1652 1657 1659
## 1.00000000 0.00000000 0.04545455 0.00000000 0.11111111 0.00000000 0.26315789
## 1661 1663 1666 1674 1676 1678 1681
## 0.03571429 0.25000000 0.00000000 0.85714286 0.03921569 0.15384615 0.00000000
## 1685 1692 1695 1696 1700 1704 1706
## 0.00000000 0.11111111 0.00000000 0.00000000 0.05263158 0.00000000 0.87500000
## 1715 1716 1720 1723 1724 1728 1730
## 0.14285714 0.22580645 0.00000000 0.09803922 0.28571429 0.00000000 1.00000000
## 1732 1733 1735 1736 1740 1742 1743
## 0.05263158 0.00000000 0.00000000 1.00000000 1.00000000 1.00000000 0.07692308
## 1749 1752 1753 1762 1767 1770 1771
## 0.00000000 0.09803922 0.07692308 0.09803922 0.06250000 1.00000000 0.00000000
## 1773 1779 1783 1784 1786 1788 1789
## 0.07142857 0.07142857 0.87500000 0.00000000 0.00000000 0.66666667 0.08333333
## 1791 1796 1797 1798 1800 1801 1802
## 0.00000000 1.00000000 0.05000000 0.00000000 0.00000000 0.03571429 0.00000000
## 1807 1809 1815 1818 1823 1826 1827
## 0.09090909 0.03846154 1.00000000 0.00000000 0.00000000 0.05263158 0.08333333
## 1829 1832 1835 1843 1844 1846 1849
## 0.09803922 0.09259259 1.00000000 0.10000000 0.03571429 0.87500000 0.00000000
## 1852 1856 1860 1861 1876 1881 1885
## 0.06250000 0.00000000 0.00000000 0.00000000 0.20000000 1.00000000 0.33333333
## 1889 1890 1891 1892 1899 1900 1901
## 1.00000000 0.10000000 0.09523810 1.00000000 0.20000000 0.10000000 0.06666667
## 1902 1905 1913 1914 1915 1917 1919
## 0.08333333 0.09090909 0.06250000 0.00000000 0.71428571 0.00000000 0.00000000
## 1920 1921 1926 1928 1930 1933 1934
## 0.00000000 0.00000000 0.25000000 0.85714286 1.00000000 0.00000000 0.00000000
## 1937 1943 1949 1958 1962 1963 1969
## 0.00000000 0.03571429 1.00000000 1.00000000 0.10000000 0.00000000 0.00000000
## 1970 1975 1979 1981 1982 1986 1992
## 1.00000000 1.00000000 0.00000000 1.00000000 0.00000000 0.05263158 0.00000000
## 1995 1996 1998 2000 2003 2009 2020
## 0.07692308 1.00000000 0.09803922 1.00000000 1.00000000 1.00000000 0.00000000
## 2023 2024 2029 2031 2033 2034 2040
## 0.00000000 0.00000000 0.00000000 0.00000000 0.05263158 0.03921569 1.00000000
## 2043 2046 2060 2062 2066 2072 2074
## 0.03921569 0.00000000 0.05263158 0.07692308 0.00000000 0.09259259 1.00000000
## 2075 2080 2084 2088 2107 2108 2110
## 0.88235294 1.00000000 0.09803922 0.00000000 0.00000000 0.00000000 1.00000000
## 2114 2116 2118 2121 2122 2135 2136
## 1.00000000 0.00000000 0.09803922 0.24324324 0.04545455 0.11111111 0.00000000
## 2140 2141 2144 2146 2148 2153 2157
## 0.10000000 0.06451613 0.83333333 0.25000000 0.07692308 0.05263158 0.09090909
## 2158 2159 2160 2162 2163 2164 2165
## 0.05263158 1.00000000 1.00000000 0.10000000 1.00000000 0.70000000 0.05263158
## 2168 2171 2173 2174 2175 2176 2177
## 1.00000000 0.00000000 0.00000000 0.70000000 0.00000000 0.09803922 0.25000000
## 2180 2183 2185 2186 2188 2195 2210
## 0.85714286 0.24324324 0.00000000 0.00000000 0.90000000 0.33333333 0.12500000
## 2220 2223 2224 2225 2229 2233 2234
## 0.00000000 0.04545455 1.00000000 0.06250000 0.24324324 0.07142857 0.09803922
## 2235 2236 2238 2239 2243 2244 2246
## 0.00000000 0.05263158 0.05263158 0.05263158 1.00000000 1.00000000 0.00000000
## 2252 2258 2260 2261 2262 2263 2265
## 0.05263158 1.00000000 0.85714286 0.24324324 0.00000000 0.14285714 0.07142857
## 2266 2267 2270 2272 2279 2283 2286
## 0.00000000 0.20000000 0.08695652 0.00000000 1.00000000 1.00000000 0.06451613
## 2287 2289 2291 2300 2304 2307 2309
## 1.00000000 1.00000000 1.00000000 0.06666667 0.05263158 1.00000000 1.00000000
## 2322 2326 2330 2333 2334 2335 2337
## 0.80000000 0.10000000 0.07692308 0.06666667 0.08333333 0.05263158 0.00000000
## 2338 2341 2346 2347 2354 2357 2358
## 1.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 2362 2365 2368 2370 2371 2378 2379
## 0.08695652 0.10000000 0.10000000 0.07142857 0.08333333 0.00000000 0.00000000
## 2382 2390 2396 2403 2405 2409 2411
## 0.00000000 0.09803922 1.00000000 1.00000000 0.03921569 0.00000000 0.13793103
## 2412 2413 2415 2416 2417 2419 2421
## 0.14285714 0.00000000 0.00000000 0.85714286 0.00000000 0.87500000 1.00000000
## 2422 2429 2431 2438 2441 2449 2450
## 0.08333333 0.16666667 0.00000000 1.00000000 1.00000000 1.00000000 0.06666667
## 2452 2453 2454 2456 2457 2460 2461
## 0.00000000 0.04545455 0.33333333 1.00000000 0.10000000 0.00000000 1.00000000
## 2462 2464 2468 2470 2474 2476 2485
## 0.09803922 0.00000000 0.00000000 0.00000000 0.00000000 0.04166667 0.07142857
## 2494 2497 2499 2502 2505 2506 2508
## 1.00000000 0.03571429 0.00000000 1.00000000 0.03921569 0.09803922 0.00000000
## 2512 2514 2515 2516 2524 2526 2528
## 0.00000000 0.03921569 1.00000000 0.09259259 0.85714286 0.00000000 0.00000000
## 2532 2537 2540 2541 2542 2544 2545
## 0.00000000 0.03571429 1.00000000 0.07692308 0.90000000 1.00000000 0.00000000
## 2549 2550 2556 2557 2559 2562 2564
## 0.00000000 0.00000000 0.00000000 0.09259259 0.05263158 0.00000000 0.25000000
## 2565 2567 2574 2576 2577 2578 2584
## 0.07142857 0.00000000 0.09090909 0.80000000 0.05263158 0.07692308 0.08333333
## 2589 2590 2593 2596 2603 2606 2607
## 0.00000000 0.06250000 0.87500000 0.10000000 0.00000000 1.00000000 0.80000000
## 2612 2617 2618 2619 2623 2624 2630
## 1.00000000 0.24324324 0.50000000 0.00000000 1.00000000 1.00000000 0.25000000
## 2633 2635 2636 2643 2649 2651 2654
## 0.00000000 0.05263158 0.00000000 0.06451613 0.10000000 0.88235294 0.00000000
## 2656 2657 2660 2663 2664 2666 2669
## 0.00000000 0.22580645 0.05263158 0.00000000 0.05263158 0.05263158 0.24324324
## 2671 2673 2674 2680 2687 2690 2697
## 0.16666667 0.07692308 0.25000000 0.10000000 0.00000000 0.00000000 0.00000000
## 2699 2702 2703 2709 2710 2713 2714
## 0.00000000 1.00000000 0.80000000 0.00000000 1.00000000 0.11111111 0.00000000
## 2716 2718 2719 2722 2723 2725 2727
## 0.09523810 0.08333333 0.20000000 0.00000000 0.05000000 0.08695652 0.87500000
## 2731 2732 2739 2741 2743 2745 2746
## 0.00000000 0.00000000 0.80000000 0.00000000 0.06666667 0.00000000 0.00000000
## 2747 2749 2750 2752 2759 2767 2768
## 0.88235294 0.00000000 0.10000000 0.09090909 0.00000000 0.22222222 0.06250000
## 2773 2774 2776 2778 2783 2787 2788
## 0.07142857 1.00000000 1.00000000 0.00000000 0.00000000 0.00000000 0.08333333
## 2794 2797 2798 2804 2806 2821 2825
## 0.05263158 0.05263158 0.09523810 0.03921569 1.00000000 0.24324324 0.80000000
## 2827 2829 2835 2837 2839 2842 2846
## 0.04545455 0.09803922 0.09259259 0.00000000 0.75000000 0.03921569 0.10000000
## 2847 2855 2857 2860 2861 2867 2869
## 0.09090909 0.05263158 0.25000000 1.00000000 0.09803922 0.08333333 0.00000000
## 2871 2880 2882 2886 2887 2890 2892
## 0.09259259 1.00000000 1.00000000 0.10000000 1.00000000 0.00000000 0.00000000
## 2894 2896 2899 2902 2906 2908 2913
## 0.08333333 1.00000000 1.00000000 0.00000000 1.00000000 0.00000000 0.06666667
## 2914 2923 2925 2926 2940 2942 2946
## 0.05000000 0.09090909 0.07692308 0.05000000 0.25000000 0.09803922 0.08333333
## 2947 2962 2964 2966 2967 2970 2972
## 1.00000000 0.00000000 0.00000000 1.00000000 0.80000000 0.00000000 0.09090909
## 2973 2976 2977 2978 2983 2988 2991
## 0.00000000 0.00000000 0.22580645 0.85714286 0.00000000 0.85714286 0.07692308
## 2997 3005 3007 3012 3014 3023 3030
## 0.85714286 0.10000000 1.00000000 0.10000000 1.00000000 0.06451613 0.04166667
## 3031 3033 3035 3037 3038 3040 3050
## 0.00000000 0.22580645 0.00000000 0.25000000 0.00000000 0.00000000 1.00000000
## 3052 3053 3058 3061 3064 3069 3071
## 0.87500000 0.09803922 0.08333333 0.10000000 0.00000000 1.00000000 0.09259259
## 3074 3075 3076 3077 3079 3086 3088
## 0.07142857 0.04166667 0.09259259 1.00000000 0.90000000 0.14285714 0.16666667
## 3092 3097 3099 3102 3106 3116 3117
## 0.25000000 0.09259259 0.14285714 0.24324324 0.00000000 0.03571429 0.00000000
## 3118 3119 3122 3124 3125 3128 3129
## 0.07142857 0.09090909 0.00000000 1.00000000 0.09803922 1.00000000 0.00000000
## 3131 3133 3136 3137 3138 3141 3145
## 0.83333333 0.05000000 0.00000000 0.06250000 0.07142857 0.00000000 0.09090909
## 3147 3148 3151 3153 3154 3155 3156
## 0.66666667 0.06666667 0.00000000 1.00000000 0.87500000 1.00000000 0.09803922
## 3157 3160 3161 3164 3169 3172 3174
## 1.00000000 0.00000000 0.06451613 0.06666667 0.05000000 0.05263158 0.09803922
## 3177 3180 3187 3190 3199 3203 3207
## 1.00000000 0.85714286 0.00000000 0.07692308 0.87500000 0.28571429 0.10000000
## 3208 3214 3217 3221 3222 3229 3230
## 0.00000000 1.00000000 1.00000000 0.03846154 0.10000000 0.88235294 0.09523810
## 3231 3234 3239 3242 3243 3244 3246
## 0.06250000 0.10000000 1.00000000 0.03921569 0.09803922 0.05263158 0.00000000
## 3253 3256 3267 3272 3275 3276 3277
## 0.24324324 0.07142857 0.04545455 1.00000000 0.00000000 0.08333333 0.08333333
## 3278 3281 3283 3285 3288 3296 3299
## 0.13793103 0.00000000 0.00000000 0.25000000 1.00000000 0.00000000 0.06250000
## 3300 3301 3302 3303 3307 3315 3321
## 0.03846154 1.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.00000000
## 3322 3323 3325 3327 3328 3331 3333
## 0.00000000 0.00000000 0.80000000 0.85714286 0.06451613 0.10000000 1.00000000
## 3337 3347 3349 3350 3351 3357 3365
## 0.00000000 0.06451613 1.00000000 0.05263158 0.25000000 0.00000000 0.00000000
## 3368 3371 3372 3376 3377 3378 3379
## 1.00000000 1.00000000 0.28571429 0.24324324 0.00000000 1.00000000 0.00000000
## 3383 3388 3390 3395 3398 3402 3409
## 0.33333333 0.00000000 0.05263158 1.00000000 0.08333333 0.00000000 0.03921569
## 3410 3412 3417 3419 3422 3424 3430
## 0.09259259 1.00000000 0.11111111 0.00000000 0.00000000 0.03571429 0.00000000
## 3431 3434 3441 3442 3443 3446 3451
## 0.10000000 0.85714286 1.00000000 1.00000000 0.00000000 0.00000000 0.22580645
## 3453 3459 3460 3463 3465 3471 3472
## 1.00000000 0.05000000 0.00000000 0.12500000 0.13793103 0.00000000 0.16666667
## 3473 3477 3479 3484 3503 3505 3506
## 0.00000000 0.07142857 0.00000000 0.03846154 0.00000000 0.06666667 0.05263158
## 3509 3513 3514 3518 3527 3537 3538
## 0.00000000 0.00000000 0.11111111 0.80000000 0.00000000 1.00000000 0.70000000
## 3540 3543 3551 3552 3555 3556 3557
## 0.00000000 0.00000000 1.00000000 0.14285714 1.00000000 0.00000000 1.00000000
## 3564 3565 3567 3568 3570 3573 3576
## 1.00000000 0.87500000 0.00000000 0.06451613 0.00000000 0.09259259 0.00000000
## 3583 3584 3586 3589 3590 3591 3592
## 0.50000000 0.10000000 0.00000000 0.00000000 0.05263158 0.00000000 0.14285714
## 3596 3599 3600 3602 3609 3613 3614
## 0.00000000 0.00000000 0.80000000 1.00000000 0.00000000 0.25000000 0.22580645
## 3615 3616 3620 3624 3627 3632 3635
## 0.13636364 0.09803922 0.00000000 1.00000000 1.00000000 0.00000000 0.05263158
## 3638 3641 3644 3647 3648 3656 3660
## 0.06666667 1.00000000 0.00000000 0.87500000 0.88235294 1.00000000 0.09090909
## 3661 3665 3667 3677 3681 3682 3683
## 0.05263158 0.00000000 1.00000000 0.00000000 1.00000000 0.10000000 0.00000000
## 3684 3685 3688 3693 3699 3702 3703
## 0.00000000 0.00000000 1.00000000 0.20000000 0.00000000 0.08333333 0.22580645
## 3704 3706 3707 3712 3718 3721 3727
## 0.00000000 0.00000000 0.90000000 0.00000000 0.05000000 0.16666667 1.00000000
## 3728 3731 3738 3741 3742 3750 3751
## 0.00000000 0.66666667 0.28571429 0.14285714 0.00000000 0.04166667 0.00000000
## 3753 3763 3766 3768 3769 3772 3776
## 0.88235294 0.00000000 0.00000000 0.07142857 1.00000000 1.00000000 0.06250000
## 3782 3785 3789 3793 3802 3803 3805
## 0.07692308 0.13793103 0.00000000 0.03846154 1.00000000 0.08333333 0.00000000
## 3809 3816 3825 3829 3830 3832 3834
## 1.00000000 0.00000000 1.00000000 0.11111111 0.00000000 1.00000000 0.00000000
## 3835 3836 3837 3843 3854 3855 3863
## 1.00000000 0.09090909 0.05263158 0.00000000 0.00000000 0.00000000 0.13793103
## 3867 3871 3873 3877 3880 3883 3884
## 1.00000000 1.00000000 0.25000000 1.00000000 0.09803922 1.00000000 0.04166667
## 3885 3887 3890 3894 3896 3899 3903
## 1.00000000 0.07692308 0.00000000 0.05000000 1.00000000 0.00000000 1.00000000
## 3904 3905 3913 3916 3919 3924 3926
## 0.00000000 0.22222222 0.09803922 0.80000000 0.08333333 0.00000000 0.20000000
## 3928 3930 3932 3936 3939 3941 3944
## 0.09803922 0.03921569 0.11111111 0.05263158 0.03846154 0.03571429 1.00000000
## 3949 3953 3962 3963 3964 3965 3967
## 0.00000000 0.00000000 0.00000000 0.00000000 0.05263158 1.00000000 0.11111111
## 3968 3969 3970 3971 3982 3983 3986
## 1.00000000 0.24324324 1.00000000 0.00000000 0.10000000 0.00000000 0.00000000
## 3990 3997 3999 4006 4008 4013 4014
## 0.00000000 0.07142857 0.00000000 1.00000000 0.70000000 0.06250000 0.05263158
## 4016 4021 4023 4032 4034 4037 4052
## 0.07142857 0.80000000 0.00000000 0.14285714 1.00000000 1.00000000 0.14285714
## 4059 4061 4064 4069 4073 4074 4075
## 0.24324324 0.00000000 0.00000000 0.00000000 0.00000000 0.06666667 0.05263158
## 4081 4083 4084 4087 4088 4091 4098
## 0.05000000 0.20000000 1.00000000 0.12500000 0.00000000 0.00000000 0.00000000
## 4102 4104 4106 4108 4115 4117 4125
## 0.75000000 0.87500000 0.00000000 0.90000000 0.08333333 0.06250000 1.00000000
## 4127 4130 4133 4135 4136 4137 4145
## 0.10000000 0.08333333 0.85714286 1.00000000 1.00000000 0.25000000 1.00000000
## 4148 4160 4163 4165 4168 4173 4178
## 0.80000000 0.09090909 0.00000000 1.00000000 0.00000000 0.09090909 0.00000000
## 4179 4185 4187 4189 4191 4192 4204
## 1.00000000 1.00000000 0.00000000 0.28571429 0.00000000 0.04166667 0.25000000
## 4206 4214 4215 4218 4222 4223 4237
## 0.05263158 0.04545455 0.88235294 0.00000000 0.00000000 0.04545455 0.00000000
## 4239 4240 4241 4245 4248 4250 4252
## 0.08333333 0.06250000 0.11111111 0.09523810 0.00000000 0.00000000 0.25000000
## 4253 4255 4256 4264 4265 4269 4273
## 0.00000000 0.13793103 0.08333333 1.00000000 1.00000000 0.00000000 0.09090909
## 4277
## 0.00000000library(ROCR)## Loading required package: gplots##
## Attaching package: 'gplots'## The following object is masked from 'package:stats':
##
## lowesspredR1 <- prediction(pred_prob, test$Mora)
predR2<-performance(predR1, "tpr", "fpr")
plot(predR2, colorize = T)
lines(x=c(0, 1), y=c(0, 1), col=" blue", lwd=1, lty=3);
lines(x=c(1, 0), y=c(0, 1), col="red", lwd=1, lty=4)
Debido al desbalance de datos aplicaremos técnicas de muestreo Submuestreo:es el más rápido y simple de implementar en los softwares de minería de datos, consiste en eliminar ciertos datos de la clase con menos presencia hasta equilibrar los datos
library(ROSE)## Warning: package 'ROSE' was built under R version 3.6.3## Loaded ROSE 0.0-3muestra = ovun.sample(Mora ~ .,
data = train,
method = "under")$data
table = rbind(table(train$Mora),
table(muestra$Mora))
rownames(table) <- c("data_train","data_muestreada")
table## 0 1
## data_train 2116 879
## data_muestreada 898 879Con esta muestra elaboramos un modelo para hacer las pruebas
modelo2 = rpart(muestra$Mora~., data = muestra, method = "class", minsplit=0, cp=0.0006)
modelo2## n= 1777
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 1777 879 0 (0.50534609 0.49465391)
## 2) Experiencia< 19.91724 839 394 0 (0.53039333 0.46960667)
## 4) Experiencia>=5.648859 632 281 0 (0.55537975 0.44462025)
## 8) Ingreso>=9.5 627 277 0 (0.55821372 0.44178628)
## 16) credito< 8.7 625 275 0 (0.56000000 0.44000000)
## 32) Ingreso>=194.5 3 0 0 (1.00000000 0.00000000) *
## 33) Ingreso< 194.5 622 275 0 (0.55787781 0.44212219)
## 66) Ingreso< 43.5 168 66 0 (0.60714286 0.39285714)
## 132) Experiencia>=14.28855 51 14 0 (0.72549020 0.27450980)
## 264) credito< 0.35 11 0 0 (1.00000000 0.00000000) *
## 265) credito>=0.35 40 14 0 (0.65000000 0.35000000)
## 530) Experiencia< 15.44538 11 1 0 (0.90909091 0.09090909) *
## 531) Experiencia>=15.44538 29 13 0 (0.55172414 0.44827586)
## 1062) Familia< 1.5 8 1 0 (0.87500000 0.12500000) *
## 1063) Familia>=1.5 21 9 1 (0.42857143 0.57142857)
## 2126) Experiencia>=17.5 11 4 0 (0.63636364 0.36363636)
## 4252) servicios.online=0 3 0 0 (1.00000000 0.00000000) *
## 4253) servicios.online=1 8 4 0 (0.50000000 0.50000000)
## 8506) Edad>=44.5 5 1 0 (0.80000000 0.20000000) *
## 8507) Edad< 44.5 3 0 1 (0.00000000 1.00000000) *
## 2127) Experiencia< 17.5 10 2 1 (0.20000000 0.80000000)
## 4254) Ingreso>=41 1 0 0 (1.00000000 0.00000000) *
## 4255) Ingreso< 41 9 1 1 (0.11111111 0.88888889) *
## 133) Experiencia< 14.28855 117 52 0 (0.55555556 0.44444444)
## 266) Experiencia< 11.5 89 35 0 (0.60674157 0.39325843)
## 532) Edad>=32.5 64 21 0 (0.67187500 0.32812500)
## 1064) servicios.online=0 28 4 0 (0.85714286 0.14285714)
## 2128) Ingreso>=12 27 3 0 (0.88888889 0.11111111) *
## 2129) Ingreso< 12 1 0 1 (0.00000000 1.00000000) *
## 1065) servicios.online=1 36 17 0 (0.52777778 0.47222222)
## 2130) credito< 0.85 14 4 0 (0.71428571 0.28571429)
## 4260) credito>=0.15 12 2 0 (0.83333333 0.16666667)
## 8520) Ingreso>=15 11 1 0 (0.90909091 0.09090909) *
## 8521) Ingreso< 15 1 0 1 (0.00000000 1.00000000) *
## 4261) credito< 0.15 2 0 1 (0.00000000 1.00000000) *
## 2131) credito>=0.85 22 9 1 (0.40909091 0.59090909)
## 4262) Edad>=36.58553 4 0 0 (1.00000000 0.00000000) *
## 4263) Edad< 36.58553 18 5 1 (0.27777778 0.72222222)
## 8526) Ingreso< 13.5 1 0 0 (1.00000000 0.00000000) *
## 8527) Ingreso>=13.5 17 4 1 (0.23529412 0.76470588)
## 17054) Edad>=34.5 12 4 1 (0.33333333 0.66666667)
## 34108) Experiencia< 9.5 5 2 0 (0.60000000 0.40000000)
## 68216) Familia>=3 2 0 0 (1.00000000 0.00000000) *
## 68217) Familia< 3 3 1 1 (0.33333333 0.66666667) *
## 34109) Experiencia>=9.5 7 1 1 (0.14285714 0.85714286) *
## 17055) Edad< 34.5 5 0 1 (0.00000000 1.00000000) *
## 533) Edad< 32.5 25 11 1 (0.44000000 0.56000000)
## 1066) educacion=3 9 3 0 (0.66666667 0.33333333)
## 2132) Ingreso< 25.5 5 0 0 (1.00000000 0.00000000) *
## 2133) Ingreso>=25.5 4 1 1 (0.25000000 0.75000000) *
## 1067) educacion=1,2 16 5 1 (0.31250000 0.68750000)
## 2134) Ingreso>=36.5 5 2 0 (0.60000000 0.40000000)
## 4268) Experiencia< 6.5 2 0 0 (1.00000000 0.00000000) *
## 4269) Experiencia>=6.5 3 1 1 (0.33333333 0.66666667)
## 8538) Ingreso< 38.5 1 0 0 (1.00000000 0.00000000) *
## 8539) Ingreso>=38.5 2 0 1 (0.00000000 1.00000000) *
## 2135) Ingreso< 36.5 11 2 1 (0.18181818 0.81818182) *
## 267) Experiencia>=11.5 28 11 1 (0.39285714 0.60714286)
## 534) cuenta.de.ahorros=1 3 0 0 (1.00000000 0.00000000) *
## 535) cuenta.de.ahorros=0 25 8 1 (0.32000000 0.68000000)
## 1070) credito>=1.6 5 2 0 (0.60000000 0.40000000)
## 2140) Ingreso< 31.5 2 0 0 (1.00000000 0.00000000) *
## 2141) Ingreso>=31.5 3 1 1 (0.33333333 0.66666667)
## 4282) Familia< 2 1 0 0 (1.00000000 0.00000000) *
## 4283) Familia>=2 2 0 1 (0.00000000 1.00000000) *
## 1071) credito< 1.6 20 5 1 (0.25000000 0.75000000)
## 2142) Edad< 35.59665 1 0 0 (1.00000000 0.00000000) *
## 2143) Edad>=35.59665 19 4 1 (0.21052632 0.78947368)
## 4286) Ingreso< 16.5 1 0 0 (1.00000000 0.00000000) *
## 4287) Ingreso>=16.5 18 3 1 (0.16666667 0.83333333)
## 8574) Ingreso< 36.08147 12 3 1 (0.25000000 0.75000000)
## 17148) Ingreso>=30.5 3 1 0 (0.66666667 0.33333333)
## 34296) Experiencia>=12.5 2 0 0 (1.00000000 0.00000000) *
## 34297) Experiencia< 12.5 1 0 1 (0.00000000 1.00000000) *
## 17149) Ingreso< 30.5 9 1 1 (0.11111111 0.88888889) *
## 8575) Ingreso>=36.08147 6 0 1 (0.00000000 1.00000000) *
## 67) Ingreso>=43.5 454 209 0 (0.53964758 0.46035242)
## 134) educacion=1,2 337 145 0 (0.56973294 0.43026706)
## 268) Edad< 30.5 11 2 0 (0.81818182 0.18181818)
## 536) cuenta.de.ahorros=0 10 1 0 (0.90000000 0.10000000)
## 1072) servicios.online=1 9 0 0 (1.00000000 0.00000000) *
## 1073) servicios.online=0 1 0 1 (0.00000000 1.00000000) *
## 537) cuenta.de.ahorros=1 1 0 1 (0.00000000 1.00000000) *
## 269) Edad>=30.5 326 143 0 (0.56134969 0.43865031)
## 538) credito>=0.25 294 125 0 (0.57482993 0.42517007)
## 1076) credito< 1.365 65 20 0 (0.69230769 0.30769231)
## 2152) Familia>=2.5 34 7 0 (0.79411765 0.20588235)
## 4304) educacion=1 17 1 0 (0.94117647 0.05882353) *
## 4305) educacion=2 17 6 0 (0.64705882 0.35294118)
## 8610) Ingreso>=53.62189 13 3 0 (0.76923077 0.23076923)
## 17220) cuenta.de.ahorros=0 12 2 0 (0.83333333 0.16666667) *
## 17221) cuenta.de.ahorros=1 1 0 1 (0.00000000 1.00000000) *
## 8611) Ingreso< 53.62189 4 1 1 (0.25000000 0.75000000)
## 17222) Edad>=44.5 1 0 0 (1.00000000 0.00000000) *
## 17223) Edad< 44.5 3 0 1 (0.00000000 1.00000000) *
## 2153) Familia< 2.5 31 13 0 (0.58064516 0.41935484)
## 4306) Experiencia>=14.5 15 3 0 (0.80000000 0.20000000)
## 8612) Edad< 41.5 8 0 0 (1.00000000 0.00000000) *
## 8613) Edad>=41.5 7 3 0 (0.57142857 0.42857143)
## 17226) Ingreso< 81.5 3 0 0 (1.00000000 0.00000000) *
## 17227) Ingreso>=81.5 4 1 1 (0.25000000 0.75000000) *
## 4307) Experiencia< 14.5 16 6 1 (0.37500000 0.62500000)
## 8614) Ingreso< 75.96474 11 5 0 (0.54545455 0.45454545)
## 17228) Edad>=32.5 9 3 0 (0.66666667 0.33333333)
## 34456) servicios.online=1 4 0 0 (1.00000000 0.00000000) *
## 34457) servicios.online=0 5 2 1 (0.40000000 0.60000000)
## 68914) Edad>=35.33787 3 1 0 (0.66666667 0.33333333)
## 137828) Ingreso< 58.08494 2 0 0 (1.00000000 0.00000000) *
## 137829) Ingreso>=58.08494 1 0 1 (0.00000000 1.00000000) *
## 68915) Edad< 35.33787 2 0 1 (0.00000000 1.00000000) *
## 17229) Edad< 32.5 2 0 1 (0.00000000 1.00000000) *
## 8615) Ingreso>=75.96474 5 0 1 (0.00000000 1.00000000) *
## 1077) credito>=1.365 229 105 0 (0.54148472 0.45851528)
## 2154) Edad< 44.52938 216 96 0 (0.55555556 0.44444444)
## 4308) credito>=1.95 170 70 0 (0.58823529 0.41176471)
## 8616) Ingreso< 101.1736 86 30 0 (0.65116279 0.34883721)
## 17232) cuenta.de.ahorros=1 10 0 0 (1.00000000 0.00000000) *
## 17233) cuenta.de.ahorros=0 76 30 0 (0.60526316 0.39473684)
## 34466) Experiencia>=17.5 8 0 0 (1.00000000 0.00000000) *
## 34467) Experiencia< 17.5 68 30 0 (0.55882353 0.44117647)
## 68934) Ingreso>=86.55861 7 1 0 (0.85714286 0.14285714) *
## 68935) Ingreso< 86.55861 61 29 0 (0.52459016 0.47540984)
## 137870) Familia< 2.5 24 9 0 (0.62500000 0.37500000)
## 275740) Experiencia>=15.02842 3 0 0 (1.00000000 0.00000000) *
## 275741) Experiencia< 15.02842 21 9 0 (0.57142857 0.42857143)
## 551482) Edad< 38.5 19 7 0 (0.63157895 0.36842105)
## 1102964) Ingreso>=50 18 6 0 (0.66666667 0.33333333)
## 2205928) Ingreso< 70.5 4 0 0 (1.00000000 0.00000000) *
## 2205929) Ingreso>=70.5 14 6 0 (0.57142857 0.42857143)
## 4411858) servicios.online=0 5 1 0 (0.80000000 0.20000000)
## 8823716) Edad>=32.5 4 0 0 (1.00000000 0.00000000) *
## 8823717) Edad< 32.5 1 0 1 (0.00000000 1.00000000) *
## 4411859) servicios.online=1 9 4 1 (0.44444444 0.55555556)
## 8823718) credito< 2.75 7 3 0 (0.57142857 0.42857143)
## 17647436) credito>=2.6 3 0 0 (1.00000000 0.00000000) *
## 17647437) credito< 2.6 4 1 1 (0.25000000 0.75000000)
## 35294874) Edad< 32.5 1 0 0 (1.00000000 0.00000000) *
## 35294875) Edad>=32.5 3 0 1 (0.00000000 1.00000000) *
## 8823719) credito>=2.75 2 0 1 (0.00000000 1.00000000) *
## 1102965) Ingreso< 50 1 0 1 (0.00000000 1.00000000) *
## 551483) Edad>=38.5 2 0 1 (0.00000000 1.00000000) *
## 137871) Familia>=2.5 37 17 1 (0.45945946 0.54054054)
## 275742) credito< 2.15 8 2 0 (0.75000000 0.25000000)
## 551484) servicios.online=1 4 0 0 (1.00000000 0.00000000) *
## 551485) servicios.online=0 4 2 0 (0.50000000 0.50000000)
## 1102970) Edad>=35 1 0 0 (1.00000000 0.00000000) *
## 1102971) Edad< 35 3 1 1 (0.33333333 0.66666667)
## 2205942) Ingreso< 53 1 0 0 (1.00000000 0.00000000) *
## 2205943) Ingreso>=53 2 0 1 (0.00000000 1.00000000) *
## 275743) credito>=2.15 29 11 1 (0.37931034 0.62068966)
## 551486) Ingreso< 65.12068 18 9 0 (0.50000000 0.50000000)
## 1102972) Edad>=39.48982 5 1 0 (0.80000000 0.20000000)
## 2205944) Edad< 42 4 0 0 (1.00000000 0.00000000) *
## 2205945) Edad>=42 1 0 1 (0.00000000 1.00000000) *
## 1102973) Edad< 39.48982 13 5 1 (0.38461538 0.61538462)
## 2205946) Ingreso< 53.1746 2 0 0 (1.00000000 0.00000000) *
## 2205947) Ingreso>=53.1746 11 3 1 (0.27272727 0.72727273)
## 4411894) Edad>=35 6 3 0 (0.50000000 0.50000000)
## 8823788) Edad< 38 3 0 0 (1.00000000 0.00000000) *
## 8823789) Edad>=38 3 0 1 (0.00000000 1.00000000) *
## 4411895) Edad< 35 5 0 1 (0.00000000 1.00000000) *
## 551487) Ingreso>=65.12068 11 2 1 (0.18181818 0.81818182)
## 1102974) Ingreso>=80.5 3 1 0 (0.66666667 0.33333333)
## 2205948) Edad< 37.5 2 0 0 (1.00000000 0.00000000) *
## 2205949) Edad>=37.5 1 0 1 (0.00000000 1.00000000) *
## 1102975) Ingreso< 80.5 8 0 1 (0.00000000 1.00000000) *
## 8617) Ingreso>=101.1736 84 40 0 (0.52380952 0.47619048)
## 17234) Ingreso>=104.5 80 36 0 (0.55000000 0.45000000)
## 34468) Edad< 34.15805 22 6 0 (0.72727273 0.27272727)
## 68936) credito< 5.7 15 2 0 (0.86666667 0.13333333) *
## 68937) credito>=5.7 7 3 1 (0.42857143 0.57142857)
## 137874) Edad>=32.5 4 1 0 (0.75000000 0.25000000)
## 275748) Ingreso>=163.5 3 0 0 (1.00000000 0.00000000) *
## 275749) Ingreso< 163.5 1 0 1 (0.00000000 1.00000000) *
## 137875) Edad< 32.5 3 0 1 (0.00000000 1.00000000) *
## 34469) Edad>=34.15805 58 28 1 (0.48275862 0.51724138)
## 68938) credito< 2.25 2 0 0 (1.00000000 0.00000000) *
## 68939) credito>=2.25 56 26 1 (0.46428571 0.53571429)
## 137878) credito>=4.275 32 14 0 (0.56250000 0.43750000)
## 275756) credito< 6.2 9 1 0 (0.88888889 0.11111111) *
## 275757) credito>=6.2 23 10 1 (0.43478261 0.56521739)
## 551514) credito>=6.8 18 9 0 (0.50000000 0.50000000)
## 1103028) Ingreso>=182 2 0 0 (1.00000000 0.00000000) *
## 1103029) Ingreso< 182 16 7 1 (0.43750000 0.56250000)
## 2206058) Edad< 41.5 11 5 0 (0.54545455 0.45454545)
## 4412116) Edad>=39.40979 3 0 0 (1.00000000 0.00000000) *
## 4412117) Edad< 39.40979 8 3 1 (0.37500000 0.62500000)
## 8824234) Ingreso< 120 1 0 0 (1.00000000 0.00000000) *
## 8824235) Ingreso>=120 7 2 1 (0.28571429 0.71428571)
## 17648470) Ingreso>=160 4 2 0 (0.50000000 0.50000000)
## 35296940) Edad>=37.5 1 0 0 (1.00000000 0.00000000) *
## 35296941) Edad< 37.5 3 1 1 (0.33333333 0.66666667)
## 70593882) Ingreso< 163 1 0 0 (1.00000000 0.00000000) *
## 70593883) Ingreso>=163 2 0 1 (0.00000000 1.00000000) *
## 17648471) Ingreso< 160 3 0 1 (0.00000000 1.00000000) *
## 2206059) Edad>=41.5 5 1 1 (0.20000000 0.80000000) *
## 551515) credito< 6.8 5 1 1 (0.20000000 0.80000000) *
## 137879) credito< 4.275 24 8 1 (0.33333333 0.66666667)
## 275758) Ingreso< 142.5 18 8 1 (0.44444444 0.55555556)
## 551516) Ingreso>=135.5 4 0 0 (1.00000000 0.00000000) *
## 551517) Ingreso< 135.5 14 4 1 (0.28571429 0.71428571)
## 1103034) credito>=3.85 2 0 0 (1.00000000 0.00000000) *
## 1103035) credito< 3.85 12 2 1 (0.16666667 0.83333333)
## 2206070) credito< 2.65 1 0 0 (1.00000000 0.00000000) *
## 2206071) credito>=2.65 11 1 1 (0.09090909 0.90909091) *
## 275759) Ingreso>=142.5 6 0 1 (0.00000000 1.00000000) *
## 17235) Ingreso< 104.5 4 0 1 (0.00000000 1.00000000) *
## 4309) credito< 1.95 46 20 1 (0.43478261 0.56521739)
## 8618) Experiencia< 6.5 2 0 0 (1.00000000 0.00000000) *
## 8619) Experiencia>=6.5 44 18 1 (0.40909091 0.59090909)
## 17238) Experiencia>=13.01568 27 13 0 (0.51851852 0.48148148)
## 34476) Edad< 39.5 9 2 0 (0.77777778 0.22222222)
## 68952) servicios.online=0 7 0 0 (1.00000000 0.00000000) *
## 68953) servicios.online=1 2 0 1 (0.00000000 1.00000000) *
## 34477) Edad>=39.5 18 7 1 (0.38888889 0.61111111)
## 68954) Ingreso< 119.5 15 7 1 (0.46666667 0.53333333)
## 137908) Ingreso>=49.59898 13 6 0 (0.53846154 0.46153846)
## 275816) Ingreso< 73 5 1 0 (0.80000000 0.20000000)
## 551632) cuenta.de.ahorros=0 4 0 0 (1.00000000 0.00000000) *
## 551633) cuenta.de.ahorros=1 1 0 1 (0.00000000 1.00000000) *
## 275817) Ingreso>=73 8 3 1 (0.37500000 0.62500000)
## 551634) Edad< 41.71399 5 2 0 (0.60000000 0.40000000)
## 1103268) Ingreso>=85 4 1 0 (0.75000000 0.25000000) *
## 1103269) Ingreso< 85 1 0 1 (0.00000000 1.00000000) *
## 551635) Edad>=41.71399 3 0 1 (0.00000000 1.00000000) *
## 137909) Ingreso< 49.59898 2 0 1 (0.00000000 1.00000000) *
## 68955) Ingreso>=119.5 3 0 1 (0.00000000 1.00000000) *
## 17239) Experiencia< 13.01568 17 4 1 (0.23529412 0.76470588)
## 34478) Ingreso< 47 1 0 0 (1.00000000 0.00000000) *
## 34479) Ingreso>=47 16 3 1 (0.18750000 0.81250000)
## 68958) servicios.online=1 9 3 1 (0.33333333 0.66666667)
## 137916) Experiencia>=12 1 0 0 (1.00000000 0.00000000) *
## 137917) Experiencia< 12 8 2 1 (0.25000000 0.75000000)
## 275834) Ingreso< 75.5 1 0 0 (1.00000000 0.00000000) *
## 275835) Ingreso>=75.5 7 1 1 (0.14285714 0.85714286) *
## 68959) servicios.online=0 7 0 1 (0.00000000 1.00000000) *
## 2155) Edad>=44.52938 13 4 1 (0.30769231 0.69230769)
## 4310) Ingreso< 60 2 0 0 (1.00000000 0.00000000) *
## 4311) Ingreso>=60 11 2 1 (0.18181818 0.81818182)
## 8622) credito< 1.9 2 0 0 (1.00000000 0.00000000) *
## 8623) credito>=1.9 9 0 1 (0.00000000 1.00000000) *
## 539) credito< 0.25 32 14 1 (0.43750000 0.56250000)
## 1078) Ingreso>=89.83478 12 3 0 (0.75000000 0.25000000)
## 2156) Edad< 37.5 8 1 0 (0.87500000 0.12500000) *
## 2157) Edad>=37.5 4 2 0 (0.50000000 0.50000000)
## 4314) Edad>=39.5 1 0 0 (1.00000000 0.00000000) *
## 4315) Edad< 39.5 3 1 1 (0.33333333 0.66666667)
## 8630) Ingreso< 91.5 1 0 0 (1.00000000 0.00000000) *
## 8631) Ingreso>=91.5 2 0 1 (0.00000000 1.00000000) *
## 1079) Ingreso< 89.83478 20 5 1 (0.25000000 0.75000000)
## 2158) educacion=2 5 2 0 (0.60000000 0.40000000)
## 4316) servicios.online=1 2 0 0 (1.00000000 0.00000000) *
## 4317) servicios.online=0 3 1 1 (0.33333333 0.66666667)
## 8634) Ingreso< 66.5 1 0 0 (1.00000000 0.00000000) *
## 8635) Ingreso>=66.5 2 0 1 (0.00000000 1.00000000) *
## 2159) educacion=1 15 2 1 (0.13333333 0.86666667)
## 4318) Ingreso>=64.5 6 2 1 (0.33333333 0.66666667)
## 8636) Edad< 33.5 3 1 0 (0.66666667 0.33333333)
## 17272) Ingreso< 86.33478 2 0 0 (1.00000000 0.00000000) *
## 17273) Ingreso>=86.33478 1 0 1 (0.00000000 1.00000000) *
## 8637) Edad>=33.5 3 0 1 (0.00000000 1.00000000) *
## 4319) Ingreso< 64.5 9 0 1 (0.00000000 1.00000000) *
## 135) educacion=3 117 53 1 (0.45299145 0.54700855)
## 270) Ingreso< 182.5 114 53 1 (0.46491228 0.53508772)
## 540) Ingreso>=69.44593 64 30 0 (0.53125000 0.46875000)
## 1080) Ingreso< 76.5 8 1 0 (0.87500000 0.12500000)
## 2160) Edad>=33.22231 7 0 0 (1.00000000 0.00000000) *
## 2161) Edad< 33.22231 1 0 1 (0.00000000 1.00000000) *
## 1081) Ingreso>=76.5 56 27 1 (0.48214286 0.51785714)
## 2162) Ingreso>=80.5 52 25 0 (0.51923077 0.48076923)
## 4324) Edad< 31.5 2 0 0 (1.00000000 0.00000000) *
## 4325) Edad>=31.5 50 25 0 (0.50000000 0.50000000)
## 8650) Edad>=44.5 5 1 0 (0.80000000 0.20000000)
## 17300) Edad< 48.5 4 0 0 (1.00000000 0.00000000) *
## 17301) Edad>=48.5 1 0 1 (0.00000000 1.00000000) *
## 8651) Edad< 44.5 45 21 1 (0.46666667 0.53333333)
## 17302) credito< 5.95 43 21 1 (0.48837209 0.51162791)
## 34604) credito>=4.95 2 0 0 (1.00000000 0.00000000) *
## 34605) credito< 4.95 41 19 1 (0.46341463 0.53658537)
## 69210) credito< 3.55 33 16 0 (0.51515152 0.48484848)
## 138420) credito>=2.85 3 0 0 (1.00000000 0.00000000) *
## 138421) credito< 2.85 30 14 1 (0.46666667 0.53333333)
## 276842) Experiencia>=8.5 28 14 0 (0.50000000 0.50000000)
## 553684) Edad< 34.5 2 0 0 (1.00000000 0.00000000) *
## 553685) Edad>=34.5 26 12 1 (0.46153846 0.53846154)
## 1107370) credito< 2.05 23 11 0 (0.52173913 0.47826087)
## 2214740) Edad< 42.5 16 6 0 (0.62500000 0.37500000)
## 4429480) Experiencia>=16.5 4 0 0 (1.00000000 0.00000000) *
## 4429481) Experiencia< 16.5 12 6 0 (0.50000000 0.50000000)
## 8858962) Ingreso< 83.5 1 0 0 (1.00000000 0.00000000) *
## 8858963) Ingreso>=83.5 11 5 1 (0.45454545 0.54545455)
## 17717926) Ingreso>=87 9 4 0 (0.55555556 0.44444444)
## 35435852) servicios.online=1 7 2 0 (0.71428571 0.28571429)
## 70871704) Ingreso< 113.5 3 0 0 (1.00000000 0.00000000) *
## 70871705) Ingreso>=113.5 4 2 0 (0.50000000 0.50000000)
## 141743410) Edad>=36.5 3 1 0 (0.66666667 0.33333333)
## 283486820) Ingreso>=121.5 2 0 0 (1.00000000 0.00000000) *
## 283486821) Ingreso< 121.5 1 0 1 (0.00000000 1.00000000) *
## 141743411) Edad< 36.5 1 0 1 (0.00000000 1.00000000) *
## 35435853) servicios.online=0 2 0 1 (0.00000000 1.00000000) *
## 17717927) Ingreso< 87 2 0 1 (0.00000000 1.00000000) *
## 2214741) Edad>=42.5 7 2 1 (0.28571429 0.71428571)
## 4429482) Ingreso>=90 1 0 0 (1.00000000 0.00000000) *
## 4429483) Ingreso< 90 6 1 1 (0.16666667 0.83333333)
## 8858966) credito>=1.95 1 0 0 (1.00000000 0.00000000) *
## 8858967) credito< 1.95 5 0 1 (0.00000000 1.00000000) *
## 1107371) credito>=2.05 3 0 1 (0.00000000 1.00000000) *
## 276843) Experiencia< 8.5 2 0 1 (0.00000000 1.00000000) *
## 69211) credito>=3.55 8 2 1 (0.25000000 0.75000000)
## 138422) Familia< 1.5 1 0 0 (1.00000000 0.00000000) *
## 138423) Familia>=1.5 7 1 1 (0.14285714 0.85714286) *
## 17303) credito>=5.95 2 0 1 (0.00000000 1.00000000) *
## 2163) Ingreso< 80.5 4 0 1 (0.00000000 1.00000000) *
## 541) Ingreso< 69.44593 50 19 1 (0.38000000 0.62000000)
## 1082) credito>=2.15 7 2 0 (0.71428571 0.28571429)
## 2164) Ingreso< 61 4 0 0 (1.00000000 0.00000000) *
## 2165) Ingreso>=61 3 1 1 (0.33333333 0.66666667)
## 4330) Experiencia>=17.32656 1 0 0 (1.00000000 0.00000000) *
## 4331) Experiencia< 17.32656 2 0 1 (0.00000000 1.00000000) *
## 1083) credito< 2.15 43 14 1 (0.32558140 0.67441860)
## 2166) Familia>=2.5 27 12 1 (0.44444444 0.55555556)
## 4332) Edad>=35 24 12 0 (0.50000000 0.50000000)
## 8664) Edad< 43.5 21 9 0 (0.57142857 0.42857143)
## 17328) Ingreso< 52.5 4 0 0 (1.00000000 0.00000000) *
## 17329) Ingreso>=52.5 17 8 1 (0.47058824 0.52941176)
## 34658) credito>=0.7 9 3 0 (0.66666667 0.33333333)
## 69316) Ingreso< 64.5 7 1 0 (0.85714286 0.14285714) *
## 69317) Ingreso>=64.5 2 0 1 (0.00000000 1.00000000) *
## 34659) credito< 0.7 8 2 1 (0.25000000 0.75000000)
## 69318) Edad< 37.5 1 0 0 (1.00000000 0.00000000) *
## 69319) Edad>=37.5 7 1 1 (0.14285714 0.85714286)
## 138638) Edad>=41.5 1 0 0 (1.00000000 0.00000000) *
## 138639) Edad< 41.5 6 0 1 (0.00000000 1.00000000) *
## 8665) Edad>=43.5 3 0 1 (0.00000000 1.00000000) *
## 4333) Edad< 35 3 0 1 (0.00000000 1.00000000) *
## 2167) Familia< 2.5 16 2 1 (0.12500000 0.87500000) *
## 271) Ingreso>=182.5 3 0 1 (0.00000000 1.00000000) *
## 17) credito>=8.7 2 0 1 (0.00000000 1.00000000) *
## 9) Ingreso< 9.5 5 1 1 (0.20000000 0.80000000)
## 18) educacion=2 1 0 0 (1.00000000 0.00000000) *
## 19) educacion=1,3 4 0 1 (0.00000000 1.00000000) *
## 5) Experiencia< 5.648859 207 94 1 (0.45410628 0.54589372)
## 10) Ingreso>=132.5 26 8 0 (0.69230769 0.30769231)
## 20) servicios.online=1 15 2 0 (0.86666667 0.13333333)
## 40) cuenta.de.ahorros=0 14 1 0 (0.92857143 0.07142857) *
## 41) cuenta.de.ahorros=1 1 0 1 (0.00000000 1.00000000) *
## 21) servicios.online=0 11 5 1 (0.45454545 0.54545455)
## 42) Experiencia< 2.5 6 2 0 (0.66666667 0.33333333)
## 84) Edad>=24.5 5 1 0 (0.80000000 0.20000000)
## 168) cuenta.de.ahorros=0 4 0 0 (1.00000000 0.00000000) *
## 169) cuenta.de.ahorros=1 1 0 1 (0.00000000 1.00000000) *
## 85) Edad< 24.5 1 0 1 (0.00000000 1.00000000) *
## 43) Experiencia>=2.5 5 1 1 (0.20000000 0.80000000) *
## 11) Ingreso< 132.5 181 76 1 (0.41988950 0.58011050)
## 22) Ingreso< 79.5 117 58 0 (0.50427350 0.49572650)
## 44) credito>=2.35 11 0 0 (1.00000000 0.00000000) *
## 45) credito< 2.35 106 48 1 (0.45283019 0.54716981)
## 90) Edad< 31.24007 99 47 1 (0.47474747 0.52525253)
## 180) Experiencia>=2.259811 54 25 0 (0.53703704 0.46296296)
## 360) educacion=3 8 2 0 (0.75000000 0.25000000)
## 720) credito>=0.25 7 1 0 (0.85714286 0.14285714) *
## 721) credito< 0.25 1 0 1 (0.00000000 1.00000000) *
## 361) educacion=1,2 46 23 0 (0.50000000 0.50000000)
## 722) Experiencia< 4.559505 27 11 0 (0.59259259 0.40740741)
## 1444) credito< 0.85 9 1 0 (0.88888889 0.11111111) *
## 1445) credito>=0.85 18 8 1 (0.44444444 0.55555556)
## 2890) Experiencia>=4.039379 2 0 0 (1.00000000 0.00000000) *
## 2891) Experiencia< 4.039379 16 6 1 (0.37500000 0.62500000)
## 5782) Edad>=28.5 11 5 0 (0.54545455 0.45454545)
## 11564) Ingreso>=54.5 4 0 0 (1.00000000 0.00000000) *
## 11565) Ingreso< 54.5 7 2 1 (0.28571429 0.71428571)
## 23130) Familia< 1.5 3 1 0 (0.66666667 0.33333333)
## 46260) servicios.online=0 2 0 0 (1.00000000 0.00000000) *
## 46261) servicios.online=1 1 0 1 (0.00000000 1.00000000) *
## 23131) Familia>=1.5 4 0 1 (0.00000000 1.00000000) *
## 5783) Edad< 28.5 5 0 1 (0.00000000 1.00000000) *
## 723) Experiencia>=4.559505 19 7 1 (0.36842105 0.63157895)
## 1446) credito>=0.7 9 3 0 (0.66666667 0.33333333)
## 2892) credito< 1.9 5 0 0 (1.00000000 0.00000000) *
## 2893) credito>=1.9 4 1 1 (0.25000000 0.75000000)
## 5786) Ingreso>=76.5 1 0 0 (1.00000000 0.00000000) *
## 5787) Ingreso< 76.5 3 0 1 (0.00000000 1.00000000) *
## 1447) credito< 0.7 10 1 1 (0.10000000 0.90000000) *
## 181) Experiencia< 2.259811 45 18 1 (0.40000000 0.60000000)
## 362) Experiencia< 0.5 18 8 0 (0.55555556 0.44444444)
## 724) Ingreso< 42.51178 9 2 0 (0.77777778 0.22222222)
## 1448) Edad< 29.88107 8 1 0 (0.87500000 0.12500000) *
## 1449) Edad>=29.88107 1 0 1 (0.00000000 1.00000000) *
## 725) Ingreso>=42.51178 9 3 1 (0.33333333 0.66666667)
## 1450) Ingreso>=63.17816 3 1 0 (0.66666667 0.33333333)
## 2900) Edad>=23.5 2 0 0 (1.00000000 0.00000000) *
## 2901) Edad< 23.5 1 0 1 (0.00000000 1.00000000) *
## 1451) Ingreso< 63.17816 6 1 1 (0.16666667 0.83333333)
## 2902) cuenta.de.ahorros=1 1 0 0 (1.00000000 0.00000000) *
## 2903) cuenta.de.ahorros=0 5 0 1 (0.00000000 1.00000000) *
## 363) Experiencia>=0.5 27 8 1 (0.29629630 0.70370370)
## 726) credito>=2.15 2 0 0 (1.00000000 0.00000000) *
## 727) credito< 2.15 25 6 1 (0.24000000 0.76000000)
## 1454) credito< 1.2 13 5 1 (0.38461538 0.61538462)
## 2908) credito>=0.35 10 5 0 (0.50000000 0.50000000)
## 5816) Ingreso>=40.75827 3 0 0 (1.00000000 0.00000000) *
## 5817) Ingreso< 40.75827 7 2 1 (0.28571429 0.71428571)
## 11634) Edad>=27 3 1 0 (0.66666667 0.33333333)
## 23268) Ingreso< 36.75827 2 0 0 (1.00000000 0.00000000) *
## 23269) Ingreso>=36.75827 1 0 1 (0.00000000 1.00000000) *
## 11635) Edad< 27 4 0 1 (0.00000000 1.00000000) *
## 2909) credito< 0.35 3 0 1 (0.00000000 1.00000000) *
## 1455) credito>=1.2 12 1 1 (0.08333333 0.91666667) *
## 91) Edad>=31.24007 7 1 1 (0.14285714 0.85714286)
## 182) Ingreso>=59.382 1 0 0 (1.00000000 0.00000000) *
## 183) Ingreso< 59.382 6 0 1 (0.00000000 1.00000000) *
## 23) Ingreso>=79.5 64 17 1 (0.26562500 0.73437500)
## 46) credito< 1.05 13 6 1 (0.46153846 0.53846154)
## 92) credito>=0.25 7 1 0 (0.85714286 0.14285714)
## 184) Ingreso>=80.21041 6 0 0 (1.00000000 0.00000000) *
## 185) Ingreso< 80.21041 1 0 1 (0.00000000 1.00000000) *
## 93) credito< 0.25 6 0 1 (0.00000000 1.00000000) *
## 47) credito>=1.05 51 11 1 (0.21568627 0.78431373)
## 94) Ingreso< 124 44 11 1 (0.25000000 0.75000000)
## 188) Ingreso>=113.5 8 4 0 (0.50000000 0.50000000)
## 376) Ingreso< 116.5 2 0 0 (1.00000000 0.00000000) *
## 377) Ingreso>=116.5 6 2 1 (0.33333333 0.66666667)
## 754) servicios.online=1 3 1 0 (0.66666667 0.33333333)
## 1508) Familia>=1.5 2 0 0 (1.00000000 0.00000000) *
## 1509) Familia< 1.5 1 0 1 (0.00000000 1.00000000) *
## 755) servicios.online=0 3 0 1 (0.00000000 1.00000000) *
## 189) Ingreso< 113.5 36 7 1 (0.19444444 0.80555556)
## 378) educacion=1,2 21 6 1 (0.28571429 0.71428571)
## 756) servicios.online=0 6 3 0 (0.50000000 0.50000000)
## 1512) Edad>=25.5 4 1 0 (0.75000000 0.25000000)
## 3024) Experiencia< 4.5 3 0 0 (1.00000000 0.00000000) *
## 3025) Experiencia>=4.5 1 0 1 (0.00000000 1.00000000) *
## 1513) Edad< 25.5 2 0 1 (0.00000000 1.00000000) *
## 757) servicios.online=1 15 3 1 (0.20000000 0.80000000)
## 1514) Ingreso< 83 1 0 0 (1.00000000 0.00000000) *
## 1515) Ingreso>=83 14 2 1 (0.14285714 0.85714286)
## 3030) cuenta.de.ahorros=1 1 0 0 (1.00000000 0.00000000) *
## 3031) cuenta.de.ahorros=0 13 1 1 (0.07692308 0.92307692) *
## 379) educacion=3 15 1 1 (0.06666667 0.93333333) *
## 95) Ingreso>=124 7 0 1 (0.00000000 1.00000000) *
## 3) Experiencia>=19.91724 938 453 1 (0.48294243 0.51705757)
## 6) Experiencia>=20.79826 883 434 1 (0.49150623 0.50849377)
## 12) credito>=7.75 10 2 0 (0.80000000 0.20000000)
## 24) Edad< 52.5 5 0 0 (1.00000000 0.00000000) *
## 25) Edad>=52.5 5 2 0 (0.60000000 0.40000000)
## 50) Edad>=58.5 3 0 0 (1.00000000 0.00000000) *
## 51) Edad< 58.5 2 0 1 (0.00000000 1.00000000) *
## 13) credito< 7.75 873 426 1 (0.48797251 0.51202749)
## 26) credito< 7.45 869 426 1 (0.49021864 0.50978136)
## 52) Edad< 62.06347 760 379 0 (0.50131579 0.49868421)
## 104) Experiencia>=34.18011 126 50 0 (0.60317460 0.39682540)
## 208) Ingreso< 23.5 17 2 0 (0.88235294 0.11764706)
## 416) credito>=0.45 9 0 0 (1.00000000 0.00000000) *
## 417) credito< 0.45 8 2 0 (0.75000000 0.25000000)
## 834) servicios.online=0 6 0 0 (1.00000000 0.00000000) *
## 835) servicios.online=1 2 0 1 (0.00000000 1.00000000) *
## 209) Ingreso>=23.5 109 48 0 (0.55963303 0.44036697)
## 418) credito< 5.5 103 43 0 (0.58252427 0.41747573)
## 836) Familia< 2.5 56 19 0 (0.66071429 0.33928571)
## 1672) Edad>=59.07459 39 10 0 (0.74358974 0.25641026)
## 3344) Edad< 60.91553 13 1 0 (0.92307692 0.07692308) *
## 3345) Edad>=60.91553 26 9 0 (0.65384615 0.34615385)
## 6690) Ingreso>=97 6 0 0 (1.00000000 0.00000000) *
## 6691) Ingreso< 97 20 9 0 (0.55000000 0.45000000)
## 13382) educacion=3 7 1 0 (0.85714286 0.14285714)
## 26764) Experiencia< 36.5 6 0 0 (1.00000000 0.00000000) *
## 26765) Experiencia>=36.5 1 0 1 (0.00000000 1.00000000) *
## 13383) educacion=1,2 13 5 1 (0.38461538 0.61538462)
## 26766) credito< 0.9 2 0 0 (1.00000000 0.00000000) *
## 26767) credito>=0.9 11 3 1 (0.27272727 0.72727273)
## 53534) credito>=3.3 1 0 0 (1.00000000 0.00000000) *
## 53535) credito< 3.3 10 2 1 (0.20000000 0.80000000)
## 107070) Experiencia>=36.5 6 2 1 (0.33333333 0.66666667)
## 214140) Ingreso>=51.13052 2 0 0 (1.00000000 0.00000000) *
## 214141) Ingreso< 51.13052 4 0 1 (0.00000000 1.00000000) *
## 107071) Experiencia< 36.5 4 0 1 (0.00000000 1.00000000) *
## 1673) Edad< 59.07459 17 8 1 (0.47058824 0.52941176)
## 3346) Ingreso< 82 7 2 0 (0.71428571 0.28571429)
## 6692) credito>=1.65 4 0 0 (1.00000000 0.00000000) *
## 6693) credito< 1.65 3 1 1 (0.33333333 0.66666667)
## 13386) Experiencia< 34.64737 1 0 0 (1.00000000 0.00000000) *
## 13387) Experiencia>=34.64737 2 0 1 (0.00000000 1.00000000) *
## 3347) Ingreso>=82 10 3 1 (0.30000000 0.70000000)
## 6694) credito>=3.6 4 1 0 (0.75000000 0.25000000)
## 13388) Ingreso< 126 3 0 0 (1.00000000 0.00000000) *
## 13389) Ingreso>=126 1 0 1 (0.00000000 1.00000000) *
## 6695) credito< 3.6 6 0 1 (0.00000000 1.00000000) *
## 837) Familia>=2.5 47 23 1 (0.48936170 0.51063830)
## 1674) Edad< 61.0215 31 12 0 (0.61290323 0.38709677)
## 3348) Ingreso>=48.87969 20 4 0 (0.80000000 0.20000000)
## 6696) credito< 3.775 19 3 0 (0.84210526 0.15789474)
## 13392) credito>=1.75 9 0 0 (1.00000000 0.00000000) *
## 13393) credito< 1.75 10 3 0 (0.70000000 0.30000000)
## 26786) Ingreso< 69 7 1 0 (0.85714286 0.14285714) *
## 26787) Ingreso>=69 3 1 1 (0.33333333 0.66666667)
## 53574) Edad< 57.43877 1 0 0 (1.00000000 0.00000000) *
## 53575) Edad>=57.43877 2 0 1 (0.00000000 1.00000000) *
## 6697) credito>=3.775 1 0 1 (0.00000000 1.00000000) *
## 3349) Ingreso< 48.87969 11 3 1 (0.27272727 0.72727273)
## 6698) credito>=1.9 3 1 0 (0.66666667 0.33333333)
## 13396) Experiencia< 36 2 0 0 (1.00000000 0.00000000) *
## 13397) Experiencia>=36 1 0 1 (0.00000000 1.00000000) *
## 6699) credito< 1.9 8 1 1 (0.12500000 0.87500000) *
## 1675) Edad>=61.0215 16 4 1 (0.25000000 0.75000000)
## 3350) Ingreso< 56.5 9 4 1 (0.44444444 0.55555556)
## 6700) Ingreso>=54.27716 2 0 0 (1.00000000 0.00000000) *
## 6701) Ingreso< 54.27716 7 2 1 (0.28571429 0.71428571)
## 13402) credito>=1.4 2 0 0 (1.00000000 0.00000000) *
## 13403) credito< 1.4 5 0 1 (0.00000000 1.00000000) *
## 3351) Ingreso>=56.5 7 0 1 (0.00000000 1.00000000) *
## 419) credito>=5.5 6 1 1 (0.16666667 0.83333333)
## 838) Edad< 58.2274 1 0 0 (1.00000000 0.00000000) *
## 839) Edad>=58.2274 5 0 1 (0.00000000 1.00000000) *
## 105) Experiencia< 34.18011 634 305 1 (0.48107256 0.51892744)
## 210) Ingreso>=94.49656 140 61 0 (0.56428571 0.43571429)
## 420) Edad< 59.5 134 56 0 (0.58208955 0.41791045)
## 840) Ingreso< 174.5 117 45 0 (0.61538462 0.38461538)
## 1680) Edad>=58.5 4 0 0 (1.00000000 0.00000000) *
## 1681) Edad< 58.5 113 45 0 (0.60176991 0.39823009)
## 3362) Experiencia< 33.5 111 43 0 (0.61261261 0.38738739)
## 6724) credito>=5.85 12 2 0 (0.83333333 0.16666667)
## 13448) servicios.online=0 8 0 0 (1.00000000 0.00000000) *
## 13449) servicios.online=1 4 2 0 (0.50000000 0.50000000)
## 26898) Edad>=52 2 0 0 (1.00000000 0.00000000) *
## 26899) Edad< 52 2 0 1 (0.00000000 1.00000000) *
## 6725) credito< 5.85 99 41 0 (0.58585859 0.41414141)
## 13450) credito< 0.45 15 3 0 (0.80000000 0.20000000)
## 26900) Experiencia< 31 14 2 0 (0.85714286 0.14285714)
## 53800) educacion=1,2 13 1 0 (0.92307692 0.07692308) *
## 53801) educacion=3 1 0 1 (0.00000000 1.00000000) *
## 26901) Experiencia>=31 1 0 1 (0.00000000 1.00000000) *
## 13451) credito>=0.45 84 38 0 (0.54761905 0.45238095)
## 26902) credito>=1.5 67 25 0 (0.62686567 0.37313433)
## 53804) Ingreso< 110.7826 9 0 0 (1.00000000 0.00000000) *
## 53805) Ingreso>=110.7826 58 25 0 (0.56896552 0.43103448)
## 107610) Ingreso>=113.6175 52 19 0 (0.63461538 0.36538462)
## 215220) Ingreso< 131.5 22 5 0 (0.77272727 0.22727273)
## 430440) Edad>=46.5 16 2 0 (0.87500000 0.12500000)
## 860880) credito>=2.45 12 0 0 (1.00000000 0.00000000) *
## 860881) credito< 2.45 4 2 0 (0.50000000 0.50000000)
## 1721762) Ingreso< 119.5 2 0 0 (1.00000000 0.00000000) *
## 1721763) Ingreso>=119.5 2 0 1 (0.00000000 1.00000000) *
## 430441) Edad< 46.5 6 3 0 (0.50000000 0.50000000)
## 860882) Edad< 45.5 2 0 0 (1.00000000 0.00000000) *
## 860883) Edad>=45.5 4 1 1 (0.25000000 0.75000000)
## 1721766) Ingreso>=121.5 1 0 0 (1.00000000 0.00000000) *
## 1721767) Ingreso< 121.5 3 0 1 (0.00000000 1.00000000) *
## 215221) Ingreso>=131.5 30 14 0 (0.53333333 0.46666667)
## 430442) credito< 2.85 9 1 0 (0.88888889 0.11111111) *
## 430443) credito>=2.85 21 8 1 (0.38095238 0.61904762)
## 860886) Edad>=45.5 18 8 1 (0.44444444 0.55555556)
## 1721772) Experiencia< 23 5 1 0 (0.80000000 0.20000000) *
## 1721773) Experiencia>=23 13 4 1 (0.30769231 0.69230769)
## 3443546) educacion=3 3 1 0 (0.66666667 0.33333333)
## 6887092) Ingreso< 158.5 2 0 0 (1.00000000 0.00000000) *
## 6887093) Ingreso>=158.5 1 0 1 (0.00000000 1.00000000) *
## 3443547) educacion=1,2 10 2 1 (0.20000000 0.80000000) *
## 860887) Edad< 45.5 3 0 1 (0.00000000 1.00000000) *
## 107611) Ingreso< 113.6175 6 0 1 (0.00000000 1.00000000) *
## 26903) credito< 1.5 17 4 1 (0.23529412 0.76470588)
## 53806) Experiencia>=30.5 3 1 0 (0.66666667 0.33333333)
## 107612) Ingreso>=105 2 0 0 (1.00000000 0.00000000) *
## 107613) Ingreso< 105 1 0 1 (0.00000000 1.00000000) *
## 53807) Experiencia< 30.5 14 2 1 (0.14285714 0.85714286) *
## 3363) Experiencia>=33.5 2 0 1 (0.00000000 1.00000000) *
## 841) Ingreso>=174.5 17 6 1 (0.35294118 0.64705882)
## 1682) credito< 2.45 7 3 0 (0.57142857 0.42857143)
## 3364) Ingreso>=189 2 0 0 (1.00000000 0.00000000) *
## 3365) Ingreso< 189 5 2 1 (0.40000000 0.60000000)
## 6730) educacion=2 1 0 0 (1.00000000 0.00000000) *
## 6731) educacion=1 4 1 1 (0.25000000 0.75000000) *
## 1683) credito>=2.45 10 2 1 (0.20000000 0.80000000)
## 3366) Edad< 45.5 1 0 0 (1.00000000 0.00000000) *
## 3367) Edad>=45.5 9 1 1 (0.11111111 0.88888889) *
## 421) Edad>=59.5 6 1 1 (0.16666667 0.83333333)
## 842) Ingreso>=147 1 0 0 (1.00000000 0.00000000) *
## 843) Ingreso< 147 5 0 1 (0.00000000 1.00000000) *
## 211) Ingreso< 94.49656 494 226 1 (0.45748988 0.54251012)
## 422) Edad>=51.14069 310 151 1 (0.48709677 0.51290323)
## 844) credito< 0.45 57 23 0 (0.59649123 0.40350877)
## 1688) Experiencia>=25.84833 55 21 0 (0.61818182 0.38181818)
## 3376) educacion=3 15 3 0 (0.80000000 0.20000000)
## 6752) Experiencia>=28.02937 12 1 0 (0.91666667 0.08333333) *
## 6753) Experiencia< 28.02937 3 1 1 (0.33333333 0.66666667) *
## 3377) educacion=1,2 40 18 0 (0.55000000 0.45000000)
## 6754) Familia>=3.5 6 0 0 (1.00000000 0.00000000) *
## 6755) Familia< 3.5 34 16 1 (0.47058824 0.52941176)
## 13510) Familia< 1.5 11 4 0 (0.63636364 0.36363636)
## 27020) Experiencia< 28.5 3 0 0 (1.00000000 0.00000000) *
## 27021) Experiencia>=28.5 8 4 0 (0.50000000 0.50000000)
## 54042) Edad>=55 5 1 0 (0.80000000 0.20000000)
## 108084) Ingreso>=17 4 0 0 (1.00000000 0.00000000) *
## 108085) Ingreso< 17 1 0 1 (0.00000000 1.00000000) *
## 54043) Edad< 55 3 0 1 (0.00000000 1.00000000) *
## 13511) Familia>=1.5 23 9 1 (0.39130435 0.60869565)
## 27022) servicios.online=0 10 4 0 (0.60000000 0.40000000)
## 54044) Ingreso< 52.29047 6 1 0 (0.83333333 0.16666667) *
## 54045) Ingreso>=52.29047 4 1 1 (0.25000000 0.75000000)
## 108090) Experiencia>=30.5 1 0 0 (1.00000000 0.00000000) *
## 108091) Experiencia< 30.5 3 0 1 (0.00000000 1.00000000) *
## 27023) servicios.online=1 13 3 1 (0.23076923 0.76923077)
## 54046) Ingreso>=58 2 0 0 (1.00000000 0.00000000) *
## 54047) Ingreso< 58 11 1 1 (0.09090909 0.90909091) *
## 1689) Experiencia< 25.84833 2 0 1 (0.00000000 1.00000000) *
## 845) credito>=0.45 253 117 1 (0.46245059 0.53754941)
## 1690) Experiencia< 30.27088 139 67 0 (0.51798561 0.48201439)
## 3380) credito< 3.75 134 62 0 (0.53731343 0.46268657)
## 6760) Edad>=55.96368 24 6 0 (0.75000000 0.25000000)
## 13520) credito< 2.05 15 1 0 (0.93333333 0.06666667) *
## 13521) credito>=2.05 9 4 1 (0.44444444 0.55555556)
## 27042) Ingreso>=59.99717 5 1 0 (0.80000000 0.20000000)
## 54084) credito>=2.35 4 0 0 (1.00000000 0.00000000) *
## 54085) credito< 2.35 1 0 1 (0.00000000 1.00000000) *
## 27043) Ingreso< 59.99717 4 0 1 (0.00000000 1.00000000) *
## 6761) Edad< 55.96368 110 54 1 (0.49090909 0.50909091)
## 13522) Ingreso>=36.5 86 39 0 (0.54651163 0.45348837)
## 27044) Familia< 2.5 35 12 0 (0.65714286 0.34285714)
## 54088) Ingreso< 41.5 8 0 0 (1.00000000 0.00000000) *
## 54089) Ingreso>=41.5 27 12 0 (0.55555556 0.44444444)
## 108178) Ingreso>=54.81578 21 7 0 (0.66666667 0.33333333)
## 216356) Ingreso< 84.50849 15 3 0 (0.80000000 0.20000000)
## 432712) credito< 1.7 9 0 0 (1.00000000 0.00000000) *
## 432713) credito>=1.7 6 3 0 (0.50000000 0.50000000)
## 865426) educacion=1 3 0 0 (1.00000000 0.00000000) *
## 865427) educacion=2,3 3 0 1 (0.00000000 1.00000000) *
## 216357) Ingreso>=84.50849 6 2 1 (0.33333333 0.66666667)
## 432714) Ingreso>=89.5 3 1 0 (0.66666667 0.33333333)
## 865428) credito< 2.9 2 0 0 (1.00000000 0.00000000) *
## 865429) credito>=2.9 1 0 1 (0.00000000 1.00000000) *
## 432715) Ingreso< 89.5 3 0 1 (0.00000000 1.00000000) *
## 108179) Ingreso< 54.81578 6 1 1 (0.16666667 0.83333333)
## 216358) Experiencia< 25.65238 1 0 0 (1.00000000 0.00000000) *
## 216359) Experiencia>=25.65238 5 0 1 (0.00000000 1.00000000) *
## 27045) Familia>=2.5 51 24 1 (0.47058824 0.52941176)
## 54090) Edad< 54.64826 38 17 0 (0.55263158 0.44736842)
## 108180) Ingreso>=78.5 6 0 0 (1.00000000 0.00000000) *
## 108181) Ingreso< 78.5 32 15 1 (0.46875000 0.53125000)
## 216362) Experiencia< 22.5 2 0 0 (1.00000000 0.00000000) *
## 216363) Experiencia>=22.5 30 13 1 (0.43333333 0.56666667)
## 432726) Experiencia>=25.7353 23 11 0 (0.52173913 0.47826087)
## 865452) Ingreso>=38.5 21 9 0 (0.57142857 0.42857143)
## 1730904) Ingreso< 41.17878 2 0 0 (1.00000000 0.00000000) *
## 1730905) Ingreso>=41.17878 19 9 0 (0.52631579 0.47368421)
## 3461810) Experiencia< 26.5 5 1 0 (0.80000000 0.20000000) *
## 3461811) Experiencia>=26.5 14 6 1 (0.42857143 0.57142857)
## 6923622) Edad>=52.5 12 6 0 (0.50000000 0.50000000)
## 13847244) servicios.online=0 7 2 0 (0.71428571 0.28571429)
## 27694488) Experiencia>=27.5 6 1 0 (0.83333333 0.16666667)
## 55388976) credito>=1.1 5 0 0 (1.00000000 0.00000000) *
## 55388977) credito< 1.1 1 0 1 (0.00000000 1.00000000) *
## 27694489) Experiencia< 27.5 1 0 1 (0.00000000 1.00000000) *
## 13847245) servicios.online=1 5 1 1 (0.20000000 0.80000000) *
## 6923623) Edad< 52.5 2 0 1 (0.00000000 1.00000000) *
## 865453) Ingreso< 38.5 2 0 1 (0.00000000 1.00000000) *
## 432727) Experiencia< 25.7353 7 1 1 (0.14285714 0.85714286) *
## 54091) Edad>=54.64826 13 3 1 (0.23076923 0.76923077)
## 108182) Ingreso< 54.5 5 2 0 (0.60000000 0.40000000)
## 216364) educacion=1,3 2 0 0 (1.00000000 0.00000000) *
## 216365) educacion=2 3 1 1 (0.33333333 0.66666667)
## 432730) Ingreso< 38.5 1 0 0 (1.00000000 0.00000000) *
## 432731) Ingreso>=38.5 2 0 1 (0.00000000 1.00000000) *
## 108183) Ingreso>=54.5 8 0 1 (0.00000000 1.00000000) *
## 13523) Ingreso< 36.5 24 7 1 (0.29166667 0.70833333)
## 27046) Ingreso< 21.5 5 2 0 (0.60000000 0.40000000)
## 54092) Edad< 52.97493 2 0 0 (1.00000000 0.00000000) *
## 54093) Edad>=52.97493 3 1 1 (0.33333333 0.66666667)
## 108186) Edad>=54 1 0 0 (1.00000000 0.00000000) *
## 108187) Edad< 54 2 0 1 (0.00000000 1.00000000) *
## 27047) Ingreso>=21.5 19 4 1 (0.21052632 0.78947368)
## 54094) credito>=0.85 10 4 1 (0.40000000 0.60000000)
## 108188) Experiencia>=26.18022 7 3 0 (0.57142857 0.42857143)
## 216376) Edad< 54.34711 3 0 0 (1.00000000 0.00000000) *
## 216377) Edad>=54.34711 4 1 1 (0.25000000 0.75000000) *
## 108189) Experiencia< 26.18022 3 0 1 (0.00000000 1.00000000) *
## 54095) credito< 0.85 9 0 1 (0.00000000 1.00000000) *
## 3381) credito>=3.75 5 0 1 (0.00000000 1.00000000) *
## 1691) Experiencia>=30.27088 114 45 1 (0.39473684 0.60526316)
## 3382) Familia>=3.5 36 16 0 (0.55555556 0.44444444)
## 6764) Ingreso< 57.04812 19 5 0 (0.73684211 0.26315789)
## 13528) credito>=1.75 7 0 0 (1.00000000 0.00000000) *
## 13529) credito< 1.75 12 5 0 (0.58333333 0.41666667)
## 27058) Ingreso< 45.56275 10 3 0 (0.70000000 0.30000000)
## 54116) servicios.online=0 3 0 0 (1.00000000 0.00000000) *
## 54117) servicios.online=1 7 3 0 (0.57142857 0.42857143)
## 108234) credito< 0.8 2 0 0 (1.00000000 0.00000000) *
## 108235) credito>=0.8 5 2 1 (0.40000000 0.60000000)
## 216470) Experiencia>=33.5 3 1 0 (0.66666667 0.33333333) *
## 216471) Experiencia< 33.5 2 0 1 (0.00000000 1.00000000) *
## 27059) Ingreso>=45.56275 2 0 1 (0.00000000 1.00000000) *
## 6765) Ingreso>=57.04812 17 6 1 (0.35294118 0.64705882)
## 13530) Ingreso>=62.5 13 6 1 (0.46153846 0.53846154)
## 27060) Ingreso< 82 10 4 0 (0.60000000 0.40000000)
## 54120) Edad< 56.5 2 0 0 (1.00000000 0.00000000) *
## 54121) Edad>=56.5 8 4 0 (0.50000000 0.50000000)
## 108242) Experiencia>=33.5 2 0 0 (1.00000000 0.00000000) *
## 108243) Experiencia< 33.5 6 2 1 (0.33333333 0.66666667)
## 216486) Ingreso>=68.5 3 1 0 (0.66666667 0.33333333) *
## 216487) Ingreso< 68.5 3 0 1 (0.00000000 1.00000000) *
## 27061) Ingreso>=82 3 0 1 (0.00000000 1.00000000) *
## 13531) Ingreso< 62.5 4 0 1 (0.00000000 1.00000000) *
## 3383) Familia< 3.5 78 25 1 (0.32051282 0.67948718)
## 6766) Ingreso>=91.5 2 0 0 (1.00000000 0.00000000) *
## 6767) Ingreso< 91.5 76 23 1 (0.30263158 0.69736842)
## 13534) educacion=2,3 42 17 1 (0.40476190 0.59523810)
## 27068) Familia< 2.5 24 11 0 (0.54166667 0.45833333)
## 54136) Ingreso< 66 17 5 0 (0.70588235 0.29411765)
## 108272) Edad< 61.5 16 4 0 (0.75000000 0.25000000)
## 216544) Ingreso< 47 10 1 0 (0.90000000 0.10000000) *
## 216545) Ingreso>=47 6 3 0 (0.50000000 0.50000000)
## 433090) Ingreso>=51.8308 4 1 0 (0.75000000 0.25000000) *
## 433091) Ingreso< 51.8308 2 0 1 (0.00000000 1.00000000) *
## 108273) Edad>=61.5 1 0 1 (0.00000000 1.00000000) *
## 54137) Ingreso>=66 7 1 1 (0.14285714 0.85714286)
## 108274) Experiencia>=33.5 1 0 0 (1.00000000 0.00000000) *
## 108275) Experiencia< 33.5 6 0 1 (0.00000000 1.00000000) *
## 27069) Familia>=2.5 18 4 1 (0.22222222 0.77777778)
## 54138) Ingreso>=62.5 5 2 0 (0.60000000 0.40000000)
## 108276) Edad< 57.5 2 0 0 (1.00000000 0.00000000) *
## 108277) Edad>=57.5 3 1 1 (0.33333333 0.66666667)
## 216554) Experiencia>=33.27425 1 0 0 (1.00000000 0.00000000) *
## 216555) Experiencia< 33.27425 2 0 1 (0.00000000 1.00000000) *
## 54139) Ingreso< 62.5 13 1 1 (0.07692308 0.92307692) *
## 13535) educacion=1 34 6 1 (0.17647059 0.82352941)
## 27070) credito>=4 4 2 0 (0.50000000 0.50000000)
## 54140) Edad>=57.5 2 0 0 (1.00000000 0.00000000) *
## 54141) Edad< 57.5 2 0 1 (0.00000000 1.00000000) *
## 27071) credito< 4 30 4 1 (0.13333333 0.86666667) *
## 423) Edad< 51.14069 184 75 1 (0.40760870 0.59239130)
## 846) credito< 2.75 170 73 1 (0.42941176 0.57058824)
## 1692) credito>=2.635 6 1 0 (0.83333333 0.16666667)
## 3384) Ingreso>=63 5 0 0 (1.00000000 0.00000000) *
## 3385) Ingreso< 63 1 0 1 (0.00000000 1.00000000) *
## 1693) credito< 2.635 164 68 1 (0.41463415 0.58536585)
## 3386) educacion=2,3 104 49 1 (0.47115385 0.52884615)
## 6772) credito< 2.05 92 45 0 (0.51086957 0.48913043)
## 13544) Edad>=45.5 90 43 0 (0.52222222 0.47777778)
## 27088) Edad< 48.5 35 13 0 (0.62857143 0.37142857)
## 54176) Ingreso>=10.5 33 11 0 (0.66666667 0.33333333)
## 108352) Ingreso< 42.80577 15 2 0 (0.86666667 0.13333333) *
## 108353) Ingreso>=42.80577 18 9 0 (0.50000000 0.50000000)
## 216706) educacion=2 9 3 0 (0.66666667 0.33333333)
## 433412) Familia< 2.5 4 0 0 (1.00000000 0.00000000) *
## 433413) Familia>=2.5 5 2 1 (0.40000000 0.60000000)
## 866826) Experiencia>=21.5 3 1 0 (0.66666667 0.33333333)
## 1733652) servicios.online=1 2 0 0 (1.00000000 0.00000000) *
## 1733653) servicios.online=0 1 0 1 (0.00000000 1.00000000) *
## 866827) Experiencia< 21.5 2 0 1 (0.00000000 1.00000000) *
## 216707) educacion=3 9 3 1 (0.33333333 0.66666667)
## 433414) Ingreso>=62.31893 5 2 0 (0.60000000 0.40000000)
## 866828) servicios.online=0 2 0 0 (1.00000000 0.00000000) *
## 866829) servicios.online=1 3 1 1 (0.33333333 0.66666667)
## 1733658) Experiencia>=22.65914 1 0 0 (1.00000000 0.00000000) *
## 1733659) Experiencia< 22.65914 2 0 1 (0.00000000 1.00000000) *
## 433415) Ingreso< 62.31893 4 0 1 (0.00000000 1.00000000) *
## 54177) Ingreso< 10.5 2 0 1 (0.00000000 1.00000000) *
## 27089) Edad>=48.5 55 25 1 (0.45454545 0.54545455)
## 54178) credito>=1.65 4 0 0 (1.00000000 0.00000000) *
## 54179) credito< 1.65 51 21 1 (0.41176471 0.58823529)
## 108358) Ingreso>=80.5 2 0 0 (1.00000000 0.00000000) *
## 108359) Ingreso< 80.5 49 19 1 (0.38775510 0.61224490)
## 216718) Ingreso< 46.5 37 17 1 (0.45945946 0.54054054)
## 433436) Familia< 3.5 24 11 0 (0.54166667 0.45833333)
## 866872) Familia>=1.5 11 3 0 (0.72727273 0.27272727)
## 1733744) Experiencia>=22.5 10 2 0 (0.80000000 0.20000000)
## 3467488) Experiencia< 25.5 9 1 0 (0.88888889 0.11111111) *
## 3467489) Experiencia>=25.5 1 0 1 (0.00000000 1.00000000) *
## 1733745) Experiencia< 22.5 1 0 1 (0.00000000 1.00000000) *
## 866873) Familia< 1.5 13 5 1 (0.38461538 0.61538462)
## 1733746) Experiencia>=25.5 2 0 0 (1.00000000 0.00000000) *
## 1733747) Experiencia< 25.5 11 3 1 (0.27272727 0.72727273)
## 3467494) Edad< 49.5 4 2 0 (0.50000000 0.50000000)
## 6934988) Ingreso< 29 2 0 0 (1.00000000 0.00000000) *
## 6934989) Ingreso>=29 2 0 1 (0.00000000 1.00000000) *
## 3467495) Edad>=49.5 7 1 1 (0.14285714 0.85714286) *
## 433437) Familia>=3.5 13 4 1 (0.30769231 0.69230769)
## 866874) Experiencia>=25.5 7 3 0 (0.57142857 0.42857143)
## 1733748) Edad< 50.5 3 0 0 (1.00000000 0.00000000) *
## 1733749) Edad>=50.5 4 1 1 (0.25000000 0.75000000)
## 3467498) Ingreso< 21 1 0 0 (1.00000000 0.00000000) *
## 3467499) Ingreso>=21 3 0 1 (0.00000000 1.00000000) *
## 866875) Experiencia< 25.5 6 0 1 (0.00000000 1.00000000) *
## 216719) Ingreso>=46.5 12 2 1 (0.16666667 0.83333333)
## 433438) Experiencia>=27.09501 1 0 0 (1.00000000 0.00000000) *
## 433439) Experiencia< 27.09501 11 1 1 (0.09090909 0.90909091) *
## 13545) Edad< 45.5 2 0 1 (0.00000000 1.00000000) *
## 6773) credito>=2.05 12 2 1 (0.16666667 0.83333333)
## 13546) Familia>=3 1 0 0 (1.00000000 0.00000000) *
## 13547) Familia< 3 11 1 1 (0.09090909 0.90909091) *
## 3387) educacion=1 60 19 1 (0.31666667 0.68333333)
## 6774) Ingreso< 10 2 0 0 (1.00000000 0.00000000) *
## 6775) Ingreso>=10 58 17 1 (0.29310345 0.70689655)
## 13550) Ingreso>=34.19846 33 13 1 (0.39393939 0.60606061)
## 27100) Ingreso< 41.5 9 3 0 (0.66666667 0.33333333)
## 54200) Experiencia< 23.60143 4 0 0 (1.00000000 0.00000000) *
## 54201) Experiencia>=23.60143 5 2 1 (0.40000000 0.60000000)
## 108402) Edad>=50.5 3 1 0 (0.66666667 0.33333333) *
## 108403) Edad< 50.5 2 0 1 (0.00000000 1.00000000) *
## 27101) Ingreso>=41.5 24 7 1 (0.29166667 0.70833333)
## 54202) credito>=1.85 10 5 0 (0.50000000 0.50000000)
## 108404) Edad>=49.6222 2 0 0 (1.00000000 0.00000000) *
## 108405) Edad< 49.6222 8 3 1 (0.37500000 0.62500000)
## 216810) Edad< 47.5 4 1 0 (0.75000000 0.25000000) *
## 216811) Edad>=47.5 4 0 1 (0.00000000 1.00000000) *
## 54203) credito< 1.85 14 2 1 (0.14285714 0.85714286) *
## 13551) Ingreso< 34.19846 25 4 1 (0.16000000 0.84000000) *
## 847) credito>=2.75 14 2 1 (0.14285714 0.85714286) *
## 53) Edad>=62.06347 109 45 1 (0.41284404 0.58715596)
## 106) Experiencia< 34.63932 3 0 0 (1.00000000 0.00000000) *
## 107) Experiencia>=34.63932 106 42 1 (0.39622642 0.60377358)
## 214) cuenta.de.ahorros=1 11 4 0 (0.63636364 0.36363636)
## 428) Experiencia>=37.5 9 2 0 (0.77777778 0.22222222)
## 856) Ingreso< 75.5 5 0 0 (1.00000000 0.00000000) *
## 857) Ingreso>=75.5 4 2 0 (0.50000000 0.50000000)
## 1714) Edad< 63.5 1 0 0 (1.00000000 0.00000000) *
## 1715) Edad>=63.5 3 1 1 (0.33333333 0.66666667)
## 3430) Edad>=66 1 0 0 (1.00000000 0.00000000) *
## 3431) Edad< 66 2 0 1 (0.00000000 1.00000000) *
## 429) Experiencia< 37.5 2 0 1 (0.00000000 1.00000000) *
## 215) cuenta.de.ahorros=0 95 35 1 (0.36842105 0.63157895)
## 430) credito>=0.9 56 25 1 (0.44642857 0.55357143)
## 860) Ingreso< 31.5 3 0 0 (1.00000000 0.00000000) *
## 861) Ingreso>=31.5 53 22 1 (0.41509434 0.58490566)
## 1722) Experiencia< 41.5 49 22 1 (0.44897959 0.55102041)
## 3444) credito< 3.95 42 21 0 (0.50000000 0.50000000)
## 6888) educacion=2 9 2 0 (0.77777778 0.22222222)
## 13776) Familia< 3.5 5 0 0 (1.00000000 0.00000000) *
## 13777) Familia>=3.5 4 2 0 (0.50000000 0.50000000)
## 27554) Edad>=64.5 1 0 0 (1.00000000 0.00000000) *
## 27555) Edad< 64.5 3 1 1 (0.33333333 0.66666667)
## 55110) Ingreso< 54 1 0 0 (1.00000000 0.00000000) *
## 55111) Ingreso>=54 2 0 1 (0.00000000 1.00000000) *
## 6889) educacion=1,3 33 14 1 (0.42424242 0.57575758)
## 13778) Ingreso>=56 25 12 0 (0.52000000 0.48000000)
## 27556) Ingreso< 81 9 1 0 (0.88888889 0.11111111) *
## 27557) Ingreso>=81 16 5 1 (0.31250000 0.68750000)
## 55114) credito>=2.7 2 0 0 (1.00000000 0.00000000) *
## 55115) credito< 2.7 14 3 1 (0.21428571 0.78571429)
## 110230) Experiencia>=40.5 3 1 0 (0.66666667 0.33333333) *
## 110231) Experiencia< 40.5 11 1 1 (0.09090909 0.90909091) *
## 13779) Ingreso< 56 8 1 1 (0.12500000 0.87500000) *
## 3445) credito>=3.95 7 1 1 (0.14285714 0.85714286) *
## 1723) Experiencia>=41.5 4 0 1 (0.00000000 1.00000000) *
## 431) credito< 0.9 39 10 1 (0.25641026 0.74358974)
## 862) Edad< 63.5 12 6 0 (0.50000000 0.50000000)
## 1724) Ingreso>=48.30156 3 0 0 (1.00000000 0.00000000) *
## 1725) Ingreso< 48.30156 9 3 1 (0.33333333 0.66666667)
## 3450) Ingreso< 32.5 5 2 0 (0.60000000 0.40000000)
## 6900) Ingreso>=18 2 0 0 (1.00000000 0.00000000) *
## 6901) Ingreso< 18 3 1 1 (0.33333333 0.66666667)
## 13802) Ingreso< 10.5 1 0 0 (1.00000000 0.00000000) *
## 13803) Ingreso>=10.5 2 0 1 (0.00000000 1.00000000) *
## 3451) Ingreso>=32.5 4 0 1 (0.00000000 1.00000000) *
## 863) Edad>=63.5 27 4 1 (0.14814815 0.85185185)
## 1726) educacion=2 10 3 1 (0.30000000 0.70000000)
## 3452) Ingreso>=27 6 3 0 (0.50000000 0.50000000)
## 6904) Experiencia>=39.5 2 0 0 (1.00000000 0.00000000) *
## 6905) Experiencia< 39.5 4 1 1 (0.25000000 0.75000000)
## 13810) Ingreso< 29.5 1 0 0 (1.00000000 0.00000000) *
## 13811) Ingreso>=29.5 3 0 1 (0.00000000 1.00000000) *
## 3453) Ingreso< 27 4 0 1 (0.00000000 1.00000000) *
## 1727) educacion=1,3 17 1 1 (0.05882353 0.94117647) *
## 27) credito>=7.45 4 0 1 (0.00000000 1.00000000) *
## 7) Experiencia< 20.79826 55 19 1 (0.34545455 0.65454545)
## 14) Edad< 45.22594 36 17 1 (0.47222222 0.52777778)
## 28) educacion=3 10 2 0 (0.80000000 0.20000000)
## 56) cuenta.de.ahorros=0 9 1 0 (0.88888889 0.11111111) *
## 57) cuenta.de.ahorros=1 1 0 1 (0.00000000 1.00000000) *
## 29) educacion=1,2 26 9 1 (0.34615385 0.65384615)
## 58) Ingreso< 26 2 0 0 (1.00000000 0.00000000) *
## 59) Ingreso>=26 24 7 1 (0.29166667 0.70833333)
## 118) credito>=1.55 16 7 1 (0.43750000 0.56250000)
## 236) credito< 2.65 4 0 0 (1.00000000 0.00000000) *
## 237) credito>=2.65 12 3 1 (0.25000000 0.75000000)
## 474) credito>=5 6 3 0 (0.50000000 0.50000000)
## 948) Experiencia< 20.29826 5 2 0 (0.60000000 0.40000000)
## 1896) Ingreso< 169.1455 2 0 0 (1.00000000 0.00000000) *
## 1897) Ingreso>=169.1455 3 1 1 (0.33333333 0.66666667)
## 3794) credito< 7.135 1 0 0 (1.00000000 0.00000000) *
## 3795) credito>=7.135 2 0 1 (0.00000000 1.00000000) *
## 949) Experiencia>=20.29826 1 0 1 (0.00000000 1.00000000) *
## 475) credito< 5 6 0 1 (0.00000000 1.00000000) *
## 119) credito< 1.55 8 0 1 (0.00000000 1.00000000) *
## 15) Edad>=45.22594 19 2 1 (0.10526316 0.89473684)
## 30) Ingreso< 61.5 7 2 1 (0.28571429 0.71428571)
## 60) credito>=1.1 3 1 0 (0.66666667 0.33333333)
## 120) Familia< 3.5 2 0 0 (1.00000000 0.00000000) *
## 121) Familia>=3.5 1 0 1 (0.00000000 1.00000000) *
## 61) credito< 1.1 4 0 1 (0.00000000 1.00000000) *
## 31) Ingreso>=61.5 12 0 1 (0.00000000 1.00000000) *Realizamos las predicciones
prediccion_train=predict(modelo2, newdata = muestra, type = "class")
prediccion_test=predict(modelo2, newdata = test[,-9], type = "class")matriz_confusion_muestra1 = table(prediccion_train, muestra$Mora)
matriz_confusion_muestra1##
## prediccion_train 0 1
## 0 846 42
## 1 52 837matriz_confusion_muestra = table(prediccion_test, test$Mora)
matriz_confusion_muestra##
## prediccion_test 0 1
## 0 470 203
## 1 436 173Podamos el árbol
modelo3=prune(modelo2,minbucket=0,cp=0.0010)Realizamos las predicciones
prediccion_train1=predict(modelo3, newdata = muestra, type = "class")
prediccion_test1=predict(modelo3, newdata = test[,-9], type = "class")matriz_confusion_muestra1 = table(prediccion_train1, muestra$Mora)
matriz_confusion_muestra1##
## prediccion_train1 0 1
## 0 819 56
## 1 79 823matriz_confusion_muestra = table(prediccion_test1, test$Mora)
matriz_confusion_muestra##
## prediccion_test1 0 1
## 0 452 199
## 1 454 177confusionMatrix(prediccion_test1,test$Mora, positive="1")## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 452 199
## 1 454 177
##
## Accuracy : 0.4906
## 95% CI : (0.4629, 0.5184)
## No Information Rate : 0.7067
## P-Value [Acc > NIR] : 1
##
## Kappa : -0.0253
##
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.4707
## Specificity : 0.4989
## Pos Pred Value : 0.2805
## Neg Pred Value : 0.6943
## Prevalence : 0.2933
## Detection Rate : 0.1381
## Detection Prevalence : 0.4922
## Balanced Accuracy : 0.4848
##
## 'Positive' Class : 1
## confusionMatrix(prediccion_test1, test[["Mora"]], positive = "1")$byClass["Precision"]## Precision
## 0.2805071confusionMatrix(prediccion_test1, test[["Mora"]], positive = "1")$byClass["Recall"]## Recall
## 0.4707447confusionMatrix(prediccion_test1, test[["Mora"]], positive = "1")$byClass["F1"]## F1
## 0.3515392