Actividad 2
Gerardo David Ramos Balderas
15 de octubre de2021
R Markdown
Clase: 16 ago. 2021
Fue la presentación del curso y de los compañeros.
Clase: 17 ago. 2021
Breve introducción platicada a lo que es el software R y Rstudio cloud. Abrimos una cuenta y conocimos el interfaz de Rstudio Cloud.
Establecimos que aprenderíamos operaciones vectoriales y matriciales y aprenderíamos a indagar posiciones y extraer elementos de vectores/matrices.
Se establecieron algunas de las formas básicas en las que R presenta sus diferentes elementos:
Sentencias = azul
Errores o warnings = rojo
Resultados = negro
Asignación de nombres a variables, tablas, etc.
“<-” Operador de asignación
## [1] 7R como calculadora.
## [1] 0.4794255## [1] 0.8775826## [1] 8.16617## [1] 0.9162907## [1] 1.791759apropos muestra la función que tiene nombre parecido
## [1] "dlnorm" "dnorm" "norm" "normalizePath"
## [5] "plnorm" "pnorm" "qlnorm" "qnorm"
## [9] "qqnorm" "rlnorm" "rnorm"[] Posiciones () Argumentos de función, u operaciones
secu<-seq(0.5,7.5,0.5)
vect1<-15
vect2<-18
vect3<-c(vect1,vect2,20,24) #c es de concatenar = unir o juntar un elemento
vect4<-seq(from=10,to=40,by=10)
vect5<-rep(5,6)#rep=repetir
vect6<-rep(vect4,4)
vect7<-rep(vect4,each=4)
length(vect7) #Longitud de un vector## [1] 16Clase: 23 ago 2021
Primer clase de programación en Rstudio Cloud.
Operciones vectoriales y matriciales
Operaciones “punto” por vector
## [1] 75 90 100 120## [1] 225 270 300 360[fila,columna] Matriz 5x4
Matrix
## [,1] [,2] [,3] [,4]
## [1,] 5 7 3 9
## [2,] 7 12 6 7practi_mat<- matrix(practi, ncol = 4, byrow = T)
practi_mat2<- matrix(practi, nrow = 4, byrow = T)
dim(practi_mat)## [1] 2 4## [1] 4 2## [,1] [,2] [,3]
## [1,] 33 39 6
## [2,] 15 24 12
## [3,] 21 36 63
## [4,] 63 18 24Indagar posiciones y extraer elementos vectores/matrices
## [1] 4 3Escalar y petición de fila y columnas.
## [1] 2 4 21 8## [1] 5 8 4## [,1] [,2] [,3]
## [1,] 11 13 2
## [2,] 5 8 4## [,1] [,2]
## [1,] 11 13
## [2,] 5 8
## [3,] 7 12
## [4,] 21 6## [,1] [,2] [,3]
## [1,] 5 8 4
## [2,] 7 12 21
## [3,] 21 6 8Fila 1 y 2, todas las columnas y otros comandos.
## [,1] [,2] [,3]
## [1,] 11 13 2
## [2,] 21 6 8## [,1] [,2] [,3]
## [1,] 11 13 2
## [2,] 21 6 8## [1] 13 6## [,1] [,2]
## [1,] 11 2
## [2,] 21 8Algebra de matrices
## [,1] [,2] [,3] [,4]
## [1,] 11 5 7 21
## [2,] 13 8 12 6
## [3,] 2 4 21 8Matriz cuadrada nxn
Solve is a generic function solves the equation a %*% x = b for x, where b can be either a vector or a matrix.
b is a numeric or complex vector or matrix giving the right-hand side(s) of the linear system. If missing, b is taken to be an identity matrix and solve will return the inverse of a.
## [1] 3 3#Obtener la inversa
Obtener la matriz identidad
###Operador para multiplicar matrices "%*%"
## [,1] [,2]
## [1,] 256 333
## [2,] 160 220
## [3,] 326 448
## [4,] 288 274Clase: 24 ago. 2021
Sistema de ecuaciones.
5x-3y+2z=1 -2x+2y-z=5 4x+2y-4z=-3
coeficientes<-matrix(c(5,-3,2,-2,2,-1,4,2,-4),byrow=TRUE,ncol=3)
respuestas<-c(1,5,-3)
solve(coeficientes,respuestas)## [1] 2.388889 8.611111 7.444444## [,1] [,2] [,3]
## [1,] 0.3333333 0.4444444 0.05555556
## [2,] 0.6666667 1.5555556 -0.05555556
## [3,] 0.6666667 1.2222222 -0.22222222## [1] 2.388889 8.611111 7.444444## [1] 3Inversa de dicha matriz
Intentemos x= a^(-1)%*%b
## [,1]
## [1,] 2.388889
## [2,] 8.611111
## [3,] 7.444444## [,1] [,2] [,3]
## [1,] 11 13 2
## [2,] 5 8 4
## [3,] 7 12 21## [,1] [,2] [,3]
## [1,] 1.000000e+00 5.551115e-17 0
## [2,] -2.775558e-17 1.000000e+00 0
## [3,] -2.220446e-16 2.220446e-16 1Cómo borrar todos los objetos de la memoria de R.
- rm() remueve un objeto
- ls() encuentra las listas
- rm(list= ls()) remueve todos los objetos, incluso las listas ocultas.
Resultados
## [,1] [,2] [,3]
## [1,] 5 -2 4
## [2,] -3 2 2
## [3,] 2 -1 -4## [1] 5 2 -4## [1] -18Pegar por columnas y renglones.
## [,1] [,2] [,3] [,4] [,5]
## [1,] 5 -3 2 5 -3
## [2,] -2 2 -1 -2 2
## [3,] 4 2 -4 4 2## [,1] [,2] [,3]
## [1,] 5 -3 2
## [2,] -2 2 -1
## [3,] 4 2 -4
## [4,] 5 -3 2
## [5,] -2 2 -1Ejemplo
## [1] "M" "H"## [1] 13## vari2
## H M
## 6 7## vari3
## 0 1
## 6 7## vari3
## vari2 0 1
## H 6 0
## M 0 7## [1] 1 0 1 0 0 1 1 1 1 0 0 0 1
## Levels: 0 1## [1] 7## Warning: NAs introducidos por coerción## [1] 1 0 1 0 NA 1 NA 1 1 0 0 0 1Frecuencias
## vari2
## H M
## 6 7## vari3
## 0 1
## 6 7## vari3
## vari2 0 1
## H 6 0
## M 0 7## [1] 1 0 1 0 0 1 1 1 1 0 0 0 1
## Levels: 0 1## [1] 7## Warning: NAs introducidos por coerción## [1] 1 0 1 0 NA 1 NA 1 1 0 0 0 1Factores
## [1] 1 0 1 0 cero 1 uno 1 1 0 0 0 1
## Levels: 0 1 cero uno## Warning: NAs introducidos por coerción## [1] NA## Warning: NAs introducidos por coerción## [1] 1 0 1 0 NA 1 NA 1 1 0 0 0 1Contionuación en la siguiente clase.
Clase: 30 ago. 2021
Practicar el unir tablas-vectores del mismo tipo y distionto tipo de variables
## [1] 16 2## [1] 13 2Convertir todo a numerico.
Generar el Marcos de datos.
## Vector Vector2
## 1 10 M
## 2 20 H
## 3 30 M
## 4 40 H
## 5 10 H
## 6 20 M
## 7 30 M
## 8 40 M
## 9 10 M
## 10 20 H
## 11 30 H
## 12 40 H
## 13 10 M## Vector Vector2
## 1 10 1
## 2 20 0
## 3 30 1
## 4 40 0
## 5 10 cero
## 6 20 1
## 7 30 uno
## 8 40 1
## 9 10 1
## 10 20 0
## 11 30 0
## 12 40 0
## 13 10 1## Vector Vector2
## 1 10 1
## 2 20 0
## 3 30 1
## 4 40 0
## 5 10 cero
## 6 20 1
## 7 30 uno
## 8 40 1
## 9 10 1
## 10 20 0
## 11 30 0
## 12 40 0
## 13 10 1## Warning in data.frame(Vector = as.numeric(vect6[1:13]), Vector2 =
## as.numeric(vari3)): NAs introducidos por coerción## Vector Vector2
## 1 10 1
## 2 20 0
## 3 30 1
## 4 40 0
## 5 10 NA
## 6 20 1
## 7 30 NA
## 8 40 1
## 9 10 1
## 10 20 0
## 11 30 0
## 12 40 0
## 13 10 1Preguntas informativas
## [1] TRUE## [1] FALSE## [1] TRUE## [1] FALSE## [1] TRUE## [1] TRUEFunción Agreggate.
Recapitulamos
- Escalares— números rsueltos
- Vectores
- Matriz
- Listas ->Agregar todos los anteriores
Clase: 31 ago. 2021
Creamos un Nuevo proyecto y cargamos los datos preinstalados en R data(cars).
Analizamos la nueva información.
## [1] 150 5## [1] FALSE## [1] TRUE## [1] TRUE## [1] 50 4 3## [1] FALSE## [1] FALSE## [1] FALSE## [1] 50 4 3## , , Setosa
##
## Sepal L. Sepal W. Petal L. Petal W.
## [1,] 5.1 3.5 1.4 0.2
## [2,] 4.9 3.0 1.4 0.2
## [3,] 4.7 3.2 1.3 0.2
## [4,] 4.6 3.1 1.5 0.2
## [5,] 5.0 3.6 1.4 0.2
## [6,] 5.4 3.9 1.7 0.4
##
## , , Versicolor
##
## Sepal L. Sepal W. Petal L. Petal W.
## [1,] 7.0 3.2 4.7 1.4
## [2,] 6.4 3.2 4.5 1.5
## [3,] 6.9 3.1 4.9 1.5
## [4,] 5.5 2.3 4.0 1.3
## [5,] 6.5 2.8 4.6 1.5
## [6,] 5.7 2.8 4.5 1.3
##
## , , Virginica
##
## Sepal L. Sepal W. Petal L. Petal W.
## [1,] 6.3 3.3 6.0 2.5
## [2,] 5.8 2.7 5.1 1.9
## [3,] 7.1 3.0 5.9 2.1
## [4,] 6.3 2.9 5.6 1.8
## [5,] 6.5 3.0 5.8 2.2
## [6,] 7.6 3.0 6.6 2.1## Setosa Versicolor Virginica
## Sepal L. 5.1 7.0 6.3
## Sepal W. 3.5 3.2 3.3
## Petal L. 1.4 4.7 6.0
## Petal W. 0.2 1.4 2.5## Setosa Versicolor Virginica
## [1,] 5.1 7.0 6.3
## [2,] 4.9 6.4 5.8
## [3,] 4.7 6.9 7.1
## [4,] 4.6 5.5 6.3
## [5,] 5.0 6.5 6.5
## [6,] 5.4 5.7 7.6
## [7,] 4.6 6.3 4.9
## [8,] 5.0 4.9 7.3
## [9,] 4.4 6.6 6.7
## [10,] 4.9 5.2 7.2
## [11,] 5.4 5.0 6.5
## [12,] 4.8 5.9 6.4
## [13,] 4.8 6.0 6.8
## [14,] 4.3 6.1 5.7
## [15,] 5.8 5.6 5.8
## [16,] 5.7 6.7 6.4
## [17,] 5.4 5.6 6.5
## [18,] 5.1 5.8 7.7
## [19,] 5.7 6.2 7.7
## [20,] 5.1 5.6 6.0
## [21,] 5.4 5.9 6.9
## [22,] 5.1 6.1 5.6
## [23,] 4.6 6.3 7.7
## [24,] 5.1 6.1 6.3
## [25,] 4.8 6.4 6.7
## [26,] 5.0 6.6 7.2
## [27,] 5.0 6.8 6.2
## [28,] 5.2 6.7 6.1
## [29,] 5.2 6.0 6.4
## [30,] 4.7 5.7 7.2
## [31,] 4.8 5.5 7.4
## [32,] 5.4 5.5 7.9
## [33,] 5.2 5.8 6.4
## [34,] 5.5 6.0 6.3
## [35,] 4.9 5.4 6.1
## [36,] 5.0 6.0 7.7
## [37,] 5.5 6.7 6.3
## [38,] 4.9 6.3 6.4
## [39,] 4.4 5.6 6.0
## [40,] 5.1 5.5 6.9
## [41,] 5.0 5.5 6.7
## [42,] 4.5 6.1 6.9
## [43,] 4.4 5.8 5.8
## [44,] 5.0 5.0 6.8
## [45,] 5.1 5.6 6.7
## [46,] 4.8 5.7 6.7
## [47,] 5.1 5.7 6.3
## [48,] 4.6 6.2 6.5
## [49,] 5.3 5.1 6.2
## [50,] 5.0 5.7 5.9Analizar por fila,columna y profundidad.
## Sepal L. Sepal W. Petal L. Petal W.
## [1,] 5.1 3.5 1.4 0.2
## [2,] 4.9 3.0 1.4 0.2
## [3,] 4.7 3.2 1.3 0.2
## [4,] 4.6 3.1 1.5 0.2
## [5,] 5.0 3.6 1.4 0.2
## [6,] 5.4 3.9 1.7 0.4
## [7,] 4.6 3.4 1.4 0.3
## [8,] 5.0 3.4 1.5 0.2
## [9,] 4.4 2.9 1.4 0.2
## [10,] 4.9 3.1 1.5 0.1
## [11,] 5.4 3.7 1.5 0.2
## [12,] 4.8 3.4 1.6 0.2
## [13,] 4.8 3.0 1.4 0.1
## [14,] 4.3 3.0 1.1 0.1
## [15,] 5.8 4.0 1.2 0.2
## [16,] 5.7 4.4 1.5 0.4
## [17,] 5.4 3.9 1.3 0.4
## [18,] 5.1 3.5 1.4 0.3
## [19,] 5.7 3.8 1.7 0.3
## [20,] 5.1 3.8 1.5 0.3
## [21,] 5.4 3.4 1.7 0.2
## [22,] 5.1 3.7 1.5 0.4
## [23,] 4.6 3.6 1.0 0.2
## [24,] 5.1 3.3 1.7 0.5
## [25,] 4.8 3.4 1.9 0.2
## [26,] 5.0 3.0 1.6 0.2
## [27,] 5.0 3.4 1.6 0.4
## [28,] 5.2 3.5 1.5 0.2
## [29,] 5.2 3.4 1.4 0.2
## [30,] 4.7 3.2 1.6 0.2
## [31,] 4.8 3.1 1.6 0.2
## [32,] 5.4 3.4 1.5 0.4
## [33,] 5.2 4.1 1.5 0.1
## [34,] 5.5 4.2 1.4 0.2
## [35,] 4.9 3.1 1.5 0.2
## [36,] 5.0 3.2 1.2 0.2
## [37,] 5.5 3.5 1.3 0.2
## [38,] 4.9 3.6 1.4 0.1
## [39,] 4.4 3.0 1.3 0.2
## [40,] 5.1 3.4 1.5 0.2
## [41,] 5.0 3.5 1.3 0.3
## [42,] 4.5 2.3 1.3 0.3
## [43,] 4.4 3.2 1.3 0.2
## [44,] 5.0 3.5 1.6 0.6
## [45,] 5.1 3.8 1.9 0.4
## [46,] 4.8 3.0 1.4 0.3
## [47,] 5.1 3.8 1.6 0.2
## [48,] 4.6 3.2 1.4 0.2
## [49,] 5.3 3.7 1.5 0.2
## [50,] 5.0 3.3 1.4 0.2Análisis básiscos de iris.
## [1] 5.006## [1] 5.936## [1] 6.588## [1] 3.428## [1] 2.77## [1] 2.974## [1] 5.006## [1] 5.936## [1] 6.588Promedio de sepal l de cada flor
conjuntar información
Ejercicio
Obtener la sd (desviación estándar) de cada flor de sus 4 variables, pero de la base iris3, con data.frame parecido a promedi_flores.
## [1] 50 4 3sd_setosa<- apply(iris3[,,1],2,sd)
sd_versi<-apply(iris3[,,2],2,sd)
sd_virgi<-apply(iris3[,,3],2,sd)
sd_flores<- data.frame(Setosa=sd_setosa,
versicolor=sd_versi,
Virginical=sd_virgi)
sd_flores## Setosa versicolor Virginical
## Sepal L. 0.3524897 0.5161711 0.6358796
## Sepal W. 0.3790644 0.3137983 0.3224966
## Petal L. 0.1736640 0.4699110 0.5518947
## Petal W. 0.1053856 0.1977527 0.2746501rownames(sd_flores)<-c("Largo sépalo","Ancho sépalo","Largo pétalo",
"Ancho pétalo")
colnames(sd_flores)<-c("Set","Versi","Virgi")
sd_flores## Set Versi Virgi
## Largo sépalo 0.3524897 0.5161711 0.6358796
## Ancho sépalo 0.3790644 0.3137983 0.3224966
## Largo pétalo 0.1736640 0.4699110 0.5518947
## Ancho pétalo 0.1053856 0.1977527 0.2746501Clase: 6 sept. 2021
Estadísticos de resumen
## Sepal.Length Sepal.Width Petal.Length Petal.Width
## 5.843333 3.057333 3.758000 1.199333## Sepal L. Sepal W. Petal L. Petal W.
## Min. 4.900 2.200 4.500 1.400
## 1st Qu. 6.225 2.800 5.100 1.800
## Median 6.500 3.000 5.550 2.000
## Mean 6.588 2.974 5.552 2.026
## 3rd Qu. 6.900 3.175 5.875 2.300
## Max. 7.900 3.800 6.900 2.500## Sepal.Length Sepal.Width Petal.Length Petal.Width
## 5.006 3.428 1.462 0.246## Sepal.Length Sepal.Width Petal.Length Petal.Width
## 5.936 2.770 4.260 1.326## Sepal.Length Sepal.Width Petal.Length Petal.Width
## 6.588 2.974 5.552 2.026Función Aggregate + ~
X ~ Y La de la izquierda es numérica y la de la derecha puede ser no numérica.
## Species Sepal.Length
## 1 setosa 5.006
## 2 versicolor 5.936
## 3 virginica 6.588## Species Sepal.Width
## 1 setosa 3.428
## 2 versicolor 2.770
## 3 virginica 2.974## Species Sepal.Length Sepal.Width Petal.Length Petal.Width
## 1 setosa 5.006 3.428 1.462 0.246
## 2 versicolor 5.936 2.770 4.260 1.326
## 3 virginica 6.588 2.974 5.552 2.026## Species Sepal.Length Sepal.Width Petal.Length Petal.Width
## 1 setosa 0.3524897 0.3790644 0.1736640 0.1053856
## 2 versicolor 0.5161711 0.3137983 0.4699110 0.1977527
## 3 virginica 0.6358796 0.3224966 0.5518947 0.2746501Análisis breve de los datos.
Dimensiones y variables e información de la base.
## Sepal.Length Sepal.Width Petal.Length Petal.Width Species
## 1 5.1 3.5 1.4 0.2 setosa
## 2 4.9 3.0 1.4 0.2 setosa
## 3 4.7 3.2 1.3 0.2 setosa
## 4 4.6 3.1 1.5 0.2 setosa
## 5 5.0 3.6 1.4 0.2 setosa
## 6 5.4 3.9 1.7 0.4 setosa## len supp dose
## 1 4.2 VC 0.5
## 2 11.5 VC 0.5
## 3 7.3 VC 0.5
## 4 5.8 VC 0.5
## 5 6.4 VC 0.5
## 6 10.0 VC 0.5
## 7 11.2 VC 0.5
## 8 11.2 VC 0.5
## 9 5.2 VC 0.5
## 10 7.0 VC 0.5
## 11 16.5 VC 1.0
## 12 16.5 VC 1.0
## 13 15.2 VC 1.0
## 14 17.3 VC 1.0
## 15 22.5 VC 1.0
## 16 17.3 VC 1.0
## 17 13.6 VC 1.0
## 18 14.5 VC 1.0
## 19 18.8 VC 1.0
## 20 15.5 VC 1.0
## 21 23.6 VC 2.0
## 22 18.5 VC 2.0
## 23 33.9 VC 2.0
## 24 25.5 VC 2.0
## 25 26.4 VC 2.0
## 26 32.5 VC 2.0
## 27 26.7 VC 2.0
## 28 21.5 VC 2.0
## 29 23.3 VC 2.0
## 30 29.5 VC 2.0
## 31 15.2 OJ 0.5
## 32 21.5 OJ 0.5
## 33 17.6 OJ 0.5
## 34 9.7 OJ 0.5
## 35 14.5 OJ 0.5
## 36 10.0 OJ 0.5
## 37 8.2 OJ 0.5
## 38 9.4 OJ 0.5
## 39 16.5 OJ 0.5
## 40 9.7 OJ 0.5
## 41 19.7 OJ 1.0
## 42 23.3 OJ 1.0
## 43 23.6 OJ 1.0
## 44 26.4 OJ 1.0
## 45 20.0 OJ 1.0
## 46 25.2 OJ 1.0
## 47 25.8 OJ 1.0
## 48 21.2 OJ 1.0
## 49 14.5 OJ 1.0
## 50 27.3 OJ 1.0
## 51 25.5 OJ 2.0
## 52 26.4 OJ 2.0
## 53 22.4 OJ 2.0
## 54 24.5 OJ 2.0
## 55 24.8 OJ 2.0
## 56 30.9 OJ 2.0
## 57 26.4 OJ 2.0
## 58 27.3 OJ 2.0
## 59 29.4 OJ 2.0
## 60 23.0 OJ 2.0## [1] 60 3## len supp dose
## 1 4.2 VC 0.5
## 2 11.5 VC 0.5
## 3 7.3 VC 0.5
## 4 5.8 VC 0.5
## 5 6.4 VC 0.5
## 6 10.0 VC 0.5¿Cuál es el promedio de crecimiento por método de aplicación?
## supp len
## 1 OJ 20.66333
## 2 VC 16.96333## dose len
## 1 0.5 10.605
## 2 1.0 19.735
## 3 2.0 26.100## dose supp len
## 1 0.5 OJ 13.23
## 2 1.0 OJ 22.70
## 3 2.0 OJ 26.06
## 4 0.5 VC 7.98
## 5 1.0 VC 16.77
## 6 2.0 VC 26.14set.seed(15148)
pesos<-rnorm(60,10,2)
peso_dientes<-data.frame(ToothGrowth,pesos=pesos)
aggregate(cbind(pesos,len)~dose+supp,data=peso_dientes,mean)## dose supp pesos len
## 1 0.5 OJ 10.024162 13.23
## 2 1.0 OJ 8.305933 22.70
## 3 2.0 OJ 9.195878 26.06
## 4 0.5 VC 9.744000 7.98
## 5 1.0 VC 10.293366 16.77
## 6 2.0 VC 9.481802 26.14Clase: 7 sept. 2021.
Cragamos una librería para importar documentos tipo xls y xlsx, establezco el directorí de trabajo e importo la información indicando los valores de los NA que R debe reconocer.
## Warning: package 'readxl' was built under R version 4.0.5Tibble vs data.frame vs matrix
## [1] 480 230## [1] 2497.315## [1] 2497.315Ejercicio
¿Cuál es la poblacion total de los 11 municipios? ¿Cuál es el totalde hombres de los 11 municipios? ¿Cuál es el totalde mujeres de los 11 municipios?
- Total (sum)
## NOM_MUN as.numeric(POBTOT)
## 1 Aguascalientes 2707.045
## 2 Asientos 1110.000
## 3 Calvillo 1668.647
## 4 Cosío 1211.000
## 5 El Llano 2102.333
## 6 Jesús María 2378.634
## 7 Pabellón de Arteaga 2356.733
## 8 Rincón de Romos 2660.125
## 9 San Francisco de los Romo 2431.368
## 10 San José de Gracia 934.500
## 11 Tepezalá 1302.000## NOM_MUN as.numeric(POBTOT)
## 1 Aguascalientes 901446
## 2 Asientos 17760
## 3 Calvillo 28367
## 4 Cosío 8477
## 5 El Llano 6307
## 6 Jesús María 97524
## 7 Pabellón de Arteaga 35351
## 8 Rincón de Romos 42562
## 9 San Francisco de los Romo 46196
## 10 San José de Gracia 5607
## 11 Tepezalá 9114## NOM_MUN as.numeric(POBFEM)
## 1 Aguascalientes 463697
## 2 Asientos 9087
## 3 Calvillo 14561
## 4 Cosío 4410
## 5 El Llano 3219
## 6 Jesús María 49513
## 7 Pabellón de Arteaga 18046
## 8 Rincón de Romos 21748
## 9 San Francisco de los Romo 23331
## 10 San José de Gracia 2972
## 11 Tepezalá 4590## NOM_MUN as.numeric(POBMAS)
## 1 Aguascalientes 437749
## 2 Asientos 8673
## 3 Calvillo 13806
## 4 Cosío 4067
## 5 El Llano 3088
## 6 Jesús María 48011
## 7 Pabellón de Arteaga 17305
## 8 Rincón de Romos 20808
## 9 San Francisco de los Romo 22865
## 10 San José de Gracia 2635
## 11 Tepezalá 4524tabla1<-aggregate(cbind(as.numeric(POBTOT),as.numeric(POBFEM),as.numeric(POBMAS) )~NOM_MUN,
data=datos10,sum)
prop_fem<-tabla1$V2/tabla1$V1
data.frame(tabla1,Prop_fem=prop_fem)## NOM_MUN V1 V2 V3 Prop_fem
## 1 Aguascalientes 901446 463697 437749 0.5143924
## 2 Asientos 17760 9087 8673 0.5116554
## 3 Calvillo 28367 14561 13806 0.5133077
## 4 Cosío 8477 4410 4067 0.5202312
## 5 El Llano 6307 3219 3088 0.5103853
## 6 Jesús María 97524 49513 48011 0.5077007
## 7 Pabellón de Arteaga 35351 18046 17305 0.5104806
## 8 Rincón de Romos 42556 21748 20808 0.5110443
## 9 San Francisco de los Romo 46196 23331 22865 0.5050437
## 10 San José de Gracia 5607 2972 2635 0.5300517
## 11 Tepezalá 9114 4590 4524 0.5036208Aproximación de personas por vivienda en cada municipio:
De San José de Garcia, ¿Cuál es la población de sus AGEBS urbanos? De todos los AGEBS del Estado, ¿Cuál es la prop de mujeres? Encargo para siguiente clase. No es un entregable… por el momento
Clase: 14 sept. 2021
Solución al ejercicio:
Personas por vivienda en cada municipio
pob_total_mun <- aggregate(list(poblacion_total = as.numeric(datos10$POBTOT)),
by = list(municipio = datos10$NOM_MUN),
FUN = sum) De San Jose de Gracia ¿Cual es la poblacion de sus AGEBs urbanos?
De todos los AGEBs del estado ¿Cual es la prop de mujeres?
Continuación de la clase
Solo san josé de gracia
san_jose<- which(datos10$NOM_MUN=="San José de Gracia")
datos_san_jose<- datos10[san_jose,]
datos_san_jose$POBTOT## [1] 1095 1145 873 850 778 866## [1] 5607tabla18<-aggregate(cbind(as.numeric(POBTOT),as.numeric(POBFEM))~NOM_MUN+AGEB,
data=datos10,FUN=sum)
tabla18$Prop_muj<-tabla18$V2/tabla18$V1
?sort
as.numeric(datos10$POBTOT)## [1] 2237 1411 2962 2698 2218 300 1400 3262 1668 2202 2218 1241 1763 1237 1629
## [16] 859 3127 509 742 2027 1816 1858 2437 304 2900 2455 2646 2585 2043 2395
## [31] 2501 1441 1419 2220 3127 2010 1800 2543 999 472 1347 1899 1448 1202 846
## [46] 1245 2487 1354 837 390 2640 699 3683 1277 1954 1940 1432 1626 1201 1449
## [61] 912 2001 3015 4465 3838 623 4088 3386 795 2446 5369 3926 5374 1821 1634
## [76] 2264 1052 3483 1981 5076 288 4573 3785 6245 7268 26 5647 2088 334 1920
## [91] 17 2670 158 1680 177 5107 3120 1697 5188 5784 3247 5416 0 1344 1053
## [106] 933 2394 1513 3098 3538 2916 2435 1046 2894 5703 1892 2973 1169 1186 1626
## [121] 3007 3630 1989 2664 2657 3237 2745 5669 4385 3798 4683 1552 2472 3994 3382
## [136] 2002 5063 4871 3566 3012 3129 3682 3367 1288 2728 1147 2345 2908 938 1752
## [151] 4273 5016 3943 3631 4300 3113 4697 5349 4035 3611 3823 4773 4228 3325 3435
## [166] 2764 4351 8357 4965 8289 6878 6352 5842 4663 4652 5945 5209 2611 2079 4955
## [181] 4328 3537 2516 1179 984 1773 5451 4449 4493 1138 471 6159 4365 3317 2342
## [196] 3852 3852 2985 2330 2381 2042 4378 2421 3903 3757 2498 1553 1645 1642 1798
## [211] 3824 6850 5734 2737 1470 6805 5931 5011 4775 3583 1333 2849 3371 5055 1856
## [226] 716 54 4850 5720 1055 282 1446 80 2226 3371 1929 2385 3275 2510 1987
## [241] 4043 3900 3499 5275 3917 2595 3945 5005 1637 2500 2472 2538 1667 7386 2449
## [256] 3062 1518 4498 3838 8386 4749 1742 1800 4162 2139 3412 3505 5168 489 381
## [271] 1722 1642 4494 1450 468 1693 3143 1237 390 1840 1992 1515 1644 2702 4995
## [286] 723 196 3080 1167 5153 3193 924 813 1729 186 9429 2761 1849 2507 1940
## [301] 1991 1128 1911 3854 3134 2660 343 549 1998 807 954 2868 2125 2351 1140
## [316] 1931 36 35 220 1501 1115 1855 1423 437 19 38 1432 4706 1833 1119
## [331] 836 2871 3903 1425 2538 1285 1908 1623 215 137 1499 1154 1806 204 1953
## [346] 1325 510 96 82 3937 1429 1862 3695 3111 4602 714 825 79 795 1559
## [361] 2736 411 376 1388 794 54 1469 1079 321 1627 1374 1242 1365 5053 2579
## [376] 2844 2113 1929 4937 3296 153 2854 1341 5218 2452 3521 3644 3136 3080 176
## [391] 910 355 2096 2584 1638 2279 1624 3082 866 45 3935 843 293 2548 3074
## [406] 1185 2179 2524 1839 2707 3028 2163 4575 2826 3635 3474 1758 2940 2185 3853
## [421] 284 571 4814 1725 2051 465 1851 2429 3316 2711 3084 3336 4591 5061 6
## [436] 4006 2738 5047 1316 67 3415 2155 588 1887 2554 1095 1145 873 850 778
## [451] 866 1323 1222 237 1111 1332 2156 1733 2685 3501 121 1431 1812 1621 1884
## [466] 1050 5292 2038 2545 1126 1354 1248 3346 933 3388 1222 3744 1924 4396 5842## [1] 62.48817## [1] 15## NA's
## 15Lógica de R: 0 = Falso, 1 = Verdadero
Promedio por municipio?
## NOM_MUN as.numeric(P_0A2_F)
## 1 Aguascalientes 63.59077
## 2 Asientos 40.57143
## 3 Calvillo 51.06667
## 4 Cosío 36.42857
## 5 El Llano 63.66667
## 6 Jesús María 64.17949
## 7 Pabellón de Arteaga 63.66667
## 8 Rincón de Romos 83.26667
## 9 San Francisco de los Romo 74.47368
## 10 San José de Gracia 36.50000
## 11 Tepezalá 38.42857La entrada es un vector y la salida es un resultado que se programan a como se necesiten.Por ejemplo:
- Rango (max-min)
## [1] 1.5## Sepal L. Sepal W. Petal L. Petal W.
## 1.5 2.1 0.9 0.5## Species Sepal.Length Sepal.Width Petal.Length Petal.Width
## 1 setosa 1.5 2.1 0.9 0.5
## 2 versicolor 2.1 1.4 2.1 0.8
## 3 virginica 3.0 1.6 2.4 1.12) Coediciente de variabilidad sigma/abs(media)
coef_var<- function(x){sd(x)/abs(mean(x))}
aggregate(cbind(Sepal.Length, Sepal.Width, Petal.Length, Petal.Width )~Species,data=iris, coef_var)## Species Sepal.Length Sepal.Width Petal.Length Petal.Width
## 1 setosa 0.07041344 0.1105789 0.11878522 0.4283967
## 2 versicolor 0.08695606 0.1132846 0.11030774 0.1491348
## 3 virginica 0.09652089 0.1084387 0.09940466 0.13556273) Media cortada: Descartar los mayor y menor.
desc_media<- function(x){
descarte<-c(which(x==max(x)),
which(x==min(x)))
mean(x[-descarte])
}
desc_media(iris3[,3,1])## [1] 1.453191## Sepal L. Sepal W. Petal L. Petal W.
## 5.0041667 3.4312500 1.4531915 0.2545455Quitarle los dos últimos y los dos primeros
Sort
longi<-length(iris3[,3,1])
posis_quit<-c(1,2,longi-1,longi)
ordenado<-sort(iris3[,3,1],decreasing=TRUE)
mean(ordenado[-posis_quit])## [1] 1.46087corte_dos<- function(w){
longi<-length(w)
posis_quit<-c(1,2,longi-1,longi)
ordenado<-sort(w,decreasing=TRUE)
mean(ordenado[-posis_quit])
}
corte_dos(iris[,4])## [1] 1.196575## Sepal L. Sepal W. Petal L. Petal W.
## 5.0021739 3.4260870 1.4608696 0.2391304aggregate(cbind(Sepal.Length, Sepal.Width, Petal.Length, Petal.Width )~Species,data=iris, corte_dos)## Species Sepal.Length Sepal.Width Petal.Length Petal.Width
## 1 setosa 5.002174 3.426087 1.460870 0.2391304
## 2 versicolor 5.934783 2.773913 4.273913 1.3217391
## 3 virginica 6.593478 2.965217 5.536957 2.0304348Ejercicio
Descartar el valor más próximo a la media… on you
media<-mean(iris[,1])
tmp<-abs(iris[,1]-media)
quitar<- which(tmp == min(abs(iris[,1]-media)))
print(paste0("Se eliminó el índice: ",quitar,"con valor: ", iris[,1][quitar]))## [1] "Se eliminó el índice: 15con valor: 5.8"
## [2] "Se eliminó el índice: 68con valor: 5.8"
## [3] "Se eliminó el índice: 83con valor: 5.8"
## [4] "Se eliminó el índice: 93con valor: 5.8"
## [5] "Se eliminó el índice: 102con valor: 5.8"
## [6] "Se eliminó el índice: 115con valor: 5.8"
## [7] "Se eliminó el índice: 143con valor: 5.8"## [1] " con los índices: 15" " con los índices: 68" " con los índices: 83"
## [4] " con los índices: 93" " con los índices: 102" " con los índices: 115"
## [7] " con los índices: 143"## [1] 5.845455quita_cercano_media<- function(x){
media<-mean(x)
tmp<-abs(x-media)
quitar<-which(tmp== min(abs(x-media)))
print(paste0("Se eliminó el índice: ", quitar, " con valor: ", x[quitar]))
nuevo_vector<-x[-quitar]
print(paste0("la diferencia entre la media original y el nuevo valo es: ", round(media-mean(nuevo_vector),4)))
print(paste0("La media sin contar el valor más cercarno a la media original es: ",round(mean(nuevo_vector),4)))
}
quita_cercano_media(iris[,1])## [1] "Se eliminó el índice: 15 con valor: 5.8"
## [2] "Se eliminó el índice: 68 con valor: 5.8"
## [3] "Se eliminó el índice: 83 con valor: 5.8"
## [4] "Se eliminó el índice: 93 con valor: 5.8"
## [5] "Se eliminó el índice: 102 con valor: 5.8"
## [6] "Se eliminó el índice: 115 con valor: 5.8"
## [7] "Se eliminó el índice: 143 con valor: 5.8"
## [1] "la diferencia entre la media original y el nuevo valo es: -0.0021"
## [1] "La media sin contar el valor más cercarno a la media original es: 5.8455"Clase: 21 sept. 2021
FUNCIONES PERSONALIZADAS COMPLEJAS
## Sepal.Length Sepal.Width Petal.Length Petal.Width Species
## 1 5.1 3.5 1.4 0.2 setosa
## 2 4.9 3.0 1.4 0.2 setosa
## 3 4.7 3.2 1.3 0.2 setosa
## 4 4.6 3.1 1.5 0.2 setosa
## 5 5.0 3.6 1.4 0.2 setosa
## 6 5.4 3.9 1.7 0.4 setosa
## 7 4.6 3.4 1.4 0.3 setosa
## 8 5.0 3.4 1.5 0.2 setosa
## 9 4.4 2.9 1.4 0.2 setosa
## 10 4.9 3.1 1.5 0.1 setosa
## 11 5.4 3.7 1.5 0.2 setosa
## 12 4.8 3.4 1.6 0.2 setosa
## 13 4.8 3.0 1.4 0.1 setosa
## 14 4.3 3.0 1.1 0.1 setosa
## 15 5.8 4.0 1.2 0.2 setosa
## 16 5.7 4.4 1.5 0.4 setosa
## 17 5.4 3.9 1.3 0.4 setosa
## 18 5.1 3.5 1.4 0.3 setosa
## 19 5.7 3.8 1.7 0.3 setosa
## 20 5.1 3.8 1.5 0.3 setosa
## 21 5.4 3.4 1.7 0.2 setosa
## 22 5.1 3.7 1.5 0.4 setosa
## 23 4.6 3.6 1.0 0.2 setosa
## 24 5.1 3.3 1.7 0.5 setosa
## 25 4.8 3.4 1.9 0.2 setosa
## 26 5.0 3.0 1.6 0.2 setosa
## 27 5.0 3.4 1.6 0.4 setosa
## 28 5.2 3.5 1.5 0.2 setosa
## 29 5.2 3.4 1.4 0.2 setosa
## 30 4.7 3.2 1.6 0.2 setosa
## 31 4.8 3.1 1.6 0.2 setosa
## 32 5.4 3.4 1.5 0.4 setosa
## 33 5.2 4.1 1.5 0.1 setosa
## 34 5.5 4.2 1.4 0.2 setosa
## 35 4.9 3.1 1.5 0.2 setosa
## 36 5.0 3.2 1.2 0.2 setosa
## 37 5.5 3.5 1.3 0.2 setosa
## 38 4.9 3.6 1.4 0.1 setosa
## 39 4.4 3.0 1.3 0.2 setosa
## 40 5.1 3.4 1.5 0.2 setosa
## 41 5.0 3.5 1.3 0.3 setosa
## 42 4.5 2.3 1.3 0.3 setosa
## 43 4.4 3.2 1.3 0.2 setosa
## 44 5.0 3.5 1.6 0.6 setosa
## 45 5.1 3.8 1.9 0.4 setosa
## 46 4.8 3.0 1.4 0.3 setosa
## 47 5.1 3.8 1.6 0.2 setosa
## 48 4.6 3.2 1.4 0.2 setosa
## 49 5.3 3.7 1.5 0.2 setosa
## 50 5.0 3.3 1.4 0.2 setosa
## 51 7.0 3.2 4.7 1.4 versicolor
## 52 6.4 3.2 4.5 1.5 versicolor
## 53 6.9 3.1 4.9 1.5 versicolor
## 54 5.5 2.3 4.0 1.3 versicolor
## 55 6.5 2.8 4.6 1.5 versicolor
## 56 5.7 2.8 4.5 1.3 versicolor
## 57 6.3 3.3 4.7 1.6 versicolor
## 58 4.9 2.4 3.3 1.0 versicolor
## 59 6.6 2.9 4.6 1.3 versicolor
## 60 5.2 2.7 3.9 1.4 versicolor
## 61 5.0 2.0 3.5 1.0 versicolor
## 62 5.9 3.0 4.2 1.5 versicolor
## 63 6.0 2.2 4.0 1.0 versicolor
## 64 6.1 2.9 4.7 1.4 versicolor
## 65 5.6 2.9 3.6 1.3 versicolor
## 66 6.7 3.1 4.4 1.4 versicolor
## 67 5.6 3.0 4.5 1.5 versicolor
## 68 5.8 2.7 4.1 1.0 versicolor
## 69 6.2 2.2 4.5 1.5 versicolor
## 70 5.6 2.5 3.9 1.1 versicolor
## 71 5.9 3.2 4.8 1.8 versicolor
## 72 6.1 2.8 4.0 1.3 versicolor
## 73 6.3 2.5 4.9 1.5 versicolor
## 74 6.1 2.8 4.7 1.2 versicolor
## 75 6.4 2.9 4.3 1.3 versicolor
## 76 6.6 3.0 4.4 1.4 versicolor
## 77 6.8 2.8 4.8 1.4 versicolor
## 78 6.7 3.0 5.0 1.7 versicolor
## 79 6.0 2.9 4.5 1.5 versicolor
## 80 5.7 2.6 3.5 1.0 versicolor
## 81 5.5 2.4 3.8 1.1 versicolor
## 82 5.5 2.4 3.7 1.0 versicolor
## 83 5.8 2.7 3.9 1.2 versicolor
## 84 6.0 2.7 5.1 1.6 versicolor
## 85 5.4 3.0 4.5 1.5 versicolor
## 86 6.0 3.4 4.5 1.6 versicolor
## 87 6.7 3.1 4.7 1.5 versicolor
## 88 6.3 2.3 4.4 1.3 versicolor
## 89 5.6 3.0 4.1 1.3 versicolor
## 90 5.5 2.5 4.0 1.3 versicolor
## 91 5.5 2.6 4.4 1.2 versicolor
## 92 6.1 3.0 4.6 1.4 versicolor
## 93 5.8 2.6 4.0 1.2 versicolor
## 94 5.0 2.3 3.3 1.0 versicolor
## 95 5.6 2.7 4.2 1.3 versicolor
## 96 5.7 3.0 4.2 1.2 versicolor
## 97 5.7 2.9 4.2 1.3 versicolor
## 98 6.2 2.9 4.3 1.3 versicolor
## 99 5.1 2.5 3.0 1.1 versicolor
## 100 5.7 2.8 4.1 1.3 versicolor
## 101 6.3 3.3 6.0 2.5 virginica
## 102 5.8 2.7 5.1 1.9 virginica
## 103 7.1 3.0 5.9 2.1 virginica
## 104 6.3 2.9 5.6 1.8 virginica
## 105 6.5 3.0 5.8 2.2 virginica
## 106 7.6 3.0 6.6 2.1 virginica
## 107 4.9 2.5 4.5 1.7 virginica
## 108 7.3 2.9 6.3 1.8 virginica
## 109 6.7 2.5 5.8 1.8 virginica
## 110 7.2 3.6 6.1 2.5 virginica
## 111 6.5 3.2 5.1 2.0 virginica
## 112 6.4 2.7 5.3 1.9 virginica
## 113 6.8 3.0 5.5 2.1 virginica
## 114 5.7 2.5 5.0 2.0 virginica
## 115 5.8 2.8 5.1 2.4 virginica
## 116 6.4 3.2 5.3 2.3 virginica
## 117 6.5 3.0 5.5 1.8 virginica
## 118 7.7 3.8 6.7 2.2 virginica
## 119 7.7 2.6 6.9 2.3 virginica
## 120 6.0 2.2 5.0 1.5 virginica
## 121 6.9 3.2 5.7 2.3 virginica
## 122 5.6 2.8 4.9 2.0 virginica
## 123 7.7 2.8 6.7 2.0 virginica
## 124 6.3 2.7 4.9 1.8 virginica
## 125 6.7 3.3 5.7 2.1 virginica
## 126 7.2 3.2 6.0 1.8 virginica
## 127 6.2 2.8 4.8 1.8 virginica
## 128 6.1 3.0 4.9 1.8 virginica
## 129 6.4 2.8 5.6 2.1 virginica
## 130 7.2 3.0 5.8 1.6 virginica
## 131 7.4 2.8 6.1 1.9 virginica
## 132 7.9 3.8 6.4 2.0 virginica
## 133 6.4 2.8 5.6 2.2 virginica
## 134 6.3 2.8 5.1 1.5 virginica
## 135 6.1 2.6 5.6 1.4 virginica
## 136 7.7 3.0 6.1 2.3 virginica
## 137 6.3 3.4 5.6 2.4 virginica
## 138 6.4 3.1 5.5 1.8 virginica
## 139 6.0 3.0 4.8 1.8 virginica
## 140 6.9 3.1 5.4 2.1 virginica
## 141 6.7 3.1 5.6 2.4 virginica
## 142 6.9 3.1 5.1 2.3 virginica
## 143 5.8 2.7 5.1 1.9 virginica
## 144 6.8 3.2 5.9 2.3 virginica
## 145 6.7 3.3 5.7 2.5 virginica
## 146 6.7 3.0 5.2 2.3 virginica
## 147 6.3 2.5 5.0 1.9 virginica
## 148 6.5 3.0 5.2 2.0 virginica
## 149 6.2 3.4 5.4 2.3 virginica
## 150 5.9 3.0 5.1 1.8 virginica## eigen() decomposition
## $values
## [1] 2.91849782 0.91403047 0.14675688 0.02071484
##
## $vectors
## [,1] [,2] [,3] [,4]
## [1,] 0.5210659 -0.37741762 0.7195664 0.2612863
## [2,] -0.2693474 -0.92329566 -0.2443818 -0.1235096
## [3,] 0.5804131 -0.02449161 -0.1421264 -0.8014492
## [4,] 0.5648565 -0.06694199 -0.6342727 0.5235971## [,1] [,2] [,3] [,4]
## [1,] 0.6044164 0.3349908 -0.0673598261 0.71966982
## [2,] 0.5756194 0.4408461 -0.0007138239 -0.68870645
## [3,] 0.3754348 -0.6269717 -0.6770628102 -0.08683986
## [4,] 0.4029788 -0.5480350 0.7328356536 -0.01475204## [,1] [,2] [,3]
## [1,] -0.5954707 0.4261450 0.68103976
## [2,] -0.5289341 -0.8460217 0.06690233
## [3,] -0.6046845 0.3203868 -0.72918374## [,1] [,2] [,3] [,4]
## [1,] -0.5088012 0.60992283 0.19490104 0.5754381
## [2,] -0.5486817 0.02313419 0.49127967 -0.6760603
## [3,] -0.4747485 0.08790411 -0.84594304 -0.2264225
## [4,] -0.4633397 -0.78723048 0.07098059 0.4006822descomposi2<- function(w){
lista1<-eigen(cor(w))
list(lista1$vectors,lista1$values)
return(list(lista1$vectors,lista1$values))
}
descomposi2(iris3[,,1])[[1]][,1]## [1] 0.6044164 0.5756194 0.3754348 0.4029788## [1] 0.6678202descomposi3<- function(w){
lista1<-eigen(cor(w))
return(list(Vector=lista1$vectors, Valores=lista1$values))
}
descomposi3(iris3[,,1])$Vector## [,1] [,2] [,3] [,4]
## [1,] 0.6044164 0.3349908 -0.0673598261 0.71966982
## [2,] 0.5756194 0.4408461 -0.0007138239 -0.68870645
## [3,] 0.3754348 -0.6269717 -0.6770628102 -0.08683986
## [4,] 0.4029788 -0.5480350 0.7328356536 -0.01475204## [1] 2.0585402 1.0221782 0.6678202 0.2514613#Ingreso de dos o más argumentos (resolver sistema de ecuaciones)
coeficiente<- matrix(c(3,2,1,5,3,4,1,1,-1),ncol = 3,byrow = T)
respuesta<-c(1,2,1)
solve(coeficiente,respuesta)## [1] -4 6 1## [1] -4 6 1Ingreso de dos o más argumentos (resolver sistema de ecuaciones)
coeficiente<- matrix(c(3,2,1,5,3,4,1,1,-1),ncol = 3,byrow = T)
respuesta<-c(1,2,1)
solve(coeficiente,respuesta)## [1] -4 6 1## [1] -4 6 1Más formas de imprimir texto
paste0 VS cat
res_ecua2<- function(x,y){
solucion<- solve(x,y)
return(paste0("La solución al sistema es: x= ", solucion[1]))
}
res_ecua2(y=respuesta,x=coeficiente)## [1] "La solución al sistema es: x= -3.99999999999999"coef2<-matrix(c(5,-3,-1,1,4,-6,2,3,4),ncol=3,byrow=TRUE)
resp2<-c(1,-1,9)
res_ecua2(y=resp2,x=coef2)## [1] "La solución al sistema es: x= 1"res_ecua3<- function(x,y){
solucion<- solve(x,y)
return(paste0("La solución al sistema es: x= ", solucion[1],
"La solución al sistema es: x= ", solucion[2],
"La solución al sistema es: x= ", solucion[3]))
}
res_ecua3(y=resp2,x=coef2)## [1] "La solución al sistema es: x= 1La solución al sistema es: x= 1La solución al sistema es: x= 1"res_ecua4<-function(x,y){
solucion<-solve(x,y)
return(cat("La solución al sistema es:","\n",
"x=",solucion[1],",","\n",
"y=",solucion[2],", ","\n",
"z=",solucion[3]) )
}
res_ecua4(y=respuesta,x=coeficiente)## La solución al sistema es:
## x= -4 ,
## y= 6 ,
## z= 1Cargar bases de datos caso covid Oaxaca y breve análisis.
covid_oaxaca<-read.csv("C:/Users/Gerardo Ramos/OneDrive - Comisión Federal de Competencia Económica/Documents/CIDE METPOL/Manejo de bases de datos R/clase 21 09 2021/covid_oaxaca.csv")
fallecidos_oaxaca<-read.csv("C:/Users/Gerardo Ramos/OneDrive - Comisión Federal de Competencia Económica/Documents/CIDE METPOL/Manejo de bases de datos R/clase 21 09 2021/fallecidos.csv")
dim(covid_oaxaca)## [1] 33367 7## [1] 129018 39## X ENTIDAD_RES MUNICIPIO_RES FECHA_INGRESO FECHA_SINTOMAS FECHA_DEF
## 1 195 20 413 2020-04-06 2020-03-26 2020-04-11
## 2 297 20 45 2020-03-31 2020-03-26 9999-99-99
## 3 334 20 278 2020-04-04 2020-03-28 9999-99-99
## 4 406 20 399 2020-03-27 2020-03-26 2020-03-29
## 5 491 20 67 2020-03-26 2020-03-20 9999-99-99
## 6 556 20 43 2020-03-30 2020-03-29 9999-99-99
## TIEM_SINT_HOSP
## 1 11
## 2 5
## 3 7
## 4 1
## 5 6
## 6 1## X FECHA_ACTUALIZACION ID_REGISTRO ORIGEN SECTOR ENTIDAD_UM SEXO ENTIDAD_NAC
## 1 3 2020-10-28 0e7853 1 13 21 1 21
## 2 6 2020-10-28 0a9217 1 4 9 2 9
## 3 15 2020-10-28 043f64 2 4 9 2 9
## 4 16 2020-10-28 0e07d8 1 4 15 2 15
## 5 19 2020-10-28 11fb00 1 12 9 2 9
## 6 22 2020-10-28 1a1f12 2 4 14 2 9
## ENTIDAD_RES MUNICIPIO_RES TIPO_PACIENTE FECHA_INGRESO FECHA_SINTOMAS
## 1 21 85 2 2020-03-28 2020-03-23
## 2 9 5 2 2020-03-26 2020-03-26
## 3 9 10 2 2020-03-26 2020-03-26
## 4 15 104 2 2020-03-28 2020-03-28
## 5 9 15 1 2020-03-29 2020-03-25
## 6 14 67 2 2020-03-27 2020-03-27
## FECHA_DEF INTUBADO NEUMONIA EDAD NACIONALIDAD EMBARAZO HABLA_LENGUA_INDIG
## 1 2020-04-05 2 1 73 1 2 2
## 2 2020-04-02 2 2 94 1 97 2
## 3 2020-03-30 2 1 58 1 97 2
## 4 2020-04-02 2 1 49 1 97 1
## 5 2020-04-05 97 1 54 1 97 2
## 6 2020-03-31 2 1 42 1 97 2
## INDIGENA DIABETES EPOC ASMA INMUSUPR HIPERTENSION OTRA_COM CARDIOVASCULAR
## 1 2 2 2 2 2 1 2 2
## 2 2 2 2 2 2 2 2 1
## 3 2 1 1 2 2 1 2 2
## 4 2 2 2 2 2 2 2 2
## 5 2 1 2 2 2 2 2 2
## 6 2 2 2 2 2 2 2 2
## OBESIDAD RENAL_CRONICA TABAQUISMO OTRO_CASO TOMA_MUESTRA RESULTADO_LAB
## 1 1 2 2 2 1 1
## 2 2 2 2 99 1 1
## 3 2 1 2 99 1 1
## 4 2 2 2 99 1 1
## 5 2 2 2 1 1 1
## 6 1 2 2 2 1 1
## CLASIFICACION_FINAL MIGRANTE PAIS_NACIONALIDAD PAIS_ORIGEN UCI
## 1 3 99 México 97 2
## 2 3 99 México 97 2
## 3 3 99 México 97 1
## 4 3 99 México 97 2
## 5 3 99 México 97 97
## 6 3 99 México 97 2Manejo de formato fechas
- Formato = fechas
- fechas sin hora (15:20:30)= as.Date
- Fecha + hora = strptime
Ejemplo explicativo: funcionas<-as.Date(covid_oaxaca$FECHA_INGRESO,format=“%Y-%m-%d”) explicación!!!
## Warning: package 'lubridate' was built under R version 4.0.5##
## Attaching package: 'lubridate'## The following objects are masked from 'package:base':
##
## date, intersect, setdiff, unionfuncionas2<-as.Date(covid_oaxaca$FECHA_INGRESO, format = "%Y-%m-%d")
funcionas3<-as.Date(covid_oaxaca$FECHA_SINTOMAS, format = "%Y-%m-%d")
day(funcionas2)## [1] 6 31 4 27 26 30 22 31 28 25 30 26 29 13 13 25 20 31 31 1 26 8 31 23
## [25] 25 23 6 3 6 29 21 31 24 19 5 24 23 14 7 30 29 11 14 16 8 1 12 1
## [49] 18 18 3 29 15 2 6 31 24 5 21 27 17 3 24 2 27 2 27 12 26 31 11 24
## [73] 18 27 25 27 31 16 5 31 27 7 6 17 25 9 27 4 13 24 4 10 6 25 10 24
## [97] 16 20 28 25 17 5 13 17 24 14 12 27 14 13 13 21 29 9 26 18 23 2 27 26
## [121] 14 29 23 17 31 13 1 26 1 15 21 24 17 23 29 2 28 20 1 28 2 17 30 19
## [145] 2 22 19 25 17 4 16 27 21 23 4 1 16 23 8 10 18 19 24 10 29 30 11 6
## [169] 9 31 17 27 12 27 5 26 22 2 6 31 12 31 12 20 3 31 27 3 21 18 26 12
## [193] 14 6 26 30 22 3 26 22 2 16 27 27 13 22 25 2 1 31 11 14 27 17 25 18
## [217] 24 22 7 20 15 19 17 15 27 9 18 8 29 16 13 22 25 21 27 18 27 30 5 10
## [241] 12 20 19 27 20 28 19 31 13 1 27 26 5 19 19 25 20 28 27 27 9 10 27 31
## [265] 2 15 29 29 22 7 25 5 21 6 31 23 19 28 9 3 26 27 27 18 2 25 2 1
## [289] 1 17 14 27 19 26 30 13 2 17 27 2 31 11 27 25 1 17 13 6 10 28 27 11
## [313] 9 2 24 6 8 19 26 31 17 12 16 23 3 2 3 10 22 14 3 26 19 27 2 31
## [337] 26 6 6 8 25 18 31 17 13 21 19 31 6 25 25 2 27 26 9 29 22 25 25 31
## [361] 28 10 12 20 19 22 15 18 22 14 14 25 10 2 27 18 13 11 3 15 16 21 26 3
## [385] 11 3 1 3 3 3 11 1 28 19 2 1 16 16 23 1 30 24 25 14 26 10 26 8
## [409] 28 28 25 6 24 1 19 30 27 18 13 5 29 29 16 24 27 2 4 11 10 19 25 4
## [433] 25 8 28 30 30 23 26 29 1 2 18 26 2 5 2 28 26 26 14 23 16 3 26 21
## [457] 1 27 15 22 2 25 1 2 23 16 27 8 25 10 18 21 5 27 8 17 4 29 3 26
## [481] 1 2 25 15 6 14 13 10 1 4 12 3 1 20 31 28 30 25 9 12 29 29 27 27
## [505] 3 3 2 28 7 24 6 12 15 18 5 29 3 25 11 24 14 2 9 22 17 31 4 2
## [529] 18 15 31 22 6 30 15 16 28 28 27 29 13 31 2 31 25 7 6 22 27 5 20 13
## [553] 10 27 1 28 8 1 23 16 19 27 3 24 3 2 4 12 21 26 24 13 26 26 13 31
## [577] 1 8 21 2 9 2 9 8 2 3 2 24 25 28 21 4 19 1 23 24 27 27 3 11
## [601] 27 10 4 30 15 24 31 22 1 30 25 4 27 27 8 13 22 4 9 17 15 17 18 26
## [625] 16 19 30 19 19 18 9 26 26 26 8 24 19 2 3 17 30 1 15 2 19 26 26 12
## [649] 10 27 25 7 30 25 20 20 2 19 25 1 25 30 26 13 27 2 18 25 4 15 1 30
## [673] 28 2 26 12 18 1 11 3 30 21 28 26 21 21 1 10 9 21 24 27 27 26 30 13
## [697] 11 26 14 15 13 21 6 27 24 20 25 4 10 14 19 26 19 20 17 22 10 14 2 30
## [721] 18 30 26 22 23 3 26 20 26 10 19 27 11 16 5 19 31 2 3 2 27 2 19 20
## [745] 30 14 27 18 10 26 25 31 26 11 30 23 29 5 30 1 6 31 20 16 19 20 30 18
## [769] 15 1 3 27 17 2 16 1 30 22 3 3 18 27 29 31 1 26 23 18 14 1 25 26
## [793] 19 18 2 8 10 22 5 27 15 11 13 13 27 11 21 21 3 23 2 2 30 5 30 22
## [817] 8 23 17 2 4 6 9 12 14 4 24 5 12 14 3 24 30 15 16 4 29 7 28 29
## [841] 2 23 11 31 2 8 11 25 12 11 16 11 1 4 19 22 27 13 10 1 6 26 6 12
## [865] 24 25 1 7 4 12 8 30 21 15 8 13 7 12 30 26 21 12 13 23 12 10 11 4
## [889] 27 26 13 20 18 4 1 26 19 14 29 15 14 24 2 3 14 14 2 13 8 5 8 14
## [913] 22 2 17 30 17 29 14 23 22 5 18 27 2 31 29 26 12 1 16 14 22 29 22 2
## [937] 2 30 30 30 18 10 24 18 2 9 16 9 11 5 19 4 2 5 2 25 25 24 25 3
## [961] 18 30 27 28 21 30 30 30 19 12 20 15 25 14 17 21 8 18 17 26 1 21 24 18
## [985] 8 19 13 30 14 4 18 22 29 3 29 3 11 25 23 27 30 30 25 15 13 16 4 10
## [1009] 31 4 28 4 24 21 20 17 1 21 1 10 8 31 10 2 12 18 6 20 20 30 29 11
## [1033] 5 22 3 1 18 10 2 2 15 18 5 1 3 15 10 5 22 4 19 22 19 8 29 26
## [1057] 18 30 24 2 6 26 16 12 4 23 8 28 28 23 1 30 22 10 15 19 20 8 26 12
## [1081] 8 1 30 27 23 15 29 11 16 13 13 23 28 28 21 4 4 4 13 15 20 20 28 7
## [1105] 22 28 23 20 15 15 13 3 28 18 20 6 15 18 11 12 18 4 28 12 23 18 25 9
## [1129] 26 23 14 4 26 3 1 29 4 29 22 29 29 4 30 27 11 23 19 6 22 4 15 4
## [1153] 7 5 3 14 7 6 11 15 11 8 5 8 29 24 3 9 2 16 17 9 14 18 4 14
## [1177] 5 8 6 11 10 25 21 26 21 23 8 17 12 20 29 23 28 31 22 15 25 26 11 1
## [1201] 30 17 11 19 18 16 11 11 20 24 1 22 5 18 2 15 21 30 2 10 11 19 20 9
## [1225] 25 1 1 7 8 4 20 21 30 12 24 2 14 12 15 29 19 27 28 27 13 11 11 11
## [1249] 13 31 18 18 13 16 6 10 1 22 16 2 23 29 4 16 15 5 17 27 10 21 24 15
## [1273] 26 16 17 17 22 2 1 1 6 4 1 1 7 27 10 6 3 2 13 3 10 23 3 8
## [1297] 30 22 16 24 8 23 11 11 26 26 23 2 27 12 24 2 3 16 28 1 17 24 22 2
## [1321] 24 14 9 28 3 28 23 11 8 14 30 24 9 8 3 27 27 23 3 19 19 13 8 3
## [1345] 8 30 18 25 29 9 3 27 18 25 29 24 15 28 17 24 12 22 29 13 23 29 29 4
## [1369] 29 4 1 3 10 11 6 21 1 26 27 7 25 13 7 8 10 2 18 1 18 27 2 26
## [1393] 2 10 8 8 24 29 11 11 27 20 12 15 15 27 30 22 27 9 29 25 20 4 16 1
## [1417] 18 19 23 1 12 6 7 19 22 5 30 11 22 12 26 20 18 4 4 11 3 23 18 21
## [1441] 22 15 16 12 12 21 6 22 1 13 19 22 18 10 12 22 1 6 11 1 30 17 28 3
## [1465] 16 5 14 14 12 18 2 10 26 18 16 15 27 18 10 2 29 3 24 2 20 4 4 13
## [1489] 2 28 30 16 4 15 15 23 17 22 4 1 2 13 29 16 4 25 26 8 20 18 1 25
## [1513] 18 27 18 24 9 3 16 11 3 14 15 27 22 25 6 18 11 11 19 27 13 28 5 19
## [1537] 28 27 5 22 18 22 5 5 4 2 10 29 3 25 25 5 1 16 29 19 13 22 20 21
## [1561] 29 19 29 12 20 3 2 18 11 18 27 29 29 7 4 2 2 24 12 30 5 31 27 22
## [1585] 30 29 12 16 4 12 23 17 29 16 30 3 28 21 23 19 29 23 8 30 23 9 26 15
## [1609] 5 27 22 4 12 18 27 28 27 2 27 25 18 25 2 28 11 21 15 10 3 20 8 5
## [1633] 9 16 19 5 16 27 29 21 5 20 1 22 3 5 12 14 26 4 16 20 4 28 15 1
## [1657] 21 23 26 29 2 8 22 23 17 25 1 29 30 17 14 15 15 21 29 15 20 15 10 15
## [1681] 21 16 24 1 25 14 13 9 30 24 1 17 12 17 13 20 23 29 28 13 15 19 8 13
## [1705] 15 26 21 6 15 18 14 5 25 25 8 22 1 18 18 3 15 5 11 9 19 26 26 11
## [1729] 4 18 8 4 29 6 18 30 24 27 6 27 29 6 17 24 1 30 22 25 4 21 10 12
## [1753] 12 19 27 17 21 5 11 11 4 1 28 17 20 11 20 3 22 19 25 1 3 28 16 16
## [1777] 10 22 29 30 3 3 29 26 28 8 4 12 5 2 13 28 11 2 23 22 9 18 10 9
## [1801] 6 27 9 1 25 3 13 30 6 19 26 18 30 3 22 19 7 13 26 29 28 18 4 1
## [1825] 11 30 11 10 12 13 4 1 22 2 24 23 29 20 2 24 8 30 18 23 5 27 17 7
## [1849] 21 29 22 1 30 5 16 1 28 2 12 4 24 8 26 24 17 2 3 12 11 18 13 23
## [1873] 23 23 23 1 5 1 22 6 21 21 6 30 3 4 27 27 15 24 19 28 16 22 6 10
## [1897] 22 25 3 26 25 26 28 8 1 18 2 24 10 25 2 20 17 19 2 10 10 2 23 25
## [1921] 22 13 29 27 30 26 1 1 2 29 27 23 29 12 10 11 19 2 23 20 20 25 2 4
## [1945] 30 31 22 19 11 5 3 8 27 12 26 20 7 7 5 23 15 16 25 17 7 8 16 8
## [1969] 25 26 8 13 2 13 11 3 1 16 30 26 9 2 25 3 13 13 4 5 31 20 22 20
## [1993] 23 17 21 8 30 9 23 17 8 3 5 5 3 4 2 2 1 14 9 15 21 15 17 28
## [2017] 2 22 3 9 15 15 19 19 29 4 24 14 27 27 12 18 30 16 25 30 8 28 27 13
## [2041] 23 4 3 20 15 25 8 3 15 30 2 18 30 19 8 26 7 29 2 18 5 20 25 25
## [2065] 9 25 13 22 18 8 1 28 14 3 24 14 6 9 22 10 1 29 5 12 8 19 20 25
## [2089] 10 1 22 12 2 25 25 14 17 17 18 9 15 15 14 12 9 28 14 15 18 17 14 24
## [2113] 25 12 27 20 13 20 19 6 27 20 13 3 12 29 29 6 13 28 7 6 1 3 20 22
## [2137] 28 23 17 28 5 1 11 12 30 16 16 23 8 20 22 16 29 16 18 27 16 30 28 29
## [2161] 4 16 29 21 19 22 14 24 23 18 17 18 12 12 18 16 22 18 30 5 3 2 1 29
## [2185] 26 28 30 4 5 5 15 19 8 19 23 11 6 29 1 30 20 1 4 4 20 26 8 12
## [2209] 22 23 22 23 4 19 22 19 6 15 12 6 17 10 24 14 10 29 4 22 18 11 6 25
## [2233] 30 8 10 4 5 24 3 18 12 13 12 24 11 22 28 30 1 20 16 31 6 7 4 24
## [2257] 24 14 5 6 12 28 27 1 30 16 17 3 1 15 4 1 13 7 2 30 2 14 1 29
## [2281] 1 13 24 23 23 15 17 28 28 19 29 2 1 25 7 17 15 2 28 29 2 12 18 2
## [2305] 11 3 3 3 24 17 2 2 19 8 16 2 19 4 29 20 6 25 29 31 2 29 7 12
## [2329] 29 9 4 9 22 16 30 30 4 3 8 23 5 15 1 22 29 30 15 21 8 10 1 19
## [2353] 3 14 9 6 4 4 4 16 22 29 20 3 20 10 9 9 1 13 18 15 28 30 28 15
## [2377] 13 9 21 13 15 20 27 25 6 6 6 4 16 15 2 10 4 8 11 13 24 23 28 28
## [2401] 5 8 20 2 7 22 27 25 9 12 17 22 1 5 7 1 15 24 8 27 7 4 30 23
## [2425] 4 28 29 28 1 1 15 25 14 21 29 28 29 29 8 28 19 26 29 1 6 25 23 23
## [2449] 29 8 2 4 19 31 4 8 24 24 11 9 19 2 13 19 27 27 30 17 15 13 1 4
## [2473] 22 9 4 18 24 28 28 13 18 25 11 25 7 6 27 2 27 18 28 8 15 30 28 5
## [2497] 26 28 22 2 7 5 25 25 15 26 8 29 2 2 26 1 8 25 24 26 13 1 6 26
## [2521] 28 8 20 27 27 27 27 13 2 8 4 2 19 22 26 10 21 15 18 4 17 20 26 25
## [2545] 16 25 30 19 10 27 28 3 14 3 5 26 14 27 8 23 23 6 14 27 15 19 29 17
## [2569] 17 1 2 20 24 25 23 26 23 20 22 3 12 1 26 1 16 25 24 18 13 20 5 4
## [2593] 8 2 29 21 29 6 18 29 28 1 13 24 23 12 18 4 22 7 25 9 13 6 9 18
## [2617] 30 5 14 15 1 18 18 29 19 29 30 9 9 30 28 30 3 15 18 4 6 4 19 10
## [2641] 28 10 5 19 29 25 23 18 4 29 25 21 20 17 1 6 4 12 26 19 1 5 5 5
## [2665] 25 16 5 21 5 1 1 1 30 3 1 29 27 6 1 11 26 2 1 24 17 17 24 28
## [2689] 26 28 30 6 10 27 1 3 10 30 5 16 22 20 18 22 30 25 16 15 12 13 13 17
## [2713] 2 17 5 26 23 17 28 3 1 4 10 10 12 2 1 9 14 25 27 29 3 2 3 11
## [2737] 20 26 27 4 1 8 22 25 30 29 1 12 1 30 12 11 18 18 22 4 4 20 2 28
## [2761] 16 6 19 28 4 12 10 3 9 4 4 21 19 10 30 19 29 7 22 10 8 5 5 1
## [2785] 30 26 26 11 15 23 22 4 30 26 13 20 22 29 7 21 3 17 30 29 26 25 19 26
## [2809] 17 18 27 27 10 19 22 22 3 29 26 19 24 9 26 16 15 17 15 22 11 8 30 3
## [2833] 6 1 15 18 29 9 18 3 24 9 5 22 23 4 18 2 13 13 14 30 23 2 8 12
## [2857] 2 3 21 11 23 1 6 4 2 4 25 22 9 30 8 27 18 15 26 17 22 9 3 8
## [2881] 22 28 2 23 5 26 27 27 26 8 23 14 12 22 8 1 2 23 12 27 1 29 28 24
## [2905] 2 29 10 2 8 21 11 8 12 20 22 5 2 25 8 9 22 22 13 22 23 22 10 8
## [2929] 25 3 26 28 29 28 16 19 12 26 13 9 27 10 22 4 30 18 16 5 10 5 2 4
## [2953] 3 22 1 4 9 25 19 21 17 25 31 2 17 17 3 13 16 1 26 29 11 9 12 7
## [2977] 1 17 2 26 30 10 25 23 3 22 2 2 5 22 27 19 27 20 27 29 19 15 4 16
## [3001] 16 13 2 3 13 20 24 30 13 8 10 13 25 7 23 13 16 3 26 9 1 18 22 27
## [3025] 17 14 14 9 6 18 10 15 22 4 9 15 12 5 27 3 24 13 16 26 3 16 15 28
## [3049] 30 15 12 31 2 27 20 29 1 25 8 29 25 28 15 19 10 26 18 25 2 19 30 13
## [3073] 18 19 18 3 4 25 22 22 5 30 18 14 3 19 18 12 9 27 13 18 26 26 1 9
## [3097] 1 4 22 2 3 3 2 13 23 26 28 4 4 6 15 22 11 16 17 5 12 27 2 10
## [3121] 12 12 13 26 22 23 11 19 3 14 22 23 6 24 8 7 9 2 12 24 25 26 20 29
## [3145] 27 30 16 3 8 6 1 25 7 3 4 14 9 27 13 16 17 28 17 17 18 23 21 22
## [3169] 15 14 8 12 22 17 16 24 19 4 11 20 16 7 3 17 29 25 13 29 3 11 18 3
## [3193] 30 22 24 24 8 20 22 3 22 16 28 10 24 23 23 2 1 9 2 29 30 13 2 3
## [3217] 22 23 13 17 18 2 17 1 30 23 10 12 25 28 4 16 29 22 14 21 2 6 29 29
## [3241] 30 23 17 26 1 27 16 15 3 15 9 31 30 11 19 30 8 15 3 3 25 22 9 26
## [3265] 17 18 12 15 10 29 13 21 3 15 2 15 30 10 8 29 17 17 24 3 10 20 4 13
## [3289] 12 20 1 2 14 1 16 6 10 17 5 1 19 4 21 9 27 22 18 27 12 21 6 25
## [3313] 16 22 21 20 30 15 22 26 24 27 24 5 13 25 28 18 18 25 15 6 13 29 13 13
## [3337] 23 29 13 11 15 14 18 26 26 3 13 14 14 2 26 25 22 9 15 15 29 25 14 9
## [3361] 3 21 21 18 24 11 1 26 2 8 1 5 15 21 13 12 13 4 18 2 18 18 4 19
## [3385] 24 16 26 29 6 28 13 20 19 2 4 15 26 9 4 5 16 29 25 7 23 23 16 16
## [3409] 31 11 16 22 5 2 18 11 13 17 6 5 22 17 28 15 2 2 13 15 15 30 18 10
## [3433] 18 13 8 13 15 23 12 11 5 29 9 20 8 16 28 26 6 29 3 26 28 29 3 23
## [3457] 23 20 21 19 29 9 29 13 3 15 29 18 22 26 4 22 27 4 4 6 18 20 27 3
## [3481] 6 5 27 16 11 6 25 6 19 22 5 5 30 23 12 4 27 23 23 3 1 30 29 19
## [3505] 10 2 25 29 6 23 5 11 3 4 23 18 24 23 19 9 2 8 23 28 25 29 15 29
## [3529] 28 22 8 18 22 4 12 25 3 10 11 10 30 20 29 8 30 18 10 15 5 6 27 30
## [3553] 11 12 15 9 20 9 12 16 30 24 9 25 25 29 13 14 29 5 9 28 1 25 26 31
## [3577] 9 2 15 15 9 6 15 15 12 13 4 19 30 30 1 5 10 14 1 27 6 25 23 23
## [3601] 4 17 3 25 19 13 15 13 28 18 25 28 12 18 13 1 12 10 6 1 1 3 28 25
## [3625] 22 6 26 18 9 16 23 1 19 2 19 30 7 12 7 28 16 23 1 24 21 25 26 8
## [3649] 12 18 3 28 20 26 27 22 6 19 26 12 19 13 12 23 29 3 22 12 23 9 19 22
## [3673] 22 18 18 19 10 2 8 4 1 31 23 5 26 29 11 25 15 8 6 24 18 17 14 13
## [3697] 6 26 3 23 4 14 3 26 4 25 2 4 29 25 8 15 4 8 10 29 27 3 25 22
## [3721] 30 18 30 22 19 29 30 5 6 5 1 9 26 28 29 7 30 28 10 24 9 14 24 22
## [3745] 24 3 24 10 14 5 5 30 11 25 27 29 29 11 11 23 1 27 12 3 21 18 18 15
## [3769] 23 25 4 5 29 26 19 12 23 3 7 27 3 15 20 15 3 24 23 23 3 17 28 12
## [3793] 14 2 5 2 2 25 12 17 13 18 1 23 27 11 22 14 2 30 3 15 10 28 1 1
## [3817] 27 11 26 26 20 30 16 12 14 14 29 1 23 27 25 26 8 18 2 3 19 13 6 8
## [3841] 14 29 9 9 5 26 6 3 9 12 4 4 4 17 23 19 18 1 20 19 6 1 30 27
## [3865] 15 11 29 5 5 6 3 30 30 11 30 30 20 26 27 29 24 17 30 16 10 17 16 12
## [3889] 31 29 10 17 5 30 24 19 14 12 1 1 17 10 5 24 13 10 1 2 11 1 23 29
## [3913] 7 16 22 2 19 29 2 30 28 20 4 12 23 7 5 7 25 23 2 10 2 24 19 10
## [3937] 26 28 9 18 30 20 22 9 6 26 24 21 9 17 24 25 19 18 30 5 28 5 22 6
## [3961] 18 19 26 26 11 11 30 6 6 12 6 7 3 13 25 20 1 23 1 18 16 23 4 2
## [3985] 27 19 13 2 8 19 10 23 1 24 29 23 12 30 7 3 18 24 6 22 25 12 29 16
## [4009] 14 14 18 26 19 23 28 16 11 18 30 9 23 30 15 9 3 30 8 7 3 5 22 13
## [4033] 4 18 15 1 1 13 4 17 2 1 6 17 24 3 1 30 21 2 25 17 15 30 1 3
## [4057] 1 8 8 10 14 30 17 5 17 4 31 12 15 24 8 25 17 27 29 10 17 6 2 6
## [4081] 12 11 9 2 22 25 19 23 10 2 26 15 5 3 15 25 27 26 23 12 2 6 26 2
## [4105] 3 23 18 15 30 6 23 9 13 24 11 22 29 25 25 20 26 8 27 8 7 5 5 30
## [4129] 18 4 9 17 19 13 29 25 28 13 5 3 5 20 24 3 6 17 27 11 10 31 29 20
## [4153] 30 25 12 12 26 4 19 16 28 3 12 4 14 13 1 27 4 5 11 23 1 29 28 22
## [4177] 10 9 19 30 4 15 6 29 16 23 27 23 8 1 24 17 4 6 28 21 15 16 23 9
## [4201] 26 2 10 2 8 1 4 1 21 21 28 11 8 26 12 4 10 16 17 27 26 30 7 11
## [4225] 6 6 27 29 26 17 29 29 1 14 18 21 20 30 1 30 19 19 28 16 13 5 2 26
## [4249] 17 19 12 24 5 29 23 6 16 30 6 4 22 5 15 27 28 25 30 6 28 5 23 18
## [4273] 1 3 8 16 3 24 28 25 13 18 25 19 23 30 18 21 21 27 20 22 27 27 26 16
## [4297] 2 20 22 19 11 22 10 19 9 5 10 26 25 26 23 12 1 1 13 14 2 22 22 4
## [4321] 14 8 24 1 25 5 14 25 6 16 26 19 7 18 11 28 1 1 9 15 18 19 24 8
## [4345] 22 2 25 11 29 29 13 19 22 3 4 9 22 30 24 13 9 3 15 2 26 6 1 30
## [4369] 17 1 9 18 2 24 25 3 23 15 25 26 19 20 23 3 22 3 18 10 1 26 15 24
## [4393] 18 19 12 3 16 8 27 27 3 22 10 1 27 5 26 3 12 5 9 25 4 25 27 3
## [4417] 4 1 29 17 29 18 26 17 19 20 2 18 19 30 7 28 15 12 15 25 6 30 14 10
## [4441] 2 23 14 15 27 10 30 19 20 22 19 29 15 16 22 19 11 6 5 12 22 26 17 11
## [4465] 12 28 1 24 24 7 6 7 23 2 20 2 30 22 1 10 29 19 1 13 14 1 13 30
## [4489] 15 2 17 26 20 20 3 26 8 13 4 4 15 6 2 19 13 31 19 26 1 6 10 8
## [4513] 26 18 18 26 26 27 17 27 2 19 13 19 3 4 19 13 16 18 17 18 3 11 24 3
## [4537] 20 20 27 8 19 3 22 8 18 19 19 20 26 11 15 15 23 15 6 19 30 22 18 10
## [4561] 25 18 19 23 17 7 18 3 29 5 26 10 1 15 25 4 16 9 28 8 6 30 30 25
## [4585] 10 3 20 22 5 5 14 12 30 24 19 2 16 12 12 1 23 29 16 29 8 29 4 8
## [4609] 18 4 29 17 22 4 27 23 22 29 28 19 13 8 27 16 9 12 6 1 3 24 4 20
## [4633] 29 30 23 4 8 28 13 22 2 21 13 5 18 3 22 1 6 17 3 9 2 4 23 3
## [4657] 10 10 17 1 4 9 10 6 13 10 2 24 9 19 2 18 3 25 18 8 16 9 3 2
## [4681] 24 8 3 20 19 30 28 28 3 15 25 1 3 29 26 21 28 23 25 25 5 16 21 8
## [4705] 19 3 16 30 22 27 25 26 15 22 1 13 19 9 19 3 23 5 4 4 5 24 25 4
## [4729] 7 30 9 2 20 15 1 29 24 27 4 10 2 6 28 16 13 16 10 27 27 15 3 25
## [4753] 25 18 4 17 14 1 17 16 30 20 6 23 6 30 25 14 10 17 18 29 20 26 4 30
## [4777] 8 22 22 30 3 17 26 26 28 28 22 11 28 9 11 22 3 10 4 1 13 21 6 27
## [4801] 4 17 28 2 18 15 2 25 6 2 6 23 27 29 5 20 15 22 29 12 29 3 29 29
## [4825] 5 22 2 2 6 3 5 29 30 16 3 16 28 14 14 23 2 17 17 29 11 14 10 1
## [4849] 10 4 18 4 4 5 17 24 24 27 12 3 22 2 21 8 1 20 19 4 18 21 30 10
## [4873] 18 29 6 19 29 25 26 30 5 19 6 30 31 22 2 23 23 31 16 1 28 9 7 16
## [4897] 30 23 7 1 1 18 2 18 11 23 19 28 14 1 22 17 19 17 16 20 1 18 16 19
## [4921] 19 10 30 15 24 30 30 23 2 3 1 3 17 17 9 23 30 17 26 29 16 23 12 3
## [4945] 2 13 9 2 26 8 11 1 12 29 3 14 18 5 21 22 5 20 6 3 18 18 2 24
## [4969] 24 14 1 29 28 27 27 18 5 18 3 21 5 23 17 5 3 1 6 16 1 12 22 30
## [4993] 10 24 15 26 11 26 29 3 10 14 19 25 25 26 24 10 27 29 5 11 18 22 4 23
## [5017] 28 3 28 30 12 15 20 10 12 22 23 25 13 18 12 25 3 5 27 1 22 1 11 7
## [5041] 12 9 28 11 3 1 23 30 26 3 29 9 10 9 21 10 23 16 6 8 9 3 18 17
## [5065] 12 18 28 25 19 2 18 17 1 14 17 19 30 2 18 25 17 2 2 2 2 12 2 29
## [5089] 21 2 4 15 25 3 22 13 28 19 24 27 2 2 6 11 4 27 29 5 19 19 5 17
## [5113] 18 13 20 21 18 27 27 13 26 12 11 17 20 19 18 7 15 14 5 15 24 2 5 18
## [5137] 30 22 4 19 4 15 27 11 19 30 19 2 2 1 4 23 12 24 22 25 12 17 20 12
## [5161] 15 15 6 7 4 8 30 5 23 24 15 4 4 30 21 25 6 20 1 7 18 10 28 17
## [5185] 6 23 30 16 30 4 4 1 20 21 4 16 9 4 13 8 26 2 22 18 3 10 21 23
## [5209] 28 1 1 3 3 3 15 30 29 16 15 18 23 21 1 17 25 22 1 18 5 23 19 13
## [5233] 29 25 25 11 26 25 14 8 30 30 27 30 1 3 20 25 11 19 16 2 2 10 30 20
## [5257] 12 22 18 20 2 3 15 21 26 10 22 14 1 23 15 25 20 20 25 4 25 22 19 22
## [5281] 12 18 27 2 28 16 16 4 2 9 17 20 27 3 26 6 2 25 30 17 10 14 25 1
## [5305] 17 4 10 2 25 8 28 6 13 17 10 22 27 25 15 29 29 30 23 26 27 27 10 6
## [5329] 24 11 8 18 10 19 5 29 11 31 1 3 5 15 13 27 21 23 5 10 19 24 3 20
## [5353] 18 6 27 2 8 19 19 13 18 26 14 10 25 28 13 9 11 19 13 18 16 26 1 9
## [5377] 29 25 26 3 8 25 26 5 8 22 24 12 18 29 20 1 25 3 3 12 13 16 20 2
## [5401] 22 27 16 5 26 15 6 25 27 11 5 15 18 21 5 30 24 17 25 25 22 16 26 17
## [5425] 9 22 30 17 4 13 15 29 2 20 3 22 26 22 29 1 2 24 5 17 1 16 7 1
## [5449] 15 3 13 5 6 6 15 8 15 29 8 5 1 18 23 10 20 16 14 5 13 29 10 20
## [5473] 25 20 25 1 30 16 15 31 16 3 15 20 2 6 28 23 29 24 25 29 28 2 30 26
## [5497] 26 30 3 22 4 13 11 14 1 4 19 11 14 10 16 29 1 20 3 17 25 24 8 2
## [5521] 21 11 1 16 5 22 10 20 4 4 30 18 8 15 26 31 1 4 1 24 20 10 24 9
## [5545] 2 25 24 30 27 27 19 28 25 14 16 28 2 19 26 2 26 28 29 12 29 23 19 26
## [5569] 10 14 6 15 13 1 1 3 27 12 4 24 12 25 27 1 3 30 1 25 1 24 21 6
## [5593] 25 22 23 18 17 4 30 4 17 5 23 31 22 26 4 1 23 29 2 13 30 29 3 24
## [5617] 8 12 23 26 25 30 1 17 15 25 11 9 3 8 29 9 13 26 3 19 30 28 9 27
## [5641] 15 6 5 1 10 21 11 13 20 29 29 29 11 22 2 3 4 26 4 26 26 26 5 5
## [5665] 10 20 1 22 5 30 28 13 13 1 1 3 23 13 1 4 6 22 4 5 13 15 11 25
## [5689] 8 15 5 2 11 18 27 10 2 4 26 29 12 20 23 23 15 31 17 4 30 28 5 1
## [5713] 24 26 5 11 18 12 18 3 16 6 15 11 10 27 26 29 27 20 27 20 30 2 1 25
## [5737] 10 21 16 2 5 28 3 8 29 29 5 5 1 18 14 24 4 29 23 22 15 23 8 3
## [5761] 15 10 14 28 29 29 8 19 21 20 21 20 29 29 25 27 19 19 31 22 6 20 25 5
## [5785] 23 1 5 12 4 1 23 12 9 29 9 8 12 15 1 23 8 23 27 27 4 2 3 29
## [5809] 30 23 23 29 7 10 22 2 2 2 18 25 18 19 10 1 11 8 2 22 1 20 24 24
## [5833] 13 29 16 3 2 17 27 16 18 15 15 3 2 25 19 19 14 24 17 9 2 19 8 21
## [5857] 1 28 15 3 15 3 20 11 2 26 2 3 19 13 6 30 16 21 30 20 1 19 12 19
## [5881] 18 20 20 2 27 15 12 20 21 1 12 2 8 30 28 30 2 14 30 22 24 18 2 20
## [5905] 21 30 4 4 20 24 17 1 13 17 29 11 1 26 17 13 10 24 7 24 1 13 24 2
## [5929] 4 16 18 13 3 29 15 3 2 16 3 18 30 26 6 18 25 22 28 15 13 18 8 4
## [5953] 2 27 10 11 14 15 1 13 18 10 3 27 27 19 25 25 27 26 18 5 23 4 13 26
## [5977] 5 5 17 19 23 29 8 6 2 7 6 21 30 29 20 13 16 30 23 16 12 28 12 15
## [6001] 3 12 19 19 3 24 15 3 9 3 28 23 3 6 15 17 1 30 6 1 3 19 17 17
## [6025] 5 28 27 28 10 2 6 19 1 19 20 24 17 21 4 25 11 21 22 25 28 8 13 8
## [6049] 28 14 3 2 6 11 25 24 12 14 9 1 18 10 3 15 2 10 13 18 22 1 30 3
## [6073] 22 27 21 4 6 24 30 7 25 3 24 15 15 30 22 21 21 29 16 15 21 11 8 23
## [6097] 1 29 7 30 23 12 17 5 1 30 15 29 18 6 15 3 17 17 22 6 15 19 21 29
## [6121] 23 20 17 29 3 2 2 12 10 2 26 21 2 8 29 1 19 4 14 21 9 4 30 22
## [6145] 31 11 4 4 27 16 23 1 1 21 5 24 5 12 4 22 4 23 5 19 5 26 5 2
## [6169] 22 25 24 11 29 13 8 12 11 23 17 26 25 29 21 17 17 29 20 11 29 6 27 28
## [6193] 2 27 25 11 23 22 19 5 13 2 7 12 3 31 28 19 18 8 9 1 26 16 16 1
## [6217] 28 1 4 16 9 9 1 18 27 15 15 15 29 11 8 18 11 22 23 23 18 29 25 7
## [6241] 15 25 10 24 8 19 17 27 3 26 8 24 30 12 27 13 26 15 10 11 27 25 17 11
## [6265] 3 26 13 20 13 29 10 10 10 6 4 9 1 22 4 26 29 24 23 11 22 30 9 28
## [6289] 14 4 16 12 30 8 3 3 11 27 6 1 30 24 25 4 31 31 10 23 1 1 26 26
## [6313] 25 15 22 20 15 10 18 2 12 24 2 3 26 1 2 11 22 3 24 21 23 20 30 16
## [6337] 26 15 1 23 14 30 1 23 18 8 25 1 9 14 21 29 12 18 25 24 26 13 29 17
## [6361] 21 29 4 15 2 8 29 23 4 28 11 13 9 24 16 16 26 2 16 18 18 22 3 8
## [6385] 9 11 6 29 26 28 30 27 25 25 3 3 15 17 13 14 19 12 26 4 2 3 29 22
## [6409] 3 30 13 20 2 17 29 12 29 23 26 28 27 22 29 2 9 5 8 28 11 27 27 2
## [6433] 13 6 6 12 31 9 17 20 23 1 20 26 5 11 12 18 20 22 1 9 5 2 20 10
## [6457] 27 2 5 12 25 25 29 28 11 30 18 15 13 12 2 5 26 28 6 29 15 5 26 23
## [6481] 1 3 8 21 27 30 21 30 10 30 29 5 22 4 23 22 21 5 6 1 18 27 23 22
## [6505] 15 11 4 18 22 17 2 23 16 13 29 10 17 1 17 11 26 8 11 2 4 22 2 2
## [6529] 27 12 12 2 26 3 3 6 24 24 7 25 8 22 18 14 19 8 2 1 1 6 6 7
## [6553] 25 4 14 11 29 2 5 3 19 29 28 1 8 21 10 22 10 27 27 29 9 30 1 25
## [6577] 3 2 16 19 15 15 29 2 1 10 17 15 16 9 1 12 10 14 2 2 1 27 8 25
## [6601] 1 8 2 18 16 2 28 7 6 21 9 30 17 1 13 24 6 18 24 19 14 2 14 6
## [6625] 14 23 29 23 13 16 3 25 15 3 11 20 28 9 14 13 15 29 22 18 18 22 9 27
## [6649] 4 14 21 2 11 8 25 4 11 3 3 3 26 24 2 29 29 29 12 12 8 13 18 20
## [6673] 20 30 13 18 1 3 22 30 15 28 5 2 11 25 1 6 1 29 18 26 29 3 3 12
## [6697] 29 1 26 29 4 22 2 29 13 12 27 2 3 4 27 4 13 15 9 17 15 23 13 5
## [6721] 5 8 17 1 13 16 1 20 22 1 12 24 24 6 15 23 21 22 22 8 8 24 6 1
## [6745] 9 27 2 10 1 29 29 4 29 2 3 3 25 25 4 15 11 8 8 22 11 19 18 19
## [6769] 1 18 2 16 23 20 10 23 8 15 1 26 3 5 28 30 24 11 1 16 25 19 24 30
## [6793] 12 12 25 1 1 11 2 9 15 1 29 2 14 2 4 23 22 20 1 26 30 10 12 17
## [6817] 25 7 5 24 6 28 3 25 11 22 2 25 11 10 25 25 11 28 26 27 25 26 10 13
## [6841] 27 19 16 11 18 29 4 19 20 13 16 14 23 11 13 26 26 27 15 6 3 8 24 15
## [6865] 21 25 30 11 21 29 23 18 30 17 1 6 22 22 19 30 11 1 25 17 1 13 20 23
## [6889] 20 19 10 10 19 11 28 3 28 26 4 2 24 2 2 14 25 24 28 20 16 21 1 23
## [6913] 24 27 3 9 26 28 17 27 6 23 27 23 4 22 1 29 18 14 16 4 20 13 3 9
## [6937] 27 4 5 17 28 23 1 23 23 23 15 22 13 21 15 7 29 4 19 11 25 29 15 28
## [6961] 4 19 4 16 5 16 13 24 17 14 16 13 25 3 3 4 19 20 18 30 25 11 6 5
## [6985] 4 25 30 18 22 29 1 30 23 28 23 16 6 6 23 2 7 11 7 5 26 26 18 15
## [7009] 29 6 26 9 29 30 28 28 18 5 24 29 1 19 19 1 4 22 9 3 6 9 10 23
## [7033] 26 8 6 27 23 2 13 5 13 15 2 19 9 20 20 20 15 22 13 3 24 27 15 25
## [7057] 17 6 1 10 25 30 1 29 22 14 17 28 3 28 22 24 19 19 1 24 1 16 3 26
## [7081] 23 15 15 16 30 31 12 25 12 21 18 18 30 16 22 2 15 1 6 22 14 1 12 15
## [7105] 12 4 10 10 30 13 19 6 8 9 29 11 22 27 26 27 4 29 9 6 22 27 4 16
## [7129] 16 10 15 15 1 19 7 18 7 22 4 20 25 3 9 16 24 7 27 16 14 28 6 19
## [7153] 26 15 29 27 28 27 13 4 20 26 2 27 1 23 30 30 25 12 12 18 24 22 29 10
## [7177] 10 18 18 6 17 18 26 28 22 3 4 18 22 1 1 1 8 25 26 24 20 13 15 15
## [7201] 24 21 24 3 16 30 9 20 3 26 8 18 18 25 15 3 15 25 18 28 26 22 3 30
## [7225] 5 20 30 17 1 4 29 1 22 19 22 16 15 11 29 8 1 12 2 26 11 15 16 3
## [7249] 2 24 27 29 2 23 31 25 13 24 1 2 10 9 27 30 13 7 30 21 5 23 18 8
## [7273] 30 30 18 11 20 18 13 21 4 5 15 1 30 4 25 2 8 25 21 30 25 26 12 1
## [7297] 15 2 8 7 1 18 31 19 12 3 11 11 21 5 21 23 30 16 17 24 23 16 17 3
## [7321] 16 2 3 3 28 20 21 15 30 2 13 5 3 21 4 30 16 17 1 28 27 20 21 21
## [7345] 30 27 5 8 26 16 11 13 7 7 17 5 7 4 6 23 1 22 24 24 21 2 14 1
## [7369] 9 9 28 9 12 5 11 26 15 6 1 26 11 6 13 25 26 5 28 22 30 21 30 30
## [7393] 1 6 7 30 2 13 25 10 14 4 16 11 5 22 1 27 4 17 17 16 5 16 25 29
## [7417] 29 16 20 20 23 23 30 1 9 9 14 24 24 2 1 15 15 26 26 30 30 15 5 7
## [7441] 20 26 26 28 22 22 17 6 2 31 25 10 16 26 12 29 6 1 1 6 4 30 2 8
## [7465] 9 24 13 14 15 15 24 30 18 10 1 23 30 6 16 17 26 13 26 3 9 6 8 30
## [7489] 21 19 1 1 22 7 25 25 20 21 18 1 24 23 3 24 5 18 25 22 15 23 15 28
## [7513] 29 16 16 25 27 28 14 30 2 9 27 20 12 4 5 10 9 19 26 1 23 31 16 21
## [7537] 5 1 11 2 2 2 11 10 9 28 29 19 1 10 1 29 23 10 18 12 6 16 3 2
## [7561] 28 17 25 6 25 27 14 26 5 6 20 29 1 26 7 2 18 28 20 3 17 21 25 12
## [7585] 1 18 13 12 24 2 15 26 6 26 15 15 29 11 27 19 4 20 31 24 23 21 11 16
## [7609] 25 11 27 21 18 20 4 22 22 7 18 6 16 16 13 11 2 18 6 17 23 1 10 4
## [7633] 2 24 23 1 17 24 3 29 29 23 31 15 16 4 19 17 6 7 3 8 19 12 11 4
## [7657] 23 24 16 2 8 13 4 25 20 17 29 28 21 23 28 8 30 25 24 9 13 1 23 1
## [7681] 2 6 12 26 3 11 27 20 20 28 22 20 18 2 25 11 13 13 7 24 24 4 15 30
## [7705] 22 8 4 24 9 24 22 21 1 2 15 25 19 16 9 3 27 26 16 21 15 13 2 15
## [7729] 28 25 26 29 16 18 1 3 19 8 4 6 21 5 1 8 2 16 16 29 13 8 3 30
## [7753] 31 31 19 5 22 11 23 22 24 7 15 29 22 10 22 11 3 25 27 25 25 17 27 2
## [7777] 25 19 19 26 29 2 11 18 22 19 20 19 4 19 20 20 1 4 18 20 22 9 24 1
## [7801] 1 6 4 10 8 26 9 25 27 4 2 26 6 20 10 23 11 12 12 8 24 18 15 27
## [7825] 14 18 11 7 6 1 1 5 13 11 25 22 16 17 1 17 19 3 3 3 4 4 25 30
## [7849] 30 10 10 13 6 27 1 7 23 26 2 2 13 27 10 24 15 23 9 3 22 24 29 25
## [7873] 7 14 16 11 15 2 19 25 3 4 28 8 26 22 5 5 17 17 1 10 16 28 23 12
## [7897] 18 2 13 18 29 3 20 5 30 30 11 22 22 18 30 31 2 13 13 9 24 24 8 1
## [7921] 1 3 5 18 26 8 28 12 26 16 24 25 9 24 13 3 27 1 26 18 20 11 4 28
## [7945] 5 29 22 23 10 27 3 11 22 9 21 6 20 25 18 22 22 6 2 1 24 13 13 30
## [7969] 29 16 17 29 30 7 1 8 18 11 13 9 1 24 9 13 2 14 23 30 15 3 16 23
## [7993] 4 30 4 29 22 30 30 11 1 8 10 6 10 25 3 8 27 28 15 1 6 15 10 20
## [8017] 21 14 24 1 21 20 29 10 3 1 18 15 2 29 24 26 8 23 12 13 2 19 24 12
## [8041] 19 25 25 27 15 15 27 29 11 30 6 22 17 3 22 22 23 8 8 4 5 20 10 2
## [8065] 4 2 10 25 13 17 15 29 28 17 30 22 2 26 16 20 5 20 21 18 25 27 6 1
## [8089] 4 25 23 12 29 25 26 5 2 9 9 28 8 11 28 8 1 22 10 28 24 26 28 11
## [8113] 29 18 25 15 20 19 4 21 22 28 1 22 23 4 21 21 17 11 4 9 10 6 2 30
## [8137] 29 30 16 30 31 23 24 12 1 1 25 14 22 31 10 1 2 28 17 15 16 17 12 4
## [8161] 16 23 4 5 9 19 11 5 20 21 27 2 16 2 2 17 23 8 19 15 20 27 18 30
## [8185] 26 25 28 4 2 3 26 4 20 20 4 11 20 22 28 1 15 17 5 23 23 7 21 22
## [8209] 12 24 26 18 25 29 29 20 16 6 19 28 4 29 4 3 30 12 7 25 30 17 9 18
## [8233] 15 26 26 16 16 14 13 4 17 1 25 8 8 27 12 3 3 28 10 28 4 21 30 29
## [8257] 30 13 1 8 3 20 18 25 26 27 31 17 13 13 1 18 19 8 27 20 5 30 29 1
## [8281] 2 23 2 26 18 18 15 22 26 30 15 26 29 6 6 1 7 17 14 9 9 26 27 29
## [8305] 3 3 2 20 9 3 25 9 17 24 24 11 22 30 28 15 29 2 6 16 10 26 27 30
## [8329] 18 30 14 2 30 15 11 1 30 22 16 30 30 29 5 7 25 11 23 13 3 13 17 30
## [8353] 9 23 24 9 18 9 7 7 11 26 2 26 1 10 17 25 18 10 29 12 12 9 25 3
## [8377] 11 28 20 12 12 12 11 25 3 4 29 18 20 20 7 5 19 19 20 3 22 5 3 2
## [8401] 21 27 18 22 3 3 22 23 20 23 13 14 5 1 4 16 15 6 25 25 12 8 25 10
## [8425] 27 18 20 12 29 6 19 19 6 28 8 29 12 11 21 8 3 25 23 21 17 11 29 25
## [8449] 20 15 29 18 5 17 13 26 21 25 1 26 13 7 26 18 18 10 3 13 27 9 30 14
## [8473] 15 17 12 27 5 19 12 13 8 23 9 20 28 14 15 19 24 19 19 24 16 16 28 14
## [8497] 11 11 19 29 2 9 28 20 2 13 2 16 25 29 19 2 2 29 4 30 26 25 16 28
## [8521] 20 16 17 17 30 20 10 2 4 5 21 18 6 6 17 23 22 13 13 16 29 20 7 22
## [8545] 17 17 20 21 23 7 26 19 22 8 21 21 1 26 1 8 10 13 19 4 12 25 5 10
## [8569] 25 2 2 4 13 12 12 2 28 26 13 19 13 27 11 29 17 4 18 12 10 24 30 4
## [8593] 17 10 20 4 18 2 2 1 19 2 27 18 6 6 11 3 1 19 27 31 7 18 15 21
## [8617] 19 4 11 7 10 29 3 20 12 25 25 25 12 18 30 26 29 19 18 28 13 13 23 18
## [8641] 8 26 22 17 12 15 17 17 29 29 4 29 30 22 20 27 26 30 10 22 15 2 5 29
## [8665] 22 28 5 27 25 25 25 22 5 25 29 27 19 29 1 1 19 29 7 17 5 19 6 6
## [8689] 18 16 16 4 27 3 3 21 25 10 30 30 22 19 8 2 11 9 18 28 30 19 30 21
## [8713] 24 19 1 7 7 29 6 12 14 10 10 24 6 27 8 29 15 25 15 2 12 17 7 30
## [8737] 18 18 19 13 16 4 2 27 25 17 16 31 23 17 26 11 12 10 25 25 9 10 2 12
## [8761] 25 10 3 19 19 11 11 2 18 5 18 18 19 4 18 18 17 10 20 3 19 16 6 2
## [8785] 30 20 30 18 18 30 27 28 23 24 6 7 1 2 12 14 19 21 6 8 10 22 18 2
## [8809] 5 22 5 15 20 2 7 15 24 21 25 22 14 18 23 9 24 29 8 26 15 10 9 9
## [8833] 6 26 18 9 28 2 18 29 24 10 25 27 12 5 12 29 29 5 27 19 18 8 16 16
## [8857] 26 4 1 4 2 30 22 12 7 11 16 15 12 23 30 8 24 26 25 8 23 25 10 25
## [8881] 23 3 16 25 9 29 3 12 8 2 7 2 19 23 6 15 19 30 10 28 18 25 16 18
## [8905] 10 2 26 22 9 7 16 24 23 3 8 27 28 18 1 8 4 1 13 14 5 2 16 22
## [8929] 5 24 1 19 9 30 3 27 15 15 13 24 11 31 5 18 29 19 20 13 28 28 22 29
## [8953] 2 21 25 29 25 20 30 11 13 28 18 24 11 4 17 16 15 18 24 16 2 3 19 27
## [8977] 18 1 17 8 9 14 5 30 18 27 6 28 6 1 19 25 29 19 19 5 28 15 10 24
## [9001] 5 21 5 25 8 2 31 20 2 9 3 22 6 6 6 28 8 12 15 7 17 21 10 6
## [9025] 18 26 17 23 25 12 1 7 12 23 18 28 26 29 26 5 18 11 26 9 1 27 15 11
## [9049] 6 22 2 20 15 16 29 17 29 25 2 5 16 1 2 23 7 29 14 16 2 4 2 30
## [9073] 4 13 22 24 15 10 8 4 30 18 26 26 1 18 11 26 1 24 1 12 20 28 18 29
## [9097] 19 6 1 9 3 13 30 8 26 25 13 31 2 19 20 29 22 4 10 6 27 10 29 4
## [9121] 12 5 13 28 3 13 15 14 26 8 9 14 12 29 17 12 24 14 24 17 24 30 30 16
## [9145] 26 18 20 29 13 28 13 15 1 25 10 20 21 25 18 25 29 2 12 18 1 19 2 5
## [9169] 2 19 6 3 5 28 25 19 1 12 17 5 22 22 3 3 3 12 30 9 5 5 29 18
## [9193] 26 6 8 21 2 7 8 8 24 5 1 18 9 1 1 16 30 20 7 14 24 25 25 29
## [9217] 16 31 28 28 12 6 17 15 16 25 18 19 15 28 27 15 17 9 30 5 18 11 8 2
## [9241] 11 28 8 16 25 18 15 17 1 2 25 20 22 19 29 11 18 24 8 1 18 25 2 23
## [9265] 3 31 8 16 18 18 21 12 13 16 16 6 22 25 9 17 10 30 12 27 19 20 3 10
## [9289] 15 12 28 30 22 22 22 11 12 2 19 3 1 13 3 3 25 29 4 19 10 1 2 22
## [9313] 22 27 18 21 16 7 22 17 20 18 1 24 24 25 11 16 19 5 6 20 11 19 17 13
## [9337] 20 8 21 16 4 29 18 5 30 13 25 1 4 19 19 2 17 29 24 17 6 7 19 22
## [9361] 23 3 25 24 25 13 23 25 2 12 27 26 5 18 4 17 13 18 11 12 8 28 11 30
## [9385] 2 12 12 20 20 4 2 20 6 1 7 19 10 3 5 2 29 21 7 11 15 7 4 18
## [9409] 21 2 25 25 24 20 8 19 1 7 12 15 19 21 25 3 7 10 12 20 11 5 2 5
## [9433] 18 8 16 27 9 10 15 13 6 25 6 24 8 17 22 18 27 18 15 2 6 16 3 19
## [9457] 5 2 29 13 19 4 29 16 9 17 2 10 26 21 18 22 30 24 25 22 22 1 18 4
## [9481] 10 5 26 17 2 20 18 27 10 30 30 27 15 25 13 11 11 7 17 22 7 5 26 25
## [9505] 21 25 12 13 18 11 7 1 26 7 2 12 2 21 3 7 4 27 10 2 25 3 2 19
## [9529] 13 22 28 15 1 3 17 27 18 8 5 17 27 9 25 15 26 6 22 27 24 23 25 11
## [9553] 16 29 29 29 17 19 19 6 29 25 20 25 25 24 25 10 9 4 29 17 11 16 10 18
## [9577] 3 17 15 19 26 21 29 19 19 13 10 18 16 17 11 18 18 13 9 14 28 10 18 26
## [9601] 18 18 14 30 18 3 30 29 21 29 3 14 20 27 29 15 9 8 21 19 25 29 3 13
## [9625] 18 12 18 8 22 18 23 19 13 19 21 19 16 19 18 20 19 12 3 14 30 30 19 17
## [9649] 17 20 9 27 17 17 21 14 26 5 27 6 16 1 16 22 22 29 29 10 5 24 22 6
## [9673] 3 5 6 12 19 1 24 15 19 25 8 8 2 25 26 13 11 13 13 5 4 8 10 12
## [9697] 11 7 30 9 10 29 22 18 28 15 24 28 9 14 5 19 29 20 25 5 25 21 5 29
## [9721] 13 11 11 25 12 8 11 24 16 30 9 24 25 8 9 6 24 26 16 7 15 10 27 24
## [9745] 18 1 23 17 2 7 6 27 1 5 17 25 19 18 4 19 10 26 23 31 3 20 21 5
## [9769] 10 19 2 15 10 4 12 7 17 20 30 9 3 3 9 25 27 26 1 18 26 10 10 10
## [9793] 5 17 24 1 19 18 26 3 8 18 19 19 19 18 19 19 29 2 20 1 4 18 6 21
## [9817] 30 29 18 16 16 8 28 27 20 28 15 13 3 5 30 24 27 6 29 21 5 7 22 24
## [9841] 30 9 19 19 17 7 19 17 29 18 17 2 17 7 3 9 19 24 19 30 9 8 2 11
## [9865] 7 2 28 4 28 6 3 6 8 7 9 25 12 18 21 17 13 30 12 28 9 8 29 1
## [9889] 15 11 3 9 25 8 1 13 7 7 13 8 30 1 14 13 19 19 18 2 3 20 19 19
## [9913] 2 19 29 30 12 29 16 2 19 20 1 9 16 18 16 11 4 10 6 5 18 14 14 1
## [9937] 18 30 17 7 11 22 8 29 29 28 29 25 19 18 20 19 21 29 30 4 16 31 25 15
## [9961] 29 17 7 2 11 19 18 5 16 24 1 6 15 5 12 1 18 26 5 16 15 16 17 31
## [9985] 25 17 22 19 17 11 21 30 23 23 14 4 4 3 20 12 2 27 25 12 1 16 9 30
## [10009] 30 3 3 2 5 9 8 20 8 24 7 4 25 11 30 27 28 19 15 18 20 14 18 17
## [10033] 29 27 2 10 30 26 13 16 8 11 14 5 10 28 3 8 9 24 14 12 27 30 14 30
## [10057] 20 28 28 28 20 21 29 5 17 15 12 25 29 16 2 22 1 11 29 16 24 24 22 9
## [10081] 25 8 8 17 30 12 17 26 23 1 16 4 23 28 23 15 10 4 4 13 3 18 29 9
## [10105] 17 4 11 22 30 28 18 28 28 29 8 29 6 20 2 30 6 29 15 25 20 14 6 29
## [10129] 29 28 25 29 16 29 19 25 20 16 17 25 15 19 5 23 1 3 9 30 30 7 18 3
## [10153] 14 9 18 4 19 26 19 19 11 30 29 3 22 4 8 6 8 8 29 11 6 7 9 31
## [10177] 16 1 9 19 10 7 2 26 12 13 13 16 25 13 11 9 2 16 4 4 13 7 26 27
## [10201] 9 16 9 14 24 28 12 3 25 1 18 11 9 15 12 24 29 12 27 7 30 14 5 22
## [10225] 1 30 28 13 23 7 3 25 28 28 28 19 18 13 3 29 20 18 4 16 8 10 1 19
## [10249] 4 12 2 9 1 16 1 10 11 29 11 16 28 4 30 15 8 19 28 17 29 2 18 29
## [10273] 1 3 26 20 16 9 3 30 25 22 17 17 11 11 26 18 21 10 29 20 23 18 19 19
## [10297] 20 19 17 19 29 3 15 21 12 20 12 2 13 15 10 20 24 18 19 14 10 18 28 2
## [10321] 5 5 16 18 28 27 6 5 30 30 26 19 5 30 30 19 3 22 24 6 21 7 12 9
## [10345] 15 21 28 2 9 15 24 2 13 5 25 20 24 16 25 27 13 30 8 24 23 28 20 26
## [10369] 29 18 27 23 12 25 13 18 5 4 25 18 13 19 18 2 10 10 2 16 19 11 17 11
## [10393] 29 18 9 18 4 4 2 10 1 18 29 30 16 19 5 30 27 11 3 16 23 22 1 19
## [10417] 18 22 16 8 25 12 3 3 11 24 12 19 26 20 4 7 26 23 3 13 16 25 23 24
## [10441] 24 9 18 27 10 2 9 2 26 2 11 9 20 9 20 25 24 12 24 21 4 3 15 28
## [10465] 4 20 17 7 22 4 30 25 11 30 10 22 17 18 26 26 4 5 6 1 12 21 22 4
## [10489] 1 1 19 9 25 1 9 26 16 23 13 21 15 15 29 1 22 14 8 15 18 25 4 5
## [10513] 30 13 5 15 5 4 16 2 18 28 27 15 25 23 6 30 7 19 14 27 1 9 10 22
## [10537] 30 27 16 13 12 29 6 7 25 2 9 19 30 1 10 19 8 5 30 17 2 17 12 25
## [10561] 29 28 28 25 27 16 20 22 16 13 10 11 2 23 26 13 27 28 19 5 11 5 16 19
## [10585] 10 14 17 27 29 18 21 22 1 18 29 19 1 23 1 3 19 14 25 4 15 19 10 24
## [10609] 13 28 28 11 19 13 3 20 13 5 17 20 20 9 29 30 9 12 24 26 3 31 2 6
## [10633] 12 14 1 4 30 18 22 30 30 30 11 12 2 18 18 10 30 21 21 16 4 5 28 6
## [10657] 18 18 26 18 4 29 21 30 19 2 5 23 19 23 1 6 12 20 2 20 26 26 17 7
## [10681] 1 23 9 1 28 1 8 12 2 12 11 25 25 2 22 28 14 14 6 9 11 11 16 16
## [10705] 26 3 25 23 29 9 29 12 25 26 26 13 15 17 8 25 28 25 12 17 5 29 11 12
## [10729] 29 4 16 28 2 6 18 19 3 3 9 9 21 1 10 12 21 31 16 12 27 1 2 19
## [10753] 27 1 13 20 22 11 18 13 25 18 10 29 3 21 21 20 4 11 28 2 4 18 1 1
## [10777] 3 2 28 8 9 3 30 20 17 2 22 1 7 19 19 3 12 4 25 23 10 18 22 4
## [10801] 30 6 21 21 4 16 25 25 25 25 2 22 18 15 8 16 1 10 30 3 27 13 9 2
## [10825] 3 4 13 4 20 11 15 15 30 25 4 20 3 18 13 6 22 9 17 17 28 2 1 12
## [10849] 21 6 8 17 22 25 2 4 6 6 8 30 6 21 6 2 12 8 25 28 1 10 11 9
## [10873] 4 14 24 2 14 7 1 2 29 26 26 9 11 13 2 1 13 13 14 3 19 19 1 9
## [10897] 28 11 20 16 29 19 19 19 18 17 17 29 8 15 12 11 17 29 21 27 1 30 29 29
## [10921] 16 1 25 18 21 21 20 10 19 18 19 24 19 4 15 28 7 7 7 21 18 3 9 15
## [10945] 2 5 15 18 28 4 9 9 2 16 11 11 4 3 24 24 15 7 11 6 30 22 1 6
## [10969] 3 23 18 19 7 7 2 10 22 27 29 13 11 2 2 7 24 8 13 1 25 29 3 4
## [10993] 17 29 29 17 6 10 26 23 16 2 7 2 27 6 27 26 20 19 28 25 20 16 30 19
## [11017] 7 6 13 14 24 2 24 5 18 12 13 3 19 9 24 23 15 27 16 4 29 20 27 13
## [11041] 2 2 22 16 18 18 5 12 1 15 4 15 28 2 18 14 29 13 8 2 21 14 11 12
## [11065] 18 18 18 16 16 2 27 9 2 11 5 17 27 23 10 12 3 28 17 29 18 19 27 11
## [11089] 27 3 10 29 19 18 28 2 21 4 19 11 2 12 12 25 7 15 28 18 29 20 29 23
## [11113] 16 16 2 2 20 28 27 17 4 4 17 1 30 6 21 30 16 2 1 8 25 30 2 11
## [11137] 26 23 2 2 27 9 10 24 19 18 29 10 30 29 29 29 17 9 5 9 30 17 25 17
## [11161] 2 17 1 11 29 7 3 9 21 6 19 29 30 26 3 1 8 5 1 30 22 23 30 4
## [11185] 27 7 15 6 6 2 2 8 26 2 26 8 2 9 9 14 29 18 14 29 3 27 3 3
## [11209] 14 30 15 16 16 19 17 28 18 1 25 2 18 19 21 29 15 30 4 3 14 7 30 18
## [11233] 25 4 10 8 3 6 11 3 2 15 29 7 24 22 29 17 25 15 9 26 18 4 16 29
## [11257] 19 5 25 6 29 18 4 4 29 19 29 21 21 3 29 25 29 30 1 21 5 29 16 14
## [11281] 19 16 5 21 8 30 9 25 11 22 22 22 23 15 25 29 23 27 25 11 27 12 15 6
## [11305] 6 12 1 20 13 18 27 23 12 25 18 29 18 25 27 27 3 18 18 27 19 19 6 28
## [11329] 4 29 19 16 29 6 3 8 18 5 18 4 1 11 22 22 21 17 15 4 3 23 1 21
## [11353] 22 2 2 22 19 1 19 8 21 21 21 16 20 4 19 2 6 18 8 25 25 12 6 9
## [11377] 14 12 16 13 18 4 11 19 20 6 10 6 16 17 17 16 2 9 25 25 29 11 16 21
## [11401] 11 26 10 29 28 30 13 14 26 19 20 20 2 29 19 16 29 2 1 6 11 1 20 9
## [11425] 15 24 26 2 19 1 4 7 21 1 24 18 2 12 11 17 18 30 1 3 6 20 17 24
## [11449] 14 17 20 30 3 2 9 1 18 28 8 16 30 30 27 21 2 6 22 7 26 18 10 25
## [11473] 8 18 28 17 1 24 24 28 12 12 2 27 20 15 17 21 3 8 12 18 3 19 16 16
## [11497] 2 12 22 7 8 24 28 29 19 17 26 3 20 2 16 15 16 16 24 23 2 13 15 5
## [11521] 25 6 16 17 24 2 18 29 17 22 6 13 23 25 25 29 29 1 26 18 28 19 27 2
## [11545] 28 29 29 3 5 5 8 10 31 30 25 2 1 18 11 2 15 7 4 16 23 30 7 6
## [11569] 7 26 7 28 18 21 17 29 23 24 25 4 22 13 25 8 9 9 29 26 17 17 14 3
## [11593] 30 5 30 11 13 23 25 29 25 25 19 14 6 21 26 13 9 30 24 2 29 13 17 17
## [11617] 25 6 26 3 20 4 30 7 25 8 25 16 18 29 4 5 7 7 27 16 26 3 20 23
## [11641] 5 28 22 5 12 13 28 18 2 19 16 13 10 2 18 2 2 29 29 30 6 2 4 4
## [11665] 2 30 25 12 25 3 1 19 2 19 4 26 4 3 23 25 25 8 30 24 10 25 4 27
## [11689] 29 1 17 17 19 5 22 11 1 26 9 9 29 23 1 18 27 21 2 12 9 20 16 29
## [11713] 6 21 21 25 12 28 28 10 3 17 22 11 7 3 9 16 29 16 1 11 2 2 15 22
## [11737] 1 7 21 12 26 18 13 19 13 6 4 29 23 3 16 29 30 18 13 22 15 20 24 22
## [11761] 29 26 21 29 22 2 20 21 1 6 10 24 20 13 10 9 20 9 28 13 18 1 11 22
## [11785] 22 10 15 10 25 28 19 7 8 14 26 22 13 19 21 28 2 31 30 25 6 30 14 22
## [11809] 14 4 25 30 6 21 9 2 21 27 17 15 26 22 5 15 11 8 30 17 17 28 13 25
## [11833] 8 22 22 14 23 10 24 13 15 30 15 25 19 7 27 25 30 2 1 9 8 25 27 29
## [11857] 3 9 12 23 28 16 4 22 24 24 25 1 4 6 10 20 3 6 7 20 30 15 7 26
## [11881] 20 12 16 5 11 17 31 22 19 27 19 10 1 26 27 29 5 22 14 19 11 19 6 22
## [11905] 29 30 13 11 31 1 15 25 6 30 22 9 29 30 10 9 28 6 1 21 9 29 15 14
## [11929] 24 22 30 22 24 22 19 23 21 18 27 14 12 3 7 15 17 10 21 30 3 15 6 23
## [11953] 8 30 23 21 23 4 26 22 17 1 28 26 8 30 24 19 4 29 14 19 17 4 8 14
## [11977] 14 8 16 17 1 5 3 5 24 25 13 29 17 18 14 15 24 7 27 7 25 30 3 22
## [12001] 17 18 8 19 20 27 27 13 26 2 13 1 5 18 27 22 19 26 7 28 22 22 20 13
## [12025] 30 22 3 19 23 29 21 22 6 24 22 30 13 25 25 16 8 5 25 19 28 27 10 20
## [12049] 12 19 17 4 10 3 30 30 10 21 30 23 26 12 26 21 18 26 17 28 28 23 15 9
## [12073] 29 28 31 21 28 2 6 10 29 12 4 6 30 2 30 4 26 6 12 9 16 20 1 11
## [12097] 8 19 22 16 27 3 4 25 11 8 12 10 29 28 27 16 17 27 6 14 22 13 24 12
## [12121] 28 27 29 20 11 20 24 26 23 27 29 24 2 17 25 5 17 31 16 18 21 30 4 27
## [12145] 21 26 11 27 17 23 22 17 21 26 15 28 23 27 30 28 6 20 5 4 22 15 9 23
## [12169] 16 22 27 6 22 20 19 8 16 15 18 12 16 24 16 28 2 14 8 29 15 30 25 16
## [12193] 11 14 19 17 5 15 25 23 13 1 18 26 13 5 22 10 16 15 24 8 27 10 29 18
## [12217] 20 30 2 21 2 20 28 20 16 10 1 14 4 22 30 16 24 23 5 27 30 30 18 19
## [12241] 2 28 12 18 1 13 8 11 27 16 21 10 30 1 23 24 14 29 8 14 5 25 8 30
## [12265] 21 2 1 29 30 22 5 23 4 28 23 17 12 2 24 27 25 13 5 22 13 7 26 22
## [12289] 22 12 29 2 23 6 16 15 14 20 27 21 20 28 4 6 18 27 29 23 24 21 5 23
## [12313] 8 26 30 22 30 19 2 22 23 15 20 3 2 25 4 25 23 6 21 12 14 23 24 22
## [12337] 21 7 7 14 9 19 22 27 19 1 3 4 3 16 30 29 25 28 20 14 14 29 24 19
## [12361] 23 12 26 18 16 8 19 20 4 6 25 10 10 2 17 19 27 27 26 19 24 20 28 29
## [12385] 18 14 23 12 4 5 14 12 12 10 7 2 22 4 26 31 19 10 27 26 4 23 8 4
## [12409] 21 13 23 18 28 1 28 22 15 5 29 22 23 25 13 22 19 29 15 27 19 22 3 22
## [12433] 12 22 13 1 21 25 27 10 21 30 29 21 23 23 16 23 29 6 22 8 8 14 12 20
## [12457] 14 14 30 26 30 17 7 4 22 11 9 11 2 29 4 16 18 8 16 16 27 10 24 22
## [12481] 23 28 27 21 28 13 24 14 23 25 12 23 29 20 20 4 22 14 20 22 2 3 20 22
## [12505] 22 5 22 27 1 21 22 23 8 23 31 23 19 1 23 8 18 12 10 6 17 8 24 9
## [12529] 4 28 29 11 13 15 4 30 30 16 29 21 10 5 4 11 9 27 30 30 17 17 20 30
## [12553] 21 30 15 8 21 17 23 6 21 5 22 22 10 21 16 26 29 25 12 14 27 17 20 1
## [12577] 27 5 20 3 23 7 13 12 14 9 11 7 8 29 1 21 1 18 21 2 25 3 22 28
## [12601] 30 13 6 17 22 30 7 4 4 16 27 26 16 30 8 27 6 17 19 7 14 14 23 30
## [12625] 17 19 24 16 2 25 7 24 5 19 24 27 17 16 27 25 8 12 4 22 28 29 12 1
## [12649] 15 3 29 16 15 30 30 15 30 14 29 29 2 22 6 4 13 4 30 4 22 17 10 20
## [12673] 3 15 27 14 23 28 28 7 8 22 11 7 20 30 28 9 17 1 12 27 26 5 26 4
## [12697] 25 8 13 22 17 30 5 3 22 27 20 14 2 22 30 22 21 14 30 23 26 23 30 17
## [12721] 21 3 24 6 2 10 30 8 1 22 30 27 13 27 29 9 20 24 19 23 23 27 15 18
## [12745] 4 21 20 15 29 29 2 8 28 28 8 7 7 10 4 30 26 6 29 14 29 29 28 24
## [12769] 18 27 20 29 5 18 19 20 17 9 3 27 6 24 25 28 22 22 22 27 14 24 17 1
## [12793] 22 3 30 23 30 10 11 22 26 22 27 5 13 16 2 5 17 15 17 29 22 11 22 15
## [12817] 6 28 13 23 3 4 16 17 19 15 30 16 30 30 28 22 11 25 30 27 24 12 22 25
## [12841] 22 20 21 28 12 21 19 14 18 29 15 15 21 16 28 30 29 29 16 18 18 31 27 27
## [12865] 6 18 30 12 12 17 17 5 18 28 12 19 18 10 1 8 22 14 14 25 24 25 2 11
## [12889] 1 19 8 26 24 21 12 18 15 17 16 15 24 23 16 10 5 4 20 29 21 6 28 21
## [12913] 11 26 5 28 27 25 6 18 20 20 16 30 11 9 15 18 23 12 16 6 29 2 31 29
## [12937] 25 29 8 29 20 18 7 25 15 17 16 24 14 14 24 10 11 28 8 18 3 28 18 6
## [12961] 9 12 6 11 2 5 23 15 4 16 1 12 23 23 22 2 29 22 9 8 28 30 30 30
## [12985] 21 7 7 4 27 30 29 15 1 30 2 6 7 6 7 25 22 3 1 3 12 7 17 14
## [13009] 1 22 21 10 5 4 28 17 27 18 24 6 19 25 17 21 10 28 17 20 7 28 31 25
## [13033] 15 1 1 13 26 13 7 23 8 21 21 29 21 9 4 6 7 6 18 14 22 16 16 1
## [13057] 15 29 26 20 8 20 8 30 15 22 14 27 12 5 2 5 5 17 21 14 13 10 8 28
## [13081] 3 21 17 10 16 22 10 5 11 6 15 25 25 23 25 8 21 1 1 18 19 21 17 19
## [13105] 12 10 26 29 1 14 12 12 2 12 17 26 29 6 3 4 12 27 28 5 4 25 10 25
## [13129] 25 12 19 28 28 27 2 4 31 19 18 3 19 30 3 6 25 21 24 13 24 12 25 26
## [13153] 23 18 10 29 6 22 6 5 21 3 3 3 17 10 30 8 4 17 4 18 25 19 20 31
## [13177] 2 5 21 23 18 13 9 10 25 7 20 18 23 14 20 8 8 10 16 21 10 17 10 10
## [13201] 7 7 13 10 30 4 5 24 14 15 7 7 30 22 12 11 20 10 28 7 22 22 22 14
## [13225] 24 7 15 15 23 14 15 9 21 8 14 24 16 10 16 7 24 18 29 13 12 1 25 16
## [13249] 22 7 10 19 9 20 23 13 7 15 18 15 27 8 2 6 15 7 12 21 3 1 7 20
## [13273] 26 16 8 19 16 28 3 13 17 21 14 5 1 13 26 18 31 21 6 20 29 24 22 29
## [13297] 18 27 29 3 12 28 13 4 7 30 26 31 24 16 6 12 17 8 30 2 15 5 6 21
## [13321] 2 28 18 13 5 3 31 15 22 15 12 14 15 18 15 2 30 23 24 12 21 16 13 13
## [13345] 1 15 14 9 20 12 21 26 26 30 15 10 24 21 8 2 24 21 8 18 16 14 22 11
## [13369] 14 14 29 27 14 28 28 30 24 3 4 23 15 1 15 6 27 18 17 30 24 23 30 4
## [13393] 20 31 16 17 24 25 14 9 29 10 10 14 9 25 17 30 25 26 25 24 28 8 4 10
## [13417] 3 14 8 11 15 9 9 15 31 10 28 22 5 12 25 1 4 11 5 7 24 6 5 4
## [13441] 24 18 25 9 5 24 3 21 29 2 6 5 24 30 29 25 15 3 3 28 18 23 28 5
## [13465] 6 31 30 16 24 16 17 17 22 3 22 22 5 8 13 3 7 4 16 18 10 11 17 4
## [13489] 15 8 16 3 19 6 20 28 4 29 27 8 19 22 4 22 5 28 6 15 16 9 7 21
## [13513] 15 13 10 27 17 11 1 21 8 17 21 8 25 7 23 11 8 27 17 5 4 7 20 9
## [13537] 1 17 1 26 10 28 30 22 7 5 19 6 12 6 4 8 3 23 30 11 21 14 15 29
## [13561] 29 25 23 16 9 13 4 9 7 30 7 26 4 25 29 12 16 3 30 22 22 7 29 27
## [13585] 22 17 23 26 23 10 31 1 29 4 9 20 2 3 28 6 14 11 2 4 26 31 3 26
## [13609] 20 1 16 21 16 24 21 20 21 9 5 9 14 6 25 29 18 18 10 10 26 28 8 17
## [13633] 27 29 1 17 23 17 3 1 28 7 15 15 25 24 19 14 31 30 15 15 26 18 30 12
## [13657] 5 21 10 31 28 23 10 26 19 19 31 18 30 18 16 12 14 1 23 11 7 25 15 3
## [13681] 21 15 19 7 7 13 10 14 29 11 17 19 15 17 12 7 28 24 13 15 3 10 6 24
## [13705] 26 13 17 22 1 7 2 9 12 29 3 14 2 21 1 12 30 22 27 18 15 23 23 9
## [13729] 12 17 12 23 29 18 13 3 9 16 13 20 16 29 12 1 9 13 4 12 14 3 17 11
## [13753] 25 21 7 9 29 22 27 18 4 20 1 15 3 6 18 21 21 8 15 16 20 13 29 27
## [13777] 19 10 5 22 21 22 27 10 21 31 30 18 13 2 22 12 20 29 31 16 25 25 19 15
## [13801] 1 31 31 4 17 30 12 24 7 24 18 21 28 7 21 17 22 1 10 22 10 19 22 31
## [13825] 10 28 10 16 8 12 30 17 10 14 6 27 30 23 17 22 16 8 23 23 20 2 9 3
## [13849] 19 9 11 28 11 3 20 25 17 31 19 18 16 17 28 10 19 15 22 24 23 15 18 27
## [13873] 12 1 11 8 13 16 17 15 13 20 7 8 4 6 8 19 27 7 6 21 6 10 17 18
## [13897] 3 10 4 6 6 6 16 11 13 17 28 29 10 17 7 15 8 15 28 29 30 19 20 25
## [13921] 21 10 6 7 7 26 2 15 21 27 8 30 18 30 31 20 13 8 12 13 3 18 13 2
## [13945] 28 22 31 24 17 2 13 9 9 9 10 18 14 31 12 22 19 3 3 25 8 21 6 2
## [13969] 25 25 1 18 19 28 21 6 30 13 25 26 16 1 12 13 10 28 25 28 24 26 31 5
## [13993] 10 28 28 15 15 25 21 10 7 27 1 21 26 14 9 11 15 16 15 14 30 18 29 11
## [14017] 11 9 28 29 10 13 31 8 8 15 5 3 7 4 15 8 9 7 29 11 3 19 17 11
## [14041] 22 15 3 28 9 6 31 22 1 23 17 29 29 10 25 7 5 4 22 19 9 31 5 7
## [14065] 17 30 18 27 22 18 3 2 16 7 17 19 24 4 29 15 4 24 26 14 3 9 12 23
## [14089] 16 9 24 20 30 23 20 23 25 17 12 12 2 7 17 12 5 23 18 13 15 9 21 10
## [14113] 20 28 30 10 24 6 10 10 3 17 19 22 5 7 10 3 17 24 7 7 1 21 11 27
## [14137] 23 22 5 28 3 6 24 31 25 26 29 4 22 31 10 5 13 22 9 10 13 24 6 7
## [14161] 30 9 10 29 10 14 22 22 5 15 28 28 28 13 25 1 7 21 30 29 12 8 28 4
## [14185] 17 24 31 9 21 21 26 27 26 28 24 26 3 25 11 20 7 24 1 24 3 2 18 7
## [14209] 9 17 11 10 12 17 20 11 8 23 13 12 7 14 24 3 19 17 24 4 16 4 20 13
## [14233] 14 2 29 27 22 21 4 16 8 26 29 23 31 8 21 15 27 21 6 22 5 29 18 6
## [14257] 21 11 12 5 18 18 8 4 6 7 3 17 13 26 2 24 14 19 18 12 29 13 13 28
## [14281] 14 7 11 25 18 4 4 13 10 10 18 8 30 22 24 11 15 1 3 9 4 3 22 23
## [14305] 3 21 21 17 15 28 1 2 14 24 22 23 12 4 11 29 14 15 29 15 1 22 10 2
## [14329] 15 9 21 7 18 24 20 26 22 29 26 26 23 28 29 28 24 7 27 14 28 24 21 19
## [14353] 12 7 12 23 18 18 21 30 15 14 8 8 27 23 29 19 12 29 11 17 5 24 24 7
## [14377] 3 22 30 10 10 1 27 28 30 29 23 8 29 28 9 2 19 20 2 11 1 19 3 20
## [14401] 9 27 20 23 18 24 29 10 11 20 7 17 12 31 15 8 21 25 28 2 10 28 25 9
## [14425] 11 21 30 14 10 24 16 16 17 17 5 8 9 10 1 4 21 21 7 24 14 12 1 12
## [14449] 31 31 24 28 2 24 16 1 17 6 28 10 10 10 21 21 15 20 11 24 23 17 8 8
## [14473] 15 18 17 4 25 11 8 26 22 27 27 4 12 6 10 27 7 7 5 28 11 25 8 13
## [14497] 19 20 25 2 25 25 13 31 5 7 13 25 27 3 16 27 10 15 7 6 10 18 12 22
## [14521] 27 14 27 22 22 28 4 14 28 14 16 31 4 26 21 14 25 6 1 11 10 7 27 31
## [14545] 7 9 29 26 7 1 23 18 14 23 1 3 28 21 24 14 24 15 18 18 26 17 6 16
## [14569] 12 26 14 14 10 7 18 18 19 17 17 15 9 30 3 23 19 26 21 3 14 9 24 17
## [14593] 17 8 14 28 8 8 30 12 10 10 27 4 10 21 2 17 1 13 18 6 11 11 17 4
## [14617] 29 21 24 25 20 26 30 16 23 4 13 5 7 23 15 15 29 16 15 14 29 27 12 3
## [14641] 5 7 25 29 18 20 21 28 15 29 5 5 28 29 10 15 1 14 6 2 15 1 27 17
## [14665] 15 21 30 17 29 24 6 6 22 30 26 3 9 25 21 16 17 17 17 26 22 17 21 17
## [14689] 14 18 17 1 18 28 8 7 25 23 14 15 14 30 8 30 14 10 26 29 17 24 8 22
## [14713] 16 29 3 17 29 22 13 19 4 22 24 12 7 10 19 9 17 13 8 18 22 6 4 18
## [14737] 1 2 7 5 22 31 15 16 9 21 3 4 30 18 22 24 29 21 6 28 8 17 3 18
## [14761] 3 6 10 4 4 1 10 14 25 30 25 3 12 24 25 14 27 10 19 13 11 13 16 16
## [14785] 27 23 20 17 22 19 31 7 13 11 13 8 14 17 22 22 23 23 29 6 31 2 17 23
## [14809] 17 18 6 3 11 9 31 14 30 3 19 13 23 22 14 25 28 9 22 4 4 19 25 17
## [14833] 19 17 23 31 10 14 29 30 4 25 12 27 7 28 28 3 11 27 12 8 23 24 5 29
## [14857] 15 15 28 21 6 4 12 30 26 10 13 14 28 29 3 15 17 25 29 14 15 15 29 8
## [14881] 1 5 23 25 8 19 19 1 2 16 14 3 23 17 8 10 19 6 6 11 10 29 4 8
## [14905] 6 18 4 22 11 24 9 12 21 11 6 17 15 23 18 3 30 9 14 12 24 13 12 21
## [14929] 21 19 9 23 8 11 22 17 22 1 28 17 28 28 1 13 23 7 5 31 26 18 17 16
## [14953] 22 30 1 14 18 6 26 17 21 27 9 3 14 1 1 16 2 25 28 16 3 21 19 16
## [14977] 22 21 6 4 18 7 9 24 24 1 10 22 26 4 28 21 6 8 16 20 17 30 10 23
## [15001] 3 14 30 27 21 15 13 16 21 21 15 2 3 15 7 21 27 14 23 8 31 22 11 27
## [15025] 27 16 13 5 7 25 18 4 20 6 4 17 12 10 3 3 21 7 20 10 14 27 12 28
## [15049] 21 9 11 27 15 29 20 7 20 26 3 11 10 14 24 3 29 25 15 31 31 13 18 14
## [15073] 17 6 21 26 31 1 5 17 28 20 13 5 8 21 29 30 27 29 9 31 22 4 3 8
## [15097] 2 12 30 17 29 29 1 25 12 21 1 19 8 4 10 2 27 9 27 15 17 14 23 4
## [15121] 9 12 16 31 31 30 28 9 17 8 13 14 25 30 11 10 25 21 31 11 27 11 28 25
## [15145] 14 30 14 22 24 22 27 21 15 21 27 8 21 1 31 13 17 2 19 24 30 2 10 26
## [15169] 23 28 18 22 30 16 9 18 25 9 14 16 12 6 1 4 7 13 6 4 16 6 2 3
## [15193] 9 27 22 22 16 14 14 21 25 31 13 20 11 8 18 10 19 14 11 18 19 14 15 3
## [15217] 17 25 21 13 30 30 30 11 14 25 7 24 21 16 13 13 22 25 10 6 10 6 8 30
## [15241] 16 20 18 30 28 4 5 18 10 7 21 6 4 21 1 15 19 14 27 5 24 24 4 25
## [15265] 14 27 29 5 8 8 27 17 18 26 16 8 8 8 20 27 15 11 29 28 5 27 21 9
## [15289] 3 7 6 16 28 15 30 25 27 18 28 29 28 24 9 15 9 4 25 21 14 5 22 29
## [15313] 9 16 15 22 27 18 3 9 9 13 14 6 12 17 17 23 4 1 23 11 2 24 24 15
## [15337] 13 26 17 4 2 12 9 3 4 4 10 10 1 24 17 22 20 19 9 28 26 11 13 24
## [15361] 9 6 24 22 22 26 18 7 19 6 26 7 24 16 24 25 30 23 23 13 4 21 20 27
## [15385] 30 21 26 20 24 15 21 6 4 29 3 19 29 27 26 1 15 17 8 20 20 22 27 21
## [15409] 19 23 8 31 31 30 21 31 3 28 6 14 30 26 19 5 29 29 7 19 17 20 18 25
## [15433] 5 11 13 29 1 28 7 16 6 4 3 11 19 7 2 2 3 31 3 21 28 7 4 11
## [15457] 1 27 24 27 31 16 28 31 21 27 29 5 1 2 22 11 16 24 21 21 31 17 3 31
## [15481] 1 20 26 28 31 5 14 28 1 6 21 5 29 21 21 17 20 24 18 24 21 27 9 4
## [15505] 21 16 10 9 3 7 7 3 8 25 31 8 3 7 30 14 23 23 26 6 8 5 20 7
## [15529] 13 28 11 10 20 22 14 4 23 3 4 24 8 21 9 20 21 27 31 9 11 1 21 16
## [15553] 1 9 13 7 2 23 24 24 25 9 4 18 24 6 15 23 4 7 30 4 27 26 27 22
## [15577] 17 31 4 29 2 6 8 20 23 4 3 29 18 30 25 18 1 3 3 28 11 22 16 12
## [15601] 7 9 28 20 20 14 15 27 31 6 17 14 17 22 8 23 4 4 26 29 17 24 27 29
## [15625] 15 28 4 14 3 30 18 6 17 6 1 2 10 25 1 9 14 20 22 20 7 11 4 20
## [15649] 27 18 26 10 22 27 19 31 10 18 2 5 16 10 11 17 4 2 28 28 7 3 10 16
## [15673] 25 21 15 8 3 26 21 18 4 4 28 23 21 21 13 5 1 29 16 4 3 5 22 31
## [15697] 21 5 5 7 22 16 2 16 1 23 12 23 1 7 21 12 21 22 12 30 5 22 9 12
## [15721] 22 8 7 30 4 15 11 22 27 31 31 12 17 24 3 23 8 27 4 13 12 29 9 17
## [15745] 18 23 1 22 20 5 8 1 1 3 27 24 22 5 2 2 5 8 7 14 19 21 17 13
## [15769] 16 5 10 24 28 11 20 23 27 4 4 1 9 13 8 5 28 20 9 31 22 27 16 8
## [15793] 21 20 11 8 25 7 26 29 22 5 20 14 29 4 2 27 8 8 5 10 14 7 6 4
## [15817] 19 5 25 29 24 19 10 4 6 15 24 6 1 20 26 8 30 4 21 25 5 29 26 29
## [15841] 30 28 1 30 27 27 28 20 7 12 9 21 22 9 12 10 31 12 24 20 8 2 2 6
## [15865] 19 11 15 8 9 26 8 17 27 10 11 6 10 22 5 6 8 12 7 16 6 7 9 6
## [15889] 18 24 15 14 2 12 23 15 10 6 13 29 7 13 21 3 12 28 11 14 11 12 25 23
## [15913] 11 16 16 17 5 4 29 19 9 9 23 27 5 29 31 30 15 28 11 20 6 27 21 6
## [15937] 8 22 6 29 12 27 22 9 24 28 25 5 3 5 1 14 9 4 7 16 21 8 20 8
## [15961] 27 12 24 17 29 17 30 16 2 12 19 13 30 24 29 19 15 13 6 23 19 10 1 26
## [15985] 26 14 23 16 2 3 27 31 10 10 9 31 24 29 31 5 26 10 1 18 24 15 6 2
## [16009] 7 31 22 14 4 24 24 8 28 13 22 1 28 29 1 23 30 16 10 10 13 12 6 5
## [16033] 5 5 6 6 21 26 23 18 15 19 7 24 13 1 7 4 11 21 2 18 6 4 5 29
## [16057] 21 23 16 5 25 14 4 31 3 3 17 29 16 17 19 17 11 29 8 10 1 13 21 3
## [16081] 12 17 5 26 29 1 13 15 7 13 8 10 14 21 17 8 22 25 29 28 5 7 27 28
## [16105] 16 26 8 12 31 29 9 12 14 10 3 14 12 8 21 31 31 28 16 12 7 6 8 28
## [16129] 6 8 14 19 13 16 25 22 17 9 13 13 28 4 29 6 9 30 25 20 5 14 17 10
## [16153] 7 23 4 8 20 13 21 9 10 10 19 12 4 5 22 1 14 18 9 27 23 15 8 31
## [16177] 30 29 21 15 13 9 26 29 8 15 30 28 25 19 26 22 23 28 24 4 1 3 8 30
## [16201] 4 28 28 28 21 10 6 9 30 23 19 12 12 28 16 10 17 11 20 10 28 5 12 16
## [16225] 21 13 29 26 16 14 4 14 11 12 14 23 9 8 4 27 19 21 10 1 24 11 17 10
## [16249] 25 11 29 30 2 31 3 24 9 7 31 2 15 30 25 9 14 21 24 19 15 10 24 17
## [16273] 14 17 3 8 28 4 4 1 4 21 4 17 29 29 29 1 21 4 29 17 29 4 30 28
## [16297] 19 7 3 15 8 17 7 16 2 25 19 17 24 8 19 3 31 17 30 27 16 29 4 29
## [16321] 8 23 12 29 9 22 22 29 13 10 18 13 17 24 22 22 21 26 11 22 19 15 3 17
## [16345] 6 10 9 8 12 31 18 10 21 13 18 18 23 3 8 27 23 29 23 15 15 10 24 14
## [16369] 14 15 15 30 14 28 15 28 8 21 5 24 10 11 29 13 11 23 21 15 8 28 10 27
## [16393] 17 14 29 16 9 2 2 27 14 24 25 29 9 17 19 2 3 10 6 31 16 10 17 20
## [16417] 25 30 30 30 4 6 25 12 14 30 14 25 29 6 11 27 27 26 9 24 13 22 22 10
## [16441] 16 21 4 28 31 17 16 7 4 26 27 17 23 29 26 26 15 14 7 21 20 21 22 1
## [16465] 21 29 12 7 8 26 22 21 17 7 17 27 7 22 14 10 3 7 3 17 27 27 3 8
## [16489] 29 29 12 12 17 9 22 3 1 17 29 18 9 14 12 18 22 7 7 1 9 8 9 18
## [16513] 12 23 12 7 14 18 28 21 13 9 14 14 17 13 22 2 24 24 22 10 8 18 21 13
## [16537] 15 28 18 31 3 15 8 15 23 26 28 29 25 27 31 30 14 31 24 12 15 1 10 3
## [16561] 5 7 16 13 14 20 25 25 26 23 10 17 7 29 13 18 22 28 30 14 21 3 6 21
## [16585] 28 16 10 15 24 14 16 30 8 15 14 13 25 18 25 7 8 1 20 3 15 11 10 30
## [16609] 30 24 17 17 25 30 5 16 24 4 6 6 7 31 30 30 22 17 19 23 22 8 29 27
## [16633] 12 22 11 17 17 28 27 6 22 22 8 7 10 11 6 22 11 28 7 24 28 24 27 4
## [16657] 22 6 14 17 26 11 12 21 19 14 13 28 5 7 5 7 1 19 25 6 29 23 29 31
## [16681] 9 22 21 1 23 22 14 19 14 21 16 28 18 2 3 21 28 23 29 29 31 6 5 7
## [16705] 7 26 25 4 26 8 6 20 28 26 31 8 3 23 27 23 22 3 13 15 18 17 3 15
## [16729] 29 1 17 30 19 14 24 8 9 16 1 1 27 29 11 30 10 23 26 17 7 12 31 15
## [16753] 4 7 17 12 5 12 24 6 6 28 24 18 6 29 12 1 5 4 6 19 21 20 21 29
## [16777] 14 3 12 12 11 6 17 5 22 20 1 21 13 10 19 8 6 13 1 15 18 6 9 12
## [16801] 9 25 10 25 20 4 14 16 18 13 20 20 8 4 1 5 19 7 18 30 4 4 10 4
## [16825] 4 4 17 1 1 22 16 1 12 3 3 7 7 28 20 26 29 21 14 15 8 24 30 25
## [16849] 10 7 21 21 22 3 15 10 28 14 21 8 24 11 17 30 25 3 10 31 26 30 9 30
## [16873] 14 9 17 17 27 17 7 5 14 24 23 31 27 24 4 16 19 12 7 15 2 25 14 7
## [16897] 14 14 1 28 16 15 4 10 12 7 21 16 24 5 23 9 1 4 29 16 17 30 6 22
## [16921] 27 13 24 8 30 7 16 17 17 30 28 21 10 24 21 3 10 21 28 21 7 28 15 29
## [16945] 24 16 24 29 19 3 16 23 4 20 6 20 20 17 23 1 10 10 22 17 21 31 30 24
## [16969] 31 26 18 2 15 31 31 28 29 18 13 29 30 29 25 16 18 4 3 28 30 23 13 22
## [16993] 31 7 22 21 20 4 22 17 3 3 7 5 28 9 27 8 29 23 7 11 9 9 29 29
## [17017] 22 17 9 17 25 11 25 8 9 16 6 21 21 18 7 13 17 27 24 27 21 8 11 20
## [17041] 20 17 20 29 19 1 8 13 6 8 6 10 13 20 20 21 14 22 10 6 5 4 5 14
## [17065] 3 26 21 17 31 26 8 21 8 14 8 5 6 4 15 30 7 24 5 4 14 10 1 22
## [17089] 28 27 8 28 14 14 14 6 11 13 21 3 14 14 2 28 28 22 18 10 14 7 24 17
## [17113] 20 17 24 24 10 14 13 27 29 5 23 31 6 4 8 22 17 1 21 29 11 23 15 11
## [17137] 21 2 1 8 8 2 2 21 18 14 4 4 10 4 31 29 23 27 15 18 29 1 25 28
## [17161] 16 28 8 23 7 16 5 30 15 30 14 14 16 12 21 5 27 28 8 17 17 17 18 8
## [17185] 27 10 26 17 25 28 25 19 3 23 21 9 21 19 26 30 6 7 22 25 17 16 13 12
## [17209] 1 6 13 6 19 10 29 1 6 13 15 5 13 24 5 5 31 31 6 9 22 4 5 22
## [17233] 28 19 20 11 22 22 4 4 9 25 20 23 7 24 4 11 27 12 17 25 31 2 24 3
## [17257] 29 18 17 6 30 11 14 8 24 21 27 24 25 11 8 23 1 21 30 16 23 23 28 21
## [17281] 26 24 21 28 1 15 25 2 28 17 25 23 13 3 29 12 13 25 10 22 30 20 10 6
## [17305] 29 29 19 2 14 6 14 26 17 3 15 29 1 13 14 17 4 8 18 13 14 2 21 23
## [17329] 2 21 28 8 22 28 22 13 4 1 8 29 24 16 9 21 12 2 1 29 17 14 22 24
## [17353] 7 7 26 1 1 31 21 3 29 25 14 10 21 7 22 19 28 6 13 17 8 5 7 25
## [17377] 25 21 24 21 11 28 2 28 17 15 13 17 27 12 16 16 7 23 22 23 14 8 23 8
## [17401] 7 8 21 1 29 28 28 16 16 3 31 9 6 30 17 2 15 25 26 2 31 21 20 11
## [17425] 4 20 13 25 24 29 13 3 14 7 15 3 13 10 8 20 26 7 1 6 24 20 7 11
## [17449] 14 17 17 9 23 21 17 1 27 7 8 26 14 13 24 10 10 21 22 29 4 21 4 8
## [17473] 12 14 30 25 24 9 29 22 2 11 26 1 21 21 9 9 20 8 7 29 10 20 11 1
## [17497] 20 27 27 4 21 23 25 31 7 5 13 29 10 19 14 28 14 28 24 8 1 19 7 31
## [17521] 6 14 15 7 5 19 12 31 26 28 15 21 6 28 9 9 16 16 16 25 20 17 16 28
## [17545] 15 3 13 11 6 25 4 16 22 15 6 27 6 8 17 15 22 12 21 23 7 16 10 17
## [17569] 30 3 5 7 24 16 21 28 7 25 1 22 4 10 25 28 24 18 9 5 10 12 3 23
## [17593] 24 17 18 2 12 30 20 31 15 27 18 27 29 23 3 29 24 6 4 23 29 18 1 8
## [17617] 10 7 6 22 28 12 25 29 30 29 2 29 15 24 3 31 17 24 25 10 26 27 23 10
## [17641] 29 17 26 26 17 26 6 21 16 24 9 20 22 10 11 1 17 29 1 23 12 13 5 29
## [17665] 3 7 6 6 28 29 16 8 16 28 21 19 31 27 1 14 11 22 22 27 12 9 23 11
## [17689] 16 28 10 1 19 22 15 18 19 11 17 15 9 28 10 9 1 13 27 28 15 9 7 31
## [17713] 12 24 23 10 12 13 28 3 8 25 24 29 30 7 11 20 26 30 7 10 25 29 26 6
## [17737] 8 4 4 16 5 20 5 15 23 30 17 3 13 21 24 30 20 24 29 18 24 21 23 13
## [17761] 29 18 25 17 15 25 22 24 31 14 8 11 21 15 7 15 24 25 10 27 22 7 13 13
## [17785] 8 27 27 8 27 22 31 4 19 13 15 11 4 8 4 27 3 17 6 10 12 7 8 2
## [17809] 10 1 17 11 24 18 22 20 13 13 20 11 4 19 23 10 23 20 5 12 12 30 24 25
## [17833] 19 20 27 6 7 1 10 23 31 27 5 8 12 13 8 30 12 24 28 20 18 10 24 5
## [17857] 1 14 10 14 7 7 5 22 16 3 29 12 26 29 11 17 24 4 17 16 29 27 29 9
## [17881] 18 11 21 29 8 3 20 22 4 29 20 14 24 25 20 6 13 8 31 18 18 18 23 19
## [17905] 16 22 3 6 18 6 8 14 5 18 20 7 22 18 12 25 31 17 2 5 26 23 8 15
## [17929] 17 15 22 22 16 16 6 14 29 1 6 8 28 17 10 10 14 28 13 16 8 29 23 7
## [17953] 9 15 16 22 1 3 29 18 2 15 15 16 1 9 24 7 14 4 16 9 17 3 12 13
## [17977] 9 28 28 2 1 5 6 12 17 16 8 28 26 5 11 12 17 25 24 8 24 17 14 26
## [18001] 29 30 3 4 25 2 3 7 21 20 9 20 10 14 17 29 20 10 8 19 18 6 21 19
## [18025] 11 19 15 8 16 22 16 15 14 8 25 1 25 24 12 17 19 23 29 14 15 23 22 21
## [18049] 6 20 19 19 3 6 20 9 12 5 29 13 24 9 28 6 4 1 24 26 19 10 8 8
## [18073] 16 14 1 22 15 1 25 14 22 10 14 8 14 18 17 15 15 25 29 7 29 20 8 16
## [18097] 10 2 13 31 22 19 2 21 16 11 11 15 2 13 31 1 1 1 29 19 18 4 9 19
## [18121] 10 21 13 1 2 14 3 23 25 29 16 18 9 4 31 14 17 14 21 14 26 14 28 22
## [18145] 8 9 12 12 11 20 8 3 28 14 15 20 22 24 25 17 2 11 9 25 2 3 14 13
## [18169] 20 7 5 17 2 15 11 9 9 23 31 18 16 21 23 10 22 27 6 19 5 8 16 2
## [18193] 28 24 9 2 14 15 16 15 9 16 15 22 23 27 13 18 3 4 29 7 31 15 7 26
## [18217] 26 25 9 9 16 17 9 9 29 15 10 28 17 22 3 27 18 17 28 18 22 9 8 14
## [18241] 10 10 12 23 27 6 27 8 29 5 17 4 9 18 2 10 7 21 28 22 10 15 12 13
## [18265] 6 13 14 14 22 14 24 18 13 20 24 20 2 18 10 4 25 18 23 23 9 7 7 13
## [18289] 7 8 11 4 8 22 7 10 21 18 16 27 8 8 16 7 9 3 21 7 11 27 3 23
## [18313] 7 21 5 6 24 7 21 8 7 20 19 31 1 30 19 15 29 29 27 10 4 7 24 15
## [18337] 2 8 8 4 4 11 14 11 9 13 12 3 29 10 26 23 17 12 26 1 15 28 19 2
## [18361] 24 27 10 8 4 5 4 10 9 22 16 15 24 8 12 3 24 19 5 21 22 28 19 26
## [18385] 18 29 21 5 5 26 25 22 24 14 10 9 7 13 1 26 17 28 5 1 19 22 24 10
## [18409] 10 19 19 10 20 6 21 21 19 22 10 9 19 4 31 22 27 24 28 17 24 10 21 28
## [18433] 25 24 19 11 10 17 10 23 11 6 4 28 7 29 2 9 22 4 7 17 21 22 25 6
## [18457] 6 7 23 15 29 21 18 28 24 27 23 23 9 13 5 22 25 27 3 1 1 8 21 1
## [18481] 21 18 3 24 3 21 22 18 10 2 9 17 28 28 20 3 3 20 21 21 15 11 30 9
## [18505] 30 17 18 3 3 20 30 13 20 1 11 7 5 7 29 25 20 20 30 12 6 7 27 6
## [18529] 10 8 26 27 27 4 19 10 27 17 29 24 16 5 30 28 1 9 3 30 28 24 31 8
## [18553] 25 17 10 10 8 9 30 6 9 22 26 17 3 12 13 29 23 17 30 17 16 8 17 13
## [18577] 6 15 16 17 18 7 7 16 25 20 11 29 21 31 14 14 14 10 6 6 25 28 21 28
## [18601] 16 3 4 19 29 1 26 29 22 29 19 16 22 29 24 30 8 5 25 25 6 19 19 21
## [18625] 27 29 21 3 29 19 6 31 7 7 30 3 18 11 25 16 10 11 4 28 8 26 14 26
## [18649] 17 3 24 11 22 5 31 2 30 6 26 17 24 8 23 12 25 10 2 18 15 8 27 8
## [18673] 15 1 1 17 21 9 27 28 8 26 12 18 22 7 24 18 1 5 15 3 4 10 14 8
## [18697] 1 17 11 27 25 6 18 15 22 9 15 9 14 18 17 21 24 19 11 6 1 24 4 23
## [18721] 2 28 10 14 14 11 2 7 3 24 28 27 12 22 6 13 9 17 7 24 31 28 12 29
## [18745] 23 14 7 23 2 11 24 21 14 1 2 16 15 7 20 24 3 22 5 3 29 22 24 1
## [18769] 14 16 16 10 1 16 31 8 1 11 29 21 28 8 3 29 14 15 22 29 7 20 20 6
## [18793] 11 30 20 17 28 28 29 14 20 29 15 3 23 25 19 18 17 12 15 15 8 17 29 14
## [18817] 6 3 3 2 3 16 24 6 14 15 3 13 8 21 20 5 27 16 22 29 1 19 29 15
## [18841] 24 14 13 29 31 17 8 7 19 11 1 8 23 28 23 5 20 14 25 26 1 18 27 21
## [18865] 18 23 29 24 17 19 31 21 8 15 7 22 22 17 10 4 26 1 27 20 30 30 22 13
## [18889] 18 8 7 21 7 10 16 8 28 26 26 13 9 17 20 18 9 9 7 14 14 18 27 28
## [18913] 27 23 20 21 23 20 21 10 21 8 11 11 1 20 3 11 23 17 2 12 8 8 30 24
## [18937] 7 31 2 11 23 25 7 18 14 27 28 11 30 9 15 5 28 29 31 24 11 7 1 6
## [18961] 31 7 31 25 2 21 18 15 16 9 18 10 18 2 27 3 14 7 13 4 27 19 19 17
## [18985] 17 14 29 3 29 6 28 24 14 4 24 16 25 22 26 20 6 21 10 16 1 3 18 18
## [19009] 13 5 28 17 23 9 15 12 14 13 25 1 2 19 17 22 3 28 8 8 16 10 10 31
## [19033] 19 14 28 4 16 9 15 27 13 5 13 9 18 12 15 3 13 7 10 9 7 28 17 9
## [19057] 9 15 14 22 3 7 25 3 9 23 16 26 9 6 29 6 8 15 24 8 16 29 7 9
## [19081] 29 18 18 22 24 20 1 25 24 3 25 7 19 14 17 30 16 28 22 31 10 10 14 12
## [19105] 16 28 25 19 21 2 29 18 4 24 2 22 17 24 10 19 27 14 19 24 15 12 3 6
## [19129] 27 13 13 22 6 6 9 16 28 14 26 13 27 5 11 9 28 14 11 10 23 8 14 20
## [19153] 8 15 7 22 27 5 7 7 10 20 7 14 6 28 24 20 19 7 20 8 8 24 28 29
## [19177] 24 14 28 24 8 5 21 31 8 11 27 25 14 29 24 10 27 25 6 11 27 17 20 2
## [19201] 1 28 27 6 7 21 22 28 31 30 31 29 1 6 27 6 20 28 21 29 31 2 21 21
## [19225] 14 16 28 14 28 22 28 25 5 21 29 17 15 17 30 12 21 8 5 12 16 25 18 7
## [19249] 23 29 14 5 6 12 15 15 20 24 26 17 4 8 22 20 28 18 11 18 23 7 14 7
## [19273] 21 14 15 6 2 22 6 22 22 16 18 6 27 15 13 24 21 12 13 10 8 3 23 10
## [19297] 18 8 7 3 12 2 10 23 7 25 6 21 19 18 7 4 8 14 19 18 15 15 6 19
## [19321] 8 21 11 20 14 9 6 16 14 5 18 30 13 24 9 2 23 6 25 8 1 22 14 19
## [19345] 16 15 31 21 26 16 15 31 16 26 17 17 1 30 14 7 23 18 24 10 31 29 11 13
## [19369] 2 21 31 27 13 29 13 5 11 25 4 8 11 9 22 5 14 9 20 25 29 9 7 1
## [19393] 9 31 20 3 4 20 5 25 4 30 4 4 4 29 15 10 24 11 2 15 2 17 7 21
## [19417] 12 31 16 12 15 21 17 24 3 1 4 8 8 25 3 16 8 18 9 10 18 11 10 21
## [19441] 24 10 6 9 21 19 9 24 19 23 13 25 8 2 2 24 30 23 4 14 29 28 24 5
## [19465] 10 7 7 8 5 14 8 3 10 20 15 28 1 14 31 20 20 11 6 7 8 14 22 7
## [19489] 6 27 23 25 8 19 7 3 21 17 12 12 1 1 1 11 1 21 21 6 5 3 3 14
## [19513] 31 13 20 12 28 13 26 4 21 26 2 14 4 11 26 4 3 19 25 20 28 29 4 4
## [19537] 16 20 10 26 5 26 17 22 16 22 9 23 30 23 23 13 17 23 19 25 23 23 20 14
## [19561] 28 27 20 4 23 15 15 19 17 25 24 1 24 5 21 28 27 24 5 25 21 9 24 20
## [19585] 21 4 23 30 3 19 22 17 28 17 11 17 1 14 24 24 4 3 6 6 17 28 8 19
## [19609] 18 27 26 21 7 15 21 31 30 28 9 17 7 29 10 24 7 24 29 15 22 22 19 28
## [19633] 7 4 29 21 16 23 10 7 12 1 17 15 28 15 24 5 3 29 12 24 28 17 16 7
## [19657] 11 13 11 29 30 7 3 10 9 2 21 21 21 22 2 2 26 31 18 23 26 9 22 27
## [19681] 6 9 16 18 30 6 11 28 20 24 24 16 21 21 7 14 22 26 16 17 29 18 31 14
## [19705] 18 7 24 8 19 23 15 15 25 28 14 20 27 16 27 17 17 8 7 25 16 21 14 27
## [19729] 8 10 23 17 14 24 10 31 23 14 27 22 8 9 8 17 8 23 29 3 15 10 10 6
## [19753] 25 17 18 8 7 13 8 20 4 6 12 23 18 19 13 24 6 27 27 30 9 30 1 4
## [19777] 6 26 6 25 25 20 7 3 6 16 13 29 18 19 9 4 7 12 30 19 21 24 25 18
## [19801] 1 6 22 25 22 26 21 3 2 8 27 21 20 15 3 20 8 1 11 18 8 7 30 10
## [19825] 4 25 5 1 11 1 27 15 17 24 12 8 26 30 24 6 18 25 8 22 22 6 4 22
## [19849] 9 8 9 22 3 20 9 9 25 5 21 29 16 22 17 19 9 25 30 26 1 18 19 19
## [19873] 19 23 9 18 31 11 13 9 3 12 21 8 11 27 28 16 12 22 22 15 7 3 12 7
## [19897] 8 19 9 24 26 11 21 31 2 23 9 2 17 9 27 7 15 30 10 7 7 10 1 14
## [19921] 27 22 22 16 28 31 22 4 15 15 14 28 13 21 31 28 3 16 30 29 9 20 1 21
## [19945] 30 9 17 29 11 12 10 28 4 31 7 4 5 13 29 12 6 6 29 24 7 4 22 13
## [19969] 21 28 19 28 5 3 15 17 20 20 23 21 2 9 17 20 25 20 10 24 6 13 21 29
## [19993] 24 21 14 15 4 10 14 4 17 14 8 31 10 16 21 11 13 24 20 17 13 4 1 29
## [20017] 15 8 29 5 1 5 4 26 28 20 4 11 11 16 8 14 29 4 29 23 1 27 29 8
## [20041] 9 2 10 16 25 30 26 28 25 8 28 8 18 21 31 28 26 13 25 2 17 31 20 4
## [20065] 4 12 23 3 7 6 20 5 3 9 4 17 25 15 5 12 12 9 21 4 28 28 26 10
## [20089] 12 26 28 12 15 4 11 24 15 19 5 1 3 25 14 27 9 2 5 12 21 12 30 14
## [20113] 29 14 12 30 7 10 24 29 23 2 2 9 29 18 13 13 20 24 25 10 30 5 3 17
## [20137] 3 22 11 1 13 17 12 31 16 6 8 9 26 15 1 12 1 12 25 8 12 22 10 9
## [20161] 28 25 2 6 6 23 28 10 31 6 9 12 20 18 23 3 27 16 22 2 22 21 16 17
## [20185] 19 19 17 11 24 18 14 8 7 31 17 13 10 31 4 14 11 11 5 14 19 11 9 17
## [20209] 17 8 26 3 28 13 15 7 12 17 1 8 12 31 6 21 21 2 27 28 17 2 4 30
## [20233] 5 23 10 6 6 29 30 8 3 13 22 29 26 6 17 26 20 27 28 5 25 24 19 31
## [20257] 21 28 14 19 12 24 4 1 21 6 14 26 22 4 31 11 14 7 5 27 24 10 27 6
## [20281] 14 11 14 12 12 8 26 31 24 3 29 6 22 13 22 22 3 11 28 1 1 21 15 14
## [20305] 11 15 27 4 27 13 21 16 21 4 15 21 21 16 1 16 10 15 3 24 12 22 11 19
## [20329] 23 22 11 20 8 10 15 14 7 30 22 1 18 16 22 15 7 10 24 22 5 6 7 20
## [20353] 8 14 16 2 1 15 21 26 20 13 6 15 21 27 27 21 14 3 26 20 17 15 23 13
## [20377] 3 24 3 25 27 5 6 2 5 22 18 13 17 17 9 7 23 20 20 28 7 15 1 1
## [20401] 13 10 20 3 21 19 16 10 22 31 6 8 27 16 25 29 8 11 21 17 18 11 11 22
## [20425] 13 11 19 4 30 8 10 3 17 25 27 22 23 25 19 6 24 20 12 4 25 8 12 8
## [20449] 8 27 6 11 23 15 5 21 15 15 24 14 26 29 3 24 25 9 23 25 25 14 14 7
## [20473] 7 7 27 20 5 24 23 24 23 12 14 6 4 6 14 29 15 17 20 25 14 30 14 20
## [20497] 21 10 14 4 23 25 26 28 11 13 8 7 29 10 1 21 28 29 16 13 21 3 24 26
## [20521] 9 20 25 28 25 16 3 14 26 24 18 18 19 10 17 27 27 27 5 6 23 23 25 9
## [20545] 17 12 7 4 2 3 21 16 20 18 4 16 6 31 12 29 10 14 14 30 17 2 11 31
## [20569] 27 17 22 25 10 9 1 24 5 10 29 4 9 17 2 6 6 6 6 21 10 12 9 26
## [20593] 29 17 22 30 17 28 7 22 13 14 19 18 15 17 21 5 12 18 18 13 16 15 20 16
## [20617] 7 4 23 17 3 21 22 28 12 29 7 7 26 9 23 1 11 26 23 3 3 14 21 9
## [20641] 30 8 30 17 11 17 4 31 5 1 5 5 5 24 31 12 1 7 13 3 13 6 9 8
## [20665] 1 17 24 23 3 15 9 27 4 3 19 20 30 29 20 3 30 14 22 31 31 23 18 9
## [20689] 9 18 15 28 19 7 4 28 6 8 23 24 10 21 20 8 16 19 26 29 14 4 6 29
## [20713] 18 7 29 8 27 1 19 14 6 15 5 28 28 10 14 12 9 19 31 7 8 18 23 28
## [20737] 29 25 25 26 29 8 11 10 14 10 18 10 15 5 3 21 23 12 12 9 9 15 26 28
## [20761] 24 8 15 9 27 27 30 10 9 2 24 22 18 21 2 16 12 13 28 27 20 18 27 14
## [20785] 25 28 25 15 17 10 2 24 26 16 8 20 3 20 15 10 25 21 20 28 11 26 23 21
## [20809] 28 8 10 14 16 7 21 26 9 6 22 27 21 21 10 15 7 8 9 23 24 21 9 29
## [20833] 16 13 27 14 14 22 7 12 22 16 29 27 24 7 8 13 21 22 1 31 11 3 16 17
## [20857] 19 13 22 10 8 12 18 21 25 5 6 5 6 24 30 13 8 10 14 7 24 20 24 21
## [20881] 16 7 10 14 13 12 16 7 8 16 17 8 16 20 22 14 22 22 30 13 18 7 21 6
## [20905] 8 10 10 14 8 7 10 31 27 7 21 7 14 21 13 1 22 7 11 27 7 14 15 9
## [20929] 12 29 28 26 13 7 15 10 16 10 4 25 20 13 10 10 4 7 2 28 14 24 6 29
## [20953] 5 6 7 18 18 26 6 27 28 25 10 24 17 8 11 14 23 4 18 17 17 26 20 14
## [20977] 21 22 6 11 27 13 22 20 8 14 21 26 25 1 31 14 12 24 12 4 7 27 17 28
## [21001] 6 8 18 6 21 7 1 24 1 27 19 28 17 15 22 27 12 26 24 15 27 14 23 27
## [21025] 29 4 20 10 28 24 4 15 18 10 24 14 13 4 14 27 24 5 25 27 10 17 10 28
## [21049] 19 7 12 12 24 26 8 25 20 6 26 1 8 20 7 22 6 10 3 12 10 21 4 14
## [21073] 19 9 19 25 1 14 31 24 26 3 10 3 7 11 3 20 26 27 30 25 24 10 3 18
## [21097] 25 3 26 26 22 17 9 24 29 6 5 29 9 8 26 12 29 16 31 16 18 30 6 22
## [21121] 10 1 19 19 12 2 21 18 29 4 4 9 12 24 24 28 3 4 9 4 14 30 20 1
## [21145] 7 27 18 24 18 1 31 25 26 19 12 2 9 16 25 7 24 5 18 28 8 4 4 24
## [21169] 23 30 1 1 16 15 1 3 19 3 28 10 11 8 24 17 12 23 22 30 13 21 31 23
## [21193] 17 28 4 28 26 5 14 1 3 15 9 30 24 24 20 7 19 27 3 3 18 28 18 13
## [21217] 2 21 28 29 28 24 20 10 18 21 26 7 5 16 1 7 18 22 9 9 23 9 13 23
## [21241] 24 16 12 9 17 1 1 11 15 16 29 21 5 12 24 19 24 31 18 8 19 28 8 27
## [21265] 2 2 28 3 3 16 16 10 16 21 31 12 27 24 5 27 27 11 26 23 23 15 9 31
## [21289] 13 28 28 1 14 28 3 18 17 19 28 11 18 14 12 12 20 7 24 19 26 21 10 10
## [21313] 14 24 12 31 14 5 12 11 14 28 3 21 21 9 7 27 10 26 7 13 22 15 28 27
## [21337] 14 14 4 20 14 21 10 11 22 7 12 7 10 22 13 28 9 24 8 14 18 17 8 21
## [21361] 7 27 17 17 10 21 13 15 4 3 25 17 16 25 15 26 23 4 9 30 17 4 8 12
## [21385] 11 24 23 24 15 15 29 31 7 6 10 28 12 15 18 8 9 12 24 15 22 6 11 25
## [21409] 30 13 11 8 22 24 29 26 12 22 8 4 18 17 14 16 10 5 22 7 14 9 27 17
## [21433] 20 30 1 7 30 22 11 7 29 8 13 18 20 7 10 11 6 17 1 11 8 23 10 25
## [21457] 25 11 10 2 6 4 7 27 8 31 11 19 20 3 1 29 20 21 8 13 28 20 30 6
## [21481] 21 4 15 18 25 18 27 21 10 20 26 8 12 5 12 4 26 9 20 19 27 19 28 14
## [21505] 4 4 18 18 17 8 7 29 4 7 15 20 25 19 10 6 1 22 5 27 9 3 24 9
## [21529] 9 8 7 12 14 19 6 24 6 21 20 1 2 2 21 2 14 13 29 14 24 16 29 30
## [21553] 28 30 14 29 18 10 23 18 12 4 13 17 10 21 7 15 11 14 24 15 24 20 19 19
## [21577] 13 8 29 2 22 1 7 30 1 24 14 2 9 10 27 22 31 30 22 7 10 7 27 25
## [21601] 20 16 3 3 23 10 7 24 11 14 31 12 23 23 15 17 8 8 23 12 14 10 12 12
## [21625] 28 11 10 12 26 26 12 22 22 10 11 10 4 1 17 17 21 16 22 11 11 13 15 1
## [21649] 10 17 13 13 15 26 3 20 6 7 10 6 20 6 26 9 26 12 7 26 20 5 7 7
## [21673] 3 9 5 30 15 11 7 17 15 14 28 2 31 5 22 13 11 4 16 4 15 25 25 18
## [21697] 25 8 26 10 20 23 28 23 9 7 21 13 11 12 24 15 14 15 4 25 21 22 8 9
## [21721] 11 14 16 10 28 30 14 19 3 21 15 4 29 22 6 12 16 9 30 13 2 14 25 13
## [21745] 13 8 12 18 31 5 25 18 23 14 5 3 13 26 5 6 16 30 1 15 2 1 2 23
## [21769] 14 15 17 6 16 1 29 19 29 19 30 31 17 25 25 23 26 18 22 22 19 24 12 19
## [21793] 12 10 14 24 13 12 9 7 28 13 26 9 21 16 19 16 13 28 7 13 7 23 13 25
## [21817] 25 21 21 2 21 6 14 8 23 29 21 25 21 14 30 16 23 28 22 2 12 29 30 17
## [21841] 6 16 7 25 26 10 19 27 3 6 30 2 22 24 20 28 24 29 17 4 15 16 21 24
## [21865] 10 22 16 22 8 5 6 17 29 2 17 27 5 3 22 31 4 6 22 5 3 15 19 3
## [21889] 8 22 25 9 29 24 24 28 28 24 14 15 20 24 13 22 19 30 21 9 22 13 28 16
## [21913] 17 16 26 8 27 15 17 22 10 29 29 18 16 2 7 20 19 24 13 6 13 4 11 23
## [21937] 9 22 5 26 7 27 15 3 25 9 28 23 18 21 28 1 15 26 15 26 24 19 4 14
## [21961] 23 25 26 20 28 20 2 10 18 11 20 18 30 8 8 12 6 8 23 1 8 2 9 12
## [21985] 13 22 15 29 9 4 15 29 6 29 21 26 7 24 3 4 21 18 12 15 10 27 18 24
## [22009] 8 28 11 12 28 14 15 14 2 27 4 6 7 13 8 7 7 26 15 24 19 24 24 14
## [22033] 2 29 8 25 14 14 8 7 29 20 28 24 11 10 17 20 10 14 4 4 5 29 6 26
## [22057] 8 11 14 18 10 3 31 28 3 3 21 27 15 27 3 7 23 17 13 23 20 21 7 6
## [22081] 21 13 3 27 9 8 27 3 30 11 22 10 11 22 11 18 21 6 7 23 10 22 5 4
## [22105] 12 2 15 6 22 12 10 8 17 24 8 28 25 24 13 3 29 5 27 8 31 5 11 8
## [22129] 1 22 23 3 3 31 15 11 7 8 11 9 11 14 15 28 10 14 27 14 9 11 12 19
## [22153] 7 27 10 13 22 31 21 12 15 3 12 31 9 14 30 18 7 15 29 21 7 23 23 14
## [22177] 17 22 5 17 21 10 24 27 24 31 7 30 13 7 21 1 6 15 15 7 23 23 23 16
## [22201] 11 16 23 29 11 11 4 30 6 14 9 4 12 9 5 11 31 7 6 4 1 2 28 6
## [22225] 25 10 7 29 20 25 11 18 22 23 9 9 24 24 3 2 5 26 13 30 28 27 28 1
## [22249] 21 26 13 29 14 10 10 8 14 28 29 31 15 3 24 24 25 15 23 2 17 17 23 23
## [22273] 2 12 23 23 30 17 9 2 23 27 14 14 16 6 20 2 22 6 16 26 23 28 13 18
## [22297] 10 27 23 8 9 4 11 10 10 20 11 27 10 22 14 15 8 14 3 19 22 17 23 9
## [22321] 12 21 12 28 17 1 13 14 21 28 26 26 28 28 21 18 16 26 1 1 1 1 16 19
## [22345] 4 15 26 10 15 20 9 25 31 3 3 15 17 10 18 17 31 17 17 14 20 23 29 4
## [22369] 10 30 12 5 4 4 22 28 15 15 7 24 23 30 21 30 8 1 21 20 14 20 22 13
## [22393] 8 30 8 1 8 8 15 10 9 4 24 9 11 26 6 10 12 6 11 22 15 17 29 12
## [22417] 13 20 21 14 19 4 13 18 6 6 12 2 10 6 6 4 5 8 3 3 3 8 31 12
## [22441] 12 26 16 20 15 5 14 23 17 21 17 12 29 1 12 17 12 16 27 28 24 28 16 27
## [22465] 22 6 23 14 15 7 27 2 14 7 2 24 10 16 20 28 7 13 21 16 27 29 12 4
## [22489] 22 21 8 11 7 13 12 6 10 25 10 6 3 21 19 16 18 31 6 9 17 31 6 7
## [22513] 28 29 27 13 6 23 18 23 11 2 14 14 14 28 1 26 14 19 5 29 4 29 16 7
## [22537] 7 15 16 9 12 11 8 1 10 23 23 30 26 1 30 13 18 21 11 11 14 15 8 27
## [22561] 5 5 11 13 10 10 23 19 22 1 22 14 1 9 1 24 20 30 10 19 2 18 4 29
## [22585] 30 13 5 14 21 30 20 2 15 4 4 12 16 2 23 28 15 14 22 15 8 8 10 30
## [22609] 20 13 18 25 10 14 11 14 9 9 25 19 19 6 31 17 21 3 18 2 13 3 20 28
## [22633] 15 2 28 1 15 16 16 1 28 16 3 5 4 4 17 10 9 22 7 16 23 12 23 28
## [22657] 30 14 27 29 18 8 20 6 14 7 10 12 24 20 23 30 5 1 1 14 30 25 7 8
## [22681] 25 8 30 24 4 10 6 4 19 16 15 1 29 13 23 5 5 11 28 30 27 26 15 22
## [22705] 15 21 22 24 14 27 24 10 4 3 13 19 6 19 3 2 24 19 23 1 31 16 8 24
## [22729] 22 28 11 17 15 4 31 3 29 8 19 17 22 22 21 30 29 4 2 18 28 29 31 3
## [22753] 7 27 22 12 27 13 25 21 3 21 27 8 7 1 7 12 19 19 19 8 18 27 20 25
## [22777] 2 9 14 29 28 16 29 15 27 26 31 22 18 11 27 13 25 13 7 5 5 7 5 4
## [22801] 27 20 25 4 31 14 31 4 14 19 19 14 24 25 3 2 29 27 7 8 3 15 18 30
## [22825] 30 29 30 8 8 23 18 11 12 24 1 8 16 15 20 22 16 23 10 3 21 14 27 16
## [22849] 15 18 27 25 12 4 2 13 27 11 22 29 10 8 20 17 20 1 21 18 13 10 18 11
## [22873] 13 31 22 25 17 25 13 18 3 12 7 16 16 12 20 4 14 27 4 9 9 6 19 29
## [22897] 29 26 4 4 24 1 21 6 29 4 10 1 22 29 21 7 8 5 26 3 28 3 14 14
## [22921] 24 29 8 4 28 20 20 13 13 14 22 10 24 19 26 20 4 1 15 2 25 7 29 15
## [22945] 17 1 1 17 22 23 11 19 8 19 28 15 20 6 24 24 28 25 8 21 15 15 9 24
## [22969] 8 29 29 11 29 29 4 13 29 20 22 19 19 22 5 27 28 9 23 24 25 7 15 15
## [22993] 22 20 6 27 27 10 27 4 4 25 20 27 3 6 3 5 1 30 20 2 28 7 27 15
## [23017] 10 18 11 19 17 15 1 12 10 12 21 28 12 15 9 6 28 12 29 17 13 7 20 6
## [23041] 11 3 5 9 24 2 1 1 3 2 2 21 5 16 30 12 17 7 2 12 12 28 2 27
## [23065] 15 20 17 19 25 30 14 8 5 6 5 26 4 22 1 19 30 16 28 30 2 29 29 22
## [23089] 19 28 15 26 17 29 25 28 14 21 7 10 14 14 21 22 17 30 12 17 13 6 31 7
## [23113] 7 1 31 20 30 9 17 21 22 26 15 15 2 21 11 12 14 25 9 10 28 17 18 22
## [23137] 7 7 6 6 21 4 30 19 6 13 28 15 16 1 10 30 29 28 28 1 17 30 4 5
## [23161] 22 17 3 14 15 1 10 4 12 11 12 24 19 20 7 19 20 16 6 24 27 14 13 10
## [23185] 19 10 6 26 31 11 22 19 9 25 19 17 2 24 24 2 2 1 14 22 22 9 26 2
## [23209] 20 15 24 18 27 29 24 15 27 28 11 10 8 31 17 1 21 13 10 8 4 14 14 15
## [23233] 16 10 11 29 5 29 25 25 29 30 30 28 29 12 25 21 17 17 10 23 23 23 23 12
## [23257] 24 22 7 13 13 23 7 17 17 28 13 10 10 10 4 14 24 10 20 13 31 26 21 24
## [23281] 19 1 12 3 31 15 10 1 4 18 18 9 12 31 16 7 24 11 10 20 10 10 12 17
## [23305] 13 27 10 10 13 21 8 21 15 9 24 22 23 28 9 3 9 11 5 28 24 31 18 8
## [23329] 29 27 23 14 14 17 2 18 21 18 15 28 24 19 7 10 5 6 10 23 9 31 8 10
## [23353] 15 6 13 7 22 7 16 29 1 6 4 17 7 28 18 7 25 23 13 23 7 21 24 29
## [23377] 11 14 31 18 3 22 2 9 22 18 3 21 24 14 15 23 11 19 22 2 20 8 20 30
## [23401] 11 13 6 24 29 24 30 13 20 22 14 14 30 19 18 12 17 17 15 23 19 6 28 17
## [23425] 25 19 18 30 17 24 3 22 18 19 18 8 17 27 10 15 4 19 5 25 7 20 15 21
## [23449] 28 11 20 21 7 3 2 11 15 11 4 2 24 14 10 3 14 14 12 11 15 3 14 8
## [23473] 19 17 17 26 7 23 3 26 15 14 23 5 17 29 28 28 9 24 19 9 13 14 22 9
## [23497] 17 21 21 23 18 6 4 18 7 13 23 11 29 19 1 17 26 21 8 13 27 16 24 13
## [23521] 14 17 22 4 14 4 17 30 21 17 2 25 20 25 6 2 23 1 29 30 29 2 16 28
## [23545] 16 19 2 19 9 21 31 27 18 30 11 11 19 27 21 29 5 16 11 5 23 17 3 7
## [23569] 6 17 29 22 9 10 24 21 22 8 19 20 30 21 8 3 29 4 1 11 23 18 30 15
## [23593] 9 26 31 28 4 30 30 17 10 14 27 22 4 21 16 22 29 5 17 25 13 11 15 30
## [23617] 30 14 29 13 20 23 22 28 1 31 24 16 1 21 7 9 9 3 9 22 21 9 27 22
## [23641] 30 3 11 5 4 18 11 9 15 31 2 3 8 6 17 10 18 27 1 19 6 21 17 8
## [23665] 24 17 14 23 27 15 20 8 22 9 3 29 24 27 25 2 10 4 14 27 20 13 13 15
## [23689] 22 20 17 15 22 9 24 1 14 4 28 19 11 27 22 8 17 30 22 20 25 10 11 29
## [23713] 2 18 19 13 8 24 19 2 5 7 7 19 15 17 18 24 24 12 22 18 23 13 23 8
## [23737] 4 18 16 21 25 16 1 11 8 1 15 20 3 4 31 8 2 20 9 21 10 7 8 18
## [23761] 4 7 28 7 7 7 9 7 22 30 10 24 5 8 26 11 30 31 12 28 7 7 30 6
## [23785] 17 10 2 11 9 30 18 3 31 7 6 17 28 14 14 19 22 4 24 19 17 1 11 10
## [23809] 23 19 29 13 22 23 29 29 24 24 6 17 28 3 21 30 5 28 25 30 12 25 31 20
## [23833] 20 16 9 17 3 27 13 12 18 5 26 28 10 25 6 20 21 18 22 22 3 7 18 6
## [23857] 24 12 3 27 19 24 2 27 27 29 23 18 24 26 8 18 24 17 12 27 14 24 18 4
## [23881] 7 23 30 25 25 10 18 6 6 20 4 12 6 29 7 19 14 24 21 10 8 17 20 14
## [23905] 13 13 8 21 14 31 20 7 24 4 27 8 16 14 24 17 14 4 15 7 7 23 21 4
## [23929] 24 29 31 20 22 8 29 17 4 2 3 19 22 27 29 15 2 12 8 22 28 6 15 17
## [23953] 12 19 10 20 7 29 2 11 17 26 17 30 16 23 13 21 16 26 4 23 11 2 7 3
## [23977] 18 16 17 7 10 13 15 21 28 10 12 3 31 15 2 17 11 21 7 9 7 3 3 11
## [24001] 18 11 17 18 12 24 29 6 7 1 19 11 1 7 4 5 16 25 24 17 20 14 31 9
## [24025] 24 7 29 3 8 13 27 20 19 4 23 18 3 17 25 3 5 7 29 16 26 17 14 28
## [24049] 31 5 15 25 15 30 6 29 20 30 27 19 30 3 30 22 28 21 7 28 1 22 27 17
## [24073] 7 24 28 26 19 19 28 24 29 11 23 21 10 7 6 2 3 30 11 8 6 7 2 24
## [24097] 14 22 4 3 28 2 11 9 6 31 31 4 25 6 17 4 26 18 30 7 13 31 6 27
## [24121] 14 13 21 11 8 3 24 2 15 10 11 11 2 28 22 17 5 21 13 28 15 8 31 26
## [24145] 6 12 26 1 10 1 23 7 28 4 31 17 23 1 6 20 7 5 13 18 10 27 3 12
## [24169] 18 19 3 29 14 10 27 4 1 7 6 21 21 15 26 2 8 18 7 27 13 3 28 28
## [24193] 17 7 3 25 22 13 2 27 29 23 20 21 10 14 3 17 20 28 9 4 24 20 10 30
## [24217] 22 16 23 11 4 13 7 15 4 25 3 13 24 3 21 5 30 13 24 13 19 19 5 4
## [24241] 3 23 10 10 28 19 8 7 17 27 17 3 26 24 14 14 25 3 11 6 21 21 23 6
## [24265] 6 8 29 13 13 22 23 30 18 15 9 19 20 30 15 24 5 28 20 25 29 19 31 25
## [24289] 21 26 27 17 24 19 11 12 9 31 23 18 1 28 13 28 17 25 31 9 1 18 5 29
## [24313] 12 13 9 21 29 18 20 20 10 1 24 13 31 6 8 29 18 11 6 16 12 2 14 2
## [24337] 7 4 14 10 9 3 23 26 7 8 25 3 15 27 4 10 17 15 23 28 24 22 23 31
## [24361] 3 18 20 10 11 11 12 4 4 21 24 10 14 26 3 15 6 14 14 18 12 4 23 5
## [24385] 7 7 15 22 22 18 23 29 27 3 13 12 24 31 19 13 23 11 12 25 11 7 14 2
## [24409] 16 15 3 22 14 31 10 19 5 7 5 5 13 12 11 28 22 3 31 13 15 11 14 12
## [24433] 14 21 22 15 20 28 28 26 16 9 26 27 1 7 18 4 22 29 5 8 17 17 15 21
## [24457] 25 5 16 4 9 31 21 7 15 4 6 12 21 21 26 1 20 9 27 11 17 21 14 3
## [24481] 18 1 29 22 28 11 7 13 14 13 12 24 26 25 1 10 15 16 20 25 21 9 26 23
## [24505] 15 21 12 11 5 28 4 21 30 10 27 12 24 11 29 29 13 23 28 10 18 5 16 20
## [24529] 9 20 10 7 31 24 13 8 3 19 31 29 6 14 25 25 24 16 3 6 15 17 19 27
## [24553] 25 29 29 11 10 6 6 29 7 10 28 28 11 15 30 26 22 26 3 12 3 3 12 25
## [24577] 1 9 23 10 26 11 31 30 23 28 28 7 9 13 15 18 7 12 30 10 19 7 22 9
## [24601] 9 8 14 21 24 14 29 14 3 21 22 14 17 16 10 12 25 8 18 27 30 11 14 21
## [24625] 24 16 10 11 28 31 8 24 12 26 7 18 3 28 13 7 7 7 15 25 14 26 13 26
## [24649] 9 27 20 21 20 21 18 1 13 10 10 18 22 4 3 3 14 7 3 23 17 30 10 7
## [24673] 21 6 9 27 10 6 22 10 27 2 30 15 29 10 31 15 6 2 6 8 15 31 30 8
## [24697] 2 7 24 21 8 24 9 30 10 19 12 15 27 4 21 18 17 29 9 14 18 20 22 23
## [24721] 13 18 30 16 20 21 24 23 30 23 1 29 26 13 3 4 12 1 7 24 5 16 10 2
## [24745] 28 16 14 13 8 28 10 9 6 3 1 1 20 25 15 26 6 19 28 28 24 21 15 26
## [24769] 27 10 2 10 22 23 28 7 26 16 9 7 4 8 11 22 29 19 24 8 26 27 12 8
## [24793] 30 31 10 16 21 21 8 25 14 4 25 1 14 18 1 9 7 6 19 7 3 11 13 22
## [24817] 2 22 27 27 7 20 24 24 18 31 20 23 24 4 27 22 11 15 15 31 14 31 12 14
## [24841] 21 19 30 16 10 31 28 25 15 16 19 3 24 13 6 12 9 7 7 31 17 30 18 30
## [24865] 14 3 7 2 20 21 2 27 2 31 11 10 20 10 27 20 5 17 28 20 19 3 28 26
## [24889] 22 19 7 20 7 24 27 2 29 7 16 24 29 26 24 23 1 27 14 3 13 27 25 26
## [24913] 14 1 14 8 18 1 3 23 14 20 21 18 18 1 10 30 14 1 1 21 1 28 17 18
## [24937] 28 28 27 7 10 2 9 7 27 11 14 28 25 25 11 11 11 6 21 20 20 27 1 17
## [24961] 18 11 14 1 7 10 3 28 2 11 14 18 16 2 24 11 4 4 21 24 4 23 31 23
## [24985] 15 15 3 29 24 7 28 24 12 22 24 5 9 13 21 25 28 16 8 3 17 14 25 17
## [25009] 21 1 26 22 10 14 18 28 31 21 28 24 3 17 27 11 16 24 10 28 17 29 31 2
## [25033] 29 15 7 17 18 14 15 21 14 24 24 10 19 8 30 8 15 17 19 18 18 11 18 21
## [25057] 14 16 8 11 23 18 5 9 4 22 4 1 31 16 17 6 19 10 7 7 4 21 24 7
## [25081] 8 4 29 17 18 31 26 7 7 27 3 1 1 22 16 18 30 16 10 4 28 23 19 25
## [25105] 21 27 12 4 6 21 5 29 23 21 23 29 11 17 28 18 20 2 12 10 30 25 21 25
## [25129] 15 31 3 30 24 15 2 21 9 11 19 18 21 17 3 18 3 30 11 14 28 19 28 6
## [25153] 17 28 21 8 25 12 7 18 27 3 16 6 1 17 25 22 13 27 13 8 13 7 12 17
## [25177] 17 31 2 4 4 25 25 15 10 31 10 15 7 24 23 23 8 21 9 3 21 20 13 1
## [25201] 27 20 27 16 22 28 7 11 20 14 20 15 11 7 21 9 24 20 21 11 11 4 6 18
## [25225] 17 28 27 26 7 2 27 21 18 31 25 18 25 18 30 14 15 29 24 20 28 18 20 24
## [25249] 21 28 1 13 1 11 5 22 4 20 13 3 7 20 25 9 14 21 14 19 12 6 29 17
## [25273] 24 21 28 29 5 29 20 12 28 17 18 2 14 22 4 19 12 29 28 31 4 1 27 3
## [25297] 10 28 13 28 4 2 21 28 8 25 23 13 23 22 24 28 6 19 4 1 2 22 11 21
## [25321] 12 12 21 2 16 17 7 27 6 30 7 20 6 24 13 7 14 11 29 26 15 30 28 29
## [25345] 14 16 13 21 16 12 17 1 9 28 19 25 26 15 12 28 26 16 17 27 11 25 28 6
## [25369] 29 22 3 21 2 28 18 10 22 2 24 29 2 15 16 16 17 22 29 24 12 9 28 17
## [25393] 31 14 3 13 22 3 7 28 18 2 13 12 15 10 11 30 4 10 11 5 17 25 31 21
## [25417] 13 4 31 16 15 10 21 2 19 10 15 2 3 20 5 21 30 14 16 22 7 28 9 8
## [25441] 17 20 14 29 12 15 20 4 4 24 15 6 25 23 7 28 15 22 10 17 17 28 11 31
## [25465] 13 9 31 13 24 25 25 24 9 16 7 28 6 19 27 11 25 24 23 1 28 12 30 24
## [25489] 29 12 11 26 22 11 31 26 28 3 28 19 12 17 1 25 21 1 7 10 26 24 13 13
## [25513] 21 3 22 22 23 13 21 8 21 1 10 3 29 9 17 7 5 7 7 18 21 7 15 22
## [25537] 29 22 11 8 4 14 21 1 14 12 4 15 26 25 18 28 21 14 27 11 19 23 6 17
## [25561] 22 15 27 7 22 11 10 29 18 8 28 28 27 24 24 26 21 25 4 7 13 8 6 21
## [25585] 6 31 29 28 15 4 4 28 9 16 27 22 24 15 25 22 1 1 8 11 16 5 9 27
## [25609] 20 11 24 2 14 27 19 23 21 24 18 17 12 10 8 10 24 9 15 22 1 24 1 12
## [25633] 29 3 10 20 12 18 7 14 31 11 13 17 20 1 13 12 31 29 25 11 11 14 14 15
## [25657] 26 15 20 30 17 12 17 14 17 21 27 7 27 28 10 9 30 11 8 27 11 4 7 11
## [25681] 11 25 24 17 4 21 12 13 15 3 15 2 1 1 5 11 16 29 23 25 23 13 23 12
## [25705] 6 12 18 12 18 6 7 15 4 30 31 29 14 9 25 13 10 31 7 25 7 25 5 3
## [25729] 10 3 10 25 23 1 4 5 9 3 19 28 16 3 21 9 29 6 6 7 15 31 11 5
## [25753] 3 29 3 3 3 17 20 17 15 3 22 28 16 13 13 2 21 29 14 14 13 14 13 2
## [25777] 29 15 14 26 3 22 5 5 11 21 27 30 30 13 7 29 16 29 14 11 17 14 7 22
## [25801] 8 22 9 25 19 14 19 26 11 25 23 13 18 26 2 19 4 3 27 15 17 9 26 28
## [25825] 9 1 7 18 27 15 31 1 31 6 2 30 20 5 20 6 6 27 14 24 28 20 11 9
## [25849] 11 12 13 28 30 17 28 7 1 26 11 28 24 9 6 19 31 27 1 21 24 4 8 31
## [25873] 8 3 22 30 28 6 7 3 8 17 22 17 7 4 1 22 20 17 11 16 11 8 24 13
## [25897] 8 28 14 30 14 24 31 2 25 26 20 30 13 25 14 7 21 8 11 6 16 1 2 30
## [25921] 24 4 25 9 20 18 14 6 24 15 11 28 6 28 26 7 8 11 15 8 1 21 10 11
## [25945] 17 19 9 21 13 27 4 4 21 13 20 7 31 6 7 6 7 7 1 27 10 9 24 15
## [25969] 29 30 28 30 28 6 24 5 7 15 17 10 10 18 14 21 18 26 19 20 22 9 2 17
## [25993] 20 23 23 9 14 3 10 8 28 18 13 31 19 30 28 28 23 12 17 16 21 3 19 14
## [26017] 10 5 22 3 19 19 24 20 9 24 20 2 13 20 21 28 21 27 6 25 23 8 14 12
## [26041] 24 11 8 22 21 17 12 1 12 29 3 4 22 24 18 12 22 27 7 26 26 27 11 14
## [26065] 7 5 12 2 10 18 8 27 11 22 8 14 3 17 15 13 5 29 17 28 23 20 1 18
## [26089] 18 6 6 15 7 7 25 4 18 1 3 28 3 29 6 20 27 29 3 5 4 21 14 13
## [26113] 13 21 23 18 11 28 30 8 21 10 20 23 20 12 13 6 11 8 31 14 23 6 10 25
## [26137] 12 12 30 9 1 15 7 6 18 14 25 25 6 7 22 31 15 5 17 29 18 23 2 17
## [26161] 29 24 18 7 9 25 26 28 24 23 21 3 3 25 29 2 10 10 16 22 4 20 30 3
## [26185] 3 18 18 27 20 30 5 11 23 12 2 9 28 29 8 18 29 29 5 19 13 10 2 27
## [26209] 18 1 21 20 11 24 9 22 13 14 11 3 21 4 27 22 9 11 10 1 1 15 18 28
## [26233] 28 8 4 10 6 6 21 1 20 26 17 7 17 12 10 19 7 9 3 1 20 23 27 7
## [26257] 11 28 3 27 20 15 8 8 7 15 19 23 19 25 4 16 16 21 10 21 12 3 8 4
## [26281] 23 25 5 20 24 19 26 7 19 22 21 11 24 21 1 24 10 7 24 5 29 18 13 18
## [26305] 30 24 10 21 5 1 15 15 18 4 20 28 24 22 18 4 2 13 26 8 11 21 8 23
## [26329] 29 23 11 1 30 21 14 6 2 7 6 16 3 1 5 24 22 9 24 29 17 19 16 12
## [26353] 11 21 25 30 30 19 9 31 24 19 6 15 4 4 8 4 1 11 5 11 3 20 8 22
## [26377] 1 27 13 6 25 25 21 4 7 17 13 31 20 13 9 8 4 29 31 16 23 17 16 1
## [26401] 3 5 30 25 30 10 6 21 22 2 9 29 23 30 28 13 18 10 1 25 3 10 25 19
## [26425] 2 11 24 24 21 3 18 14 26 11 22 26 22 5 13 20 6 25 6 7 5 7 12 10
## [26449] 19 8 10 11 29 30 8 23 26 7 25 18 5 26 28 9 25 15 17 22 18 18 8 28
## [26473] 9 1 22 22 1 26 1 19 17 21 14 15 15 29 3 17 22 18 25 29 14 8 23 28
## [26497] 29 6 15 31 21 22 10 30 29 10 15 29 26 14 31 26 31 29 14 29 18 28 24 21
## [26521] 27 16 4 7 10 16 4 2 28 10 12 10 6 10 28 9 31 12 5 21 20 29 17 17
## [26545] 4 15 31 13 21 19 11 9 17 1 24 17 21 27 15 10 24 4 23 3 13 31 31 17
## [26569] 29 5 3 24 3 28 28 12 17 11 14 2 14 29 7 17 27 1 1 23 3 7 6 27
## [26593] 1 14 14 22 29 16 12 8 12 30 21 18 24 17 3 17 14 18 31 6 1 7 17 21
## [26617] 31 15 6 14 7 22 14 31 18 1 27 8 11 22 31 27 2 12 16 21 15 8 23 13
## [26641] 8 18 15 7 7 7 23 11 20 10 19 16 30 20 1 26 10 21 1 22 12 8 8 30
## [26665] 5 22 2 29 13 25 7 5 31 8 4 10 29 2 10 24 22 18 14 13 15 8 1 18
## [26689] 9 27 12 18 21 28 26 6 29 15 13 13 19 24 3 26 9 10 17 7 1 5 22 7
## [26713] 3 28 21 2 4 14 23 24 28 18 26 4 28 12 9 17 24 21 22 28 24 2 11 9
## [26737] 8 27 7 16 16 27 15 19 9 23 16 8 21 9 24 13 23 3 14 3 7 29 24 17
## [26761] 8 23 29 9 2 22 13 13 6 15 22 15 28 17 15 11 31 1 10 10 25 18 16 5
## [26785] 8 3 18 4 17 17 10 20 6 21 2 19 28 28 23 15 1 1 26 31 3 20 20 18
## [26809] 25 24 1 12 21 15 10 13 21 7 11 6 6 5 14 4 23 6 20 21 11 4 27 20
## [26833] 21 1 15 30 27 15 17 3 18 23 20 30 3 1 11 1 2 3 4 30 15 29 14 17
## [26857] 31 16 22 25 7 31 15 27 28 28 18 14 4 7 28 10 25 7 7 30 30 25 26 14
## [26881] 31 15 19 27 21 21 1 29 23 28 23 24 4 24 22 18 9 27 21 1 3 10 3 11
## [26905] 22 18 18 25 8 9 14 11 13 12 23 28 1 28 20 12 28 21 27 7 29 12 31 22
## [26929] 16 23 28 26 17 24 28 18 7 19 2 13 8 14 18 2 31 1 23 1 10 2 25 11
## [26953] 21 21 21 17 17 16 18 21 9 3 19 10 16 31 17 4 22 23 20 3 12 10 24 3
## [26977] 4 11 21 13 11 20 29 9 8 30 25 25 31 14 21 6 15 24 10 24 14 8 27 9
## [27001] 25 17 24 30 19 14 2 31 7 12 11 16 8 1 21 7 27 30 5 17 5 16 23 17
## [27025] 16 19 19 8 19 6 17 27 11 27 30 17 31 24 1 3 15 11 19 7 10 6 27 16
## [27049] 7 10 12 15 10 19 21 2 17 2 2 16 23 19 13 18 9 3 17 21 21 8 1 29
## [27073] 20 29 6 1 29 1 20 20 20 21 31 19 20 28 29 12 13 14 18 20 24 11 8 1
## [27097] 29 6 24 24 17 17 24 11 6 30 20 19 23 25 17 25 15 28 28 10 23 22 24 12
## [27121] 2 18 8 28 3 29 30 28 5 15 19 25 10 3 28 24 9 6 21 22 3 12 6 6
## [27145] 3 27 7 12 13 26 30 7 15 10 29 7 22 7 31 18 3 16 18 25 19 21 9 31
## [27169] 31 19 13 18 14 20 10 28 17 21 21 23 3 26 15 23 26 8 8 18 2 21 21 9
## [27193] 23 15 29 2 25 14 8 17 28 1 7 17 24 29 25 25 10 23 9 22 11 8 4 3
## [27217] 6 29 28 4 13 27 3 21 12 3 1 24 7 6 31 19 31 16 31 18 13 2 4 23
## [27241] 18 27 31 31 5 13 10 11 20 13 31 8 29 15 15 15 4 15 16 18 19 9 26 28
## [27265] 12 15 28 5 28 21 19 6 3 15 21 20 6 6 13 19 1 1 7 8 9 21 20 7
## [27289] 10 29 10 3 25 25 13 31 7 13 12 9 3 17 2 15 14 13 12 6 10 13 30 4
## [27313] 22 30 10 11 11 8 2 27 25 4 30 8 18 25 3 19 31 17 25 25 13 30 4 9
## [27337] 4 1 13 5 5 19 12 6 19 1 7 29 17 11 27 12 19 11 14 13 7 17 8 20
## [27361] 26 2 27 7 25 7 23 5 21 20 4 26 29 20 12 15 17 23 17 27 15 17 18 3
## [27385] 5 23 29 18 23 3 29 14 21 22 9 12 31 9 16 14 21 17 14 2 18 3 4 9
## [27409] 18 11 28 9 25 10 3 28 17 12 21 14 21 10 9 22 9 3 6 15 10 24 8 16
## [27433] 15 28 23 4 9 22 11 15 15 12 20 16 19 20 3 20 9 4 10 14 27 4 15 2
## [27457] 3 4 18 17 3 15 23 20 21 29 21 7 27 7 14 20 29 10 4 19 1 27 26 18
## [27481] 25 20 3 17 21 30 3 21 28 28 10 18 21 31 8 7 20 11 30 3 14 22 12 30
## [27505] 15 11 1 17 1 29 3 4 9 13 13 14 17 16 24 17 8 18 11 1 9 13 28 14
## [27529] 21 14 18 21 30 9 12 2 6 31 20 27 21 3 11 7 7 21 15 8 11 19 9 7
## [27553] 10 24 3 20 31 4 16 29 31 8 13 31 30 24 26 14 29 22 18 28 19 2 9 23
## [27577] 27 6 18 30 29 23 8 19 1 14 26 24 22 22 18 22 14 4 22 14 27 18 19 22
## [27601] 19 19 21 28 3 15 7 21 21 11 19 13 31 21 2 12 12 19 19 17 23 20 4 11
## [27625] 24 31 19 17 3 20 11 16 20 3 18 4 4 5 21 2 29 10 14 6 9 5 8 29
## [27649] 10 12 4 3 31 12 17 26 29 31 12 16 18 17 22 24 22 21 22 10 20 30 21 14
## [27673] 3 17 22 26 9 31 9 8 8 24 13 24 31 10 23 12 11 6 3 7 21 1 6 4
## [27697] 23 29 2 7 26 21 25 16 15 24 24 9 17 26 30 12 14 14 8 17 13 21 21 19
## [27721] 21 25 5 14 13 28 11 28 10 14 9 11 10 15 18 25 27 11 13 27 16 2 14 11
## [27745] 26 1 17 27 4 6 14 20 7 13 23 12 30 12 19 31 15 10 6 29 5 18 2 23
## [27769] 22 24 24 2 8 8 3 3 7 8 10 4 12 3 10 7 17 28 7 3 26 2 27 23
## [27793] 2 19 3 12 31 27 16 4 9 18 17 2 23 10 17 17 10 12 16 20 28 29 25 9
## [27817] 4 8 30 26 21 27 12 4 14 1 6 11 3 19 7 27 6 28 29 7 23 14 27 19
## [27841] 7 24 19 19 27 12 3 21 27 27 12 2 19 10 27 9 6 7 24 30 15 25 23 11
## [27865] 16 7 6 6 9 19 27 27 27 29 21 8 1 3 19 3 13 8 20 20 12 10 7 8
## [27889] 28 11 5 27 21 9 27 15 4 24 18 25 15 27 4 13 17 4 20 3 3 3 4 25
## [27913] 12 28 1 27 28 2 31 13 13 10 1 7 17 5 25 11 28 28 21 26 28 28 29 4
## [27937] 4 12 24 17 6 2 13 2 20 31 29 8 15 4 3 22 9 17 23 8 23 21 2 4
## [27961] 12 28 28 25 5 3 17 31 8 1 16 4 7 26 5 20 21 16 10 25 4 1 28 19
## [27985] 16 21 1 13 5 26 10 16 9 3 9 17 26 26 11 20 16 12 13 13 6 10 6 10
## [28009] 7 31 25 27 8 4 24 2 13 18 25 26 19 5 7 29 21 11 11 30 4 15 20 28
## [28033] 11 19 7 17 18 21 3 9 27 23 17 29 21 4 25 23 17 23 24 13 10 17 24 7
## [28057] 17 14 28 18 16 21 15 15 2 4 3 2 27 24 6 13 6 6 18 27 26 22 23 15
## [28081] 1 27 21 7 22 14 3 8 30 14 3 17 6 7 23 24 5 5 9 30 21 13 10 22
## [28105] 12 25 14 17 15 3 1 20 4 24 8 15 11 27 24 9 14 26 22 26 26 19 19 26
## [28129] 11 20 17 14 17 11 25 27 2 28 29 14 14 4 1 21 11 21 28 18 27 27 29 28
## [28153] 8 20 22 8 26 30 5 17 28 18 21 10 26 27 24 17 14 15 11 25 15 24 12 2
## [28177] 14 20 5 25 16 28 17 13 1 17 17 19 2 17 17 22 28 8 25 15 23 3 1 7
## [28201] 10 31 15 28 7 11 28 11 20 3 18 17 31 3 12 17 9 21 22 22 9 26 6 16
## [28225] 29 4 10 6 3 1 12 31 9 5 4 22 4 8 4 23 8 10 24 26 10 23 6 10
## [28249] 28 9 12 31 20 11 24 31 19 23 18 24 24 20 20 5 28 11 7 17 7 18 15 26
## [28273] 11 10 28 19 18 14 24 11 16 16 6 6 14 17 12 30 14 25 24 14 7 28 18 23
## [28297] 15 29 23 25 27 17 21 1 1 7 27 26 16 12 6 27 3 1 8 8 12 22 29 15
## [28321] 16 5 3 3 10 26 7 2 28 10 14 3 4 2 30 25 8 20 23 12 8 14 17 31
## [28345] 2 19 23 23 17 14 17 27 13 28 9 23 6 31 20 18 28 30 7 7 1 24 26 2
## [28369] 24 3 31 12 15 27 22 21 17 4 31 22 20 2 9 18 28 29 10 28 29 6 3 26
## [28393] 20 24 30 14 22 7 8 12 7 4 29 21 10 11 10 3 21 12 13 3 29 14 10 19
## [28417] 24 7 22 17 1 30 28 24 18 7 30 20 15 31 16 17 25 7 31 25 17 23 30 24
## [28441] 29 10 19 25 21 16 17 22 18 17 10 22 28 29 27 16 11 6 4 14 8 26 7 14
## [28465] 7 22 18 20 23 24 15 13 27 5 15 13 6 20 30 5 8 14 27 24 18 17 23 23
## [28489] 26 20 20 11 20 1 5 20 15 30 12 13 2 6 22 1 23 16 4 6 22 22 17 9
## [28513] 31 7 18 24 16 22 30 21 20 29 3 27 3 12 15 13 29 29 28 7 16 30 22 3
## [28537] 4 17 25 20 12 1 30 15 26 25 26 3 3 7 7 6 16 5 1 14 16 25 21 4
## [28561] 16 4 14 25 12 22 11 4 8 8 24 29 14 31 14 28 17 13 28 25 28 17 27 16
## [28585] 25 18 13 6 18 17 11 12 12 5 24 3 20 24 20 12 23 27 10 7 7 3 9 13
## [28609] 24 3 4 17 14 13 15 20 7 28 21 1 20 18 20 11 12 5 3 22 26 27 20 2
## [28633] 30 22 31 28 2 21 6 23 26 6 4 1 27 26 27 25 1 27 22 8 12 26 20 23
## [28657] 10 26 23 19 10 21 9 22 5 6 6 7 26 19 20 19 7 26 20 9 21 2 9 12
## [28681] 7 23 23 24 10 11 21 20 21 17 7 29 25 14 21 28 24 10 26 8 30 27 27 8
## [28705] 12 7 10 25 26 1 5 8 8 3 1 31 11 7 10 15 30 9 2 4 3 17 13 25
## [28729] 30 25 9 14 30 1 11 6 13 14 12 13 24 30 12 30 17 5 5 25 4 11 5 28
## [28753] 8 6 12 8 1 15 3 22 30 12 4 16 3 22 10 10 9 2 27 21 14 27 24 1
## [28777] 12 27 27 13 20 10 23 23 24 7 11 15 8 30 29 13 21 24 24 26 17 18 30 17
## [28801] 5 13 12 8 10 10 7 15 15 11 26 19 9 1 13 2 4 2 10 17 31 25 26 19
## [28825] 20 10 29 20 15 25 25 21 14 11 4 10 7 21 15 9 1 28 6 31 10 28 31 24
## [28849] 14 3 17 3 11 15 1 8 10 20 19 10 1 6 31 16 28 12 9 31 21 12 4 7
## [28873] 2 10 11 10 15 27 9 18 12 16 17 7 10 18 18 28 1 7 11 17 25 17 29 27
## [28897] 14 28 3 18 30 18 9 18 17 26 28 14 8 28 28 18 19 7 24 5 28 2 7 7
## [28921] 7 13 19 5 11 15 8 16 18 16 3 29 13 24 27 23 17 9 20 31 17 17 10 26
## [28945] 21 18 6 23 31 12 1 29 22 9 25 7 6 14 13 6 10 28 28 15 18 25 1 19
## [28969] 28 15 4 21 5 27 11 24 20 24 3 11 25 17 18 29 10 10 29 26 16 6 6 15
## [28993] 7 21 23 3 7 27 5 23 10 19 3 9 18 24 7 6 12 21 28 7 6 20 23 6
## [29017] 9 2 2 4 13 7 29 10 10 19 2 7 7 18 24 21 17 4 14 13 22 17 30 26
## [29041] 26 26 26 31 12 28 9 19 3 10 12 12 20 4 16 18 8 26 6 18 25 19 28 12
## [29065] 15 11 29 3 10 14 6 9 16 13 17 18 17 4 15 12 19 15 27 15 3 22 7 4
## [29089] 13 6 12 11 6 17 19 6 14 13 19 20 5 30 22 31 3 9 31 13 7 6 26 28
## [29113] 7 22 24 10 20 21 10 5 4 7 31 16 7 15 5 10 2 14 4 14 5 29 15 23
## [29137] 3 27 7 3 29 4 29 20 21 20 15 9 16 17 2 9 15 1 18 12 15 13 26 2
## [29161] 16 25 16 25 11 6 3 24 8 5 21 24 4 8 19 2 17 8 4 24 26 24 3 14
## [29185] 17 14 1 9 20 16 28 14 15 15 11 20 29 27 25 28 30 21 18 11 27 21 17 12
## [29209] 4 21 28 9 22 18 5 21 19 18 5 31 12 14 18 7 9 28 29 12 16 16 20 16
## [29233] 30 2 21 14 30 15 21 5 14 23 3 10 19 12 24 8 9 7 14 19 19 6 15 13
## [29257] 2 21 18 6 14 13 19 21 7 22 7 3 24 9 11 14 13 8 6 12 6 16 16 16
## [29281] 19 9 22 5 16 14 15 19 17 4 19 22 22 9 12 10 6 20 23 12 8 7 6 11
## [29305] 15 14 19 17 7 13 13 5 1 5 5 17 16 19 13 13 11 11 5 13 9 9 12 9
## [29329] 8 20 14 3 3 12 7 10 9 16 6 6 22 22 5 12 9 9 8 9 10 21 21 13
## [29353] 14 14 9 14 12 12 10 16 4 22 11 7 15 18 16 5 15 22 25 19 8 20 20 12
## [29377] 3 21 20 14 20 23 5 20 10 7 3 12 21 23 4 8 20 16 19 13 10 16 14 19
## [29401] 12 7 8 16 10 8 13 12 22 5 13 20 8 12 9 3 16 16 16 19 3 10 5 4
## [29425] 10 10 18 27 6 6 16 23 19 21 24 20 4 17 20 10 3 21 7 9 12 4 2 5
## [29449] 27 18 13 13 21 19 23 5 7 7 5 4 21 10 15 20 9 13 14 7 2 20 7 13
## [29473] 9 19 19 23 20 3 13 13 14 12 13 7 6 3 13 6 8 8 18 25 5 7 10 15
## [29497] 2 10 10 8 21 6 15 10 10 12 15 10 4 6 3 20 3 8 6 21 3 4 21 21
## [29521] 9 19 26 6 4 6 15 3 21 22 21 22 7 5 11 17 14 5 6 5 3 5 5 15
## [29545] 12 10 12 10 16 14 17 3 2 10 6 7 16 8 10 20 17 6 6 2 14 5 7 7
## [29569] 9 7 7 8 5 3 17 3 20 4 15 12 17 22 12 24 17 9 11 10 13 9 5 7
## [29593] 3 15 12 21 14 10 19 5 5 14 21 12 10 16 20 13 19 16 17 10 6 19 5 20
## [29617] 5 7 25 15 22 23 14 12 13 7 6 7 3 10 12 30 8 7 17 4 5 10 8 9
## [29641] 9 7 15 20 7 15 9 26 14 16 12 15 19 15 17 19 23 6 7 5 20 9 5 2
## [29665] 10 18 10 23 26 10 14 18 11 10 17 14 11 11 14 15 15 6 11 11 20 4 5 6
## [29689] 18 12 8 9 20 7 10 7 20 7 6 6 7 7 19 9 8 23 22 7 3 6 13 13
## [29713] 19 21 3 6 16 19 19 19 4 20 16 18 16 22 26 21 17 8 21 10 21 23 2 19
## [29737] 7 20 9 12 12 3 7 25 10 13 6 3 21 6 13 14 7 7 12 12 26 17 21 13
## [29761] 6 21 7 7 6 9 14 11 10 7 15 2 5 16 16 8 13 18 21 12 13 15 9 14
## [29785] 6 13 13 21 26 7 6 6 5 9 13 16 15 10 26 17 19 13 15 18 5 7 12 8
## [29809] 19 6 8 15 10 10 13 9 9 22 19 13 9 7 20 12 16 6 24 23 7 3 21 20
## [29833] 20 2 22 13 13 19 12 7 19 19 15 20 21 9 8 16 8 6 14 18 13 14 15 21
## [29857] 4 21 7 13 4 14 8 17 17 19 8 7 1 5 3 23 2 21 10 8 15 15 20 12
## [29881] 20 6 9 6 6 22 6 15 20 17 16 1 13 20 8 11 3 12 15 19 14 13 13 10
## [29905] 10 20 4 17 7 14 17 23 19 12 4 21 20 22 20 19 16 10 3 18 20 16 21 11
## [29929] 20 16 7 16 22 5 18 16 19 22 20 3 27 6 9 9 10 4 21 10 14 5 20 5
## [29953] 17 15 12 13 19 18 14 21 23 3 6 7 7 5 9 4 6 14 13 14 15 22 6 19
## [29977] 5 13 4 26 12 5 4 10 21 16 23 6 9 20 9 19 3 9 18 19 20 19 12 21
## [30001] 9 14 3 6 5 23 11 4 23 15 7 15 10 10 21 15 7 12 23 7 24 3 16 24
## [30025] 4 7 8 8 15 14 20 7 16 15 17 5 3 23 13 19 15 5 12 25 26 11 19 6
## [30049] 6 4 8 9 9 21 21 19 10 1 21 12 19 14 16 4 7 14 5 9 20 13 8 21
## [30073] 7 17 24 19 15 9 14 10 16 11 25 6 6 10 10 16 9 8 10 21 5 8 3 14
## [30097] 14 9 21 3 20 21 21 24 4 3 16 13 8 16 22 6 7 7 13 7 18 16 6 17
## [30121] 10 13 20 10 16 16 12 19 5 13 15 7 12 5 12 12 5 9 23 21 11 5 5 21
## [30145] 6 24 5 16 7 12 13 5 17 15 16 10 13 26 13 14 14 7 7 9 9 2 3 3
## [30169] 6 22 11 10 3 22 20 7 23 15 17 21 14 19 14 8 5 5 9 16 20 17 14 21
## [30193] 23 14 22 11 14 15 3 13 15 3 15 10 22 9 5 21 6 14 19 5 5 12 12 1
## [30217] 6 13 15 9 14 3 6 8 2 19 22 13 14 15 12 13 23 12 19 10 10 15 16 19
## [30241] 19 10 2 12 12 14 19 16 22 21 6 10 10 3 3 12 21 5 23 4 18 15 16 4
## [30265] 6 11 21 17 20 12 9 4 21 9 19 7 4 21 15 20 16 4 22 19 8 6 13 13
## [30289] 4 8 6 21 17 8 9 17 18 10 14 11 12 6 13 6 4 17 16 22 12 5 6 12
## [30313] 6 9 13 6 12 9 22 12 13 16 21 15 7 8 17 13 9 8 6 9 11 5 14 10
## [30337] 8 5 22 20 5 24 12 16 13 10 11 21 13 14 3 15 16 6 10 23 10 7 6 7
## [30361] 10 12 5 17 13 20 19 19 20 6 6 14 19 3 21 16 20 12 9 20 22 15 14 15
## [30385] 5 6 21 5 10 4 6 7 15 11 11 6 18 15 16 16 16 16 7 9 7 23 6 10
## [30409] 9 20 19 13 6 6 16 18 22 16 11 16 2 20 13 3 21 16 14 19 23 24 9 20
## [30433] 7 17 8 9 5 6 20 7 3 5 22 19 22 22 22 20 15 23 10 19 9 4 7 7
## [30457] 19 5 14 12 16 15 5 9 15 8 19 21 6 21 10 12 10 20 18 14 21 8 3 5
## [30481] 13 12 20 16 8 5 12 13 5 8 6 22 22 8 8 15 22 22 6 9 22 20 19 5
## [30505] 5 7 20 13 5 21 7 10 17 12 3 5 22 15 19 19 12 16 9 12 9 1 10 6
## [30529] 14 15 21 21 2 14 16 19 12 14 15 5 10 13 13 15 5 21 14 14 17 8 6 13
## [30553] 21 15 13 15 10 11 19 5 11 5 15 7 10 16 10 21 6 6 6 10 16 11 9 26
## [30577] 13 13 6 14 4 18 20 19 13 3 23 5 16 3 14 21 10 14 19 3 23 7 4 8
## [30601] 11 20 8 10 5 12 6 14 1 12 3 6 22 7 15 21 14 22 19 17 21 20 21 20
## [30625] 10 26 13 10 2 3 1 10 21 13 7 14 14 10 2 17 15 10 11 10 12 10 10 11
## [30649] 13 12 13 12 15 5 18 18 7 8 6 15 11 19 24 12 24 15 21 25 12 14 14 7
## [30673] 13 15 7 16 12 25 10 8 7 9 5 21 21 7 13 5 12 8 9 8 13 9 7 7
## [30697] 16 13 17 8 10 15 15 9 3 25 15 7 10 12 3 6 8 10 8 10 9 22 20 12
## [30721] 19 19 19 25 12 16 6 9 16 5 13 2 14 4 10 19 14 21 21 17 17 26 17 5
## [30745] 8 16 16 19 4 16 17 13 4 4 3 17 19 19 3 22 20 21 14 7 8 13 20 8
## [30769] 24 9 6 16 11 23 17 5 9 3 26 15 7 11 16 6 19 20 13 14 11 3 5 16
## [30793] 15 19 23 18 2 8 17 5 8 23 5 21 4 15 23 4 9 19 21 7 6 9 9 20
## [30817] 1 16 15 6 8 3 16 11 16 14 8 13 13 8 19 9 25 7 6 8 7 16 5 12
## [30841] 16 8 8 10 23 20 13 20 8 8 15 11 6 16 12 6 2 8 7 24 14 16 14 6
## [30865] 8 18 21 19 5 13 15 14 12 11 21 16 9 11 6 7 13 19 21 13 14 12 6 26
## [30889] 7 17 9 10 17 13 4 21 21 20 14 15 12 9 6 21 6 14 14 5 14 20 15 11
## [30913] 11 22 9 17 12 8 22 24 5 4 16 9 7 8 9 16 20 19 19 6 12 14 6 8
## [30937] 13 16 7 8 13 20 10 13 8 24 24 8 10 3 7 5 8 12 5 9 6 9 8 5
## [30961] 6 14 15 16 9 12 23 9 5 2 6 21 20 10 13 12 9 12 20 19 16 21 6 16
## [30985] 14 6 23 12 23 15 24 15 9 13 22 19 14 19 13 19 16 10 3 13 5 9 19 19
## [31009] 14 17 21 7 14 11 15 12 10 5 23 18 19 13 9 24 20 15 19 14 13 23 20 20
## [31033] 19 21 21 8 15 14 12 22 15 7 5 16 7 13 23 22 26 8 10 10 13 12 11 3
## [31057] 8 14 5 12 18 11 10 13 21 10 10 5 20 6 2 7 7 5 20 22 12 8 6 13
## [31081] 9 8 9 14 14 20 4 3 20 7 6 9 9 24 9 16 6 6 12 16 16 14 8 7
## [31105] 8 13 7 14 7 7 2 22 5 19 20 7 14 8 20 21 7 7 21 17 30 15 3 22
## [31129] 21 22 14 26 17 8 9 12 15 21 15 23 16 8 16 20 3 17 12 17 10 17 6 19
## [31153] 17 16 7 19 7 13 13 8 3 10 9 12 12 25 14 12 7 17 11 22 11 9 5 7
## [31177] 6 6 12 6 7 6 20 7 19 10 10 18 6 20 24 9 12 5 13 21 8 25 14 7
## [31201] 13 14 26 15 5 10 13 6 14 16 13 3 9 18 7 1 14 3 12 14 2 20 9 15
## [31225] 23 3 7 23 5 13 15 7 6 13 9 6 15 2 9 16 11 7 19 11 16 20 20 17
## [31249] 19 19 5 13 20 24 19 20 14 7 8 20 13 7 7 10 15 9 8 13 8 6 11 6
## [31273] 21 12 13 14 5 21 14 14 19 19 24 6 15 12 22 6 10 6 18 3 15 10 2 13
## [31297] 19 15 5 7 20 21 16 6 2 17 4 5 21 5 9 9 10 10 17 24 8 10 14 22
## [31321] 4 27 8 9 3 15 5 7 17 8 13 17 10 10 3 4 13 14 7 9 14 15 6 14
## [31345] 6 20 7 22 15 6 10 27 12 8 13 13 16 16 9 7 2 8 19 9 5 4 10 8
## [31369] 22 10 16 23 14 6 11 15 7 14 24 25 15 8 21 19 13 5 13 22 17 7 6 20
## [31393] 17 9 7 10 21 17 17 19 19 9 6 7 8 16 24 7 9 17 16 10 4 3 14 14
## [31417] 21 22 17 25 8 14 5 21 9 16 13 6 6 8 3 8 9 10 13 10 20 22 3 17
## [31441] 20 15 27 6 9 9 17 22 6 10 18 10 12 24 9 14 14 13 12 1 3 8 2 21
## [31465] 21 3 8 7 23 14 23 16 24 16 9 14 16 21 21 11 25 9 13 13 16 7 7 5
## [31489] 16 14 14 19 7 13 14 14 6 2 13 17 14 5 15 23 27 16 8 5 18 10 12 10
## [31513] 5 6 10 21 17 5 12 15 4 19 9 14 5 7 5 12 13 21 10 5 7 20 20 22
## [31537] 5 16 12 7 13 19 9 9 5 16 6 8 19 16 6 7 21 15 7 19 3 16 12 7
## [31561] 20 2 8 2 2 19 21 12 15 16 13 7 8 21 16 19 2 9 9 5 13 16 19 14
## [31585] 18 7 18 14 15 2 14 21 22 16 20 9 21 6 12 8 9 9 18 14 7 21 24 22
## [31609] 7 3 8 13 21 8 8 19 22 12 8 10 19 6 18 12 15 7 11 22 17 8 2 6
## [31633] 21 25 22 7 10 20 21 26 13 20 4 23 8 20 19 6 8 12 12 12 8 14 9 9
## [31657] 12 8 24 16 14 18 13 16 12 8 12 7 9 17 21 13 20 22 3 13 21 13 13 21
## [31681] 22 6 13 13 22 16 12 5 6 15 16 5 7 9 14 12 19 16 19 25 19 22 14 16
## [31705] 12 5 20 1 2 7 21 21 19 21 19 11 24 3 8 8 24 12 8 8 19 18 13 8
## [31729] 9 4 19 19 10 13 23 9 9 18 12 14 8 7 9 6 14 8 19 9 13 19 12 15
## [31753] 1 8 16 8 5 7 24 16 2 13 16 23 22 14 14 21 19 16 4 21 8 19 12 12
## [31777] 13 14 7 2 16 20 15 20 2 10 15 7 17 13 15 2 2 13 5 8 15 19 19 7
## [31801] 19 10 22 21 22 21 19 22 9 5 5 13 3 10 6 5 8 20 12 7 13 2 5 4
## [31825] 15 12 1 5 8 14 12 15 19 5 12 24 7 6 14 9 9 8 15 26 12 16 12 9
## [31849] 12 19 21 12 6 5 11 9 2 5 7 14 15 5 12 12 2 9 14 15 20 8 15 12
## [31873] 15 12 9 12 6 5 1 1 7 21 14 8 24 1 13 13 21 14 22 20 3 9 12 12
## [31897] 16 4 22 17 13 6 2 3 14 6 7 8 22 19 5 19 7 5 9 21 4 20 25 30
## [31921] 6 7 21 6 14 17 20 8 12 8 2 13 21 15 14 11 19 12 19 14 13 8 21 7
## [31945] 5 16 21 7 5 6 11 22 19 18 8 7 14 9 12 16 1 5 16 21 6 14 12 15
## [31969] 19 9 6 16 16 2 22 18 23 6 12 7 22 22 19 19 2 12 12 26 20 13 4 22
## [31993] 12 20 9 25 3 24 2 13 4 13 8 14 1 6 8 12 19 14 15 22 18 20 7 9
## [32017] 9 11 8 7 6 13 17 20 7 17 19 14 12 9 20 7 11 12 7 14 12 8 10 5
## [32041] 11 16 7 11 20 9 5 19 19 18 7 13 8 21 9 18 8 7 8 20 20 1 8 21
## [32065] 17 21 5 12 26 13 8 12 6 7 9 8 3 3 20 13 9 12 19 20 9 14 11 8
## [32089] 7 13 9 8 13 12 9 17 18 9 1 7 10 5 5 5 6 23 18 19 9 9 5 19
## [32113] 14 12 12 12 16 20 23 16 20 19 25 11 9 26 17 20 20 5 12 14 13 13 8 10
## [32137] 5 19 17 7 17 20 22 24 14 10 20 11 13 6 19 12 15 9 7 6 24 22 20 22
## [32161] 8 22 5 20 25 13 12 6 20 14 16 19 6 10 30 17 13 1 19 2 12 21 3 20
## [32185] 20 15 5 8 5 22 16 10 11 5 24 18 13 15 19 20 15 7 6 11 12 9 6 16
## [32209] 14 12 7 24 19 22 6 2 19 8 5 11 12 21 5 8 6 16 1 20 13 14 8 12
## [32233] 8 14 5 10 22 15 14 12 20 8 19 8 22 12 13 22 2 3 3 22 15 4 15 11
## [32257] 16 22 23 14 19 17 15 18 15 6 16 7 6 18 18 14 19 18 17 5 16 18 12 7
## [32281] 21 21 21 6 18 19 21 19 13 8 8 21 24 2 26 10 9 24 14 2 22 21 20 15
## [32305] 10 5 16 20 12 12 5 14 20 20 21 2 25 15 18 24 21 22 14 12 1 8 12 16
## [32329] 7 10 21 16 25 9 14 13 20 19 2 26 19 5 16 16 5 1 9 2 10 8 14 21
## [32353] 19 9 12 22 13 9 13 16 17 9 19 3 15 21 20 21 14 20 12 19 24 8 13 9
## [32377] 2 21 8 17 21 7 9 12 23 16 12 14 10 20 15 23 4 19 9 23 16 6 9 6
## [32401] 19 23 20 5 8 16 23 7 24 7 20 6 13 20 9 20 16 5 16 5 18 7 5 25
## [32425] 1 5 7 20 8 5 7 22 9 6 6 20 21 6 10 18 7 12 6 18 7 2 8 19
## [32449] 19 22 24 12 8 15 7 13 20 5 22 13 2 13 13 8 20 8 13 5 20 2 11 17
## [32473] 15 15 22 20 11 19 9 5 10 16 19 14 9 5 23 7 6 21 24 5 7 12 22 15
## [32497] 18 30 1 12 8 13 5 23 21 17 1 20 12 5 22 20 1 24 18 18 18 14 5 14
## [32521] 22 20 7 13 9 25 12 7 12 7 8 5 14 21 20 22 13 13 12 26 12 16 6 6
## [32545] 20 9 5 19 20 20 13 7 12 17 18 22 7 16 8 13 26 11 8 24 14 5 23 22
## [32569] 2 4 5 9 8 20 9 13 30 19 19 15 8 12 16 6 22 18 1 4 16 23 6 6
## [32593] 11 15 20 10 6 17 19 11 13 7 14 14 17 20 11 7 9 14 9 5 17 22 12 9
## [32617] 8 13 25 4 2 15 21 6 13 20 21 19 19 15 22 6 8 9 4 6 16 15 10 19
## [32641] 5 9 14 8 22 18 18 19 6 21 21 14 22 11 12 12 7 21 12 12 7 7 12 19
## [32665] 7 8 21 14 14 13 2 9 19 21 9 22 21 26 26 21 21 22 26 26 26 24 17 24
## [32689] 27 21 22 23 27 20 8 19 28 23 7 19 21 27 26 22 22 25 11 25 26 5 6 22
## [32713] 22 15 23 15 20 24 27 5 27 3 9 8 27 25 21 25 26 25 27 24 26 7 27 21
## [32737] 27 27 7 19 11 27 22 27 21 3 21 21 17 27 22 17 10 27 24 13 5 3 25 26
## [32761] 16 26 8 2 21 27 27 23 23 7 26 10 22 21 26 14 15 5 20 27 15 27 16 26
## [32785] 24 23 15 8 5 22 26 9 27 10 23 27 25 23 27 24 24 19 27 27 23 2 7 27
## [32809] 23 8 24 23 20 12 9 13 23 27 22 23 27 22 27 19 14 12 11 24 27 23 27 25
## [32833] 27 27 21 27 17 6 26 26 10 22 26 27 19 7 14 27 19 1 13 13 21 27 6 9
## [32857] 22 23 19 22 21 26 27 13 26 7 9 21 21 27 27 25 6 27 27 8 23 7 26 22
## [32881] 27 22 22 23 11 21 12 19 25 23 26 26 26 5 26 26 12 24 23 13 27 27 25 27
## [32905] 27 27 27 27 27 8 9 27 20 19 21 12 20 25 21 26 26 22 22 27 27 26 7 18
## [32929] 16 26 26 25 8 13 6 16 8 10 15 27 22 25 23 27 10 13 3 26 23 27 24 14
## [32953] 16 6 25 10 27 24 12 9 26 27 3 27 12 19 27 26 10 19 14 22 21 24 15 8
## [32977] 16 13 26 25 27 16 23 3 26 26 26 23 26 27 27 11 27 26 13 27 27 21 26 2
## [33001] 23 11 13 26 26 8 1 27 27 26 5 15 8 27 3 21 8 25 27 27 27 15 16 14
## [33025] 25 8 26 27 6 26 26 26 27 15 27 25 23 7 21 13 27 13 23 26 27 21 25 27
## [33049] 11 9 21 26 27 27 27 21 25 20 16 11 25 26 23 21 26 26 25 26 6 21 27 9
## [33073] 26 26 9 21 6 23 8 5 26 23 26 9 23 21 9 23 14 21 26 1 27 24 27 26
## [33097] 12 23 21 22 14 27 22 27 26 25 26 21 15 27 27 9 13 16 26 26 26 26 22 22
## [33121] 6 13 26 2 25 20 23 22 21 26 22 25 27 19 4 27 26 26 15 9 26 26 27 27
## [33145] 23 23 27 27 25 27 25 21 15 7 7 23 8 27 26 26 21 27 27 26 27 26 18 25
## [33169] 27 16 27 20 26 4 27 26 18 23 27 13 26 18 23 27 13 13 9 27 27 20 13 27
## [33193] 27 15 26 18 27 28 2 8 13 23 27 11 16 23 27 21 21 8 11 27 25 27 27 26
## [33217] 22 26 27 27 26 26 24 26 27 27 5 27 21 26 13 12 10 10 18 3 22 26 27 15
## [33241] 27 27 20 27 22 27 23 22 23 28 27 21 25 26 26 19 14 23 13 26 1 27 27 13
## [33265] 17 17 21 23 27 21 5 20 8 26 7 26 27 11 27 26 27 27 21 27 7 9 19 1
## [33289] 23 24 22 26 12 25 16 26 21 26 27 17 4 26 27 27 27 22 12 16 26 25 19 27
## [33313] 20 26 17 24 13 27 22 15 21 26 6 26 27 7 26 20 15 7 18 13 26 22 27 26
## [33337] 25 27 7 21 21 23 26 21 12 16 10 23 22 27 11 25 27 25 26 17 16 22 26 23
## [33361] 27 27 23 26 26 7 12##
## 1 2 3 4 5 6 7 8 9 10
## 162 149 384 912 3358 6812 7155 4721 5233 4481
Clase: 28 sept. 2021
Continuando con el análisis de la clase anterior, se realizar resumenes estadísticos.
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.000 2.000 3.000 3.619 5.000 68.000
Y si tenemos hora y fecha de un evento?
Creae función para cambiar formatos de fechas…y cargamos los datos.
bosque<-read.csv("C:/Users/Gerardo Ramos/OneDrive - Comisión Federal de Competencia Económica/Documents/CIDE METPOL/Manejo de bases de datos R/clase 28 09 2021/Datos bosque Harvard.csv")Es importante conocer que:
- setwd(): sirve para establecer el directorio de trabajo.
- getwd(): Sirve para conocer en qué directorio estamos trabajando.
Analizamos la base de datos.
## [1] 584352 30## [1] "2005-01-01T00:15"## [1] "2005-01-01"## [1] "00:15"## [1] " R en la METPO"## [[1]]
## [1] "Clase " " R en la METPOL"Separa texto de acuerdo a lo siguiente:
## [[1]]
## [1] "Clase " " R en la METPOL"fechax<- substr(bosque$datetime[1],1,10)
horax<- substr(bosque$datetime[1],12,16)
hora_fechx<-paste0(fechax," ", horax)
hora_fechx## [1] "2005-01-01 00:15"Ejercicio
Daremos Formato a las fechas y haremos una función que transforme el formato 2005-01-01T00:15 a uno de tipo strptime
## [[1]]
## [1] "2005-01-01" "00:15"## [1] "2005-01-01 00:15:00 CST"## [1] 0## [1] 15## [1] 2005## [1] 1## [[1]]
## [1] "2005-01-01" "00:15"
##
## [[2]]
## [1] "2005-01-01" "00:30"
##
## [[3]]
## [1] "2005-01-01" "00:45"
##
## [[4]]
## [1] "2005-01-01" "01:00"
##
## [[5]]
## [1] "2005-01-01" "01:15"
##
## [[6]]
## [1] "2005-01-01" "01:30"fecha<- function(x){
f<- substr(x,1,10)
h<- substr(x,12,16)
h_f<-paste0(f," ", h)
tmp<- strptime(h_f, format = "%Y-%m-%d %H:%M")
return(tmp)
}
head(fecha(bosque$datetime))## [1] "2005-01-01 00:15:00 CST" "2005-01-01 00:30:00 CST"
## [3] "2005-01-01 00:45:00 CST" "2005-01-01 01:00:00 CST"
## [5] "2005-01-01 01:15:00 CST" "2005-01-01 01:30:00 CST"trans_fecha<-function(dia_fecha){
fechax<-substr(dia_fecha,1,10)
horax<-substr(dia_fecha,12,16)
hora_fechx<-paste0(fechax," ",horax)
return(hora_fechx)
}
head(trans_fecha(bosque$datetime[2]))## [1] "2005-01-01 00:30"Apply por filas? O Por columnas? Pero aquí queremos analizar por cada elemento de un vector, ENTONCES:
trans_fecha2<-function(trans_fecha){
vecto_lar<-unlist(strsplit(as.character(trans_fecha),"T"))
return(paste0(vecto_lar[1]," ",vecto_lar[2])) }
head(trans_fecha(bosque$datetime))## [1] "2005-01-01 00:15" "2005-01-01 00:30" "2005-01-01 00:45" "2005-01-01 01:00"
## [5] "2005-01-01 01:15" "2005-01-01 01:30"## [[1]]
## [1] "2005-01-01 00:15"
##
## [[2]]
## [1] "2005-01-01 00:30"
##
## [[3]]
## [1] "2005-01-01 00:45"
##
## [[4]]
## [1] "2005-01-01 01:00"
##
## [[5]]
## [1] "2005-01-01 01:15"
##
## [[6]]
## [1] "2005-01-01 01:30"## 2005-01-01T00:15 2005-01-01T00:30 2005-01-01T00:45 2005-01-01T01:00
## "2005-01-01 00:15" "2005-01-01 00:30" "2005-01-01 00:45" "2005-01-01 01:00"
## 2005-01-01T01:15 2005-01-01T01:30
## "2005-01-01 01:15" "2005-01-01 01:30"## [1] "2005-01-01 00:15" "2005-01-01 00:30" "2005-01-01 00:45" "2005-01-01 01:00"
## [5] "2005-01-01 01:15" "2005-01-01 01:30"Transformamos a elementos, no de tablas
## [1] "2005-01-01 00:15" "2005-01-01 00:30" "2005-01-01 00:45" "2005-01-01 01:00"
## [5] "2005-01-01 01:15" "2005-01-01 01:30"## 2005-01-01T00:15 2005-01-01T00:30 2005-01-01T00:45 2005-01-01T01:00
## "2005-01-01 00:15" "2005-01-01 00:30" "2005-01-01 00:45" "2005-01-01 01:00"
## 2005-01-01T01:15 2005-01-01T01:30
## "2005-01-01 01:15" "2005-01-01 01:30"## [1] 584352 31Temperatura promedio en dicho bosque en los MESES de:
- Enero = 2°C
- Febrero = 4°C
## [1] TRUEbosque$mes_registro<- month(bosque$datetime)
bosque$año_registro<- year(bosque$datetime)
aggregate(airt ~ mes_registro,FUN = mean,bosque)## mes_registro airt
## 1 1 -4.4354325
## 2 2 -3.5182661
## 3 3 0.7246007
## 4 4 7.2847304
## 5 5 13.3104319
## 6 6 17.9437049
## 7 7 20.9478956
## 8 8 19.8952857
## 9 9 16.1440116
## 10 10 9.8309351
## 11 11 3.8887324
## 12 12 -1.5565650## año_registro airt
## 1 2005 8.098615
## 2 2006 8.971521
## 3 2007 7.848312
## 4 2008 7.988106
## 5 2009 7.630917
## 6 2010 9.025195
## 7 2011 8.746093
## 8 2012 9.490905
## 9 2013 8.095751
## 10 2014 7.493287
## 11 2015 8.102295
## 12 2016 8.968480
## 13 2017 8.576417
## 14 2018 8.490829
## 15 2019 7.929258
## 16 2020 9.164283
## 17 2021 9.486828## [1] 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019
## [16] 2020 2021## mes_registro airt
## 1 1 -4.4354325
## 2 2 -3.5182661
## 3 3 0.7246007
## 4 4 7.2847304
## 5 5 13.3104319
## 6 6 17.9437049
## 7 7 20.9478956
## 8 8 19.8952857
## 9 9 16.1440116
## 10 10 9.8309351
## 11 11 3.8887324
## 12 12 -1.5565650¿Cuándo es menor la temperatura promedio entre 3 am y 6 am o 10 pm y 11:59 pm?
grupo1<-which(hour(bosque$datetime22)>=3 & hour(bosque$datetime22)<6)
grupo2<-which(hour(bosque$datetime22)>=22 & hour(bosque$datetime22)<=23)
mean(bosque[grupo1,3],na.rm = TRUE)## [1] 5.402454## [1] 6.824291La temperatura entre 3 y 5:59 es más baja
Otra manera de hallarlo es:
grupo11<-c(which(hour(bosque$datetime22)==3),
which(hour(bosque$datetime22)==4),
which(hour(bosque$datetime22)==5) )
grupo22<-c(which(hour(bosque$datetime22)==22),
which(hour(bosque$datetime22)==23) )
mean(bosque[grupo11,3],na.rm=TRUE)## [1] 5.402454## [1] 6.824291Clase: 5 oct. 2021
Borramos todo de la memoria y generamos un nuevo trabajo con nuevos datos y hacemos un breve análisis.
rm(list = ls())
catalo_enti<- read_excel("C:/Users/Gerardo Ramos/OneDrive - Comisión Federal de Competencia Económica/Documents/CIDE METPOL/Manejo de bases de datos R/Datos COVID (5 estados)-20211005/201128 Catalogos.xlsx",sheet = "Catálogo de ENTIDADES")
catalo_sexo<- read_excel("C:/Users/Gerardo Ramos/OneDrive - Comisión Federal de Competencia Económica/Documents/CIDE METPOL/Manejo de bases de datos R/Datos COVID (5 estados)-20211005/201128 Catalogos.xlsx",sheet = "Catálogo SEXO")
datos_covid20<-read.csv("C:/Users/Gerardo Ramos/OneDrive - Comisión Federal de Competencia Económica/Documents/CIDE METPOL/Manejo de bases de datos R/Datos COVID (5 estados)-20211005/COVID2020_5estados.csv")
tail(catalo_enti)## # A tibble: 6 x 3
## CLAVE_ENTIDAD ENTIDAD_FEDERATIVA ABREVIATURA
## <chr> <chr> <chr>
## 1 31 YUCATÁN YN
## 2 32 ZACATECAS ZS
## 3 36 ESTADOS UNIDOS MEXICANOS EUM
## 4 97 NO APLICA NA
## 5 98 SE IGNORA SI
## 6 99 NO ESPECIFICADO NE## [1] 3 3 2 3 1 1## [1] "01" "02" "03" "04" "05" "06"Aprender a Emparejar tablas.
empate_estadoUM<-merge(datos_covid20,catalo_enti, by.x = "ENTIDAD_UM", by.y = "CLAVE_ENTIDAD", sort = F)
dim(empate_estadoUM)## [1] 149564 41## [1] 149564 39empate_estadoUM2<-merge(x=empate_estadoUM,y=catalo_sexo,by.x="SEXO",by.y="CLAVE",sort=FALSE)
head(empate_estadoUM2)## SEXO ENTIDAD_UM X FECHA_ACTUALIZACION ID_REGISTRO ORIGEN SECTOR
## 1 1 3 5 2020-10-28 016eda 2 12
## 2 1 3 2092469 2020-10-28 2191c4 2 12
## 3 1 3 815907 2020-10-28 0230b3 2 12
## 4 1 2 1000386 2020-10-28 413aae 2 4
## 5 1 3 2174118 2020-10-28 246614 2 12
## 6 1 3 815953 2020-10-28 1a3b55 1 4
## ENTIDAD_NAC ENTIDAD_RES MUNICIPIO_RES TIPO_PACIENTE FECHA_INGRESO
## 1 14 3 8 1 2020-03-30
## 2 3 3 3 1 2020-10-22
## 3 25 3 8 1 2020-09-02
## 4 21 2 4 1 2020-09-24
## 5 9 3 8 1 2020-10-24
## 6 20 3 3 1 2020-07-15
## FECHA_SINTOMAS FECHA_DEF INTUBADO NEUMONIA EDAD NACIONALIDAD EMBARAZO
## 1 2020-03-23 9999-99-99 97 2 29 1 2
## 2 2020-10-21 9999-99-99 97 2 31 1 2
## 3 2020-08-28 9999-99-99 97 2 40 1 2
## 4 2020-09-20 9999-99-99 97 2 50 1 2
## 5 2020-10-20 9999-99-99 97 2 32 1 2
## 6 2020-07-13 9999-99-99 97 2 49 1 2
## HABLA_LENGUA_INDIG INDIGENA DIABETES EPOC ASMA INMUSUPR HIPERTENSION OTRA_COM
## 1 2 2 2 2 2 2 2 2
## 2 2 2 2 2 2 2 2 2
## 3 2 2 2 2 2 2 2 2
## 4 2 2 2 2 2 2 2 2
## 5 2 2 2 2 2 2 2 2
## 6 2 2 2 2 2 2 2 2
## CARDIOVASCULAR OBESIDAD RENAL_CRONICA TABAQUISMO OTRO_CASO TOMA_MUESTRA
## 1 2 2 2 2 1 1
## 2 2 2 2 2 1 1
## 3 2 2 2 2 2 1
## 4 2 2 2 2 1 1
## 5 2 2 2 2 1 1
## 6 2 2 2 2 1 1
## RESULTADO_LAB CLASIFICACION_FINAL MIGRANTE PAIS_NACIONALIDAD PAIS_ORIGEN UCI
## 1 1 3 99 México 97 97
## 2 1 3 99 México 97 97
## 3 1 3 99 México 97 97
## 4 1 3 99 México 97 97
## 5 2 7 99 México 97 97
## 6 1 3 99 México 97 97
## ENTIDAD_FEDERATIVA ABREVIATURA DESCRIPCIÓN
## 1 BAJA CALIFORNIA SUR BS MUJER
## 2 BAJA CALIFORNIA SUR BS MUJER
## 3 BAJA CALIFORNIA SUR BS MUJER
## 4 BAJA CALIFORNIA BC MUJER
## 5 BAJA CALIFORNIA SUR BS MUJER
## 6 BAJA CALIFORNIA SUR BS MUJER## [1] 149564 42Proporción de mujeres con covid en cada estado?
##
## AGUASCALIENTES BAJA CALIFORNIA BAJA CALIFORNIA SUR CAMPECHE
## HOMBRE 16138 29342 16162 11145
## MUJER 18606 32378 17365 8428##
## 1 2
## HOMBRE 0 72787
## MUJER 76777 0Proporcion de mujeres con covid en cada estado
Actividad
Clase: 12 oct. 2021
Volvemos a cargar las bases de datos
catalo_muni<- read_excel("C:/Users/Gerardo Ramos/OneDrive - Comisión Federal de Competencia Económica/Documents/CIDE METPOL/Manejo de bases de datos R/Datos COVID (5 estados)-20211005/201128 Catalogos.xlsx",sheet = "Catálogo MUNICIPIOS")Ejemplo de como emparejar bases de datos:
- merge(datos_covid20,esta_esta,by.x = “ENTIDAD_UM”,by.y=“CLAVE_ENTIDAD”,all.x=TRUE)
tabla_munic<-merge(datos_covid20,catalo_muni,by.x=c("ENTIDAD_RES","MUNICIPIO_RES"),
by.y=c("CLAVE_ENTIDAD","CLAVE_MUNICIPIO"),all.x = T)
head(tabla_munic)## ENTIDAD_RES MUNICIPIO_RES X FECHA_ACTUALIZACION ID_REGISTRO ORIGEN
## 1 1 1 1243121 2020-10-28 32ec6a 1
## 2 1 1 515945 2020-10-28 17d58d 2
## 3 1 1 1100994 2020-10-28 06ca13 1
## 4 1 1 2157572 2020-10-28 41a0e5 2
## 5 1 1 14353 2020-10-28 036b3c 1
## 6 1 1 701813 2020-10-28 01fb18 1
## SECTOR ENTIDAD_UM SEXO ENTIDAD_NAC TIPO_PACIENTE FECHA_INGRESO FECHA_SINTOMAS
## 1 6 1 2 1 1 2020-10-05 2020-09-28
## 2 12 1 2 1 1 2020-06-06 2020-06-06
## 3 12 1 2 1 1 2020-08-28 2020-08-21
## 4 12 1 1 1 1 2020-10-11 2020-10-07
## 5 12 1 1 1 2 2020-02-10 2020-02-09
## 6 4 1 1 1 1 2020-04-06 2020-04-01
## FECHA_DEF INTUBADO NEUMONIA EDAD NACIONALIDAD EMBARAZO HABLA_LENGUA_INDIG
## 1 9999-99-99 97 2 36 1 97 2
## 2 9999-99-99 97 2 23 1 97 2
## 3 9999-99-99 97 2 57 1 97 2
## 4 9999-99-99 97 2 83 1 2 2
## 5 2020-02-11 99 99 28 1 2 2
## 6 9999-99-99 97 2 44 1 2 2
## INDIGENA DIABETES EPOC ASMA INMUSUPR HIPERTENSION OTRA_COM CARDIOVASCULAR
## 1 2 2 2 2 2 2 2 2
## 2 2 2 2 2 2 2 2 2
## 3 2 2 2 2 2 2 2 2
## 4 2 2 2 2 2 2 2 2
## 5 2 2 2 2 2 2 2 2
## 6 2 2 2 2 2 2 2 2
## OBESIDAD RENAL_CRONICA TABAQUISMO OTRO_CASO TOMA_MUESTRA RESULTADO_LAB
## 1 2 2 2 1 1 1
## 2 2 2 2 1 1 2
## 3 2 2 2 1 1 1
## 4 2 1 2 1 1 2
## 5 2 2 2 2 1 2
## 6 2 2 2 99 2 97
## CLASIFICACION_FINAL MIGRANTE PAIS_NACIONALIDAD PAIS_ORIGEN UCI MUNICIPIO
## 1 3 99 México 97 97 AGUASCALIENTES
## 2 7 99 México 97 97 AGUASCALIENTES
## 3 3 99 México 97 97 AGUASCALIENTES
## 4 7 99 México 97 97 AGUASCALIENTES
## 5 7 99 México 97 99 AGUASCALIENTES
## 6 6 99 México 97 97 AGUASCALIENTES## [1] 149564 40tabla_munic<-merge(datos_covid20,catalo_muni,by.x=c("ENTIDAD_RES","MUNICIPIO_RES"),
by.y=c("CLAVE_ENTIDAD","CLAVE_MUNICIPIO"),all.x = F)
dim(tabla_munic)## [1] 149564 40##
## ABASOLO ABEJONES
## 1 1
## ACAMBAY DE RUÍZ CASTAÑEDA ACAPONETA
## 5 1
## ACAPULCO DE JUÁREZ ACATIC
## 6 5
## ACOLMAN ACONCHI
## 4 1
## ACULA AGUA DULCE
## 1 24
## AGUASCALIENTES AHOME
## 28152 2
## AKIL ALDAMA
## 1 1
## ALTAMIRA ALTO LUCERO DE GUTIÉRREZ BARRIOS
## 14 1
## ALVARADO ÁLVARO OBREGÓN
## 7 7
## AMEALCO DE BONFIL ANÁHUAC
## 1 4
## ANGEL R. CABADA ANTIGUO MORELOS
## 2 1
## APATZINGÁN APAXCO
## 1 1
## APAXTLA APIZACO
## 1 1
## APODACA APORO
## 2 1
## APOZOL APULCO
## 1 3
## ARANDAS ARCELIA
## 1 1
## ASIENTOS ATENGO
## 404 1
## ATIZAPÁN ATLANGATEPEC
## 1 1
## ATLIXCO AYOTLÁN
## 1 2
## AZCAPOTZALCO BACALAR
## 11 3
## BAHÍA DE BANDERAS BALANCÁN
## 1 3
## BENITO JUÁREZ BOCA DEL RÍO
## 22 8
## BOKOBÁ CABORCA
## 1 1
## CACAHOATÁN CACALCHÉN
## 1 1
## CAJEME CALAKMUL
## 3 219
## CALKINÍ CALVILLO
## 464 638
## CAMPECHE CANDELARIA
## 8595 358
## CÁRDENAS CARMEN
## 18 5142
## CATAZAJÁ CATEMACO
## 2 3
## CELAYA CENTLA
## 2 47
## CENTRO CERRO AZUL
## 66 6
## CHACALTIANGUIS CHALCO
## 1 2
## CHAMPOTÓN CHIAPA DE CORZO
## 676 2
## CHIAPILLA CHIAUTEMPAN
## 1 1
## CHIHUAHUA CHILAPA DE ÁLVAREZ
## 2 1
## CHIMALHUACÁN CHINAMECA
## 1 1
## CIUDAD MADERO CIUDAD VALLES
## 44 1
## COACALCO DE BERRIOZÁBAL COACOATZINTLA
## 2 1
## COATEPEC COATZACOALCOS
## 2 34
## COATZINTLA COLIMA
## 5 1
## COLOTLÁN COMALCALCO
## 1 54
## COMONDÚ CONKAL
## 2054 1
## CONTEPEC COPALA
## 2 1
## CÓRDOBA CORTAZAR
## 5 1
## COSAMALOAPAN DE CARPIO COSÍO
## 3 211
## COSOLEACAQUE COYOACÁN
## 6 9
## COYUCA DE BENÍTEZ COYUCA DE CATALÁN
## 2 1
## COZUMEL CUAJIMALPA DE MORELOS
## 1 1
## CUAUHTÉMOC CUAUTEPEC
## 14 1
## CUAUTITLÁN CUAUTITLÁN DE GARCÍA BARRAGÁN
## 4 3
## CUAUTLA CUAUTLANCINGO
## 1 1
## CUERNAVACA CULIACÁN
## 3 13
## CUNDUACÁN DURANGO
## 2 6
## EBANO ECATEPEC DE MORELOS
## 2 4
## EL CARMEN TEQUEXQUITLA EL LLANO
## 1 145
## EMILIANO ZAPATA ENCARNACIÓN DE DÍAZ
## 4 30
## ENSENADA ESCÁRCEGA
## 7672 1575
## FELIPE CARRILLO PUERTO FORTÍN
## 1 3
## FRESNILLO GENERAL ESCOBEDO
## 5 1
## GENERAL PLUTARCO ELÍAS CALLES GENERAL ZUAZUA
## 2 1
## GÓMEZ PALACIO GUADALAJARA
## 2 15
## GUADALUPE GUANAJUATO
## 11 2
## GUASAVE GUAYMAS
## 3 1
## GUSTAVO A. MADERO GUTIÉRREZ ZAMORA
## 8 1
## HALACHÓ HECELCHAKÁN
## 1 647
## HERMOSILLO HOPELCHÉN
## 8 342
## HUANUSCO HUASCA DE OCAMPO
## 7 1
## HUAUCHINANGO HUAUTEPEC
## 1 2
## HUEHUETLA HUEHUETOCA
## 1 1
## HUEJOTZINGO HUIMANGUILLO
## 1 10
## HUIXTLA IGNACIO DE LA LLAVE
## 1 1
## IGUALA DE LA INDEPENDENCIA IRAPUATO
## 1 2
## IXHUATLANCILLO IXTACZOQUITLÁN
## 1 1
## IXTAPALUCA IXTLÁN DE JUÁREZ
## 1 1
## IZTACALCO IZTAPALAPA
## 2 8
## JALAPA JALOSTOTITLÁN
## 1 1
## JALPA JALPA DE MÉNDEZ
## 10 7
## JÁLTIPAN JESÚS MARÍA
## 1 1571
## JILOTZINGO JIUTEPEC
## 1 1
## JONUTA JOSÉ SIXTO VERDUZCO
## 7 1
## JUAN RODRÍGUEZ CLARA JUÁREZ
## 1 7
## JUCHIPILA JUCHITÁN DE ZARAGOZA
## 4 2
## KANASÍN LA COMPAÑÍA
## 1 1
## LA PAZ LAGOS DE MORENO
## 16149 39
## LAS CHOAPAS LÁZARO CÁRDENAS
## 7 3
## LEÓN LERDO DE TEJADA
## 6 3
## LIBRES LOMA BONITA
## 2 1
## LORETO LOS CABOS
## 1621 11114
## LUIS MOYA MACUSPANA
## 6 21
## MALTRATA MANZANILLO
## 1 2
## MAPASTEPEC MARTÍNEZ DE LA TORRE
## 2 1
## MATAMOROS MAZATLÁN
## 2 12
## MEDELLÍN DE BRAVO MÉRIDA
## 3 159
## METEPEC MEXICALI
## 1 25673
## MIGUEL HIDALGO MINATITLÁN
## 6 27
## MINERAL DEL MONTE MISANTLA
## 1 2
## MIXQUIAHUALA DE JUÁREZ MOLOACÁN
## 1 1
## MONTERREY MORELIA
## 13 3
## MULEGÉ NACAJUCA
## 2550 6
## NANCHITAL DE LÁZARO CÁRDENAS DEL RÍO NARANJAL
## 1 3
## NARANJOS AMATLÁN NAVOLATO
## 4 2
## NEZAHUALCÓYOTL NO ESPECIFICADO
## 7 7
## NOCHISTLÁN DE MEJÍA NOGALES
## 11 5
## NORIA DE ÁNGELES NUEVO LAREDO
## 1 1
## OAXACA DE JUÁREZ OCAMPO
## 7 1
## OJOCALIENTE OJUELOS DE JALISCO
## 8 20
## OMEALCA ORIZABA
## 1 9
## OTHÓN P. BLANCO PABELLÓN DE ARTEAGA
## 15 878
## PACHUCA DE SOTO PALIZADA
## 2 184
## PÁNUCO PAPANTLA
## 7 6
## PARAÍSO PIEDRAS NEGRAS
## 31 1
## PINOS PLAYAS DE ROSARITO
## 10 1528
## POZA RICA DE HIDALGO PROGRESO
## 58 3
## PUEBLA PUEBLO NUEVO SOLISTAHUACÁN
## 11 1
## PUEBLO VIEJO PUERTO PEÑASCO
## 2 8
## QUERÉTARO REFORMA
## 9 1
## REYNOSA RINCÓN DE ROMOS
## 11 1188
## RÍO BLANCO RÍO GRANDE
## 1 1
## RIOVERDE SABINAS
## 1 1
## SACALUM SALAMANCA
## 1 6
## SALINA CRUZ SALTILLO
## 1 2
## SALTO DE AGUA SALVADOR ALVARADO
## 1 3
## SAN AGUSTÍN TLAXIACA SAN ANDRÉS CHOLULA
## 1 2
## SAN ANDRÉS TUXTLA SAN CRISTÓBAL DE LAS CASAS
## 5 1
## SAN DIEGO DE LA UNIÓN SAN FRANCISCO DE LOS ROMO
## 2 546
## SAN JOSÉ CHILTEPEC SAN JOSÉ DE GRACIA
## 1 187
## SAN JUAN BAUTISTA TUXTEPEC SAN JUAN DE LOS LAGOS
## 3 8
## SAN LORENZO AXOCOMANITLA SAN LUIS POTOSÍ
## 1 12
## SAN LUIS RÍO COLORADO SAN MARTÍN TEXMELUCAN
## 123 1
## SAN NICOLÁS DE LOS GARZA SAN PEDRO GARZA GARCÍA
## 3 1
## SAN PEDRO MIXTEPEC SANTA ELENA
## 1 9
## SANTIAGO MIAHUATLÁN SANTIAGO TUXTLA
## 1 11
## SANTO DOMINGO TEHUANTEPEC SINALOA
## 2 1
## SOLIDARIDAD SOMBRERETE
## 2 1
## TABASCO TAMAZULA DE GORDIANO
## 2 1
## TAMAZUNCHALE TAMIAHUA
## 1 2
## TAMPICO TAMPICO ALTO
## 49 1
## TAMUÍN TANTOYUCA
## 1 1
## TAPACHULA TECÁMAC
## 3 3
## TECAMACHALCO TECATE
## 1 1741
## TECOLUTLA TEMAMATLA
## 1 1
## TEMIXCO TEMPOAL
## 1 1
## TENABO TENOSIQUE
## 147 4
## TEOCALTICHE TEOLOYUCAN
## 15 1
## TEOTIHUACÁN TEPALCINGO
## 1 1
## TEPEAPULCO TEPETLAOXTOC
## 1 1
## TEPEZALÁ TEPIC
## 355 5
## TETELES DE AVILA CASTILLO TICUL
## 1 1
## TIERRA BLANCA TIHUATLÁN
## 10 2
## TIJUANA TIXKOKOB
## 24918 1
## TIZAYUCA TLÁHUAC
## 2 1
## TLAJOMULCO DE ZÚÑIGA TLALMANALCO
## 1 1
## TLALNEPANTLA DE BAZ TLALPAN
## 2 3
## TLALTENANGO DE SÁNCHEZ ROMÁN TLAPA DE COMONFORT
## 2 1
## TLAXCALA TLAXCO
## 7 1
## TOLUCA TONALÁ
## 4 1
## TORREÓN TULANCINGO DE BRAVO
## 2 2
## TULTITLÁN TUXCACUESCO
## 1 1
## TUXPAN TUXTLA GUTIÉRREZ
## 25 4
## UNIÓN HIDALGO URUAPAN
## 2 3
## VALLADOLID VALLE DE SANTIAGO
## 2 2
## VEGA DE ALATORRE VENUSTIANO CARRANZA
## 1 1
## VERACRUZ VICTORIA
## 50 2
## VILLA DE COS VILLA DE RAMOS
## 1 2
## VILLA GARCÍA VILLA GONZÁLEZ ORTEGA
## 31 1
## VILLA HIDALGO VILLA VICTORIA
## 10 1
## VILLAFLORES VILLANUEVA
## 2 1
## XALAPA XICOTEPEC
## 25 1
## XILITLA XOCHIMILCO
## 1 1
## YAUHQUEMEHCAN YAUTEPEC
## 2 1
## ZACAPOAXTLA ZACAPU
## 1 1
## ZACATECAS ZAPOPAN
## 41 8
## ZAPOTLANEJO ZIHUATANEJO DE AZUETA
## 1 3
## ZIMAPÁN ZITÁCUARO
## 1 1