Modul 4_Klasifikasi LDA & Regresi Logistik Multinomial
Sabrina Putri Amalia (055)_Variesa Sabita Mumtaza Habib (083)_Muhammad Fadly Syaifullah (173)_24E
2026-04-28
LOAD PACKAGE
library(MASS)## Warning: package 'MASS' was built under R version 4.5.3library(caret)## Warning: package 'caret' was built under R version 4.5.3## Loading required package: ggplot2## Warning: package 'ggplot2' was built under R version 4.5.3## Loading required package: latticelibrary(dplyr)## Warning: package 'dplyr' was built under R version 4.5.3##
## Attaching package: 'dplyr'## The following object is masked from 'package:MASS':
##
## select## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(ggplot2)
library(psych)## Warning: package 'psych' was built under R version 4.5.3##
## Attaching package: 'psych'## The following objects are masked from 'package:ggplot2':
##
## %+%, alphalibrary(MVN)## Warning: package 'MVN' was built under R version 4.5.3##
## Attaching package: 'MVN'## The following object is masked from 'package:psych':
##
## mardialibrary(biotools)## Warning: package 'biotools' was built under R version 4.5.3## ---
## biotools version 4.3library(corrplot)## Warning: package 'corrplot' was built under R version 4.5.3## corrplot 0.95 loadedIMPORT DATA
data <- read.csv("bodyPerformance.csv")
#Cek nama variabel
names(data)## [1] "age" "gender"
## [3] "height_cm" "weight_kg"
## [5] "body.fat_." "diastolic"
## [7] "systolic" "gripForce"
## [9] "sit.and.bend.forward_cm" "sit.ups.counts"
## [11] "broad.jump_cm" "class"CEK MISSING VALUE
colSums(is.na(data))## age gender height_cm
## 0 0 0
## weight_kg body.fat_. diastolic
## 0 0 0
## systolic gripForce sit.and.bend.forward_cm
## 0 0 0
## sit.ups.counts broad.jump_cm class
## 0 0 0UBAH VARIABEL KATEGORI MENJADI FACTOR
data$gender <- as.factor(data$gender)
data$class <- as.factor(data$class)
#Cek struktur data setelah factor
str(data)## 'data.frame': 13393 obs. of 12 variables:
## $ age : num 27 25 31 32 28 36 42 33 54 28 ...
## $ gender : Factor w/ 2 levels "F","M": 2 2 2 2 2 1 1 2 2 2 ...
## $ height_cm : num 172 165 180 174 174 ...
## $ weight_kg : num 75.2 55.8 78 71.1 67.7 ...
## $ body.fat_. : num 21.3 15.7 20.1 18.4 17.1 22 32.2 36.9 27.6 14.4 ...
## $ diastolic : num 80 77 92 76 70 64 72 84 85 81 ...
## $ systolic : num 130 126 152 147 127 119 135 137 165 156 ...
## $ gripForce : num 54.9 36.4 44.8 41.4 43.5 23.8 22.7 45.9 40.4 57.9 ...
## $ sit.and.bend.forward_cm: num 18.4 16.3 12 15.2 27.1 21 0.8 12.3 18.6 12.1 ...
## $ sit.ups.counts : num 60 53 49 53 45 27 18 42 34 55 ...
## $ broad.jump_cm : num 217 229 181 219 217 153 146 234 148 213 ...
## $ class : Factor w/ 4 levels "A","B","C","D": 3 1 3 2 2 2 4 2 3 2 ...EKSPLORASI DATA
# Ringkasan data
summary(data)## age gender height_cm weight_kg body.fat_.
## Min. :21.00 F:4926 Min. :125.0 Min. : 26.30 Min. : 3.00
## 1st Qu.:25.00 M:8467 1st Qu.:162.4 1st Qu.: 58.20 1st Qu.:18.00
## Median :32.00 Median :169.2 Median : 67.40 Median :22.80
## Mean :36.78 Mean :168.6 Mean : 67.45 Mean :23.24
## 3rd Qu.:48.00 3rd Qu.:174.8 3rd Qu.: 75.30 3rd Qu.:28.00
## Max. :64.00 Max. :193.8 Max. :138.10 Max. :78.40
## diastolic systolic gripForce sit.and.bend.forward_cm
## Min. : 0.0 Min. : 0.0 Min. : 0.00 Min. :-25.00
## 1st Qu.: 71.0 1st Qu.:120.0 1st Qu.:27.50 1st Qu.: 10.90
## Median : 79.0 Median :130.0 Median :37.90 Median : 16.20
## Mean : 78.8 Mean :130.2 Mean :36.96 Mean : 15.21
## 3rd Qu.: 86.0 3rd Qu.:141.0 3rd Qu.:45.20 3rd Qu.: 20.70
## Max. :156.2 Max. :201.0 Max. :70.50 Max. :213.00
## sit.ups.counts broad.jump_cm class
## Min. : 0.00 Min. : 0.0 A:3348
## 1st Qu.:30.00 1st Qu.:162.0 B:3347
## Median :41.00 Median :193.0 C:3349
## Mean :39.77 Mean :190.1 D:3349
## 3rd Qu.:50.00 3rd Qu.:221.0
## Max. :80.00 Max. :303.0# Statistik deskriptif
describe(data)## vars n mean sd median trimmed mad min
## age 1 13393 36.78 13.63 32.0 35.59 13.34 21.0
## gender* 2 13393 1.63 0.48 2.0 1.67 0.00 1.0
## height_cm 3 13393 168.56 8.43 169.2 168.73 9.04 125.0
## weight_kg 4 13393 67.45 11.95 67.4 67.06 12.66 26.3
## body.fat_. 5 13393 23.24 7.26 22.8 23.00 7.41 3.0
## diastolic 6 13393 78.80 10.74 79.0 78.92 11.86 0.0
## systolic 7 13393 130.23 14.71 130.0 130.23 14.83 0.0
## gripForce 8 13393 36.96 10.62 37.9 36.87 12.90 0.0
## sit.and.bend.forward_cm 9 13393 15.21 8.46 16.2 15.80 7.26 -25.0
## sit.ups.counts 10 13393 39.77 14.28 41.0 40.54 14.83 0.0
## broad.jump_cm 11 13393 190.13 39.87 193.0 191.86 43.00 0.0
## class* 12 13393 2.50 1.12 3.0 2.50 1.48 1.0
## max range skew kurtosis se
## age 64.0 43.0 0.60 -1.02 0.12
## gender* 2.0 1.0 -0.55 -1.70 0.00
## height_cm 193.8 68.8 -0.19 -0.43 0.07
## weight_kg 138.1 111.8 0.35 0.17 0.10
## body.fat_. 78.4 75.4 0.36 0.13 0.06
## diastolic 156.2 156.2 -0.16 0.36 0.09
## systolic 201.0 201.0 -0.05 0.38 0.13
## gripForce 70.5 70.5 0.02 -0.82 0.09
## sit.and.bend.forward_cm 213.0 238.0 0.79 35.20 0.07
## sit.ups.counts 80.0 80.0 -0.47 -0.16 0.12
## broad.jump_cm 303.0 303.0 -0.42 0.00 0.34
## class* 4.0 3.0 0.00 -1.36 0.01# Distribusi kelas target
table(data$class)##
## A B C D
## 3348 3347 3349 3349prop.table(table(data$class))##
## A B C D
## 0.2499813 0.2499067 0.2500560 0.2500560ggplot(data, aes(x = class)) +
geom_bar() +
labs(
title = "Distribusi Class Body Performance",
x = "Class",
y = "Jumlah Observasi"
)
# Distribusi gender
table(data$gender)##
## F M
## 4926 8467ggplot(data, aes(x = gender)) +
geom_bar() +
labs(
title = "Distribusi Gender",
x = "Gender",
y = "Jumlah Observasi"
)
# Visualisasi beberapa variabel numerik terhadap class
ggplot(data, aes(x = class, y = gripForce)) +
geom_boxplot() +
labs(
title = "Grip Force Berdasarkan Class",
x = "Class",
y = "Grip Force"
)
ggplot(data, aes(x = class , y = sit.and.bend.forward_cm)) +
geom_boxplot() +
labs(
title = "Sit and Bend Forward Berdasarkan Class",
x = "Class",
y = "Sit and Bend Forward (cm)"
)
ggplot(data, aes(x = class, y = sit.ups.counts)) +
geom_boxplot() +
labs(
title = "Sit-ups Counts Berdasarkan Class",
x = "Class",
y = "Sit-ups Counts"
)
ggplot(data, aes(x = class, y = broad.jump_cm)) +
geom_boxplot() +
labs(
title = "Broad Jump Berdasarkan Class",
x = "Class",
y = "Broad Jump (cm)"
)
UJI ASUMSI LDA
# Ambil variabel numerik saja
data_num <- data %>%
select(where(is.numeric))
# Uji multikolinearitas
cor_matrix <- cor(data_num)
corrplot(
cor_matrix,
method = "color",
type = "upper"
)
high_cor <- findCorrelation(
cor_matrix,
cutoff = 0.8,
names = TRUE
)
high_cor## character(0)# Uji normalitas multivariat
MVN::mvn(data_num)## $multivariate_normality
## Test Statistic p.value Method MVN
## 1 Henze-Zirkler 2.162 <0.001 asymptotic ✗ Not normal
##
## $univariate_normality
## Test Variable Statistic p.value Normality
## 1 Anderson-Darling age 505.141 <0.001 ✗ Not normal
## 2 Anderson-Darling height_cm 31.247 <0.001 ✗ Not normal
## 3 Anderson-Darling weight_kg 22.775 <0.001 ✗ Not normal
## 4 Anderson-Darling body.fat_. 23.031 <0.001 ✗ Not normal
## 5 Anderson-Darling diastolic 15.506 <0.001 ✗ Not normal
## 6 Anderson-Darling systolic 23.096 <0.001 ✗ Not normal
## 7 Anderson-Darling gripForce 101.065 <0.001 ✗ Not normal
## 8 Anderson-Darling sit.and.bend.forward_cm 124.273 <0.001 ✗ Not normal
## 9 Anderson-Darling sit.ups.counts 65.165 <0.001 ✗ Not normal
## 10 Anderson-Darling broad.jump_cm 51.525 <0.001 ✗ Not normal
##
## $descriptives
## Variable n Mean Std.Dev Median Min Max 25th 75th
## 1 age 13393 36.775 13.626 32.0 21.0 64.0 25.0 48.0
## 2 height_cm 13393 168.560 8.427 169.2 125.0 193.8 162.4 174.8
## 3 weight_kg 13393 67.447 11.950 67.4 26.3 138.1 58.2 75.3
## 4 body.fat_. 13393 23.240 7.257 22.8 3.0 78.4 18.0 28.0
## 5 diastolic 13393 78.797 10.742 79.0 0.0 156.2 71.0 86.0
## 6 systolic 13393 130.235 14.714 130.0 0.0 201.0 120.0 141.0
## 7 gripForce 13393 36.964 10.625 37.9 0.0 70.5 27.5 45.2
## 8 sit.and.bend.forward_cm 13393 15.209 8.457 16.2 -25.0 213.0 10.9 20.7
## 9 sit.ups.counts 13393 39.771 14.277 41.0 0.0 80.0 30.0 50.0
## 10 broad.jump_cm 13393 190.130 39.868 193.0 0.0 303.0 162.0 221.0
## Skew Kurtosis
## 1 0.600 1.982
## 2 -0.187 2.567
## 3 0.350 3.171
## 4 0.361 3.128
## 5 -0.160 3.363
## 6 -0.049 3.380
## 7 0.018 2.178
## 8 0.785 38.207
## 9 -0.468 2.843
## 10 -0.423 3.002
##
## $data
## age height_cm weight_kg body.fat_. diastolic systolic gripForce
## 1 27 172.3 75.24 21.300000 80.0 130.0 54.90
## 2 25 165.0 55.80 15.700000 77.0 126.0 36.40
## 3 31 179.6 78.00 20.100000 92.0 152.0 44.80
## 4 32 174.5 71.10 18.400000 76.0 147.0 41.40
## 5 28 173.8 67.70 17.100000 70.0 127.0 43.50
## 6 36 165.4 55.40 22.000000 64.0 119.0 23.80
## 7 42 164.5 63.70 32.200000 72.0 135.0 22.70
## 8 33 174.9 77.20 36.900000 84.0 137.0 45.90
## 9 54 166.8 67.50 27.600000 85.0 165.0 40.40
## 10 28 185.0 84.60 14.400000 81.0 156.0 57.90
## 11 42 169.2 65.40 19.300000 63.0 110.0 43.50
## 12 57 153.0 49.00 20.900000 69.0 106.0 21.50
## 13 27 156.0 53.90 35.500000 69.0 116.0 23.10
## 14 22 175.7 67.90 11.300000 71.0 103.0 52.50
## 15 24 181.0 84.40 20.400000 80.0 120.0 48.90
## 16 45 159.0 63.10 30.900000 93.0 144.0 34.10
## 17 25 164.2 66.60 30.200000 82.0 120.0 25.70
## 18 26 179.9 71.50 9.700000 64.0 135.0 59.60
## 19 26 169.2 70.60 21.000000 63.0 129.0 41.30
## 20 21 162.7 47.20 18.900000 78.0 133.0 25.40
## 21 25 161.7 63.36 31.300000 89.0 128.0 25.00
## 22 59 155.9 62.70 30.200000 76.0 143.0 36.80
## 23 38 166.7 67.30 23.200000 70.0 111.0 26.10
## 24 44 170.0 63.30 12.900000 65.0 115.0 44.50
## 25 23 164.1 59.40 29.600000 91.0 126.0 24.60
## 26 62 169.0 70.70 30.500000 96.0 146.0 39.30
## 27 47 158.3 53.50 29.200000 70.0 117.0 25.90
## 28 48 175.8 84.50 31.400000 83.0 125.0 33.80
## 29 36 176.0 81.30 24.500000 81.0 139.0 46.20
## 30 50 159.8 57.10 24.400000 63.0 103.0 30.80
## 31 25 170.9 70.70 15.700000 80.0 127.0 36.40
## 32 26 176.7 77.20 16.300000 66.0 129.0 50.00
## 33 28 159.5 51.54 24.500000 82.0 123.0 37.20
## 34 30 172.1 79.50 26.700000 91.0 148.0 34.70
## 35 49 151.5 52.00 27.600000 77.0 144.0 23.80
## 36 40 177.6 88.60 20.300000 93.0 138.0 51.50
## 37 21 172.5 66.40 12.500000 82.0 130.0 51.20
## 38 31 177.5 79.50 23.000000 90.0 148.0 51.20
## 39 32 178.0 84.50 21.200000 68.0 130.0 52.30
## 40 27 177.6 79.70 22.800000 59.0 108.0 48.00
## 41 42 168.0 61.00 14.900000 94.0 151.0 28.90
## 42 52 173.6 84.90 30.300000 93.0 144.0 42.00
## 43 39 173.3 69.80 23.800000 76.0 137.0 40.00
## 44 33 159.6 60.50 32.100000 62.0 106.0 21.90
## 45 25 161.8 57.70 21.700000 74.0 115.0 29.30
## 46 31 169.9 73.10 19.200000 97.0 145.0 45.00
## 47 34 183.6 76.82 16.300000 80.0 120.0 46.30
## 48 26 172.1 66.10 24.900000 62.0 102.0 19.90
## 49 28 180.1 82.10 15.000000 83.0 147.0 52.60
## 50 58 164.2 64.00 19.800000 93.0 150.0 36.80
## 51 48 169.8 75.40 14.700000 94.0 149.0 51.40
## 52 23 180.1 65.90 14.400000 72.0 130.0 45.40
## 53 38 157.2 51.70 27.300000 64.0 106.0 25.10
## 54 43 168.3 69.30 31.900000 88.0 139.0 32.10
## 55 21 159.5 51.30 35.800000 80.0 122.0 16.60
## 56 56 166.7 56.90 16.500000 90.0 147.0 41.60
## 57 24 164.4 66.20 17.100000 63.0 110.0 40.20
## 58 58 146.5 46.40 32.900000 71.0 127.0 18.70
## 59 42 174.1 103.10 30.500000 78.0 123.0 50.70
## 60 45 185.4 80.00 21.900000 93.0 144.0 46.20
## 61 37 168.9 78.80 23.400000 88.0 144.0 42.10
## 62 31 175.3 83.60 30.100000 93.0 152.0 45.90
## 63 43 164.0 50.80 22.400000 88.0 124.0 24.00
## 64 23 162.4 58.90 29.600000 71.0 119.0 28.10
## 65 59 165.0 63.70 31.400000 77.0 120.0 20.80
## 66 63 166.6 75.50 31.600000 62.0 122.0 34.10
## 67 40 174.2 77.60 17.800000 85.0 133.0 49.50
## 68 27 150.5 55.70 39.600000 66.0 114.0 29.70
## 69 56 160.2 62.40 33.300000 67.0 103.0 28.80
## 70 35 179.0 75.00 10.700000 74.0 129.0 47.70
## 71 30 172.7 78.00 26.600000 79.0 140.0 36.90
## 72 56 160.2 62.70 30.200000 85.0 140.0 35.40
## 73 36 171.5 80.50 21.500000 86.0 153.0 46.70
## 74 60 175.1 66.50 17.300000 85.0 125.0 40.40
## 75 22 172.2 70.60 24.300000 70.0 118.0 36.70
## 76 22 171.9 78.46 22.900000 64.0 116.0 43.60
## 77 37 174.0 75.20 18.500000 82.0 142.0 39.70
## 78 21 158.1 53.60 27.635240 70.0 115.0 18.90
## 79 21 170.4 74.30 19.500000 82.0 157.0 45.60
## 80 60 158.6 62.70 34.600000 80.0 137.0 29.30
## 81 27 168.5 64.20 26.200000 76.0 108.0 25.20
## 82 59 156.3 60.50 33.600000 79.0 130.0 29.60
## 83 47 157.0 54.10 26.800000 72.0 117.0 25.10
## 84 21 161.3 50.60 23.500000 69.0 127.0 27.50
## 85 51 177.0 68.70 18.300000 84.0 140.0 39.30
## 86 48 171.0 66.20 17.300000 99.0 144.0 48.80
## 87 49 170.0 66.20 18.000000 82.0 130.0 39.50
## 88 41 158.1 51.00 21.700000 86.0 127.0 23.10
## 89 24 159.0 45.50 24.500000 85.0 135.0 28.50
## 90 35 178.4 79.00 15.400000 73.0 127.0 52.70
## 91 26 156.7 56.30 32.800000 78.0 123.0 19.70
## 92 35 178.5 78.40 13.800000 81.0 136.0 51.50
## 93 25 171.2 65.10 11.800000 67.0 127.0 45.10
## 94 30 176.4 71.70 17.900000 68.0 130.0 53.40
## 95 27 175.4 86.40 19.800000 76.0 135.0 47.60
## 96 41 166.7 65.70 21.500000 90.0 151.0 49.60
## 97 50 158.4 57.20 32.000000 69.0 134.0 21.10
## 98 22 175.8 72.00 30.400000 75.0 115.0 34.60
## 99 56 173.0 70.90 19.500000 83.0 135.0 47.90
## 100 46 159.1 52.20 27.200000 84.0 127.0 22.90
## 101 44 180.5 79.50 21.700000 87.0 127.0 42.30
## 102 25 162.2 71.50 41.300000 75.0 124.0 24.90
## 103 25 156.3 48.60 26.500000 73.0 138.0 22.80
## 104 59 170.0 59.10 15.000000 71.0 115.0 28.30
## 105 30 178.4 82.50 30.000000 97.0 139.0 39.30
## 106 24 176.0 67.20 10.800000 81.0 120.0 47.70
## 107 39 168.8 70.90 25.500000 83.0 128.0 33.70
## 108 27 170.3 74.60 22.000000 98.0 151.0 47.90
## 109 33 172.8 78.80 19.300000 87.0 146.0 59.80
## 110 28 163.6 52.40 20.300000 72.0 118.0 31.00
## 111 28 166.2 59.70 21.900000 72.0 118.0 32.10
## 112 35 179.2 64.70 12.900000 88.0 128.0 49.70
## 113 34 177.8 76.40 28.900000 82.0 130.0 41.10
## 114 35 184.7 84.18 16.300000 70.0 120.0 48.80
## 115 34 173.2 73.77 19.500000 80.0 120.0 50.00
## 116 25 164.3 61.18 22.000000 78.0 145.0 43.30
## 117 32 169.2 68.70 15.200000 80.0 120.0 48.30
## 118 21 169.1 56.10 22.600000 77.0 120.0 26.30
## 119 22 183.5 76.90 15.700000 86.0 143.0 40.90
## 120 22 156.9 46.90 23.000000 98.0 155.0 20.50
## 121 24 172.1 64.50 16.800000 88.0 154.0 40.20
## 122 27 178.2 75.10 15.900000 59.0 129.0 49.20
## 123 21 164.4 48.10 16.900000 63.0 112.0 26.50
## 124 46 164.1 49.10 30.500000 59.0 117.0 21.20
## 125 29 162.2 51.70 29.200000 83.0 118.0 29.70
## 126 23 162.7 51.70 19.000000 76.0 110.0 32.60
## 127 51 177.9 67.20 15.800000 63.0 112.0 36.60
## 128 28 184.8 84.60 17.200000 83.0 123.0 52.50
## 129 23 164.7 44.30 26.700000 80.0 130.0 22.30
## 130 30 178.3 93.50 27.300000 81.0 129.0 57.00
## 131 25 160.1 51.70 30.700000 71.0 126.0 25.70
## 132 28 172.7 69.80 27.600000 81.0 149.0 46.50
## 133 22 178.3 73.20 23.400000 93.0 132.0 42.70
## 134 51 167.7 72.70 29.000000 90.0 148.0 36.30
## 135 24 165.1 49.90 19.300000 70.0 108.0 31.80
## 136 27 160.3 47.80 19.500000 60.0 111.0 27.30
## 137 61 153.2 62.20 37.000000 71.0 111.0 25.70
## 138 30 169.5 71.90 20.600000 72.0 125.0 45.90
## 139 42 180.2 73.30 20.400000 95.0 140.0 53.70
## 140 22 180.3 91.70 32.100000 75.0 134.0 28.60
## 141 23 164.7 62.50 31.400000 77.0 121.0 23.20
## 142 27 160.2 54.50 20.700000 77.0 130.0 22.20
## 143 29 167.9 70.70 25.300000 75.0 135.0 47.30
## 144 62 165.6 67.60 25.700000 84.0 152.0 40.50
## 145 21 169.2 92.90 33.300000 93.0 157.0 44.60
## 146 25 184.1 74.70 12.600000 94.0 141.0 49.50
## 147 31 166.9 64.10 30.500000 77.0 133.0 27.50
## 148 21 175.0 66.40 16.500000 77.0 124.0 39.40
## 149 38 171.6 66.30 20.500000 92.0 153.0 46.00
## 150 23 178.1 64.20 29.200000 55.0 102.0 29.90
## 151 56 170.1 61.50 22.000000 89.0 148.0 37.70
## 152 59 170.3 71.00 24.500000 75.0 140.0 30.10
## 153 23 164.4 54.30 21.700000 61.0 109.0 27.00
## 154 52 170.0 75.50 30.400000 77.0 127.0 39.60
## 155 33 178.0 74.66 19.000000 96.0 135.0 43.10
## 156 58 154.9 51.60 24.100000 85.0 132.0 25.30
## 157 21 160.9 61.40 36.500000 71.0 103.0 27.30
## 158 27 176.0 72.86 18.600000 78.0 155.0 39.70
## 159 27 173.5 65.30 14.300000 76.0 137.0 39.10
## 160 21 163.0 62.30 32.900000 75.0 131.0 33.30
## 161 57 168.5 66.00 24.100000 88.0 156.0 42.10
## 162 29 166.7 52.84 15.200000 74.0 125.0 30.70
## 163 45 170.0 70.00 20.000000 73.0 137.0 34.20
## 164 24 155.5 64.40 34.800000 60.0 109.0 24.70
## 165 50 163.9 52.50 19.600000 89.0 151.0 25.40
## 166 60 173.0 68.40 11.400000 70.0 124.0 47.10
## 167 62 163.7 63.90 23.300000 93.0 144.0 42.70
## 168 39 159.2 45.30 19.600000 64.0 105.0 20.80
## 169 22 162.2 60.40 27.100000 74.0 115.0 34.90
## 170 54 156.5 52.20 30.100000 72.0 117.0 20.50
## 171 48 167.2 68.50 28.200000 75.0 112.0 39.20
## 172 61 160.9 63.10 30.900000 83.0 130.0 27.50
## 173 60 172.5 76.00 23.100000 86.0 154.0 47.30
## 174 27 168.6 67.20 23.700000 77.0 123.0 45.00
## 175 40 162.5 51.40 22.500000 91.0 143.0 26.90
## 176 36 172.1 65.64 19.900000 86.0 142.0 47.30
## 177 58 168.5 74.90 30.100000 89.0 139.0 40.60
## 178 55 152.8 55.60 31.300000 78.0 129.0 23.90
## 179 25 158.1 57.90 31.500000 61.0 117.0 24.50
## 180 21 169.6 64.50 10.900000 77.0 134.0 46.20
## 181 23 163.8 57.50 31.700000 84.0 127.0 32.90
## 182 64 165.8 61.30 8.500000 66.0 114.0 34.90
## 183 21 187.4 84.40 18.800000 82.0 151.0 50.80
## 184 56 149.4 51.60 35.100000 83.0 132.0 25.50
## 185 22 167.3 61.40 16.400000 68.0 114.0 38.80
## 186 28 165.4 62.00 31.100000 58.0 102.0 25.00
## 187 53 152.7 46.90 27.500000 68.0 126.0 23.50
## 188 23 165.7 62.70 23.200000 70.0 123.0 37.70
## 189 46 176.8 80.90 22.700000 82.0 141.0 50.10
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## 882 32 170.3 66.30 9.300000 72.0 151.0 47.90
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## 886 29 170.5 68.40 13.500000 81.0 135.0 39.80
## 887 27 171.8 70.40 17.100000 76.0 136.0 44.70
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## 924 32 179.8 81.90 23.900000 93.0 141.0 47.80
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## 926 21 148.0 43.70 19.300000 52.0 108.0 28.50
## 927 30 162.1 62.00 21.000000 84.0 139.0 38.10
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## 929 28 172.0 74.86 28.000000 80.0 120.0 40.50
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## 931 55 169.6 71.80 18.500000 80.0 124.0 42.80
## 932 39 182.7 80.00 17.200000 92.0 142.0 50.70
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## 936 21 158.5 51.90 18.000000 87.0 139.0 20.30
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## 1192 29 174.7 79.00 19.000000 75.0 140.0 45.70
## 1193 40 179.4 119.60 32.600000 87.0 146.0 50.00
## 1194 22 175.1 75.30 29.400000 79.0 133.0 36.20
## 1195 37 155.9 53.50 31.200000 67.0 114.0 22.60
## 1196 60 174.5 71.20 16.600000 72.0 129.0 34.10
## 1197 25 175.3 82.10 17.500000 75.0 136.0 51.00
## 1198 33 168.9 69.90 20.300000 65.0 100.0 39.10
## 1199 64 157.5 61.40 35.200000 92.0 148.0 34.80
## 1200 37 178.2 70.00 15.800000 94.0 157.0 36.20
## 1201 32 171.0 67.80 28.300000 79.0 107.0 33.40
## 1202 24 176.9 76.00 11.700000 76.0 119.0 52.30
## 1203 24 161.7 61.50 27.500000 77.0 117.0 30.60
## 1204 21 184.9 72.40 18.200000 88.0 137.0 34.90
## 1205 22 165.0 63.86 35.300000 76.0 129.0 29.40
## 1206 26 178.0 70.50 11.900000 80.0 120.0 57.50
## 1207 60 158.9 59.40 32.900000 64.0 101.0 24.00
## 1208 22 174.3 66.90 15.100000 69.0 133.0 40.60
## 1209 28 175.2 72.80 21.300000 92.0 132.0 38.20
## 1210 26 170.5 86.70 33.100000 65.0 114.0 31.60
## 1211 33 174.2 72.80 13.200000 83.0 124.0 53.10
## 1212 21 175.4 72.40 24.500000 92.0 140.0 43.80
## 1213 21 172.6 50.20 13.000000 64.0 115.0 38.10
## 1214 42 176.9 69.50 20.000000 77.0 123.0 37.30
## 1215 23 161.7 56.70 25.800000 65.0 123.0 27.50
## 1216 29 167.9 65.20 22.500000 60.0 121.0 34.20
## 1217 35 183.1 70.80 12.000000 91.0 156.0 45.70
## 1218 27 168.3 66.50 13.900000 59.0 115.0 47.90
## 1219 47 176.0 71.60 16.100000 75.0 117.0 44.10
## 1220 62 158.7 53.10 25.500000 74.0 120.0 24.30
## 1221 63 166.9 56.30 24.600000 101.0 195.0 35.50
## 1222 25 179.1 87.30 30.300000 96.0 145.0 53.00
## 1223 27 172.4 63.90 18.000000 79.0 141.0 30.00
## 1224 36 171.0 69.40 9.200000 57.0 111.0 52.20
## 1225 21 167.1 62.30 30.300000 81.0 140.0 25.20
## 1226 59 153.8 54.00 27.300000 78.0 126.0 17.30
## 1227 37 180.1 76.40 19.400000 75.0 134.0 47.00
## 1228 28 159.1 58.40 29.500000 74.0 116.0 26.00
## 1229 43 170.0 69.30 16.900000 77.0 123.0 43.00
## 1230 28 175.3 85.20 21.000000 76.0 129.0 47.90
## 1231 61 171.7 71.40 25.900000 91.0 154.0 43.70
## 1232 22 162.4 67.80 28.600000 76.0 121.0 26.00
## 1233 43 168.0 60.70 18.200000 88.0 158.0 34.10
## 1234 58 159.5 67.32 36.000000 87.0 145.0 26.40
## 1235 22 181.4 77.40 11.200000 94.0 127.0 50.00
## 1236 31 163.8 53.10 30.500000 74.0 111.0 22.90
## 1237 44 177.5 84.20 28.000000 91.0 150.0 36.20
## 1238 23 166.1 62.60 25.000000 75.0 117.0 30.70
## 1239 21 173.8 63.10 8.200000 86.0 134.0 43.50
## 1240 62 151.3 48.40 24.300000 87.0 153.0 23.10
## 1241 24 153.8 59.40 29.900000 71.0 111.0 28.40
## 1242 29 175.0 73.60 15.800000 75.0 143.0 51.50
## 1243 46 173.0 72.60 22.800000 65.0 126.0 46.60
## 1244 21 161.6 59.10 32.700000 67.0 108.0 24.10
## 1245 39 178.1 67.30 20.900000 79.0 131.0 47.60
## 1246 43 165.6 60.40 27.100000 80.0 124.0 28.70
## 1247 22 179.7 67.98 14.800000 91.0 132.0 43.90
## 1248 39 180.8 85.90 23.400000 94.0 142.0 51.40
## 1249 25 167.6 59.60 19.000000 57.0 115.0 50.20
## 1250 26 177.1 77.90 18.400000 93.0 152.0 43.00
## 1251 30 173.3 59.00 10.400000 90.0 142.0 44.20
## 1252 56 152.4 50.50 31.100000 89.0 158.0 24.00
## 1253 23 175.0 93.50 35.700000 85.0 136.0 46.40
## 1254 22 168.2 56.20 19.453040 94.0 153.0 29.70
## 1255 47 174.9 76.30 23.200000 95.0 133.0 42.70
## 1256 53 169.7 73.90 32.700000 89.0 130.0 36.00
## 1257 32 177.2 85.28 16.800000 87.0 136.0 53.50
## 1258 48 161.4 51.90 19.000000 82.0 130.0 23.90
## 1259 52 155.9 48.70 27.700000 82.0 114.0 15.90
## 1260 25 169.6 58.30 29.000000 66.0 105.0 29.40
## 1261 52 164.1 63.10 30.900000 68.0 110.0 19.80
## 1262 48 164.4 82.40 34.800000 89.0 131.0 36.80
## 1263 56 163.5 70.30 29.700000 98.0 156.0 42.00
## 1264 22 172.6 66.50 11.900000 69.0 127.0 31.40
## 1265 56 149.8 55.30 38.400000 77.0 115.0 14.50
## 1266 35 169.9 73.70 33.900000 85.0 143.0 34.40
## 1267 31 181.0 74.90 16.800000 68.0 127.0 49.30
## 1268 25 181.2 70.10 23.800000 63.0 125.0 41.70
## 1269 39 170.7 108.80 35.300000 68.0 123.0 50.80
## 1270 25 174.8 67.50 13.300000 61.0 119.0 36.60
## 1271 21 163.0 61.70 20.000000 65.0 114.0 37.00
## 1272 49 166.5 61.40 19.900000 84.0 122.0 35.70
## 1273 44 166.5 58.50 24.000000 70.0 130.0 30.00
## 1274 24 166.9 56.10 32.700000 70.0 101.0 23.50
## 1275 47 156.1 63.40 29.500000 79.0 121.0 28.90
## 1276 21 178.8 78.90 18.000000 63.0 130.0 41.20
## 1277 29 176.0 77.60 19.500000 63.0 103.0 38.30
## 1278 21 155.4 66.10 38.500000 77.0 129.0 21.20
## 1279 23 170.8 60.30 11.500000 88.0 129.0 38.90
## 1280 22 168.8 60.70 16.000000 82.0 117.0 30.40
## 1281 28 176.4 86.00 9.300000 83.0 140.0 46.60
## 1282 57 159.0 62.70 28.400000 92.0 145.0 37.40
## 1283 26 169.6 59.40 22.400000 82.0 141.0 26.60
## 1284 39 174.2 77.10 18.300000 93.0 146.0 44.60
## 1285 25 159.9 45.70 24.100000 66.0 107.0 26.20
## 1286 21 173.3 61.70 16.400000 73.0 143.0 31.20
## 1287 51 163.3 51.34 30.500000 75.0 133.0 22.10
## 1288 51 161.0 66.00 30.400000 94.0 147.0 23.30
## 1289 57 148.0 54.00 33.600000 78.0 135.0 27.40
## 1290 42 169.8 78.60 17.200000 60.0 104.0 43.40
## 1291 31 171.2 64.10 21.900000 85.0 142.0 44.60
## 1292 61 171.6 79.10 31.500000 71.0 129.0 33.20
## 1293 26 179.7 78.20 16.200000 76.0 116.0 45.80
## 1294 26 174.2 64.50 12.500000 74.0 138.0 42.00
## 1295 54 172.0 69.20 18.900000 93.0 143.0 36.70
## 1296 43 175.1 74.40 18.800000 85.0 127.0 41.20
## 1297 24 171.4 57.50 24.900000 97.0 140.0 24.70
## 1298 58 165.0 61.60 19.000000 78.0 121.0 37.60
## 1299 39 163.7 59.60 33.300000 85.0 132.0 24.00
## 1300 25 162.8 57.90 33.600000 69.0 148.0 25.00
## 1301 32 171.5 73.20 17.400000 72.0 134.0 38.70
## 1302 29 158.5 51.30 25.000000 73.0 118.0 25.30
## 1303 37 155.3 48.30 26.500000 97.0 147.0 23.40
## 1304 21 160.6 57.20 24.000000 56.0 107.0 30.40
## 1305 34 160.0 61.30 25.600000 81.0 141.0 35.10
## 1306 21 178.5 73.20 17.100000 66.0 112.0 42.50
## 1307 23 170.3 76.92 23.000000 98.0 151.0 43.80
## 1308 47 163.7 56.80 30.000000 82.0 137.0 30.00
## 1309 38 175.4 76.90 22.100000 94.0 139.0 41.40
## 1310 21 171.1 83.00 25.800000 96.0 146.0 42.50
## 1311 61 151.1 47.80 29.900000 65.0 109.0 18.00
## 1312 26 168.8 74.80 24.500000 80.0 120.0 37.60
## 1313 51 157.0 47.80 27.400000 72.0 117.0 21.00
## 1314 29 175.9 66.10 21.100000 81.0 121.0 32.00
## 1315 29 175.0 83.80 17.200000 77.0 122.0 57.60
## 1316 22 175.7 69.10 8.600000 72.0 130.0 46.40
## 1317 43 180.2 77.60 16.500000 72.0 118.0 51.90
## 1318 54 171.8 65.60 19.700000 97.0 131.0 35.40
## 1319 36 177.8 89.70 21.400000 96.0 150.0 53.90
## 1320 39 181.9 95.00 16.900000 85.0 141.0 49.20
## 1321 37 175.2 73.50 24.200000 86.0 140.0 46.10
## 1322 34 172.2 93.40 30.900000 94.0 143.0 54.80
## 1323 36 170.7 71.60 24.500000 86.0 128.0 32.20
## 1324 25 168.7 76.20 27.700000 78.0 120.0 38.00
## 1325 23 166.3 53.90 28.100000 60.0 117.0 21.80
## 1326 44 156.9 53.90 24.600000 79.0 130.0 30.40
## 1327 53 177.3 88.48 35.600000 76.0 130.0 36.30
## 1328 30 163.6 56.30 13.900000 75.0 116.0 28.00
## 1329 22 172.8 65.40 15.000000 77.0 117.0 45.10
## 1330 55 158.4 58.10 33.100000 64.0 118.0 26.40
## 1331 61 145.5 47.40 29.400000 96.0 159.0 23.10
## 1332 35 167.7 68.80 14.800000 82.0 125.0 50.50
## 1333 50 160.2 49.10 27.800000 64.0 110.0 25.70
## 1334 49 157.6 46.90 22.800000 55.0 101.0 24.10
## 1335 30 160.4 63.42 19.200000 87.0 144.0 36.50
## 1336 55 151.0 51.40 32.500000 83.0 138.0 20.70
## 1337 58 163.8 64.20 31.900000 91.0 121.0 27.20
## 1338 25 163.9 56.50 26.000000 60.0 110.0 26.60
## 1339 22 164.4 52.40 29.100000 80.0 125.0 24.20
## 1340 60 176.5 69.50 16.500000 77.0 123.0 41.90
## 1341 28 175.1 69.60 24.000000 85.0 128.0 41.70
## 1342 46 158.3 57.60 31.200000 75.0 155.0 34.00
## 1343 27 161.0 51.90 26.200000 61.0 100.0 23.30
## 1344 22 167.8 61.74 16.100000 78.0 134.0 40.00
## 1345 25 166.7 58.50 31.300000 70.0 122.0 28.20
## 1346 39 179.1 86.10 24.600000 76.0 128.0 42.50
## 1347 41 172.0 71.02 21.300000 89.0 131.0 47.20
## 1348 29 186.1 82.70 11.200000 73.0 121.0 62.70
## 1349 27 180.9 82.30 23.200000 95.0 152.0 49.60
## 1350 62 180.0 73.10 25.500000 72.0 144.0 37.50
## 1351 47 176.1 80.20 22.800000 73.0 123.0 43.00
## 1352 21 176.2 73.30 13.900000 76.0 147.0 58.80
## 1353 41 172.0 68.30 15.100000 64.0 135.0 46.00
## 1354 22 172.0 60.50 20.700000 76.0 117.0 31.00
## 1355 22 185.2 71.70 8.300000 89.0 147.0 45.00
## 1356 64 153.0 53.20 27.700000 69.0 129.0 15.70
## 1357 22 160.6 48.20 18.000000 65.0 127.0 21.50
## 1358 30 186.1 93.60 28.700000 73.0 128.0 46.10
## 1359 33 159.5 48.70 19.100000 61.0 100.0 28.00
## 1360 21 176.5 78.40 22.400000 77.0 157.0 39.60
## 1361 47 176.4 95.90 18.900000 95.0 146.0 53.40
## 1362 27 167.6 61.50 20.500000 100.0 138.0 38.50
## 1363 35 170.0 61.90 16.000000 79.0 129.0 48.40
## 1364 41 171.3 103.20 40.100000 99.0 158.0 44.30
## 1365 29 179.0 83.40 25.200000 96.0 143.0 38.00
## 1366 29 161.9 57.60 21.400000 80.0 129.0 38.80
## 1367 45 170.5 72.30 30.200000 73.0 122.0 37.90
## 1368 27 172.7 72.80 28.900000 86.0 147.0 34.70
## 1369 25 172.4 79.60 14.800000 75.0 119.0 52.70
## 1370 46 168.5 57.00 28.000000 89.0 125.0 26.60
## 1371 21 185.3 72.00 16.000000 67.0 120.0 41.30
## 1372 25 156.0 50.00 18.200000 80.0 138.0 30.10
## 1373 28 175.5 73.30 17.800000 75.0 134.0 40.70
## 1374 25 174.0 73.96 21.800000 70.0 140.0 43.20
## 1375 26 159.1 55.30 27.900000 60.0 106.0 31.30
## 1376 24 170.0 75.60 20.000000 70.0 105.0 42.20
## 1377 30 178.5 66.70 14.900000 86.0 133.0 46.30
## 1378 22 166.0 52.10 30.100000 60.0 120.0 22.50
## 1379 22 164.3 53.10 19.900000 61.0 121.0 28.90
## 1380 35 167.2 70.20 26.500000 74.0 141.0 38.80
## 1381 24 178.3 86.30 12.500000 88.0 126.0 48.10
## 1382 26 155.5 54.66 24.700000 57.0 107.0 25.40
## 1383 35 175.3 73.40 19.500000 74.0 136.0 46.40
## 1384 25 171.8 68.18 17.900000 79.0 129.0 46.00
## 1385 37 176.4 75.30 30.700000 97.0 159.0 46.40
## 1386 61 161.1 62.80 37.000000 86.0 136.0 22.30
## 1387 46 166.2 51.10 8.600000 88.0 135.0 49.50
## 1388 38 149.3 50.50 34.300000 75.0 107.0 20.80
## 1389 55 161.5 58.10 29.500000 71.0 113.0 25.80
## 1390 58 156.7 52.80 36.800000 84.0 143.0 25.00
## 1391 55 173.3 84.90 23.600000 88.0 145.0 39.50
## 1392 22 171.3 62.20 18.100000 65.0 121.0 32.50
## 1393 27 170.8 66.50 25.800000 82.0 143.0 42.30
## 1394 35 163.2 56.00 20.600000 64.0 119.0 25.60
## 1395 59 169.1 57.20 10.000000 62.0 120.0 35.30
## 1396 22 172.5 60.70 22.600000 49.0 102.0 32.00
## 1397 51 175.0 68.00 19.000000 87.0 129.0 42.60
## 1398 48 157.1 52.70 16.700000 73.0 111.0 33.90
## 1399 62 157.3 58.30 28.300000 68.0 150.0 35.80
## 1400 45 173.7 74.20 19.200000 87.0 149.0 42.90
## 1401 30 162.5 113.30 53.500000 82.0 135.0 24.40
## 1402 51 161.9 61.70 31.500000 79.0 123.0 25.10
## 1403 45 172.5 85.00 31.100000 84.0 135.0 41.60
## 1404 28 178.8 73.50 12.200000 67.0 113.0 42.40
## 1405 23 167.3 53.50 16.400000 75.0 122.0 34.50
## 1406 26 171.5 80.10 28.000000 98.0 157.0 33.80
## 1407 37 166.2 59.60 16.100000 71.0 129.0 33.00
## 1408 46 172.9 73.40 19.100000 83.0 130.0 30.50
## 1409 61 169.1 79.00 35.500000 82.0 142.0 34.70
## 1410 21 169.5 75.20 24.000000 68.0 122.0 49.00
## 1411 50 158.9 58.70 27.900000 84.0 127.0 18.90
## 1412 26 179.0 79.40 16.800000 67.0 125.0 45.60
## 1413 21 160.9 63.50 20.900000 73.0 135.0 36.40
## 1414 27 162.0 63.10 20.300000 67.0 127.0 29.30
## 1415 40 178.9 77.30 26.000000 99.0 159.0 39.80
## 1416 21 173.6 74.10 15.600000 63.0 159.0 43.90
## 1417 32 162.4 53.00 23.100000 82.0 135.0 28.10
## 1418 54 150.7 54.00 33.000000 80.0 131.0 24.60
## 1419 27 174.3 86.60 20.400000 84.0 138.0 54.30
## 1420 47 172.2 72.70 27.100000 82.0 138.0 42.10
## 1421 23 178.4 68.00 11.200000 70.0 129.0 45.80
## 1422 25 158.1 49.60 26.200000 83.0 129.0 25.40
## 1423 44 173.8 72.00 18.600000 93.0 152.0 43.30
## 1424 48 170.0 70.30 13.900000 90.0 111.0 46.60
## 1425 21 172.7 61.00 24.600000 70.0 108.0 27.20
## 1426 26 183.6 81.00 16.100000 76.0 145.0 38.80
## 1427 24 168.1 60.70 24.900000 82.0 130.0 26.10
## 1428 43 159.6 63.80 38.100000 69.0 110.0 24.10
## 1429 59 158.8 61.30 32.700000 70.0 138.0 24.10
## 1430 38 169.8 58.80 26.000000 82.0 123.0 25.40
## 1431 25 172.7 74.00 26.900000 87.0 142.0 34.20
## 1432 40 156.2 64.50 33.600000 82.0 114.0 25.60
## 1433 29 164.6 53.60 21.300000 60.0 114.0 29.50
## 1434 24 183.1 83.60 11.600000 78.0 143.0 53.90
## 1435 26 160.7 56.60 19.300000 75.0 120.0 24.20
## 1436 23 164.0 72.90 40.400000 80.0 117.0 24.60
## 1437 30 174.0 78.80 20.000000 80.0 120.0 54.40
## 1438 45 172.4 91.00 35.900000 97.0 149.0 32.90
## 1439 24 175.0 65.00 18.400000 73.0 122.0 46.70
## 1440 22 160.3 58.84 33.700000 74.0 112.0 27.10
## 1441 41 175.8 71.30 14.500000 80.0 137.0 42.50
## 1442 21 166.4 93.30 35.900000 93.3 108.0 46.80
## 1443 25 155.7 59.00 29.700000 81.0 120.0 26.20
## 1444 42 179.8 80.00 19.100000 86.0 137.0 47.80
## 1445 35 171.0 71.60 24.600000 81.0 129.0 41.00
## 1446 23 174.7 72.00 20.100000 73.0 133.0 38.60
## 1447 28 168.7 67.50 17.600000 70.0 156.0 38.40
## 1448 41 165.7 61.00 22.100000 96.0 120.0 44.80
## 1449 33 180.3 83.30 20.400000 78.0 136.0 51.80
## 1450 42 167.2 67.70 31.400000 79.0 130.0 31.10
## 1451 25 171.4 71.40 24.400000 64.0 118.0 40.10
## 1452 27 163.4 62.90 30.300000 79.0 120.0 31.60
## 1453 57 156.7 61.10 31.100000 84.0 136.0 23.70
## 1454 35 177.8 77.00 19.000000 76.0 126.0 43.00
## 1455 28 179.1 78.60 25.100000 93.0 159.0 42.30
## 1456 45 162.0 51.40 27.900000 79.0 128.0 24.30
## 1457 30 172.0 73.00 24.100000 68.0 114.0 41.60
## 1458 24 167.2 58.10 16.700000 86.0 143.0 26.80
## 1459 47 166.3 67.40 24.100000 83.0 131.0 44.60
## 1460 45 167.4 63.80 19.088690 80.0 136.0 37.40
## 1461 30 175.9 66.20 14.900000 74.0 121.0 47.30
## 1462 50 163.2 54.50 23.500000 72.0 113.0 22.30
## 1463 23 169.1 66.10 14.400000 61.0 108.0 33.80
## 1464 25 162.2 65.30 18.300000 96.0 139.0 44.30
## 1465 49 173.3 70.00 14.200000 75.0 134.0 51.20
## 1466 51 156.8 60.70 30.100000 91.0 152.0 28.80
## 1467 38 175.6 75.10 10.800000 99.0 149.0 46.10
## 1468 46 160.8 55.90 28.200000 79.0 130.0 21.20
## 1469 45 167.2 72.48 25.600000 86.0 138.0 40.10
## 1470 59 176.9 80.80 24.300000 73.0 129.0 44.10
## 1471 27 171.6 78.88 20.100000 69.0 129.0 40.10
## 1472 21 181.3 96.20 32.000000 99.0 153.0 39.40
## 1473 29 168.4 71.90 19.900000 72.0 124.0 46.40
## 1474 59 158.6 59.90 32.900000 70.0 117.0 27.50
## 1475 58 168.4 59.00 23.400000 65.0 119.0 26.30
## 1476 55 153.6 52.80 28.600000 75.0 119.0 29.10
## 1477 47 164.7 65.30 31.400000 84.0 134.0 25.90
## 1478 48 153.9 52.76 36.300000 66.0 122.0 20.90
## 1479 51 163.9 59.80 18.800000 77.0 124.0 46.30
## 1480 31 168.9 64.60 23.300000 72.0 126.0 36.80
## 1481 25 178.9 81.40 21.100000 90.0 154.0 45.60
## 1482 23 153.6 46.14 30.500000 66.0 124.0 16.10
## 1483 33 177.3 75.40 12.300000 85.0 144.0 57.50
## 1484 48 168.2 71.90 23.300000 90.0 160.0 50.90
## 1485 64 166.0 63.32 23.800000 81.0 156.0 34.10
## 1486 24 176.3 73.70 13.700000 93.0 152.0 45.80
## 1487 27 175.2 75.20 27.600000 83.0 132.0 41.50
## 1488 42 172.4 69.90 23.200000 85.0 137.0 42.60
## 1489 21 180.1 79.20 16.800000 58.0 136.0 30.40
## 1490 37 173.0 72.00 25.900000 89.0 148.0 44.00
## 1491 29 175.0 70.10 12.300000 78.0 128.0 44.10
## 1492 60 168.5 79.60 24.300000 88.0 143.0 40.70
## 1493 23 165.4 64.00 36.900000 74.0 124.0 32.40
## 1494 35 160.7 58.40 31.500000 66.0 120.0 24.10
## 1495 61 159.8 53.30 23.800000 80.0 128.0 33.50
## 1496 26 171.2 60.40 13.600000 77.0 124.0 41.30
## 1497 27 169.3 71.02 23.000000 83.0 135.0 37.30
## 1498 58 167.6 68.40 17.000000 84.0 133.0 40.10
## 1499 28 166.0 61.00 29.200000 73.0 124.0 20.80
## 1500 50 172.7 78.30 24.500000 92.0 126.0 34.20
## 1501 31 165.3 51.20 20.500000 65.0 115.0 23.40
## 1502 24 162.6 58.10 12.700000 76.0 133.0 41.80
## 1503 53 169.9 62.80 12.800000 71.0 118.0 49.00
## 1504 49 166.7 58.60 22.400000 99.0 134.0 25.20
## 1505 28 174.7 80.80 22.100000 71.0 130.0 48.80
## 1506 40 167.8 51.70 18.900000 74.0 122.0 29.00
## 1507 35 174.1 75.90 20.700000 87.0 143.0 41.30
## 1508 43 174.2 77.60 21.100000 89.0 143.0 43.60
## 1509 38 168.2 75.40 21.200000 86.0 150.0 26.40
## 1510 46 177.5 80.50 26.600000 94.0 146.0 49.20
## 1511 40 176.0 70.70 15.900000 80.0 129.0 43.50
## 1512 23 167.0 74.00 23.800000 89.0 133.0 41.60
## 1513 23 168.1 57.30 27.500000 64.0 116.0 17.50
## 1514 61 176.9 74.68 20.200000 80.0 120.0 54.10
## 1515 28 163.0 60.90 30.000000 53.0 112.0 32.80
## 1516 42 171.3 79.04 33.800000 80.0 120.0 44.20
## 1517 27 179.3 67.50 17.500000 65.0 121.0 50.10
## 1518 36 174.6 82.10 27.100000 84.0 127.0 46.00
## 1519 22 177.2 73.40 17.900000 78.0 141.0 50.90
## 1520 34 179.7 78.50 18.600000 85.0 121.0 42.80
## 1521 39 177.3 70.40 20.700000 77.0 120.0 37.90
## 1522 36 170.8 70.40 18.500000 72.0 127.0 43.10
## 1523 27 173.0 72.80 8.400000 62.0 127.0 43.30
## 1524 29 184.5 88.10 21.300000 74.0 118.0 49.40
## 1525 21 166.1 61.20 19.200000 71.0 137.0 29.80
## 1526 24 164.0 63.30 20.800000 72.0 128.0 40.60
## 1527 34 155.4 54.00 30.700000 92.0 131.0 23.60
## 1528 26 159.3 59.40 33.800000 82.0 121.0 26.60
## 1529 24 168.7 62.32 15.800000 72.0 129.0 37.50
## 1530 21 172.1 77.30 21.400000 96.0 158.0 53.10
## 1531 27 178.1 66.40 5.500000 66.0 124.0 39.20
## 1532 55 166.9 60.90 26.100000 78.0 117.0 21.10
## 1533 47 165.9 58.80 23.900000 73.0 119.0 24.20
## 1534 42 158.0 76.80 41.100000 80.0 117.0 33.90
## 1535 51 153.1 52.70 29.300000 71.0 107.0 23.40
## 1536 43 167.0 54.90 17.400000 66.0 109.0 28.40
## 1537 29 172.0 54.30 20.500000 78.0 122.0 26.50
## 1538 61 147.5 52.20 36.200000 82.0 158.0 19.50
## 1539 37 161.6 52.70 22.600000 76.0 115.0 23.90
## 1540 41 165.0 52.40 19.700000 83.0 132.0 21.90
## 1541 29 156.7 77.00 35.400000 94.0 142.0 46.30
## 1542 60 170.0 65.10 15.000000 77.0 136.0 52.60
## 1543 22 184.0 80.40 11.900000 60.0 129.0 42.40
## 1544 30 160.3 51.50 27.600000 48.0 103.0 25.00
## 1545 33 180.2 68.40 14.500000 77.0 127.0 44.00
## 1546 24 169.0 67.50 13.800000 75.0 157.0 41.40
## 1547 22 179.0 84.20 27.400000 90.0 143.0 53.20
## 1548 27 170.8 59.72 23.200000 79.0 136.0 29.20
## 1549 48 174.8 74.40 20.500000 68.0 130.0 42.60
## 1550 64 152.7 59.80 29.500000 60.0 110.0 21.10
## 1551 32 156.3 61.70 29.700000 88.0 124.0 27.70
## 1552 54 163.7 69.40 24.500000 83.0 123.0 39.90
## 1553 32 173.9 77.50 18.200000 77.0 138.0 47.30
## 1554 24 169.4 72.80 43.600000 89.0 133.0 30.70
## 1555 40 170.5 70.40 21.600000 79.0 134.0 39.70
## 1556 33 168.3 63.80 17.400000 81.0 125.0 40.60
## 1557 28 166.1 71.00 30.800000 89.0 142.0 41.90
## 1558 58 150.3 66.30 37.800000 82.0 120.0 12.90
## 1559 24 174.9 77.30 17.400000 77.0 139.0 55.50
## 1560 31 162.3 46.20 26.200000 97.0 131.0 21.60
## 1561 22 161.2 57.90 24.300000 65.0 114.0 26.80
## 1562 50 166.4 67.70 29.400000 83.0 140.0 23.90
## 1563 59 174.5 77.40 31.400000 97.0 158.0 36.90
## 1564 29 176.8 79.60 15.100000 92.0 154.0 62.60
## 1565 53 156.0 54.40 31.900000 88.0 136.0 25.70
## 1566 59 155.4 51.00 26.200000 70.0 110.0 25.30
## 1567 30 176.3 64.70 13.090160 84.0 146.0 46.80
## 1568 26 179.4 77.56 18.000000 71.0 128.0 44.60
## 1569 25 156.1 49.70 18.100000 67.0 118.0 31.70
## 1570 34 176.3 79.10 20.000000 86.0 140.0 43.20
## 1571 27 179.2 78.26 21.600000 79.0 140.0 46.90
## 1572 36 166.5 75.50 8.700000 77.0 131.0 51.40
## 1573 27 166.1 76.00 21.200000 80.0 133.0 46.50
## 1574 43 159.6 71.90 37.500000 92.0 153.0 10.10
## 1575 60 154.8 47.00 29.300000 81.0 137.0 21.90
## 1576 21 168.9 64.00 22.100000 85.0 140.0 34.60
## 1577 25 176.6 68.70 15.500000 68.0 131.0 35.60
## 1578 21 168.6 58.90 12.600000 87.0 116.0 30.20
## 1579 47 173.7 66.60 16.500000 94.0 158.0 38.00
## 1580 29 164.0 53.90 20.300000 70.0 116.0 31.30
## 1581 24 164.9 57.40 14.200000 81.0 154.0 37.10
## 1582 33 174.0 74.70 23.800000 80.0 154.0 42.20
## 1583 36 162.5 57.80 27.600000 99.0 158.0 29.40
## 1584 23 168.6 74.30 18.300000 77.0 135.0 47.40
## 1585 29 175.8 75.20 17.700000 74.0 149.0 36.90
## 1586 32 175.0 59.70 15.200000 75.0 131.0 36.80
## 1587 26 177.5 77.84 19.500000 66.0 130.0 49.20
## 1588 58 155.0 49.40 32.100000 72.0 130.0 23.00
## 1589 60 177.6 69.30 28.300000 81.0 159.0 38.80
## 1590 31 169.6 78.90 22.800000 95.0 120.0 46.30
## 1591 25 164.2 56.00 29.500000 61.0 114.0 27.10
## 1592 25 174.8 70.50 12.600000 71.0 108.0 58.40
## 1593 21 172.9 73.60 21.000000 81.0 128.0 39.00
## 1594 45 160.9 80.90 47.700000 80.0 128.0 28.40
## 1595 27 175.9 64.90 18.100000 69.0 129.0 49.60
## 1596 37 160.5 74.90 36.400000 93.0 126.0 33.90
## 1597 36 156.1 67.60 35.900000 91.0 159.0 27.50
## 1598 25 171.4 73.90 10.200000 68.0 136.0 51.90
## 1599 32 172.2 70.50 20.200000 76.0 127.0 50.20
## 1600 23 163.7 58.00 25.600000 62.0 103.0 28.50
## 1601 43 164.1 64.70 30.300000 68.0 114.0 26.70
## 1602 60 168.2 66.90 24.400000 81.0 155.0 40.30
## 1603 29 159.0 49.60 33.100000 80.0 120.0 23.40
## 1604 46 176.8 89.50 25.700000 89.0 145.0 43.50
## 1605 26 159.3 50.50 23.400000 80.0 118.0 27.90
## 1606 34 172.0 69.40 13.886210 92.0 144.0 44.90
## 1607 53 166.4 55.80 17.200000 80.0 126.0 31.40
## 1608 30 170.2 69.60 16.400000 86.0 130.0 44.70
## 1609 32 173.6 68.50 16.500000 79.0 138.0 44.80
## 1610 27 178.0 85.70 20.000000 94.0 143.0 52.00
## 1611 29 173.7 87.50 19.800000 58.0 105.0 67.10
## 1612 24 169.1 50.40 25.900000 61.0 116.0 21.40
## 1613 53 157.0 63.30 31.800000 82.0 130.0 24.00
## 1614 25 163.1 60.90 31.200000 72.0 119.0 25.80
## 1615 28 170.5 70.40 17.100000 83.0 144.0 39.40
## 1616 61 155.4 59.80 38.700000 89.0 147.0 25.30
## 1617 35 172.3 72.30 28.300000 80.0 120.0 42.80
## 1618 28 174.2 70.00 11.700000 78.0 117.0 41.10
## 1619 50 170.0 64.50 20.500000 80.0 118.0 39.60
## 1620 52 170.8 67.90 21.500000 82.0 137.0 44.20
## 1621 23 177.3 76.60 23.300000 73.0 125.0 34.30
## 1622 28 157.4 48.60 19.600000 71.0 120.0 32.30
## 1623 44 170.4 71.00 19.700000 79.0 141.0 51.00
## 1624 31 181.4 85.40 24.700000 78.0 138.0 48.50
## 1625 37 164.8 72.70 31.400000 52.0 101.0 32.20
## 1626 41 170.3 69.20 24.400000 97.0 151.0 43.10
## 1627 33 171.0 79.30 21.100000 91.0 139.0 50.60
## 1628 34 173.6 72.30 19.800000 78.0 138.0 52.00
## 1629 24 166.8 43.80 23.100000 80.0 110.0 23.60
## 1630 26 172.0 74.90 26.300000 72.0 121.0 40.30
## 1631 40 169.1 74.60 22.100000 65.0 115.0 16.70
## 1632 39 170.6 76.54 22.000000 80.0 120.0 48.40
## 1633 21 159.5 48.40 24.500000 73.0 120.0 23.40
## 1634 27 171.4 74.90 24.400000 76.0 137.0 51.40
## 1635 64 163.9 58.40 19.100000 81.0 131.0 31.10
## 1636 53 150.7 47.60 28.700000 79.0 128.0 22.90
## 1637 26 154.9 58.92 31.800000 99.0 147.0 30.30
## 1638 58 146.2 51.70 3.500000 48.0 152.0 25.10
## 1639 34 162.5 46.70 18.400000 61.0 125.0 18.70
## 1640 41 164.4 62.70 28.000000 91.0 146.0 33.90
## 1641 57 174.3 78.10 17.900000 74.0 137.0 48.10
## 1642 34 182.1 79.10 22.900000 75.0 125.0 40.80
## 1643 43 166.4 59.20 34.100000 91.0 134.0 23.10
## 1644 22 168.0 55.10 6.200000 90.0 131.0 39.80
## 1645 26 179.0 81.60 18.100000 88.0 158.0 57.60
## 1646 21 175.8 78.80 19.700000 61.0 110.0 54.20
## 1647 64 158.6 60.20 33.700000 67.0 131.0 24.00
## 1648 39 155.5 52.80 30.900000 99.0 130.0 24.00
## 1649 61 162.1 71.70 27.800000 87.0 144.0 36.20
## 1650 39 167.1 65.10 15.500000 87.0 135.0 34.90
## 1651 55 167.2 76.10 31.700000 96.0 144.0 41.80
## 1652 23 170.8 74.10 20.000000 65.0 116.0 46.00
## 1653 37 158.7 61.74 38.000000 76.0 130.0 26.50
## 1654 27 172.6 64.00 19.000000 87.0 148.0 29.90
## 1655 37 169.8 63.10 22.200000 76.0 137.0 46.40
## 1656 21 163.1 53.00 28.300000 69.0 124.0 20.30
## 1657 34 172.6 68.20 21.200000 97.0 155.0 46.40
## 1658 28 177.2 81.20 17.500000 84.0 141.0 48.40
## 1659 21 173.0 81.00 26.400000 70.0 130.0 47.20
## 1660 22 173.8 92.50 24.500000 91.0 157.0 51.20
## 1661 64 144.1 54.80 37.400000 76.0 136.0 17.50
## 1662 46 171.6 55.50 14.600000 88.0 147.0 45.20
## 1663 21 156.8 48.08 22.300000 74.0 107.0 23.10
## 1664 21 159.6 45.90 25.800000 76.0 118.0 23.70
## 1665 57 159.3 55.60 31.100000 64.0 115.0 23.00
## 1666 22 176.8 59.66 13.200000 86.0 147.0 37.20
## 1667 27 179.3 74.50 20.600000 86.0 118.0 46.60
## 1668 55 162.1 69.30 24.900000 81.0 147.0 35.10
## 1669 60 167.4 63.20 16.400000 90.0 146.0 38.30
## 1670 28 158.0 49.10 24.200000 84.0 134.0 28.30
## 1671 44 170.1 64.30 19.000000 82.0 143.0 45.30
## 1672 41 160.6 58.80 24.400000 79.0 139.0 34.40
## 1673 24 159.6 42.54 26.100000 52.0 99.0 20.20
## 1674 26 179.7 75.80 20.500000 93.0 154.0 60.00
## 1675 28 175.5 73.10 23.400000 78.0 128.0 46.10
## 1676 31 167.1 59.20 26.600000 73.0 113.0 27.30
## 1677 27 158.6 56.52 30.900000 74.0 117.0 32.80
## 1678 49 154.1 50.70 26.700000 90.0 121.0 24.20
## 1679 32 179.9 77.70 15.200000 66.0 126.0 55.60
## 1680 49 165.5 62.20 36.800000 69.0 112.0 24.60
## 1681 35 175.0 83.00 24.700000 81.0 138.0 35.30
## 1682 26 170.3 72.80 15.300000 75.0 123.0 48.10
## 1683 23 165.6 63.30 18.100000 67.0 126.0 40.40
## 1684 25 148.0 46.20 23.200000 83.0 121.0 21.70
## 1685 57 171.0 78.10 29.100000 98.0 152.0 36.20
## 1686 30 170.2 62.50 14.000000 74.0 138.0 42.60
## 1687 28 181.7 91.76 11.700000 86.0 156.0 60.10
## 1688 46 170.9 74.36 19.600000 96.0 135.0 51.40
## 1689 39 167.1 64.48 18.400000 74.0 125.0 21.70
## 1690 26 172.9 71.40 14.400000 81.0 143.0 50.30
## 1691 25 171.6 71.10 19.200000 83.0 120.0 53.90
## 1692 33 174.4 76.80 26.900000 95.0 155.0 49.00
## 1693 24 178.4 71.80 15.100000 99.0 138.0 46.60
## 1694 25 181.8 80.90 31.100000 92.0 130.0 33.50
## 1695 27 170.1 100.00 37.700000 94.0 143.0 34.80
## 1696 26 158.3 53.10 26.500000 87.0 139.0 19.10
## 1697 25 168.7 74.00 21.400000 82.0 130.0 39.70
## 1698 46 171.8 55.80 11.000000 76.0 118.0 38.60
## 1699 44 154.0 65.10 36.400000 84.0 130.0 27.90
## 1700 23 160.7 62.40 30.200000 64.0 110.0 23.30
## 1701 21 161.7 55.00 22.400000 64.0 109.0 22.90
## 1702 29 184.0 81.80 8.500000 68.0 131.0 54.80
## 1703 26 166.1 66.50 16.300000 66.0 116.0 43.10
## 1704 38 169.0 53.30 19.800000 76.0 102.0 23.10
## 1705 48 176.9 78.10 17.800000 88.0 141.0 48.70
## 1706 51 178.9 81.40 21.800000 89.0 156.0 49.00
## 1707 37 167.4 84.50 35.400000 82.0 108.0 38.80
## 1708 42 169.1 69.00 21.500000 90.0 143.0 44.70
## 1709 63 175.2 75.40 24.000000 91.0 158.0 48.50
## 1710 31 175.3 96.00 28.200000 76.0 138.0 53.40
## 1711 35 163.8 66.10 17.300000 76.0 127.0 42.40
## 1712 32 164.0 51.40 31.200000 82.0 124.0 20.10
## 1713 62 161.2 63.80 25.900000 95.0 158.0 36.00
## 1714 48 160.0 54.80 27.800000 72.0 135.0 18.90
## 1715 24 181.1 97.00 26.000000 82.0 122.0 53.50
## 1716 26 181.4 106.20 36.900000 85.0 126.0 33.90
## 1717 23 163.6 64.00 33.000000 81.0 134.0 28.50
## 1718 23 163.9 53.20 25.500000 76.0 117.0 31.60
## 1719 30 183.1 85.90 21.200000 72.0 118.0 59.00
## 1720 42 177.4 76.70 22.400000 80.0 150.0 41.00
## 1721 26 173.3 72.10 24.100000 77.0 129.0 38.10
## 1722 29 176.7 71.50 15.500000 75.0 121.0 42.20
## 1723 26 177.2 70.10 12.200000 70.0 120.0 46.30
## 1724 30 176.9 81.60 4.700000 70.0 126.0 65.00
## 1725 27 164.6 60.50 28.100000 79.0 127.0 28.70
## 1726 25 159.9 54.10 24.400000 70.0 117.0 25.30
## 1727 21 168.7 80.30 22.600000 68.0 131.0 40.30
## 1728 28 172.2 71.52 17.000000 78.0 126.0 44.30
## 1729 23 164.1 58.30 29.700000 89.0 140.0 27.50
## 1730 49 180.4 80.60 15.400000 87.0 148.0 42.90
## 1731 25 172.9 80.10 33.700000 77.0 133.0 37.40
## 1732 30 173.9 64.92 14.500000 61.0 123.0 39.10
## 1733 44 167.0 62.00 18.700000 76.0 121.0 39.00
## 1734 54 157.2 54.00 21.600000 90.0 135.0 33.20
## 1735 53 155.0 48.00 27.000000 74.0 134.0 13.50
## 1736 60 171.3 65.30 19.300000 73.0 141.0 33.10
## 1737 29 176.4 95.40 21.100000 85.0 142.0 70.50
## 1738 36 174.8 77.50 23.100000 87.0 131.0 35.60
## 1739 32 176.2 81.60 21.000000 79.0 130.0 53.30
## 1740 49 163.0 78.80 37.500000 73.0 123.0 23.60
## 1741 32 172.0 82.66 15.100000 82.0 144.0 46.50
## 1742 23 179.3 75.70 20.200000 86.0 158.0 47.20
## 1743 29 172.9 78.10 21.300000 80.0 132.0 44.20
## 1744 55 162.4 64.38 21.200000 85.0 143.0 39.30
## 1745 23 175.0 91.50 32.500000 69.0 137.0 43.40
## 1746 22 161.8 56.00 21.800000 63.0 109.0 27.50
## 1747 55 160.2 54.00 26.300000 90.0 135.0 28.40
## 1748 51 170.8 70.10 24.100000 85.0 122.0 38.90
## 1749 39 163.3 61.80 23.500000 79.0 134.0 30.70
## 1750 22 183.0 83.90 24.400000 93.0 149.0 39.10
## 1751 22 170.2 78.60 22.600000 77.0 123.0 45.40
## 1752 24 171.0 75.60 25.500000 92.0 145.0 36.80
## 1753 25 171.9 71.40 26.200000 91.0 150.0 35.80
## 1754 28 171.5 72.90 19.500000 71.0 122.0 45.80
## 1755 52 176.2 90.90 22.600000 90.0 138.0 58.50
## 1756 25 174.7 59.30 12.000000 69.0 113.0 38.40
## 1757 50 150.9 49.50 26.300000 67.0 109.0 19.40
## 1758 29 178.2 80.30 16.400000 90.0 146.0 53.50
## 1759 36 165.3 77.10 21.100000 87.0 144.0 50.00
## 1760 47 161.2 63.00 28.800000 77.0 132.0 24.70
## 1761 50 178.5 89.40 22.500000 77.0 126.0 42.30
## 1762 42 168.6 74.10 19.800000 90.0 149.0 33.20
## 1763 34 171.3 69.00 10.000000 67.0 125.0 35.30
## 1764 39 171.7 67.30 19.500000 78.0 124.0 46.60
## 1765 35 180.7 74.50 19.200000 81.0 117.0 30.90
## 1766 36 173.4 86.40 27.800000 94.0 141.0 48.50
## 1767 39 177.0 74.30 25.600000 72.0 121.0 43.80
## 1768 23 177.1 66.00 20.400000 80.0 139.0 36.90
## 1769 37 165.1 51.40 26.700000 77.0 124.0 24.40
## 1770 26 176.4 87.56 26.000000 80.0 120.0 50.10
## 1771 61 163.2 74.90 32.100000 65.0 124.0 36.00
## 1772 26 171.9 65.20 12.300000 71.0 121.0 44.90
## 1773 61 166.6 55.50 31.500000 80.0 156.0 22.80
## 1774 63 170.5 69.50 17.600000 83.0 123.0 35.60
## 1775 21 160.2 51.00 28.200000 78.0 117.0 22.60
## 1776 33 174.6 77.70 20.300000 79.0 123.0 49.80
## 1777 32 170.4 73.60 18.900000 76.0 131.0 45.80
## 1778 62 163.4 56.70 34.500000 82.0 132.0 22.80
## 1779 21 166.9 67.80 27.200000 77.0 119.0 31.90
## 1780 38 186.0 94.60 16.100000 98.0 159.0 58.80
## 1781 33 172.1 65.30 19.100000 87.0 142.0 37.90
## 1782 21 153.0 44.70 30.500000 74.0 115.0 21.10
## 1783 37 152.2 49.20 24.927610 86.0 112.0 18.30
## 1784 21 173.3 68.00 12.900000 66.0 112.0 41.00
## 1785 47 174.8 80.40 33.000000 82.0 136.0 45.30
## 1786 56 154.9 55.60 26.100000 94.0 156.0 24.50
## 1787 21 173.7 74.20 22.700000 65.0 114.0 43.90
## 1788 21 157.9 58.70 32.000000 76.0 131.0 30.70
## 1789 28 175.0 70.50 30.000000 75.0 131.0 33.20
## 1790 54 162.9 63.90 28.300000 61.0 104.0 25.60
## 1791 39 162.5 51.90 28.300000 64.0 96.0 28.70
## 1792 25 174.7 72.10 15.500000 85.0 129.0 43.90
## 1793 41 179.0 85.70 25.600000 91.0 152.0 48.70
## 1794 25 171.7 70.30 24.500000 89.0 151.0 36.10
## 1795 31 171.5 67.10 19.200000 91.0 146.0 41.00
## 1796 45 182.5 80.50 19.800000 86.0 139.0 48.30
## 1797 25 178.0 74.80 19.100000 70.0 118.0 44.60
## 1798 30 173.9 76.64 20.800000 68.0 119.0 50.00
## 1799 23 157.9 52.20 34.100000 75.0 102.0 27.60
## 1800 26 167.2 58.16 20.900000 87.0 126.0 32.60
## 1801 23 172.4 86.90 40.500000 61.0 111.0 29.20
## 1802 24 175.9 85.30 22.700000 91.0 138.0 56.40
## 1803 56 172.1 65.70 22.500000 90.0 140.0 40.10
## 1804 53 166.2 56.10 32.700000 77.0 121.0 24.90
## 1805 60 166.2 76.28 27.200000 75.0 143.0 43.10
## 1806 21 176.2 56.90 21.100000 84.0 126.0 29.10
## 1807 58 155.3 58.20 32.000000 86.0 154.0 22.70
## 1808 21 176.2 71.60 9.400000 72.0 128.0 45.63
## 1809 46 169.2 69.90 23.600000 98.0 153.0 30.00
## 1810 29 175.6 96.70 32.900000 85.0 140.0 51.60
## 1811 24 177.5 76.40 24.100000 86.0 159.0 39.70
## 1812 30 158.2 52.90 27.800000 74.0 137.0 26.90
## 1813 28 166.4 51.70 24.100000 78.0 117.0 24.00
## 1814 26 165.2 67.20 23.100000 86.0 126.0 40.40
## 1815 22 165.7 57.00 20.100000 61.0 113.0 21.30
## 1816 27 181.1 97.10 18.100000 85.0 138.0 39.70
## 1817 34 147.8 46.50 30.700000 58.0 114.0 18.70
## 1818 60 176.5 83.60 24.400000 58.0 138.0 40.50
## 1819 23 165.4 47.40 18.400000 56.0 99.0 25.70
## 1820 30 178.3 78.70 18.000000 73.0 139.0 48.60
## 1821 34 176.7 83.60 25.600000 81.0 129.0 44.60
## 1822 21 168.4 67.50 23.200000 74.0 122.0 34.00
## 1823 22 174.4 70.50 24.400000 80.0 137.0 40.70
## 1824 59 162.8 57.94 30.900000 78.0 123.0 26.90
## 1825 35 168.5 81.40 38.300000 64.0 121.0 29.70
## 1826 24 171.2 65.92 28.500000 62.0 115.0 26.80
## 1827 28 172.2 71.90 23.000000 75.0 144.0 46.90
## 1828 28 166.6 61.00 32.600000 64.0 103.0 21.20
## 1829 30 185.5 76.40 12.600000 74.0 129.0 41.00
## 1830 47 155.5 49.20 20.800000 71.0 115.0 25.10
## 1831 39 160.6 69.10 39.500000 73.0 126.0 24.90
## 1832 32 171.1 55.40 10.063040 80.0 134.0 40.50
## 1833 39 164.9 52.30 15.700000 53.0 91.0 22.20
## 1834 33 169.3 75.40 21.700000 77.0 136.0 37.60
## 1835 30 184.0 87.00 19.600000 82.0 126.0 57.00
## 1836 24 158.3 52.30 32.800000 72.0 120.0 26.60
## 1837 60 159.0 64.80 26.300000 78.0 123.0 40.30
## 1838 26 169.9 53.72 18.300000 65.0 123.0 20.00
## 1839 44 170.3 76.50 30.300000 83.0 123.0 39.20
## 1840 21 177.7 63.40 12.100000 71.0 132.0 40.20
## 1841 58 175.0 73.80 22.200000 74.0 120.0 45.10
## 1842 22 187.3 109.30 39.300000 79.0 141.0 36.20
## 1843 28 177.7 83.20 18.200000 94.0 143.0 46.00
## 1844 31 176.5 85.40 32.000000 96.0 159.0 46.20
## 1845 22 171.4 59.90 14.900000 75.0 136.0 37.80
## 1846 28 164.6 70.80 20.800000 94.0 135.0 48.20
## 1847 23 163.0 63.90 27.900000 75.0 125.0 31.50
## 1848 50 159.9 59.50 25.200000 84.0 140.0 28.70
## 1849 42 180.5 79.80 23.600000 91.0 137.0 40.70
## 1850 23 158.3 61.20 31.900000 85.0 129.0 33.60
## 1851 58 170.9 59.30 12.900000 60.0 105.0 41.90
## 1852 39 175.5 72.82 13.400000 80.0 120.0 46.90
## 1853 24 159.3 72.40 42.100000 88.0 131.0 1.60
## 1854 22 161.5 48.90 18.300000 71.0 110.0 23.00
## 1855 57 175.8 59.80 18.800000 99.0 158.0 37.80
## 1856 22 166.8 57.90 13.000000 96.0 126.0 33.00
## 1857 64 170.0 65.90 19.200000 97.0 157.0 35.80
## 1858 22 161.8 52.40 20.300000 70.0 125.0 26.90
## 1859 55 148.6 52.30 37.500000 89.0 140.0 20.50
## 1860 33 167.4 62.00 15.200000 99.0 132.0 44.50
## 1861 59 162.7 49.00 20.300000 67.0 130.0 24.80
## 1862 23 167.8 59.42 21.300000 65.0 115.0 23.60
## 1863 59 166.1 68.80 25.900000 83.0 158.0 43.10
## 1864 29 170.4 68.00 10.500000 70.0 139.0 40.30
## 1865 29 176.9 63.10 11.300000 74.0 130.0 37.30
## 1866 27 173.7 73.30 10.900000 52.0 114.0 48.00
## 1867 35 180.1 98.30 30.300000 85.0 146.0 45.30
## 1868 28 175.6 76.90 20.600000 68.0 110.0 53.20
## 1869 24 172.4 60.10 18.500000 75.0 143.0 32.90
## 1870 23 171.5 92.20 33.400000 88.0 107.0 46.90
## 1871 52 154.1 60.10 33.000000 85.0 154.0 27.00
## 1872 50 160.4 67.50 36.400000 61.0 115.0 31.20
## 1873 39 176.1 73.00 19.800000 99.0 155.0 42.90
## 1874 24 169.6 67.20 16.400000 60.0 110.0 43.70
## 1875 55 167.3 78.00 27.800000 78.0 136.0 42.50
## 1876 41 171.7 73.00 23.500000 79.0 121.0 40.40
## 1877 21 164.5 44.60 19.400000 69.0 108.0 23.60
## 1878 40 174.5 77.70 29.300000 82.0 123.0 29.30
## 1879 25 177.8 68.50 17.000000 98.0 146.0 40.90
## 1880 22 167.9 66.70 33.100000 87.0 136.0 33.30
## 1881 36 172.3 87.50 29.600000 80.0 137.0 40.60
## 1882 37 170.6 83.70 33.900000 79.0 137.0 34.70
## 1883 25 161.5 67.50 30.000000 85.0 122.0 28.00
## 1884 24 158.5 51.50 28.900000 74.0 130.0 25.90
## 1885 44 161.2 54.40 22.400000 74.0 150.0 27.00
## 1886 23 182.3 80.30 18.900000 72.0 114.0 44.00
## 1887 52 171.7 73.96 28.300000 81.0 129.0 41.90
## 1888 29 161.6 56.10 28.200000 81.0 140.0 30.50
## 1889 33 164.6 63.10 13.600000 83.0 142.0 49.90
## 1890 21 167.5 63.40 12.400000 85.0 134.0 40.40
## 1891 23 165.6 58.60 32.000000 74.0 117.0 29.30
## 1892 61 157.6 56.90 36.500000 88.0 159.0 21.70
## 1893 24 167.2 56.10 13.300000 69.0 110.0 32.80
## 1894 32 175.9 77.90 20.700000 63.0 123.0 54.60
## 1895 44 165.4 59.70 18.600000 81.0 117.0 33.60
## 1896 23 168.9 58.40 26.700000 64.0 108.0 26.40
## 1897 38 166.5 59.00 14.400000 71.0 124.0 41.50
## 1898 21 172.1 59.20 21.600000 61.0 100.0 30.60
## 1899 23 167.2 68.70 17.500000 90.0 135.0 36.60
## 1900 24 173.1 60.40 12.000000 66.0 117.0 29.30
## 1901 60 165.3 66.80 22.300000 84.0 155.0 33.90
## 1902 49 154.0 60.70 33.700000 87.0 145.0 18.30
## 1903 52 155.7 50.20 29.700000 93.0 159.0 22.40
## 1904 26 168.5 76.30 24.900000 96.0 146.0 39.10
## 1905 28 179.8 83.00 15.800000 80.0 120.0 44.10
## 1906 55 146.3 49.90 31.900000 85.0 156.0 25.60
## 1907 30 176.7 79.50 15.300000 80.0 120.0 49.30
## 1908 22 177.6 71.80 19.200000 65.0 108.0 41.60
## 1909 29 180.1 72.40 13.800000 91.0 155.0 48.40
## 1910 57 155.8 52.50 32.300000 70.0 135.0 19.30
## 1911 25 160.2 42.10 17.500000 73.0 113.0 21.60
## 1912 28 177.9 59.70 13.100000 90.0 143.0 40.90
## 1913 24 172.4 67.98 14.400000 83.0 155.0 49.70
## 1914 49 165.7 55.30 27.800000 75.0 133.0 26.50
## 1915 21 180.9 77.70 16.100000 92.0 153.0 43.60
## 1916 38 182.0 91.60 27.500000 76.0 129.0 54.50
## 1917 28 174.3 81.20 20.800000 74.0 118.0 44.50
## 1918 21 154.6 54.80 35.200000 78.0 116.0 24.40
## 1919 38 166.2 62.70 18.800000 75.0 139.0 50.60
## 1920 59 162.9 61.00 32.600000 82.0 123.0 29.70
## 1921 37 168.6 62.50 19.900000 80.0 121.0 43.80
## 1922 59 154.7 60.34 37.300000 91.0 149.0 26.70
## 1923 48 169.5 70.20 24.300000 80.0 126.0 41.10
## 1924 21 158.6 47.30 21.200000 72.0 104.0 18.50
## 1925 41 178.3 86.10 22.300000 78.0 131.0 42.70
## 1926 27 169.9 73.90 12.900000 60.0 121.0 50.40
## 1927 61 176.5 77.60 27.600000 80.0 150.0 41.40
## 1928 27 175.7 78.90 19.700000 80.0 120.0 45.60
## 1929 25 159.4 53.60 26.500000 70.0 108.0 27.50
## 1930 34 177.6 80.80 22.600000 97.0 127.0 40.30
## 1931 29 169.5 81.40 20.900000 86.0 151.0 42.70
## 1932 56 164.0 68.66 22.300000 92.0 144.0 41.20
## 1933 26 174.1 79.20 23.400000 69.0 127.0 49.10
## 1934 23 177.2 68.50 20.500000 78.0 138.0 49.70
## 1935 28 163.0 48.02 20.600000 64.0 108.0 22.90
## 1936 22 158.7 57.70 16.400000 69.0 132.0 45.70
## 1937 50 174.0 75.40 26.000000 93.0 138.0 38.30
## 1938 22 158.0 53.50 28.500000 89.0 127.0 22.40
## 1939 47 160.2 52.80 24.600000 65.0 127.0 24.90
## 1940 25 178.2 74.00 21.300000 80.0 130.0 48.30
## 1941 23 171.2 65.70 10.400000 66.0 122.0 40.00
## 1942 23 162.2 60.90 28.000000 57.0 100.0 27.40
## 1943 24 175.1 81.80 27.000000 85.0 137.0 40.40
## 1944 22 169.0 63.40 27.600000 77.0 115.0 25.80
## 1945 21 165.7 51.94 19.100000 80.0 120.0 37.50
## 1946 27 166.0 54.10 29.100000 75.0 134.0 22.40
## 1947 25 181.2 90.00 20.000000 90.0 144.0 53.60
## 1948 21 162.8 53.90 27.500000 71.0 118.0 22.50
## 1949 53 176.6 86.10 20.800000 89.0 133.0 42.20
## 1950 27 181.2 68.40 21.200000 68.0 131.0 34.80
## 1951 21 170.0 56.00 16.100000 80.0 120.0 43.60
## 1952 21 179.0 91.40 24.300000 70.0 126.0 44.80
## 1953 24 174.1 86.40 23.600000 74.0 105.0 51.10
## 1954 28 159.8 62.68 34.300000 96.0 130.0 29.00
## 1955 44 171.2 74.80 16.200000 76.0 116.0 43.00
## 1956 21 162.5 50.64 27.700000 79.0 109.0 17.80
## 1957 38 179.8 82.50 24.600000 94.0 134.0 42.20
## 1958 49 174.0 73.30 22.100000 83.0 146.0 42.00
## 1959 62 163.6 57.30 22.300000 82.0 130.0 34.20
## 1960 24 172.6 73.00 18.800000 75.0 129.0 44.80
## 1961 55 171.1 76.40 24.400000 91.0 159.0 42.70
## 1962 28 171.7 77.60 14.000000 85.0 132.0 59.10
## 1963 52 162.4 58.30 17.400000 83.0 144.0 38.30
## 1964 24 178.0 79.60 12.500000 82.0 146.0 52.70
## 1965 28 175.2 68.80 20.000000 92.0 155.0 39.90
## 1966 36 174.8 72.60 17.000000 66.0 141.0 41.60
## 1967 60 164.6 78.40 34.300000 77.0 135.0 36.80
## 1968 60 162.7 62.40 20.800000 78.0 129.0 35.90
## 1969 25 173.8 61.90 23.500000 60.0 115.0 27.90
## 1970 50 174.7 65.90 17.600000 86.0 147.0 32.90
## 1971 21 173.3 74.90 25.500000 82.0 136.0 41.20
## 1972 42 160.0 51.50 21.200000 72.0 112.0 21.80
## 1973 22 175.3 80.00 17.200000 80.0 121.0 47.00
## 1974 33 178.0 67.50 16.700000 74.0 139.0 46.50
## 1975 30 175.7 69.30 15.500000 76.0 136.0 45.30
## 1976 21 175.7 71.80 12.800000 61.0 118.0 46.60
## 1977 42 165.4 49.90 24.400000 67.0 119.0 22.80
## 1978 23 171.0 85.00 23.300000 97.0 150.0 51.20
## 1979 43 165.3 66.80 27.800000 77.0 130.0 32.60
## 1980 63 164.8 71.20 25.800000 97.0 148.0 45.90
## 1981 32 171.0 78.20 23.200000 76.0 124.0 35.20
## 1982 27 168.9 66.80 20.700000 60.0 110.0 47.60
## 1983 58 158.9 57.30 35.100000 79.0 132.0 24.40
## 1984 21 174.1 77.00 18.900000 87.0 159.0 39.00
## 1985 64 168.5 66.30 20.000000 78.0 123.0 22.40
## 1986 59 173.0 67.40 20.900000 86.0 160.0 40.50
## 1987 33 165.7 78.50 23.100000 73.0 133.0 53.20
## 1988 28 165.2 58.50 31.600000 74.0 129.0 30.40
## 1989 22 170.7 72.20 23.800000 72.0 136.0 46.00
## 1990 21 157.3 48.50 25.700000 69.0 123.0 27.90
## 1991 25 171.7 61.60 11.000000 70.0 135.0 44.60
## 1992 24 178.6 67.60 13.400000 80.0 128.0 49.40
## 1993 21 161.7 63.30 32.800000 86.0 116.0 30.00
## 1994 46 174.3 72.30 23.100000 79.0 133.0 40.90
## 1995 22 163.0 54.20 19.200000 69.0 115.0 31.60
## 1996 35 173.1 74.70 16.600000 83.0 142.0 46.90
## 1997 24 172.4 65.16 29.300000 65.0 115.0 32.60
## 1998 22 160.0 54.90 22.700000 75.0 118.0 20.50
## 1999 40 182.9 77.90 14.400000 78.0 131.0 46.40
## 2000 43 168.0 68.40 29.600000 77.0 108.0 45.40
## 2001 29 158.5 53.32 23.100000 78.0 138.0 28.40
## 2002 55 168.0 63.10 18.300000 69.0 116.0 38.70
## 2003 21 170.4 107.90 42.100000 85.0 136.0 49.50
## 2004 21 162.4 62.20 33.900000 69.0 121.0 29.30
## 2005 40 164.0 79.10 31.100000 85.0 142.0 29.00
## 2006 23 172.1 75.96 20.800000 70.0 119.0 39.80
## 2007 33 172.6 79.30 32.800000 84.0 141.0 39.90
## 2008 64 164.2 63.24 17.500000 80.0 159.0 37.30
## 2009 23 169.4 48.80 21.500000 83.0 117.0 18.60
## 2010 26 170.9 70.90 18.400000 64.0 130.0 44.70
## 2011 21 149.9 48.40 31.200000 65.0 117.0 22.50
## 2012 60 172.7 78.00 21.200000 81.0 120.0 43.70
## 2013 50 174.0 80.20 28.900000 93.0 151.0 41.30
## 2014 28 160.8 54.00 28.300000 73.0 127.0 33.30
## 2015 52 153.8 61.70 30.100000 96.0 154.0 23.60
## 2016 31 174.5 74.00 22.300000 87.0 129.0 40.00
## 2017 36 159.6 47.90 25.200000 68.0 106.0 18.10
## 2018 28 169.7 64.90 15.900000 81.0 132.0 44.30
## 2019 61 153.4 49.10 33.600000 70.0 127.0 25.70
## 2020 24 181.8 66.70 12.600000 85.0 128.0 41.70
## 2021 56 184.6 90.50 26.500000 90.0 135.0 48.10
## 2022 37 179.2 89.50 20.200000 95.0 145.0 49.40
## 2023 58 158.9 55.70 26.200000 65.0 100.0 21.40
## 2024 60 164.0 59.40 21.800000 74.0 119.0 32.10
## 2025 30 163.5 55.60 21.900000 54.0 103.0 28.50
## 2026 48 159.1 56.20 32.200000 93.0 136.0 23.00
## 2027 30 174.7 71.20 22.200000 87.0 144.0 47.10
## 2028 33 170.5 54.00 21.200000 73.0 108.0 25.50
## 2029 22 176.6 54.80 23.700000 78.0 128.0 27.90
## 2030 52 168.8 74.30 24.300000 98.0 151.0 31.00
## 2031 55 152.1 59.30 35.200000 70.0 127.0 29.40
## 2032 29 171.0 74.50 22.900000 77.0 122.0 35.30
## 2033 64 156.6 58.20 34.300000 69.0 115.0 21.00
## 2034 40 174.2 77.00 13.700000 81.0 121.0 55.90
## 2035 38 171.7 91.60 22.800000 80.0 136.0 52.30
## 2036 28 161.9 61.70 11.100000 72.0 120.0 41.40
## 2037 21 166.6 65.42 30.900000 70.0 130.0 29.40
## 2038 34 176.3 74.00 22.400000 90.0 122.0 39.30
## 2039 35 172.9 64.90 22.800000 96.0 157.0 35.10
## 2040 24 158.4 53.70 33.900000 81.0 142.0 22.80
## 2041 26 179.4 92.10 23.300000 69.0 156.0 59.70
## 2042 44 167.1 71.20 20.200000 89.0 144.0 44.90
## 2043 36 169.5 70.60 15.600000 94.0 138.0 45.10
## 2044 45 155.7 43.30 19.500000 80.0 130.0 21.30
## 2045 51 156.0 63.30 37.600000 65.0 107.0 20.70
## 2046 55 169.3 71.90 17.800000 82.0 158.0 31.80
## 2047 62 171.2 51.70 16.500000 69.0 128.0 34.70
## 2048 23 165.6 48.60 25.800000 99.0 129.0 20.60
## 2049 42 172.8 80.10 19.200000 96.0 142.0 45.00
## 2050 38 164.4 56.20 21.500000 83.0 125.0 28.90
## 2051 56 154.6 67.40 43.600000 74.0 122.0 19.60
## 2052 33 180.8 73.64 18.700000 87.0 132.0 46.60
## 2053 62 175.8 66.60 21.100000 83.0 154.0 35.20
## 2054 21 161.1 50.60 24.000000 70.0 116.0 23.60
## 2055 35 173.3 73.40 24.500000 73.0 134.0 40.90
## 2056 60 171.2 69.80 25.600000 80.0 138.0 39.80
## 2057 21 167.4 55.50 24.000000 65.0 117.0 24.30
## 2058 22 166.1 41.60 20.600000 68.0 102.0 19.20
## 2059 23 158.0 57.00 29.000000 82.0 138.0 29.60
## 2060 51 156.4 76.80 45.100000 90.0 158.0 20.30
## 2061 63 175.8 86.70 30.700000 71.0 108.0 45.20
## 2062 40 158.5 56.90 28.600000 84.0 135.0 30.10
## 2063 24 179.1 70.90 20.400000 70.0 127.0 37.30
## 2064 31 157.6 53.80 32.300000 70.0 127.0 22.40
## 2065 57 167.7 73.80 20.500000 78.0 131.0 28.90
## 2066 33 181.6 73.40 14.600000 68.0 119.0 45.10
## 2067 54 160.7 59.70 17.200000 92.0 139.0 41.50
## 2068 22 172.9 72.00 11.900000 79.0 132.0 50.00
## 2069 23 175.1 82.70 18.700000 74.0 142.0 56.80
## 2070 59 166.3 77.10 27.900000 77.0 117.0 27.50
## 2071 38 171.0 69.30 18.800000 61.0 136.0 47.00
## 2072 28 175.5 86.80 34.400000 91.0 148.0 44.20
## 2073 62 161.7 58.30 30.700000 91.0 155.0 24.90
## 2074 30 178.0 91.80 30.200000 81.0 141.0 37.20
## 2075 25 170.4 70.90 19.400000 83.0 134.0 47.70
## 2076 28 158.8 52.20 28.400000 66.0 99.0 21.10
## 2077 28 175.7 77.20 12.100000 82.0 145.0 51.00
## 2078 22 166.7 69.80 21.700000 84.0 129.0 35.60
## 2079 25 173.4 68.40 9.800000 81.0 118.0 33.60
## 2080 51 176.6 91.20 31.800000 79.0 138.0 38.30
## 2081 21 169.8 67.00 30.100000 76.0 115.0 28.60
## 2082 57 159.3 47.80 25.400000 75.0 111.0 16.50
## 2083 62 155.5 52.80 26.973430 73.0 114.0 25.00
## 2084 27 167.0 74.60 26.300000 87.0 131.0 41.20
## 2085 64 155.9 51.50 30.200000 93.0 137.0 20.90
## 2086 22 177.1 63.30 11.100000 70.0 143.0 47.60
## 2087 62 148.8 57.90 33.600000 72.0 137.0 19.50
## 2088 48 144.5 51.80 36.200000 76.0 129.0 22.30
## 2089 49 171.9 76.80 19.300000 93.0 145.0 55.50
## 2090 22 169.3 67.00 19.300000 81.0 127.0 40.60
## 2091 36 177.3 82.32 22.000000 76.0 129.0 57.50
## 2092 26 174.2 70.30 24.700000 107.0 149.0 36.70
## 2093 25 176.1 77.10 17.000000 77.0 133.0 52.80
## 2094 52 163.0 55.40 22.000000 80.0 133.0 27.20
## 2095 31 181.1 75.40 9.800000 75.0 136.0 56.00
## 2096 60 156.5 61.22 31.200000 64.0 113.0 21.90
## 2097 41 162.3 65.20 28.700000 85.0 128.0 27.90
## 2098 21 171.4 70.94 21.800000 67.0 130.0 32.30
## 2099 60 173.3 74.00 26.100000 87.0 156.0 42.60
## 2100 27 170.8 68.80 14.700000 74.0 129.0 43.80
## 2101 25 162.4 55.80 26.400000 76.0 117.0 33.40
## 2102 26 160.8 66.12 39.400000 76.0 126.0 19.00
## 2103 29 171.0 59.50 21.500000 65.0 109.0 26.50
## 2104 21 172.9 67.90 25.700000 93.0 143.0 33.00
## 2105 45 170.4 80.80 25.000000 94.0 143.0 54.50
## 2106 24 179.5 78.90 15.900000 90.0 157.0 46.00
## 2107 26 162.7 51.40 22.500000 57.0 106.0 22.70
## 2108 27 181.4 83.10 19.500000 91.0 135.0 44.90
## 2109 44 167.7 56.20 11.200000 69.0 118.0 35.10
## 2110 21 176.0 62.50 16.400000 69.0 114.0 36.00
## 2111 34 171.2 88.50 27.400000 81.0 149.0 51.10
## 2112 30 167.8 74.20 21.400000 77.0 129.0 44.40
## 2113 25 184.3 85.10 22.600000 82.0 128.0 54.50
## 2114 48 171.6 58.50 11.300000 75.0 127.0 42.60
## 2115 27 172.7 76.00 13.200000 62.0 116.0 43.40
## 2116 35 176.5 82.10 21.600000 86.0 137.0 56.40
## 2117 50 166.4 84.00 32.300000 76.0 128.0 36.10
## 2118 26 172.9 65.40 20.400000 77.0 128.0 31.30
## 2119 38 179.0 83.40 26.800000 88.0 134.0 31.40
## 2120 34 171.1 66.30 13.800000 77.0 135.0 40.40
## 2121 25 160.7 59.20 29.000000 72.0 134.0 26.30
## 2122 28 171.4 79.80 18.700000 64.0 136.0 46.60
## 2123 54 166.0 62.50 12.100000 79.0 139.0 45.60
## 2124 58 154.8 51.30 40.300000 81.0 138.0 22.80
## 2125 25 175.9 81.10 27.800000 75.0 133.0 48.60
## 2126 22 169.5 61.60 28.400000 80.0 127.0 28.70
## 2127 60 168.0 59.00 21.100000 84.0 158.0 37.20
## 2128 21 165.9 71.00 33.000000 76.0 131.0 27.50
## 2129 58 168.4 63.80 23.000000 70.0 133.0 33.50
## 2130 28 174.2 75.60 16.600000 74.0 117.0 54.80
## 2131 26 172.6 75.50 17.100000 75.0 122.0 40.70
## 2132 27 189.2 78.00 11.600000 79.0 136.0 49.10
## 2133 50 180.8 93.40 25.200000 94.0 151.0 41.00
## 2134 41 170.4 63.80 27.200000 87.0 127.0 27.50
## 2135 60 164.0 54.80 14.200000 67.0 125.0 25.40
## 2136 21 170.5 64.00 13.200000 78.0 138.0 48.10
## 2137 60 154.6 73.50 39.700000 75.0 142.0 19.80
## 2138 21 155.7 44.70 19.000000 73.0 122.0 28.80
## 2139 50 166.0 61.20 31.400000 80.0 139.0 22.10
## 2140 53 167.3 72.96 21.500000 90.0 138.0 44.20
## 2141 24 175.5 72.60 7.400000 66.0 140.0 48.60
## 2142 55 167.8 64.70 20.300000 81.0 141.0 39.90
## 2143 26 187.9 95.40 12.400000 95.0 150.0 53.20
## 2144 45 176.6 58.88 11.200000 86.0 147.0 41.80
## 2145 22 155.6 47.90 22.000000 63.0 98.0 21.70
## 2146 22 165.2 62.80 18.000000 76.0 115.0 43.10
## 2147 60 175.7 95.22 28.400000 95.0 157.0 49.50
## 2148 62 170.8 79.88 27.900000 74.0 124.0 32.20
## 2149 25 167.2 69.50 22.400000 77.0 133.0 44.40
## 2150 25 148.7 51.00 38.600000 83.0 117.0 25.60
## 2151 30 181.3 97.36 24.200000 88.0 145.0 63.60
## 2152 25 178.7 63.80 15.200000 74.0 122.0 29.70
## 2153 24 175.7 73.90 22.100000 88.0 128.0 35.00
## 2154 61 176.5 75.48 19.500000 79.0 133.0 46.10
## 2155 60 171.7 71.42 23.100000 87.0 146.0 45.60
## 2156 22 161.8 58.00 28.300000 72.0 133.0 30.10
## 2157 46 160.6 67.78 34.100000 87.0 145.0 27.10
## 2158 41 178.8 82.60 22.500000 91.0 146.0 55.10
## 2159 24 159.8 57.20 30.300000 92.0 125.0 30.30
## 2160 58 150.0 55.70 34.100000 95.0 155.0 22.60
## 2161 24 178.5 95.40 26.000000 72.0 132.0 59.60
## 2162 56 153.3 51.60 28.300000 93.0 111.0 24.80
## 2163 40 176.9 72.40 25.300000 72.4 137.0 43.10
## 2164 39 170.5 71.80 29.800000 78.0 121.0 42.30
## 2165 23 161.0 58.90 31.100000 77.0 127.0 30.30
## 2166 62 156.3 67.28 41.600000 99.0 159.0 25.00
## 2167 30 173.7 71.50 25.200000 92.0 140.0 39.00
## 2168 25 176.5 80.60 17.200000 83.0 128.0 47.50
## 2169 29 160.8 78.32 38.200000 94.0 135.0 32.00
## 2170 35 180.3 77.30 13.600000 59.0 115.0 41.50
## 2171 60 166.8 56.00 18.300000 77.0 142.0 23.70
## 2172 24 165.8 82.50 42.700000 85.0 133.0 26.30
## 2173 40 170.8 68.50 23.100000 79.0 133.0 28.80
## 2174 37 175.0 63.70 17.100000 76.0 113.0 40.70
## 2175 23 176.6 76.20 19.900000 77.0 126.0 40.20
## 2176 55 156.4 52.80 32.800000 99.0 155.0 19.80
## 2177 37 165.4 71.70 17.500000 68.0 108.0 39.60
## 2178 48 164.0 65.60 35.600000 91.0 146.0 23.70
## 2179 23 168.4 62.90 14.300000 77.0 113.0 48.20
## 2180 56 172.2 69.50 21.100000 81.0 121.0 44.00
## 2181 38 178.4 83.02 14.600000 64.0 118.0 44.80
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## 2510 52 169.1 70.50 24.500000 85.0 136.0 43.00
## 2511 25 176.4 96.96 29.400000 93.0 152.0 43.20
## 2512 62 159.2 50.80 27.100000 71.0 128.0 25.60
## 2513 28 169.0 69.10 30.400000 66.0 113.0 35.00
## 2514 48 172.3 92.20 32.000000 92.0 147.0 35.30
## 2515 30 176.9 77.90 19.600000 96.0 141.0 40.60
## 2516 60 152.0 49.80 26.700000 63.0 122.0 22.40
## 2517 24 155.0 49.70 33.500000 76.0 130.0 23.20
## 2518 62 149.1 42.30 18.600000 67.0 101.0 22.60
## 2519 25 166.1 54.80 21.600000 76.0 121.0 35.40
## 2520 47 171.2 71.30 25.600000 96.0 131.0 45.00
## 2521 44 169.4 73.80 24.500000 96.0 133.0 39.50
## 2522 41 173.3 73.90 23.100000 84.0 135.0 39.00
## 2523 45 182.0 91.40 22.600000 97.0 153.0 55.30
## 2524 24 177.9 67.50 19.900000 67.0 125.0 36.90
## 2525 44 176.1 71.94 15.400000 63.0 114.0 32.80
## 2526 57 161.3 70.40 35.400000 75.0 130.0 32.10
## 2527 43 164.4 56.60 22.200000 71.0 114.0 30.90
## 2528 24 157.0 52.60 24.400000 74.0 115.0 21.90
## 2529 27 181.2 90.70 24.500000 77.0 146.0 47.00
## 2530 40 162.9 51.30 21.700000 82.0 123.0 27.90
## 2531 23 156.0 55.10 16.800000 80.0 120.0 35.30
## 2532 49 162.2 59.90 27.000000 68.0 106.0 31.30
## 2533 64 167.4 61.50 24.100000 84.0 139.0 35.00
## 2534 32 178.0 73.90 22.300000 82.0 131.0 38.00
## 2535 53 166.0 64.60 18.900000 78.0 148.0 40.80
## 2536 59 166.5 67.60 28.600000 77.0 136.0 36.10
## 2537 26 172.3 71.60 23.500000 60.0 125.0 40.60
## 2538 49 154.6 54.00 31.800000 96.0 151.0 24.30
## 2539 31 168.1 63.40 17.600000 70.0 130.0 39.40
## 2540 24 182.1 80.10 20.200000 84.0 147.0 50.70
## 2541 27 175.3 63.50 18.100000 77.0 120.0 40.50
## 2542 63 164.7 81.20 38.400000 69.0 117.0 23.20
## 2543 28 179.6 66.00 23.600000 85.0 139.0 40.80
## 2544 27 174.3 66.10 16.400000 97.0 153.0 39.00
## 2545 30 174.9 74.10 20.200000 69.0 123.0 46.00
## 2546 48 159.8 62.20 23.100000 89.0 146.0 40.30
## 2547 24 177.4 79.60 21.800000 92.0 150.0 53.80
## 2548 21 176.5 71.40 14.300000 66.0 135.0 45.10
## 2549 55 157.1 56.10 31.400000 76.0 132.0 28.60
## 2550 32 171.2 66.60 15.600000 82.0 132.0 43.00
## 2551 31 177.3 72.00 29.200000 85.0 133.0 37.00
## 2552 31 165.2 55.00 21.800000 67.0 107.0 26.70
## 2553 36 160.3 62.16 32.200000 80.0 120.0 29.80
## 2554 28 178.0 79.70 19.000000 75.0 137.0 42.70
## 2555 36 176.3 79.80 15.400000 92.0 132.0 54.90
## 2556 26 171.4 72.60 17.900000 84.0 122.0 51.30
## 2557 28 187.9 79.30 13.500000 81.0 156.0 53.50
## 2558 64 149.8 64.60 43.600000 76.0 146.0 16.90
## 2559 63 169.8 77.90 30.700000 92.0 152.0 32.60
## 2560 31 171.2 74.00 24.500000 84.0 123.0 52.90
## 2561 31 164.5 51.84 19.900000 75.0 124.0 24.20
## 2562 31 186.4 79.90 18.100000 80.0 115.0 49.70
## 2563 21 175.0 61.80 11.000000 65.0 120.0 40.30
## 2564 40 171.0 75.80 25.200000 96.0 139.0 38.30
## 2565 24 187.0 104.00 27.600000 80.0 120.0 39.00
## 2566 34 169.0 80.20 20.200000 92.0 148.0 47.60
## 2567 40 171.3 75.20 20.700000 64.0 111.0 44.40
## 2568 26 169.8 82.12 37.200000 111.0 167.0 42.30
## 2569 26 173.5 75.30 17.000000 72.0 129.0 46.20
## 2570 31 162.6 73.80 24.700000 68.0 103.0 42.40
## 2571 21 186.4 64.50 8.700000 76.0 129.0 29.60
## 2572 21 159.5 56.30 37.300000 62.0 103.0 21.90
## 2573 61 155.7 49.60 25.200000 64.0 131.0 19.70
## 2574 23 159.6 44.80 22.800000 76.0 138.0 25.30
## 2575 49 148.1 63.70 39.700000 82.0 138.0 20.70
## 2576 49 178.0 86.70 23.500000 96.0 147.0 46.60
## 2577 38 157.5 55.60 34.200000 60.0 94.0 25.30
## 2578 55 163.7 52.00 29.400000 64.0 127.0 25.20
## 2579 25 186.1 97.40 25.600000 64.0 135.0 66.80
## 2580 37 179.9 77.40 19.900000 71.0 114.0 48.70
## 2581 21 157.4 55.00 23.100000 63.0 110.0 28.30
## 2582 40 176.4 93.80 32.000000 76.0 133.0 48.20
## 2583 28 159.7 56.80 20.900000 75.0 119.0 25.30
## 2584 23 171.4 57.60 24.900000 74.0 119.0 32.20
## 2585 44 162.2 60.30 20.200000 85.0 141.0 31.50
## 2586 22 173.3 90.90 29.500000 72.0 153.0 40.60
## 2587 64 174.5 89.80 31.600000 80.0 140.0 43.60
## 2588 22 165.8 56.20 31.100000 80.0 127.0 21.80
## 2589 48 161.8 55.10 17.200000 67.0 127.0 31.20
## 2590 27 168.2 67.24 29.400000 83.0 124.0 37.50
## 2591 36 167.7 64.70 18.800000 71.0 117.0 38.30
## 2592 22 183.5 81.20 17.800000 73.0 130.0 46.00
## 2593 28 167.5 71.00 30.600000 63.0 111.0 37.40
## 2594 25 159.1 55.30 23.200000 79.0 136.0 27.50
## 2595 27 181.2 73.80 22.700000 69.0 125.0 40.10
## 2596 60 160.6 64.80 29.700000 98.0 139.0 30.20
## 2597 60 159.2 68.80 38.600000 76.0 118.0 22.40
## 2598 47 164.6 60.40 32.600000 79.0 119.0 24.10
## 2599 48 173.6 75.80 24.400000 77.0 117.0 42.80
## 2600 25 180.7 77.10 17.900000 86.0 146.0 45.80
## 2601 31 171.7 79.70 23.200000 77.0 136.0 51.10
## 2602 32 170.7 73.40 19.100000 87.0 140.0 48.10
## 2603 23 159.5 56.00 25.900000 58.0 119.0 28.20
## 2604 60 168.8 66.70 19.200000 83.0 131.0 50.30
## 2605 43 171.2 75.60 20.300000 95.0 152.0 44.30
## 2606 39 164.8 68.98 22.500000 85.0 148.0 43.20
## 2607 34 167.4 82.90 29.700000 80.0 160.0 34.80
## 2608 33 171.7 71.62 21.000000 65.0 116.0 51.30
## 2609 40 174.1 87.20 20.600000 81.0 118.0 37.70
## 2610 49 172.3 78.30 27.400000 83.0 143.0 43.40
## 2611 48 159.7 60.00 26.700000 61.0 110.0 31.80
## 2612 25 175.9 66.20 13.000000 91.0 139.0 43.70
## 2613 62 154.0 52.60 34.000000 92.0 154.0 27.50
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## 2615 26 167.8 60.20 26.500000 67.0 124.0 27.60
## 2616 25 166.2 73.20 15.700000 60.0 114.0 44.90
## 2617 37 175.3 65.00 8.100000 72.0 142.0 43.20
## 2618 47 169.2 69.20 15.400000 97.0 141.0 47.30
## 2619 64 163.8 70.30 29.200000 79.0 120.0 24.90
## 2620 38 169.0 74.80 19.200000 85.0 129.0 31.70
## 2621 26 166.7 68.20 22.500000 87.0 142.0 45.30
## 2622 28 174.7 76.70 16.800000 86.0 130.0 40.40
## 2623 32 152.7 47.30 27.000000 90.0 145.0 27.20
## 2624 54 170.7 72.20 28.000000 95.0 142.0 38.40
## 2625 45 173.9 64.00 14.700000 87.0 157.0 45.60
## 2626 44 170.1 73.30 19.700000 79.0 138.0 43.30
## 2627 26 164.5 50.80 20.900000 84.0 121.0 28.10
## 2628 35 186.2 80.50 16.100000 76.0 110.0 54.80
## 2629 21 156.4 58.10 28.500000 60.0 124.0 30.60
## 2630 22 168.4 80.20 25.600000 66.0 141.0 44.30
## 2631 37 165.1 104.70 48.300000 86.0 148.0 28.10
## 2632 21 185.3 76.90 17.500000 74.0 120.0 43.10
## 2633 21 167.8 55.20 24.000000 73.0 129.0 24.80
## 2634 61 178.5 74.60 16.400000 97.0 156.0 54.50
## 2635 28 171.7 78.00 24.200000 89.0 146.0 50.10
## 2636 48 181.4 100.10 26.000000 99.0 153.0 46.50
## 2637 24 167.2 62.70 23.300000 69.0 127.0 30.20
## 2638 33 178.2 72.10 17.100000 81.0 135.0 48.20
## 2639 22 174.4 69.30 18.000000 73.0 131.0 33.90
## 2640 21 172.9 75.00 14.500000 64.0 123.0 47.10
## 2641 63 169.7 67.10 20.400000 79.0 129.0 43.80
## 2642 24 177.3 63.30 25.300000 83.0 149.0 26.80
## 2643 44 172.4 74.80 18.700000 75.0 120.0 45.20
## 2644 34 175.1 71.50 18.200000 79.0 122.0 46.40
## 2645 27 164.0 51.00 20.400000 75.0 122.0 25.30
## 2646 59 146.3 52.90 32.800000 81.0 150.0 23.90
## 2647 64 164.3 68.00 28.100000 73.0 131.0 39.30
## 2648 22 184.5 74.10 13.500000 93.0 129.0 45.40
## 2649 35 151.5 78.00 40.000000 80.0 120.0 29.40
## 2650 50 166.6 56.00 17.100000 78.0 115.0 31.10
## 2651 29 177.9 85.70 26.900000 94.0 158.0 47.40
## 2652 51 168.2 73.10 24.400000 61.0 144.0 41.10
## 2653 32 176.7 77.10 24.000000 93.0 140.0 53.00
## 2654 45 173.4 73.50 16.900000 83.0 117.0 45.90
## 2655 38 172.4 69.30 20.100000 70.0 126.0 38.20
## 2656 25 161.5 48.50 29.300000 65.0 118.0 19.90
## 2657 33 161.0 47.90 21.800000 76.0 122.0 17.90
## 2658 33 165.6 60.40 17.800000 81.0 127.0 38.60
## 2659 37 150.4 47.70 41.500000 65.0 114.0 15.90
## 2660 25 171.4 64.70 12.900000 76.0 144.0 40.10
## 2661 43 168.1 54.50 20.300000 99.0 143.0 24.40
## 2662 40 162.6 54.20 31.000000 75.0 116.0 19.10
## 2663 27 159.2 56.70 28.000000 61.0 104.0 27.80
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## 2665 35 179.9 87.00 17.700000 65.0 104.0 58.30
## 2666 32 178.5 95.40 21.700000 89.0 142.0 53.80
## 2667 28 177.1 70.30 17.200000 83.0 123.0 43.50
## 2668 22 178.3 73.30 16.700000 78.0 140.0 40.00
## 2669 36 171.6 63.10 18.700000 66.0 134.0 41.30
## 2670 33 175.2 87.50 26.600000 90.0 149.0 49.40
## 2671 21 174.4 72.00 18.600000 77.0 124.0 37.70
## 2672 60 152.0 49.80 34.300000 72.0 121.0 23.00
## 2673 29 179.0 96.90 24.000000 89.0 145.0 34.60
## 2674 25 179.6 89.30 24.800000 79.0 137.0 39.10
## 2675 40 174.0 76.60 25.900000 93.0 150.0 40.20
## 2676 22 172.7 72.30 16.100000 94.0 152.0 51.70
## 2677 45 156.9 51.40 27.900000 73.0 132.0 27.10
## 2678 28 173.4 72.80 14.100000 82.0 121.0 41.40
## 2679 54 155.9 71.00 44.100000 76.0 139.0 20.90
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## 2681 37 161.7 59.40 19.400000 90.0 155.0 43.50
## 2682 30 162.0 55.20 27.000000 98.0 141.0 24.10
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## 2686 50 167.0 57.00 24.000000 66.0 101.0 23.40
## 2687 21 164.0 62.10 33.000000 77.0 135.0 32.00
## 2688 26 175.6 75.30 11.100000 70.0 119.0 58.30
## 2689 29 172.1 63.30 14.400000 81.0 134.0 53.50
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## 2693 23 163.5 59.50 29.000000 78.0 111.0 22.10
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## 2695 31 180.0 69.80 19.100000 84.0 129.0 51.50
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## 2698 27 164.6 58.80 30.900000 85.0 127.0 25.10
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## 2700 22 160.4 56.00 25.900000 70.0 108.0 33.20
## 2701 27 172.8 66.40 30.200000 63.0 113.0 29.10
## 2702 29 170.0 76.64 22.200000 93.0 137.0 43.70
## 2703 21 177.4 78.60 20.800000 80.0 130.0 54.00
## 2704 24 177.1 70.40 13.500000 54.0 121.0 42.70
## 2705 55 166.6 56.80 16.500000 92.0 155.0 32.60
## 2706 59 169.1 68.70 10.400000 84.0 131.0 45.70
## 2707 42 175.8 79.10 19.000000 81.0 123.0 44.00
## 2708 63 153.9 51.00 26.000000 80.0 159.0 24.30
## 2709 30 180.3 78.80 16.500000 85.0 141.0 45.10
## 2710 51 160.6 52.70 21.500000 76.0 136.0 29.40
## 2711 58 177.8 71.20 24.100000 97.0 158.0 42.10
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## 2713 62 176.5 89.80 34.200000 64.0 139.0 43.30
## 2714 29 160.9 54.50 25.800000 80.0 118.0 22.50
## 2715 61 167.9 64.00 22.700000 98.0 146.0 45.30
## 2716 31 177.3 74.40 19.300000 81.0 133.0 43.80
## 2717 47 162.8 55.10 26.800000 78.0 120.0 25.10
## 2718 23 177.9 71.60 16.500000 76.0 134.0 47.00
## 2719 51 170.0 63.80 18.100000 83.0 146.0 29.10
## 2720 23 160.3 47.60 15.000000 73.0 111.0 28.80
## 2721 28 167.8 65.18 19.000000 82.0 140.0 47.60
## 2722 25 189.9 74.46 16.000000 80.0 120.0 46.80
## 2723 33 166.6 59.92 26.100000 75.0 116.0 22.30
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## 2725 32 158.4 49.40 21.100000 78.0 109.0 24.30
## 2726 22 175.5 79.30 19.700000 79.0 142.0 45.80
## 2727 26 166.5 58.10 27.500000 80.0 137.0 22.80
## 2728 21 173.0 66.20 16.700000 78.0 133.0 48.20
## 2729 22 181.5 80.40 14.000000 70.0 124.0 51.90
## 2730 32 172.5 69.90 13.100000 100.0 148.0 43.60
## 2731 44 169.4 75.00 26.300000 83.0 136.0 45.50
## 2732 24 169.1 55.40 20.500000 55.0 112.0 35.30
## 2733 35 166.7 67.10 20.400000 86.0 150.0 44.20
## 2734 36 171.4 69.00 12.700000 83.0 122.0 47.20
## 2735 56 158.3 56.20 35.300000 84.0 131.0 23.10
## 2736 62 176.2 74.20 19.800000 79.0 123.0 38.80
## 2737 48 165.2 70.00 29.100000 90.0 147.0 39.50
## 2738 30 176.6 92.30 24.500000 87.0 130.0 54.70
## 2739 40 189.3 93.20 16.500000 93.0 146.0 62.10
## 2740 57 177.0 73.20 21.300000 64.0 101.0 40.00
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## 2742 24 184.9 82.50 17.200000 75.0 144.0 34.80
## 2743 48 182.3 82.50 20.600000 78.0 136.0 47.20
## 2744 41 174.5 76.32 20.100000 81.0 157.0 46.80
## 2745 30 175.1 75.50 18.400000 99.0 141.0 46.10
## 2746 22 160.5 60.80 18.900000 64.0 118.0 30.90
## 2747 37 175.2 66.70 19.600000 59.0 99.0 39.60
## 2748 21 181.4 69.60 17.000000 86.0 136.0 44.00
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## 2751 45 162.4 59.50 30.700000 81.0 123.0 29.10
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## 2754 21 167.9 63.20 35.300000 91.0 156.0 31.20
## 2755 21 184.0 95.00 21.900000 93.0 142.0 54.70
## 2756 63 162.1 60.90 22.600000 84.0 120.0 38.80
## 2757 50 173.1 81.80 30.300000 72.0 115.0 31.70
## 2758 31 171.0 58.80 26.600000 69.0 112.0 24.20
## 2759 60 141.0 46.10 25.500000 80.0 120.0 21.10
## 2760 23 162.2 61.50 10.900000 73.0 114.0 35.90
## 2761 62 167.0 61.80 10.200000 70.0 119.0 40.90
## 2762 34 174.1 79.00 21.000000 65.0 134.0 41.80
## 2763 34 171.3 63.30 23.400000 85.0 129.0 33.20
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## 2770 40 163.5 60.10 26.800000 93.0 117.0 35.90
## 2771 21 165.1 64.76 25.000000 84.0 124.0 32.60
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## 2773 46 174.0 69.90 22.600000 87.0 159.0 38.50
## 2774 22 173.5 66.90 17.000000 82.0 142.0 35.70
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## 2779 21 164.7 69.00 14.400000 83.0 112.0 46.80
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## 2781 43 185.2 91.70 17.700000 93.0 156.0 56.40
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## 2788 23 173.9 70.50 25.100000 88.0 141.0 37.40
## 2789 61 154.2 70.50 43.100000 64.0 121.0 19.70
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## 2792 30 160.4 57.30 31.500000 66.0 118.0 24.20
## 2793 60 162.5 55.00 9.300000 66.0 105.0 38.80
## 2794 57 162.1 71.40 39.100000 82.0 150.0 28.60
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## 2796 59 157.5 81.90 45.500000 64.0 122.0 25.40
## 2797 30 176.0 77.00 22.000000 84.0 126.0 42.00
## 2798 27 171.4 67.30 22.500000 93.0 137.0 34.90
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## 2804 61 171.7 88.50 30.300000 76.0 140.0 47.50
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## 2808 24 179.2 80.30 18.200000 92.0 145.0 52.70
## 2809 39 164.2 60.62 28.800000 74.0 129.0 25.10
## 2810 23 156.0 51.70 23.700000 72.0 118.0 24.60
## 2811 27 181.8 79.40 19.300000 89.0 134.0 23.50
## 2812 61 172.5 69.80 21.800000 65.0 114.0 45.20
## 2813 33 166.5 64.30 35.000000 79.0 111.0 25.00
## 2814 39 158.3 53.30 20.000000 77.0 114.0 38.00
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## 2818 60 163.6 60.10 20.500000 96.0 141.0 33.50
## 2819 44 160.2 44.90 14.800000 82.0 141.0 36.50
## 2820 28 173.0 64.30 25.400000 78.0 126.0 32.50
## 2821 24 177.2 79.50 15.000000 81.0 139.0 56.20
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## 2823 43 159.9 47.38 13.500000 72.0 127.0 22.10
## 2824 30 169.0 71.90 15.000000 92.0 147.0 51.70
## 2825 63 156.7 60.00 35.900000 87.0 151.0 24.70
## 2826 21 180.0 76.60 25.500000 90.0 134.0 39.90
## 2827 63 178.5 83.30 24.900000 82.0 152.0 35.30
## 2828 50 170.5 68.10 17.100000 88.0 144.0 45.20
## 2829 61 154.0 53.00 28.000000 66.0 148.0 30.10
## 2830 28 162.5 52.50 21.000000 74.0 118.0 19.00
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## 2832 50 166.9 68.40 27.500000 79.0 133.0 37.80
## 2833 30 155.6 53.90 27.700000 63.0 108.0 31.70
## 2834 52 155.3 56.00 22.330000 77.0 130.0 34.60
## 2835 29 175.7 67.10 13.700000 82.0 123.0 44.50
## 2836 30 181.5 74.34 18.100000 80.0 138.0 45.20
## 2837 23 161.1 54.50 24.600000 79.0 114.0 30.40
## 2838 33 161.7 57.60 23.600000 78.0 121.0 29.60
## 2839 61 162.3 64.80 20.200000 92.0 150.0 32.60
## 2840 53 168.8 70.66 27.600000 85.0 125.0 39.90
## 2841 37 170.2 70.50 27.600000 74.0 139.0 34.80
## 2842 58 155.7 53.40 26.600000 92.0 139.0 28.20
## 2843 62 153.0 56.50 33.500000 83.0 143.0 27.30
## 2844 25 175.9 71.50 19.500000 76.0 143.0 35.60
## 2845 25 167.3 63.20 10.800000 65.0 125.0 29.40
## 2846 31 159.3 52.90 15.400000 87.0 127.0 31.30
## 2847 52 155.4 56.90 34.700000 77.0 125.0 22.90
## 2848 26 176.7 60.80 13.400000 66.0 118.0 43.10
## 2849 31 164.3 66.30 31.400000 75.0 121.0 33.00
## 2850 32 160.4 58.70 30.600000 65.0 109.0 34.20
## 2851 35 171.6 94.70 36.800000 97.0 145.0 34.00
## 2852 29 177.0 71.80 14.500000 82.0 130.0 54.90
## 2853 44 156.2 49.80 23.700000 60.0 115.0 22.40
## 2854 25 170.5 68.10 10.800000 67.0 112.0 39.70
## 2855 21 182.2 73.00 12.900000 68.0 121.0 31.60
## 2856 24 170.6 78.60 20.300000 60.0 142.0 43.10
## 2857 49 164.3 58.20 26.900000 59.0 109.0 30.40
## 2858 40 158.6 51.70 32.500000 70.0 128.0 20.40
## 2859 32 178.1 88.00 21.600000 74.0 138.0 58.10
## 2860 23 176.0 69.50 10.200000 86.0 143.0 54.00
## 2861 21 180.6 72.80 12.500000 74.0 138.0 31.90
## 2862 34 176.7 73.10 14.400000 68.0 117.0 46.00
## 2863 24 160.2 55.60 22.400000 59.0 103.0 25.30
## 2864 56 154.0 54.50 23.000000 95.0 144.0 27.80
## 2865 23 172.5 73.80 21.800000 79.0 144.0 43.50
## 2866 25 170.2 73.60 21.600000 74.0 121.0 47.60
## 2867 36 165.3 52.30 21.000000 62.0 117.0 22.70
## 2868 60 174.3 72.90 20.500000 50.0 109.0 38.40
## 2869 37 168.8 73.10 14.300000 61.0 100.0 48.90
## 2870 21 172.6 67.40 16.100000 50.0 106.0 36.10
## 2871 49 152.3 47.60 30.000000 75.0 111.0 18.60
## 2872 48 168.0 80.50 25.400000 84.0 130.0 51.00
## 2873 32 175.1 76.50 19.400000 91.0 140.0 41.90
## 2874 39 164.6 46.90 25.000000 62.0 113.0 21.50
## 2875 45 163.2 53.90 15.300000 79.0 112.0 36.90
## 2876 25 161.2 70.60 38.500000 68.0 118.0 29.10
## 2877 39 176.8 86.00 24.500000 90.0 132.0 47.90
## 2878 61 162.0 58.10 31.600000 68.0 110.0 23.80
## 2879 22 176.8 87.60 16.700000 94.0 144.0 53.10
## 2880 23 168.1 84.80 34.000000 92.0 143.0 36.70
## 2881 64 177.3 87.32 24.400000 80.0 115.0 52.70
## 2882 40 169.4 68.80 19.700000 88.0 124.0 44.00
## 2883 43 159.4 63.40 25.900000 92.0 147.0 38.90
## 2884 29 181.3 80.10 17.200000 76.0 136.0 51.20
## 2885 21 171.3 68.20 15.200000 78.0 112.0 47.60
## 2886 32 156.8 54.50 28.400000 64.0 101.0 24.70
## 2887 63 164.8 59.00 16.800000 98.0 158.0 41.30
## 2888 26 169.6 78.30 24.200000 79.0 126.0 47.30
## 2889 32 182.5 84.70 24.500000 83.0 117.0 43.20
## 2890 54 172.2 75.60 20.900000 83.0 158.0 48.10
## 2891 34 166.6 63.30 21.000000 78.0 113.0 36.80
## 2892 24 184.7 38.60 9.000000 81.0 137.0 55.00
## 2893 22 178.0 72.30 13.800000 83.0 133.0 42.70
## 2894 36 178.2 82.40 25.700000 91.0 157.0 46.60
## 2895 26 156.2 43.80 22.700000 74.0 140.0 19.30
## 2896 33 181.0 88.50 19.300000 77.0 117.0 53.40
## 2897 23 167.1 66.90 21.200000 77.0 142.0 40.50
## 2898 45 170.3 76.70 17.000000 86.0 154.0 50.80
## 2899 48 153.8 54.40 31.200000 71.0 139.0 24.60
## 2900 62 172.4 75.50 24.300000 97.0 159.0 41.70
## 2901 23 173.8 66.30 12.500000 84.0 137.0 45.20
## 2902 24 175.5 94.00 38.400000 83.0 146.0 50.50
## 2903 24 171.9 67.80 23.300000 89.0 128.0 41.90
## 2904 28 172.9 70.20 15.200000 89.0 142.0 49.50
## 2905 21 174.6 79.40 18.300000 88.0 140.0 38.30
## 2906 23 169.9 66.60 15.700000 67.0 123.0 44.90
## 2907 28 168.5 76.90 18.900000 92.0 145.0 44.70
## 2908 39 161.3 54.60 31.000000 78.0 117.0 22.70
## 2909 58 168.4 69.70 25.700000 81.0 134.0 37.80
## 2910 23 182.1 74.66 23.200000 83.0 138.0 40.40
## 2911 33 167.7 71.60 24.500000 85.0 137.0 45.40
## 2912 21 173.0 78.00 14.400000 79.0 130.0 58.50
## 2913 25 172.8 62.30 24.800000 66.0 109.0 25.80
## 2914 22 149.8 50.80 33.800000 69.0 126.0 20.50
## 2915 25 173.5 88.50 32.700000 65.0 134.0 36.70
## 2916 31 168.4 84.00 27.400000 93.0 146.0 48.60
## 2917 51 172.0 67.80 21.700000 71.0 136.0 47.20
## 2918 64 167.0 82.40 28.700000 98.0 135.0 39.00
## 2919 32 164.7 63.80 23.000000 75.0 128.0 40.00
## 2920 60 175.7 83.50 24.800000 87.0 150.0 47.40
## 2921 37 173.3 66.00 16.500000 68.0 119.0 42.00
## 2922 21 162.5 59.80 31.300000 81.0 131.0 26.50
## 2923 61 167.2 68.60 20.100000 90.0 150.0 39.00
## 2924 26 158.0 47.90 27.400000 79.0 117.0 25.30
## 2925 63 164.1 59.60 19.800000 81.0 144.0 46.30
## 2926 25 160.9 63.00 33.000000 69.0 98.0 24.20
## 2927 27 178.7 65.20 11.100000 92.0 132.0 37.80
## 2928 59 160.3 59.10 22.900000 81.0 153.0 31.40
## 2929 38 170.6 83.60 31.300000 89.0 144.0 45.60
## 2930 21 164.0 53.90 26.400000 63.0 103.0 25.10
## 2931 59 164.6 70.40 38.300000 80.0 126.0 26.70
## 2932 42 172.5 76.30 20.300000 96.0 136.0 41.70
## 2933 35 164.0 69.10 16.200000 88.0 153.0 47.20
## 2934 58 165.5 71.80 24.400000 76.0 117.0 34.30
## 2935 39 177.1 75.30 24.900000 90.0 153.0 49.10
## 2936 21 171.0 75.70 15.800000 89.0 150.0 34.10
## 2937 46 175.8 96.30 31.500000 90.0 143.0 27.20
## 2938 50 156.9 52.50 28.000000 88.0 134.0 19.60
## 2939 34 179.1 85.60 28.900000 83.0 123.0 40.70
## 2940 39 181.8 68.80 18.200000 66.0 112.0 41.10
## 2941 47 162.5 69.90 30.400000 82.0 130.0 36.30
## 2942 36 161.7 74.80 29.600000 98.0 155.0 39.30
## 2943 21 156.7 49.20 24.300000 73.0 136.0 26.90
## 2944 25 174.4 65.30 16.300000 76.0 130.0 42.00
## 2945 21 175.4 63.70 14.100000 81.0 128.0 33.10
## 2946 50 163.6 50.60 22.100000 80.0 140.0 25.30
## 2947 60 155.6 53.90 32.700000 73.0 133.0 21.00
## 2948 25 172.0 64.50 22.900000 62.0 96.0 37.30
## 2949 43 173.2 75.60 15.900000 78.0 137.0 48.00
## 2950 23 172.0 72.00 15.800000 81.0 119.0 34.20
## 2951 34 176.7 86.90 27.300000 87.0 135.0 42.50
## 2952 31 156.6 58.90 38.100000 83.0 121.0 32.80
## 2953 24 161.9 56.10 20.900000 73.0 112.0 28.80
## 2954 49 160.4 55.70 28.900000 78.0 131.0 24.10
## 2955 25 162.6 57.54 27.400000 78.0 118.0 25.50
## 2956 57 155.0 48.00 29.900000 61.0 111.0 24.20
## 2957 21 168.9 57.00 25.200000 77.0 121.0 27.60
## 2958 40 175.2 80.30 21.600000 82.0 123.0 53.70
## 2959 22 168.1 101.10 44.600000 96.0 148.0 41.50
## 2960 60 172.3 68.70 15.000000 88.0 157.0 35.30
## 2961 29 157.3 50.90 21.400000 65.0 120.0 22.70
## 2962 28 173.8 79.10 19.200000 98.0 159.0 54.30
## 2963 27 170.4 68.40 20.100000 75.0 137.0 47.20
## 2964 22 178.6 65.60 16.400000 98.0 154.0 35.10
## 2965 27 163.6 54.90 29.300000 99.0 144.0 28.90
## 2966 33 167.4 71.20 23.200000 87.0 136.0 37.10
## 2967 54 158.4 51.42 28.700000 85.0 140.0 22.00
## 2968 23 166.8 87.60 34.500000 87.0 138.0 45.00
## 2969 57 152.8 61.60 35.400000 96.0 152.0 21.80
## 2970 30 170.7 76.80 22.500000 77.0 144.0 48.70
## 2971 29 163.3 57.30 25.700000 91.0 138.0 27.80
## 2972 44 160.0 62.40 27.600000 77.0 125.0 24.90
## 2973 29 162.0 56.62 22.100000 65.0 113.0 26.50
## 2974 38 169.3 77.70 23.300000 82.0 135.0 40.10
## 2975 23 156.2 55.98 33.900000 69.0 110.0 24.40
## 2976 27 175.0 74.10 15.600000 67.0 142.0 41.70
## 2977 43 167.4 74.40 28.200000 92.0 137.0 42.70
## 2978 22 164.3 61.60 28.300000 82.0 117.0 27.00
## 2979 54 160.5 54.40 26.900000 76.0 130.0 24.90
## 2980 58 151.9 54.30 27.600000 76.0 146.0 33.00
## 2981 26 172.8 65.30 17.000000 96.0 159.0 51.90
## 2982 23 153.2 53.40 34.000000 99.0 135.0 24.30
## 2983 59 155.3 48.70 26.100000 71.0 123.0 17.00
## 2984 37 153.5 56.90 25.600000 92.0 139.0 32.30
## 2985 53 156.1 62.30 37.500000 78.0 119.0 18.70
## 2986 37 163.2 45.40 18.400000 79.0 125.0 27.00
## 2987 37 163.4 59.80 21.400000 82.0 139.0 41.20
## 2988 64 172.8 77.10 27.500000 89.0 134.0 43.70
## 2989 28 173.1 61.70 16.800000 84.0 132.0 37.20
## 2990 40 167.9 82.90 22.300000 88.0 133.0 51.90
## 2991 38 167.7 69.80 20.200000 68.0 137.0 38.50
## 2992 40 170.0 71.90 25.400000 85.0 134.0 44.60
## 2993 30 171.8 79.70 31.900000 88.0 133.0 27.80
## 2994 21 171.5 80.00 20.600000 71.0 128.0 42.60
## 2995 29 180.6 65.50 14.900000 84.0 130.0 48.20
## 2996 39 170.0 51.50 16.800000 55.0 100.0 30.60
## 2997 42 163.2 54.30 25.500000 73.0 102.0 31.90
## 2998 55 158.3 60.90 35.300000 77.0 146.0 27.90
## 2999 26 164.4 54.60 29.900000 72.0 131.0 27.20
## 3000 25 163.7 49.80 26.000000 80.0 142.0 19.90
## 3001 22 162.3 51.00 25.000000 80.0 118.0 25.00
## 3002 61 167.4 60.40 20.200000 99.0 153.0 37.90
## 3003 27 173.9 65.90 14.600000 82.0 120.0 50.70
## 3004 25 177.5 75.90 21.700000 86.0 152.0 41.80
## 3005 63 146.6 54.42 34.000000 92.0 152.0 26.70
## 3006 25 163.7 61.60 31.800000 63.0 108.0 29.00
## 3007 23 172.1 63.80 14.300000 70.0 128.0 36.00
## 3008 28 143.8 72.60 48.700000 85.0 136.0 12.60
## 3009 24 172.5 62.10 23.300000 80.0 118.0 32.00
## 3010 40 168.2 77.80 29.400000 80.0 134.0 40.40
## 3011 60 190.9 70.30 19.100000 90.0 156.0 40.30
## 3012 21 175.2 66.30 11.200000 70.0 118.0 41.60
## 3013 33 165.8 58.60 19.000000 67.0 117.0 35.30
## 3014 52 182.0 80.70 22.300000 98.0 153.0 43.20
## 3015 61 163.0 67.20 37.900000 75.0 136.0 25.90
## 3016 25 153.1 54.60 30.900000 74.0 123.0 25.10
## 3017 27 184.4 84.40 18.400000 78.0 131.0 45.30
## 3018 29 170.6 69.40 19.000000 61.0 134.0 52.60
## 3019 55 156.0 58.10 36.600000 80.0 120.0 22.80
## 3020 55 186.0 88.02 15.100000 70.0 127.0 46.00
## 3021 21 174.9 65.40 15.800000 72.0 106.0 44.40
## 3022 62 167.0 77.40 22.600000 87.0 125.0 42.40
## 3023 24 178.1 73.14 18.500000 71.0 143.0 41.80
## 3024 43 162.2 57.70 20.500000 62.0 114.0 24.60
## 3025 23 171.5 85.30 25.800000 63.0 132.0 40.40
## 3026 57 169.2 74.50 23.700000 83.0 151.0 29.60
## 3027 37 158.5 53.00 30.300000 61.0 95.0 22.50
## 3028 24 182.8 76.80 19.400000 93.0 143.0 47.20
## 3029 62 154.9 58.90 35.400000 74.0 109.0 19.10
## 3030 24 177.0 76.00 15.500000 77.0 127.0 40.20
## 3031 25 163.2 54.40 26.800000 85.0 119.0 27.70
## 3032 64 163.3 61.00 24.000000 54.0 130.0 35.70
## 3033 62 176.7 79.10 18.400000 97.0 155.0 52.00
## 3034 27 172.3 72.30 9.800000 50.0 112.0 44.30
## 3035 63 157.0 67.80 21.200000 88.0 156.0 40.20
## 3036 46 168.0 62.60 14.300000 80.0 120.0 52.70
## 3037 29 167.0 78.90 24.100000 81.0 136.0 45.80
## 3038 26 184.6 78.20 9.700000 84.0 143.0 55.60
## 3039 50 173.1 75.98 26.900000 84.0 153.0 43.10
## 3040 22 172.1 57.16 23.100000 54.0 100.0 27.60
## 3041 24 177.4 71.20 11.500000 91.0 128.0 56.80
## 3042 27 160.7 54.60 26.200000 89.0 145.0 23.10
## 3043 21 167.2 59.70 19.300000 78.0 134.0 35.30
## 3044 33 169.0 74.50 17.300000 90.0 140.0 47.10
## 3045 34 168.8 65.80 18.200000 81.0 133.0 36.80
## 3046 30 176.9 73.30 17.500000 78.0 137.0 34.80
## 3047 28 173.6 72.80 23.300000 99.0 147.0 51.30
## 3048 33 162.5 55.20 26.400000 60.0 100.0 24.30
## 3049 48 146.7 51.24 28.600000 76.0 116.0 25.50
## 3050 64 170.3 65.80 15.400000 78.0 154.0 37.70
## 3051 22 177.1 71.70 16.800000 91.0 135.0 44.10
## 3052 38 157.4 54.00 28.600000 75.0 113.0 28.00
## 3053 48 173.9 77.00 28.400000 63.0 113.0 39.10
## 3054 28 152.6 48.10 26.000000 87.0 130.0 26.90
## 3055 25 154.6 53.80 33.500000 66.0 124.0 23.30
## 3056 31 172.4 76.40 22.100000 70.0 128.0 46.40
## 3057 22 179.9 78.90 23.400000 93.0 151.0 49.10
## 3058 31 166.7 81.00 25.500000 76.0 145.0 49.20
## 3059 29 175.8 72.10 18.700000 65.0 112.0 46.20
## 3060 23 175.4 68.10 14.900000 90.0 158.0 42.60
## 3061 53 165.5 55.30 23.500000 64.0 102.0 29.00
## 3062 57 162.3 66.40 35.100000 73.0 135.0 25.00
## 3063 64 163.2 58.52 20.700000 75.0 147.0 34.70
## 3064 30 171.5 58.20 15.100000 69.0 128.0 41.00
## 3065 49 167.6 64.90 22.800000 90.0 141.0 42.50
## 3066 63 164.6 65.80 26.100000 71.0 121.0 37.80
## 3067 52 161.5 54.20 23.500000 76.0 153.0 27.50
## 3068 21 166.7 58.40 25.300000 77.0 138.0 26.70
## 3069 24 163.8 52.00 18.000000 78.0 115.0 29.90
## 3070 21 171.4 56.50 14.700000 74.0 116.0 42.60
## 3071 26 173.6 70.80 18.900000 72.0 113.0 44.50
## 3072 61 168.8 68.40 22.400000 85.0 155.0 38.70
## 3073 31 171.4 77.00 28.600000 92.0 128.0 40.50
## 3074 21 173.3 83.80 30.200000 73.0 139.0 42.20
## 3075 25 175.2 72.40 10.700000 79.0 134.0 50.40
## 3076 25 180.6 83.70 14.500000 64.0 111.0 46.50
## 3077 31 176.1 75.10 22.600000 92.0 153.0 43.10
## 3078 26 174.5 77.90 22.500000 66.0 127.0 50.90
## 3079 29 183.7 92.50 27.000000 82.0 121.0 57.40
## 3080 21 161.2 45.00 16.700000 73.0 110.0 23.90
## 3081 38 161.4 62.50 27.500000 72.0 113.0 31.90
## 3082 25 174.8 68.50 15.200000 80.0 120.0 40.40
## 3083 21 182.6 86.80 19.900000 81.0 127.0 50.20
## 3084 52 167.0 69.20 36.000000 79.0 128.0 16.10
## 3085 40 160.4 64.50 31.000000 72.0 114.0 25.80
## 3086 35 175.1 63.30 10.900000 70.0 111.0 42.20
## 3087 28 174.9 74.80 21.600000 71.0 124.0 43.60
## 3088 25 158.7 83.10 47.500000 86.0 122.0 21.70
## 3089 23 174.3 99.12 39.000000 99.0 142.0 37.50
## 3090 25 164.4 57.70 24.400000 78.0 114.0 30.70
## 3091 46 172.0 79.50 21.200000 90.0 110.0 42.50
## 3092 27 155.9 50.80 23.400000 71.0 136.0 27.00
## 3093 41 153.6 59.10 39.200000 62.0 119.0 25.50
## 3094 22 180.6 63.20 7.800000 74.0 122.0 45.30
## 3095 27 170.0 63.80 29.300000 62.0 103.0 24.90
## 3096 43 175.2 76.10 7.600000 74.0 117.0 47.00
## 3097 24 169.9 58.80 13.700000 77.0 117.0 36.90
## 3098 35 164.6 62.30 35.000000 88.0 122.0 20.10
## 3099 51 156.9 56.20 34.900000 89.0 154.0 24.80
## 3100 21 161.8 53.60 27.000000 71.0 124.0 19.40
## 3101 29 173.2 72.70 20.900000 90.0 126.0 43.40
## 3102 55 165.2 70.98 28.700000 83.0 142.0 21.60
## 3103 26 182.4 83.60 19.100000 84.0 143.0 42.30
## 3104 25 170.2 58.30 24.300000 87.0 138.0 28.20
## 3105 60 150.6 51.40 38.200000 64.0 120.0 22.40
## 3106 45 173.7 60.40 16.400000 60.0 114.0 42.90
## 3107 27 167.6 57.60 27.900000 82.0 131.0 28.40
## 3108 41 174.6 76.60 19.900000 75.0 123.0 45.90
## 3109 38 176.0 82.90 22.300000 88.0 127.0 53.80
## 3110 45 174.5 69.00 16.300000 78.0 127.0 53.60
## 3111 47 161.9 54.00 26.100000 82.0 126.0 23.80
## 3112 57 161.9 61.58 26.900000 75.0 124.0 34.10
## 3113 27 175.2 66.62 22.100000 76.0 131.0 30.30
## 3114 22 184.6 76.80 15.300000 78.0 131.0 44.10
## 3115 38 181.0 72.20 18.600000 90.0 144.0 45.40
## 3116 31 177.5 94.60 27.300000 82.0 140.0 49.00
## 3117 36 160.4 49.10 17.000000 55.0 114.0 26.20
## 3118 21 168.7 56.40 29.900000 99.0 147.0 26.10
## 3119 56 158.6 53.80 16.600000 92.0 152.0 34.10
## 3120 41 154.6 52.50 30.900000 72.0 130.0 25.60
## 3121 58 170.1 62.60 21.100000 83.0 142.0 38.70
## 3122 36 184.0 87.70 16.100000 70.0 140.0 52.50
## 3123 26 170.7 70.50 19.000000 74.0 130.0 36.40
## 3124 39 173.5 68.50 14.300000 91.0 123.0 44.90
## 3125 23 165.1 63.20 19.900000 64.0 113.0 21.10
## 3126 36 180.2 76.30 19.700000 81.0 142.0 47.60
## 3127 28 176.7 76.90 22.100000 71.0 147.0 42.90
## 3128 54 170.5 72.30 24.500000 87.0 156.0 36.40
## 3129 57 170.6 64.90 17.700000 62.0 104.0 40.10
## 3130 29 168.7 61.10 32.100000 75.0 123.0 21.20
## 3131 23 172.5 70.00 19.400000 94.0 133.0 34.00
## 3132 47 159.6 53.50 23.200000 95.0 154.0 29.20
## 3133 32 170.6 68.00 16.300000 92.0 159.0 45.80
## 3134 34 170.2 63.50 16.200000 87.0 142.0 39.60
## 3135 23 165.8 51.40 18.100000 77.0 118.0 31.60
## 3136 38 183.6 67.70 12.000000 69.0 115.0 47.70
## 3137 47 172.4 70.30 16.900000 85.0 118.0 48.00
## 3138 32 173.5 79.50 33.700000 90.0 153.0 49.20
## 3139 27 172.9 80.50 22.900000 97.0 151.0 35.60
## 3140 23 174.2 75.20 16.400000 68.0 138.0 53.30
## 3141 28 171.3 68.70 11.200000 99.0 145.0 42.70
## 3142 29 173.0 73.10 22.200000 91.0 137.0 51.80
## 3143 21 162.3 58.90 31.700000 78.0 117.0 27.60
## 3144 28 187.2 82.70 14.000000 80.0 125.0 50.90
## 3145 42 168.7 65.40 10.800000 83.0 123.0 50.80
## 3146 39 172.3 75.90 29.900000 75.0 131.0 30.60
## 3147 51 165.1 61.70 33.400000 66.0 105.0 24.10
## 3148 29 169.0 94.90 27.400000 75.0 157.0 54.40
## 3149 62 159.6 59.30 34.400000 80.0 113.0 27.50
## 3150 24 160.6 53.70 26.100000 68.0 99.0 32.10
## 3151 27 171.5 68.80 16.000000 75.0 120.0 44.50
## 3152 57 156.0 53.80 22.900000 83.0 131.0 22.00
## 3153 25 163.1 54.50 25.100000 74.0 112.0 25.40
## 3154 42 184.9 85.90 26.200000 99.0 147.0 39.20
## 3155 61 170.9 102.20 33.200000 92.0 153.0 39.40
## 3156 21 175.9 91.50 28.700000 91.0 142.0 37.80
## 3157 54 160.0 58.30 39.500000 64.0 119.0 21.30
## 3158 61 162.5 72.70 27.800000 87.0 148.0 41.90
## 3159 64 156.3 53.80 33.900000 68.0 124.0 23.30
## 3160 63 157.2 60.62 37.500000 64.0 110.0 23.80
## 3161 24 173.9 64.00 15.200000 79.0 121.0 42.00
## 3162 34 170.8 75.20 22.100000 97.0 141.0 57.20
## 3163 54 166.9 68.80 32.400000 87.0 136.0 29.70
## 3164 26 177.4 78.30 14.000000 74.0 115.0 53.30
## 3165 23 181.9 106.90 23.200000 72.0 125.0 55.20
## 3166 30 176.2 88.50 22.900000 90.0 151.0 47.80
## 3167 55 173.6 77.76 22.100000 80.0 120.0 41.90
## 3168 58 154.9 58.66 35.700000 65.0 112.0 23.10
## 3169 22 170.7 67.60 24.900000 55.0 105.0 33.70
## 3170 42 177.0 75.90 20.700000 68.0 114.0 46.60
## 3171 60 160.0 51.80 8.600000 77.0 136.0 39.00
## 3172 44 171.5 82.10 28.900000 89.0 147.0 39.60
## 3173 60 167.3 65.40 16.800000 95.0 155.0 37.10
## 3174 22 175.4 67.70 12.900000 74.0 123.0 41.70
## 3175 26 171.7 69.80 11.000000 88.0 143.0 51.90
## 3176 29 174.6 79.20 27.800000 95.0 150.0 40.20
## 3177 53 163.3 50.76 18.400000 63.0 108.0 24.60
## 3178 21 173.1 67.36 14.400000 69.0 147.0 34.20
## 3179 36 179.9 84.00 20.200000 98.0 155.0 48.70
## 3180 23 162.3 49.40 26.100000 66.0 121.0 21.40
## 3181 60 166.7 61.90 23.300000 86.0 144.0 42.60
## 3182 27 171.3 85.70 31.900000 96.0 153.0 47.40
## 3183 57 163.8 61.10 31.900000 69.0 118.0 19.20
## 3184 29 168.0 83.50 24.800000 70.0 122.0 47.70
## 3185 26 169.7 67.10 15.400000 98.0 149.0 51.20
## 3186 24 160.0 46.80 30.300000 75.0 121.0 12.40
## 3187 42 156.6 63.00 38.700000 71.0 132.0 31.40
## 3188 33 163.2 55.00 23.500000 82.0 113.0 30.70
## 3189 28 174.5 71.40 18.900000 84.0 127.0 45.50
## 3190 21 162.4 61.00 29.100000 96.0 147.0 25.10
## 3191 22 157.7 46.20 20.200000 82.0 126.0 24.50
## 3192 38 175.6 74.50 22.500000 83.0 134.0 42.70
## 3193 22 155.0 45.70 26.500000 77.0 99.0 17.40
## 3194 34 172.5 77.20 26.900000 70.0 120.0 47.30
## 3195 54 171.4 65.70 21.700000 90.0 154.0 32.10
## 3196 33 162.6 55.80 21.600000 88.0 130.0 31.00
## 3197 36 180.6 78.20 26.100000 86.0 134.0 49.80
## 3198 23 166.6 69.80 17.800000 71.0 136.0 45.30
## 3199 27 175.5 85.00 26.800000 70.0 127.0 45.30
## 3200 27 172.6 79.60 19.300000 92.0 140.0 53.90
## 3201 52 155.7 46.50 22.700000 71.0 128.0 19.70
## 3202 33 167.4 76.30 19.200000 85.0 138.0 48.40
## 3203 28 175.9 82.04 15.000000 86.0 148.0 62.10
## 3204 25 172.6 69.80 21.000000 85.0 126.0 38.80
## 3205 28 180.0 76.20 19.300000 80.0 120.0 29.40
## 3206 48 159.8 64.30 30.400000 91.0 128.0 30.70
## 3207 59 161.9 59.60 34.400000 71.0 130.0 27.50
## 3208 31 173.3 68.30 15.700000 81.0 118.0 43.80
## 3209 60 181.2 78.50 19.600000 79.0 129.0 45.40
## 3210 22 167.5 53.60 23.400000 69.0 119.0 25.30
## 3211 28 182.4 97.30 29.800000 75.0 139.0 49.00
## 3212 27 165.7 68.50 27.300000 64.0 122.0 32.10
## 3213 23 162.2 58.48 28.800000 75.0 119.0 22.90
## 3214 25 169.0 63.10 8.700000 61.0 101.0 49.70
## 3215 23 181.9 89.10 13.500000 71.0 130.0 51.60
## 3216 26 157.6 50.60 30.400000 65.0 103.0 26.50
## 3217 22 170.7 60.60 12.700000 65.0 140.0 37.50
## 3218 24 181.0 59.40 9.700000 74.0 125.0 28.80
## 3219 59 152.9 47.90 33.300000 78.0 121.0 17.60
## 3220 28 178.7 87.70 23.200000 97.0 148.0 60.30
## 3221 22 157.7 54.50 30.600000 85.0 149.0 22.20
## 3222 28 173.7 70.40 20.600000 81.0 144.0 39.10
## 3223 28 165.2 54.10 27.000000 91.0 120.0 32.80
## 3224 26 165.5 63.70 26.900000 89.0 140.0 31.80
## 3225 31 157.9 60.96 35.200000 66.0 113.0 20.50
## 3226 27 179.0 69.00 13.200000 61.0 107.0 41.60
## 3227 21 160.3 58.00 26.200000 80.0 109.0 24.40
## 3228 64 166.0 69.84 26.200000 80.0 135.0 39.60
## 3229 21 171.1 70.10 28.400000 87.0 125.0 31.20
## 3230 41 186.2 85.00 15.800000 95.0 141.0 52.90
## 3231 27 163.1 61.40 31.000000 68.0 106.0 29.40
## 3232 36 174.7 76.60 18.700000 80.0 141.0 55.20
## 3233 52 157.9 54.28 36.500000 67.0 133.0 24.20
## 3234 28 185.9 92.10 20.300000 83.0 127.0 41.70
## 3235 23 183.2 89.50 17.500000 97.0 138.0 51.00
## 3236 46 155.5 50.80 23.300000 78.0 128.0 26.80
## 3237 25 172.9 85.30 19.300000 87.0 149.0 48.80
## 3238 23 156.0 57.20 32.700000 67.0 110.0 25.70
## 3239 21 163.9 54.00 22.800000 74.0 113.0 28.30
## 3240 34 173.0 71.10 14.900000 96.0 155.0 45.90
## 3241 57 160.5 66.62 24.600000 93.0 135.0 47.60
## 3242 28 180.8 81.10 18.800000 82.0 140.0 40.60
## 3243 56 158.9 51.00 23.500000 93.0 146.0 24.20
## 3244 56 167.7 65.66 18.400000 74.0 110.0 41.90
## 3245 43 177.3 79.70 21.200000 68.0 125.0 49.10
## 3246 60 163.7 65.30 23.100000 81.0 132.0 38.20
## 3247 25 155.0 54.40 22.600000 78.0 117.0 28.60
## 3248 43 155.7 72.04 39.600000 88.0 148.0 28.50
## 3249 32 180.3 68.50 16.600000 76.0 123.0 44.30
## 3250 27 181.6 84.00 15.000000 71.0 122.0 40.10
## 3251 61 175.2 73.80 12.700000 62.0 103.0 46.30
## 3252 48 167.0 65.24 22.100000 86.0 142.0 37.20
## 3253 25 166.0 51.50 27.400000 84.0 119.0 22.00
## 3254 26 166.0 59.20 30.500000 66.0 130.0 29.30
## 3255 43 169.6 79.10 25.300000 79.0 117.0 48.60
## 3256 28 153.4 54.80 25.400000 64.0 114.0 27.60
## 3257 38 167.6 61.80 16.900000 64.0 121.0 46.80
## 3258 49 151.7 59.70 28.300000 93.0 152.0 21.70
## 3259 31 181.7 68.90 17.400000 82.0 127.0 49.00
## 3260 24 172.3 75.70 12.100000 73.0 131.0 45.40
## 3261 25 184.8 86.60 14.800000 73.0 130.0 64.30
## 3262 48 179.1 80.90 25.300000 81.0 133.0 39.10
## 3263 49 176.7 63.90 17.800000 91.0 159.0 36.70
## 3264 34 182.2 71.90 13.800000 76.0 146.0 51.20
## 3265 50 165.1 74.10 27.700000 80.0 120.0 39.60
## 3266 21 174.1 61.20 7.900000 90.0 140.0 43.50
## 3267 28 165.5 69.60 30.300000 86.0 134.0 37.50
## 3268 45 174.0 80.80 21.500000 75.0 123.0 51.40
## 3269 25 174.8 62.00 11.500000 65.0 133.0 56.70
## 3270 36 158.8 50.80 28.400000 60.0 109.0 24.70
## 3271 22 160.1 55.10 26.900000 59.0 110.0 30.30
## 3272 44 173.1 78.50 20.600000 75.0 114.0 34.40
## 3273 22 164.4 57.80 22.100000 62.0 110.0 25.50
## 3274 54 174.1 64.30 13.000000 78.0 114.0 42.70
## 3275 60 175.0 83.80 23.000000 95.0 144.0 40.40
## 3276 25 158.6 60.90 34.100000 66.0 119.0 23.80
## 3277 43 169.2 57.20 11.000000 78.0 132.0 41.50
## 3278 21 174.0 69.80 10.800000 75.0 133.0 48.50
## 3279 23 157.0 56.80 33.600000 85.0 120.0 26.40
## 3280 32 175.8 68.44 16.600000 95.0 145.0 46.60
## 3281 23 158.0 47.44 22.400000 72.0 116.0 24.40
## 3282 21 182.4 60.00 15.000000 91.0 150.0 35.10
## 3283 55 150.3 60.70 39.800000 85.0 138.0 24.80
## 3284 43 180.0 74.00 27.000000 84.0 128.0 46.00
## 3285 21 177.1 67.20 15.500000 73.0 141.0 39.10
## 3286 35 159.4 64.20 24.700000 88.0 152.0 35.60
## 3287 24 175.0 68.00 20.500000 88.0 121.0 40.30
## 3288 24 174.5 60.90 11.400000 77.0 125.0 45.90
## 3289 57 154.3 47.50 31.200000 68.0 120.0 23.70
## 3290 22 167.3 52.54 17.400000 65.0 105.0 23.30
## 3291 22 177.8 90.50 27.100000 72.0 126.0 37.30
## 3292 63 167.6 65.40 18.300000 76.0 152.0 40.30
## 3293 21 169.1 78.00 16.500000 84.0 129.0 50.20
## 3294 44 160.5 62.60 38.300000 79.0 126.0 21.50
## 3295 54 157.8 54.40 40.700000 73.0 128.0 15.60
## 3296 41 181.0 83.60 20.700000 80.0 126.0 49.20
## 3297 32 174.1 63.60 19.900000 74.0 111.0 31.20
## 3298 29 170.6 47.00 10.000000 83.0 118.0 30.30
## 3299 26 174.9 64.40 24.600000 90.0 147.0 36.20
## 3300 27 162.7 64.00 28.300000 76.0 119.0 33.30
## 3301 30 166.2 55.10 30.700000 88.0 134.0 25.40
## 3302 37 156.2 52.90 26.100000 94.0 156.0 26.40
## 3303 26 165.4 59.10 21.900000 68.0 119.0 28.90
## 3304 35 174.5 77.80 16.400000 81.0 140.0 53.70
## 3305 32 158.3 54.60 31.100000 68.0 102.0 28.20
## 3306 27 175.8 69.10 8.300000 62.0 111.0 42.50
## 3307 38 161.0 70.80 42.000000 99.0 143.0 26.90
## 3308 42 174.0 70.80 21.500000 98.0 151.0 54.20
## 3309 49 159.6 57.80 32.000000 93.0 146.0 29.40
## 3310 25 154.3 55.70 24.700000 96.0 137.0 26.20
## 3311 41 168.7 74.10 16.900000 66.0 117.0 43.30
## 3312 26 159.3 59.40 34.200000 90.0 138.0 27.80
## 3313 51 156.8 57.00 34.100000 53.0 123.0 27.90
## 3314 21 171.6 78.60 16.700000 85.0 143.0 43.70
## 3315 28 176.7 72.10 23.700000 82.0 132.0 33.60
## 3316 26 176.7 69.10 13.400000 75.0 130.0 48.80
## 3317 26 164.8 62.70 12.200000 82.0 138.0 54.60
## 3318 41 156.4 58.90 28.300000 99.0 147.0 27.50
## 3319 38 168.0 74.00 24.400000 96.0 110.0 31.20
## 3320 22 161.0 57.20 24.000000 58.0 117.0 26.80
## 3321 38 159.4 51.20 21.700000 84.0 126.0 24.70
## 3322 51 158.2 55.50 32.800000 86.0 122.0 27.10
## 3323 34 168.8 65.00 19.500000 91.0 134.0 48.70
## 3324 27 171.0 71.50 23.000000 62.0 122.0 48.00
## 3325 21 175.7 65.10 17.300000 83.0 123.0 33.80
## 3326 24 180.0 69.50 17.200000 76.0 110.0 40.60
## 3327 34 160.8 51.50 30.300000 57.0 102.0 23.30
## 3328 24 175.6 93.38 25.400000 88.0 144.0 63.60
## 3329 23 164.0 60.30 23.200000 60.0 105.0 32.00
## 3330 25 158.3 48.22 24.000000 73.0 119.0 27.00
## 3331 22 170.2 51.20 24.800000 74.0 113.0 24.50
## 3332 30 172.7 86.20 27.400000 96.0 144.0 49.50
## 3333 21 177.9 84.30 21.600000 71.0 124.0 49.40
## 3334 57 167.9 58.80 24.000000 66.0 131.0 29.70
## 3335 21 157.4 49.00 27.000000 78.0 120.0 23.30
## 3336 28 175.0 64.80 17.900000 78.0 136.0 45.90
## 3337 58 159.1 58.02 31.500000 67.0 119.0 23.90
## 3338 33 178.0 90.40 26.300000 80.0 120.0 60.30
## 3339 33 153.2 49.00 33.000000 80.0 114.0 20.30
## 3340 44 177.6 80.70 19.000000 77.0 111.0 43.00
## 3341 39 180.1 73.80 28.100000 80.0 133.0 47.90
## 3342 25 168.2 63.00 25.900000 69.0 141.0 34.70
## 3343 25 165.8 72.30 22.400000 83.0 143.0 48.70
## 3344 26 174.2 64.80 12.900000 62.0 113.0 55.70
## 3345 21 172.2 68.00 12.700000 80.0 119.0 40.10
## 3346 23 168.8 70.00 21.400000 79.0 142.0 36.50
## 3347 21 173.5 54.50 19.400000 67.0 133.0 23.00
## 3348 45 153.6 48.50 27.700000 77.0 134.0 15.30
## 3349 22 178.4 62.80 16.900000 69.0 121.0 34.50
## 3350 60 169.1 63.70 23.600000 86.0 156.0 33.30
## 3351 60 175.7 72.10 26.500000 74.0 137.0 47.20
## 3352 22 162.4 49.30 29.100000 69.0 127.0 19.30
## 3353 58 164.1 59.50 23.200000 57.0 91.0 32.60
## 3354 22 171.7 68.10 21.400000 75.0 112.0 36.50
## 3355 54 155.7 48.50 25.400000 98.0 159.0 20.30
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## 3358 61 165.0 77.70 34.600000 94.0 151.0 35.50
## 3359 47 173.0 75.40 24.500000 99.0 135.0 43.40
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## 3361 58 167.2 67.30 24.500000 83.0 140.0 30.90
## 3362 23 171.0 67.60 20.200000 75.0 124.0 38.30
## 3363 22 178.7 76.40 13.100000 93.0 140.0 50.40
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## 3365 37 170.0 62.70 10.000000 89.0 120.0 59.10
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## 3367 25 163.2 59.92 26.900000 79.0 133.0 27.70
## 3368 25 166.5 60.50 19.100000 86.0 143.0 42.30
## 3369 61 157.4 58.50 33.400000 64.0 129.0 24.90
## 3370 30 167.5 61.70 19.100000 81.0 133.0 39.70
## 3371 58 158.6 72.50 40.900000 86.0 130.0 23.40
## 3372 42 161.3 57.20 29.100000 78.0 126.0 26.20
## 3373 53 168.4 67.60 17.800000 91.0 156.0 45.00
## 3374 23 165.1 52.80 27.500000 79.0 117.0 24.40
## 3375 27 165.5 80.38 44.300000 92.0 129.0 24.70
## 3376 63 165.6 66.94 17.600000 80.0 148.0 38.10
## 3377 22 164.0 50.20 23.400000 70.0 119.0 23.10
## 3378 25 180.0 78.90 17.900000 95.0 110.0 49.50
## 3379 22 167.0 46.10 22.100000 66.0 117.0 14.20
## 3380 52 163.9 66.30 20.500000 72.0 127.0 32.00
## 3381 38 180.2 74.00 17.500000 72.0 131.0 45.50
## 3382 49 166.7 65.70 13.400000 71.0 125.0 39.80
## 3383 37 171.2 70.50 23.100000 87.0 142.0 39.20
## 3384 29 176.5 65.80 16.300000 90.0 151.0 35.40
## 3385 38 175.2 71.80 15.500000 85.0 119.0 49.10
## 3386 42 166.3 71.60 23.200000 82.0 135.0 41.90
## 3387 23 160.1 58.70 18.300000 70.0 116.0 27.90
## 3388 26 182.2 79.30 21.800000 86.0 145.0 39.20
## 3389 31 170.1 69.60 22.700000 65.0 128.0 38.50
## 3390 43 163.8 59.10 26.100000 69.0 115.0 30.70
## 3391 26 167.1 59.20 22.400000 50.0 93.0 33.70
## 3392 35 176.4 77.70 21.200000 74.0 129.0 34.00
## 3393 33 169.5 79.60 20.600000 83.0 127.0 47.60
## 3394 21 169.9 69.20 14.100000 71.0 130.0 39.30
## 3395 23 160.6 48.80 20.200000 76.0 121.0 33.30
## 3396 32 178.9 63.20 7.500000 79.0 132.0 23.60
## 3397 21 161.6 66.90 23.300000 74.0 117.0 37.60
## 3398 41 170.5 85.60 25.500000 85.0 143.0 50.30
## 3399 22 164.4 63.50 14.000000 63.0 101.0 32.70
## 3400 57 172.8 59.80 19.600000 61.0 103.0 32.80
## 3401 47 157.6 52.10 28.900000 80.0 115.0 16.70
## 3402 26 170.3 72.30 14.800000 78.0 130.0 55.90
## 3403 53 152.4 60.40 38.500000 77.0 126.0 21.60
## 3404 27 166.2 63.20 16.700000 77.0 124.0 46.10
## 3405 30 166.7 73.20 21.000000 99.0 105.0 41.90
## 3406 22 175.8 64.58 13.800000 86.0 143.0 49.10
## 3407 31 175.4 70.90 19.300000 80.0 132.0 47.30
## 3408 26 171.4 69.34 13.100000 77.0 129.0 51.30
## 3409 63 171.7 89.90 30.600000 86.0 153.0 34.30
## 3410 26 166.8 64.70 19.500000 59.0 116.0 40.10
## 3411 23 160.5 55.00 27.500000 82.0 130.0 23.90
## 3412 40 151.6 60.50 39.700000 98.0 151.0 32.10
## 3413 49 160.8 72.42 36.100000 82.0 146.0 27.50
## 3414 46 158.0 52.30 26.500000 81.0 120.0 28.60
## 3415 21 169.2 55.40 23.600000 67.0 115.0 27.30
## 3416 47 171.9 61.20 19.500000 85.0 144.0 27.30
## 3417 27 172.8 69.70 18.600000 94.0 157.0 47.50
## 3418 22 169.0 52.10 22.100000 74.0 125.0 27.50
## 3419 41 178.0 67.90 15.000000 55.0 97.0 41.30
## 3420 25 183.5 89.30 17.700000 69.0 123.0 60.40
## 3421 21 166.5 63.00 13.500000 76.0 121.0 36.70
## 3422 22 172.5 56.80 12.800000 76.0 134.0 33.40
## 3423 22 171.2 59.90 18.700000 81.0 148.0 43.20
## 3424 25 173.8 80.50 14.100000 96.0 153.0 48.80
## 3425 32 185.6 113.90 30.200000 92.0 137.0 57.80
## 3426 29 160.8 59.60 25.600000 81.0 129.0 26.10
## 3427 55 166.2 58.80 15.400000 74.0 139.0 41.80
## 3428 60 159.2 53.80 33.700000 93.0 152.0 25.90
## 3429 37 163.3 53.90 37.000000 77.0 117.0 18.00
## 3430 49 170.9 68.20 22.100000 75.0 146.0 44.90
## 3431 23 179.0 71.50 15.000000 62.0 98.0 40.00
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## 3434 21 168.7 62.30 16.700000 86.0 137.0 36.40
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## 3436 52 170.8 55.70 14.400000 92.0 139.0 47.30
## 3437 29 161.3 51.20 24.200000 67.0 112.0 27.10
## 3438 39 177.7 81.80 20.100000 86.0 151.0 40.60
## 3439 28 160.0 60.00 28.000000 80.0 120.0 30.60
## 3440 30 173.7 77.90 13.900000 66.0 148.0 60.90
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## 3445 38 162.1 51.70 23.500000 83.0 118.0 27.90
## 3446 28 175.0 93.00 24.700000 54.0 139.0 47.60
## 3447 22 168.5 65.00 18.700000 85.0 131.0 39.40
## 3448 35 178.1 80.40 27.500000 89.0 140.0 48.20
## 3449 42 174.0 66.10 21.900000 97.0 140.0 36.70
## 3450 39 157.0 52.90 27.000000 76.0 113.0 26.30
## 3451 33 171.1 68.70 21.600000 84.0 147.0 48.50
## 3452 61 171.0 61.80 20.600000 94.0 149.0 41.30
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## 3455 40 173.0 68.50 14.900000 90.0 129.0 46.30
## 3456 50 161.5 63.20 25.900000 69.0 119.0 30.00
## 3457 51 179.1 83.50 28.900000 94.0 150.0 55.80
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## 3459 41 173.2 66.80 14.500000 78.0 132.0 46.10
## 3460 54 157.8 67.20 35.000000 91.0 153.0 27.30
## 3461 61 156.3 58.30 35.600000 67.0 142.0 21.50
## 3462 37 177.8 88.90 25.500000 93.0 153.0 41.80
## 3463 63 148.2 64.20 39.800000 82.0 153.0 27.60
## 3464 27 160.9 50.30 21.100000 76.0 114.0 26.20
## 3465 21 175.5 61.70 20.000000 80.0 120.0 35.40
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## 3467 25 160.0 57.30 27.600000 60.0 100.0 29.30
## 3468 28 178.7 74.30 13.600000 85.0 152.0 47.30
## 3469 50 160.3 59.10 34.400000 82.0 113.0 24.10
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## 3471 47 174.9 58.50 16.700000 63.0 100.0 37.80
## 3472 37 160.0 52.70 18.100000 67.0 102.0 35.50
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## 3475 27 186.8 99.30 30.800000 74.0 139.0 49.80
## 3476 45 175.8 69.90 33.800000 65.0 117.0 20.90
## 3477 26 170.3 48.80 4.900000 67.0 111.0 41.80
## 3478 23 183.5 79.20 19.200000 89.0 147.0 36.80
## 3479 64 148.6 57.80 36.700000 82.0 118.0 24.70
## 3480 29 173.0 67.60 12.000000 88.0 120.0 50.70
## 3481 42 178.4 72.00 27.200000 61.0 121.0 38.50
## 3482 60 179.6 78.20 20.900000 91.0 149.0 57.00
## 3483 47 161.7 56.60 18.700000 63.0 118.0 32.30
## 3484 64 165.1 63.20 22.900000 99.0 148.0 34.30
## 3485 59 167.0 71.90 30.700000 84.0 143.0 20.90
## 3486 30 169.7 77.90 20.700000 65.0 116.0 53.80
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## 3488 58 175.2 75.00 26.000000 80.0 120.0 45.80
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## 3490 29 186.1 79.70 26.300000 78.0 119.0 32.20
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## 3492 63 173.2 74.26 23.900000 80.0 136.0 44.40
## 3493 23 165.7 66.30 27.600000 69.0 113.0 30.30
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## 3495 29 164.3 53.30 18.400000 82.0 126.0 29.00
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## 3498 25 174.6 66.30 12.900000 81.0 130.0 49.40
## 3499 39 160.6 52.20 33.900000 51.0 91.0 22.60
## 3500 61 157.7 52.70 26.100000 76.0 143.0 19.80
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## 3503 27 166.1 58.20 26.100000 61.0 118.0 29.10
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## 3508 63 165.7 64.00 18.500000 88.0 144.0 36.10
## 3509 21 171.0 67.70 10.900000 80.0 120.0 47.20
## 3510 47 173.1 73.25 21.400000 89.0 151.0 46.00
## 3511 42 161.3 60.20 26.600000 74.0 130.0 32.20
## 3512 55 169.5 68.90 23.600000 85.0 134.0 41.20
## 3513 32 174.6 79.70 21.000000 69.0 136.0 56.00
## 3514 50 171.0 85.90 29.100000 97.0 148.0 43.50
## 3515 56 159.0 53.20 24.700000 57.0 101.0 21.00
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## 3517 21 166.3 63.90 34.300000 70.0 105.0 26.00
## 3518 52 166.4 57.38 15.600000 85.0 130.0 27.10
## 3519 48 169.3 76.20 36.800000 74.0 125.0 27.70
## 3520 63 162.4 64.70 22.000000 64.0 116.0 31.20
## 3521 23 167.7 66.60 18.100000 69.0 138.0 42.70
## 3522 35 159.5 63.50 28.400000 62.0 118.0 28.90
## 3523 30 165.2 62.50 12.100000 80.0 120.0 31.50
## 3524 64 170.1 72.00 24.100000 59.0 123.0 36.40
## 3525 44 177.0 78.28 22.100000 6.0 145.0 47.40
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## 3527 33 175.6 93.50 32.400000 95.0 138.0 46.90
## 3528 21 174.0 73.46 16.600000 74.0 136.0 51.20
## 3529 31 168.3 59.00 13.200000 66.0 121.0 39.30
## 3530 41 175.8 90.90 31.000000 97.0 156.0 39.70
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## 3532 30 172.9 79.70 17.900000 66.0 119.0 52.70
## 3533 42 158.5 48.90 18.100000 51.0 100.0 26.10
## 3534 47 172.0 95.00 38.100000 96.0 143.0 40.10
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## 3536 29 160.8 49.70 11.200000 58.0 100.0 36.80
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## 3538 30 180.0 78.60 26.600000 98.0 145.0 51.40
## 3539 30 155.0 49.20 28.200000 83.0 119.0 37.20
## 3540 39 173.0 73.20 17.307050 82.0 139.0 44.60
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## 3543 61 165.7 60.30 22.700000 99.0 154.0 41.10
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## 3554 24 171.9 70.10 22.900000 90.0 149.0 41.20
## 3555 55 164.3 56.80 18.400000 79.0 117.0 34.10
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## 3558 23 168.6 74.90 21.200000 77.0 133.0 35.70
## 3559 35 167.1 68.90 14.600000 81.0 149.0 36.80
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## 3607 41 169.7 73.08 17.400000 83.0 142.0 37.80
## 3608 26 173.0 83.80 20.200000 87.0 139.0 37.90
## 3609 56 178.5 82.00 23.400000 89.0 141.0 40.10
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## 3614 30 159.5 61.30 31.700000 62.0 118.0 23.40
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## 3820 29 171.8 67.16 21.700000 78.0 120.0 32.70
## 3821 21 173.6 84.30 24.900000 76.0 135.0 48.10
## 3822 25 164.6 92.50 32.200000 97.0 150.0 44.50
## 3823 29 170.0 69.70 23.200000 63.0 154.0 39.60
## 3824 57 161.0 50.02 15.000000 76.0 119.0 22.30
## 3825 21 169.9 65.44 23.100000 84.0 141.0 36.70
## 3826 21 165.6 68.00 35.800000 82.0 127.0 21.20
## 3827 34 169.5 70.90 18.100000 96.0 125.0 55.00
## 3828 46 162.0 63.20 25.900000 62.0 110.0 23.30
## 3829 54 171.9 91.70 36.600000 80.0 120.0 46.10
## 3830 38 174.4 72.68 21.100000 80.0 120.0 56.80
## 3831 23 162.1 48.20 25.100000 89.0 139.0 23.90
## 3832 21 176.4 66.20 8.300000 63.0 120.0 40.90
## 3833 22 176.6 80.50 13.800000 72.0 107.0 40.60
## 3834 37 169.9 85.20 34.100000 97.0 156.0 34.30
## 3835 49 172.0 65.60 14.600000 82.0 141.0 45.90
## 3836 27 165.4 65.00 24.500000 82.0 123.0 36.50
## 3837 23 164.2 54.20 17.400000 74.0 132.0 29.50
## 3838 21 169.4 64.20 16.400000 90.0 121.0 42.00
## 3839 26 161.2 47.00 18.500000 74.0 124.0 24.50
## 3840 34 178.0 116.30 36.000000 95.0 135.0 56.70
## 3841 41 161.8 57.30 27.400000 83.0 121.0 25.70
## 3842 26 170.9 55.40 22.300000 59.0 109.0 25.00
## 3843 35 175.7 82.90 23.800000 95.0 147.0 50.90
## 3844 36 168.3 64.50 15.600000 65.0 103.0 46.80
## 3845 27 171.9 94.70 37.500000 97.0 146.0 42.10
## 3846 23 171.1 70.80 10.800000 53.0 124.0 53.50
## 3847 22 181.8 77.00 15.000000 74.0 115.0 36.80
## 3848 61 170.3 67.10 23.100000 91.0 152.0 32.60
## 3849 43 171.4 65.60 27.600000 79.0 132.0 28.70
## 3850 25 174.2 63.00 12.600000 93.0 140.0 47.50
## 3851 37 179.5 84.60 20.900000 97.0 151.0 59.10
## 3852 57 164.6 64.20 25.000000 86.0 124.0 42.90
## 3853 30 165.8 53.40 15.700000 75.0 122.0 34.00
## 3854 21 182.9 68.10 11.400000 72.0 138.0 43.30
## 3855 35 168.4 71.90 19.100000 109.0 138.0 53.60
## 3856 54 173.4 56.90 15.900000 87.0 136.0 46.00
## 3857 22 175.5 73.70 35.500000 73.0 132.0 27.50
## 3858 60 168.7 73.20 17.300000 62.0 103.0 39.10
## 3859 23 154.3 49.00 25.700000 51.0 98.0 25.20
## 3860 33 175.3 74.20 17.600000 81.0 149.0 43.50
## 3861 25 175.1 68.20 17.300000 77.0 128.0 34.50
## 3862 36 176.7 88.00 28.600000 83.0 131.0 44.50
## 3863 26 163.3 64.20 23.200000 89.0 145.0 32.20
## 3864 56 168.6 68.00 17.600000 69.0 129.0 44.30
## 3865 29 167.8 63.50 28.300000 77.0 123.0 22.70
## 3866 37 175.0 76.30 18.600000 80.0 120.0 42.00
## 3867 58 168.5 80.00 24.300000 76.0 140.0 36.40
## 3868 22 158.5 53.00 26.000000 79.0 129.0 25.90
## 3869 44 177.4 69.90 9.500000 74.0 130.0 42.40
## 3870 33 157.7 53.90 28.500000 65.0 113.0 27.50
## 3871 25 161.7 54.40 26.700000 81.0 141.0 22.50
## 3872 24 163.0 62.40 14.200000 98.0 156.0 48.00
## 3873 22 166.9 90.30 31.400000 87.0 120.0 42.60
## 3874 25 162.8 70.10 27.800000 95.0 139.0 36.30
## 3875 25 179.0 82.60 20.800000 78.0 126.0 52.40
## 3876 29 161.8 63.20 29.600000 76.0 122.0 35.20
## 3877 21 161.5 57.20 32.300000 68.0 103.0 29.40
## 3878 31 163.0 53.60 30.500000 69.0 106.0 27.10
## 3879 62 181.3 93.40 27.100000 89.0 133.0 39.60
## 3880 57 168.5 53.30 21.100000 76.0 118.0 32.30
## 3881 52 156.1 52.30 35.700000 67.0 119.0 25.70
## 3882 22 174.5 73.20 17.100000 74.0 122.0 60.30
## 3883 37 155.3 45.22 25.700000 88.0 137.0 21.60
## 3884 38 162.7 54.00 25.200000 96.0 150.0 24.80
## 3885 64 162.8 58.50 14.600000 89.0 136.0 31.20
## 3886 38 182.5 72.70 17.100000 90.0 148.0 39.40
## 3887 55 149.0 52.70 36.400000 75.0 123.0 22.30
## 3888 29 167.2 54.40 30.000000 76.0 116.0 20.10
## 3889 32 154.4 55.80 32.200000 90.0 135.0 26.10
## 3890 28 171.5 69.60 24.200000 99.0 153.0 36.20
## 3891 25 168.6 65.60 18.900000 74.0 106.0 47.10
## 3892 43 173.0 69.00 16.100000 96.0 131.0 41.60
## 3893 63 153.2 56.00 42.000000 76.0 127.0 23.70
## 3894 24 170.1 71.80 18.600000 83.0 125.0 51.40
## 3895 21 164.0 59.00 24.900000 67.0 110.0 30.10
## 3896 37 154.7 44.40 21.700000 65.0 108.0 22.50
## 3897 29 168.3 56.40 14.400000 79.0 129.0 42.40
## 3898 34 168.3 58.10 17.900000 70.0 120.0 28.80
## 3899 22 183.3 82.22 12.000000 60.0 120.0 44.90
## 3900 26 164.1 53.50 16.800000 72.0 115.0 29.80
## 3901 34 152.0 46.60 22.400000 68.0 110.0 21.20
## 3902 51 160.3 56.40 28.400000 83.0 119.0 21.10
## 3903 25 170.1 59.60 21.200000 86.0 156.0 39.60
## 3904 57 154.4 52.90 25.300000 83.0 148.0 30.30
## 3905 46 172.0 61.00 20.400000 78.0 112.0 36.90
## 3906 44 177.2 70.60 16.700000 93.0 151.0 45.10
## 3907 21 165.5 54.72 19.900000 95.0 132.0 31.50
## 3908 27 168.6 81.50 20.300000 65.0 120.0 43.10
## 3909 41 162.1 54.50 32.800000 86.0 138.0 21.70
## 3910 25 157.4 56.80 24.600000 63.0 101.0 26.70
## 3911 21 162.7 49.72 21.100000 65.0 106.0 21.30
## 3912 22 175.4 64.10 17.000000 88.0 134.0 31.10
## 3913 31 167.5 70.40 18.300000 71.0 125.0 46.40
## 3914 23 169.5 74.00 24.800000 74.0 134.0 46.10
## 3915 21 167.2 77.90 34.700000 83.0 121.0 36.00
## 3916 35 179.1 91.60 23.500000 60.0 135.0 48.00
## 3917 26 176.0 70.60 15.600000 72.0 121.0 49.20
## 3918 56 152.3 46.90 25.400000 70.0 141.0 14.60
## 3919 40 175.1 68.58 13.000000 89.0 129.0 46.80
## 3920 21 175.8 71.24 16.000000 65.0 127.0 38.30
## 3921 27 172.6 71.90 19.500000 59.0 122.0 48.70
## 3922 61 163.9 59.40 24.600000 74.0 155.0 18.90
## 3923 45 167.4 67.46 15.800000 71.0 114.0 40.40
## 3924 25 152.0 49.50 27.500000 74.0 120.0 28.00
## 3925 35 171.3 77.20 10.800000 99.0 146.0 56.00
## 3926 25 168.1 53.60 15.100000 70.0 125.0 30.90
## 3927 36 175.6 84.80 24.400000 76.0 131.0 47.10
## 3928 42 173.6 75.50 16.100000 93.0 158.0 57.00
## 3929 22 174.0 80.90 23.700000 77.0 136.0 37.00
## 3930 21 182.2 80.30 16.100000 86.0 134.0 49.30
## 3931 39 170.8 82.50 28.800000 70.0 119.0 38.40
## 3932 44 173.5 67.70 11.100000 70.0 131.0 37.40
## 3933 49 179.3 75.80 15.700000 90.0 149.0 43.80
## 3934 22 165.3 61.00 15.700000 80.0 136.0 38.30
## 3935 38 169.0 72.90 22.900000 94.0 140.0 41.40
## 3936 27 183.1 85.50 27.100000 88.0 157.0 47.70
## 3937 21 160.6 47.96 27.700000 75.0 118.0 20.70
## 3938 56 169.8 64.78 22.300000 70.0 141.0 38.00
## 3939 25 169.9 78.20 16.900000 62.0 130.0 57.90
## 3940 28 175.6 72.60 14.300000 71.0 137.0 46.80
## 3941 64 165.2 77.90 29.000000 81.0 136.0 38.00
## 3942 26 165.1 56.20 29.100000 73.0 112.0 24.30
## 3943 43 169.5 67.90 15.600000 78.0 135.0 43.10
## 3944 62 171.0 64.90 16.500000 68.0 138.0 38.00
## 3945 21 186.5 73.20 14.600000 79.0 130.0 43.60
## 3946 42 171.1 78.30 22.200000 96.0 151.0 50.40
## 3947 22 162.3 52.90 20.700000 86.0 152.0 26.40
## 3948 22 166.3 56.20 23.300000 75.0 125.0 26.20
## 3949 53 155.0 52.50 26.000000 76.0 131.0 17.40
## 3950 25 166.1 54.50 29.000000 74.0 119.0 25.20
## 3951 22 167.7 66.50 23.100000 79.0 134.0 34.90
## 3952 26 175.6 62.80 22.000000 85.0 139.0 34.50
## 3953 49 178.9 81.90 20.400000 82.0 134.0 51.40
## 3954 45 174.7 90.30 26.100000 79.0 126.0 35.70
## 3955 42 160.0 56.80 39.400000 66.0 98.0 24.90
## 3956 27 170.7 72.00 14.000000 95.0 154.0 54.90
## 3957 46 155.1 62.50 37.700000 65.0 113.0 24.70
## 3958 22 151.0 67.60 40.000000 84.0 124.0 30.40
## 3959 26 171.1 60.30 19.000000 95.0 155.0 45.30
## 3960 21 161.7 59.70 31.200000 67.0 112.0 29.50
## 3961 53 169.0 67.80 18.900000 74.0 138.0 37.60
## 3962 58 163.0 57.90 25.300000 85.0 138.0 28.20
## 3963 24 174.5 71.00 21.800000 66.0 125.0 38.00
## 3964 21 180.0 82.50 17.500000 87.0 131.0 48.80
## 3965 56 158.3 55.80 35.800000 92.0 128.0 23.00
## 3966 56 152.2 64.30 36.000000 66.0 102.0 19.10
## 3967 62 164.8 78.80 25.600000 74.0 133.0 50.10
## 3968 25 168.2 58.40 15.400000 75.0 135.0 46.80
## 3969 37 156.6 50.30 23.400000 51.0 106.0 21.60
## 3970 46 165.6 69.58 24.000000 84.0 139.0 44.00
## 3971 29 174.3 84.30 22.900000 66.0 115.0 51.60
## 3972 29 173.0 73.80 19.900000 86.0 157.0 47.90
## 3973 24 155.4 53.70 28.800000 63.0 110.0 26.00
## 3974 31 175.8 71.30 18.100000 73.0 128.0 31.40
## 3975 64 171.6 55.50 11.900000 80.0 140.0 28.40
## 3976 47 159.8 47.70 26.300000 74.0 106.0 26.30
## 3977 53 173.1 73.50 21.900000 87.0 144.0 41.70
## 3978 26 183.4 77.80 8.700000 81.0 136.0 54.10
## 3979 23 171.1 64.80 14.800000 83.0 128.0 38.20
## 3980 21 175.4 68.10 17.800000 63.0 123.0 41.30
## 3981 28 179.0 80.60 10.700000 85.0 149.0 49.60
## 3982 45 173.0 65.54 11.900000 100.0 142.0 59.10
## 3983 46 159.7 49.30 27.200000 73.0 121.0 19.30
## 3984 30 166.8 70.30 17.800000 59.0 89.0 54.20
## 3985 58 170.6 73.60 25.900000 99.0 151.0 30.20
## 3986 22 167.2 64.00 18.500000 75.0 111.0 35.20
## 3987 37 173.5 80.60 19.800000 68.0 114.0 54.20
## 3988 37 166.2 75.60 14.800000 73.0 140.0 47.30
## 3989 32 165.7 76.60 26.000000 97.0 153.0 44.30
## 3990 33 183.1 75.30 20.700000 94.0 140.0 31.30
## 3991 25 182.5 71.10 15.600000 77.0 119.0 51.20
## 3992 24 175.3 72.30 15.000000 95.0 152.0 33.40
## 3993 24 183.1 77.60 16.500000 78.0 108.0 48.00
## 3994 27 170.4 66.10 15.900000 88.0 139.0 47.10
## 3995 29 168.8 51.00 23.200000 58.0 110.0 30.10
## 3996 63 157.4 48.20 17.500000 92.0 149.0 25.40
## 3997 49 170.4 75.90 25.700000 86.0 131.0 33.80
## 3998 27 171.7 77.30 15.100000 76.0 139.0 48.40
## 3999 27 164.7 59.10 30.500000 81.0 144.0 26.80
## 4000 26 170.7 71.84 22.000000 91.0 148.0 45.50
## 4001 51 160.4 60.70 35.200000 58.0 117.0 24.70
## 4002 26 176.0 72.40 17.400000 73.0 129.0 49.00
## 4003 37 162.5 57.70 12.800000 81.0 122.0 38.60
## 4004 23 177.0 80.80 17.200000 79.0 139.0 54.20
## 4005 60 168.1 60.10 9.900000 84.0 134.0 42.20
## 4006 61 158.6 64.30 23.900000 78.0 137.0 33.20
## 4007 63 159.9 61.30 35.300000 64.0 129.0 20.10
## 4008 21 154.4 54.20 32.900000 95.0 128.0 30.20
## 4009 60 167.6 68.10 27.700000 65.0 119.0 40.50
## 4010 48 168.8 46.10 26.000000 75.0 116.0 24.00
## 4011 38 156.5 49.50 26.200000 75.0 119.0 26.50
## 4012 21 170.2 65.80 27.100000 77.0 117.0 26.90
## 4013 47 172.0 57.66 20.500000 60.0 104.0 25.20
## 4014 50 170.4 69.50 25.100000 84.0 129.0 37.50
## 4015 33 179.6 75.90 18.700000 75.0 108.0 47.00
## 4016 40 173.2 65.22 27.400000 67.0 111.0 28.40
## 4017 35 165.6 88.50 40.100000 87.0 136.0 33.90
## 4018 41 170.6 70.30 20.100000 95.0 145.0 48.20
## 4019 22 171.4 56.60 17.000000 76.0 114.0 27.90
## 4020 46 170.3 69.60 21.100000 70.0 130.0 45.30
## 4021 27 162.6 79.60 35.600000 68.0 114.0 18.70
## 4022 50 159.4 61.30 31.300000 93.0 150.0 27.70
## 4023 32 183.8 96.20 23.600000 77.0 147.0 61.00
## 4024 35 159.9 56.50 22.500000 75.0 128.0 45.50
## 4025 31 177.2 101.10 32.000000 99.0 155.0 45.00
## 4026 40 169.8 86.40 30.400000 97.0 153.0 49.20
## 4027 24 154.4 49.52 32.000000 55.0 118.0 22.90
## 4028 33 181.7 81.20 21.700000 79.0 125.0 54.40
## 4029 31 171.5 61.00 16.800000 76.0 130.0 33.30
## 4030 26 159.2 51.98 31.500000 81.0 118.0 24.20
## 4031 23 157.1 57.70 33.700000 67.0 106.0 29.00
## 4032 22 155.0 51.50 23.600000 70.0 122.0 31.70
## 4033 21 177.3 69.90 13.300000 74.0 147.0 32.30
## 4034 30 177.0 74.80 21.000000 76.0 129.0 45.10
## 4035 21 159.9 53.50 27.900000 62.0 103.0 24.20
## 4036 21 166.8 57.90 27.200000 78.0 130.0 29.70
## 4037 50 164.8 60.20 23.600000 58.0 106.0 24.70
## 4038 21 182.4 76.10 22.200000 86.0 135.0 39.10
## 4039 39 183.2 98.76 27.000000 99.0 159.0 48.80
## 4040 46 166.8 64.50 20.300000 90.0 134.0 28.70
## 4041 22 166.5 67.00 22.200000 72.0 133.0 37.80
## 4042 34 171.7 81.10 24.100000 77.0 126.0 40.00
## 4043 61 153.8 52.30 28.000000 80.0 124.0 27.70
## 4044 58 163.0 57.50 9.963000 94.0 138.0 39.50
## 4045 47 167.1 74.60 22.200000 98.0 140.0 44.00
## 4046 59 157.0 50.70 36.400000 85.0 154.0 25.90
## 4047 25 171.4 69.00 18.300000 99.0 130.0 40.00
## 4048 24 177.4 62.70 23.400000 86.0 139.0 30.80
## 4049 59 159.0 58.40 32.800000 90.0 148.0 24.80
## 4050 29 178.9 83.10 13.800000 81.0 148.0 52.90
## 4051 22 178.4 86.80 24.400000 79.0 152.0 44.70
## 4052 37 171.5 89.20 30.200000 83.0 145.0 47.60
## 4053 62 161.9 61.60 31.400000 82.0 132.0 24.40
## 4054 32 164.8 69.60 33.200000 91.0 142.0 29.40
## 4055 51 171.5 68.80 24.300000 68.0 103.0 29.50
## 4056 41 179.7 72.20 18.600000 97.0 145.0 46.80
## 4057 23 172.3 80.20 23.300000 90.0 130.0 55.20
## 4058 52 152.8 46.20 20.000000 61.0 109.0 24.50
## 4059 24 167.6 71.90 29.000000 65.0 129.0 42.60
## 4060 22 175.8 69.66 13.300000 70.0 127.0 44.80
## 4061 25 161.6 45.40 27.900000 64.0 123.0 24.30
## 4062 39 158.5 53.60 26.400000 74.0 116.0 21.30
## 4063 28 175.4 60.60 13.500000 76.0 123.0 44.40
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## 4065 63 163.2 56.80 22.500000 94.0 158.0 31.70
## 4066 62 157.2 50.40 26.700000 83.0 140.0 29.40
## 4067 64 169.8 66.90 21.100000 83.0 146.0 36.00
## 4068 29 173.9 75.10 16.100000 90.0 159.0 55.30
## 4069 62 152.5 60.10 34.900000 83.0 150.0 23.10
## 4070 29 171.4 75.88 27.300000 88.0 146.0 39.70
## 4071 30 172.5 67.40 12.700000 85.0 130.0 45.80
## 4072 22 171.2 67.10 13.600000 69.0 141.0 52.10
## 4073 61 153.8 50.00 27.300000 65.0 124.0 24.70
## 4074 23 185.7 108.90 29.200000 97.0 151.0 46.60
## 4075 54 159.1 64.22 36.900000 75.0 131.0 24.60
## 4076 61 154.4 52.30 31.700000 76.0 155.0 23.20
## 4077 60 157.7 60.30 33.800000 99.0 138.0 19.30
## 4078 63 154.5 64.50 44.500000 100.0 158.0 25.60
## 4079 40 158.0 53.80 25.800000 78.0 115.0 28.60
## 4080 54 167.1 64.60 19.100000 72.0 139.0 37.50
## 4081 27 179.0 72.52 11.400000 85.0 132.0 50.90
## 4082 39 176.0 67.90 18.100000 93.0 141.0 41.70
## 4083 52 161.8 69.30 49.300000 66.0 123.0 23.90
## 4084 22 159.9 59.80 23.500000 85.0 127.0 33.50
## 4085 25 176.6 70.80 8.800000 74.0 121.0 36.30
## 4086 40 178.9 73.80 11.500000 70.0 110.0 45.00
## 4087 29 174.3 75.50 9.400000 71.0 142.0 43.40
## 4088 43 161.8 68.40 24.300000 95.0 145.0 41.80
## 4089 26 166.0 66.10 26.700000 74.0 141.0 32.70
## 4090 26 164.9 59.50 25.600000 75.0 123.0 32.90
## 4091 32 157.6 49.44 22.300000 74.0 120.0 32.40
## 4092 24 177.3 70.80 18.800000 70.0 142.0 38.60
## 4093 55 154.7 54.90 33.300000 86.0 149.0 18.30
## 4094 32 183.9 87.60 29.300000 96.0 146.0 46.60
## 4095 44 173.8 76.60 19.900000 88.0 157.0 34.90
## 4096 54 153.4 62.60 31.900000 70.0 158.0 27.70
## 4097 26 176.5 70.30 22.300000 66.0 112.0 44.00
## 4098 63 158.4 76.40 39.800000 72.0 111.0 20.20
## 4099 43 153.2 51.70 27.200000 62.0 113.0 26.70
## 4100 61 150.7 50.20 27.500000 71.0 129.0 22.90
## 4101 52 178.1 76.50 21.100000 80.0 117.0 52.00
## 4102 25 172.9 69.70 19.400000 90.0 115.0 45.70
## 4103 27 165.8 64.10 32.300000 83.0 122.0 27.60
## 4104 26 178.5 81.20 13.900000 90.0 140.0 48.70
## 4105 21 171.0 64.26 24.700000 74.0 122.0 24.50
## 4106 28 175.5 80.00 14.100000 64.0 122.0 50.10
## 4107 21 169.7 69.70 22.100000 76.0 134.0 32.40
## 4108 61 154.3 41.40 23.000000 65.0 121.0 25.80
## 4109 21 167.4 74.90 16.400000 77.0 139.0 44.90
## 4110 21 163.3 54.10 24.300000 71.0 123.0 28.00
## 4111 27 182.3 83.20 18.100000 84.0 145.0 41.90
## 4112 21 174.9 70.30 20.600000 61.0 105.0 45.80
## 4113 27 166.5 58.50 19.700000 79.0 125.0 31.40
## 4114 32 162.7 54.70 28.500000 96.0 144.0 24.80
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## 4116 48 157.0 59.30 37.700000 98.0 152.0 18.80
## 4117 58 160.6 55.80 28.600000 73.0 119.0 20.30
## 4118 32 172.8 77.30 20.700000 95.0 155.0 46.00
## 4119 62 172.0 65.20 19.700000 99.0 181.0 32.00
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## 4121 60 171.0 77.30 19.700000 93.0 156.0 46.20
## 4122 31 168.0 58.90 27.400000 76.0 118.0 28.70
## 4123 28 180.6 70.30 19.300000 60.0 124.0 42.60
## 4124 24 181.4 88.80 17.500000 86.0 140.0 45.80
## 4125 27 174.3 66.20 8.700000 97.0 154.0 42.10
## 4126 36 174.5 76.80 25.400000 77.0 117.0 38.60
## 4127 63 168.4 61.50 19.200000 87.0 157.0 35.90
## 4128 23 173.3 90.40 29.400000 75.0 148.0 34.20
## 4129 51 169.4 72.60 23.700000 99.0 152.0 38.00
## 4130 24 164.1 49.38 19.100000 69.0 112.0 28.50
## 4131 25 157.6 59.80 32.600000 60.0 105.0 27.20
## 4132 22 167.9 53.90 22.900000 69.0 96.0 36.90
## 4133 41 156.3 52.70 31.200000 63.0 101.0 20.70
## 4134 22 176.0 79.60 25.500000 100.0 156.0 51.70
## 4135 40 166.0 58.50 25.800000 83.0 123.0 31.00
## 4136 36 173.0 73.90 16.900000 71.0 109.0 50.00
## 4137 59 175.0 70.60 19.200000 91.0 150.0 40.60
## 4138 32 175.0 65.50 17.900000 94.0 129.0 42.20
## 4139 64 167.7 73.80 29.700000 81.0 136.0 39.50
## 4140 41 168.3 63.30 14.700000 73.0 115.0 45.30
## 4141 26 180.6 80.10 7.900000 72.0 134.0 57.30
## 4142 23 160.6 58.30 29.300000 69.0 124.0 33.40
## 4143 63 153.5 58.16 38.000000 64.0 149.0 23.10
## 4144 58 154.8 57.36 27.800000 95.0 148.0 22.70
## 4145 40 178.9 76.90 19.500000 68.0 119.0 43.00
## 4146 39 180.9 79.70 17.800000 70.0 132.0 41.50
## 4147 29 161.1 73.52 39.300000 74.0 125.0 27.70
## 4148 60 174.5 75.10 25.600000 74.0 123.0 36.80
## 4149 44 172.7 82.70 29.800000 77.0 131.0 46.50
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## 4155 25 176.3 80.00 29.000000 99.0 150.0 44.10
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## 4169 26 179.3 84.30 19.300000 87.0 150.0 45.90
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## 4171 38 168.3 64.68 24.100000 93.0 152.0 41.60
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## 4173 30 160.8 63.30 35.500000 78.0 126.0 33.70
## 4174 37 180.9 87.00 24.200000 64.0 120.0 48.20
## 4175 22 160.5 53.60 32.500000 60.0 99.0 22.90
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## 4180 62 150.0 50.70 39.300000 89.0 150.0 20.40
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## 4186 44 165.8 62.00 24.600000 60.0 105.0 28.30
## 4187 31 169.6 51.30 19.400000 80.0 126.0 29.10
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## 4212 25 153.4 51.10 23.900000 60.0 110.0 27.00
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## 4218 54 175.2 71.60 23.500000 99.0 150.0 43.00
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## 4220 42 168.9 69.90 23.200000 81.0 158.0 48.70
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## 4225 50 156.7 56.10 20.000000 99.0 156.0 37.10
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## 4245 46 177.7 72.20 17.400000 80.0 117.0 47.80
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## 4266 25 173.7 77.50 14.400000 83.0 131.0 49.80
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## 4482 26 164.1 60.20 33.700000 81.0 127.0 26.10
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## 4485 42 166.8 66.50 16.800000 76.0 143.0 39.20
## 4486 57 175.4 79.90 24.300000 85.0 137.0 42.10
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## 4489 54 171.4 64.80 16.600000 81.0 141.0 35.00
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## 4494 23 154.6 63.90 38.700000 76.0 131.0 26.30
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## 4501 36 177.0 87.10 27.700000 76.0 141.0 48.20
## 4502 33 159.2 62.50 34.100000 68.0 103.0 27.10
## 4503 44 174.3 74.20 13.500000 76.0 125.0 51.30
## 4504 21 168.0 60.30 29.700000 60.0 108.0 26.00
## 4505 34 181.3 73.10 15.300000 70.0 108.0 45.40
## 4506 47 156.5 49.10 27.800000 69.0 127.0 19.30
## 4507 26 173.2 85.20 14.300000 72.0 123.0 54.30
## 4508 27 178.9 78.66 15.500000 80.0 120.0 35.90
## 4509 47 182.3 60.00 11.900000 85.0 149.0 46.90
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## 4514 24 181.0 77.90 10.400000 80.0 120.0 52.40
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## 4516 38 170.3 75.80 17.900000 88.0 129.0 46.20
## 4517 26 162.4 64.40 25.000000 78.0 113.0 38.40
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## 4522 60 171.8 68.30 21.200000 92.0 154.0 39.70
## 4523 28 177.6 72.50 17.500000 79.0 140.0 46.70
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## 4525 27 165.7 51.30 20.400000 83.0 133.0 29.90
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## 4527 26 167.7 60.90 24.200000 69.0 111.0 28.80
## 4528 21 174.4 69.70 11.500000 75.0 131.0 40.70
## 4529 39 174.3 74.14 19.000000 84.0 152.0 41.10
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## 4542 64 154.0 60.70 42.700000 75.0 143.0 24.80
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## 4545 62 161.6 62.20 19.600000 87.0 145.0 37.80
## 4546 28 175.1 81.70 16.300000 74.0 126.0 48.20
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## 4806 30 172.5 74.80 16.900000 77.0 133.0 45.80
## 4807 21 155.5 55.30 38.000000 62.0 103.0 25.00
## 4808 41 155.2 45.60 18.000000 76.0 121.0 24.80
## 4809 29 175.7 70.60 16.000000 99.0 152.0 42.80
## 4810 54 150.1 56.10 37.200000 63.0 115.0 22.60
## 4811 25 160.8 54.58 28.000000 73.0 117.0 28.80
## 4812 54 168.6 66.00 24.000000 95.0 145.0 36.00
## 4813 27 164.0 61.70 20.300000 77.0 131.0 31.10
## 4814 47 154.7 50.90 27.700000 65.0 113.0 20.70
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## 4816 46 154.5 52.60 30.900000 87.0 140.0 22.10
## 4817 49 168.8 73.30 14.700000 95.0 132.0 45.90
## 4818 23 166.5 55.60 23.700000 68.0 106.0 23.60
## 4819 54 173.4 86.90 22.800000 90.0 152.0 51.70
## 4820 38 151.5 49.60 32.400000 77.0 132.0 11.80
## 4821 64 174.0 64.10 21.900000 80.0 157.0 31.50
## 4822 53 176.4 67.40 16.400000 66.0 119.0 36.90
## 4823 31 169.2 74.60 10.700000 74.0 119.0 57.50
## 4824 27 182.3 77.90 14.200000 88.0 149.0 58.20
## 4825 24 178.8 84.50 17.900000 70.0 122.0 48.80
## 4826 51 152.1 53.90 37.000000 61.0 104.0 23.70
## 4827 24 160.9 50.50 26.900000 66.0 99.0 26.50
## 4828 64 159.9 56.70 26.400000 79.0 122.0 25.40
## 4829 34 162.6 52.10 20.400000 72.0 115.0 31.30
## 4830 52 156.9 58.68 37.300000 96.0 152.0 20.40
## 4831 24 180.6 61.90 9.800000 76.0 146.0 43.90
## 4832 28 169.0 70.70 14.500000 84.0 140.0 61.90
## 4833 45 172.5 79.80 29.100000 90.0 146.0 42.60
## 4834 25 171.6 70.10 16.500000 59.0 122.0 53.40
## 4835 23 172.5 58.30 6.500000 75.0 118.0 37.20
## 4836 61 161.2 59.20 22.800000 92.0 140.0 33.40
## 4837 50 165.4 67.90 21.700000 94.0 150.0 37.20
## 4838 36 167.0 73.10 24.800000 72.0 142.0 38.00
## 4839 25 151.8 58.80 46.900000 89.0 147.0 15.20
## 4840 29 152.1 44.30 19.400000 76.0 109.0 20.80
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## 4842 27 155.8 52.40 22.300000 68.0 125.0 30.10
## 4843 26 166.4 62.70 36.300000 63.0 100.0 24.90
## 4844 54 173.4 94.10 31.400000 92.0 155.0 51.10
## 4845 50 172.1 73.62 24.500000 67.0 121.0 36.60
## 4846 41 157.5 51.80 14.200000 74.0 137.0 29.80
## 4847 34 185.1 85.30 16.200000 68.0 132.0 56.20
## 4848 27 176.4 61.10 19.400000 64.0 105.0 32.40
## 4849 22 160.1 57.18 33.200000 68.0 108.0 21.60
## 4850 36 162.6 57.70 28.200000 63.0 114.0 19.60
## 4851 46 161.4 57.46 9.000000 65.0 107.0 40.50
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## 4853 30 174.1 76.02 16.000000 79.0 141.0 49.60
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## 4868 47 159.1 50.60 26.300000 75.0 101.0 24.00
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## 4870 23 170.9 72.50 29.200000 88.0 138.0 30.30
## 4871 56 164.7 66.80 17.600000 77.0 123.0 44.00
## 4872 63 159.3 60.90 31.600000 76.0 131.0 23.40
## 4873 23 170.6 68.50 19.500000 81.0 134.0 50.60
## 4874 46 172.2 76.10 26.700000 93.0 153.0 42.10
## 4875 61 167.1 62.40 17.200000 88.0 158.0 39.70
## 4876 40 159.4 52.60 25.900000 96.0 134.0 26.90
## 4877 21 165.2 59.10 30.200000 64.0 101.0 24.70
## 4878 44 183.4 88.90 25.300000 99.0 145.0 51.00
## 4879 22 169.1 66.90 24.900000 84.0 128.0 41.00
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## 4881 24 160.6 55.30 26.700000 69.0 114.0 28.40
## 4882 64 148.2 53.10 33.000000 94.0 152.0 33.30
## 4883 51 175.5 66.00 13.200000 68.0 118.0 47.40
## 4884 50 156.0 44.40 19.600000 68.0 119.0 22.80
## 4885 21 156.0 55.70 33.600000 83.0 121.0 29.30
## 4886 60 160.8 66.10 39.200000 70.0 108.0 23.00
## 4887 32 177.5 74.70 12.700000 69.0 131.0 42.10
## 4888 62 155.8 62.54 40.200000 80.0 120.0 21.70
## 4889 40 177.3 75.30 18.100000 88.0 138.0 42.90
## 4890 47 169.1 66.10 17.200000 79.0 119.0 51.90
## 4891 39 163.2 57.60 32.900000 81.0 119.0 19.30
## 4892 25 170.3 68.30 19.200000 84.0 136.0 36.70
## 4893 43 170.1 76.70 19.200000 91.0 148.0 49.10
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## 4895 39 179.2 79.40 16.100000 78.0 123.0 55.10
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## 4899 35 162.8 54.50 17.700000 89.0 130.0 31.30
## 4900 31 164.7 62.90 18.300000 78.0 129.0 40.60
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## 4902 54 178.9 78.90 18.100000 93.0 151.0 35.80
## 4903 36 159.1 54.60 28.800000 96.0 151.0 25.30
## 4904 62 171.6 75.80 30.253040 92.0 159.0 39.70
## 4905 27 168.4 65.20 14.400000 64.0 120.0 25.70
## 4906 31 172.4 61.80 17.000000 81.0 123.0 38.40
## 4907 21 178.0 64.00 13.000000 80.0 119.0 37.60
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## 4913 31 164.0 52.40 24.900000 84.0 117.0 25.90
## 4914 35 184.5 109.90 27.600000 67.0 121.0 68.40
## 4915 21 178.3 73.14 10.100000 73.0 116.0 45.20
## 4916 47 178.6 79.10 17.500000 94.0 134.0 41.80
## 4917 62 155.7 61.04 41.100000 69.0 111.0 21.30
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## 4919 49 166.9 66.80 32.200000 66.0 130.0 23.60
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## 4921 46 166.5 58.90 20.200000 66.0 123.0 41.20
## 4922 62 167.3 71.10 22.600000 86.0 142.0 36.00
## 4923 51 172.3 104.50 30.700000 99.0 148.0 56.70
## 4924 26 175.4 60.30 12.700000 84.0 140.0 41.50
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## 4933 36 169.3 57.90 8.000000 77.0 117.0 46.20
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## 4939 49 177.6 66.00 22.500000 81.0 120.0 33.10
## 4940 50 167.9 56.30 14.000000 79.0 131.0 33.00
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## 4946 64 166.2 64.50 25.500000 83.0 141.0 31.70
## 4947 41 177.2 81.82 28.400000 92.0 157.0 38.50
## 4948 39 156.2 56.00 26.500000 71.0 120.0 29.60
## 4949 23 165.3 56.40 26.500000 79.0 117.0 31.10
## 4950 64 158.8 59.64 40.100000 65.0 128.0 23.20
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## 9069 41 169.7 79.20 23.700000 86.0 144.0 38.00
## 9070 43 171.6 64.80 21.400000 90.0 123.0 34.00
## 9071 21 160.9 48.50 24.300000 60.0 121.0 23.80
## 9072 22 160.2 53.60 26.400000 87.0 143.0 29.30
## 9073 39 172.4 68.00 21.200000 92.0 138.0 38.00
## 9074 53 162.6 79.40 41.600000 74.0 121.0 26.60
## 9075 32 183.0 90.70 26.500000 96.0 152.0 57.20
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## 9077 24 152.8 44.30 32.600000 63.0 115.0 19.60
## 9078 36 176.6 75.20 17.400000 71.0 109.0 49.40
## 9079 41 171.4 68.20 22.300000 71.0 149.0 42.80
## 9080 29 170.0 62.10 15.100000 75.0 134.0 37.70
## 9081 25 187.5 78.60 13.500000 88.0 137.0 42.20
## 9082 25 172.8 71.90 16.300000 72.0 130.0 44.40
## 9083 38 176.9 68.30 17.000000 76.0 124.0 48.10
## 9084 36 181.5 76.80 21.200000 65.0 120.0 39.90
## 9085 39 168.0 61.00 22.400000 74.0 119.0 27.00
## 9086 28 172.5 71.80 30.500000 67.0 144.0 44.00
## 9087 28 159.7 70.60 34.000000 89.0 123.0 30.20
## 9088 40 156.1 50.20 25.700000 75.0 137.0 23.90
## 9089 25 167.7 54.70 15.400000 83.0 123.0 42.10
## 9090 51 171.7 66.30 21.400000 69.0 134.0 48.80
## 9091 64 145.5 54.38 35.100000 76.0 126.0 13.10
## 9092 48 174.7 82.00 19.800000 99.0 150.0 48.50
## 9093 31 162.8 60.50 29.700000 71.0 130.0 29.10
## 9094 33 178.7 77.00 24.300000 74.0 131.0 35.50
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## 9096 48 161.6 60.50 28.500000 81.0 119.0 44.10
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## 9098 21 184.6 68.50 17.900000 72.0 143.0 34.20
## 9099 56 158.0 57.90 27.400000 88.0 128.0 20.50
## 9100 27 174.3 79.60 20.500000 60.0 136.0 42.80
## 9101 43 159.7 58.40 24.500000 62.0 124.0 26.00
## 9102 25 168.4 63.10 15.000000 97.0 141.0 43.90
## 9103 36 178.1 79.10 20.400000 68.0 128.0 53.90
## 9104 43 172.6 67.90 20.000000 97.0 146.0 40.20
## 9105 49 166.4 66.60 21.500000 67.0 117.0 40.50
## 9106 34 173.2 69.30 20.500000 69.0 124.0 47.20
## 9107 50 173.4 56.60 12.600000 86.0 143.0 40.80
## 9108 58 155.7 54.60 32.500000 64.0 111.0 25.70
## 9109 21 154.7 58.80 33.800000 72.0 121.0 24.60
## 9110 40 155.2 51.50 25.300000 76.0 126.0 27.70
## 9111 34 173.0 75.00 27.000000 83.0 121.0 52.00
## 9112 61 152.2 46.50 16.600000 83.0 125.0 22.90
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## 9116 25 157.9 61.20 32.500000 85.0 142.0 30.40
## 9117 46 170.9 76.60 24.100000 93.0 134.0 40.60
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## 9119 55 179.7 74.60 20.500000 84.0 144.0 47.60
## 9120 39 164.0 64.70 34.900000 80.0 116.0 33.40
## 9121 35 179.9 79.30 10.500000 109.0 158.0 56.30
## 9122 32 153.0 44.80 16.300000 80.0 120.0 26.50
## 9123 61 158.0 50.00 30.000000 90.0 130.0 24.00
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## 9125 24 177.4 70.50 12.400000 75.0 156.0 44.50
## 9126 21 171.1 66.30 16.700000 96.0 149.0 42.70
## 9127 25 174.4 78.70 21.200000 75.0 129.0 55.00
## 9128 39 165.0 52.80 19.100000 58.0 102.0 32.70
## 9129 39 159.0 54.90 18.900000 62.0 116.0 30.60
## 9130 63 158.3 69.84 41.500000 78.0 148.0 15.70
## 9131 38 167.2 74.90 35.000000 61.0 120.0 29.40
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## 9133 56 175.0 78.30 20.200000 92.0 151.0 44.50
## 9134 32 172.2 77.40 26.600000 78.0 127.0 45.30
## 9135 33 159.0 45.10 15.200000 90.0 119.0 22.70
## 9136 21 163.9 55.10 26.000000 92.0 142.0 25.60
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## 9138 26 165.8 68.10 19.700000 84.0 134.0 45.40
## 9139 28 175.5 68.40 20.200000 70.0 120.0 35.50
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## 9141 45 153.8 56.88 28.800000 85.0 130.0 25.40
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## 9145 37 165.3 55.10 21.900000 72.0 104.0 29.00
## 9146 23 165.5 61.20 22.700000 87.0 140.0 28.50
## 9147 44 176.9 76.92 19.700000 60.0 150.0 41.70
## 9148 58 158.9 55.20 30.100000 81.0 109.0 16.50
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## 9150 36 177.7 83.50 21.600000 66.0 132.0 58.70
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## 9157 51 164.2 58.80 18.900000 79.0 136.0 39.10
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## 9163 26 184.5 80.60 18.700000 88.0 151.0 41.90
## 9164 40 158.2 55.90 24.900000 60.0 106.0 31.30
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## 9175 27 178.0 72.40 14.100000 77.0 138.0 47.80
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## 9178 62 161.2 74.00 37.300000 83.0 124.0 22.00
## 9179 48 160.0 109.20 50.600000 94.0 141.0 36.90
## 9180 60 159.0 48.80 32.100000 88.0 152.0 22.80
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## 9182 49 177.6 84.10 14.100000 88.0 144.0 45.70
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## 9189 39 173.2 75.90 22.000000 94.0 147.0 43.30
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## 9219 43 159.3 54.40 28.600000 82.0 135.0 25.40
## 9220 25 175.6 75.00 30.000000 92.0 137.0 39.60
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## 9394 30 160.2 60.40 30.700000 77.0 134.0 26.30
## 9395 63 167.9 68.50 24.200000 77.0 118.0 34.90
## 9396 22 158.3 51.60 27.000000 82.0 145.0 21.30
## 9397 22 183.0 76.50 9.100000 88.0 125.0 45.30
## 9398 58 168.6 57.30 22.100000 68.0 114.0 38.70
## 9399 25 168.1 53.90 18.200000 70.0 125.0 35.50
## 9400 30 171.5 75.60 18.300000 90.0 136.0 38.50
## 9401 32 177.7 83.70 32.200000 84.0 127.0 42.20
## 9402 29 175.0 66.80 18.600000 80.0 120.0 43.90
## 9403 35 163.2 61.20 36.800000 74.0 102.0 23.90
## 9404 21 161.0 63.50 30.400000 74.0 133.0 30.20
## 9405 57 169.1 62.90 16.000000 66.0 135.0 35.30
## 9406 40 159.6 50.80 28.300000 77.0 117.0 23.50
## 9407 23 174.1 82.62 20.900000 60.0 113.0 43.90
## 9408 52 160.2 55.60 20.400000 87.0 131.0 24.20
## 9409 21 163.0 67.00 30.400000 93.0 137.0 31.30
## 9410 23 169.4 56.00 24.800000 67.0 100.0 29.70
## 9411 60 160.2 57.90 34.100000 67.0 118.0 19.00
## 9412 22 168.0 59.10 31.900000 80.0 120.0 25.20
## 9413 23 164.3 52.50 31.300000 63.0 108.0 29.40
## 9414 43 177.4 85.30 17.400000 93.0 142.0 46.60
## 9415 21 181.2 70.00 14.400000 90.0 144.0 42.50
## 9416 21 163.2 52.20 29.700000 78.0 132.0 26.90
## 9417 27 175.2 74.70 20.300000 78.0 124.0 43.10
## 9418 53 165.8 66.50 23.300000 79.0 143.0 41.50
## 9419 27 156.9 49.90 23.800000 80.0 122.0 26.40
## 9420 27 177.6 76.70 15.600000 79.0 117.0 51.00
## 9421 57 158.0 58.40 22.200000 65.0 118.0 39.90
## 9422 27 181.9 83.50 21.500000 61.0 119.0 57.90
## 9423 58 160.4 47.90 20.200000 79.0 126.0 21.60
## 9424 27 163.6 51.30 20.900000 62.0 109.0 24.80
## 9425 32 179.0 69.26 31.800000 74.0 121.0 32.40
## 9426 25 165.0 70.00 25.200000 90.0 120.0 30.80
## 9427 37 180.8 81.10 15.300000 65.0 122.0 46.80
## 9428 27 157.7 49.70 25.800000 76.0 118.0 21.20
## 9429 21 178.6 72.80 22.200000 72.0 111.0 38.10
## 9430 62 164.0 59.00 33.400000 66.0 119.0 24.80
## 9431 23 157.4 55.90 27.400000 73.0 118.0 26.30
## 9432 24 160.0 57.20 44.000000 75.0 118.0 20.10
## 9433 28 173.9 64.70 15.100000 79.0 123.0 41.00
## 9434 28 171.1 80.70 25.200000 79.0 134.0 42.90
## 9435 30 178.2 92.60 24.800000 66.0 121.0 49.00
## 9436 31 164.3 52.20 25.400000 71.0 114.0 24.10
## 9437 24 160.0 49.94 26.400000 69.0 118.0 22.00
## 9438 28 172.5 69.20 22.100000 63.0 110.0 37.10
## 9439 22 174.5 79.40 24.100000 76.0 134.0 41.70
## 9440 30 179.0 67.20 18.800000 70.0 104.0 36.10
## 9441 21 155.9 42.00 21.900000 60.0 84.0 19.90
## 9442 57 158.5 59.00 38.200000 61.0 115.0 18.80
## 9443 45 168.3 71.20 22.500000 77.0 113.0 47.20
## 9444 31 170.0 72.00 30.100000 83.0 121.0 39.20
## 9445 22 186.2 135.78 35.200000 69.0 141.0 49.70
## 9446 43 170.8 72.90 16.200000 79.0 143.0 42.00
## 9447 37 171.5 77.90 20.500000 76.0 129.0 51.10
## 9448 40 158.0 53.90 17.100000 88.0 129.0 26.30
## 9449 30 185.2 84.50 20.800000 62.0 126.0 53.80
## 9450 58 165.2 67.60 23.900000 76.0 128.0 39.80
## 9451 50 156.7 47.90 28.800000 74.0 109.0 22.80
## 9452 27 171.0 87.00 17.400000 92.0 137.0 52.60
## 9453 45 164.7 72.48 43.000000 77.0 136.0 40.30
## 9454 28 168.3 64.00 18.300000 62.0 126.0 30.50
## 9455 21 154.9 52.20 28.600000 68.0 103.0 22.10
## 9456 60 159.1 54.80 25.300000 80.0 150.0 30.20
## 9457 48 174.3 76.80 20.700000 98.0 156.0 41.00
## 9458 29 171.7 71.00 16.800000 87.0 153.0 46.40
## 9459 21 173.6 74.70 18.700000 74.0 126.0 44.00
## 9460 30 166.0 65.60 21.600000 99.0 153.0 43.30
## 9461 21 179.0 66.40 15.100000 66.0 111.0 46.80
## 9462 41 173.6 86.40 24.500000 100.0 135.0 62.00
## 9463 25 172.8 66.50 23.100000 86.0 150.0 45.20
## 9464 28 153.1 50.40 29.300000 89.0 125.0 23.40
## 9465 47 162.8 71.00 15.300000 76.0 137.0 47.30
## 9466 60 172.8 73.40 23.200000 82.0 128.0 47.30
## 9467 43 175.0 88.00 23.600000 88.0 125.0 51.00
## 9468 31 175.6 72.60 22.200000 87.0 129.0 41.30
## 9469 38 173.2 75.80 19.000000 91.0 127.0 51.30
## 9470 62 163.8 64.90 29.300000 79.0 136.0 31.40
## 9471 25 178.1 80.60 18.500000 90.0 153.0 45.40
## 9472 22 173.2 62.00 11.400000 87.0 119.0 32.10
## 9473 25 168.6 63.90 18.300000 59.0 108.0 32.30
## 9474 27 166.0 62.30 30.400000 57.0 113.0 30.60
## 9475 27 172.0 81.40 22.400000 81.0 157.0 45.80
## 9476 64 165.5 77.90 25.900000 89.0 151.0 43.20
## 9477 27 169.2 75.60 20.700000 82.0 121.0 53.10
## 9478 28 163.1 60.50 27.900000 73.0 126.0 32.60
## 9479 41 168.7 70.00 17.300000 75.0 117.0 30.30
## 9480 26 181.0 83.00 17.600000 96.0 155.0 58.60
## 9481 22 167.7 71.10 26.000000 66.0 128.0 39.70
## 9482 27 187.4 76.60 18.700000 75.0 133.0 45.40
## 9483 61 175.7 69.54 16.400000 92.0 153.0 36.40
## 9484 27 168.0 66.00 22.200000 88.0 155.0 38.50
## 9485 38 163.1 63.00 40.700000 74.0 116.0 25.10
## 9486 40 178.5 70.50 17.500000 74.0 118.0 42.60
## 9487 45 172.4 56.70 9.300000 72.0 127.0 0.00
## 9488 34 178.6 79.50 21.100000 93.0 139.0 43.50
## 9489 62 170.2 63.80 18.200000 69.0 131.0 41.30
## 9490 55 170.6 59.90 14.000000 94.0 148.0 43.00
## 9491 62 170.9 69.50 28.000000 83.0 135.0 32.60
## 9492 44 179.8 83.40 30.300000 92.0 150.0 40.80
## 9493 23 159.0 54.30 31.400000 79.0 117.0 24.50
## 9494 23 165.9 74.80 36.500000 89.0 134.0 34.30
## 9495 47 171.7 78.70 26.600000 99.0 156.0 41.20
## 9496 60 163.0 74.60 27.090440 91.0 158.0 37.50
## 9497 25 169.2 66.50 29.200000 68.0 118.0 24.70
## 9498 29 173.3 77.70 23.000000 92.0 153.0 45.60
## 9499 62 148.0 48.80 28.500000 88.0 128.0 22.00
## 9500 24 164.1 59.90 34.000000 70.0 126.0 21.40
## 9501 58 171.5 74.34 27.300000 91.0 142.0 47.10
## 9502 23 164.3 61.00 35.400000 84.0 123.0 26.20
## 9503 35 168.3 57.50 12.200000 74.0 126.0 37.40
## 9504 21 154.4 49.80 31.200000 64.0 119.0 23.20
## 9505 23 165.6 58.80 31.800000 91.0 129.0 25.00
## 9506 27 168.8 83.40 36.200000 81.0 133.0 37.60
## 9507 39 154.0 53.88 26.100000 73.0 126.0 19.50
## 9508 27 178.6 80.60 15.300000 76.0 132.0 44.20
## 9509 62 153.5 57.46 30.100000 61.0 108.0 20.40
## 9510 41 165.4 57.80 15.800000 79.0 124.0 30.20
## 9511 43 168.0 72.90 22.600000 73.0 116.0 40.60
## 9512 23 182.0 84.00 21.000000 97.0 139.0 56.40
## 9513 24 160.5 54.00 30.200000 60.0 102.0 23.40
## 9514 31 170.0 81.70 20.600000 87.0 134.0 50.20
## 9515 22 159.8 49.40 27.300000 72.0 116.0 20.20
## 9516 40 163.0 51.40 21.200000 42.0 91.0 23.60
## 9517 30 181.9 80.90 13.400000 75.0 132.0 58.50
## 9518 48 157.0 47.60 17.100000 97.0 127.0 35.40
## 9519 38 180.4 82.80 22.500000 75.0 121.0 53.30
## 9520 39 155.5 50.40 25.500000 79.0 131.0 30.40
## 9521 42 171.4 63.10 23.100000 70.0 115.0 29.70
## 9522 24 178.3 94.40 30.800000 73.0 104.0 54.00
## 9523 32 179.8 85.10 28.700000 98.0 139.0 57.40
## 9524 60 164.2 66.00 26.100000 80.0 135.0 44.10
## 9525 31 184.0 75.30 17.300000 77.0 117.0 48.20
## 9526 24 172.0 56.70 11.600000 75.0 122.0 33.90
## 9527 21 174.4 62.42 15.100000 68.0 119.0 35.10
## 9528 33 184.3 83.30 16.200000 92.0 144.0 41.00
## 9529 59 162.0 50.00 25.300000 88.0 132.0 27.10
## 9530 63 162.5 67.60 26.600000 78.0 136.0 31.30
## 9531 46 166.4 87.20 33.200000 77.0 92.0 42.80
## 9532 26 163.7 60.90 24.200000 65.0 110.0 31.40
## 9533 43 166.8 75.60 28.400000 79.0 132.0 42.40
## 9534 48 159.2 45.70 10.300000 82.0 117.0 31.70
## 9535 24 160.3 57.20 22.700000 60.0 110.0 28.10
## 9536 21 173.0 83.40 28.600000 81.0 126.0 32.20
## 9537 27 176.8 68.80 9.000000 76.0 114.0 41.80
## 9538 29 181.1 70.00 9.400000 103.0 155.0 42.20
## 9539 60 165.4 64.30 18.700000 84.0 157.0 33.80
## 9540 23 161.3 63.70 27.800000 74.0 121.0 28.10
## 9541 23 172.0 57.50 26.600000 70.0 110.0 30.70
## 9542 31 175.9 64.80 9.700000 69.0 120.0 50.70
## 9543 24 175.0 69.00 25.600000 56.0 119.0 29.60
## 9544 30 160.5 54.46 25.500000 94.0 139.0 32.30
## 9545 39 159.9 60.30 31.000000 77.0 137.0 27.30
## 9546 28 172.2 70.10 16.000000 86.0 126.0 48.60
## 9547 62 179.0 74.70 24.700000 93.0 147.0 40.50
## 9548 23 157.9 63.10 38.000000 80.0 122.0 22.30
## 9549 38 168.5 75.80 20.700000 85.0 126.0 34.10
## 9550 23 167.0 52.10 15.300000 49.0 88.0 29.10
## 9551 57 166.3 67.50 17.100000 90.0 141.0 44.30
## 9552 24 187.9 80.80 9.500000 72.0 141.0 56.20
## 9553 64 149.0 65.30 32.700000 77.0 142.0 20.50
## 9554 25 160.1 55.10 25.400000 82.0 132.0 28.50
## 9555 25 166.7 49.90 19.100000 81.0 136.0 26.20
## 9556 34 170.6 68.30 18.700000 86.0 131.0 43.40
## 9557 32 166.0 66.10 24.000000 74.0 134.0 37.60
## 9558 21 185.5 79.20 14.600000 86.0 134.0 42.90
## 9559 46 177.4 76.20 21.000000 82.0 129.0 43.50
## 9560 38 158.2 45.50 26.200000 67.0 123.0 25.00
## 9561 41 170.4 66.72 12.800000 91.0 142.0 42.40
## 9562 24 173.3 69.40 21.400000 88.0 125.0 40.40
## 9563 26 154.9 71.92 31.400000 69.0 133.0 33.60
## 9564 49 171.9 72.40 22.100000 95.0 155.0 44.10
## 9565 62 152.5 49.00 28.300000 73.0 127.0 23.60
## 9566 21 173.9 66.40 12.000000 85.0 152.0 42.10
## 9567 61 166.6 65.40 18.400000 83.0 135.0 46.00
## 9568 62 178.8 78.50 19.600000 95.0 147.0 44.70
## 9569 60 177.8 77.40 25.200000 91.0 132.0 39.40
## 9570 42 158.7 62.60 32.800000 78.0 115.0 26.10
## 9571 61 167.9 65.70 12.900000 71.0 132.0 39.40
## 9572 31 177.3 86.40 20.100000 79.0 154.0 56.00
## 9573 56 156.2 57.50 31.600000 68.0 108.0 28.60
## 9574 28 171.8 63.60 23.300000 98.0 139.0 27.50
## 9575 64 154.6 53.50 25.600000 70.0 113.0 24.20
## 9576 59 162.4 64.20 33.800000 69.0 102.0 29.20
## 9577 29 174.3 84.12 26.500000 94.0 145.0 32.30
## 9578 36 180.5 79.70 16.600000 61.0 123.0 43.80
## 9579 24 159.9 54.70 27.700000 80.0 122.0 31.30
## 9580 33 166.7 66.90 25.100000 94.0 126.0 39.20
## 9581 27 178.1 73.50 16.700000 78.0 126.0 44.70
## 9582 40 176.4 74.50 16.700000 77.0 130.0 45.30
## 9583 62 158.5 64.50 33.300000 66.0 124.0 22.30
## 9584 25 159.0 54.90 22.000000 69.0 106.0 29.10
## 9585 39 167.8 60.70 18.900000 72.0 131.0 40.90
## 9586 31 178.2 78.30 25.800000 77.0 137.0 43.80
## 9587 49 163.0 46.60 18.600000 85.0 151.0 21.90
## 9588 27 167.8 63.60 31.500000 86.0 129.0 28.30
## 9589 39 160.1 46.60 21.800000 76.0 110.0 23.00
## 9590 35 150.6 50.90 35.600000 66.0 113.0 19.90
## 9591 27 178.4 75.30 21.400000 82.0 138.0 47.90
## 9592 21 168.4 66.70 22.900000 70.0 119.0 27.50
## 9593 41 174.5 87.70 24.300000 98.0 152.0 44.10
## 9594 60 171.1 65.30 19.300000 85.0 139.0 27.80
## 9595 36 180.0 88.70 23.100000 68.0 128.0 55.40
## 9596 41 158.1 39.90 36.300000 95.0 148.0 39.30
## 9597 46 168.9 73.10 28.100000 85.0 133.0 33.80
## 9598 22 159.4 48.30 21.300000 81.0 128.0 23.90
## 9599 24 164.3 52.90 24.000000 69.0 127.0 27.80
## 9600 38 174.6 65.40 13.800000 84.0 147.0 54.10
## 9601 26 170.1 67.40 15.000000 67.0 139.0 47.90
## 9602 51 165.3 58.10 22.800000 87.0 135.0 31.20
## 9603 45 168.5 55.10 25.000000 84.0 143.0 26.00
## 9604 29 169.6 51.80 24.600000 73.0 119.0 26.20
## 9605 26 184.1 70.60 17.800000 68.0 128.0 40.40
## 9606 37 186.0 95.80 19.000000 74.0 154.0 63.00
## 9607 26 169.0 67.40 14.500000 80.0 120.0 58.10
## 9608 52 176.4 73.10 18.200000 66.0 116.0 44.60
## 9609 47 179.3 77.80 25.900000 85.0 135.0 52.80
## 9610 29 180.1 83.80 18.200000 85.0 138.0 51.90
## 9611 34 169.8 75.00 22.200000 76.0 130.0 52.60
## 9612 26 169.4 62.50 18.800000 72.0 125.0 37.80
## 9613 26 165.7 62.50 25.000000 91.0 126.0 39.90
## 9614 24 170.6 75.50 31.300000 63.0 135.0 31.60
## 9615 49 173.0 76.86 27.300000 91.0 154.0 50.80
## 9616 52 170.7 87.60 28.000000 69.0 117.0 40.50
## 9617 48 164.4 74.10 27.700000 98.0 159.0 38.80
## 9618 49 155.2 75.10 44.300000 67.0 128.0 25.40
## 9619 22 154.1 43.50 26.300000 65.0 105.0 25.20
## 9620 21 177.1 64.70 10.900000 95.0 150.0 38.70
## 9621 55 154.9 56.20 31.000000 68.0 130.0 21.70
## 9622 38 168.9 65.10 14.900000 86.0 117.0 49.30
## 9623 52 186.2 85.40 21.100000 95.0 133.0 44.00
## 9624 50 153.3 57.60 32.100000 90.0 134.0 24.40
## 9625 32 157.0 47.30 32.500000 80.0 120.0 15.10
## 9626 56 151.7 60.20 39.600000 73.0 135.0 17.10
## 9627 56 166.0 78.70 34.400000 97.0 158.0 40.40
## 9628 32 177.3 81.70 25.100000 78.0 123.0 48.30
## 9629 63 152.6 51.30 30.200000 73.0 127.0 17.70
## 9630 42 160.5 63.30 33.400000 85.0 119.0 28.10
## 9631 23 181.8 78.80 23.800000 92.0 147.0 38.30
## 9632 56 151.3 50.00 32.400000 75.0 122.0 21.40
## 9633 41 164.9 69.80 30.600000 93.0 153.0 41.80
## 9634 27 176.6 82.10 16.500000 91.0 129.0 50.00
## 9635 28 170.4 61.70 13.541300 69.0 113.0 43.70
## 9636 24 180.7 84.10 26.700000 67.0 113.0 35.60
## 9637 61 174.5 80.76 28.100000 78.0 119.0 43.70
## 9638 29 164.0 60.00 32.000000 81.0 120.0 32.00
## 9639 35 169.8 70.82 25.100000 76.0 115.0 45.20
## 9640 60 161.2 63.80 29.800000 87.0 135.0 24.60
## 9641 47 176.0 74.40 15.900000 92.0 159.0 42.10
## 9642 43 161.3 58.80 29.800000 88.0 143.0 27.50
## 9643 38 161.5 53.30 23.900000 80.0 117.0 27.90
## 9644 25 163.4 59.00 34.200000 96.0 148.0 29.40
## 9645 21 180.2 76.30 22.200000 73.0 142.0 36.50
## 9646 40 163.7 48.20 20.600000 73.0 133.0 21.40
## 9647 55 153.3 46.80 26.300000 92.0 155.0 29.30
## 9648 54 156.5 50.32 28.100000 85.0 129.0 24.20
## 9649 25 177.0 75.20 24.900000 76.0 123.0 27.10
## 9650 60 163.0 55.60 28.100000 66.0 132.0 24.00
## 9651 27 167.6 66.00 10.100000 88.0 145.0 43.40
## 9652 27 169.8 67.40 22.900000 89.0 129.0 32.80
## 9653 40 181.7 89.80 22.700000 80.0 142.0 51.80
## 9654 63 151.2 58.20 33.000000 63.0 103.0 18.60
## 9655 24 169.0 65.10 20.200000 78.0 129.0 31.90
## 9656 24 163.2 60.90 13.400000 64.0 115.0 39.00
## 9657 56 162.0 72.00 28.600000 77.0 133.0 48.30
## 9658 45 158.1 65.80 26.100000 68.0 118.0 31.10
## 9659 21 183.0 72.80 21.100000 66.0 130.0 38.70
## 9660 43 173.6 74.00 25.200000 89.0 128.0 43.00
## 9661 21 173.3 60.80 13.300000 74.0 137.0 40.60
## 9662 22 163.8 51.90 7.800000 64.0 111.0 41.60
## 9663 60 171.3 50.80 12.900000 69.0 105.0 42.40
## 9664 59 150.7 51.30 32.000000 70.0 108.0 16.50
## 9665 21 169.5 68.10 18.200000 79.0 145.0 43.60
## 9666 21 167.3 60.76 19.500000 81.0 140.0 33.30
## 9667 35 176.7 76.50 18.800000 80.0 141.0 38.50
## 9668 22 179.0 70.20 19.000000 77.0 132.0 29.30
## 9669 29 175.3 71.90 15.300000 56.0 115.0 50.90
## 9670 32 172.8 69.00 25.400000 83.0 117.0 40.30
## 9671 32 182.3 81.30 20.700000 84.0 156.0 45.70
## 9672 22 168.8 52.10 21.700000 71.0 127.0 22.80
## 9673 23 177.0 70.60 14.000000 80.0 120.0 37.30
## 9674 33 161.8 55.00 18.100000 69.0 134.0 27.70
## 9675 53 166.3 60.50 21.100000 99.0 138.0 39.00
## 9676 24 177.9 75.70 9.300000 83.0 146.0 52.30
## 9677 37 159.0 57.50 27.000000 88.0 131.0 25.10
## 9678 21 166.5 62.10 17.000000 74.0 129.0 42.70
## 9679 22 163.0 52.70 31.400000 99.0 144.0 25.40
## 9680 26 152.5 48.10 35.700000 98.0 127.0 24.50
## 9681 22 166.7 68.92 32.800000 75.0 119.0 32.20
## 9682 49 162.6 56.70 25.900000 63.0 109.0 30.40
## 9683 37 158.0 59.90 32.100000 85.0 123.0 27.00
## 9684 64 151.6 64.20 39.400000 63.0 122.0 28.10
## 9685 27 169.6 60.00 6.400000 74.0 125.0 42.40
## 9686 22 180.2 72.70 15.800000 81.0 143.0 47.90
## 9687 26 182.0 81.70 13.900000 98.0 155.0 47.00
## 9688 42 175.6 75.12 23.300000 86.0 142.0 37.40
## 9689 24 178.5 71.20 16.500000 55.0 135.0 48.70
## 9690 33 177.6 78.70 19.800000 78.0 131.0 46.20
## 9691 26 156.0 50.70 30.100000 75.0 126.0 24.60
## 9692 63 153.8 56.40 27.100000 88.0 145.0 22.70
## 9693 47 182.3 81.40 19.000000 83.0 117.0 49.60
## 9694 28 180.1 65.10 16.600000 72.0 127.0 41.90
## 9695 35 183.0 86.70 18.700000 88.0 134.0 55.60
## 9696 21 181.0 62.00 14.400000 80.0 120.0 35.50
## 9697 25 162.8 52.20 20.900000 52.0 96.0 29.70
## 9698 30 174.0 81.40 22.200000 88.0 150.0 55.30
## 9699 49 164.0 64.00 25.800000 80.0 120.0 36.30
## 9700 27 182.0 102.50 27.500000 98.0 146.0 50.90
## 9701 31 167.2 70.70 15.600000 82.0 132.0 42.10
## 9702 32 171.6 73.00 13.400000 60.0 97.0 44.40
## 9703 60 159.6 56.40 29.400000 68.0 114.0 20.50
## 9704 23 162.5 56.20 27.300000 71.0 126.0 29.30
## 9705 52 171.0 80.50 21.400000 80.0 120.0 41.00
## 9706 21 166.8 87.60 28.300000 86.0 143.0 46.90
## 9707 21 168.9 63.30 17.900000 75.0 117.0 33.50
## 9708 24 171.6 66.80 14.200000 87.0 143.0 54.10
## 9709 32 179.7 85.20 25.800000 88.0 150.0 56.40
## 9710 22 174.3 59.80 14.000000 99.0 128.0 37.10
## 9711 60 175.9 67.20 20.068710 83.0 156.0 42.10
## 9712 36 157.5 56.30 28.400000 77.0 132.0 22.40
## 9713 35 173.8 68.84 21.700000 81.0 139.0 46.40
## 9714 55 153.0 51.60 31.200000 92.0 122.0 25.70
## 9715 62 162.1 65.40 21.800000 77.0 146.0 36.30
## 9716 50 170.8 74.70 24.600000 99.0 147.0 43.90
## 9717 21 188.1 69.20 10.300000 87.0 137.0 47.60
## 9718 35 176.6 78.00 14.100000 86.0 136.0 52.60
## 9719 22 158.4 49.60 25.800000 76.0 121.0 22.50
## 9720 23 171.8 63.90 13.400000 79.0 137.0 43.10
## 9721 27 171.2 71.30 14.800000 57.0 109.0 55.70
## 9722 62 176.3 76.60 19.500000 86.0 156.0 32.80
## 9723 21 158.9 50.04 22.800000 74.0 147.0 27.90
## 9724 43 178.4 79.20 22.600000 75.0 123.0 41.90
## 9725 23 174.0 69.40 12.200000 73.0 127.0 40.70
## 9726 38 180.3 82.10 21.000000 75.0 115.0 52.60
## 9727 60 177.1 88.58 28.500000 90.0 159.0 37.50
## 9728 22 170.4 68.70 14.400000 65.0 112.0 33.60
## 9729 26 180.0 63.00 5.600000 81.0 115.0 46.40
## 9730 48 174.0 68.50 18.300000 72.0 127.0 40.60
## 9731 32 178.1 80.10 29.200000 85.0 143.0 39.30
## 9732 29 165.4 64.00 37.500000 81.0 117.0 22.70
## 9733 28 162.8 70.80 33.100000 78.0 106.0 34.70
## 9734 23 175.6 83.30 15.300000 56.0 126.0 42.20
## 9735 46 170.5 75.10 20.100000 78.0 133.0 39.00
## 9736 63 170.2 71.00 29.800000 89.0 150.0 34.50
## 9737 28 157.7 47.10 21.700000 69.0 114.0 27.50
## 9738 43 163.3 57.10 29.100000 62.0 111.0 28.70
## 9739 28 179.0 64.20 18.000000 80.0 119.0 30.70
## 9740 51 169.1 68.50 17.100000 86.0 158.0 40.10
## 9741 27 159.3 50.90 28.300000 58.0 124.0 27.00
## 9742 40 168.1 72.30 28.200000 82.0 133.0 41.50
## 9743 25 159.3 52.70 30.600000 56.0 101.0 19.10
## 9744 64 157.4 50.20 23.400000 86.0 139.0 22.40
## 9745 22 174.2 61.12 28.700000 91.0 134.0 25.20
## 9746 21 159.5 65.60 34.100000 69.0 137.0 26.00
## 9747 63 168.0 62.40 27.400000 99.0 150.0 35.90
## 9748 33 166.7 70.20 22.500000 77.0 134.0 49.70
## 9749 28 172.6 74.30 27.800000 76.0 131.0 40.40
## 9750 46 175.6 69.00 19.700000 88.0 123.0 49.10
## 9751 35 172.2 82.00 18.700000 94.0 130.0 50.70
## 9752 23 171.7 59.90 24.900000 92.0 155.0 25.40
## 9753 64 155.7 50.20 30.000000 59.0 116.0 26.00
## 9754 23 179.2 86.20 22.700000 44.0 102.0 48.50
## 9755 59 157.3 57.40 26.900000 91.0 159.0 28.50
## 9756 43 176.7 79.74 11.100000 80.0 131.0 53.20
## 9757 36 172.0 68.00 13.300000 78.0 118.0 56.00
## 9758 59 178.1 82.10 26.800000 91.0 128.0 45.10
## 9759 24 174.3 72.50 20.100000 90.0 132.0 41.80
## 9760 40 162.5 64.60 32.500000 74.0 117.0 26.00
## 9761 22 160.3 55.48 28.300000 67.0 111.0 33.60
## 9762 54 153.5 53.70 33.100000 82.0 134.0 19.20
## 9763 63 168.8 66.40 25.500000 78.0 136.0 38.70
## 9764 44 165.9 76.40 24.600000 82.0 133.0 42.70
## 9765 56 155.8 83.00 44.000000 95.0 154.0 31.50
## 9766 24 166.6 51.30 19.438610 72.0 118.0 26.90
## 9767 23 170.0 67.10 14.600000 57.0 120.0 48.00
## 9768 32 167.0 62.20 14.900000 78.0 145.0 45.70
## 9769 27 172.4 83.00 20.200000 99.0 153.0 0.00
## 9770 60 176.9 74.18 19.500000 70.0 151.0 42.70
## 9771 21 176.8 95.10 22.800000 93.0 147.0 58.10
## 9772 29 172.1 82.40 30.700000 76.0 124.0 36.00
## 9773 28 169.7 65.20 24.400000 79.0 130.0 36.50
## 9774 39 165.5 74.80 26.900000 82.0 141.0 37.60
## 9775 59 174.5 68.90 21.800000 91.0 149.0 42.90
## 9776 33 167.0 78.20 40.000000 88.0 126.0 24.20
## 9777 22 167.7 64.50 13.300000 75.0 146.0 40.30
## 9778 26 153.1 45.10 22.400000 62.0 109.0 16.60
## 9779 24 173.7 67.40 14.700000 81.0 140.0 51.80
## 9780 24 182.5 66.70 20.200000 98.0 138.0 40.30
## 9781 57 168.7 73.10 28.200000 70.0 122.0 33.70
## 9782 33 178.1 81.10 18.400000 58.0 116.0 48.10
## 9783 28 181.3 82.00 17.200000 84.0 122.0 58.60
## 9784 25 175.9 65.40 13.100000 67.0 117.0 44.20
## 9785 23 157.1 50.76 26.400000 87.0 127.0 27.00
## 9786 58 166.0 54.50 23.000000 89.0 124.0 25.00
## 9787 23 164.4 60.60 28.500000 74.0 133.0 28.20
## 9788 21 172.7 66.30 14.500000 80.0 129.0 42.80
## 9789 51 170.2 86.80 26.400000 75.0 123.0 43.90
## 9790 60 170.5 72.60 20.900000 85.0 146.0 49.20
## 9791 63 169.0 65.30 17.200000 61.0 104.0 37.00
## 9792 23 158.2 54.10 35.500000 81.0 126.0 21.40
## 9793 23 162.2 63.10 33.400000 68.0 115.0 27.10
## 9794 22 170.1 66.20 15.300000 72.0 132.0 44.40
## 9795 44 168.8 52.10 21.600000 96.0 148.0 30.00
## 9796 23 175.9 65.30 11.800000 81.0 149.0 45.80
## 9797 63 148.8 63.18 36.500000 76.0 144.0 26.70
## 9798 37 175.1 89.14 20.300000 89.0 156.0 51.80
## 9799 61 151.0 56.40 36.600000 86.0 139.0 24.90
## 9800 61 159.5 54.80 18.300000 80.0 146.0 24.50
## 9801 21 164.5 49.50 26.900000 69.0 116.0 22.60
## 9802 62 162.4 64.70 30.000000 90.0 148.0 34.80
## 9803 45 173.2 84.10 30.300000 98.0 131.0 29.10
## 9804 31 167.1 75.20 24.700000 81.0 148.0 36.20
## 9805 47 173.4 82.90 34.400000 73.0 110.0 36.70
## 9806 30 172.2 88.96 25.500000 90.0 148.0 56.00
## 9807 31 173.4 70.90 19.400000 96.0 150.0 38.30
## 9808 51 156.0 58.90 32.300000 74.0 134.0 26.70
## 9809 56 156.8 49.34 25.200000 82.0 140.0 29.70
## 9810 34 173.1 70.70 11.900000 72.0 126.0 49.60
## 9811 21 174.4 73.10 20.200000 68.0 113.0 38.90
## 9812 39 166.6 66.90 17.100000 65.0 119.0 40.30
## 9813 29 152.8 40.80 19.900000 60.0 100.0 22.00
## 9814 56 166.4 65.30 30.100000 97.0 148.0 35.70
## 9815 49 153.0 53.10 35.300000 62.0 104.0 25.70
## 9816 52 167.1 48.00 14.200000 62.0 99.0 20.40
## 9817 21 174.7 71.70 13.900000 71.0 113.0 53.90
## 9818 54 158.1 57.70 28.700000 76.0 150.0 27.70
## 9819 31 179.1 82.90 16.700000 59.0 116.0 50.80
## 9820 24 168.4 60.20 6.200000 87.0 131.0 40.90
## 9821 41 160.7 53.40 24.700000 53.0 99.0 22.70
## 9822 39 173.1 69.40 23.600000 82.0 137.0 49.70
## 9823 22 176.3 66.20 14.700000 86.0 123.0 46.80
## 9824 64 172.7 81.30 26.300000 84.0 154.0 47.20
## 9825 23 166.2 49.00 19.900000 81.0 137.0 25.90
## 9826 51 177.1 89.90 24.900000 80.0 129.0 52.30
## 9827 30 164.4 61.30 18.700000 83.0 118.0 36.20
## 9828 64 170.5 72.10 27.900000 78.0 143.0 28.40
## 9829 40 179.8 80.30 24.300000 92.0 150.0 49.00
## 9830 33 160.7 49.30 24.700000 74.0 133.0 28.20
## 9831 47 175.4 86.70 24.500000 93.0 136.0 49.60
## 9832 42 162.8 56.50 25.300000 76.0 111.0 24.10
## 9833 24 175.5 79.90 15.400000 85.0 145.0 47.10
## 9834 48 173.7 82.90 28.500000 90.0 148.0 38.90
## 9835 44 158.7 68.50 38.500000 83.0 126.0 25.50
## 9836 23 171.9 55.30 13.600000 68.0 138.0 28.00
## 9837 24 171.7 57.70 8.100000 94.0 136.0 44.50
## 9838 59 175.0 75.90 20.200000 97.0 130.0 42.20
## 9839 41 175.0 73.00 25.900000 89.0 129.0 51.50
## 9840 60 159.4 59.60 26.700000 91.0 150.0 36.20
## 9841 21 174.5 69.00 20.000000 89.0 151.0 42.30
## 9842 26 165.6 55.20 29.700000 69.0 115.0 25.80
## 9843 28 162.0 58.30 25.200000 90.0 132.0 29.40
## 9844 22 154.0 51.10 26.000000 69.0 113.0 26.30
## 9845 59 161.1 62.00 39.800000 88.0 153.0 23.40
## 9846 36 182.5 81.70 22.300000 70.0 130.0 45.50
## 9847 25 182.0 89.20 35.700000 93.0 137.0 33.90
## 9848 28 164.0 52.60 21.300000 80.0 120.0 24.60
## 9849 32 170.5 59.60 24.400000 66.0 110.0 23.90
## 9850 25 171.8 66.80 14.900000 82.0 141.0 41.60
## 9851 55 159.1 57.40 35.400000 75.0 115.0 22.10
## 9852 61 148.6 54.80 34.200000 54.0 104.0 25.40
## 9853 35 162.6 57.00 21.900000 74.0 117.0 25.50
## 9854 24 162.4 52.90 22.500000 64.0 107.0 30.70
## 9855 23 166.3 65.90 30.900000 62.0 121.0 25.80
## 9856 28 164.0 66.20 24.300000 84.0 137.0 39.30
## 9857 31 176.0 86.80 27.500000 93.0 159.0 49.20
## 9858 44 171.1 70.20 26.800000 81.0 126.0 49.50
## 9859 37 181.1 78.40 21.800000 84.0 137.0 43.10
## 9860 28 158.6 51.90 29.800000 76.0 120.0 21.30
## 9861 48 182.8 75.70 27.700000 90.0 138.0 48.60
## 9862 61 163.9 55.50 20.300000 78.0 135.0 31.10
## 9863 34 174.1 81.90 27.500000 85.0 155.0 54.10
## 9864 24 169.5 58.80 22.300000 88.0 137.0 30.60
## 9865 26 174.3 70.80 11.600000 61.0 129.0 45.90
## 9866 56 155.0 64.60 37.800000 78.0 127.0 22.10
## 9867 28 177.0 82.90 32.100000 87.0 145.0 53.10
## 9868 26 154.5 56.32 35.000000 78.0 105.0 26.10
## 9869 31 169.4 67.30 20.500000 84.0 132.0 43.80
## 9870 36 168.6 69.20 20.700000 83.0 123.0 43.30
## 9871 26 162.2 64.50 24.400000 65.0 100.0 38.00
## 9872 22 171.5 56.90 26.500000 85.0 132.0 24.20
## 9873 25 163.5 66.62 30.100000 83.0 128.0 26.40
## 9874 25 172.2 65.10 17.100000 79.0 137.0 27.80
## 9875 28 176.3 86.20 27.500000 94.0 156.0 51.80
## 9876 26 180.1 74.80 22.400000 90.0 138.0 36.50
## 9877 41 160.7 67.60 39.900000 95.0 132.0 22.60
## 9878 28 159.1 49.10 21.000000 71.0 118.0 27.30
## 9879 23 173.3 74.60 20.900000 92.0 142.0 45.90
## 9880 48 159.6 57.70 29.900000 96.0 150.0 26.10
## 9881 21 176.1 82.20 21.400000 85.0 150.0 42.90
## 9882 32 180.5 74.30 15.700000 83.0 130.0 41.90
## 9883 24 182.8 95.80 23.200000 76.0 142.0 46.00
## 9884 22 159.1 49.50 21.500000 64.0 104.0 24.30
## 9885 56 166.3 69.90 24.600000 93.0 155.0 38.80
## 9886 36 169.9 75.20 23.800000 91.0 146.0 49.90
## 9887 30 181.4 94.00 25.100000 78.0 131.0 59.60
## 9888 22 166.7 54.70 8.200000 66.0 124.0 36.50
## 9889 22 174.1 64.10 13.700000 79.0 142.0 41.50
## 9890 29 171.7 69.90 13.200000 72.0 124.0 49.50
## 9891 21 170.7 61.30 31.200000 74.0 131.0 28.10
## 9892 24 173.3 80.70 23.600000 89.0 139.0 49.20
## 9893 60 174.1 61.00 7.400000 96.0 140.0 39.30
## 9894 56 167.2 75.30 35.300000 99.0 140.0 35.40
## 9895 29 177.9 73.30 13.100000 80.0 150.0 47.10
## 9896 53 157.5 59.60 34.900000 84.0 158.0 31.50
## 9897 46 173.2 76.40 15.200000 72.0 139.0 47.90
## 9898 55 174.0 70.50 19.700000 88.0 145.0 36.00
## 9899 61 154.5 66.90 43.000000 80.0 136.0 24.20
## 9900 24 173.9 66.90 12.200000 71.0 148.0 50.50
## 9901 25 163.3 52.36 29.200000 70.0 114.0 21.50
## 9902 64 157.8 50.00 24.400000 95.0 156.0 18.50
## 9903 58 158.1 58.80 33.300000 72.0 117.0 25.80
## 9904 22 178.6 78.10 13.900000 89.0 138.0 47.90
## 9905 60 165.5 66.70 26.800000 76.0 126.0 34.50
## 9906 59 171.4 70.70 26.100000 73.0 125.0 38.70
## 9907 57 157.4 48.42 19.900000 83.0 133.0 36.20
## 9908 26 175.0 63.00 15.000000 77.0 125.0 38.00
## 9909 48 167.1 63.60 17.400000 99.0 145.0 43.70
## 9910 35 166.9 75.80 33.000000 95.0 156.0 41.20
## 9911 21 171.8 78.10 15.100000 66.0 124.0 37.20
## 9912 22 173.9 61.70 20.600000 76.0 138.0 38.40
## 9913 28 167.2 71.10 32.300000 72.0 136.0 26.30
## 9914 22 171.6 73.40 17.000000 78.0 123.0 44.60
## 9915 50 170.2 77.10 19.600000 91.0 136.0 43.90
## 9916 56 167.4 72.20 18.800000 84.0 153.0 36.60
## 9917 62 159.3 56.60 27.700000 87.0 155.0 27.40
## 9918 61 170.0 80.20 37.600000 96.0 158.0 31.40
## 9919 52 158.0 54.80 32.700000 73.0 115.0 27.00
## 9920 51 154.1 47.10 28.700000 71.0 109.0 31.10
## 9921 52 167.8 61.80 22.200000 85.0 139.0 47.00
## 9922 42 171.3 71.90 21.900000 96.0 155.0 43.90
## 9923 38 164.8 60.30 21.900000 73.0 119.0 37.70
## 9924 21 177.1 66.60 17.800000 74.0 120.0 35.10
## 9925 23 175.4 71.70 14.700000 73.0 125.0 53.30
## 9926 31 177.4 91.90 31.600000 83.0 117.0 30.00
## 9927 63 159.1 64.20 25.900000 81.0 122.0 24.80
## 9928 61 160.4 61.90 30.600000 85.0 148.0 17.80
## 9929 61 174.9 62.20 12.000000 80.0 136.0 32.40
## 9930 59 160.2 61.70 35.200000 86.0 140.0 26.90
## 9931 47 166.3 57.50 25.000000 89.0 116.0 27.30
## 9932 36 182.5 79.40 17.300000 90.0 130.0 49.60
## 9933 21 168.4 74.88 15.500000 81.0 154.0 45.80
## 9934 59 173.7 77.20 20.900000 95.0 159.0 41.10
## 9935 43 162.4 66.40 20.300000 66.0 126.0 41.20
## 9936 60 158.0 46.40 31.200000 70.0 117.0 21.10
## 9937 24 178.0 65.60 11.900000 83.0 122.0 50.00
## 9938 33 168.8 71.70 14.500000 73.0 135.0 48.90
## 9939 25 186.0 89.80 20.200000 80.0 130.0 44.10
## 9940 35 178.4 71.70 19.400000 98.0 159.0 43.70
## 9941 55 170.6 75.40 27.500000 81.0 132.0 27.00
## 9942 36 175.0 82.00 24.100000 81.0 121.0 50.30
## 9943 52 161.3 56.00 28.400000 83.0 149.0 27.00
## 9944 55 162.0 62.90 35.600000 87.0 113.0 12.70
## 9945 31 156.7 55.50 23.500000 73.0 130.0 28.90
## 9946 25 154.4 43.20 25.100000 86.0 116.0 27.20
## 9947 26 172.4 78.90 15.400000 90.0 146.0 52.30
## 9948 42 172.3 83.80 31.800000 86.0 127.0 31.10
## 9949 23 158.0 53.10 26.400000 75.0 126.0 25.30
## 9950 23 182.5 93.80 26.900000 90.0 154.0 40.80
## 9951 31 170.3 76.30 16.300000 81.0 138.0 37.30
## 9952 26 169.0 64.50 10.600000 84.0 159.0 40.90
## 9953 21 175.2 74.10 9.000000 70.0 125.0 49.60
## 9954 34 167.6 54.88 23.000000 74.0 137.0 28.30
## 9955 28 170.0 95.00 37.700000 99.0 159.0 44.30
## 9956 43 171.1 69.40 23.600000 88.0 136.0 48.70
## 9957 39 165.5 72.50 38.400000 93.0 133.0 26.80
## 9958 21 162.2 54.10 28.500000 82.0 117.0 23.80
## 9959 47 167.7 67.60 14.800000 65.0 110.0 52.90
## 9960 25 186.3 89.20 8.700000 83.0 132.0 62.70
## 9961 37 172.6 75.12 16.800000 85.0 141.0 50.30
## 9962 58 156.0 51.00 29.200000 86.0 133.0 19.90
## 9963 57 164.3 74.10 26.700000 84.0 138.0 39.30
## 9964 60 171.6 62.40 18.500000 80.0 140.0 35.80
## 9965 28 185.5 74.30 9.700000 95.0 150.0 49.80
## 9966 33 164.0 63.60 25.100000 70.0 123.0 27.70
## 9967 25 171.6 64.60 11.600000 73.0 119.0 43.80
## 9968 23 157.0 45.84 18.200000 71.0 119.0 22.60
## 9969 59 149.9 48.90 28.600000 85.0 153.0 24.50
## 9970 23 174.8 89.00 26.900000 89.0 145.0 45.10
## 9971 21 176.2 86.72 30.300000 92.0 157.0 35.50
## 9972 24 181.4 96.90 20.300000 79.0 119.0 64.70
## 9973 64 173.6 82.80 26.600000 91.0 154.0 40.60
## 9974 34 173.7 72.60 14.600000 66.0 132.0 46.20
## 9975 29 153.9 55.82 34.500000 80.0 120.0 20.70
## 9976 33 161.0 54.30 27.300000 68.0 112.0 34.60
## 9977 51 154.4 64.10 34.400000 79.0 139.0 20.10
## 9978 60 175.3 76.30 19.400000 81.0 141.0 44.70
## 9979 32 176.6 75.60 21.800000 72.0 103.0 40.60
## 9980 25 179.8 73.10 14.700000 69.0 138.0 42.20
## 9981 30 173.6 88.90 17.500000 81.0 135.0 43.40
## 9982 30 173.7 76.80 15.200000 79.0 120.0 50.60
## 9983 22 177.9 81.20 21.500000 93.0 132.0 44.10
## 9984 22 176.7 79.30 13.200000 94.0 143.0 44.50
## 9985 53 157.6 46.60 24.800000 82.0 123.0 25.90
## 9986 25 178.7 68.50 12.100000 86.0 141.0 48.90
## 9987 60 156.9 73.20 44.700000 91.0 143.0 22.70
## 9988 34 180.7 71.90 16.600000 80.0 158.0 54.10
## 9989 62 165.5 67.20 21.200000 78.0 156.0 42.40
## 9990 62 168.8 73.90 20.800000 87.0 163.0 46.50
## 9991 22 176.7 76.20 16.600000 94.0 157.0 44.80
## 9992 22 161.4 60.40 36.200000 72.0 115.0 27.60
## 9993 61 158.2 64.20 33.000000 96.0 142.0 28.70
## 9994 62 155.4 60.20 28.400000 83.0 131.0 23.80
## 9995 27 172.6 72.30 12.400000 89.0 138.0 50.20
## 9996 30 164.3 56.46 26.700000 72.0 113.0 24.90
## 9997 55 164.0 64.50 21.500000 88.0 120.0 38.30
## 9998 56 169.2 64.70 16.700000 77.0 131.0 38.70
## 9999 60 177.0 82.60 20.600000 90.0 150.0 47.70
## sit.and.bend.forward_cm sit.ups.counts broad.jump_cm
## 1 18.40 60.0 217.0
## 2 16.30 53.0 229.0
## 3 12.00 49.0 181.0
## 4 15.20 53.0 219.0
## 5 27.10 45.0 217.0
## 6 21.00 27.0 153.0
## 7 0.80 18.0 146.0
## 8 12.30 42.0 234.0
## 9 18.60 34.0 148.0
## 10 12.10 55.0 213.0
## 11 16.00 68.0 211.0
## 12 30.00 0.0 90.0
## 13 13.10 28.0 144.0
## 14 19.20 55.0 232.0
## 15 7.20 54.0 213.0
## 16 19.00 30.0 155.0
## 17 22.90 39.0 178.0
## 18 17.80 61.0 239.0
## 19 15.10 53.0 225.0
## 20 20.50 36.0 137.0
## 21 10.70 39.0 160.0
## 22 29.10 25.0 122.0
## 23 19.70 62.0 215.0
## 24 11.60 49.0 196.0
## 25 27.50 32.0 169.0
## 26 4.00 43.0 131.0
## 27 8.10 32.0 151.0
## 28 3.70 24.0 211.0
## 29 8.10 54.0 232.0
## 30 24.40 30.0 143.0
## 31 26.40 38.0 246.0
## 32 9.10 51.0 223.0
## 33 23.00 37.0 145.0
## 34 -2.00 40.0 192.0
## 35 21.30 39.0 154.0
## 36 12.10 54.0 224.0
## 37 6.30 46.0 178.0
## 38 18.40 62.0 208.0
## 39 16.20 62.0 232.0
## 40 1.80 59.0 219.0
## 41 1.00 32.0 230.0
## 42 9.00 43.0 185.0
## 43 18.20 38.0 227.0
## 44 22.20 24.0 129.0
## 45 26.60 50.0 190.0
## 46 14.50 37.0 249.0
## 47 14.20 55.0 220.0
## 48 -9.90 44.0 159.0
## 49 18.80 55.0 247.0
## 50 18.30 38.0 205.0
## 51 24.70 55.0 246.0
## 52 18.10 56.0 234.0
## 53 14.70 19.0 139.0
## 54 20.20 33.0 164.0
## 55 2.10 5.0 105.0
## 56 17.80 30.0 198.0
## 57 16.20 43.0 232.0
## 58 17.40 20.0 111.0
## 59 3.60 25.0 153.0
## 60 7.10 22.0 205.0
## 61 20.90 47.0 241.0
## 62 7.20 55.0 193.0
## 63 13.50 28.0 160.0
## 64 25.50 48.0 178.0
## 65 25.50 30.0 120.0
## 66 6.70 17.0 140.0
## 67 12.10 48.0 213.0
## 68 13.40 23.0 159.0
## 69 20.70 15.0 133.0
## 70 16.60 54.0 233.0
## 71 3.40 25.0 218.0
## 72 9.50 27.0 184.0
## 73 16.80 53.0 220.0
## 74 13.90 31.0 211.0
## 75 9.80 50.0 213.0
## 76 -9.30 46.0 219.0
## 77 20.50 50.0 224.0
## 78 12.40 17.0 116.0
## 79 12.70 54.0 194.0
## 80 18.40 12.0 132.0
## 81 23.10 18.0 164.0
## 82 22.40 23.0 135.0
## 83 18.20 25.0 157.0
## 84 29.40 39.0 175.0
## 85 11.30 35.0 220.0
## 86 16.00 49.0 225.0
## 87 20.00 39.0 156.0
## 88 28.60 46.0 165.0
## 89 22.90 57.0 197.0
## 90 14.70 68.0 260.0
## 91 22.90 28.0 130.0
## 92 17.10 64.0 237.0
## 93 22.20 54.0 239.0
## 94 24.30 56.0 210.0
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## [ reached 'max' / getOption("max.print") -- omitted 3394 rows ]
##
## $subset
## NULL
##
## $outlierMethod
## [1] "none"
##
## attr(,"class")
## [1] "mvn"# Uji homogenitas matriks kovarians
boxm_result <- boxM(
data_num,
data$class
)
boxm_result##
## Box's M-test for Homogeneity of Covariance Matrices
##
## data: data_num
## Chi-Sq (approx.) = 5987.7, df = 165, p-value < 2.2e-16# Deteksi outlier multivariat
mahal <- mahalanobis(
data_num,
colMeans(data_num),
cov(data_num)
)
cutoff <- qchisq(
0.975,
df = ncol(data_num)
)
outlier <- which(mahal > cutoff)
length(outlier)## [1] 525head(outlier)## [1] 8 12 48 59 140 150SPLIT DATA
set.seed(123)
index <- createDataPartition(
data$class,
p = 0.8,
list = FALSE
)
train_data <- data[index, ]
test_data <- data[-index, ]
# Cek jumlah data
dim(train_data)## [1] 10717 12dim(test_data)## [1] 2676 12# Cek distribusi class
table(train_data$class)##
## A B C D
## 2679 2678 2680 2680table(test_data$class)##
## A B C D
## 669 669 669 669MODEL LDA
# Model menggunakan semua variabel prediktor
lda_model <- lda(
class ~ .,
data = train_data
)
lda_model## Call:
## lda(class ~ ., data = train_data)
##
## Prior probabilities of groups:
## A B C D
## 0.2499767 0.2498834 0.2500700 0.2500700
##
## Group means:
## age genderM height_cm weight_kg body.fat_. diastolic systolic
## A 35.13065 0.5640164 168.0428 64.60734 20.43807 78.00388 129.5872
## B 36.96378 0.6411501 168.5761 66.56193 22.08076 78.61770 130.6243
## C 36.77687 0.6593284 169.0354 66.63451 22.76538 78.49403 129.7709
## D 37.94627 0.6593284 168.6073 71.97513 27.76227 80.00907 130.9862
## gripForce sit.and.bend.forward_cm sit.ups.counts broad.jump_cm
## A 38.81495 21.360549 47.99104 203.4211
## B 37.88399 17.524257 42.58902 195.2879
## C 36.42572 14.416739 38.60970 188.1694
## D 34.72108 7.532638 30.08567 173.5780
##
## Coefficients of linear discriminants:
## LD1 LD2 LD3
## age -0.048585852 0.012994307 0.030621182
## genderM 1.528325384 -2.574985474 2.440768910
## height_cm -0.006964240 -0.113145107 -0.033342338
## weight_kg 0.045962721 0.096661646 0.002793158
## body.fat_. 0.024320604 0.019053401 0.083562519
## diastolic 0.006725753 0.006156754 -0.028763847
## systolic -0.003658947 -0.001818077 0.023083905
## gripForce -0.048047623 0.033593467 -0.010187323
## sit.and.bend.forward_cm -0.085815656 -0.032875327 0.060401380
## sit.ups.counts -0.072925932 0.025881005 0.001164513
## broad.jump_cm -0.007215674 0.015240053 0.001849094
##
## Proportion of trace:
## LD1 LD2 LD3
## 0.9803 0.0180 0.0017PREDIKSI
lda_pred <- predict(
lda_model,
newdata = test_data
)
pred_class <- lda_pred$class
head(pred_class)## [1] A C C B C C
## Levels: A B C DEVALUASI MODEL
# Confusion matrix
conf_matrix <- confusionMatrix(
pred_class,
test_data$class
)
conf_matrix## Confusion Matrix and Statistics
##
## Reference
## Prediction A B C D
## A 483 147 50 12
## B 173 307 149 36
## C 13 200 375 128
## D 0 15 95 493
##
## Overall Statistics
##
## Accuracy : 0.6196
## 95% CI : (0.6009, 0.638)
## No Information Rate : 0.25
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.4928
##
## Mcnemar's Test P-Value : 1.981e-10
##
## Statistics by Class:
##
## Class: A Class: B Class: C Class: D
## Sensitivity 0.7220 0.4589 0.5605 0.7369
## Specificity 0.8959 0.8216 0.8301 0.9452
## Pos Pred Value 0.6980 0.4617 0.5237 0.8176
## Neg Pred Value 0.9062 0.8200 0.8500 0.9151
## Prevalence 0.2500 0.2500 0.2500 0.2500
## Detection Rate 0.1805 0.1147 0.1401 0.1842
## Detection Prevalence 0.2586 0.2485 0.2676 0.2253
## Balanced Accuracy 0.8089 0.6403 0.6953 0.8411# Akurasi manual
accuracy <- mean(pred_class == test_data$class)
accuracy## [1] 0.6195815# Tabel aktual vs prediksi
hasil_prediksi <- data.frame(
Aktual = test_data$class,
Prediksi = pred_class
)
head(hasil_prediksi, 20)## Aktual Prediksi
## 1 C A
## 2 B C
## 3 C C
## 4 A B
## 5 B C
## 6 D C
## 7 D D
## 8 B B
## 9 B B
## 10 C C
## 11 D D
## 12 C B
## 13 D D
## 14 A A
## 15 B B
## 16 B B
## 17 C C
## 18 B C
## 19 B A
## 20 A AVISUALISASI HASIL LDA
lda_scores <- data.frame(lda_pred$x)
lda_scores$class <- test_data$class
ggplot(
lda_scores,
aes(x = LD1, y = LD2, color = class)
) +
geom_point(alpha = 0.6) +
labs(
title = "Visualisasi Hasil Linear Discriminant Analysis",
x = "Linear Discriminant 1",
y = "Linear Discriminant 2"
)
CROSS VALIDATION
set.seed(123)
control <- trainControl(
method = "cv",
number = 10
)
lda_cv <- train(
class ~ .,
data = data,
method = "lda",
trControl = control
)
lda_cv## Linear Discriminant Analysis
##
## 13393 samples
## 11 predictor
## 4 classes: 'A', 'B', 'C', 'D'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 12054, 12053, 12055, 12054, 12053, 12054, ...
## Resampling results:
##
## Accuracy Kappa
## 0.6130038 0.4840067REGRESI LOGISTIK MULTINOMIAL
library(nnet)
library(car)## Warning: package 'car' was built under R version 4.5.3## Loading required package: carData##
## Attaching package: 'car'## The following object is masked from 'package:psych':
##
## logit## The following object is masked from 'package:dplyr':
##
## recodeMenentukan kategori pembanding
data$class <- relevel(data$class, ref = "A")Uji asumsi regresi logistik multinomial dengan multikolinearitas dengan VIF
vif_model <- lm(as.numeric(class) ~ ., data = data)
vif(vif_model)## age gender height_cm
## 1.986932 5.207143 4.304282
## weight_kg body.fat_. diastolic
## 5.155511 3.759326 1.878623
## systolic gripForce sit.and.bend.forward_cm
## 2.056130 4.562458 1.514021
## sit.ups.counts broad.jump_cm
## 3.091018 4.651119Deteksi outlier multivariat
data_num <- data %>%
select(where(is.numeric))
mahal <- mahalanobis(
data_num,
colMeans(data_num),
cov(data_num)
)
cutoff <- qchisq(
0.975,
df = ncol(data_num)
)
outlier <- which(mahal > cutoff)
length(outlier)## [1] 525head(outlier)## [1] 8 12 48 59 140 150SPLIT DATA REGRESI LOGISTIK MULTINOMIAL
set.seed(123)
index_mlogit <- createDataPartition(
data$class,
p = 0.8,
list = FALSE
)
train_data_mlogit <- data[index_mlogit, ]
test_data_mlogit <- data[-index_mlogit, ]
table(train_data_mlogit$class)##
## A B C D
## 2679 2678 2680 2680table(test_data_mlogit$class)##
## A B C D
## 669 669 669 669MODEL REGRESI LOGISTIK MULTINOMIAL
mlogit_model <- multinom(
class ~ .,
data = train_data_mlogit,
trace = FALSE
)
summary(mlogit_model)## Call:
## multinom(formula = class ~ ., data = train_data_mlogit, trace = FALSE)
##
## Coefficients:
## (Intercept) age genderM height_cm weight_kg body.fat_.
## B 11.63120 -0.07622276 2.574069 -0.00761181 0.07125065 0.008035357
## C 17.05384 -0.13795253 4.126867 0.01141845 0.10522177 0.004146269
## D 26.70546 -0.20930184 5.601125 -0.04098953 0.21167420 0.067459364
## diastolic systolic gripForce sit.and.bend.forward_cm sit.ups.counts
## B 0.004133009 -0.0008195655 -0.08554212 -0.1529997 -0.1009191
## C 0.011141343 -0.0050552268 -0.14562765 -0.2682299 -0.1815268
## D 0.023644637 -0.0094268729 -0.20592818 -0.4242785 -0.2901689
## broad.jump_cm
## B -0.01706185
## C -0.02843895
## D -0.03218256
##
## Std. Errors:
## (Intercept) age genderM height_cm weight_kg body.fat_.
## B 0.006075593 0.003673812 0.1649437 0.003508804 0.006168443 0.007296412
## C 0.006509874 0.004322038 0.1922724 0.004016780 0.007046472 0.008547370
## D 0.005906669 0.005336512 0.2370984 0.004680177 0.008539923 0.010962397
## diastolic systolic gripForce sit.and.bend.forward_cm sit.ups.counts
## B 0.004033799 0.003079775 0.00700594 0.007287360 0.004785223
## C 0.004689494 0.003559608 0.00814984 0.008419135 0.005695281
## D 0.006005033 0.004487665 0.01010961 0.010015584 0.007157686
## broad.jump_cm
## B 0.001946510
## C 0.002187139
## D 0.002604130
##
## Residual Deviance: 18493.32
## AIC: 18565.32UJI PARSIAL / WALD TEST
coef_model <- summary(mlogit_model)$coefficients
se_model <- summary(mlogit_model)$standard.errors
z_value <- coef_model / se_model
p_value <- 2 * (1 - pnorm(abs(z_value)))
z_value## (Intercept) age genderM height_cm weight_kg body.fat_. diastolic
## B 1914.413 -20.74760 15.60574 -2.169346 11.55083 1.1012751 1.024595
## C 2619.689 -31.91840 21.46364 2.842686 14.93255 0.4850929 2.375809
## D 4521.239 -39.22072 23.62363 -8.758116 24.78643 6.1537056 3.937470
## systolic gripForce sit.and.bend.forward_cm sit.ups.counts broad.jump_cm
## B -0.2661121 -12.20994 -20.99521 -21.08974 -8.765354
## C -1.4201640 -17.86877 -31.85956 -31.87319 -13.002808
## D -2.1006186 -20.36954 -42.36183 -40.53949 -12.358280p_value## (Intercept) age genderM height_cm weight_kg body.fat_. diastolic
## B 0 0 0 0.030056456 0 2.707770e-01 3.055545e-01
## C 0 0 0 0.004473509 0 6.276104e-01 1.751051e-02
## D 0 0 0 0.000000000 0 7.569314e-10 8.234532e-05
## systolic gripForce sit.and.bend.forward_cm sit.ups.counts broad.jump_cm
## B 0.79015284 0 0 0 0
## C 0.15555993 0 0 0 0
## D 0.03567446 0 0 0 0wald_table <- data.frame(
Class = rep(rownames(coef_model), each = ncol(coef_model)),
Variable = rep(colnames(coef_model), times = nrow(coef_model)),
Coefficient = as.vector(t(coef_model)),
Std_Error = as.vector(t(se_model)),
Z_value = as.vector(t(z_value)),
P_value = as.vector(t(p_value))
)
wald_table## Class Variable Coefficient Std_Error Z_value
## 1 B (Intercept) 11.6311965308 0.006075593 1914.4132753
## 2 B age -0.0762227612 0.003673812 -20.7475967
## 3 B genderM 2.5740688941 0.164943688 15.6057435
## 4 B height_cm -0.0076118095 0.003508804 -2.1693456
## 5 B weight_kg 0.0712506543 0.006168443 11.5508333
## 6 B body.fat_. 0.0080353571 0.007296412 1.1012751
## 7 B diastolic 0.0041330087 0.004033799 1.0245945
## 8 B systolic -0.0008195655 0.003079775 -0.2661121
## 9 B gripForce -0.0855421231 0.007005940 -12.2099422
## 10 B sit.and.bend.forward_cm -0.1529996662 0.007287360 -20.9952131
## 11 B sit.ups.counts -0.1009191107 0.004785223 -21.0897421
## 12 B broad.jump_cm -0.0170618531 0.001946510 -8.7653539
## 13 C (Intercept) 17.0538436320 0.006509874 2619.6886766
## 14 C age -0.1379525343 0.004322038 -31.9183984
## 15 C genderM 4.1268670586 0.192272442 21.4636431
## 16 C height_cm 0.0114184458 0.004016780 2.8426862
## 17 C weight_kg 0.1052217719 0.007046472 14.9325470
## 18 C body.fat_. 0.0041462686 0.008547370 0.4850929
## 19 C diastolic 0.0111413430 0.004689494 2.3758094
## 20 C systolic -0.0050552268 0.003559608 -1.4201640
## 21 C gripForce -0.1456276513 0.008149840 -17.8687732
## 22 C sit.and.bend.forward_cm -0.2682298972 0.008419135 -31.8595565
## 23 C sit.ups.counts -0.1815268108 0.005695281 -31.8731939
## 24 C broad.jump_cm -0.0284389461 0.002187139 -13.0028075
## 25 D (Intercept) 26.7054590941 0.005906669 4521.2387387
## 26 D age -0.2093018426 0.005336512 -39.2207165
## 27 D genderM 5.6011254457 0.237098432 23.6236293
## 28 D height_cm -0.0409895308 0.004680177 -8.7581160
## 29 D weight_kg 0.2116741992 0.008539923 24.7864302
## 30 D body.fat_. 0.0674593641 0.010962397 6.1537056
## 31 D diastolic 0.0236446366 0.006005033 3.9374697
## 32 D systolic -0.0094268729 0.004487665 -2.1006186
## 33 D gripForce -0.2059281815 0.010109612 -20.3695438
## 34 D sit.and.bend.forward_cm -0.4242784655 0.010015584 -42.3618314
## 35 D sit.ups.counts -0.2901689219 0.007157686 -40.5394861
## 36 D broad.jump_cm -0.0321825632 0.002604130 -12.3582798
## P_value
## 1 0.000000e+00
## 2 0.000000e+00
## 3 0.000000e+00
## 4 3.005646e-02
## 5 0.000000e+00
## 6 2.707770e-01
## 7 3.055545e-01
## 8 7.901528e-01
## 9 0.000000e+00
## 10 0.000000e+00
## 11 0.000000e+00
## 12 0.000000e+00
## 13 0.000000e+00
## 14 0.000000e+00
## 15 0.000000e+00
## 16 4.473509e-03
## 17 0.000000e+00
## 18 6.276104e-01
## 19 1.751051e-02
## 20 1.555599e-01
## 21 0.000000e+00
## 22 0.000000e+00
## 23 0.000000e+00
## 24 0.000000e+00
## 25 0.000000e+00
## 26 0.000000e+00
## 27 0.000000e+00
## 28 0.000000e+00
## 29 0.000000e+00
## 30 7.569314e-10
## 31 8.234532e-05
## 32 3.567446e-02
## 33 0.000000e+00
## 34 0.000000e+00
## 35 0.000000e+00
## 36 0.000000e+00ODDS RATIO / EXP(B)
odds_ratio <- exp(coef_model)
odds_ratio## (Intercept) age genderM height_cm weight_kg body.fat_. diastolic
## B 1.125549e+05 0.9266098 13.11910 0.9924171 1.073850 1.008068 1.004142
## C 2.549119e+07 0.8711400 61.98343 1.0114839 1.110957 1.004155 1.011204
## D 3.963086e+11 0.8111504 270.73093 0.9598392 1.235745 1.069787 1.023926
## systolic gripForce sit.and.bend.forward_cm sit.ups.counts broad.jump_cm
## B 0.9991808 0.9180145 0.8581300 0.9040062 0.9830829
## C 0.9949575 0.8644795 0.7647320 0.8339959 0.9719616
## D 0.9906174 0.8138915 0.6542417 0.7481372 0.9683298or_table <- data.frame(
Class = rep(rownames(odds_ratio), each = ncol(odds_ratio)),
Variable = rep(colnames(odds_ratio), times = nrow(odds_ratio)),
Odds_Ratio = as.vector(t(odds_ratio))
)
or_table## Class Variable Odds_Ratio
## 1 B (Intercept) 1.125549e+05
## 2 B age 9.266098e-01
## 3 B genderM 1.311910e+01
## 4 B height_cm 9.924171e-01
## 5 B weight_kg 1.073850e+00
## 6 B body.fat_. 1.008068e+00
## 7 B diastolic 1.004142e+00
## 8 B systolic 9.991808e-01
## 9 B gripForce 9.180145e-01
## 10 B sit.and.bend.forward_cm 8.581300e-01
## 11 B sit.ups.counts 9.040062e-01
## 12 B broad.jump_cm 9.830829e-01
## 13 C (Intercept) 2.549119e+07
## 14 C age 8.711400e-01
## 15 C genderM 6.198343e+01
## 16 C height_cm 1.011484e+00
## 17 C weight_kg 1.110957e+00
## 18 C body.fat_. 1.004155e+00
## 19 C diastolic 1.011204e+00
## 20 C systolic 9.949575e-01
## 21 C gripForce 8.644795e-01
## 22 C sit.and.bend.forward_cm 7.647320e-01
## 23 C sit.ups.counts 8.339959e-01
## 24 C broad.jump_cm 9.719616e-01
## 25 D (Intercept) 3.963086e+11
## 26 D age 8.111504e-01
## 27 D genderM 2.707309e+02
## 28 D height_cm 9.598392e-01
## 29 D weight_kg 1.235745e+00
## 30 D body.fat_. 1.069787e+00
## 31 D diastolic 1.023926e+00
## 32 D systolic 9.906174e-01
## 33 D gripForce 8.138915e-01
## 34 D sit.and.bend.forward_cm 6.542417e-01
## 35 D sit.ups.counts 7.481372e-01
## 36 D broad.jump_cm 9.683298e-01UJI SERENTAK / LIKELIHOOD RATIO TEST
null_model <- multinom(
class ~ 1,
data = train_data_mlogit,
trace = FALSE
)
lr_stat <- 2 * (
logLik(mlogit_model) - logLik(null_model)
)
df_lr <- attr(logLik(mlogit_model), "df") -
attr(logLik(null_model), "df")
p_lr <- pchisq(
lr_stat,
df = df_lr,
lower.tail = FALSE
)
lr_stat## 'log Lik.' 11220.51 (df=36)df_lr## [1] 33p_lr## 'log Lik.' 0 (df=36)PREDIKSI REGRESI LOGISTIK MULTINOMIAL
pred_mlogit <- predict(
mlogit_model,
newdata = test_data_mlogit
)
head(pred_mlogit)## [1] A D C B C C
## Levels: A B C Dpred_prob <- predict(
mlogit_model,
newdata = test_data_mlogit,
type = "probs"
)
head(pred_prob)## A B C D
## 1 0.62185298 0.3159437 0.06047171 0.001731587
## 8 0.01713736 0.1799109 0.30602677 0.496925002
## 15 0.00618925 0.1293279 0.44451928 0.419963595
## 16 0.27232953 0.4513883 0.22774330 0.048538856
## 20 0.10178764 0.3519230 0.51815058 0.028138746
## 27 0.04861372 0.3009841 0.47004646 0.180355724EVALUASI MODEL REGRESI LOGISTIK MULTINOMIAL
conf_matrix_mlogit <- confusionMatrix(
pred_mlogit,
test_data_mlogit$class
)
conf_matrix_mlogit## Confusion Matrix and Statistics
##
## Reference
## Prediction A B C D
## A 492 146 54 11
## B 164 303 143 41
## C 13 195 343 106
## D 0 25 129 511
##
## Overall Statistics
##
## Accuracy : 0.6162
## 95% CI : (0.5975, 0.6347)
## No Information Rate : 0.25
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.4883
##
## Mcnemar's Test P-Value : 2.621e-09
##
## Statistics by Class:
##
## Class: A Class: B Class: C Class: D
## Sensitivity 0.7354 0.4529 0.5127 0.7638
## Specificity 0.8949 0.8266 0.8435 0.9233
## Pos Pred Value 0.6999 0.4654 0.5221 0.7684
## Neg Pred Value 0.9103 0.8193 0.8385 0.9214
## Prevalence 0.2500 0.2500 0.2500 0.2500
## Detection Rate 0.1839 0.1132 0.1282 0.1910
## Detection Prevalence 0.2627 0.2433 0.2455 0.2485
## Balanced Accuracy 0.8151 0.6398 0.6781 0.8435accuracy_mlogit <- mean(pred_mlogit == test_data_mlogit$class)
accuracy_mlogit## [1] 0.6162182hasil_prediksi_mlogit <- data.frame(
Aktual = test_data_mlogit$class,
Prediksi = pred_mlogit
)
head(hasil_prediksi_mlogit, 20)## Aktual Prediksi
## 1 C A
## 2 B D
## 3 C C
## 4 A B
## 5 B C
## 6 D C
## 7 D D
## 8 B B
## 9 B B
## 10 C C
## 11 D D
## 12 C B
## 13 D D
## 14 A A
## 15 B B
## 16 B B
## 17 C B
## 18 B C
## 19 B A
## 20 A AVISUALISASI HASIL PREDIKSI
ggplot(hasil_prediksi_mlogit, aes(x = Aktual, fill = Prediksi)) +
geom_bar(position = "dodge") +
labs(
title = "Perbandingan Class Aktual dan Prediksi Regresi Logistik Multinomial",
x = "Class Aktual",
y = "Jumlah Observasi"
)
CROSS VALIDATION REGRESI LOGISTIK MULTINOMIAL
set.seed(123)
control_mlogit <- trainControl(
method = "cv",
number = 10
)
mlogit_cv <- train(
class ~ .,
data = data,
method = "multinom",
trControl = control_mlogit,
trace = FALSE
)
mlogit_cv## Penalized Multinomial Regression
##
## 13393 samples
## 11 predictor
## 4 classes: 'A', 'B', 'C', 'D'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 12054, 12053, 12055, 12054, 12053, 12054, ...
## Resampling results across tuning parameters:
##
## decay Accuracy Kappa
## 0e+00 0.6173365 0.4897827
## 1e-04 0.6173365 0.4897827
## 1e-01 0.6174108 0.4898821
##
## Accuracy was used to select the optimal model using the largest value.
## The final value used for the model was decay = 0.1.