Arbol de decisiĆ³n
Rene Olea
2023-10-18
library(openxlsx)
library(readxl)
library(tidyverse)## āā Attaching core tidyverse packages āāāāāāāāāāāāāāāāāāāāāāāā tidyverse 2.0.0 āā
## ā dplyr 1.1.4 ā readr 2.1.4
## ā forcats 1.0.0 ā stringr 1.5.0
## ā ggplot2 3.4.4 ā tibble 3.2.1
## ā lubridate 1.9.3 ā tidyr 1.3.0
## ā purrr 1.0.2
## āā Conflicts āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā tidyverse_conflicts() āā
## ā dplyr::filter() masks stats::filter()
## ā dplyr::lag() masks stats::lag()
## ā¹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(factoextra)## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBalibrary(cowplot)##
## Attaching package: 'cowplot'
##
## The following object is masked from 'package:lubridate':
##
## stamplibrary(ggpubr)##
## Attaching package: 'ggpubr'
##
## The following object is masked from 'package:cowplot':
##
## get_legendlibrary(cluster)
library(purrr)
library(dplyr)
library(knitr)library(readr)
Evidencia1 <- read_csv("Evidencia1.csv")## Rows: 12510 Columns: 6
## āā Column specification āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
## Delimiter: ","
## dbl (6): ent, mun, est, pea, ocupados, informales
##
## ā¹ Use `spec()` to retrieve the full column specification for this data.
## ā¹ Specify the column types or set `show_col_types = FALSE` to quiet this message.summary(Evidencia1)## ent mun est pea ocupados
## Min. : 0.00 Min. : 0.0 Min. :1 Min. : 0.063 Min. : 0.079
## 1st Qu.:14.00 1st Qu.: 22.0 1st Qu.:2 1st Qu.: 4.609 1st Qu.: 5.902
## Median :20.00 Median : 55.0 Median :3 Median :51.062 Median : 88.867
## Mean :19.17 Mean :107.3 Mean :3 Mean :35.629 Mean : 59.316
## 3rd Qu.:24.00 3rd Qu.:125.0 3rd Qu.:4 3rd Qu.:58.165 3rd Qu.: 98.198
## Max. :32.00 Max. :570.0 Max. :5 Max. :83.504 Max. :100.000
## informales
## Min. : 0.04
## 1st Qu.: 10.86
## Median : 56.72
## Mean : 48.83
## 3rd Qu.: 81.31
## Max. :100.00subset_df <- subset(Evidencia1, pea >1000)pea = scale(Evidencia1, center = TRUE, scale = TRUE)
summary(pea)## ent mun est pea
## Min. :-2.5882 Min. :-0.8126 Min. :-1.4142 Min. :-1.3511
## 1st Qu.:-0.6983 1st Qu.:-0.6459 1st Qu.:-0.7071 1st Qu.:-1.1784
## Median : 0.1116 Median :-0.3959 Median : 0.0000 Median : 0.5863
## Mean : 0.0000 Mean : 0.0000 Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.6516 3rd Qu.: 0.1344 3rd Qu.: 0.7071 3rd Qu.: 0.8561
## Max. : 1.7316 Max. : 3.5057 Max. : 1.4142 Max. : 1.8187
## ocupados informales
## Min. :-1.3378 Min. :-1.4112
## 1st Qu.:-1.2063 1st Qu.:-1.0981
## Median : 0.6673 Median : 0.2283
## Mean : 0.0000 Mean : 0.0000
## 3rd Qu.: 0.8781 3rd Qu.: 0.9394
## Max. : 0.9188 Max. : 1.4801?kmeans
kmcluster = kmeans(pea,centers=4,nstart = 100)
kmcluster## K-means clustering with 4 clusters of sizes 2502, 4266, 3240, 2502
##
## Cluster means:
## ent mun est pea ocupados informales
## 1 8.595842e-15 -4.265395e-16 -0.7070785 -1.2471947 -1.2217756 -1.1640590
## 2 6.890406e-01 3.760716e-01 -0.2327094 0.8111927 0.8171509 0.8608142
## 3 -9.072367e-01 -4.951610e-01 -0.2396211 0.7945673 0.8094208 0.6051642
## 4 8.595842e-15 -4.265395e-16 1.4141570 -1.1648541 -1.2196668 -1.0873261
##
## Clustering vector:
## [1] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [37] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [73] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [109] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [145] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [181] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [217] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [253] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [289] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [325] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [361] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [397] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [433] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [469] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [505] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [541] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [577] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [613] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [649] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [685] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [721] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [757] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [793] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [829] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [865] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [901] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [937] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [973] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [1009] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [1045] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [1081] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [1117] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [1153] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [1189] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [1225] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [1261] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [1297] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [1333] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [1369] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [1405] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [1441] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [1477] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [1513] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [1549] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [1585] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [1621] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [1657] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [1693] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [1729] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [1765] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [1801] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [1837] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [1873] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [1909] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [1945] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [1981] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [2017] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [2053] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [2089] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [2125] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [2161] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [2197] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [2233] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [2269] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [2305] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [2341] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [2377] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [2413] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [2449] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [2485] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [2521] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [2557] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [2593] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [2629] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [2665] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [2701] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [2737] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [2773] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [2809] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [2845] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [2881] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [2917] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [2953] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [2989] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [3025] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [3061] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [3097] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [3133] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [3169] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [3205] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [3241] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [3277] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [3313] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [3349] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [3385] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [3421] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [3457] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [3493] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [3529] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [3565] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [3601] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [3637] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [3673] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [3709] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [3745] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [3781] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [3817] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [3853] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [3889] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [3925] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [3961] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [3997] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [4033] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [4069] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [4105] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [4141] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [4177] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [4213] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [4249] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [4285] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [4321] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [4357] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [4393] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [4429] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [4465] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [4501] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [4537] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [4573] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [4609] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [4645] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [4681] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [4717] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [4753] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [4789] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [4825] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [4861] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [4897] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [4933] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [4969] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [5005] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [5041] 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3
## [5077] 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1
## [5113] 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3
## [5149] 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3
## [5185] 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4
## [5221] 3 1 3 3 4 3 1 3 2 4 3 1 3 2 4 3 1 3 2 4 3 1 3 3 4 3 1 3 3 4 3 1 3 3 4 2
## [5257] 1 3 2 4 3 1 3 3 4 3 1 3 3 4 3 1 3 2 4 2 1 3 2 4 2 1 3 2 4 3 1 3 2 4 2 1
## [5293] 3 2 4 3 1 3 2 4 2 1 3 2 4 2 1 3 2 4 3 1 3 3 4 2 1 3 2 4 3 1 3 2 4 2 1 3
## [5329] 2 4 2 1 3 2 4 2 1 3 2 4 3 1 3 2 4 2 1 2 2 4 2 1 3 2 4 3 1 3 2 4 3 1 3 2
## [5365] 4 2 1 3 2 4 3 1 3 2 4 2 1 2 2 4 2 1 3 2 4 2 1 3 2 4 2 1 3 2 4 2 1 2 2 4
## [5401] 2 1 2 2 4 2 1 3 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 3 2 4 2 1 3 2 4 2
## [5437] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 3 2 4 2 1 3 2 4 2 1 2 2 4 2 1
## [5473] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [5509] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [5545] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [5581] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [5617] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [5653] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [5689] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [5725] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [5761] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [5797] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [5833] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [5869] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [5905] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [5941] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [5977] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [6013] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [6049] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [6085] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [6121] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [6157] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [6193] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [6229] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [6265] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [6301] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [6337] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [6373] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [6409] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [6445] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [6481] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [6517] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [6553] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [6589] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [6625] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [6661] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [6697] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [6733] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [6769] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [6805] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [6841] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [6877] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [6913] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [6949] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [6985] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [7021] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [7057] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [7093] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [7129] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [7165] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [7201] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [7237] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [7273] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [7309] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [7345] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [7381] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [7417] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [7453] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [7489] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [7525] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [7561] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [7597] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [7633] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [7669] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [7705] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [7741] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [7777] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [7813] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [7849] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [7885] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [7921] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [7957] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [7993] 2 2 4 2 1 2 2 4 3 1 3 3 4 3 1 3 2 4 3 1 3 2 4 3 1 3 2 4 3 1 3 2 4 2 1 2
## [8029] 2 4 2 1 3 2 4 2 1 2 2 4 3 1 3 2 4 2 1 3 2 4 2 1 3 2 4 2 1 2 2 4 2 1 3 2
## [8065] 4 2 1 2 2 4 2 1 3 2 4 3 1 3 3 4 2 1 3 2 4 2 1 3 2 4 2 1 3 2 4 2 1 3 2 4
## [8101] 2 1 2 2 4 2 1 3 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [8137] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [8173] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 3 1 3
## [8209] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [8245] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [8281] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [8317] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [8353] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [8389] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [8425] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [8461] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [8497] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [8533] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [8569] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [8605] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [8641] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [8677] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [8713] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [8749] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [8785] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [8821] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [8857] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [8893] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [8929] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [8965] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [9001] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [9037] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [9073] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 3 1 3 3 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [9109] 2 4 2 1 2 2 4 3 1 3 2 4 3 1 3 3 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [9145] 4 3 1 3 2 4 3 1 3 2 4 2 1 2 2 4 3 1 3 3 4 2 1 2 2 4 3 1 3 2 4 2 1 2 2 4
## [9181] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [9217] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [9253] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [9289] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [9325] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [9361] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [9397] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [9433] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [9469] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [9505] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [9541] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [9577] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [9613] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [9649] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [9685] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [9721] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [9757] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [9793] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [9829] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [9865] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [9901] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [9937] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [9973] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [10009] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [10045] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [10081] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [10117] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [10153] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [10189] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [10225] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [10261] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [10297] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [10333] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [10369] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [10405] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [10441] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [10477] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [10513] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [10549] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [10585] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [10621] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [10657] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [10693] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [10729] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [10765] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [10801] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [10837] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [10873] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [10909] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [10945] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [10981] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [11017] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [11053] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [11089] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [11125] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [11161] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [11197] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [11233] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [11269] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [11305] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [11341] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [11377] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [11413] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [11449] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [11485] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [11521] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [11557] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [11593] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [11629] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [11665] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [11701] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [11737] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [11773] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [11809] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [11845] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [11881] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [11917] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [11953] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [11989] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [12025] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [12061] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [12097] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [12133] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [12169] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [12205] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [12241] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [12277] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [12313] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2
## [12349] 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2
## [12385] 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
## [12421] 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2
## [12457] 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1
## [12493] 2 2 4 2 1 2 2 4 2 1 2 2 4 2 1 2 2 4
##
## Within cluster sum of squares by cluster:
## [1] 5022.676 12010.267 4961.419 5034.616
## (between_SS / total_SS = 64.0 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss" "tot.withinss"
## [6] "betweenss" "size" "iter" "ifault"pea = Evidencia1 %>% mutate(cluster = kmcluster$cluster)
pea## # A tibble: 12,510 Ć 7
## ent mun est pea ocupados informales cluster
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <int>
## 1 0 0 1 58.7 96.5 55.2 3
## 2 0 0 2 0.165 0.079 0.271 1
## 3 0 0 3 58.5 96.4 54.8 3
## 4 0 0 4 59.0 96.7 55.7 3
## 5 0 0 5 0.281 0.082 0.49 4
## 6 1 0 1 58.5 96.5 40.7 3
## 7 1 0 2 0.655 0.293 1.08 1
## 8 1 0 3 57.4 96.0 38.9 3
## 9 1 0 4 59.5 97.0 42.4 3
## 10 1 0 5 1.12 0.304 2.64 4
## # ā¹ 12,500 more rows(g1=ggplot(pea, aes(x = ocupados, y = informales)) +
geom_point(aes(color=as.factor(cluster)), size=.01) +
theme_bw() +
theme(legend.position = "none")+
labs(title = "Kmenas con k=4")
)
library(tree)
library(dplyr)
# SelecciĆ³n muestra entrenamiento de un 70%
train=sample(seq(length(pea$cluster)),length(pea$cluster)*0.7,replace=FALSE)pea2 = select(pea, pea, informales, ocupados, cluster = 4)
head(pea2)## # A tibble: 6 Ć 3
## cluster informales ocupados
## <dbl> <dbl> <dbl>
## 1 58.7 55.2 96.5
## 2 0.165 0.271 0.079
## 3 58.5 54.8 96.4
## 4 59.0 55.7 96.7
## 5 0.281 0.49 0.082
## 6 58.5 40.7 96.5tail(pea2)## # A tibble: 6 Ć 3
## cluster informales ocupados
## <dbl> <dbl> <dbl>
## 1 5.28 13.9 5.74
## 2 50.6 94.4 99.3
## 3 3.07 10.9 6.45
## 4 45.6 76.4 88.7
## 5 55.6 95.5 99.6
## 6 6.06 11.6 6.50unique(pea2$cluster)## [1] 58.743 0.165 58.471 59.015 0.281 58.452 0.655 57.375 59.529 1.120
## [11] 58.947 0.768 57.684 60.210 1.302 56.412 1.852 53.366 59.459 3.283
## [21] 53.950 1.836 50.929 56.970 3.404 56.046 2.755 51.513 60.578 4.916
## [31] 60.339 1.909 57.199 63.480 3.164 56.959 1.669 54.214 59.704 2.930
## [41] 55.758 1.979 52.503 59.013 3.549 56.463 3.035 51.470 61.455 5.376
## [51] 54.557 2.182 50.968 58.147 4.000 55.757 2.741 51.248 60.265 59.262
## [61] 2.237 55.583 62.941 3.774 60.110 0.593 59.136 61.085 0.986 56.344
## [71] 1.574 53.755 58.933 2.794 61.864 0.901 60.382 63.345 1.456 61.435
## [81] 2.441 57.421 65.450 3.973 60.211 0.823 58.857 61.565 1.367 58.195
## [91] 2.030 54.855 61.535 3.489 57.413 3.107 52.302 62.524 5.412 67.155
## [101] 0.836 65.780 68.530 1.244 59.948 2.076 56.534 63.362 3.462 65.914
## [111] 2.374 62.010 69.819 3.601 65.325 0.786 64.032 66.618 1.203 70.655
## [121] 1.029 68.963 72.348 65.626 2.157 62.077 69.174 3.287 60.807 0.534
## [131] 59.928 61.686 0.879 61.876 1.455 59.483 64.270 2.352 59.384 0.858
## [141] 57.973 60.795 1.445 65.268 0.637 64.220 66.316 0.976 60.074 1.396
## [151] 57.777 62.371 2.324 59.846 2.427 55.854 63.839 4.056 52.266 0.536
## [161] 51.385 53.147 1.025 61.008 1.418 58.677 63.340 61.790 3.071 56.738
## [171] 66.842 4.970 61.112 2.220 57.460 64.763 3.633 56.506 0.311 55.994
## [181] 57.018 0.551 55.727 2.034 52.382 59.073 3.650 60.024 3.067 54.980
## [191] 65.068 5.109 60.404 0.552 59.496 61.312 0.914 54.930 3.108 49.819
## [201] 60.042 5.658 64.150 2.215 60.507 67.793 3.452 54.818 1.804 51.851
## [211] 57.786 3.291 62.298 3.079 57.234 67.362 4.942 54.405 3.054 49.382
## [221] 59.429 5.614 53.042 2.765 48.493 57.590 5.214 56.475 3.047 51.463
## [231] 61.486 5.395 55.690 50.697 60.682 5.450 57.617 2.453 53.583 61.652
## [241] 4.257 55.728 2.450 51.698 59.758 4.397 57.893 2.645 53.542 62.244
## [251] 4.569 54.569 3.042 49.565 59.573 5.575 56.058 3.030 51.074 61.042
## [261] 5.405 58.673 0.361 58.079 59.267 0.615 55.298 3.027 50.319 60.277
## [271] 5.474 54.280 3.051 49.261 59.299 5.622 63.549 1.516 61.055 66.043
## [281] 2.386 60.261 1.833 57.245 63.276 58.322 3.045 53.314 63.331 5.221
## [291] 58.151 2.831 53.494 62.808 4.869 56.020 3.032 51.033 61.007 61.592
## [301] 2.657 57.221 65.963 4.314 52.692 2.738 48.188 57.195 5.196 63.082
## [311] 1.986 59.815 66.348 3.148 63.000 2.342 59.148 66.852 3.717 59.237
## [321] 3.070 54.187 64.287 5.183 68.223 2.112 64.748 71.697 3.096 58.031
## [331] 2.379 54.118 61.944 4.099 54.722 50.174 59.269 5.053 59.474 0.777
## [341] 58.196 60.751 1.306 49.659 2.749 45.137 54.180 5.536 55.820 3.119
## [351] 50.690 60.951 5.588 53.927 0.332 53.380 54.473 0.616 62.885 3.084
## [361] 57.811 67.958 4.905 61.718 0.852 60.317 63.119 1.380 57.968 3.037
## [371] 52.972 62.964 5.240 57.422 52.434 62.409 5.280 57.635 3.036 52.641
## [381] 62.629 5.268 65.583 0.811 64.249 66.917 1.237 62.023 2.470 57.960
## [391] 66.086 3.983 61.939 1.274 59.844 64.034 2.057 67.553 64.507 70.600
## [401] 2.742 62.587 2.760 58.047 67.127 4.410 62.452 0.720 61.267 63.637
## [411] 1.153 60.325 2.779 55.754 64.897 4.607 69.072 1.834 66.055 72.088
## [421] 2.655 66.613 2.795 62.017 71.210 4.195 66.026 1.649 63.313 68.739
## [431] 2.498 66.346 1.352 64.122 68.570 2.038 54.718 0.744 55.942 1.360
## [441] 55.847 2.992 50.925 60.769 5.358 54.720 2.636 50.384 59.057 4.818
## [451] 53.074 2.964 48.199 57.949 5.585 56.283 2.977 61.180 5.290 47.443
## [461] 2.620 43.134 51.752 5.522 51.071 2.925 46.261 55.882 5.727 53.008
## [471] 2.939 48.173 57.842 5.544 55.270 2.962 50.398 60.142 5.359 56.319
## [481] 2.100 52.865 59.773 3.729 51.957 2.949 47.106 56.808 5.676 50.653
## [491] 2.936 45.823 55.482 5.796 55.345 2.505 51.224 59.466 4.527 55.181
## [501] 3.040 50.180 60.181 5.509 53.335 2.988 48.420 58.250 5.602 56.801
## [511] 2.380 52.886 60.716 4.190 52.827 2.957 47.964 57.690 5.597 55.367
## [521] 2.966 50.489 60.245 5.356 53.455 2.952 48.600 58.310 58.439 2.448
## [531] 54.413 62.466 4.189 53.835 2.948 48.986 58.685 5.476 53.310 2.956
## [541] 48.447 58.173 5.546 55.275 3.029 50.292 60.258 5.481 51.664 46.809
## [551] 56.520 5.714 51.566 3.147 46.390 56.742 6.103 48.956 2.644 44.607
## [561] 53.305 5.401 53.536 48.541 58.532 5.673 58.819 2.153 55.276 62.361
## [571] 3.661 54.460 49.589 59.332 5.438 55.224 2.975 50.330 60.117 5.388
## [581] 55.004 2.578 50.763 59.245 4.687 53.743 2.395 49.803 57.682 4.456
## [591] 54.638 2.565 50.419 4.695 55.152 2.972 50.263 60.041 5.389 53.515
## [601] 2.430 49.518 57.512 4.541 54.378 2.967 49.497 59.258 5.457 53.776
## [611] 2.950 48.924 58.628 5.485 55.253 2.602 50.973 59.533 4.709 51.965
## [621] 2.969 47.081 56.848 5.713 45.406 2.695 40.974 49.839 5.935 56.309
## [631] 2.993 51.387 61.231 5.314 56.415 1.582 53.812 59.017 2.805 52.455
## [641] 2.944 47.612 57.299 5.613 54.162 49.298 59.027 5.460 2.980 52.293
## [651] 62.097 5.211 54.995 2.961 50.124 59.865 5.384 51.195 2.075 47.781
## [661] 54.608 4.054 57.025 52.040 62.009 50.734 2.583 46.486 54.982 5.091
## [671] 54.665 49.672 59.658 5.553 49.566 44.717 54.415 5.948 53.884 2.958
## [681] 49.019 58.750 5.489 41.877 0.717 40.698 43.056 1.712 51.133 46.244
## [691] 56.022 5.813 56.200 2.626 51.881 60.518 4.672 50.338 2.928 45.522
## [701] 55.154 5.816 52.946 57.928 5.720 53.244 1.369 50.992 55.496 2.572
## [711] 54.322 2.971 49.435 59.209 5.469 51.168 2.300 47.384 54.951 4.496
## [721] 44.252 2.669 39.862 48.642 6.031 57.648 52.733 62.563 55.484 2.997
## [731] 50.554 60.414 5.402 54.182 2.953 49.324 59.040 5.451 53.596 2.635
## [741] 49.262 57.930 52.551 1.363 50.310 54.792 2.593 55.351 2.984 50.443
## [751] 60.259 5.391 53.918 49.046 58.790 5.493 46.197 1.250 44.140 48.253
## [761] 2.706 54.063 2.518 49.921 58.205 4.658 51.791 2.999 46.858 56.723
## [771] 5.790 55.053 50.177 59.929 46.270 41.990 50.549 5.623 56.957 2.994
## [781] 52.033 61.881 5.256 56.243 2.982 51.339 61.147 5.301 55.734 50.855
## [791] 60.612 5.321 50.793 2.640 46.450 55.135 5.198 53.677 48.816 58.539
## [801] 5.507 60.735 2.175 57.157 64.312 3.581 54.501 2.613 50.202 58.799
## [811] 4.795 48.934 3.103 43.831 54.038 6.340 44.850 40.514 49.186 5.878
## [821] 49.905 2.628 45.583 54.227 5.265 52.443 2.616 48.140 56.745 4.988
## [831] 51.082 46.763 55.401 5.140 56.285 51.396 61.174 56.428 2.630 52.102
## [841] 60.755 4.661 56.241 2.564 52.024 60.459 4.559 50.859 2.941 46.021
## [851] 55.697 5.783 2.213 53.873 61.152 3.847 50.519 45.684 55.353 5.818
## [861] 51.868 2.668 47.480 56.256 5.143 50.011 2.642 45.665 54.358 5.284
## [871] 53.154 2.990 48.236 58.073 5.625 55.862 2.562 51.647 60.076 4.587
## [881] 48.833 2.486 44.744 52.922 5.090 53.967 49.091 58.842 51.062 2.632
## [891] 46.733 55.392 5.154 52.309 2.934 47.482 57.136 5.610 50.049 2.573
## [901] 45.816 54.282 5.142 58.932 0.722 57.745 60.120 1.225 53.547 2.960
## [911] 48.679 58.416 5.528 52.933 2.942 48.093 57.772 5.558 57.694 2.649
## [921] 53.338 62.051 4.591 51.810 2.618 47.504 56.116 55.271 51.150 59.392
## [931] 4.533 54.085 2.965 49.208 58.963 5.483 53.971 2.275 50.229 57.714
## [941] 4.216 55.823 51.494 60.153 4.715 52.055 2.976 47.160 56.950 5.717
## [951] 53.767 48.918 58.617 50.701 45.657 55.746 6.049 54.375 49.442 59.307
## [961] 5.515 56.152 2.987 51.239 61.066 5.320 58.082 3.021 53.112 63.051
## [971] 5.202 54.348 2.978 49.450 59.246 5.479 54.026 49.148 58.904 2.985
## [981] 50.444 60.262 5.392 56.928 51.927 61.928 5.340 58.396 53.414 63.379
## [991] 5.187 55.581 50.715 60.447 5.322 2.959 48.680 58.414 5.526 54.799
## [1001] 49.916 59.683 5.418 55.003 59.883 5.393 62.464 3.211 57.182 67.746
## [1011] 5.141 59.966 0.566 59.035 60.897 0.944 61.530 2.858 56.829 66.232
## [1021] 4.646 3.016 51.781 61.702 5.315 53.554 3.023 48.581 58.526 5.645
## [1031] 68.338 3.149 63.158 73.518 4.608 61.241 2.696 56.807 65.675 4.402
## [1041] 52.035 47.034 57.035 5.842 54.922 2.730 50.431 59.412 4.971 54.185
## [1051] 3.075 49.127 59.244 5.675 52.819 3.080 47.752 57.885 5.831 57.969
## [1061] 3.022 52.999 62.940 5.213 59.117 2.570 54.889 63.344 4.348 52.128
## [1071] 3.020 57.096 5.794 43.638 0.247 43.232 44.044 52.378 47.405 57.351
## [1081] 5.772 50.661 45.683 55.640 5.974 54.582 3.013 49.626 59.537 5.519
## [1091] 58.043 2.581 53.797 62.289 4.447 56.290 51.303 61.277 5.386 58.809
## [1101] 0.804 57.487 60.131 56.330 3.114 51.209 61.451 5.527 58.334 1.917
## [1111] 55.180 61.488 44.022 2.697 39.585 48.459 6.127 59.102 54.133 64.071
## [1121] 5.112 52.161 47.188 57.134 52.635 3.048 47.621 57.649 5.791 49.627
## [1131] 3.046 44.618 54.637 6.137 55.198 3.052 50.178 60.217 5.529 54.914
## [1141] 49.946 59.881 5.500 58.172 3.069 53.123 63.221 5.276 51.871 3.122
## [1151] 46.736 57.007 6.019 52.691 48.183 57.200 56.998 2.336 53.156 60.841
## [1161] 4.098 49.899 3.039 44.900 54.899 6.091 51.894 3.059 46.862 56.926
## [1171] 5.895 60.196 3.026 55.218 65.174 5.027 58.663 2.860 53.958 63.367
## [1181] 4.875 63.320 61.987 64.654 1.280 53.131 2.764 48.585 57.678 53.449
## [1191] 3.019 48.483 58.415 5.649 45.765 1.349 43.545 47.985 52.484 47.515
## [1201] 57.453 5.756 50.889 45.904 55.873 5.954 53.345 3.044 48.339 58.351
## [1211] 5.706 52.459 3.018 47.494 57.423 5.753 57.755 2.666 53.370 62.141
## [1221] 4.616 54.972 3.097 49.878 60.065 5.634 55.179 50.218 60.140 5.466
## [1231] 53.537 48.558 58.515 5.654 50.452 45.487 55.417 5.983 58.126 2.664
## [1241] 53.745 62.508 4.583 58.939 2.806 54.323 63.555 4.762 61.199 1.454
## [1251] 58.807 63.592 2.377 55.742 50.769 60.715 5.424 56.180 2.240 52.496
## [1261] 59.864 3.986 57.092 3.025 52.116 62.068 5.299 52.466 47.488 57.444
## [1271] 5.769 50.142 3.038 45.145 55.140 6.059 53.886 3.017 48.923 58.850
## [1281] 5.600 2.751 50.958 60.007 4.958 57.552 52.555 62.549 5.279 53.375
## [1291] 3.057 48.347 58.404 5.728 56.081 51.117 61.045 5.381 53.215 2.739
## [1301] 48.709 57.720 5.148 49.415 3.031 44.429 54.400 6.133 52.969 3.123
## [1311] 47.832 58.106 5.896 53.429 48.432 58.426 5.686 52.618 47.632 57.604
## [1321] 5.761 60.082 0.709 58.916 61.249 1.180 62.112 2.243 58.423 65.801
## [1331] 3.611 55.210 2.148 51.677 58.742 3.890 65.359 2.196 61.746 68.972
## [1341] 3.360 56.859 1.514 54.368 59.350 2.663 58.553 2.495 54.450 62.656
## [1351] 4.260 60.064 1.305 57.916 62.211 2.174 60.525 2.537 56.353 64.698
## [1361] 4.191 58.562 54.779 62.346 3.928 65.505 2.088 62.071 68.939 3.187
## [1371] 2.073 57.765 64.583 3.388 60.655 1.987 57.387 63.923 3.275 1.657
## [1381] 59.261 64.713 2.673 58.827 54.610 63.045 4.359 62.578 2.211 58.941
## [1391] 66.215 3.534 60.174 2.727 55.689 64.660 4.532 57.931 54.963 60.899
## [1401] 3.115 59.804 0.685 60.930 1.145 59.162 2.301 55.377 62.948 59.100
## [1411] 54.035 64.165 54.999 3.082 49.930 60.068 5.603 54.274 49.893 58.656
## [1421] 4.908 60.111 0.792 58.808 61.413 1.317 2.815 47.327 56.587 61.088
## [1431] 1.045 59.369 62.807 1.711 60.610 2.095 57.164 64.055 3.456 59.801
## [1441] 3.060 54.769 64.834 5.117 52.330 3.100 47.231 57.429 5.924 53.594
## [1451] 3.089 48.513 58.675 5.764 61.798 1.827 58.793 64.804 54.863 2.059
## [1461] 51.476 3.753 54.820 2.791 59.411 55.478 3.068 50.432 60.524 5.530
## [1471] 58.643 1.853 55.596 61.691 3.160 57.305 2.817 52.672 4.915 56.299
## [1481] 3.066 51.255 61.343 5.447 62.253 3.077 57.192 67.315 4.943 56.170
## [1491] 51.126 61.214 5.459 55.491 50.433 60.549 5.542 51.819 1.803 48.853
## [1501] 54.785 3.480 65.135 2.604 60.852 69.418 3.998 2.720 50.425 59.372
## [1511] 4.955 53.644 3.106 48.535 58.752 62.020 2.729 57.530 66.509 4.401
## [1521] 3.090 48.662 58.828 5.750 56.167 51.106 61.228 5.478 53.742 3.087
## [1531] 48.664 58.821 5.745 3.092 50.185 60.357 5.594 53.425 48.344 58.507
## [1541] 63.297 2.176 59.719 66.876 3.437 55.041 3.076 49.982 60.100 61.077
## [1551] 2.920 56.273 65.881 4.782 60.342 55.801 64.882 4.574 55.045 2.480
## [1561] 50.967 59.124 4.505 60.720 2.740 56.214 65.227 4.512 57.021 53.432
## [1571] 3.826 58.492 53.460 63.524 5.230 58.884 0.846 57.492 60.276 1.437
## [1581] 54.692 2.587 50.436 58.948 4.731 54.988 2.893 59.747 5.262 55.772
## [1591] 51.442 60.102 4.720 56.220 2.807 51.604 60.837 4.992 61.186 66.157
## [1601] 4.940 54.093 49.114 59.157 2.035 55.809 62.504 3.440 53.654 2.678
## [1611] 49.249 58.060 57.242 52.278 62.206 5.272 55.706 2.716 51.238 4.876
## [1621] 58.625 55.285 61.965 3.463 56.212 51.250 5.366 54.813 50.362 59.265
## [1631] 4.937 53.040 2.369 49.143 56.936 4.467 1.871 55.950 62.103 3.169
## [1641] 54.703 49.726 59.680 5.532 58.474 2.625 54.157 62.791 4.488 53.914
## [1651] 49.596 58.231 54.621 49.645 59.597 5.539 63.090 0.812 61.755 64.425
## [1661] 1.286 58.563 2.496 54.457 62.669 4.262 60.977 56.594 4.369 54.294
## [1671] 2.353 50.424 58.165 4.334 50.826 2.683 46.413 55.239 67.770 65.044
## [1681] 70.496 2.446 58.041 2.483 53.957 62.126 4.279 54.039 2.500 49.927
## [1691] 4.626 65.038 1.583 62.434 67.642 2.434 51.142 1.900 48.017 54.266
## [1701] 3.714 50.867 57.692 3.822 63.797 1.233 61.768 65.826 1.933 57.582
## [1711] 2.580 53.337 61.826 4.481 53.822 2.798 49.220 58.424 55.439 3.024
## [1721] 50.465 60.412 5.454 56.513 3.005 51.571 5.317 53.608 48.616 58.601
## [1731] 5.662 55.948 0.066 55.840 56.056 0.117 54.565 49.595 59.535 5.537
## [1741] 55.970 2.659 51.596 60.344 4.751 58.413 53.417 63.408 5.199 1.632
## [1751] 53.431 58.801 2.909 56.912 1.100 55.103 58.721 1.932 55.159 50.182
## [1761] 60.136 5.486 59.820 54.849 64.792 5.052 52.851 47.852 57.851 5.751
## [1771] 50.411 2.546 46.222 54.599 5.051 53.662 51.605 55.718 2.330 54.097
## [1781] 0.819 52.749 55.445 1.515 48.805 43.774 53.836 6.267 57.156 2.947
## [1791] 52.308 62.004 5.156 31.828 1.097 30.025 33.632 3.445 53.106 48.185
## [1801] 58.027 5.633 52.719 2.981 47.816 57.623 5.655 57.805 53.453 62.156
## [1811] 4.576 51.816 46.887 51.079 46.086 56.071 5.942 50.641 45.442 55.839
## [1821] 6.241 52.510 1.779 49.583 55.436 3.389 53.017 2.600 48.740 57.293
## [1831] 4.904 51.329 2.753 46.800 55.858 5.364 52.396 2.291 48.627 56.165
## [1841] 4.373 52.853 47.966 57.740 5.621 53.056 48.074 58.039 5.709 54.270
## [1851] 49.392 5.465 52.385 2.983 47.478 57.292 5.695 54.064 3.011 49.111
## [1861] 5.570 52.947 3.033 47.958 57.936 5.729 45.996 0.429 45.290 46.702
## [1871] 0.933 59.782 2.809 55.162 64.403 4.699 52.577 47.655 57.500 5.692
## [1881] 52.848 3.008 47.900 57.795 52.957 3.000 48.022 57.892 5.665 51.616
## [1891] 46.660 56.572 5.837 51.935 2.995 47.009 56.862 5.767 52.814 3.007
## [1901] 47.869 57.760 5.693 53.619 1.918 50.464 56.773 3.577 49.380 59.183
## [1911] 50.510 45.549 55.471 5.971 54.371 0.570 53.433 55.309 1.049 53.282
## [1921] 2.780 48.708 57.855 5.218 51.322 46.441 56.202 5.782 52.380 2.559
## [1931] 48.170 56.590 4.886 53.512 3.001 48.576 58.448 5.608 41.612 2.274
## [1941] 37.871 45.353 59.198 1.492 56.744 61.653 2.521 53.357 48.464 2.989
## [1951] 49.354 59.186 51.326 2.735 46.827 55.825 5.329 51.568 46.591 56.546
## [1961] 5.868 48.537 43.294 53.779 6.566 54.260 59.138 49.587 44.882 54.292
## [1971] 1.998 57.053 63.625 3.311 51.588 46.596 56.580 5.883 55.672 2.607
## [1981] 51.383 59.961 4.684 54.025 61.333 56.730 65.935 4.562 46.915 56.872
## [1991] 5.833 53.891 48.890 58.891 5.641 54.904 50.676 59.131 4.681 53.323
## [2001] 2.991 48.403 58.242 5.609 51.415 2.885 46.669 56.161 5.612 51.118
## [2011] 46.284 55.952 59.360 2.025 56.029 62.692 3.412 53.339 2.973 48.449
## [2021] 58.230 5.574 51.665 2.954 46.806 56.523 5.718 47.759 2.709 43.302
## [2031] 52.215 54.592 49.729 59.456 5.416 50.982 3.072 45.929 56.035 6.026
## [2041] 52.838 47.901 57.774 5.680 51.787 46.885 56.689 5.755 52.104 3.002
## [2051] 47.166 57.042 5.762 55.155 60.080 5.430 53.331 48.440 58.222 5.576
## [2061] 53.496 2.591 49.233 57.758 4.844 47.635 42.568 52.702 6.467 49.103
## [2071] 2.778 44.534 53.672 5.657 53.538 48.618 58.458 5.587 55.760 50.830
## [2081] 60.691 52.486 47.566 57.407 5.699 50.956 45.983 55.929 5.933 2.963
## [2091] 60.825 5.295 55.115 3.098 50.020 53.529 48.621 58.436 48.124 2.796
## [2101] 43.525 52.723 5.810 53.875 48.832 58.919 5.691 52.224 47.260 57.187
## [2111] 5.778 52.831 3.028 47.850 57.813 5.732 56.518 0.958 54.942 58.094
## [2121] 1.695 57.056 52.568 61.544 55.633 3.135 50.476 60.790 5.636 56.268
## [2131] 64.957 4.358 54.649 3.120 49.517 59.780 55.493 50.416 60.570 5.562
## [2141] 52.541 3.159 47.345 57.737 6.012 3.099 50.542 60.737 54.377 2.552
## [2151] 58.574 4.692 60.748 2.821 56.109 65.388 4.643 60.125 55.600 64.651
## [2161] 47.711 1.121 45.868 49.554 2.349 56.611 2.710 52.154 61.069 4.787
## [2171] 58.653 53.606 63.700 5.231 52.478 2.830 47.823 57.133 52.552 2.786
## [2181] 47.971 60.085 55.007 65.163 5.138 51.559 2.832 46.901 56.217 5.492
## [2191] 56.063 51.405 60.721 54.701 3.128 49.556 48.189 3.282 42.791 53.587
## [2201] 6.811 55.957 51.483 60.431 4.861 56.130 2.704 51.683 60.577 4.817
## [2211] 55.641 50.559 60.723 52.460 47.830 57.090 5.365 46.889 2.843 42.213
## [2221] 6.063 54.475 3.134 49.320 59.630 49.330 2.829 44.676 53.983 5.735
## [2231] 51.456 2.576 47.219 55.694 5.007 49.300 59.509 5.704 56.990 2.876
## [2241] 52.259 61.721 5.047 52.323 2.782 47.746 56.899 3.131 58.646 5.852
## [2251] 49.779 3.234 44.460 55.098 6.496 53.501 48.365 58.637 5.836 54.947
## [2261] 3.111 49.830 53.136 3.142 47.967 58.305 5.914 53.731 2.902 48.958
## [2271] 58.505 49.682 59.953 56.830 2.687 52.410 4.728 50.986 3.227 45.678
## [2281] 56.293 6.328 56.352 3.086 51.276 61.428 54.626 3.102 49.525 59.728
## [2291] 5.678 52.783 3.181 47.550 58.015 6.027 52.355 3.171 47.139 57.571
## [2301] 6.057 54.527 49.371 5.748 51.751 3.175 46.528 56.974 6.136 52.243
## [2311] 46.962 57.525 6.146 58.166 0.892 56.699 59.632 1.533 3.199 47.198
## [2321] 57.723 6.099 54.530 3.104 49.425 59.635 57.241 1.879 54.151 60.331
## [2331] 57.279 3.074 52.223 62.336 5.367 53.723 2.823 49.080 58.366 5.254
## [2341] 55.039 60.152 5.647 50.101 60.335 62.432 2.814 57.804 67.060 4.507
## [2351] 55.116 49.993 60.239 5.651 53.346 3.141 48.181 58.512 5.887 64.917
## [2361] 2.090 61.479 68.355 3.219 3.127 49.494 5.723 57.280 2.019 53.959
## [2371] 60.601 3.525 53.969 49.355 58.584 61.305 2.444 57.285 3.987 53.806
## [2381] 3.140 48.641 58.971 56.281 3.101 51.181 61.381 60.485 2.722 56.008
## [2391] 64.962 4.500 59.654 2.679 55.247 64.062 4.492 53.079 3.156 47.888
## [2401] 58.270 5.946 58.566 3.063 53.528 63.605 56.749 51.672 5.439 51.164
## [2411] 3.236 45.842 56.486 6.324 56.349 51.226 61.472 54.465 3.139 49.301
## [2421] 59.629 60.101 55.505 64.696 4.649 55.849 51.416 60.282 4.826 2.560
## [2431] 53.213 61.633 4.457 61.569 2.326 57.744 65.394 3.777 49.347 2.856
## [2441] 44.650 54.045 5.788 3.137 47.947 58.265 5.906 49.051 59.403 5.803
## [2451] 57.712 3.196 52.456 62.969 56.430 51.353 61.507 5.470 44.609 0.158
## [2461] 44.349 44.869 0.354 51.941 2.041 3.929 61.631 0.689 60.497 62.765
## [2471] 1.118 61.168 56.087 66.249 5.050 62.695 58.281 67.108 4.280 59.254
## [2481] 54.194 64.315 5.193 57.955 53.321 62.589 61.155 56.086 66.224 5.039
## [2491] 58.586 53.522 63.650 5.255 57.020 3.085 51.945 62.095 5.411 60.867
## [2501] 56.725 65.009 4.137 60.305 55.219 65.391 5.127 61.650 56.573 66.726
## [2511] 5.006 55.900 50.795 61.004 5.552 55.936 3.094 50.848 61.025 5.531
## [2521] 65.406 61.991 68.820 3.174 56.688 51.615 61.762 5.441 63.909 59.591
## [2531] 68.227 4.108 59.264 3.083 64.335 5.201 56.213 51.132 61.295 5.496
## [2541] 59.200 2.188 62.800 3.697 57.506 3.387 63.078 5.890 56.895 3.088
## [2551] 51.815 61.975 5.428 57.729 52.648 62.809 5.351 59.386 64.450 5.184
## [2561] 64.725 2.548 60.534 68.916 3.937 57.846 52.779 62.912 5.325 59.126
## [2571] 3.078 64.190 5.206 57.404 62.486 5.382 2.788 53.299 62.471 53.955
## [2581] 48.851 59.059 55.824 50.738 60.911 56.861 51.798 61.925 5.413 54.123
## [2591] 49.002 58.381 53.300 63.461 5.291 56.303 5.484 52.225 47.066 57.385
## [2601] 6.006 58.338 53.272 63.405 63.018 2.736 58.517 67.519 4.342 62.553
## [2611] 57.967 67.138 56.085 51.003 61.167 60.417 58.795 62.040 56.898 51.818
## [2621] 61.978 3.110 48.398 58.627 5.811 56.930 62.042 57.160 52.080 62.239
## [2631] 56.465 66.623 5.017 49.954 0.448 49.217 0.896 59.367 54.300 64.433
## [2641] 5.188 62.439 2.001 65.729 3.204 56.253 3.093 51.166 61.341 5.498
## [2651] 60.754 3.132 55.602 65.906 5.155 61.288 56.218 66.358 5.029 62.348
## [2661] 57.256 67.440 4.965 53.782 3.109 48.669 58.896 5.780 58.142 2.672
## [2671] 53.747 62.537 4.596 53.669 48.559 58.779 5.789 58.519 63.590 54.802
## [2681] 3.155 49.613 59.991 5.757 59.221 2.797 63.821 4.722 56.346 51.269
## [2691] 61.423 61.425 56.822 66.027 4.555 52.115 3.125 46.975 57.255 5.996
## [2701] 55.919 3.212 50.636 61.202 5.744 55.397 3.105 50.290 60.504 5.605
## [2711] 60.972 55.908 66.035 5.049 59.212 54.134 64.289 50.872 61.031 60.592
## [2721] 64.895 4.317 65.561 2.104 62.099 69.022 3.210 53.275 2.813 48.648
## [2731] 57.902 51.697 46.537 56.856 6.068 64.964 61.140 68.787 3.578 53.993
## [2741] 48.881 59.106 57.953 52.863 63.043 58.546 1.505 61.021 57.721 3.081
## [2751] 52.653 62.789 5.338 55.920 50.823 61.016 5.541 56.018 3.091 50.934
## [2761] 61.103 5.518 55.569 51.096 4.894 59.888 54.828 64.948 5.137 56.265
## [2771] 66.400 5.023 55.346 50.261 60.430 2.768 51.306 60.411 2.752 57.106
## [2781] 66.160 4.466 53.047 1.486 50.603 2.801 58.209 2.713 62.672 62.511
## [2791] 58.059 66.963 4.330 61.786 3.112 56.668 66.904 5.036 58.008 52.940
## [2801] 63.077 5.312 56.468 51.392 58.384 53.320 63.448 5.273 54.538 49.439
## [2811] 59.637 5.684 57.364 52.294 62.433 5.373 50.632 60.804 5.549 62.252
## [2821] 2.871 66.975 4.612 68.296 1.721 65.466 71.126 2.519 57.115 62.189
## [2831] 57.383 52.310 62.456 5.375 65.998 1.615 63.341 68.655 2.447 63.027
## [2841] 1.210 61.037 65.017 1.920 58.688 63.767 60.498 1.811 57.519 63.477
## [2851] 64.703 1.265 62.622 66.785 1.956 56.647 51.551 61.742 57.259 52.189
## [2861] 62.329 5.383 53.555 48.446 58.665 5.800 59.563 54.503 64.624 5.165
## [2871] 63.007 68.112 4.926 57.329 52.249 62.410 59.204 54.143 64.265 5.197
## [2881] 64.356 1.482 61.919 66.793 2.302 52.317 2.827 47.667 56.967 5.404
## [2891] 59.605 54.505 64.704 56.417 51.341 61.493 59.986 3.095 54.895 65.076
## [2901] 5.159 58.232 53.167 5.288 50.019 60.214 57.544 52.469 62.619 5.362
## [2911] 55.378 50.281 60.474 5.595 55.432 50.345 60.520 5.580 60.071 55.011
## [2921] 65.131 5.121 61.831 1.323 59.655 64.007 2.140 60.657 55.593 65.721
## [2931] 5.075 58.256 53.169 5.309 60.556 55.495 65.617 5.081 59.349 2.714
## [2941] 54.884 63.813 4.573 56.711 51.618 61.803 58.289 0.596 57.308 1.023
## [2951] 59.522 54.466 64.577 5.164 63.547 59.019 68.075 4.332 58.498 2.569
## [2961] 54.272 62.723 4.392 51.536 2.674 47.138 55.935 5.189 55.277 1.982
## [2971] 52.017 58.538 3.586 60.163 55.197 65.130 5.019 56.019 51.989 60.049
## [2981] 52.650 2.759 48.112 57.188 57.152 3.010 52.201 62.102 5.266 61.861
## [2991] 57.491 66.230 4.294 60.579 55.529 65.630 5.068 59.665 54.685 64.644
## [3001] 5.074 58.598 2.231 54.928 62.267 3.807 62.342 0.171 62.061 62.624
## [3011] 0.274 57.815 52.834 62.797 5.238 57.869 52.899 62.840 5.222 57.674
## [3021] 62.657 5.253 49.725 0.702 48.571 50.880 1.411 59.909 64.234 4.389
## [3031] 57.129 2.661 52.752 52.978 62.928 5.219 57.347 3.012 52.393 62.301
## [3041] 5.252 57.204 2.623 52.890 61.518 4.585 62.475 2.750 57.951 66.999
## [3051] 4.403 58.616 55.097 62.136 58.806 53.827 63.786 58.729 2.691 54.303
## [3061] 63.155 4.582 57.214 52.258 62.170 61.477 2.597 57.206 65.749 4.224
## [3071] 60.059 55.055 65.063 5.065 59.425 1.783 56.492 62.359 59.500 54.480
## [3081] 64.521 5.130 58.695 1.513 56.207 61.184 59.310 54.321 64.299 5.114
## [3091] 59.974 56.077 63.871 3.951 58.017 53.039 62.994 5.216 2.110 53.359
## [3101] 60.301 3.713 59.284 54.318 64.250 5.093 58.705 2.044 55.343 62.067
## [3111] 3.481 60.760 56.383 65.137 4.379 56.123 51.122 61.124 5.417 59.491
## [3121] 54.526 64.456 59.348 3.049 54.333 64.364 59.029 2.542 54.848 63.211
## [3131] 4.307 58.712 1.319 56.543 60.881 2.246 3.014 53.247 63.162 5.178
## [3141] 57.078 2.509 52.951 61.205 4.396 58.872 53.916 63.829 5.118 57.062
## [3151] 52.085 62.039 5.303 53.517 63.478 5.177 59.592 2.296 55.816 63.369
## [3161] 3.853 56.875 51.917 61.833 59.355 2.900 54.585 64.125 54.561 2.014
## [3171] 51.249 57.873 3.691 59.249 54.288 64.211 56.651 51.687 61.614 5.326
## [3181] 58.567 1.838 55.545 61.590 3.138 54.875 1.893 51.761 57.989 3.450
## [3191] 2.595 65.310 4.252 59.260 2.866 54.546 63.974 4.836 58.143 53.190
## [3201] 63.097 5.179 60.122 2.472 56.055 64.188 4.112 57.601 52.603 62.598
## [3211] 5.275 56.591 61.567 5.345 58.838 53.864 63.811 5.139 54.112 49.136
## [3221] 59.087 5.590 0.625 55.255 57.311 1.110 56.789 2.638 52.449 61.128
## [3231] 4.645 51.263 3.168 46.052 56.473 6.179 58.983 2.299 55.201 62.764
## [3241] 3.898 56.467 61.422 5.335 59.302 54.340 64.264 5.087 60.689 65.094
## [3251] 4.412 57.022 2.387 53.096 60.948 4.185 58.557 63.531 60.304 2.203
## [3261] 56.680 63.928 3.654 55.557 50.590 5.435 56.835 61.819 5.332 52.791
## [3271] 62.699 5.215 52.479 47.500 57.458 5.768 2.596 54.222 62.762 4.439
## [3281] 54.987 2.043 51.626 58.348 3.716 58.952 63.921 5.124 57.704 52.730
## [3291] 62.679 5.241 56.177 52.036 60.318 4.482 56.451 51.467 61.434 59.280
## [3301] 64.277 5.125 59.012 54.047 63.977 5.115 57.179 62.132 5.267 59.408
## [3311] 54.440 64.377 5.084 58.263 53.283 63.243 56.327 52.129 4.531 59.424
## [3321] 54.437 64.411 5.102 57.852 52.880 62.823 5.225 61.489 56.507 66.471
## [3331] 58.965 54.001 50.206 60.156 57.754 52.778 62.731 57.610 2.811 52.986
## [3341] 62.234 4.880 60.784 65.082 4.299 54.870 64.819 5.054 50.821 60.724
## [3351] 5.398 53.549 2.343 49.696 57.402 4.375 57.915 2.191 54.311 61.519
## [3361] 3.783 53.251 48.290 58.212 5.664 58.355 1.431 56.001 60.708 2.452
## [3371] 55.768 50.803 60.733 56.818 2.223 53.161 3.913 59.108 2.793 54.515
## [3381] 63.702 4.725 59.174 2.550 63.368 4.309 59.295 54.291 5.131 59.467
## [3391] 54.482 64.452 5.096 62.363 2.015 59.049 65.678 3.231 59.876 5.098
## [3401] 58.164 53.195 63.133 5.194 59.960 54.961 64.959 5.069 50.298 2.721
## [3411] 54.773 5.409 53.544 1.530 51.027 56.061 56.847 2.724 52.367 61.327
## [3421] 4.791 58.967 2.639 63.308 4.476 59.094 2.103 55.636 3.558 60.228
## [3431] 2.775 55.663 54.199 49.239 59.159 5.564 2.490 52.373 60.563 4.409
## [3441] 58.072 2.688 53.650 62.494 4.629 59.393 58.018 60.768 1.407 58.540
## [3451] 53.459 63.621 5.277 56.595 51.487 61.703 5.487 57.349 52.245 62.453
## [3461] 3.129 49.895 60.188 5.685 57.069 62.181 5.446 60.202 55.102 65.302
## [3471] 5.150 56.138 50.996 61.281 5.569 58.364 53.227 63.502 53.949 64.130
## [3481] 5.242 56.831 51.726 61.936 5.461 57.834 2.783 53.256 62.412 4.813
## [3491] 59.561 54.464 64.658 5.203 55.023 49.862 60.184 5.703 59.475 54.393
## [3501] 64.558 5.195 59.120 64.213 54.145 48.995 56.995 51.882 62.109 52.143
## [3511] 62.339 5.414 56.812 51.714 61.911 5.456 55.369 2.335 51.528 59.210
## [3521] 4.218 56.517 3.126 51.376 61.659 59.790 55.420 64.160 4.444 3.136
## [3531] 53.642 63.960 5.334 61.608 2.784 57.029 66.187 4.518 2.731 57.418
## [3541] 66.404 56.758 51.599 61.916 5.525 3.182 48.103 58.572 5.967 52.935
## [3551] 3.163 47.732 58.139 5.976 53.964 3.151 48.781 59.146 5.839 54.245
## [3561] 3.130 49.096 59.394 5.770 52.423 47.209 57.636 6.046 57.237 52.137
## [3571] 62.338 58.153 53.057 63.249 5.327 59.488 54.381 64.596 5.220 59.458
## [3581] 54.967 63.949 4.592 55.184 3.113 50.064 5.640 3.173 46.908 6.087
## [3591] 55.709 1.067 53.953 57.465 1.916 52.395 62.655 5.422 58.577 3.116
## [3601] 53.451 63.703 57.307 52.193 62.421 5.425 2.789 51.251 60.428 4.996
## [3611] 62.477 3.296 67.898 53.829 49.238 58.420 5.185 57.515 52.427 62.604
## [3621] 5.378 57.472 52.362 62.583 5.406 57.605 62.560 57.653 52.560 62.745
## [3631] 5.370 64.497 64.050 1.990 60.777 67.322 57.368 52.279 2.393 55.374
## [3641] 63.247 4.035 59.643 1.060 57.899 61.386 1.777 54.189 49.028 59.351
## [3651] 64.422 2.701 59.980 68.865 4.192 58.174 53.061 63.287 5.343 58.924
## [3661] 54.336 63.511 4.733 60.630 55.548 65.713 5.097 58.227 63.348 5.347
## [3671] 51.835 62.016 5.437 53.707 1.463 51.300 56.114 2.725 56.927 51.811
## [3681] 5.463 55.030 3.117 49.904 60.157 64.771 2.773 69.332 4.281 64.012
## [3691] 68.463 4.227 60.679 2.065 57.282 64.076 3.403 41.151 0.455 40.403
## [3701] 41.899 1.105 68.025 63.518 72.532 4.028 57.857 2.222 54.202 61.512
## [3711] 3.840 57.371 52.285 62.458 5.390 51.717 5.458 59.513 55.407 63.618
## [3721] 4.194 56.774 51.673 56.780 51.660 61.899 5.482 64.059 1.442 66.432
## [3731] 2.252 62.547 2.520 58.402 66.692 4.029 56.162 51.059 61.265 5.524
## [3741] 58.454 2.756 53.920 62.988 4.716 59.885 54.789 64.980 5.173 51.609
## [3751] 56.392 51.237 61.547 57.346 2.534 53.177 61.514 4.419 61.669 56.564
## [3761] 66.774 5.033 59.426 54.332 64.520 5.212 58.943 53.870 64.015 5.232
## [3771] 53.111 62.277 4.829 59.471 54.384 5.200 59.421 0.315 58.903 59.938
## [3781] 0.529 57.663 52.566 62.759 5.374 61.836 66.326 4.414 61.201 56.599
## [3791] 65.803 4.571 57.100 2.787 52.515 61.685 4.882 51.569 61.808 5.490
## [3801] 53.725 48.536 58.914 5.872 57.870 52.789 62.952 55.712 50.563 60.860
## [3811] 5.618 55.150 49.992 60.308 57.379 52.280 62.478 5.403 3.124 50.080
## [3821] 60.358 57.228 52.134 62.321 55.582 50.430 60.734 62.775 2.185 59.181
## [3831] 66.369 56.226 51.109 5.533 54.543 49.407 5.725 54.104 64.243 5.209
## [3841] 60.961 56.391 65.531 4.558 54.051 0.989 52.425 55.677 1.829 61.846
## [3851] 56.997 66.695 4.767 52.182 2.808 47.563 56.690 51.587 61.793 5.472
## [3861] 59.954 65.045 5.162 59.823 55.577 64.070 4.315 55.315 50.736 59.893
## [3871] 5.032 54.453 0.701 55.606 1.288 49.625 2.689 45.202 54.049 5.419
## [3881] 55.521 2.851 50.832 5.135 53.765 62.393 4.516 53.399 49.078 4.920
## [3891] 52.772 47.804 55.818 1.913 3.427 53.859 1.093 52.061 55.657 56.139
## [3901] 1.830 53.129 59.149 3.260 54.842 1.648 52.131 57.554 3.006 48.040
## [3911] 0.196 47.717 48.363 0.409 53.756 1.484 51.315 56.197 2.761 2.329
## [3921] 47.867 54.041 49.684 58.399 4.902 54.262 3.009 49.313 59.211 5.545
## [3931] 55.313 50.378 60.248 56.787 2.652 61.149 4.670 49.705 2.418 45.727
## [3941] 53.683 4.865 53.052 2.040 49.697 56.407 3.845 50.447 0.294 49.964
## [3951] 50.930 0.582 50.175 0.755 51.417 1.504 55.527 50.565 60.489 5.433
## [3961] 60.963 0.435 60.247 61.678 0.714 57.378 52.372 62.385 5.305 56.252
## [3971] 2.214 52.610 59.894 3.936 52.482 2.631 48.155 56.809 5.012 57.310
## [3981] 62.259 5.249 56.053 51.065 62.908 3.417 54.362 2.428 50.369 4.465
## [3991] 57.782 2.004 54.487 61.078 3.468 50.994 2.414 47.024 54.964 57.459
## [4001] 53.012 61.906 4.706 59.256 55.426 63.086 3.930 57.235 52.298 62.173
## [4011] 5.245 52.639 63.268 3.152 55.026 5.234 0.787 63.750 66.339 57.374
## [4021] 2.449 61.403 4.269 55.682 1.020 54.003 57.360 1.832 54.360 62.897
## [4031] 4.426 64.603 2.166 61.041 68.165 3.352 57.372 3.203 62.641 5.584
## [4041] 0.856 60.200 63.015 1.389 62.022 2.653 57.658 66.385 4.277 65.825
## [4051] 1.816 62.838 68.813 59.319 3.238 53.994 56.388 51.197 61.579 59.311
## [4061] 1.672 56.561 2.819 61.596 2.134 58.086 65.105 3.464 57.102 3.161
## [4071] 51.902 62.302 64.502 0.639 63.450 65.553 0.991 63.525 1.840 60.500
## [4081] 66.551 2.896 1.881 58.885 65.072 68.068 0.741 66.849 69.287 1.089
## [4091] 59.687 55.267 64.107 4.502 62.703 2.824 58.057 67.348 4.504 68.969
## [4101] 65.582 72.357 2.986 60.315 0.546 59.416 0.906 60.490 55.415 65.565
## [4111] 5.100 49.531 44.573 54.489 6.085 47.516 42.570 52.463 6.329 60.373
## [4121] 2.621 56.062 64.684 4.341 54.777 49.845 59.710 5.475 63.840 1.256
## [4131] 61.774 1.967 48.284 43.956 52.612 50.875 2.974 45.982 55.767 5.847
## [4141] 60.620 65.109 75.308 1.058 73.568 77.049 1.405 56.280 61.254 66.311
## [4151] 3.146 61.137 71.485 4.744 53.376 5.615 52.923 48.024 57.822 5.628
## [4161] 47.407 42.506 6.285 56.613 51.675 61.551 53.303 2.031 49.963 56.643
## [4171] 3.809 66.197 1.892 63.085 69.309 57.816 53.483 62.149 4.557 48.601
## [4181] 58.429 5.583 60.718 1.409 58.400 63.035 2.321 52.967 48.021 57.914
## [4191] 49.353 44.368 54.337 6.140 52.821 47.949 57.693 60.903 2.469 56.842
## [4201] 64.965 4.055 1.312 56.495 60.811 48.293 3.003 43.353 53.232 6.218
## [4211] 53.218 48.311 58.124 53.586 48.666 52.864 2.979 47.963 57.764 63.059
## [4221] 1.805 60.090 66.029 2.863 54.671 49.757 59.584 5.464 58.509 2.479
## [4231] 54.432 62.586 4.236 58.858 2.681 54.448 63.269 52.636 47.687 57.585
## [4241] 5.716 49.861 2.945 45.018 54.705 57.008 52.573 61.443 4.730 1.699
## [4251] 56.617 62.207 56.792 1.331 54.602 58.981 2.344 48.815 3.004 43.874
## [4261] 6.153 67.241 72.341 4.611 49.816 44.872 54.760 6.033 51.278 46.374
## [4271] 56.182 5.814 56.421 52.394 4.339 61.347 58.853 2.471 56.438 1.703
## [4281] 53.637 59.239 57.747 53.267 62.227 4.717 63.860 1.488 61.414 66.307
## [4291] 54.979 2.425 50.990 58.968 4.411 53.910 48.954 58.866 5.589 50.405
## [4301] 45.450 55.359 60.409 0.948 58.849 61.969 1.570 57.058 3.230 51.745
## [4311] 5.661 59.308 3.189 64.553 3.274 52.352 63.122 5.670 56.342 3.319
## [4321] 50.883 61.801 5.891 62.025 0.774 60.752 63.298 1.248 3.205 54.382
## [4331] 64.926 3.442 48.115 59.438 6.400 49.603 3.579 43.717 55.490 7.215
## [4341] 57.302 3.362 51.773 62.832 5.867 53.422 2.757 48.887 57.957 5.161
## [4351] 58.148 3.284 52.746 59.463 3.276 54.075 64.851 3.271 52.334 63.095
## [4361] 5.668 2.822 54.768 64.053 4.750 56.313 51.355 61.271 5.352 58.438
## [4371] 3.378 52.882 63.993 55.141 3.392 49.561 6.152 53.826 3.399 6.314
## [4381] 57.454 62.867 56.115 3.434 50.466 61.763 6.120 59.806 3.178 54.579
## [4391] 65.033 5.313 49.838 3.513 44.060 55.617 7.049 68.595 2.802 63.987
## [4401] 73.203 4.084 56.184 3.301 50.754 61.613 5.875 59.003 3.223 53.702
## [4411] 64.304 5.462 56.696 3.381 51.135 62.257 5.963 55.625 3.369 50.084
## [4421] 61.166 3.218 64.131 56.556 3.334 51.072 58.255 3.186 53.014 63.495
## [4431] 3.317 50.278 61.190 5.951 56.460 3.341 50.964 61.956 5.918 60.364
## [4441] 3.167 65.573 5.246 55.576 3.340 50.081 61.070 6.011 60.212 3.166
## [4451] 65.419 5.258 57.750 52.304 63.196 5.733 3.401 49.772 6.143 56.229
## [4461] 51.311 61.148 5.318 65.782 62.755 68.808 57.376 3.364 51.842 62.910
## [4471] 5.863 3.290 51.008 5.832 64.527 2.873 59.802 69.253 4.452 55.536
## [4481] 65.983 5.226 57.769 2.586 62.293 3.165 57.088 67.499 5.080 3.394
## [4491] 48.338 59.503 6.294 3.414 45.768 56.999 6.644 62.451 3.273 57.066
## [4501] 67.835 58.279 52.877 63.681 5.635 55.268 49.688 60.848 6.138 3.318
## [4511] 64.469 56.031 3.243 61.365 3.347 50.120 61.131 6.017 57.650 3.302
## [4521] 52.219 63.081 57.125 62.536 5.758 58.744 3.244 53.408 64.080 57.911
## [4531] 3.214 52.624 63.198 5.550 56.120 3.380 50.560 61.680 6.023 60.850
## [4541] 2.204 57.224 64.476 3.622 3.363 50.758 61.821 57.753 3.306 52.315
## [4551] 63.192 58.138 3.216 63.428 59.793 54.531 65.055 5.350 2.998 51.421
## [4561] 61.285 53.291 3.425 47.657 58.926 6.427 2.968 51.614 61.377 60.643
## [4571] 1.115 1.839 3.197 55.106 65.621 62.245 3.336 67.732 58.145 3.241
## [4581] 63.476 58.510 3.272 53.128 63.891 5.592 61.225 3.190 55.978 5.210
## [4591] 58.761 64.069 57.908 52.497 63.319 5.681 53.139 3.367 47.600 58.678
## [4601] 6.337 58.573 53.173 63.973 58.394 3.254 63.746 5.572 58.307 3.184
## [4611] 53.069 63.544 60.934 2.861 56.228 65.640 3.508 50.048 61.588 56.916
## [4621] 61.796 57.154 3.297 51.731 62.576 69.059 1.424 66.717 71.401 2.062
## [4631] 58.738 53.426 64.051 5.499 59.858 3.313 54.409 65.308 5.535 56.145
## [4641] 3.310 50.700 61.589 62.493 57.093 67.893 54.892 3.469 49.187 60.597
## [4651] 6.319 58.536 3.257 53.179 63.893 63.285 58.410 68.160 4.683 61.110
## [4661] 2.894 56.350 65.871 4.736 58.569 53.140 63.998 55.340 49.724 60.955
## [4671] 6.169 53.250 3.477 47.531 58.970 6.530 57.099 67.872 55.485 3.312
## [4681] 50.036 60.933 5.970 57.208 51.764 62.652 5.785 57.691 3.300 52.263
## [4691] 63.120 5.721 53.228 47.593 58.862 6.435 52.757 47.096 58.419 6.524
## [4701] 3.357 51.407 5.898 60.886 2.883 56.144 65.628 4.735 58.620 53.685
## [4711] 63.556 5.119 59.122 3.333 53.640 64.605 5.638 64.574 5.740 58.030
## [4721] 3.162 52.829 63.230 5.449 66.685 2.361 62.802 70.567 3.540 53.569
## [4731] 3.331 48.090 59.713 3.206 64.985 5.368 60.999 6.135 3.270 66.115
## [4741] 53.655 48.701 58.609 58.683 3.327 53.210 64.156 46.133 57.358 6.594
## [4751] 66.380 2.848 61.696 71.065 4.290 57.608 3.343 52.109 63.108 5.804
## [4761] 3.377 51.001 62.111 5.972 50.413 3.501 44.655 56.172 6.944 56.452
## [4771] 3.386 50.882 5.999 57.328 3.372 51.780 62.875 3.502 44.793 56.314
## [4781] 6.927 56.877 3.349 51.368 62.387 5.889 56.338 3.374 50.787 61.888
## [4791] 5.990 61.170 3.235 55.850 66.491 57.083 62.064 59.045 53.552 64.539
## [4801] 50.086 53.365 3.383 47.800 58.930 54.267 3.361 48.738 59.796 6.194
## [4811] 3.320 51.474 62.397 54.635 59.582 5.504 59.664 3.198 54.404 64.924
## [4821] 5.360 58.548 53.456 63.641 59.338 3.279 53.945 64.732 61.139 55.751
## [4831] 66.527 60.553 65.266 4.732 57.956 52.483 63.429 5.741 50.400 3.497
## [4841] 44.648 56.151 6.938 58.746 53.317 64.176 5.619 3.289 54.183 65.002
## [4851] 60.172 3.225 54.867 65.478 52.521 3.429 46.881 58.162 6.529 56.790
## [4861] 3.255 51.436 62.144 47.676 58.817 6.360 63.922 3.202 69.189 5.008
## [4871] 60.322 3.307 54.883 65.762 46.589 4.149 39.765 53.413 8.905 57.557
## [4881] 3.359 52.032 57.974 52.480 63.467 61.558 56.274 66.841 53.850 48.309
## [4891] 59.391 6.256 53.439 64.237 5.579 60.103 54.710 65.496 5.455 57.926
## [4901] 52.421 63.431 61.462 3.239 56.134 66.790 5.270 58.339 52.956 63.722
## [4911] 61.628 2.869 56.910 66.347 4.655 57.485 3.346 51.981 62.989 5.821
## [4921] 59.449 5.624 58.690 53.266 64.114 57.467 62.946 63.398 57.939 68.858
## [4931] 5.235 54.908 3.344 57.820 52.333 63.306 54.545 60.203 6.306 60.558
## [4941] 55.800 65.315 4.777 60.375 65.785 5.448 49.655 60.706 6.088 54.726
## [4951] 49.157 60.295 6.187 54.250 65.077 5.516 55.813 3.353 61.329 6.008
## [4961] 53.879 3.325 48.409 6.172 56.880 61.725 60.060 55.047 65.074 61.076
## [4971] 6.050 53.814 48.308 6.220 52.774 63.390 5.556 3.221 56.499 67.096
## [4981] 51.755 62.701 55.127 3.314 49.675 44.924 3.848 38.596 51.253 8.565
## [4991] 53.212 47.647 58.777 6.358 45.323 38.082 52.565 9.713 63.915 1.535
## [5001] 61.390 66.441 2.402 58.324 68.000 4.657 53.500 59.014 6.266 57.287
## [5011] 5.807 63.300 58.435 68.166 4.673 60.776 3.267 55.402 66.150 57.841
## [5021] 51.729 46.005 57.452 6.727 55.918 3.299 50.491 61.344 5.900 63.088
## [5031] 4.919 47.344 6.486 50.593 3.498 44.840 56.347 6.914 54.211 3.339
## [5041] 48.719 59.702 6.158 57.992 3.292 52.578 63.407 57.509 1.376 59.772
## [5051] 2.392 41.897 4.253 34.902 48.892 10.150 3.278 63.248 5.667 58.318
## [5061] 5.659 51.870 5.899 57.478 3.518 51.692 63.264 49.766 44.006 55.526
## [5071] 7.037 52.179 63.118 55.486 50.014 60.959 57.098 2.906 52.318 61.878
## [5081] 55.093 49.606 60.580 6.055 44.698 3.740 38.546 50.850 8.368 55.464
## [5091] 49.901 61.028 61.181 55.794 66.568 5.353 58.335 52.810 54.110 3.470
## [5101] 59.816 6.412 56.596 51.152 62.041 5.849 56.850 51.466 62.233 62.492
## [5111] 57.342 3.308 51.901 62.783 53.681 48.084 59.278 6.339 57.594 52.094
## [5121] 63.094 5.806 57.923 52.545 63.301 55.797 50.282 6.009 56.683 51.262
## [5131] 62.104 5.815 53.930 3.409 48.323 59.538 6.322 53.988 3.376 48.435
## [5141] 59.541 6.253 59.201 64.590 5.534 59.454 54.033 64.876 60.650 2.173
## [5151] 57.076 64.225 3.583 61.117 55.733 66.501 59.975 54.576 65.374 5.473
## [5161] 54.897 3.416 49.279 60.516 6.222 62.667 68.048 57.207 54.713 59.701
## [5171] 2.650 53.855 48.136 59.574 6.456 57.079 51.584 62.573 55.946 3.373
## [5181] 61.494 6.029 55.924 50.420 5.984 55.070 3.356 49.551 60.590 6.094
## [5191] 56.969 3.350 51.458 62.479 5.881 56.069 50.658 61.480 58.062 3.321
## [5201] 52.599 51.817 3.453 46.137 57.497 6.664 56.204 3.398 50.616 6.045
## [5211] 58.989 53.695 64.283 2.847 58.158 67.523 4.530 3.288 57.628 52.239
## [5221] 63.017 57.993 3.233 52.675 63.310 61.531 3.246 56.193 66.870 3.316
## [5231] 52.011 62.920 57.675 52.287 63.062 5.679 59.068 53.628 5.599 57.839
## [5241] 3.293 63.255 48.039 6.359 58.431 53.073 63.788 57.231 3.332 62.711
## [5251] 5.822 59.184 53.805 64.563 55.187 49.660 60.714 53.771 3.422 48.143
## [5261] 59.399 6.363 57.797 52.227 5.859 56.945 62.498 5.928 56.923 51.333
## [5271] 62.513 55.710 50.161 61.259 56.238 50.649 61.827 6.042 53.198 3.430
## [5281] 47.556 58.839 6.447 58.178 52.785 63.571 3.266 54.425 65.168 57.877
## [5291] 3.213 52.593 5.551 58.826 53.418 64.235 58.727 3.240 53.397 64.057
## [5301] 54.394 48.796 58.328 3.418 49.404 60.649 6.212 55.000 3.496 6.357
## [5311] 49.369 6.188 59.678 54.277 65.079 5.502 56.007 50.562 61.453 5.911
## [5321] 57.788 3.305 52.351 63.224 5.719 58.055 3.269 52.679 63.432 5.631
## [5331] 60.594 55.259 65.929 52.140 3.529 46.335 57.946 6.769 53.107 3.395
## [5341] 47.523 58.691 6.392 57.006 51.580 5.787 55.147 49.720 60.573 57.262
## [5351] 51.668 62.855 5.939 58.125 52.645 63.604 5.731 56.645 53.486 3.441
## [5361] 47.827 6.433 60.666 55.288 66.044 60.466 6.184 56.979 3.263 51.611
## [5371] 62.347 58.193 52.801 63.585 50.566 61.849 6.102 61.829 2.318 58.016
## [5381] 65.642 3.750 3.208 54.224 64.776 60.823 3.201 55.558 66.088 5.263
## [5391] 56.221 50.811 5.850 58.780 53.364 64.195 5.601 60.164 54.944 65.384
## [5401] 57.706 52.265 63.147 3.304 65.162 57.794 3.345 52.292 63.296 57.063
## [5411] 51.450 62.675 5.980 54.719 3.338 49.229 60.209 6.100 49.908 3.517
## [5421] 44.123 55.693 7.047 56.397 61.713 5.730 66.900 52.051 62.794 5.687
## [5431] 58.851 3.245 53.514 64.189 5.513 56.450 50.944 61.955 5.929 64.231
## [5441] 58.863 69.598 49.318 3.539 43.497 55.138 7.175 57.979 3.280 52.585
## [5451] 63.374 53.121 3.396 47.535 58.706 57.499 3.303 52.066 62.932 63.005
## [5461] 59.504 54.010 64.998 56.600 51.098 5.910 65.672 61.130 70.213 4.204
## [5471] 57.155 51.710 62.600 5.792 3.365 48.732 6.200 53.609 3.458 47.920
## [5481] 59.297 6.451 54.212 48.690 59.733 6.192 61.294 55.941 66.647 5.310
## [5491] 63.933 68.609 59.992 65.404 58.687 53.258 64.116 60.403 2.588 56.146
## [5501] 4.285 63.064 57.669 68.460 3.431 47.679 57.867 3.315 52.414 54.520
## [5511] 48.913 60.126 6.252 49.549 3.537 43.732 55.366 7.138 61.023 55.856
## [5521] 66.191 62.767 2.825 58.120 67.413 4.501 3.285 52.690 63.498 53.036
## [5531] 47.423 58.648 6.434 55.258 3.326 49.787 60.729 6.020 59.903 3.183
## [5541] 54.667 65.139 61.602 2.904 56.826 66.378 4.714 51.427 3.408 45.821
## [5551] 57.032 6.626 53.452 59.034 6.349 68.526 2.865 63.814 73.239 4.181
## [5561] 56.952 51.545 58.875 54.668 64.736 5.126 53.896 6.331 61.958 67.325
## [5571] 54.519 65.093 59.358 64.837 61.495 2.643 57.148 65.842 4.297 57.856
## [5581] 3.335 52.370 63.342 5.765 63.936 3.323 58.469 69.403 59.505 64.972
## [5591] 58.756 53.312 64.200 52.057 3.454 46.376 57.738 6.635 54.568 48.909
## [5601] 60.227 6.305 3.444 46.953 58.284 6.546 50.720 61.887 48.860 42.976
## [5611] 54.744 7.321 56.550 3.366 51.014 62.086 5.952 54.276 48.638 59.913
## [5621] 6.315 6.112 3.371 50.599 61.690 6.004 61.627 56.176 67.077 5.377
## [5631] 53.356 3.443 47.693 6.453 57.825 52.873 62.778 5.207 64.002 59.155
## [5641] 68.849 4.604 58.626 53.246 64.006 56.929 51.489 62.370 55.139 49.717
## [5651] 60.561 5.978 47.705 6.347 52.529 46.869 58.189 6.551 55.433 49.960
## [5661] 60.906 6.002 65.328 5.477 70.025 66.240 73.809 3.286 55.696 50.214
## [5671] 61.177 57.768 52.324 63.213 3.265 53.746 64.488 5.523 50.457 61.546
## [5681] 60.020 54.430 65.611 57.490 3.277 52.100 62.881 5.700 51.576 3.608
## [5691] 45.641 6.996 56.772 51.228 62.316 5.937 59.657 54.207 65.107 5.554
## [5701] 1.690 61.471 67.030 59.432 64.870 5.563 57.999 52.592 63.406 59.760
## [5711] 54.255 65.265 52.148 63.149 5.801 65.735 1.478 63.304 2.248 59.571
## [5721] 3.324 54.103 53.574 63.738 60.283 54.738 65.827 63.623 48.661 58.447
## [5731] 5.555 53.145 3.504 47.382 58.908 6.593 59.811 3.200 65.075 58.490
## [5741] 3.281 53.093 63.886 67.018 2.132 63.512 70.524 59.470 64.273 4.910
## [5751] 56.992 67.525 57.146 51.656 62.636 5.841 60.912 55.883 65.940 56.881
## [5761] 51.426 55.348 49.864 60.833 6.024 57.226 62.742 5.860 60.192 54.774
## [5771] 65.609 5.471 58.097 3.355 63.616 5.776 64.027 2.187 67.624 3.415
## [5781] 54.956 3.485 49.224 60.688 6.341 58.804 53.220 64.387 57.997 52.531
## [5791] 63.463 66.969 2.745 62.454 58.084 52.711 63.458 50.499 61.611 54.798
## [5801] 49.328 60.268 56.659 62.153 5.894 59.530 2.903 54.756 64.305 51.328
## [5811] 62.218 61.675 67.037 5.285 58.070 52.756 63.383 43.036 4.383 35.826
## [5821] 50.246 10.185 52.426 46.674 6.670 3.252 54.898 65.595 5.397 54.971
## [5831] 65.743 59.868 65.305 5.521 59.180 53.799 64.561 61.575 56.191 66.959
## [5841] 5.316 3.400 50.096 6.106 57.731 52.211 63.251 57.581 5.637 56.978
## [5851] 62.481 5.873 58.096 52.583 63.609 53.295 47.654 58.935 60.232 54.839
## [5861] 65.625 5.443 51.641 3.457 45.955 6.695 59.407 54.495 64.319 58.716
## [5871] 53.254 64.178 56.496 66.448 4.921 54.740 49.254 65.095 5.512 58.268
## [5881] 63.673 5.639 52.058 46.351 57.766 6.666 53.094 47.433 58.755 6.482
## [5891] 55.612 66.290 55.931 50.446 61.416 5.962 57.746 63.199 3.448 52.411
## [5901] 63.753 5.936 55.403 49.933 60.873 6.003 61.666 56.179 67.153 51.649
## [5911] 3.467 45.946 57.352 6.713 59.645 54.678 64.612 5.063 56.296 3.295
## [5921] 50.876 61.716 5.853 61.738 56.409 67.067 5.248 58.272 57.301 51.906
## [5931] 5.724 60.789 55.427 66.151 52.700 47.040 58.361 3.294 49.545 5.993
## [5941] 58.462 53.006 63.918 5.674 50.961 3.459 45.272 56.650 6.787 59.661
## [5951] 64.941 51.075 45.369 56.782 6.793 50.544 3.575 44.664 56.423 7.072
## [5961] 59.631 54.192 65.071 60.669 55.279 66.058 52.968 63.676 5.581 58.472
## [5971] 63.967 64.444 69.588 4.853 50.462 61.555 58.805 53.360 5.629 55.807
## [5981] 50.434 61.179 56.469 50.969 61.970 5.922 57.638 52.748 62.529 5.158
## [5991] 57.065 51.610 62.474 61.780 47.554 3.563 41.694 53.415 7.492 53.907
## [6001] 3.491 48.165 59.648 6.475 60.169 3.390 54.593 65.746 54.469 48.943
## [6011] 59.995 6.168 65.048 2.723 69.527 4.186 55.564 66.208 57.414 51.942
## [6021] 62.886 5.795 51.841 62.724 5.775 58.737 3.253 53.386 64.087 5.538
## [6031] 59.539 54.095 64.982 5.559 54.127 48.511 59.744 6.309 58.514 58.002
## [6041] 52.468 63.537 65.786 49.288 43.352 55.223 57.196 3.337 51.707 62.685
## [6051] 5.834 53.888 64.734 55.899 66.689 58.277 52.928 63.627 56.399 50.864
## [6061] 61.933 5.966 59.252 3.298 53.828 64.676 5.565 55.752 50.328 5.915
## [6071] 56.713 51.244 62.182 48.846 60.033 6.246 57.103 5.777 56.156 50.573
## [6081] 61.740 59.241 54.031 64.451 56.503 3.262 51.138 61.868 5.773 56.208
## [6091] 3.384 6.021 51.335 62.225 5.830 57.276 3.256 51.921 62.631 54.657
## [6101] 65.492 56.351 50.731 6.062 55.665 6.148 55.222 58.732 53.340 64.123
## [6111] 53.117 63.954 63.057 58.571 67.543 4.325 59.377 53.999 64.755 5.506
## [6121] 58.607 53.200 44.435 3.891 38.034 50.835 8.757 2.884 58.411 4.566
## [6131] 52.098 62.933 5.726 43.187 4.329 36.067 50.307 10.023 3.382 51.174
## [6141] 5.961 52.340 3.449 46.666 58.013 6.590 58.468 53.076 5.607 67.219
## [6151] 64.041 70.397 2.874 3.342 64.761 3.512 50.039 61.593 6.293 50.812
## [6161] 45.053 56.571 6.891 63.914 69.393 60.393 55.014 65.772 5.415 59.675
## [6171] 65.010 55.652 50.097 61.207 53.593 64.342 54.000 48.383 59.616 6.323
## [6181] 57.080 51.541 62.618 3.385 59.671 56.279 61.726 5.884 59.203 53.752
## [6191] 64.653 61.764 56.479 67.049 64.026 56.874 3.309 51.432 62.317 57.707
## [6201] 52.095 5.912 60.280 54.887 58.296 52.909 63.682 5.617 53.674 1.910
## [6211] 50.533 56.815 52.435 63.206 5.663 52.467 46.805 58.129 6.561 60.822
## [6221] 6.128 3.354 50.217 59.674 64.987 61.830 56.583 53.665 48.134 59.197
## [6231] 62.913 3.065 57.871 67.956 4.872 51.461 57.919 52.519 5.669 56.099
## [6241] 50.714 61.483 5.835 57.359 53.761 48.118 59.404 6.381 57.244 51.844
## [6251] 62.644 55.266 49.681 6.144 61.380 66.818 53.277 64.029 5.573 55.076
## [6261] 3.413 49.462 6.197 54.472 3.426 48.837 60.108 6.290 68.447 63.900
## [6271] 72.995 4.039 58.894 53.513 64.274 57.469 52.013 62.925 55.763 50.244
## [6281] 61.282 51.358 3.483 45.628 6.782 67.363 2.846 62.682 72.044 4.225
## [6291] 59.306 0.750 60.539 1.264 61.473 56.390 66.555 58.161 53.055 63.267
## [6301] 5.337 61.804 61.943 67.056 5.018 54.965 3.259 49.604 60.326 5.930
## [6311] 56.633 51.485 61.781 47.006 57.624 58.654 53.562 5.278 55.064 3.143
## [6321] 60.234 5.708 70.790 2.693 66.360 75.220 3.805 53.011 3.215 47.723
## [6331] 58.299 6.065 3.179 50.113 60.572 2.870 64.218 73.659 4.163 54.136
## [6341] 48.944 59.327 62.556 2.184 66.148 3.492 53.274 63.588 60.853 55.708
## [6351] 65.997 51.149 61.356 54.723 0.581 55.679 1.062 59.178 54.017 64.339
## [6361] 5.302 54.398 64.542 55.895 50.663 61.127 57.724 52.504 62.944 47.784
## [6371] 56.814 51.688 61.940 51.762 5.547 51.861 46.554 57.168 58.597 53.332
## [6381] 63.862 56.219 51.103 61.335 54.554 3.144 59.725 5.763 49.276 5.874
## [6391] 56.813 51.657 5.517 50.753 5.697 68.531 2.432 64.531 72.531 58.066
## [6401] 63.166 5.339 56.431 51.194 5.643 3.153 47.003 6.041 57.269 67.453
## [6411] 57.362 52.205 62.518 63.066 2.743 58.555 67.577 4.349 62.519 2.200
## [6421] 58.900 66.138 3.519 53.889 2.841 58.561 5.271 60.206 55.604 64.807
## [6431] 4.647 59.044 53.956 64.132 5.239 54.014 64.174 61.063 55.914 66.213
## [6441] 57.591 62.668 58.913 53.750 64.075 5.328 63.872 58.974 68.770 4.662
## [6451] 60.440 3.217 55.148 65.732 5.323 58.181 3.062 53.144 63.217 51.258
## [6461] 45.936 56.581 6.313 63.851 63.976 59.376 68.576 4.371 54.804 3.145
## [6471] 49.631 59.977 5.739 52.721 47.394 58.049 52.742 47.437 58.048 6.116
## [6481] 55.674 0.862 54.257 57.091 1.548 51.214 61.491 5.543 59.575 54.408
## [6491] 64.743 3.185 66.239 57.318 52.153 62.483 58.184 53.090 63.278 45.443
## [6501] 54.725 60.109 3.188 54.866 65.352 47.135 56.548 59.275 54.116 64.434
## [6511] 52.634 3.194 47.380 57.887 57.071 2.769 61.626 46.756 57.366 6.195
## [6521] 57.743 2.504 53.624 61.862 4.337 55.272 50.100 60.443 5.689 57.046
## [6531] 62.187 58.720 54.654 62.786 4.210 3.118 54.717 64.975 50.312 5.064
## [6541] 53.158 61.722 3.170 56.509 66.936 58.640 53.499 63.781 5.330 52.168
## [6551] 46.891 57.445 6.150 3.157 49.649 60.036 57.865 62.938 55.497 60.730
## [6561] 62.906 58.672 63.735 3.180 49.884 60.346 56.060 3.177 50.834 61.286
## [6571] 54.507 49.314 59.699 53.846 48.580 59.112 5.945 58.909 55.863 55.928
## [6581] 50.819 56.168 51.046 61.289 56.648 52.006 61.290 4.982 51.632 60.014
## [6591] 4.564 59.861 65.019 58.236 53.051 63.421 53.157 63.441 56.851 51.712
## [6601] 61.990 5.495 58.797 53.689 63.906 5.282 53.561 48.285 5.989 54.243
## [6611] 49.043 59.444 5.829 59.389 54.178 64.600 59.549 54.389 64.710 63.481
## [6621] 68.547 4.852 55.145 49.978 60.312 5.696 54.148 1.111 52.321 55.975
## [6631] 2.051 48.802 5.886 60.996 55.922 66.071 5.058 55.241 50.038 60.445
## [6641] 56.445 66.705 54.132 3.158 48.938 59.326 54.675 49.509 59.840 49.378
## [6651] 59.743 57.332 0.783 56.044 1.366 56.655 66.916 5.048 56.536 52.342
## [6661] 60.731 4.511 59.851 54.739 64.963 5.192 3.133 55.977 66.283 62.880
## [6671] 2.356 59.006 66.755 3.746 59.639 64.831 5.292 55.002 49.708 60.296
## [6681] 5.851 57.417 52.845 4.842 3.150 48.693 59.775 54.647 64.902 61.470
## [6691] 56.964 65.975 58.978 53.784 64.171 52.745 57.941 61.800 56.671 66.930
## [6701] 5.046 58.958 53.831 64.086 5.287 55.610 50.455 60.766 57.671 52.513
## [6711] 62.828 65.918 2.194 55.090 49.846 63.717 45.189 55.736 6.353 2.705
## [6721] 62.901 4.627 59.037 53.890 64.185 56.852 51.662 50.774 61.065 58.466
## [6731] 54.640 62.292 3.979 54.171 49.014 59.328 61.092 56.002 66.182 5.153
## [6741] 62.435 67.512 57.522 52.319 62.725 53.166 3.207 47.892 58.441 6.032
## [6751] 55.213 50.046 60.380 5.690 61.537 56.456 66.617 63.587 4.845 53.027
## [6761] 47.744 58.311 6.058 53.278 63.619 56.093 60.488 4.764 60.381 55.295
## [6771] 66.270 2.066 62.872 69.668 62.353 67.478 4.997 63.209 2.535 67.379
## [6781] 4.010 55.339 50.189 56.067 50.922 61.212 47.917 42.457 49.693 60.072
## [6791] 60.753 65.799 54.537 49.332 59.741 5.802 60.226 3.154 65.414 5.237
## [6801] 62.060 2.384 65.981 3.841 55.037 49.790 55.811 50.608 61.014 55.860
## [6811] 50.645 61.075 58.671 63.884 59.039 54.463 4.713 59.097 53.990 64.205
## [6821] 53.531 63.704 57.193 62.327 56.763 51.643 61.884 63.988 59.819 68.158
## [6831] 3.961 60.061 54.830 65.292 57.230 52.088 62.373 54.087 63.109 4.680
## [6841] 54.084 3.195 48.828 59.340 5.908 54.347 64.601 59.964 54.837 65.090
## [6851] 60.745 65.887 5.147 55.307 65.693 60.767 66.049 55.260 50.026 60.494
## [6861] 58.710 53.629 63.792 53.664 63.827 5.259 53.992 48.756 59.229 58.763
## [6871] 4.805 59.205 54.088 64.322 46.829 6.080 55.492 50.317 60.668 61.532
## [6881] 52.049 62.588 61.346 2.210 57.710 3.603 51.910 62.381 53.423 48.283
## [6891] 62.286 58.033 66.539 4.152 61.995 61.388 2.770 56.832 65.943 49.783
## [6901] 60.073 55.220 50.054 60.387 5.688 58.203 53.035 63.372 5.399 57.920
## [6911] 52.706 63.134 59.259 54.175 58.892 2.820 54.253 4.789 54.707 49.472
## [6921] 59.943 61.350 2.660 56.975 65.725 4.336 62.220 66.730 4.406 56.003
## [6931] 50.856 56.569 51.449 61.689 5.503 52.710 62.883 52.430 62.752 50.902
## [6941] 60.023 54.919 65.127 5.170 60.383 2.845 55.704 65.062 4.711 52.832
## [6951] 47.615 61.338 0.753 53.724 1.370 2.408 49.959 57.882 52.988 48.128
## [6961] 57.847 47.470 56.372 52.532 2.305 48.742 56.323 4.387 59.032 1.784
## [6971] 56.097 61.967 51.929 1.750 49.050 54.808 3.370 57.393 2.531 53.229
## [6981] 61.556 48.768 2.002 45.475 4.105 54.632 49.765 59.498 50.650 2.951
## [6991] 45.796 55.503 5.826 60.805 2.337 56.960 64.649 3.844 46.939 2.039
## [7001] 43.585 50.293 4.344 54.752 0.880 56.199 1.607 45.601 55.331 54.218
## [7011] 51.964 56.471 2.527 54.129 2.283 50.373 57.884 54.011 49.147 58.874
## [7021] 0.662 1.043 59.731 2.199 63.349 3.682 58.731 2.098 55.281 3.572
## [7031] 2.835 68.267 61.758 1.580 2.558 63.460 0.772 62.191 64.730 1.216
## [7041] 55.095 60.726 56.365 65.088 4.367 68.271 1.697 65.481 71.062 2.485
## [7051] 66.752 62.514 70.989 3.860 56.433 54.708 1.859 63.271 67.593 4.153
## [7061] 58.988 0.712 60.160 1.208 51.663 2.265 47.937 55.389 4.384 47.776
## [7071] 57.806 56.533 3.053 51.510 53.001 47.962 58.040 54.906 49.887 59.926
## [7081] 60.194 5.520 58.241 53.217 5.244 58.785 63.419 4.793 59.325 64.363
## [7091] 57.223 2.677 52.820 61.625 4.677 58.461 54.342 62.580 4.284 61.634
## [7101] 2.362 57.749 65.519 3.832 1.735 56.630 62.337 2.916 3.058 46.578
## [7111] 56.639 5.926 0.438 58.541 0.758 57.061 1.647 54.352 59.770 2.886
## [7121] 53.816 48.787 58.845 60.095 2.193 56.488 3.649 49.264 44.179 6.275
## [7131] 60.457 64.491 4.057 53.939 2.606 49.653 58.226 4.832 54.081 49.066
## [7141] 59.096 48.633 58.655 57.001 2.700 4.737 54.516 50.157 58.876 4.862
## [7151] 60.233 2.715 64.699 4.508 53.225 2.840 48.553 57.897 5.336 0.971
## [7161] 59.993 63.185 1.576 50.435 45.391 55.479 52.337 47.290 57.384 60.586
## [7171] 56.661 51.652 61.671 48.613 44.183 53.043 5.540 2.711 52.012 4.801
## [7181] 63.124 1.339 60.921 65.327 2.122 58.262 3.061 0.864 51.585 54.427
## [7191] 1.629 48.168 55.230 50.223 60.237 58.713 1.908 55.574 61.852 3.250
## [7201] 56.125 61.134 54.728 50.254 59.202 51.636 46.616 58.194 53.163 63.225
## [7211] 55.868 53.270 48.255 58.285 59.642 3.064 54.601 64.682 1.540 45.267
## [7221] 50.334 61.389 1.434 59.031 63.747 52.037 4.990 51.728 61.054 55.766
## [7231] 2.676 51.364 60.168 4.799 56.276 4.682 55.837 2.662 51.459 60.215
## [7241] 52.077 0.911 50.579 53.575 1.749 3.050 47.939 5.760 58.686 5.217
## [7251] 56.422 0.725 55.229 57.615 1.285 52.891 1.802 49.928 55.855 3.406
## [7261] 53.461 2.539 49.285 54.370 49.419 59.321 48.649 58.525 55.361 1.837
## [7271] 52.339 58.647 0.788 59.942 1.343 51.247 46.964 55.531 5.082 61.893
## [7281] 56.924 66.862 4.881 0.955 53.925 1.720 48.916 0.791 47.614 1.618
## [7291] 54.330 57.803 3.887 1.625 60.628 2.804 53.152 57.367 4.820 0.854
## [7301] 56.896 1.538 56.693 1.835 53.675 59.711 56.705 2.629 52.381 61.029
## [7311] 4.636 54.556 59.480 5.488 59.427 2.347 55.566 63.288 3.950 61.469
## [7321] 60.288 62.649 1.167 58.034 52.958 65.069 2.473 61.001 69.136 3.800
## [7331] 3.055 51.933 61.982 5.363 59.482 54.451 64.512 52.465 47.419 54.470
## [7341] 49.406 50.138 45.078 50.628 45.552 6.096 45.319 40.162 50.475 6.918
## [7351] 53.245 48.217 58.273 50.871 45.810 55.932 53.791 63.852 59.357 54.265
## [7361] 64.449 47.811 53.473 48.434 56.396 51.373 61.420 56.767 66.260 4.691
## [7371] 60.303 1.919 57.147 63.459 65.370 55.817 50.781 57.789 52.651 62.927
## [7381] 55.771 3.073 50.716 60.827 5.511 55.300 60.355 5.557 46.215 56.288
## [7391] 5.975 65.212 2.007 61.912 68.513 56.135 1.945 52.936 59.333 58.825
## [7401] 3.056 52.146 47.050 5.941 64.678 2.394 60.740 68.617 3.702 62.176
## [7411] 0.771 60.907 63.445 1.241 51.915 46.867 56.963 52.674 47.617 2.431
## [7421] 60.846 46.695 41.549 51.840 6.700 53.201 63.261 2.698 67.741 51.011
## [7431] 45.934 54.853 63.785 4.577 62.552 2.747 67.070 45.003 62.392 57.309
## [7441] 67.474 4.952 1.928 62.374 63.325 2.158 66.875 49.033 43.946 54.121
## [7451] 6.308 47.643 57.779 5.846 53.565 48.460 63.214 61.280 66.334 5.014
## [7461] 50.783 60.817 51.654 46.572 56.735 5.981 50.730 59.666 2.744 50.775
## [7471] 4.963 51.148 46.118 5.979 63.755 68.883 4.890 64.351 2.117 60.870
## [7481] 67.833 63.466 58.294 68.638 4.954 48.392 43.271 55.058 62.868 4.027
## [7491] 58.544 53.519 63.569 51.023 61.097 54.958 49.929 48.545 52.613 47.545
## [7501] 57.680 5.856 60.185 48.624 5.749 51.582 46.539 56.625 5.944 55.524
## [7511] 60.635 50.796 60.913 57.580 52.547 62.613 61.276 62.605 56.791 0.793
## [7521] 55.487 58.095 56.300 2.651 51.939 60.661 1.842 48.647 3.564 49.844
## [7531] 46.706 52.981 3.827 0.943 58.550 1.569 1.966 52.582 59.051 3.523
## [7541] 1.755 53.327 59.101 2.680 50.571 59.387 4.874 59.109 2.069 55.707
## [7551] 62.512 3.500 2.423 50.668 4.434 1.746 54.383 58.747 4.879 2.258
## [7561] 51.845 59.272 4.063 57.558 1.912 54.414 60.703 56.946 54.540 2.568
## [7571] 2.844 50.035 54.488 62.970 4.390 53.211 2.543 57.395 4.780 59.623
## [7581] 0.619 58.605 60.641 1.038 49.652 59.783 57.181 2.619 4.580 59.555
## [7591] 1.549 2.601 48.710 58.791 5.701 5.925 54.113 49.068 56.653 51.631
## [7601] 61.676 54.653 50.146 59.160 54.694 1.423 52.353 57.034 53.970 49.507
## [7611] 58.432 56.458 2.718 51.988 60.929 4.814 59.688 1.332 57.496 61.880
## [7621] 2.232 56.127 60.603 4.848 5.371 59.978 1.096 58.176 1.461 57.455
## [7631] 62.260 2.440 55.741 60.219 4.884 60.644 5.514 53.024 47.970 58.077
## [7641] 49.398 44.277 6.303 56.230 1.782 59.161 61.272 1.722 58.440 64.104
## [7651] 2.810 52.242 47.176 57.101 52.018 62.183 2.656 51.973 60.710 61.035
## [7661] 1.954 57.821 55.257 50.226 52.741 57.229 50.597 60.653 52.471 62.425
## [7671] 0.995 60.788 1.594 59.440 2.280 63.190 3.836 50.978 46.425 51.176
## [7681] 61.222 5.434 55.054 60.096 5.568 56.908 2.708 52.454 61.363 4.759
## [7691] 1.088 56.500 60.077 1.866 56.557 2.376 60.465 4.202 62.769 2.165
## [7701] 66.329 59.330 2.006 56.030 50.353 45.838 50.705 1.969 47.467 53.943
## [7711] 3.882 59.395 61.492 1.054 2.096 52.904 59.799 3.720 60.311 2.575
## [7721] 56.076 64.546 59.651 54.641 64.662 5.106 60.765 2.703 65.211 4.448
## [7731] 59.415 1.593 56.794 62.035 2.682 2.011 58.383 64.997 61.192 57.644
## [7741] 64.740 2.726 53.709 62.677 55.534 0.243 55.933 0.437 62.687 3.764
## [7751] 57.726 52.631 62.821 0.599 2.084 56.562 63.420 3.475 66.812 54.970
## [7761] 63.938 62.577 5.333 64.441 60.039 68.843 62.608 3.405 64.872 2.555
## [7771] 60.670 69.074 3.938 51.920 60.862 4.821 56.585 2.404 52.630 60.540
## [7781] 4.249 64.011 2.891 68.767 4.517 59.336 63.774 4.547 61.040 1.981
## [7791] 64.298 65.951 1.441 63.581 68.321 71.505 0.652 70.432 72.578 0.912
## [7801] 59.739 55.183 64.294 59.413 2.390 55.481 4.023 52.808 1.001 51.162
## [7811] 54.454 1.895 64.396 2.099 58.004 64.907 66.315 2.180 62.729 69.901
## [7821] 2.256 61.979 3.872 62.590 2.087 66.022 58.136 53.524 62.748 4.823
## [7831] 2.108 60.158 62.175 4.421 61.331 2.219 64.981 3.619 54.441 61.961
## [7841] 58.065 65.858 3.823 2.670 63.364 4.528 62.160 2.228 58.495 65.824
## [7851] 3.584 58.868 1.646 53.507 5.289 54.299 64.635 59.958 65.148 58.496
## [7861] 63.635 5.341 56.798 52.052 61.545 55.810 60.199 4.781 1.587 53.913
## [7871] 59.132 58.326 2.937 53.495 63.157 5.035 61.024 69.693 4.032 57.060
## [7881] 52.712 61.408 4.633 61.638 57.965 52.852 56.670 51.597 61.743 59.428
## [7891] 54.474 64.383 60.709 55.963 65.456 4.753 2.524 4.025 52.290 0.962
## [7901] 50.708 53.872 53.693 63.179 4.935 53.467 2.933 48.643 58.290 53.633
## [7911] 48.903 58.363 46.370 42.144 50.596 50.637 2.938 45.804 55.469 61.256
## [7921] 52.450 47.616 57.284 44.982 51.801 2.888 56.552 50.664 53.625 2.882
## [7931] 48.885 50.959 46.130 55.789 46.237 41.997 50.477 53.510 49.100 57.921
## [7941] 5.011 47.150 2.541 42.970 51.330 59.763 0.451 59.021 60.505 52.893
## [7951] 48.152 57.633 57.274 46.404 56.112 56.234 2.955 61.095 54.458 49.737
## [7961] 62.128 5.151 2.549 46.957 4.984 58.578 54.244 4.498 52.170 47.250
## [7971] 55.795 2.878 51.061 60.528 49.245 2.890 44.491 5.869 47.702 1.528
## [7981] 50.216 54.646 55.494 59.734 55.296 2.935 50.468 60.124 5.308 44.308
## [7991] 2.032 40.966 47.650 52.270 48.000 56.540 4.967 43.598 39.381 47.815
## [8001] 54.141 0.063 0.116 51.291 60.896 5.205 52.034 47.195 56.873 55.170
## [8011] 63.024 4.040 52.103 1.444 52.740 2.143 49.216 55.438 50.538 60.338
## [8021] 49.890 2.940 45.054 5.893 54.552 2.970 49.667 59.436 5.444 53.977
## [8031] 1.934 50.797 57.158 3.582 47.444 42.837 5.903 54.607 49.774 59.441
## [8041] 51.372 2.468 47.313 4.804 2.145 48.315 55.372 4.138 54.548 2.892
## [8051] 49.792 59.305 51.724 2.911 46.935 56.512 50.778 2.919 45.976 55.580
## [8061] 49.223 2.557 45.017 53.428 52.590 48.530 42.877 38.366 47.389 6.397
## [8071] 2.929 45.236 54.872 43.013 52.383 47.957 56.810 49.420 2.924 44.611
## [8081] 54.230 5.916 53.502 2.512 49.370 57.634 56.871 5.630 2.889 49.559
## [8091] 59.063 5.319 57.081 52.244 5.152 49.064 44.238 52.147 47.372 56.921
## [8101] 5.567 56.082 60.808 51.843 2.907 47.062 56.624 50.089 2.341 45.915
## [8111] 53.615 4.703 48.747 44.568 52.927 54.169 2.577 58.409 4.758 56.332
## [8121] 1.426 53.987 48.870 58.430 52.074 47.332 5.020 48.964 2.926 44.151
## [8131] 53.777 51.395 46.583 54.062 49.317 43.842 2.641 39.498 54.924 50.015
## [8141] 59.833 54.864 59.091 56.961 52.087 61.834 54.736 49.973 44.266 2.497
## [8151] 40.158 48.373 49.836 45.002 54.670 5.897 49.612 58.803 2.913 52.638
## [8161] 5.072 51.792 60.545 52.905 2.927 48.091 52.028 2.895 47.267 2.918
## [8171] 48.566 58.111 5.440 61.169 56.904 65.434 4.239 54.241 49.428 59.054
## [8181] 50.250 2.690 45.825 5.354 50.418 45.575 55.261 5.840 50.745 45.820
## [8191] 55.670 51.565 2.881 46.826 56.304 52.363 62.037 54.811 2.923 50.003
## [8201] 59.619 53.396 2.922 48.590 58.201 53.590 49.227 57.954 4.950 1.158
## [8211] 49.201 2.266 49.095 57.771 4.936 51.462 60.353 4.834 57.041 61.771
## [8221] 5.042 55.021 50.205 59.836 57.493 52.604 5.169 51.140 1.688 48.362
## [8231] 53.917 55.027 2.455 50.989 59.065 4.462 55.509 50.591 60.427 5.387
## [8241] 49.125 49.230 4.870 54.912 50.136 50.231 45.431 55.031 2.879 54.328
## [8251] 49.553 59.103 5.344 52.889 2.910 5.501 48.792 2.592 44.529 50.442
## [8261] 2.921 45.638 55.246 53.715 48.941 58.488 47.453 56.948 56.722 2.594
## [8271] 60.989 48.454 1.452 46.066 50.843 48.422 2.156 44.876 51.969 55.869
## [8281] 2.872 51.145 60.593 52.684 47.899 52.388 2.109 57.713 3.888 42.406
## [8291] 38.145 46.668 6.110 50.639 2.908 45.857 55.422 5.742 46.703 57.120
## [8301] 61.907 5.095 2.245 43.789 51.175 4.729 53.657 2.917 48.859 5.436
## [8311] 82.368 0.691 81.231 83.504 0.839 56.867 2.901 5.101 52.171 61.935
## [8321] 50.728 2.877 45.995 55.461 5.672 50.340 45.492 55.189 5.855 58.053
## [8331] 62.986 50.423 1.778 47.499 53.347 3.526 54.197 2.589 49.938 58.455
## [8341] 55.954 5.694 48.830 58.342 2.611 60.646 58.118 53.259 62.977 5.083
## [8351] 56.869 61.773 54.091 49.334 51.833 2.684 47.418 56.248 52.697 47.895
## [8361] 57.498 2.931 44.230 53.871 50.670 45.888 55.453 5.738 49.934 2.946
## [8371] 45.087 54.780 49.090 44.193 51.500 46.747 5.611 52.633 62.548 5.233
## [8381] 47.061 56.662 51.694 46.922 56.466 56.925 52.025 61.824 46.844 2.306
## [8391] 43.051 50.638 4.924 44.902 53.290 50.237 2.667 46.740 55.513 53.885
## [8401] 49.101 58.669 55.589 60.463 5.331 53.833 58.724 51.691 46.930 52.704
## [8411] 51.097 46.312 55.881 53.605 2.932 58.428 54.238 49.453 59.024 52.020
## [8421] 47.218 54.525 49.796 59.255 5.274 38.641 36.494 40.787 49.758 45.906
## [8431] 53.611 4.707 51.590 46.793 56.387 5.653 57.355 52.506 62.204 50.249
## [8441] 45.452 54.990 50.238 59.742 45.618 55.231 47.558 2.507 43.435 51.681
## [8451] 58.480 53.645 63.315 5.026 55.126 50.352 59.899 5.264 54.221 49.374
## [8461] 59.067 62.654 5.040 2.899 50.285 59.821 55.265 50.360 60.171 55.341
## [8471] 50.509 46.987 5.000 48.316 43.480 51.270 2.905 46.492 56.048 5.666
## [8481] 0.893 52.144 1.761 57.447 52.626 62.269 54.622 2.648 50.267 52.442
## [8491] 47.691 5.508 50.063 45.215 54.911 50.192 45.294 55.312 54.374 2.533
## [8501] 50.227 58.559 4.656 47.455 5.626 51.873 47.067 56.679 49.981 46.967
## [8511] 52.994 3.666 48.492 57.932 53.143 2.849 48.457 57.829 54.107 49.385
## [8521] 58.829 5.306 47.213 56.726 53.280 48.414 58.146 48.478 58.237 5.560
## [8531] 53.183 2.887 48.433 5.429 49.422 44.522 64.745 0.632 63.706 65.784
## [8541] 62.971 57.775 5.016 64.754 59.577 69.931 4.860 76.310 0.997 74.670
## [8551] 77.950 62.826 57.645 68.007 59.445 3.248 64.787 59.604 64.860 5.361
## [8561] 62.171 3.193 56.919 67.422 5.136 57.517 3.228 52.207 58.708 68.134
## [8571] 67.192 56.363 56.318 61.096 5.157 63.263 68.474 60.633 55.347 65.919
## [8581] 5.300 67.620 2.875 62.891 72.349 61.475 66.797 64.013 61.114 3.172
## [8591] 55.896 66.332 5.191 67.757 63.885 71.628 3.473 57.970 68.426 3.220
## [8601] 68.106 59.487 54.114 64.861 61.918 56.712 67.123 5.111 59.644 54.353
## [8611] 64.934 61.449 56.198 66.701 53.648 64.135 64.048 59.659 54.426 64.892
## [8621] 2.774 64.795 4.605 59.476 58.202 52.906 63.499 66.256 70.900 65.795
## [8631] 70.661 56.042 66.569 63.966 59.236 68.695 4.495 62.892 57.613 68.172
## [8641] 5.104 62.354 67.609 5.123 65.464 70.335 4.523 66.947 71.601 64.782
## [8651] 69.406 69.637 65.723 73.551 59.835 54.611 65.058 5.307 68.142 63.433
## [8661] 72.850 4.201 63.309 58.050 68.569 63.762 59.030 68.494 60.483 65.742
## [8671] 5.286 61.059 55.802 64.961 59.989 69.932 4.653 72.752 4.248 64.078
## [8681] 0.895 62.606 65.550 1.397 62.812 57.621 68.003 5.024 66.084 61.500
## [8691] 70.668 4.217 5.071 5.061 57.289 67.927 67.111 62.468 71.754 4.206
## [8701] 62.696 58.054 67.338 2.842 56.839 66.188 4.620 64.551 68.614 57.476
## [8711] 52.218 62.734 57.631 67.984 62.550 67.826 5.128 62.894 57.672 68.117
## [8721] 63.455 68.169 62.830 68.009 65.530 60.900 70.160 4.295 67.930 5.134
## [8731] 58.190 63.486 58.239 52.993 55.455 66.014 5.385 63.867 69.286 5.431
## [8741] 61.617 3.192 56.366 66.868 5.181 65.221 60.602 69.841 4.306 59.727
## [8751] 3.264 65.096 64.610 65.238 69.786 4.238 63.223 57.942 68.504 5.078
## [8761] 55.447 65.971 5.269 56.009 65.487 4.743 61.030 55.831 66.229 55.871
## [8771] 66.314 68.395 63.768 73.022 4.113 59.707 54.412 62.429 57.220 67.639
## [8781] 5.073 61.874 67.148 0.584 66.186 68.109 0.870 64.973 59.754 70.192
## [8791] 4.883 57.430 67.884 61.301 66.670 65.964 2.834 61.302 70.626 61.508
## [8801] 3.209 66.786 64.647 2.837 59.981 69.313 4.388 62.700 1.820 59.706
## [8811] 65.694 52.327 66.192 61.450 70.934 4.355 66.590 71.305 4.304 62.836
## [8821] 68.050 5.045 69.793 65.495 74.092 3.744 69.597 1.619 66.934 72.260
## [8831] 60.230 3.261 65.594 2.544 70.685 66.559 5.236 56.593 51.308 0.764
## [8841] 55.324 57.836 1.350 55.302 50.784 49.694 54.242 45.809 55.910 6.037
## [8851] 53.830 48.811 58.848 58.635 2.378 53.566 48.554 53.868 2.737 49.366
## [8861] 58.370 51.919 47.362 56.476 54.203 49.151 58.137 2.064 54.743 3.550
## [8871] 51.823 47.349 56.297 53.037 48.006 58.068 56.889 51.891 46.656 55.681
## [8881] 44.310 6.272 61.158 60.467 62.495 47.853 57.901 56.447 2.263 52.724
## [8891] 60.170 4.009 2.235 61.445 3.868 54.403 5.620 59.841 53.621 48.598
## [8901] 58.644 56.236 47.569 56.724 55.724 50.624 56.993 51.976 52.003 46.974
## [8911] 5.879 60.880 48.282 58.329 2.442 57.863 4.535 2.675 61.123 54.533
## [8921] 2.758 49.996 59.069 53.368 48.750 57.985 5.260 52.859 47.822 57.896
## [8931] 5.793 56.626 2.671 52.232 61.020 56.559 2.417 50.916 58.867 48.177
## [8941] 58.246 5.752 49.759 45.270 54.248 53.326 49.156 57.495 4.754 53.194
## [8951] 52.844 61.314 52.830 48.259 57.401 50.448 2.734 45.950 54.945 5.420
## [8961] 54.345 49.333 59.356 60.471 64.993 4.546 52.533 48.663 56.403 4.479
## [8971] 55.905 50.895 60.915 53.720 48.991 58.449 52.664 2.694 48.234 57.095
## [8981] 52.527 57.572 50.615 1.159 2.289 59.884 1.102 58.071 57.814 52.798
## [8991] 50.601 45.556 55.646pea.tree = tree(pea2 ,subset=train)
summary(pea.tree)##
## Regression tree:
## tree(formula = pea2, subset = train)
## Variables actually used in tree construction:
## [1] "ocupados"
## Number of terminal nodes: 2
## Residual mean deviance: 21.24 = 185900 / 8755
## Distribution of residuals:
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -26.7900 -2.0510 -0.4166 0.0000 2.0250 26.6900plot(pea.tree);text(pea.tree,pretty=0)
pea.tree## node), split, n, deviance, yval
## * denotes terminal node
##
## 1) root 8757 6077000 35.600
## 2) ocupados < 43.7605 3510 7485 3.887 *
## 3) ocupados > 43.7605 5247 178400 56.810 *```