Implementasi Analisis Diskriminan dan Multinomial Logistic pada Klasifikasi Performa Tubuh
Refochella Florentine Gwacevo Pertiwi (24031554045), Gita Nurani (24031554122), Nadia Zahra Yuvina (24031554192)
2026-05-10
Dataset Body Performance berisi data fisik seperti usia, tinggi badan, berat badan, lemak tubuh, tekanan darah, grip force, sit-up, dan broad jump yang dapat digunakan untuk mengelompokkan tingkat kebugaran tubuh. Data ini cocok dianalisis dengan metode klasifikasi karena memiliki variabel prediktor numerik dan kelas target yang jelas. Kode yang digunakan memuat tahapan analisis mulai dari preprocessing, eksplorasi data, visualisasi, pengujian asumsi, hingga pemodelan dengan LDA dan Multinomial Logistic Regression. Hasil kedua model kemudian dibandingkan berdasarkan akurasi dan APER.
# 0. Setup
packages <- c(
"tidyverse", "janitor", "skimr", "corrplot", "GGally",
"car", "MVN", "biotools", "MASS", "nnet", "caret"
)
new_packages <- packages[!packages %in% installed.packages()[, "Package"]]
if (length(new_packages) > 0) install.packages(new_packages)
invisible(lapply(packages, library, character.only = TRUE))
set.seed(123)#LOAD DATA
Membaca dataset bodyPerformance.csv, kemudian merapikan nama kolom agar lebih mudah digunakan dalam analisis.
# 1. Load data
df <- read.csv("bodyPerformance.csv", stringsAsFactors = FALSE, na.strings = c("", "NA"))
df <- janitor::clean_names(df)
names(df)## [1] "age" "gender"
## [3] "height_cm" "weight_kg"
## [5] "body_fat" "diastolic"
## [7] "systolic" "grip_force"
## [9] "sit_and_bend_forward_cm" "sit_ups_counts"
## [11] "broad_jump_cm" "class"#DATA PREPROCESSING
Mengubah tipe data pada variabel kategori, menghapus data duplikat dan missing value, lalu membuat beberapa fitur tambahan seperti BMI, strength index, dan power index.
# 2. Preprocessing awal
df <- df %>%
mutate(
gender = factor(gender),
class = factor(class, levels = c("A", "B", "C", "D"))
) %>%
distinct() %>%
drop_na() %>%
mutate(
bmi = weight_kg / (height_cm / 100)^2,
strength_index = grip_force / weight_kg,
power_index = broad_jump_cm / height_cm
)#EXPLORATORY DATA ANALYSIS (EDA)
Menampilkan struktur data dan ringkasan statistik awal untuk memahami karakteristik umum dataset.
# 3. EDA
str(df)## 'data.frame': 13392 obs. of 15 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 ...
## $ grip_force : 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 ...
## $ bmi : num 25.3 20.5 24.2 23.3 22.4 ...
## $ strength_index : num 0.73 0.652 0.574 0.582 0.643 ...
## $ power_index : num 1.26 1.39 1.01 1.26 1.25 ...summary(df)## age gender height_cm weight_kg body_fat
## Min. :21.00 F:4925 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 grip_force 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 bmi strength_index
## Min. : 0.00 Min. : 0.0 A:3347 Min. :11.10 Min. :0.0000
## 1st Qu.:30.00 1st Qu.:162.0 B:3347 1st Qu.:21.61 1st Qu.:0.4658
## Median :41.00 Median :193.0 C:3349 Median :23.46 Median :0.5447
## Mean :39.77 Mean :190.1 D:3349 Mean :23.61 Mean :0.5446
## 3rd Qu.:50.00 3rd Qu.:221.0 3rd Qu.:25.34 3rd Qu.:0.6238
## Max. :80.00 Max. :303.0 Max. :42.91 Max. :1.4249
## power_index
## Min. :0.0000
## 1st Qu.:0.9919
## Median :1.1361
## Mean :1.1227
## 3rd Qu.:1.2753
## Max. :1.7487DISTRIBUSI KELAS
Mengetahui jumlah dan proporsi tiap kelas pada variabel target class.
table(df$class)##
## A B C D
## 3347 3347 3349 3349prop.table(table(df$class))##
## A B C D
## 0.2499253 0.2499253 0.2500747 0.2500747DISTRIBUSI GENDER
Mengetahui jumlah dan proporsi jenis kelamin pada dataset.
table(df$gender)##
## F M
## 4925 8467prop.table(table(df$gender))##
## F M
## 0.3677569 0.6322431PEMERIKSAAN MISSING VALUE
Memastikan apakah masih terdapat nilai yang hilang pada setiap variabel setelah preprocessing.
colSums(is.na(df))## age gender height_cm
## 0 0 0
## weight_kg body_fat diastolic
## 0 0 0
## systolic grip_force sit_and_bend_forward_cm
## 0 0 0
## sit_ups_counts broad_jump_cm class
## 0 0 0
## bmi strength_index power_index
## 0 0 0HISTOGRAM VARIABEL NUMERIK
Menampilkan distribusi seluruh variabel numerik untuk melihat bentuk sebaran data, kemungkinan skewness, dan pola umum data.
num_cols <- c(
"age", "height_cm", "weight_kg", "body_fat", "diastolic", "systolic",
"grip_force", "sit_and_bend_forward_cm", "sit_ups_counts", "broad_jump_cm",
"bmi", "strength_index", "power_index"
)
df_long <- df %>%
pivot_longer(
cols = all_of(num_cols),
names_to = "variable",
values_to = "value"
)
p_hist <- ggplot(df_long, aes(x = value)) +
geom_histogram(bins = 30, color = "white") +
facet_wrap(~variable, scales = "free", ncol = 3) +
labs(title = "Histogram Variabel Numerik") +
theme_minimal()
print(p_hist)
ggsave("01_histogram_numeric.png", p_hist, width = 12, height = 8, dpi = 300)BOXPLOT VARIABEL UTAMA PER KELAS
Membandingkan sebaran variabel utama pada setiap kelas untuk melihat perbedaan karakteristik antar kelas.
key_vars <- c("grip_force", "sit_and_bend_forward_cm", "sit_ups_counts", "broad_jump_cm", "body_fat")
df_box <- df %>%
dplyr::select(class, all_of(key_vars)) %>%
pivot_longer(cols = all_of(key_vars), names_to = "variable", values_to = "value")
p_box <- ggplot(df_box, aes(x = class, y = value, fill = class)) +
geom_boxplot(alpha = 0.7, outlier.alpha = 0.4) +
facet_wrap(~variable, scales = "free", ncol = 2) +
labs(title = "Boxplot Variabel Utama per Kelas") +
theme_minimal() +
theme(legend.position = "none")
print(p_box)
ggsave("02_boxplot_by_class.png", p_box, width = 12, height = 8, dpi = 300)SCATTER PLOT HUBUNGAN VARIABEL
Menganalisis hubungan antara grip_force dan broad_jump_cm berdasarkan kelas.
p_scatter <- ggplot(df, aes(x = grip_force, y = broad_jump_cm, color = class)) +
geom_point(alpha = 0.6) +
labs(
title = "Scatter Plot Grip Force vs Broad Jump",
x = "Grip Force",
y = "Broad Jump (cm)"
) +
theme_minimal()
print(p_scatter)
ggsave("03_scatter_grip_vs_jump.png", p_scatter, width = 8, height = 6, dpi = 300)MATRIKS KORELASI
Melihat hubungan antar variabel numerik asli melalui korelasi untuk membantu identifikasi hubungan linear antar prediktor.
raw_numeric <- df %>%
dplyr::select(
age, height_cm, weight_kg, body_fat, diastolic, systolic,
grip_force, sit_and_bend_forward_cm, sit_ups_counts, broad_jump_cm
)
cor_matrix <- cor(raw_numeric)
corrplot(cor_matrix, method = "number", type = "upper", tl.cex = 0.8)
DISTRIBUSI KELAS DAN GENDER
Menampilkan visualisasi frekuensi kelas dan gender untuk melihat komposisi data secara keseluruhan.
p_class <- ggplot(df, aes(x = class)) +
geom_bar() +
labs(title = "Distribusi Kelas Body Performance") +
theme_minimal()
p_gender <- ggplot(df, aes(x = gender)) +
geom_bar() +
labs(title = "Distribusi Gender") +
theme_minimal()
print(p_class)
print(p_gender)
ggsave("04_class_distribution.png", p_class, width = 6, height = 4, dpi = 300)
ggsave("05_gender_distribution.png", p_gender, width = 6, height = 4, dpi = 300)#PEMBAGIAN DATA LATIH DAN DATA UJI
Membagi data menjadi data latih dan data uji secara stratified agar proporsi kelas tetap seimbang.
index <- caret::createDataPartition(df$class, p = 0.7, list = FALSE)
train <- df[index, ]
test <- df[-index, ]
prop.table(table(train$class))##
## A B C D
## 0.2498933 0.2498933 0.2501067 0.2501067prop.table(table(test$class))##
## A B C D
## 0.25 0.25 0.25 0.25#UJI NORMALITAS MULTIVARIAT
Menguji asumsi normalitas multivariat pada variabel numerik dengan Mardia test sebagai syarat dalam analisis diskriminan.
mvn_result <- MVN::mvn(
data = train %>%
dplyr::select(
age, height_cm, weight_kg, body_fat, diastolic, systolic,
grip_force, sit_and_bend_forward_cm, sit_ups_counts, broad_jump_cm
),
mvn_test = "mardia"
)
mvn_result## $multivariate_normality
## Test Statistic p.value Method MVN
## 1 Mardia Skewness 13086.141 <0.001 asymptotic ✗ Not normal
## 2 Mardia Kurtosis 264.666 <0.001 asymptotic ✗ Not normal
##
## $univariate_normality
## Test Variable Statistic p.value Normality
## 1 Anderson-Darling age 347.015 <0.001 ✗ Not normal
## 2 Anderson-Darling height_cm 22.412 <0.001 ✗ Not normal
## 3 Anderson-Darling weight_kg 14.602 <0.001 ✗ Not normal
## 4 Anderson-Darling body_fat 16.138 <0.001 ✗ Not normal
## 5 Anderson-Darling diastolic 10.824 <0.001 ✗ Not normal
## 6 Anderson-Darling systolic 17.233 <0.001 ✗ Not normal
## 7 Anderson-Darling grip_force 70.929 <0.001 ✗ Not normal
## 8 Anderson-Darling sit_and_bend_forward_cm 96.389 <0.001 ✗ Not normal
## 9 Anderson-Darling sit_ups_counts 48.420 <0.001 ✗ Not normal
## 10 Anderson-Darling broad_jump_cm 34.154 <0.001 ✗ Not normal
##
## $descriptives
## Variable n Mean Std.Dev Median Min Max 25th 75th
## 1 age 9376 36.742 13.597 32.0 21.0 64.0 25.00 48.0
## 2 height_cm 9376 168.546 8.391 169.2 125.0 193.8 162.50 174.6
## 3 weight_kg 9376 67.455 11.906 67.5 26.3 138.1 58.28 75.3
## 4 body_fat 9376 23.292 7.275 22.8 3.0 78.4 18.10 28.1
## 5 diastolic 9376 78.882 10.756 79.0 0.0 156.2 71.00 87.0
## 6 systolic 9376 130.317 14.617 130.0 0.0 201.0 120.00 141.0
## 7 grip_force 9376 36.950 10.658 37.9 0.0 70.4 27.50 45.2
## 8 sit_and_bend_forward_cm 9376 15.234 8.593 16.3 -20.0 213.0 10.90 20.7
## 9 sit_ups_counts 9376 39.802 14.248 41.0 0.0 80.0 30.00 51.0
## 10 broad_jump_cm 9376 190.124 39.704 193.0 0.0 303.0 163.00 221.0
## Skew Kurtosis
## 1 0.601 1.994
## 2 -0.196 2.609
## 3 0.327 3.175
## 4 0.371 3.196
## 5 -0.111 3.292
## 6 -0.018 3.368
## 7 0.014 2.192
## 8 1.362 49.752
## 9 -0.485 2.847
## 10 -0.411 2.960
##
## $data
## age height_cm weight_kg body_fat diastolic systolic grip_force
## 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
## 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
## 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
## 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
## 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
## 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
## 63 43 164.0 50.80 22.400000 88.0 124.0 24.00
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 103 25 156.3 48.60 26.500000 73.0 138.0 22.80
## 105 30 178.4 82.50 30.000000 97.0 139.0 39.30
## 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
## 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
## 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
## 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
## 139 42 180.2 73.30 20.400000 95.0 140.0 53.70
## 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
## 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
## 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
## 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
## 156 58 154.9 51.60 24.100000 85.0 132.0 25.30
## 160 21 163.0 62.30 32.900000 75.0 131.0 33.30
## 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
## 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
## 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
## 173 60 172.5 76.00 23.100000 86.0 154.0 47.30
## 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
## 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
## 182 64 165.8 61.30 8.500000 66.0 114.0 34.90
## 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
## 189 46 176.8 80.90 22.700000 82.0 141.0 50.10
## 192 27 173.8 68.40 13.900000 69.0 110.0 47.80
## 193 45 166.5 71.50 26.600000 99.0 160.0 47.80
## 194 63 164.7 73.80 36.700000 81.0 141.0 35.60
## 195 26 183.4 83.60 14.100000 79.0 145.0 50.60
## 196 32 170.8 72.20 24.100000 80.0 127.0 47.40
## 202 24 163.9 64.80 23.600000 94.0 141.0 39.70
## 204 27 180.9 77.10 19.900000 76.0 156.0 40.90
## 205 22 163.8 54.20 28.400000 96.0 151.0 23.60
## 206 61 152.6 56.40 37.600000 93.0 136.0 28.90
## 207 60 171.9 60.90 16.700000 78.0 128.0 33.60
## 208 41 160.0 50.00 20.600000 62.0 106.0 27.40
## 209 59 166.1 67.80 25.900000 98.0 151.0 40.60
## 211 34 181.1 70.50 19.400000 70.0 131.0 34.10
## 214 23 161.8 47.80 17.200000 66.0 103.0 25.20
## 215 27 152.3 55.50 37.500000 81.0 126.0 16.60
## 216 25 160.9 63.70 36.100000 99.0 144.0 26.40
## 217 37 149.5 38.10 17.300000 66.0 110.0 16.20
## 218 21 170.0 50.10 16.300000 67.0 124.0 28.50
## 220 49 176.2 73.30 22.200000 88.0 147.0 45.00
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## 1662 46 171.6 55.50 14.600000 88.0 147.0 45.20
## 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
## 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
## 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
## 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
## 1686 30 170.2 62.50 14.000000 74.0 138.0 42.60
## 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
## 1692 33 174.4 76.80 26.900000 95.0 155.0 49.00
## 1697 25 168.7 74.00 21.400000 82.0 130.0 39.70
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 1738 36 174.8 77.50 23.100000 87.0 131.0 35.60
## 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
## 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
## 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
## 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
## 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
## 1763 34 171.3 69.00 10.000000 67.0 125.0 35.30
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 1794 25 171.7 70.30 24.500000 89.0 151.0 36.10
## 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
## 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
## 1809 46 169.2 69.90 23.600000 98.0 153.0 30.00
## 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
## 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
## 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
## 1827 28 172.2 71.90 23.000000 75.0 144.0 46.90
## 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
## 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
## 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
## 1848 50 159.9 59.50 25.200000 84.0 140.0 28.70
## 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
## 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
## 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
## 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
## 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
## 1884 24 158.5 51.50 28.900000 74.0 130.0 25.90
## 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
## 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
## 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
## 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
## 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
## 1932 56 164.0 68.66 22.300000 92.0 144.0 41.20
## 1935 28 163.0 48.02 20.600000 64.0 108.0 22.90
## 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
## 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
## 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
## 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
## 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
## 1966 36 174.8 72.60 17.000000 66.0 141.0 41.60
## 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
## 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
## 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
## 1990 21 157.3 48.50 25.700000 69.0 123.0 27.90
## 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
## 2002 55 168.0 63.10 18.300000 69.0 116.0 38.70
## 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
## 2008 64 164.2 63.24 17.500000 80.0 159.0 37.30
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 2066 33 181.6 73.40 14.600000 68.0 119.0 45.10
## 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
## 2077 28 175.7 77.20 12.100000 82.0 145.0 51.00
## 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
## 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
## 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
## 2097 41 162.3 65.20 28.700000 85.0 128.0 27.90
## 2099 60 173.3 74.00 26.100000 87.0 156.0 42.60
## 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
## 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
## 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
## 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
## 2122 28 171.4 79.80 18.700000 64.0 136.0 46.60
## 2124 58 154.8 51.30 40.300000 81.0 138.0 22.80
## 2126 22 169.5 61.60 28.400000 80.0 127.0 28.70
## 2128 21 165.9 71.00 33.000000 76.0 131.0 27.50
## 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
## 2133 50 180.8 93.40 25.200000 94.0 151.0 41.00
## 2135 60 164.0 54.80 14.200000 67.0 125.0 25.40
## 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
## 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
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## 2595 27 181.2 73.80 22.700000 69.0 125.0 40.10
## 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
## 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
## 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
## 2613 62 154.0 52.60 34.000000 92.0 154.0 27.50
## 2614 24 176.3 73.58 13.900000 65.0 146.0 59.50
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 2656 25 161.5 48.50 29.300000 65.0 118.0 19.90
## 2658 33 165.6 60.40 17.800000 81.0 127.0 38.60
## 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
## 2663 27 159.2 56.70 28.000000 61.0 104.0 27.80
## 2664 64 154.7 50.20 35.680000 78.0 128.0 18.70
## 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
## 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
## 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
## 2680 23 151.8 46.90 20.500000 60.0 105.0 22.20
## 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
## 2683 25 170.3 73.20 29.500000 55.0 109.0 33.00
## 2684 62 159.9 52.30 28.000000 72.0 125.0 27.60
## 2685 56 173.1 77.50 20.200000 82.0 120.0 52.30
## 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
## 2691 31 167.1 75.28 22.900000 78.0 134.0 43.40
## 2692 24 184.6 82.40 21.200000 78.0 120.0 43.50
## 2693 23 163.5 59.50 29.000000 78.0 111.0 22.10
## 2694 22 176.6 74.40 23.700000 80.0 137.0 35.10
## 2695 31 180.0 69.80 19.100000 84.0 129.0 51.50
## 2696 21 174.1 65.60 14.100000 67.0 134.0 45.10
## 2697 28 167.9 74.10 25.800000 73.0 118.0 45.90
## 2698 27 164.6 58.80 30.900000 85.0 127.0 25.10
## 2699 43 168.8 75.70 20.621510 93.0 144.0 43.30
## 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
## 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
## 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
## 2712 25 155.9 45.70 28.700000 63.0 130.0 26.70
## 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
## 2721 28 167.8 65.18 19.000000 82.0 140.0 47.60
## 2723 33 166.6 59.92 26.100000 75.0 116.0 22.30
## 2724 55 156.1 56.02 32.600000 72.0 117.0 27.90
## 2726 22 175.5 79.30 19.700000 79.0 142.0 45.80
## 2728 21 173.0 66.20 16.700000 78.0 133.0 48.20
## 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
## 2741 21 173.2 89.20 25.200000 63.0 134.0 58.00
## 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
## 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
## 2749 31 176.7 93.84 18.300000 82.0 133.0 49.20
## 2750 30 172.4 61.80 13.900000 71.0 131.0 42.50
## 2751 45 162.4 59.50 30.700000 81.0 123.0 29.10
## 2755 21 184.0 95.00 21.900000 93.0 142.0 54.70
## 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
## 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
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## 2767 22 176.8 80.20 21.600000 86.0 127.0 28.20
## 2769 64 155.6 70.00 29.700000 84.0 138.0 37.70
## 2771 21 165.1 64.76 25.000000 84.0 124.0 32.60
## 2772 28 176.2 88.50 28.400000 71.0 127.0 51.90
## 2773 46 174.0 69.90 22.600000 87.0 159.0 38.50
## 2776 33 171.7 58.70 16.500000 80.0 140.0 41.70
## 2777 22 176.0 75.30 31.300000 89.0 128.0 29.10
## 2779 21 164.7 69.00 14.400000 83.0 112.0 46.80
## 2780 28 166.9 71.00 18.700000 72.0 129.0 47.20
## 2782 55 167.9 61.80 25.500000 99.0 153.0 32.30
## 2783 64 165.4 67.60 26.300000 79.0 134.0 25.90
## 2784 62 165.0 67.40 18.800000 89.0 139.0 43.00
## 2786 25 164.8 53.50 22.400000 93.0 131.0 27.70
## 2787 26 175.7 76.90 19.700000 75.0 116.0 49.90
## 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
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## 2796 59 157.5 81.90 45.500000 64.0 122.0 25.40
## 2798 27 171.4 67.30 22.500000 93.0 137.0 34.90
## 2799 34 173.0 73.00 20.300000 81.0 133.0 49.30
## 2801 28 177.0 74.10 14.000000 99.0 147.0 52.80
## 2802 44 170.3 73.10 26.000000 89.0 130.0 45.10
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## 2804 61 171.7 88.50 30.300000 76.0 140.0 47.50
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## 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
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## 2818 60 163.6 60.10 20.500000 96.0 141.0 33.50
## 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
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## 2829 61 154.0 53.00 28.000000 66.0 148.0 30.10
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## 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
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## 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
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## 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
## 2853 44 156.2 49.80 23.700000 60.0 115.0 22.40
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## 2859 32 178.1 88.00 21.600000 74.0 138.0 58.10
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## 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
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## 2866 25 170.2 73.60 21.600000 74.0 121.0 47.60
## 2868 60 174.3 72.90 20.500000 50.0 109.0 38.40
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## 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
## 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
## 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
## 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
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## 2891 34 166.6 63.30 21.000000 78.0 113.0 36.80
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## 2898 45 170.3 76.70 17.000000 86.0 154.0 50.80
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## 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
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## 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
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## 2912 21 173.0 78.00 14.400000 79.0 130.0 58.50
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## 2919 32 164.7 63.80 23.000000 75.0 128.0 40.00
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## 2929 38 170.6 83.60 31.300000 89.0 144.0 45.60
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## 2944 25 174.4 65.30 16.300000 76.0 130.0 42.00
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## 2950 23 172.0 72.00 15.800000 81.0 119.0 34.20
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## 2958 40 175.2 80.30 21.600000 82.0 123.0 53.70
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## 2972 44 160.0 62.40 27.600000 77.0 125.0 24.90
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## 2982 23 153.2 53.40 34.000000 99.0 135.0 24.30
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## 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
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## 3029 62 154.9 58.90 35.400000 74.0 109.0 19.10
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## 3031 25 163.2 54.40 26.800000 85.0 119.0 27.70
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## 3037 29 167.0 78.90 24.100000 81.0 136.0 45.80
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## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 3125 23 165.1 63.20 19.900000 64.0 113.0 21.10
## 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
## 3133 32 170.6 68.00 16.300000 92.0 159.0 45.80
## 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
## 3146 39 172.3 75.90 29.900000 75.0 131.0 30.60
## 3148 29 169.0 94.90 27.400000 75.0 157.0 54.40
## 3150 24 160.6 53.70 26.100000 68.0 99.0 32.10
## 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
## 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
## 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
## 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
## 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
## 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
## 3182 27 171.3 85.70 31.900000 96.0 153.0 47.40
## 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
## 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
## 3191 22 157.7 46.20 20.200000 82.0 126.0 24.50
## 3193 22 155.0 45.70 26.500000 77.0 99.0 17.40
## 3195 54 171.4 65.70 21.700000 90.0 154.0 32.10
## 3198 23 166.6 69.80 17.800000 71.0 136.0 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
## 3206 48 159.8 64.30 30.400000 91.0 128.0 30.70
## 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
## 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
## 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
## 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
## 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
## 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
## 3240 34 173.0 71.10 14.900000 96.0 155.0 45.90
## 3242 28 180.8 81.10 18.800000 82.0 140.0 40.60
## 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
## 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
## 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
## 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
## 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
## 3279 23 157.0 56.80 33.600000 85.0 120.0 26.40
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 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
## 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
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## 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
## 3356 45 164.4 64.40 24.300000 96.0 142.0 38.50
## 3357 24 160.0 49.60 23.800000 62.0 101.0 25.00
## 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
## 3364 24 174.5 62.80 26.300000 84.0 130.0 27.60
## 3365 37 170.0 62.70 10.000000 89.0 120.0 59.10
## 3366 22 183.0 96.40 30.600000 86.0 137.0 41.90
## 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
## 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
## 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
## 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
## 3384 29 176.5 65.80 16.300000 90.0 151.0 35.40
## 3387 23 160.1 58.70 18.300000 70.0 116.0 27.90
## 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
## 3394 21 169.9 69.20 14.100000 71.0 130.0 39.30
## 3396 32 178.9 63.20 7.500000 79.0 132.0 23.60
## 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
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## 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
## 3412 40 151.6 60.50 39.700000 98.0 151.0 32.10
## 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
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## 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
## 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
## 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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## 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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## 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
## 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
## 3459 41 173.2 66.80 14.500000 78.0 132.0 46.10
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## 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
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## 3465 21 175.5 61.70 20.000000 80.0 120.0 35.40
## 3466 44 173.0 75.00 26.700000 99.0 152.0 34.20
## 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
## 3470 45 180.7 95.90 30.900000 95.0 155.0 43.70
## 3471 47 174.9 58.50 16.700000 63.0 100.0 37.80
## 3474 58 162.0 62.70 24.600000 70.0 130.0 34.40
## 3475 27 186.8 99.30 30.800000 74.0 139.0 49.80
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## 3478 23 183.5 79.20 19.200000 89.0 147.0 36.80
## 3480 29 173.0 67.60 12.000000 88.0 120.0 50.70
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## 3482 60 179.6 78.20 20.900000 91.0 149.0 57.00
## 3484 64 165.1 63.20 22.900000 99.0 148.0 34.30
## 3486 30 169.7 77.90 20.700000 65.0 116.0 53.80
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## 3495 29 164.3 53.30 18.400000 82.0 126.0 29.00
## 3496 32 171.9 71.10 19.500000 93.0 147.0 46.70
## 3497 21 174.4 73.40 22.400000 84.0 133.0 37.20
## 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
## 3501 36 165.2 55.40 11.400000 74.0 119.0 38.80
## 3502 27 172.1 71.84 14.600000 65.0 119.0 44.60
## 3503 27 166.1 58.20 26.100000 61.0 118.0 29.10
## 3505 37 166.0 64.50 12.000000 64.0 126.0 51.80
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## 3507 33 182.6 89.40 26.900000 72.0 126.0 47.70
## 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
## 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
## 3515 56 159.0 53.20 24.700000 57.0 101.0 21.00
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## 3518 52 166.4 57.38 15.600000 85.0 130.0 27.10
## 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
## 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
## 3526 60 173.0 76.50 24.600000 92.0 158.0 44.20
## 3527 33 175.6 93.50 32.400000 95.0 138.0 46.90
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## 3607 41 169.7 73.08 17.400000 83.0 142.0 37.80
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## 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
## 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
## 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
## 4007 63 159.9 61.30 35.300000 64.0 129.0 20.10
## 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
## 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
## 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
## 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
## 4034 30 177.0 74.80 21.000000 76.0 129.0 45.10
## 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
## 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
## 4044 58 163.0 57.50 9.963000 94.0 138.0 39.50
## 4046 59 157.0 50.70 36.400000 85.0 154.0 25.90
## 4050 29 178.9 83.10 13.800000 81.0 148.0 52.90
## 4052 37 171.5 89.20 30.200000 83.0 145.0 47.60
## 4054 32 164.8 69.60 33.200000 91.0 142.0 29.40
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## 4058 52 152.8 46.20 20.000000 61.0 109.0 24.50
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## 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
## 4064 21 179.6 89.40 13.500000 85.0 158.0 57.90
## 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
## 4071 30 172.5 67.40 12.700000 85.0 130.0 45.80
## 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
## 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
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## 4083 52 161.8 69.30 49.300000 66.0 123.0 23.90
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## 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
## 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
## 4100 61 150.7 50.20 27.500000 71.0 129.0 22.90
## 4102 25 172.9 69.70 19.400000 90.0 115.0 45.70
## 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
## 4110 21 163.3 54.10 24.300000 71.0 123.0 28.00
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## 4119 62 172.0 65.20 19.700000 99.0 181.0 32.00
## 4120 56 168.6 73.80 25.700000 75.0 130.0 43.70
## 4121 60 171.0 77.30 19.700000 93.0 156.0 46.20
## 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
## 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
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## 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
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## 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
## 4150 30 166.3 55.20 24.200000 70.0 116.0 27.20
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## 4161 47 155.6 66.80 36.100000 97.0 142.0 26.60
## 4162 35 182.2 82.00 25.900000 75.0 124.0 50.80
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## 4173 30 160.8 63.30 35.500000 78.0 126.0 33.70
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## 4178 51 165.9 59.90 16.700000 60.0 111.0 35.00
## 4180 62 150.0 50.70 39.300000 89.0 150.0 20.40
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## 4185 28 178.3 73.50 12.700000 91.0 147.0 37.40
## 4186 44 165.8 62.00 24.600000 60.0 105.0 28.30
## 4188 21 163.8 61.18 22.100000 79.0 125.0 39.40
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## 4215 21 174.4 55.40 11.800000 97.0 132.0 33.50
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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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## 9159 21 180.4 94.90 30.900000 80.0 140.0 40.90
## 9161 21 168.9 70.70 17.300000 77.0 123.0 38.90
## 9162 26 176.0 72.70 8.900000 86.0 136.0 46.80
## 9164 40 158.2 55.90 24.900000 60.0 106.0 31.30
## 9170 62 150.2 50.90 27.900000 78.0 123.0 20.50
## 9171 21 167.6 68.90 32.200000 71.0 129.0 32.30
## 9172 21 172.7 109.70 35.000000 96.0 145.0 43.50
## 9173 54 171.3 59.80 12.600000 69.0 122.0 38.10
## 9174 38 162.9 60.40 30.700000 67.0 113.0 25.30
## 9176 21 169.4 57.70 21.400000 64.0 118.0 34.40
## 9181 48 162.8 72.40 27.300000 96.0 140.0 37.60
## 9182 49 177.6 84.10 14.100000 88.0 144.0 45.70
## 9183 30 178.0 71.60 24.800000 90.0 132.0 36.10
## 9186 61 156.2 46.20 25.900000 60.0 112.0 26.60
## 9188 64 169.9 83.02 28.600000 81.0 149.0 34.10
## 9189 39 173.2 75.90 22.000000 94.0 147.0 43.30
## 9193 44 172.5 68.80 16.000000 80.0 115.0 26.80
## 9195 32 167.3 66.60 18.000000 78.0 131.0 47.10
## 9197 33 181.7 81.90 18.200000 82.0 157.0 54.90
## 9198 27 167.6 65.30 25.700000 76.0 123.0 40.70
## 9199 25 174.9 72.10 16.200000 62.0 126.0 49.40
## 9200 26 173.0 84.40 22.400000 90.0 149.0 47.40
## 9202 25 176.8 77.90 16.000000 70.0 123.0 41.30
## 9206 30 173.2 69.10 15.200000 69.0 137.0 48.50
## 9207 22 175.3 73.10 13.400000 73.0 134.0 48.50
## 9208 58 175.9 77.64 19.200000 89.0 127.0 37.50
## 9210 38 172.2 72.90 11.900000 68.0 132.0 54.20
## 9211 25 165.6 63.20 27.000000 56.0 117.0 30.30
## 9213 24 179.0 66.00 7.100000 84.0 152.0 48.50
## 9214 29 179.2 76.90 16.600000 88.0 154.0 51.10
## 9215 40 173.8 80.60 21.700000 92.0 138.0 44.60
## 9216 52 167.9 73.80 20.600000 80.0 129.0 40.70
## 9217 27 168.9 59.20 22.700000 73.0 133.0 27.10
## 9218 33 173.3 76.20 18.400000 76.0 126.0 39.80
## 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
## 9222 25 172.3 61.10 37.900000 82.0 135.0 25.10
## 9223 24 168.0 74.80 15.000000 66.0 116.0 46.40
## 9225 27 172.9 87.90 25.100000 88.0 133.0 58.30
## 9227 26 171.9 69.10 34.100000 91.0 149.0 35.00
## 9228 31 176.8 88.20 26.100000 89.0 123.0 54.50
## 9231 26 163.0 51.20 17.700000 71.0 122.0 28.10
## 9233 41 168.8 64.08 23.100000 73.0 114.0 39.90
## 9234 22 174.1 84.20 22.200000 59.0 105.0 45.50
## 9235 56 152.9 49.20 30.400000 78.0 122.0 18.00
## 9236 24 163.2 65.90 27.700000 61.0 109.0 32.90
## 9237 62 174.4 77.40 19.300000 98.0 158.0 50.50
## 9238 57 154.4 55.50 34.200000 83.0 127.0 27.90
## 9240 37 160.7 49.40 24.600000 80.0 119.0 25.00
## 9242 25 161.5 52.60 32.700000 65.0 107.0 22.50
## 9244 61 168.5 62.10 14.800000 74.0 129.0 33.40
## 9246 41 167.7 60.80 20.300000 66.0 123.0 30.30
## 9248 35 169.8 53.30 16.100000 77.0 126.0 32.90
## 9249 34 155.4 54.00 28.700000 80.0 132.0 28.70
## 9250 43 181.2 77.20 19.500000 82.0 133.0 42.00
## 9251 56 162.7 49.00 24.300000 72.0 125.0 23.90
## 9253 50 177.4 82.80 22.600000 85.0 143.0 43.00
## 9254 59 161.4 52.30 24.800000 100.0 153.0 20.50
## 9255 24 171.9 96.20 34.500000 96.0 152.0 43.80
## 9256 25 165.7 56.20 17.340000 68.0 122.0 34.00
## 9258 59 175.4 60.30 10.100000 75.0 107.0 39.20
## 9261 37 171.5 61.90 16.300000 70.0 120.0 34.40
## 9262 53 174.9 86.30 23.600000 84.0 137.0 48.60
## 9263 43 174.0 73.10 17.900000 74.0 139.0 38.10
## 9264 23 175.1 67.10 13.300000 85.0 140.0 44.60
## 9266 45 164.2 67.40 25.000000 81.0 136.0 43.80
## 9271 22 160.9 48.20 24.000000 79.0 107.0 23.20
## 9272 26 160.0 59.00 33.900000 86.0 133.0 31.50
## 9273 25 166.7 68.10 29.300000 72.0 106.0 27.40
## 9275 37 166.1 65.60 22.200000 90.0 143.0 42.30
## 9277 23 174.1 68.30 9.300000 73.0 136.0 44.90
## 9279 27 175.0 77.00 20.300000 68.0 116.0 37.30
## 9280 40 152.6 47.00 25.200000 87.0 104.0 19.00
## 9281 30 177.5 69.38 24.100000 86.0 123.0 43.00
## 9283 22 163.0 63.00 29.000000 69.0 124.0 33.30
## 9284 62 167.6 67.80 23.700000 96.0 158.0 41.40
## 9286 43 170.7 93.00 31.400000 108.0 169.0 35.70
## 9287 24 180.0 69.80 20.300000 77.0 120.0 40.00
## 9289 29 176.9 71.00 16.700000 77.0 124.0 41.10
## 9290 36 179.5 74.16 21.300000 92.0 142.0 48.80
## 9292 21 175.5 78.10 22.500000 92.0 143.0 51.20
## 9294 54 150.1 56.50 34.300000 74.0 116.0 20.50
## 9295 55 157.2 54.80 34.800000 71.0 123.0 23.90
## 9296 26 172.2 80.20 23.800000 73.0 120.0 49.80
## 9297 51 156.6 55.56 28.900000 100.0 160.0 30.00
## 9299 26 175.3 67.30 20.600000 89.0 118.0 45.60
## 9300 64 160.6 50.10 20.500000 64.0 99.0 35.70
## 9301 22 160.2 58.80 31.100000 72.0 118.0 27.90
## 9303 29 170.9 74.50 24.700000 78.0 134.0 42.00
## 9304 25 181.8 81.10 21.700000 82.0 120.0 50.70
## 9305 24 170.1 76.96 20.600000 75.0 119.0 54.40
## 9307 43 173.0 71.50 22.300000 94.0 154.0 34.00
## 9309 22 164.6 66.40 32.700000 62.0 103.0 25.80
## 9310 25 168.8 71.20 19.400000 89.0 133.0 33.90
## 9311 29 172.7 76.60 24.200000 85.0 136.0 44.00
## 9312 21 182.7 81.20 21.200000 77.0 139.0 41.40
## 9313 29 165.0 50.80 31.000000 77.0 104.0 15.50
## 9314 29 173.4 76.00 21.800000 85.0 137.0 50.30
## 9315 30 173.3 67.50 20.600000 78.0 124.0 38.70
## 9316 27 176.1 78.42 12.500000 70.0 143.0 45.70
## 9317 39 162.1 48.90 15.300000 81.0 125.0 29.40
## 9318 37 175.3 90.70 24.100000 81.0 139.0 59.40
## 9319 22 177.3 70.20 13.300000 70.0 155.0 50.60
## 9321 21 168.8 72.82 24.000000 81.0 142.0 36.80
## 9323 62 173.6 81.10 23.900000 82.0 143.0 47.30
## 9324 27 157.8 76.70 47.900000 83.0 132.0 24.90
## 9327 62 155.0 49.20 20.200000 80.0 120.0 24.80
## 9328 26 176.2 84.80 17.500000 80.0 134.0 44.60
## 9329 24 170.2 68.00 30.700000 68.0 111.0 26.40
## 9330 28 167.4 51.80 13.700000 69.0 121.0 37.10
## 9332 31 175.1 81.22 21.700000 85.0 149.0 45.50
## 9333 35 175.9 83.80 22.000000 97.0 128.0 44.80
## 9334 29 179.5 89.00 24.200000 84.0 141.0 46.70
## 9335 21 169.1 65.10 35.300000 61.0 104.0 28.30
## 9336 24 175.6 79.60 26.300000 86.0 131.0 40.00
## 9339 50 162.0 51.50 21.600000 88.0 128.0 25.80
## 9340 32 167.8 80.00 27.300000 94.0 143.0 50.40
## 9341 60 171.5 69.10 28.500000 98.0 135.0 41.00
## 9342 50 160.0 54.00 21.700000 87.0 131.0 20.70
## 9343 53 165.9 69.50 34.400000 85.0 139.0 24.20
## 9344 26 173.3 66.60 12.600000 84.0 122.0 47.60
## 9345 32 164.5 59.60 19.500000 95.0 142.0 31.10
## 9346 50 162.4 61.90 24.400000 76.0 122.0 37.10
## 9348 30 151.5 44.70 27.900000 66.0 107.0 25.60
## 9350 24 165.7 54.30 29.600000 82.0 112.0 26.60
## 9351 23 166.6 57.30 24.500000 78.0 137.0 25.50
## 9352 52 172.2 71.10 26.100000 98.0 151.0 32.10
## 9353 63 171.0 70.20 20.700000 66.0 125.0 40.50
## 9354 37 178.3 82.00 17.200000 55.0 121.0 49.40
## 9355 22 163.2 59.10 26.500000 62.0 103.0 23.80
## 9356 50 171.1 63.68 18.700000 88.0 143.0 32.80
## 9357 32 163.3 64.20 32.900000 80.0 131.0 29.50
## 9359 46 183.5 84.20 24.900000 93.0 148.0 35.90
## 9360 25 172.6 64.20 15.100000 66.0 142.0 44.00
## 9361 55 154.7 43.20 19.600000 78.0 139.0 23.30
## 9362 21 165.3 58.10 30.300000 80.0 120.0 23.10
## 9363 62 172.9 63.40 24.700000 77.0 128.0 41.90
## 9367 21 172.7 61.20 15.800000 80.0 136.0 41.50
## 9368 28 180.9 86.80 20.700000 64.0 132.0 57.80
## 9370 29 162.2 47.50 19.700000 92.0 125.0 21.50
## 9371 22 173.7 61.10 16.200000 65.0 119.0 43.30
## 9372 52 168.5 63.40 17.100000 93.0 139.0 38.70
## 9373 27 156.3 49.00 27.400000 69.0 112.0 25.30
## 9374 45 177.7 70.10 17.000000 75.0 130.0 37.10
## 9375 59 160.0 55.60 13.200000 112.0 145.0 32.50
## 9378 25 171.0 69.20 18.100000 77.0 132.0 45.70
## 9379 31 173.0 72.70 27.000000 73.0 117.0 42.00
## 9380 44 167.9 64.30 38.100000 80.0 127.0 32.30
## 9381 28 174.4 56.80 20.300000 86.0 125.0 38.40
## 9382 31 168.0 58.90 24.100000 80.0 132.0 31.50
## 9383 24 163.5 51.70 22.300000 90.0 124.0 29.00
## 9385 25 172.6 89.80 37.200000 85.0 148.0 35.00
## 9387 30 178.4 73.60 16.400000 88.0 128.0 55.50
## 9388 43 177.0 63.60 12.400000 67.0 130.0 42.80
## 9390 21 175.2 74.20 22.900000 89.0 136.0 40.70
## 9393 25 166.7 65.90 16.000000 71.0 127.0 36.60
## 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
## 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
## 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
## 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
## 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
## 9420 27 177.6 76.70 15.600000 79.0 117.0 51.00
## 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
## 9441 21 155.9 42.00 21.900000 60.0 84.0 19.90
## 9444 31 170.0 72.00 30.100000 83.0 121.0 39.20
## 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
## 9449 30 185.2 84.50 20.800000 62.0 126.0 53.80
## 9451 50 156.7 47.90 28.800000 74.0 109.0 22.80
## 9453 45 164.7 72.48 43.000000 77.0 136.0 40.30
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## 9458 29 171.7 71.00 16.800000 87.0 153.0 46.40
## 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
## 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
## 9474 27 166.0 62.30 30.400000 57.0 113.0 30.60
## 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
## 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
## 9488 34 178.6 79.50 21.100000 93.0 139.0 43.50
## 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
## 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
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## 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
## 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
## 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
## 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
## 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
## 9533 43 166.8 75.60 28.400000 79.0 132.0 42.40
## 9537 27 176.8 68.80 9.000000 76.0 114.0 41.80
## 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
## 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
## 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
## 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
## 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
## 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
## 9588 27 167.8 63.60 31.500000 86.0 129.0 28.30
## 9590 35 150.6 50.90 35.600000 66.0 113.0 19.90
## 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
## 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
## 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
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## 9605 26 184.1 70.60 17.800000 68.0 128.0 40.40
## 9609 47 179.3 77.80 25.900000 85.0 135.0 52.80
## 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
## 9617 48 164.4 74.10 27.700000 98.0 159.0 38.80
## 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
## 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
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## 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
## 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
## 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
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## 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
## 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
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## 9658 45 158.1 65.80 26.100000 68.0 118.0 31.10
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## 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
## 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
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## 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
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## 9679 22 163.0 52.70 31.400000 99.0 144.0 25.40
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## 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
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## 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
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## 9705 52 171.0 80.50 21.400000 80.0 120.0 41.00
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## 9710 22 174.3 59.80 14.000000 99.0 128.0 37.10
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## 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
## 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
## 9727 60 177.1 88.58 28.500000 90.0 159.0 37.50
## 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
## 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
## 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
## 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
## 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
## 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
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## 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
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## 9765 56 155.8 83.00 44.000000 95.0 154.0 31.50
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## 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
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## 9780 24 182.5 66.70 20.200000 98.0 138.0 40.30
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## 9785 23 157.1 50.76 26.400000 87.0 127.0 27.00
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## 9808 51 156.0 58.90 32.300000 74.0 134.0 26.70
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## 9811 21 174.4 73.10 20.200000 68.0 113.0 38.90
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## 9941 55 170.6 75.40 27.500000 81.0 132.0 27.00
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## 10107 30 181.0 91.60 21.300000 76.0 130.0 58.90
## 10108 23 167.0 62.68 15.000000 62.0 115.0 37.70
## 10109 40 167.8 69.80 23.200000 64.0 136.0 45.40
## 10110 30 182.2 85.40 15.500000 83.0 139.0 55.80
## 10111 59 170.3 78.00 26.500000 92.0 154.0 38.70
## 10112 59 160.3 56.10 18.400000 93.0 137.0 37.80
## 10113 25 154.5 43.50 25.500000 80.0 130.0 22.20
## 10115 26 173.6 70.50 16.400000 68.0 106.0 48.30
## 10116 36 171.0 67.80 25.300000 76.0 124.0 29.40
## 10117 52 173.6 84.10 30.200000 86.0 129.0 32.90
## 10118 31 175.0 76.40 22.600000 97.0 151.0 49.50
## 10119 60 167.5 70.30 25.600000 79.0 125.0 35.90
## 10120 24 171.0 57.60 15.700000 70.0 134.0 48.90
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## 10123 45 172.5 77.80 27.600000 76.0 126.0 47.50
## 10124 30 175.0 81.20 25.200000 89.0 144.0 53.00
## 10125 35 160.9 46.40 22.500000 68.0 103.0 23.10
## 10129 64 161.4 62.50 34.800000 74.0 143.0 22.60
## 10130 40 170.8 69.80 16.700000 97.0 141.0 42.00
## 10132 21 170.3 81.20 29.400000 59.0 101.0 33.80
## 10135 59 155.1 54.40 16.700000 74.0 122.0 23.20
## 10136 58 157.9 57.40 32.711510 84.0 117.0 23.60
## 10137 63 156.1 50.50 27.400000 91.0 152.0 23.00
## 10138 53 153.7 47.86 29.900000 61.0 104.0 16.30
## 10139 38 169.9 68.80 34.100000 80.0 133.0 28.70
## 10140 23 165.8 59.84 28.400000 62.0 119.0 28.90
## 10142 38 167.6 76.70 24.700000 63.0 132.0 43.60
## 10143 31 158.9 56.70 22.000000 83.0 119.0 24.70
## 10144 22 165.7 68.40 27.100000 76.0 113.0 38.00
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## 10166 44 179.4 92.70 29.800000 81.0 139.0 44.50
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## 10169 39 177.5 77.00 22.100000 82.0 134.0 51.20
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## 10172 35 165.4 86.30 38.600000 99.0 149.0 32.30
## 10173 27 171.3 65.60 15.900000 75.0 126.0 43.40
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## 10181 64 160.9 58.60 27.100000 96.0 158.0 26.20
## 10182 44 176.6 78.50 25.000000 96.0 131.0 50.00
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## 10186 22 165.5 75.70 30.500000 88.0 143.0 34.20
## 10187 23 160.8 60.20 21.000000 70.0 122.0 24.90
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## 10189 51 169.3 73.20 23.100000 85.0 143.0 37.30
## 10191 33 176.9 71.20 11.100000 89.0 119.0 41.90
## 10192 48 176.3 75.50 24.400000 86.0 147.0 40.60
## 10193 32 166.8 75.90 21.700000 85.0 122.0 45.60
## 10194 23 162.7 53.80 20.100000 70.0 130.0 35.10
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## 10198 49 156.5 49.70 20.600000 76.0 109.0 28.90
## 10199 21 155.6 45.80 19.100000 49.0 108.0 23.60
## 10202 24 176.3 85.30 27.100000 80.0 155.0 38.70
## 10203 29 169.5 76.20 20.100000 95.0 159.0 46.30
## 10204 34 160.0 90.70 50.200000 70.0 122.0 26.10
## 10205 30 182.9 80.60 17.300000 87.0 144.0 50.70
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## 10207 38 175.6 77.40 24.700000 72.0 124.0 53.40
## 10208 24 179.6 65.00 10.200000 64.0 121.0 42.90
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## 10213 22 163.2 62.10 21.700000 80.0 128.0 30.10
## 10214 34 180.8 75.26 9.200000 95.0 154.0 49.70
## 10216 48 173.4 68.70 17.200000 99.0 149.0 39.00
## 10219 22 180.1 77.00 9.700000 79.0 138.0 47.60
## 10220 21 160.6 55.20 28.500000 65.0 115.0 24.90
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## 10227 23 171.2 67.40 15.200000 81.0 134.0 47.80
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## 10229 32 166.2 58.50 25.700000 71.0 117.0 37.40
## 10231 32 185.1 77.30 22.700000 98.0 154.0 44.80
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## 10251 40 175.0 76.60 25.300000 82.0 136.0 43.70
## 10254 58 162.8 70.70 33.300000 96.0 159.0 31.80
## 10255 51 163.3 56.40 23.500000 71.0 128.0 20.30
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## 10260 56 160.6 55.96 38.100000 80.0 130.0 25.90
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## 10269 44 172.0 75.40 19.200000 86.0 141.0 47.40
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## 10278 23 182.3 82.40 18.300000 74.0 132.0 48.50
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## 10298 42 172.3 60.50 19.100000 98.0 141.0 43.00
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## 10313 30 170.1 75.00 21.200000 67.0 114.0 50.30
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## 10315 37 177.4 81.90 21.100000 90.0 154.0 56.10
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## 10317 28 173.9 76.50 26.800000 78.0 123.0 48.70
## 10318 58 156.2 47.10 23.000000 97.0 153.0 24.70
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## 10553 50 152.5 39.30 22.200000 69.0 121.0 21.60
## 10554 35 168.6 59.00 16.300000 79.0 132.0 32.80
## 10555 59 169.3 70.80 26.100000 83.0 122.0 37.70
## 10556 37 178.3 72.40 17.500000 81.0 131.0 43.10
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## 10560 47 171.0 72.64 20.600000 89.0 151.0 45.80
## 10561 41 175.9 89.90 22.700000 81.0 127.0 51.50
## 10564 28 169.4 77.30 18.200000 73.0 137.0 36.50
## 10565 57 148.0 52.10 35.000000 80.0 127.0 19.90
## 10566 62 171.2 62.50 22.800000 78.0 123.0 41.00
## 10567 24 164.1 59.30 24.400000 72.0 118.0 32.50
## 10569 28 158.0 45.10 26.300000 55.0 114.0 23.60
## 10570 56 172.8 67.50 20.800000 78.0 144.0 35.00
## 10571 62 168.7 62.60 21.200000 74.0 121.0 34.10
## 10572 37 168.0 72.70 21.400000 91.0 132.0 43.30
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## 10574 25 168.0 61.40 15.400000 72.0 125.0 41.70
## 10575 21 178.2 69.20 10.300000 68.0 115.0 39.20
## 10576 43 179.7 65.30 11.400000 81.0 137.0 34.40
## 10577 56 156.6 52.40 23.800000 80.0 122.0 22.40
## 10578 60 165.9 61.90 10.300000 77.0 150.0 42.30
## 10579 43 165.0 51.90 24.000000 93.0 141.0 32.10
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## 10581 61 154.7 54.10 30.600000 67.0 115.0 19.30
## 10582 35 172.0 87.10 26.000000 80.0 120.0 31.00
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## 10587 49 173.0 84.70 23.600000 110.0 155.0 34.30
## 10591 23 170.3 79.80 21.500000 75.0 135.0 57.00
## 10593 56 150.2 60.10 38.700000 86.0 128.0 24.00
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## 10595 28 171.7 80.20 18.700000 77.0 122.0 50.70
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## 10598 37 165.0 58.40 17.400000 68.0 119.0 34.00
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## 10604 27 166.0 60.40 29.100000 65.0 117.0 35.70
## 10607 21 173.9 74.08 23.500000 80.0 130.0 32.70
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## 10611 29 176.9 74.30 18.200000 79.0 122.0 47.10
## 10612 27 160.8 53.10 26.700000 68.0 115.0 25.90
## 10613 37 166.1 70.80 16.700000 99.0 158.0 50.60
## 10614 31 160.4 63.10 16.700000 88.0 130.0 44.90
## 10615 21 169.5 58.20 15.400000 88.0 135.0 42.00
## 10616 60 159.2 69.20 20.500000 96.0 143.0 47.80
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## 10618 62 154.0 55.10 34.100000 84.0 143.0 16.70
## 10619 30 174.1 70.70 18.000000 72.0 130.0 37.40
## 10622 63 168.6 56.60 21.300000 77.0 158.0 39.30
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## 10628 24 165.4 53.10 18.400000 69.0 124.0 25.60
## 10629 25 168.5 74.10 23.000000 79.0 120.0 45.40
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## 10638 28 187.0 98.54 24.200000 81.0 135.0 49.40
## 10639 26 174.9 86.90 29.100000 92.0 142.0 34.60
## 10640 22 166.9 67.80 22.800000 77.0 121.0 35.30
## 10642 31 171.0 61.68 21.000000 74.0 125.0 27.70
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## 10648 63 155.6 52.70 24.200000 75.0 132.0 23.10
## 10649 31 171.0 72.20 22.400000 78.0 141.0 39.50
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## 10651 39 170.4 92.30 27.400000 99.0 144.0 43.50
## 10652 23 172.9 76.70 16.500000 88.0 144.0 51.30
## 10653 59 160.7 56.80 18.200000 90.0 142.0 29.10
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## 10677 41 165.5 86.00 24.300000 94.0 159.0 49.10
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## 10686 33 175.2 83.30 28.100000 99.0 155.0 45.50
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## 11012 55 163.1 62.10 20.600000 88.0 147.0 36.00
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## 11016 25 163.2 61.80 21.200000 78.0 126.0 42.30
## 11017 23 159.8 43.00 19.600000 83.0 121.0 16.10
## 11018 58 155.4 60.14 31.300000 80.0 136.0 26.30
## 11019 41 160.5 50.90 20.100000 80.0 120.0 24.30
## 11020 33 187.7 86.20 19.500000 89.0 144.0 54.50
## 11021 35 170.6 71.36 18.700000 90.0 134.0 47.00
## 11022 21 171.1 65.50 15.200000 69.0 148.0 36.80
## 11025 50 167.6 61.50 25.100000 88.0 141.0 26.30
## 11027 21 169.9 70.60 14.300000 75.0 136.0 39.30
## 11029 45 163.5 51.56 21.300000 81.0 115.0 23.30
## 11030 23 181.8 87.30 18.200000 86.0 153.0 44.40
## 11034 60 161.1 57.50 15.700000 74.0 156.0 35.20
## 11035 42 173.0 75.70 20.300000 96.0 152.0 41.90
## 11038 39 181.8 110.10 31.400000 90.0 149.0 50.90
## 11041 25 166.5 53.20 26.500000 75.0 113.0 21.60
## 11042 61 173.0 85.60 35.800000 91.0 132.0 41.40
## 11043 37 160.0 57.60 22.700000 92.0 151.0 28.20
## 11045 40 173.0 72.10 14.200000 71.0 135.0 46.10
## 11046 63 155.7 57.80 30.300000 82.0 117.0 22.70
## 11047 36 172.8 84.42 21.800000 75.0 135.0 58.20
## 11048 27 175.8 81.10 24.000000 89.0 129.0 45.90
## 11049 30 173.9 74.02 18.100000 75.0 131.0 57.40
## 11051 43 148.2 50.20 20.600000 92.0 127.0 27.20
## 11052 26 180.1 74.10 26.100000 79.0 128.0 31.90
## 11053 32 173.4 80.56 23.600000 67.0 128.0 42.90
## 11054 23 173.0 73.90 11.700000 59.0 125.0 38.00
## 11057 25 172.2 69.90 20.400000 91.0 139.0 42.00
## 11058 34 164.5 61.20 32.900000 82.0 138.0 12.50
## 11059 32 163.1 60.50 30.000000 79.0 135.0 31.30
## 11060 24 165.7 63.00 21.600000 77.0 131.0 36.30
## 11061 21 180.2 90.90 31.200000 92.0 156.0 36.70
## 11062 64 148.9 47.40 39.800000 63.0 131.0 15.70
## 11063 25 173.8 72.80 25.000000 96.0 145.0 48.20
## 11064 25 177.2 75.40 12.600000 78.0 118.0 63.10
## 11065 31 186.0 68.90 8.200000 91.0 152.0 49.50
## 11066 35 166.8 53.30 21.300000 86.0 117.0 27.80
## 11067 25 171.3 70.40 22.100000 92.0 131.0 36.20
## 11068 27 156.4 47.30 20.900000 62.0 110.0 27.90
## 11069 55 171.8 95.10 39.600000 81.0 136.0 32.30
## 11072 23 161.9 50.60 22.000000 78.0 116.0 36.50
## 11075 38 171.8 94.20 34.400000 96.0 154.0 42.50
## 11076 22 162.5 64.10 39.500000 91.0 131.0 17.40
## 11077 58 163.7 65.00 31.400000 67.0 128.0 29.30
## 11078 38 171.1 68.30 19.800000 92.0 136.0 35.10
## 11079 25 175.1 71.00 15.800000 98.0 158.0 53.10
## 11082 28 179.5 73.30 19.600000 59.0 100.0 40.80
## 11083 50 162.1 59.60 32.600000 94.0 136.0 27.90
## 11084 55 162.0 57.40 15.700000 86.0 137.0 37.40
## 11085 30 172.6 102.70 28.300000 96.0 160.0 57.50
## 11087 21 173.2 65.20 18.000000 67.0 124.0 35.20
## 11090 29 164.1 70.50 26.100000 92.0 125.0 41.30
## 11091 40 173.9 74.80 21.100000 87.0 137.0 55.10
## 11093 26 156.5 45.60 19.700000 70.0 104.0 24.50
## 11094 24 159.3 68.90 39.100000 63.0 127.0 24.50
## 11095 61 157.8 55.40 34.100000 52.0 100.0 23.20
## 11096 21 175.0 78.50 19.500000 78.0 142.0 24.60
## 11097 27 171.1 78.00 25.100000 77.0 123.0 37.70
## 11099 64 167.9 69.40 26.300000 71.0 141.0 31.60
## 11100 50 158.1 53.00 26.400000 84.0 133.0 24.50
## 11101 21 164.0 58.20 28.900000 87.0 141.0 24.40
## 11102 29 168.1 64.30 20.200000 78.0 134.0 42.70
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## 11110 21 160.6 64.88 34.400000 70.0 122.0 30.50
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## 11115 50 162.7 59.30 18.000000 84.0 130.0 41.90
## 11116 26 162.6 81.10 33.100000 77.0 116.0 41.10
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## 11119 60 156.7 57.20 29.900000 67.0 134.0 23.80
## 11120 24 171.6 69.00 20.500000 66.0 117.0 50.40
## 11121 37 167.9 70.70 24.700000 94.0 125.0 29.90
## 11122 22 170.0 58.20 9.400000 42.0 113.0 38.30
## 11123 40 182.8 97.60 27.500000 73.0 118.0 42.20
## 11124 63 163.1 61.50 24.900000 61.0 107.0 36.30
## 11125 21 178.5 81.00 27.200000 92.0 132.0 41.00
## 11126 22 172.0 66.80 17.500000 80.0 137.0 46.10
## 11128 26 170.8 56.10 18.400000 56.0 114.0 35.40
## 11129 64 144.0 55.30 37.700000 69.0 132.0 19.40
## 11130 64 163.7 65.80 32.600000 89.0 154.0 27.70
## 11132 32 151.6 54.00 31.100000 73.0 120.0 33.30
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## 11135 58 172.5 74.20 30.500000 84.0 156.0 35.30
## 11136 50 155.2 61.20 32.700000 93.0 145.0 28.20
## 11137 25 161.0 58.30 32.800000 67.0 107.0 25.30
## 11138 39 164.0 67.00 30.200000 84.0 120.0 27.80
## 11140 21 179.4 103.30 26.100000 95.0 157.0 51.60
## 11141 22 166.1 61.00 20.600000 74.0 129.0 33.00
## 11142 37 169.7 68.40 21.000000 99.0 141.0 38.30
## 11143 45 166.0 57.60 15.500000 68.0 133.0 36.70
## 11144 48 161.5 60.60 26.300000 82.0 118.0 29.90
## 11145 57 171.8 75.30 29.400000 75.0 111.0 30.80
## 11146 30 190.6 138.10 30.300000 82.0 131.0 52.30
## 11148 40 163.1 65.60 28.600000 88.0 133.0 28.70
## 11149 31 172.2 73.40 20.300000 88.0 134.0 49.00
## 11150 22 185.4 91.50 19.400000 85.0 138.0 52.90
## 11151 29 174.3 77.20 21.100000 82.0 131.0 49.10
## 11152 25 160.0 56.20 26.600000 46.0 99.0 26.00
## 11153 25 176.3 68.10 26.100000 82.0 112.0 31.80
## 11155 62 169.1 70.90 22.800000 92.0 155.0 42.10
## 11156 36 167.9 73.60 22.500000 70.0 122.0 37.80
## 11161 26 183.6 91.60 24.400000 67.0 132.0 52.70
## 11162 24 158.6 47.70 24.100000 69.0 107.0 25.50
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## 11174 34 177.7 68.10 24.300000 64.0 131.0 37.10
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## 11181 25 175.2 58.10 18.200000 81.0 125.0 54.80
## 11182 47 164.9 60.70 29.300000 97.0 159.0 20.70
## 11183 60 166.9 62.60 21.200000 97.0 133.0 12.20
## 11184 40 172.0 61.80 8.000000 77.0 132.0 44.00
## 11185 21 168.7 70.10 26.100000 84.0 130.0 41.30
## 11186 57 173.3 67.10 13.100000 84.0 146.0 44.80
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## 11189 41 180.3 79.70 20.200000 79.0 118.0 45.70
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## 11202 29 160.5 56.40 32.000000 81.0 121.0 26.00
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## 11207 25 176.0 76.00 35.800000 86.0 124.0 38.70
## 11208 24 172.5 72.50 22.100000 99.0 151.0 43.10
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## 11210 44 168.3 74.60 23.000000 97.0 136.0 50.10
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## 11212 30 168.3 68.00 23.400000 80.0 127.0 41.60
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## 11214 23 163.7 54.50 29.500000 76.0 131.0 29.10
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## 11223 49 159.0 61.00 34.800000 67.0 113.0 22.60
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## 11228 58 164.3 86.00 33.600000 94.0 151.0 40.90
## 11229 25 165.9 50.10 17.400000 53.0 108.0 26.40
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## 11232 34 158.5 58.90 25.100000 67.0 112.0 27.00
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## 11474 25 180.7 76.70 23.300000 43.0 122.0 43.10
## 11475 59 166.9 73.80 23.100000 70.0 120.0 43.90
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## 11477 63 154.4 54.50 37.200000 71.0 125.0 22.70
## 11479 23 173.4 68.80 16.200000 68.0 120.0 41.70
## 11481 25 181.3 60.70 14.500000 83.0 125.0 34.00
## 11483 28 174.3 79.90 29.100000 69.0 118.0 38.30
## 11484 40 175.0 76.30 19.600000 94.0 159.0 42.90
## 11486 38 180.1 71.10 18.500000 85.0 114.0 49.90
## 11487 33 176.2 73.60 25.800000 89.0 133.0 43.10
## 11490 60 157.8 59.70 35.900000 98.0 158.0 20.30
## 11491 23 178.0 69.90 14.400000 59.0 109.0 33.80
## 11492 63 165.4 60.60 16.800000 75.0 125.0 37.70
## 11494 52 153.2 63.24 42.300000 92.0 125.0 17.80
## 11495 30 178.3 77.80 18.200000 54.0 110.0 50.10
## 11496 21 171.5 62.60 18.200000 84.0 143.0 36.80
## 11497 62 170.0 78.90 27.400000 87.0 142.0 42.50
## 11498 46 162.7 64.10 20.200000 94.0 151.0 35.50
## 11499 61 147.4 51.30 41.300000 61.0 114.0 22.30
## 11500 29 176.9 80.90 17.400000 86.0 118.0 36.40
## 11501 27 153.6 53.90 33.300000 78.0 135.0 23.10
## 11504 45 160.3 49.10 19.500000 65.0 107.0 30.40
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## 11512 27 169.8 61.90 10.600000 69.0 138.0 47.30
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## 11525 21 175.4 66.12 16.300000 83.0 114.0 42.00
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## 11599 39 177.0 83.00 28.100000 76.0 132.0 46.20
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## 11941 60 165.6 70.30 23.400000 75.0 125.0 41.60
## 11942 36 157.8 57.50 32.300000 78.0 125.0 30.60
## 11945 30 168.9 74.00 26.900000 89.0 136.0 46.40
## 11946 26 176.2 83.60 24.900000 75.0 140.0 51.80
## 11948 22 164.6 71.00 36.400000 60.0 103.0 31.50
## 11949 40 178.5 80.10 17.500000 82.0 140.0 57.70
## 11950 31 178.3 68.90 17.800000 91.0 154.0 39.10
## 11952 31 165.6 60.80 13.900000 74.0 134.0 45.70
## 11954 41 148.6 45.70 22.400000 80.0 120.0 25.50
## 11957 23 177.6 74.60 26.600000 75.0 130.0 40.60
## 11958 42 162.0 60.38 13.800000 78.0 122.0 39.50
## 11959 39 174.5 66.00 11.500000 79.0 125.0 41.10
## 11960 44 179.3 69.20 19.800000 59.0 98.0 38.70
## 11961 21 158.4 46.40 29.300000 88.0 150.0 23.60
## 11962 22 174.1 70.00 16.800000 99.0 149.0 42.70
## 11964 38 172.1 57.50 20.400000 62.0 110.0 30.40
## 11965 23 179.3 82.30 22.100000 89.0 139.0 48.50
## 11966 25 183.9 98.40 28.000000 92.0 152.0 60.10
## 11967 38 159.7 57.80 35.100000 78.0 110.0 26.50
## 11968 37 181.1 67.80 9.500000 64.0 103.0 41.60
## 11971 21 161.2 49.80 20.700000 75.0 118.0 31.80
## 11972 23 164.4 64.30 27.700000 72.0 130.0 29.00
## 11974 34 181.4 88.90 20.700000 71.0 131.0 50.40
## 11977 46 155.0 59.80 40.600000 85.0 140.0 19.70
## 11979 61 176.4 70.18 18.300000 85.0 138.0 38.00
## 11981 27 158.8 47.70 26.700000 80.0 127.0 20.30
## 11982 55 165.7 65.80 34.000000 87.0 130.0 30.80
## 11983 64 156.4 47.60 28.400000 79.0 151.0 29.60
## 11984 28 171.7 65.98 15.200000 93.0 147.0 37.30
## 11986 23 166.1 64.90 26.200000 62.0 106.0 29.00
## 11987 29 181.2 100.80 22.000000 96.0 155.0 56.30
## 11989 31 175.2 73.90 11.700000 73.0 112.0 50.40
## 11990 36 176.8 106.60 36.800000 90.0 144.0 49.30
## 11991 46 169.7 62.60 12.100000 73.0 114.0 39.30
## 11992 37 173.9 78.20 17.800000 92.0 148.0 58.20
## 11993 54 150.5 52.30 33.000000 78.0 142.0 20.70
## 11994 58 158.8 60.30 31.000000 69.0 118.0 24.60
## 11995 21 162.2 59.80 30.400000 70.0 108.0 24.40
## 11996 28 163.6 62.40 14.000000 91.0 158.0 45.40
## 11998 28 176.5 87.20 22.700000 93.0 144.0 58.00
## 11999 21 153.5 52.70 38.400000 82.0 118.0 15.80
## 12001 25 175.0 72.00 16.100000 77.0 116.0 50.10
## 12002 62 161.0 66.50 25.400000 99.0 157.0 35.80
## 12003 21 165.9 48.50 21.700000 71.0 117.0 19.20
## 12004 37 175.4 79.30 25.900000 83.0 132.0 46.60
## 12005 28 175.8 65.08 7.200000 68.0 103.0 40.40
## 12008 42 180.0 75.40 16.800000 77.0 116.0 47.20
## 12009 52 177.4 75.50 22.900000 69.0 119.0 46.00
## 12010 26 174.5 73.50 21.200000 81.0 130.0 43.00
## 12012 61 153.4 52.00 34.900000 91.0 134.0 19.40
## 12013 29 160.7 53.80 32.500000 64.0 118.0 19.80
## 12014 53 167.8 75.30 26.600000 95.0 146.0 44.80
## 12015 31 167.4 74.30 37.700000 82.0 142.0 21.60
## 12016 60 170.8 71.10 13.500000 94.0 152.0 42.80
## 12017 24 179.5 78.50 14.700000 76.0 117.0 42.70
## 12019 35 171.0 66.60 20.100000 78.0 127.0 52.20
## 12020 64 164.5 69.10 28.400000 65.0 145.0 28.00
## 12021 37 172.2 81.10 24.200000 86.0 130.0 45.70
## 12022 47 161.8 58.92 17.700000 77.0 138.0 34.80
## 12023 26 177.4 70.60 18.100000 54.0 116.0 37.80
## 12024 57 148.1 35.90 14.300000 60.0 109.0 21.70
## 12025 61 169.2 86.30 24.400000 88.0 159.0 43.80
## 12026 25 177.2 71.40 21.700000 85.0 130.0 37.20
## 12028 28 176.4 83.10 25.200000 89.0 144.0 41.70
## 12029 44 175.1 63.40 13.100000 87.0 138.0 50.00
## 12030 23 177.1 74.20 15.500000 76.0 122.0 42.70
## 12031 42 154.2 51.60 20.500000 78.0 142.0 26.60
## 12033 64 170.3 77.70 26.500000 92.0 159.0 44.60
## 12034 26 172.8 71.30 22.900000 71.0 120.0 26.90
## 12035 32 175.2 84.30 23.500000 74.0 126.0 51.20
## 12036 64 169.0 63.70 30.400000 78.0 116.0 29.70
## 12037 54 159.2 53.50 26.200000 70.0 100.0 23.10
## 12038 63 172.9 68.20 23.200000 83.0 131.0 38.30
## 12039 59 165.9 64.20 12.800000 60.0 119.0 40.00
## 12040 26 158.4 54.70 25.800000 58.0 108.0 21.30
## 12041 22 174.0 80.20 16.300000 98.0 146.0 47.70
## 12043 49 161.5 56.20 30.000000 79.0 118.0 26.50
## 12045 31 172.3 76.00 17.600000 88.0 155.0 46.20
## 12046 30 169.5 68.70 10.400000 82.0 141.0 55.90
## 12048 45 174.8 77.10 29.100000 98.0 154.0 35.60
## 12052 56 176.9 72.30 18.000000 96.0 159.0 38.90
## 12055 32 178.7 70.00 16.300000 78.0 134.0 46.70
## 12056 25 180.0 67.20 14.300000 97.0 155.0 38.30
## 12057 39 177.7 68.60 19.100000 87.0 147.0 40.40
## 12060 36 156.6 61.00 36.200000 93.0 121.0 20.60
## 12061 54 173.9 75.20 25.900000 92.0 141.0 37.80
## 12062 58 160.7 58.00 31.500000 68.0 134.0 28.50
## 12063 22 178.4 81.90 16.700000 60.0 108.0 46.80
## 12064 42 169.9 72.30 14.200000 92.0 131.0 49.60
## 12065 22 171.1 67.70 12.400000 77.0 118.0 30.00
## 12068 24 150.7 52.46 30.000000 74.0 121.0 19.10
## 12070 24 163.5 68.10 35.300000 79.0 112.0 30.70
## 12071 51 171.3 74.10 21.100000 86.0 140.0 46.10
## 12072 29 163.2 56.00 24.700000 77.0 127.0 27.90
## 12073 62 167.9 70.30 24.200000 98.0 157.0 44.70
## 12075 60 170.3 75.18 25.800000 75.0 139.0 37.20
## 12076 24 162.6 58.00 27.000000 65.0 107.0 31.30
## 12078 28 164.9 52.20 29.100000 82.0 121.0 26.70
## 12079 27 175.0 65.30 14.500000 77.0 136.0 54.80
## 12080 59 172.0 73.10 25.400000 86.0 153.0 34.90
## 12082 29 166.2 82.30 18.600000 77.0 152.0 51.30
## 12083 46 164.0 59.14 31.100000 76.0 118.0 22.10
## 12084 28 162.0 62.60 30.700000 71.0 126.0 31.30
## 12085 23 170.5 60.40 14.200000 96.0 138.0 36.00
## 12087 38 178.3 76.10 15.200000 78.0 148.0 46.50
## 12088 52 161.7 64.50 20.800000 84.0 137.0 38.10
## 12089 25 159.5 54.80 27.400000 77.0 117.0 26.50
## 12092 26 158.9 46.80 21.300000 70.0 122.0 23.90
## 12094 24 174.0 70.70 14.100000 76.0 125.0 44.90
## 12099 21 180.6 86.50 22.900000 79.0 123.0 37.20
## 12101 64 156.0 49.10 26.600000 74.0 107.0 23.10
## 12102 29 178.6 73.60 18.300000 67.0 129.0 42.40
## 12107 37 170.7 57.50 23.400000 84.0 131.0 29.90
## 12108 60 161.9 55.00 33.200000 80.0 118.0 25.80
## 12109 24 175.3 73.30 17.200000 74.0 117.0 50.60
## 12110 28 164.5 66.80 17.600000 61.0 107.0 47.10
## 12111 59 174.0 63.30 12.400000 75.0 117.0 39.20
## 12113 39 180.3 79.90 14.200000 87.0 144.0 48.50
## 12114 47 177.3 80.30 24.300000 79.0 128.0 40.30
## 12116 26 168.4 54.30 26.100000 78.0 119.0 26.90
## 12118 27 178.7 78.82 25.700000 82.0 118.0 41.50
## 12119 26 168.4 75.70 32.000000 95.0 143.0 37.00
## 12120 29 168.1 55.90 23.200000 92.0 134.0 29.00
## 12121 29 171.8 72.00 22.800000 75.0 120.0 39.70
## 12123 51 164.6 62.10 21.900000 96.0 157.0 37.00
## 12124 43 168.9 76.20 23.700000 91.0 141.0 41.50
## 12125 21 176.2 70.90 13.800000 77.0 139.0 49.80
## 12127 21 173.1 80.10 21.100000 83.0 135.0 44.00
## 12129 27 173.6 75.90 24.300000 86.0 146.0 40.80
## 12130 51 171.0 77.52 23.600000 82.0 123.0 49.60
## 12131 38 174.5 89.70 29.500000 69.0 135.0 53.00
## 12133 26 175.7 77.70 19.600000 97.0 136.0 45.70
## 12134 23 179.3 76.40 17.200000 69.0 126.0 46.30
## 12135 55 156.8 52.60 27.600000 90.0 149.0 21.50
## 12136 37 184.8 84.40 15.300000 87.0 130.0 58.70
## 12137 29 151.8 46.30 29.700000 64.0 99.0 17.80
## 12138 31 175.5 87.08 23.500000 85.0 130.0 35.20
## 12139 44 178.2 101.20 29.200000 98.0 159.0 48.00
## 12140 64 173.9 62.50 15.300000 77.0 123.0 34.60
## 12142 26 157.7 51.40 19.600000 71.0 111.0 30.10
## 12143 37 159.7 53.30 25.100000 73.0 109.0 27.00
## 12144 35 174.7 70.60 30.900000 56.0 105.0 27.60
## 12145 51 156.4 63.00 37.800000 69.0 100.0 20.00
## 12147 26 169.2 66.80 13.800000 78.0 143.0 40.30
## 12148 28 153.6 55.50 31.200000 67.0 126.0 20.00
## 12149 52 169.0 73.90 35.700000 74.0 129.0 14.10
## 12150 40 151.9 58.30 29.900000 90.0 140.0 24.00
## 12151 40 179.4 84.10 17.100000 89.0 152.0 41.60
## 12153 64 168.5 66.50 28.300000 88.0 135.0 29.60
## 12154 50 163.0 58.30 18.900000 93.0 149.0 38.00
## 12155 27 168.3 71.50 23.200000 79.0 118.0 40.90
## 12156 39 175.8 76.20 21.200000 85.0 121.0 44.10
## 12157 62 165.6 62.60 23.300000 76.0 152.0 33.20
## 12159 46 172.2 71.10 23.000000 77.0 117.0 44.10
## 12166 59 157.7 61.10 35.700000 90.0 141.0 22.70
## 12167 59 154.5 56.80 33.400000 80.0 129.0 15.00
## 12168 36 169.5 70.40 29.200000 76.0 118.0 35.20
## 12169 26 156.3 45.90 31.600000 80.0 114.0 17.90
## 12170 63 158.6 64.90 27.730000 90.0 157.0 34.40
## 12171 63 171.1 68.30 21.300000 92.0 147.0 37.50
## 12172 22 163.9 56.20 28.200000 77.0 120.0 26.20
## 12174 49 179.4 79.10 18.200000 96.0 145.0 48.70
## 12175 31 173.2 71.70 19.900000 84.0 137.0 44.10
## 12176 36 183.6 100.24 18.900000 85.0 156.0 48.70
## 12177 32 172.2 70.42 20.500000 70.0 143.0 47.10
## 12178 25 169.9 84.06 34.600000 61.0 132.0 37.20
## 12179 39 154.3 51.70 32.300000 69.0 108.0 26.30
## 12180 45 174.0 79.10 14.500000 92.0 154.0 49.30
## 12181 39 166.2 54.50 15.900000 89.0 128.0 30.50
## 12182 41 165.5 67.80 24.400000 78.0 131.0 31.00
## 12183 22 168.6 70.50 25.200000 52.0 121.0 41.80
## 12184 22 157.8 57.90 30.700000 72.0 118.0 28.00
## 12185 31 160.6 56.60 31.000000 85.0 119.0 30.70
## 12189 45 155.5 62.10 28.200000 72.0 129.0 24.70
## 12191 27 181.2 68.54 9.200000 80.0 130.0 46.10
## 12192 26 181.1 84.40 18.000000 65.0 142.0 54.10
## 12193 62 162.3 47.50 28.800000 74.0 146.0 23.50
## 12194 58 164.6 56.60 37.100000 70.0 103.0 18.90
## 12195 61 169.8 73.70 26.900000 73.0 140.0 39.50
## 12196 42 170.8 69.70 9.800000 63.0 124.0 50.30
## 12197 21 164.8 51.70 10.800000 80.0 110.0 36.60
## 12198 30 164.6 57.90 26.100000 75.0 135.0 25.10
## 12199 32 171.0 79.60 30.500000 99.0 147.0 36.10
## 12200 23 162.0 46.00 27.400000 65.0 106.0 23.70
## 12202 38 189.0 79.20 14.900000 88.0 130.0 42.20
## 12203 57 164.3 66.10 32.300000 82.0 134.0 26.20
## 12205 26 159.3 49.80 26.800000 87.0 124.0 30.80
## 12208 62 152.4 38.10 11.600000 72.0 132.0 19.00
## 12209 34 177.0 70.40 18.800000 96.0 144.0 49.40
## 12210 32 166.5 67.80 20.000000 90.0 147.0 41.60
## 12211 36 177.3 98.00 21.900000 76.0 140.0 65.10
## 12212 59 170.2 67.30 21.000000 75.0 119.0 40.40
## 12213 58 175.9 78.50 18.600000 74.0 131.0 53.50
## 12217 23 165.5 53.50 19.100000 69.0 139.0 31.80
## 12218 23 166.5 57.50 34.100000 86.0 126.0 25.80
## 12219 37 173.8 68.40 14.300000 81.0 126.0 43.30
## 12220 27 175.8 72.30 17.500000 74.0 132.0 45.50
## 12222 46 170.6 70.60 24.100000 78.0 120.0 37.40
## 12223 38 159.6 52.20 28.900000 73.0 127.0 34.30
## 12224 61 154.9 46.20 31.300000 89.0 137.0 21.10
## 12225 32 177.1 72.90 17.400000 69.0 119.0 52.20
## 12226 63 177.2 66.12 14.400000 89.0 158.0 39.60
## 12227 49 154.7 55.00 24.100000 81.0 123.0 25.30
## 12228 28 165.3 55.70 26.600000 77.0 129.0 25.10
## 12229 41 181.1 93.30 29.600000 99.0 153.0 41.10
## 12230 48 169.9 79.60 24.100000 99.0 153.0 42.90
## 12231 36 147.6 61.40 34.900000 64.0 112.0 23.50
## 12232 29 182.7 70.50 12.900000 83.0 123.0 43.60
## 12233 43 173.0 70.30 23.000000 90.0 120.0 32.10
## 12234 22 175.2 86.00 34.000000 71.0 121.0 44.30
## 12235 47 171.6 80.20 20.700000 80.0 120.0 50.00
## 12236 23 166.6 61.10 20.200000 80.0 149.0 33.90
## 12238 29 161.0 52.60 26.600000 72.0 116.0 31.70
## 12239 64 164.8 70.50 33.100000 75.0 151.0 27.00
## 12240 54 166.5 62.60 18.300000 66.0 105.0 43.30
## 12241 24 171.9 68.40 24.500000 90.0 138.0 39.60
## 12242 30 180.6 75.70 12.300000 89.0 145.0 47.40
## 12243 23 170.6 69.40 17.300000 64.0 121.0 33.60
## 12244 21 166.2 47.20 19.800000 70.0 113.0 27.50
## 12245 26 178.3 83.10 16.800000 82.0 120.0 50.60
## 12247 26 178.7 80.00 19.900000 65.0 127.0 45.20
## 12250 28 176.7 87.90 26.500000 83.0 157.0 39.30
## 12251 26 181.9 69.90 11.400000 86.0 152.0 39.30
## 12252 29 177.4 70.60 14.500000 66.0 125.0 49.70
## 12253 33 178.6 74.50 13.500000 85.0 151.0 52.70
## 12254 64 162.1 55.50 34.500000 68.0 136.0 12.60
## 12255 56 171.0 73.10 17.300000 83.0 139.0 38.10
## 12256 39 179.1 81.10 13.500000 87.0 138.0 51.50
## 12257 62 154.4 52.70 36.000000 70.0 148.0 22.80
## 12261 22 169.3 72.30 13.300000 74.0 114.0 54.60
## 12262 60 153.0 54.60 31.300000 79.0 121.0 24.50
## 12264 31 184.3 78.70 18.700000 76.0 135.0 41.80
## 12265 44 154.6 55.20 43.600000 69.0 90.0 23.50
## 12266 52 164.7 67.10 29.800000 95.0 150.0 31.90
## 12267 26 174.5 62.40 13.700000 70.0 129.0 34.10
## 12268 22 157.1 57.50 30.600000 77.0 140.0 26.80
## 12272 35 170.9 64.50 24.100000 72.0 115.0 44.10
## 12274 25 170.4 63.40 15.700000 68.0 114.0 41.50
## 12275 60 167.3 55.90 8.600000 63.0 123.0 39.60
## 12278 64 172.3 81.60 24.000000 89.0 156.0 45.80
## 12279 63 151.8 50.20 32.000000 87.0 133.0 18.40
## 12280 49 153.1 55.00 31.100000 69.0 112.0 20.90
## 12281 50 168.1 78.30 32.600000 89.0 139.0 41.60
## 12282 29 168.8 73.40 21.000000 76.0 127.0 46.40
## 12284 58 161.1 73.10 28.600000 81.0 129.0 31.20
## 12285 50 166.6 74.50 24.700000 78.0 127.0 42.10
## 12286 44 181.9 78.60 27.800000 90.0 134.0 35.40
## 12287 38 167.2 67.10 21.300000 74.0 126.0 28.70
## 12289 60 170.5 73.80 21.100000 92.0 146.0 36.80
## 12290 34 175.2 75.80 14.000000 65.0 131.0 51.70
## 12291 45 158.7 51.80 17.200000 73.0 117.0 21.50
## 12293 40 177.1 68.30 14.600000 87.0 142.0 46.00
## 12294 22 179.5 61.60 10.600000 86.0 122.0 43.50
## 12295 24 160.9 59.10 25.700000 67.0 128.0 32.10
## 12296 59 176.7 79.20 22.600000 74.0 128.0 46.10
## 12298 27 180.4 86.50 24.200000 66.0 123.0 44.30
## 12299 29 178.1 78.90 11.600000 80.0 138.0 53.60
## 12300 56 165.5 58.90 16.100000 75.0 123.0 26.90
## 12302 32 174.0 77.20 20.100000 80.0 126.0 48.00
## 12303 51 155.0 57.20 33.500000 74.0 111.0 21.00
## 12304 26 166.9 75.54 34.000000 93.0 135.0 26.90
## 12305 31 173.8 61.90 10.900000 93.0 154.0 43.00
## 12308 28 174.3 67.46 16.100000 80.0 114.0 44.60
## 12310 26 164.1 66.50 20.000000 83.0 134.0 37.50
## 12311 25 181.3 78.20 18.300000 99.0 142.0 49.20
## 12312 46 176.4 69.90 18.100000 71.0 121.0 42.30
## 12313 26 178.7 73.04 14.200000 72.0 122.0 40.10
## 12315 44 170.6 62.70 14.000000 76.0 115.0 45.70
## 12316 36 173.9 89.20 25.800000 77.0 120.0 51.20
## 12318 60 168.5 81.40 25.500000 81.0 119.0 37.90
## 12319 31 180.8 76.30 11.900000 86.0 130.0 56.10
## 12320 58 153.8 55.50 27.300000 67.0 151.0 29.30
## 12322 27 172.0 68.50 13.600000 92.0 143.0 43.90
## 12324 37 161.0 52.80 19.400000 70.0 124.0 29.00
## 12327 56 169.0 53.10 17.800000 74.0 119.0 22.20
## 12329 26 175.3 82.90 18.200000 78.0 123.0 57.20
## 12331 21 164.0 56.40 25.900000 77.0 117.0 24.10
## 12332 22 159.5 55.30 30.800000 73.0 117.0 25.70
## 12333 48 157.0 58.80 32.300000 67.0 125.0 25.60
## 12334 39 161.8 62.10 23.600000 78.0 121.0 24.70
## 12337 62 160.6 69.28 28.800000 66.0 124.0 27.40
## 12341 21 175.5 73.50 21.900000 92.0 142.0 44.60
## 12343 23 161.0 52.50 28.700000 88.0 114.0 21.90
## 12345 26 167.1 67.40 18.000000 66.0 117.0 43.90
## 12347 21 160.0 52.10 26.800000 77.0 120.0 21.90
## 12348 52 149.6 46.56 25.100000 84.0 124.0 22.50
## 12349 27 178.2 68.60 14.700000 91.0 133.0 40.70
## 12350 25 176.4 68.54 14.500000 82.0 125.0 39.10
## 12351 37 167.6 67.40 36.500000 88.0 133.0 26.60
## 12352 57 157.8 63.40 38.800000 76.0 123.0 28.90
## 12354 21 178.1 67.90 10.200000 82.0 110.0 40.70
## 12355 46 156.2 60.80 36.000000 82.0 115.0 20.70
## 12356 25 160.2 49.52 30.400000 66.0 120.0 20.90
## 12357 29 165.3 69.60 16.900000 89.0 142.0 43.90
## 12359 26 155.3 57.10 34.300000 85.0 128.0 23.00
## 12360 36 171.0 80.90 27.800000 95.0 145.0 43.20
## 12361 46 170.7 79.20 23.500000 79.0 123.0 44.30
## 12362 31 185.0 68.70 13.300000 71.0 125.0 36.40
## 12364 32 174.1 74.40 17.200000 97.0 153.0 52.50
## 12366 38 178.2 90.70 21.600000 86.0 139.0 56.40
## 12369 21 164.2 58.50 17.200000 91.0 145.0 42.80
## 12370 31 172.1 84.80 25.600000 76.0 126.0 50.00
## 12372 47 168.2 72.30 30.400000 62.0 111.0 40.40
## 12373 21 173.4 66.20 17.700000 74.0 125.0 35.20
## 12374 55 161.6 60.90 33.700000 75.0 151.0 22.90
## 12375 37 177.7 66.90 16.900000 80.0 127.0 36.90
## 12378 36 170.2 60.70 22.000000 69.0 129.0 45.40
## 12379 46 166.1 66.30 38.800000 73.0 112.0 22.60
## 12380 21 174.3 71.10 14.600000 69.0 119.0 37.90
## 12381 21 174.3 95.40 28.100000 85.0 143.0 46.20
## 12383 54 152.3 48.20 25.400000 75.0 128.0 20.30
## 12385 47 157.6 52.40 30.200000 65.0 105.0 17.70
## 12387 62 168.0 66.90 20.600000 66.0 116.0 37.20
## 12389 36 178.2 76.70 15.200000 93.0 149.0 53.50
## 12392 28 177.1 83.40 16.000000 81.0 134.0 52.70
## 12394 37 173.3 68.80 22.300000 79.0 135.0 49.20
## 12395 49 155.6 51.50 23.600000 61.0 100.0 22.20
## 12396 24 178.5 70.00 13.800000 87.0 159.0 44.10
## 12398 47 174.1 82.40 30.300000 96.0 153.0 36.00
## 12399 24 173.0 62.40 13.900000 69.0 118.0 34.90
## 12400 63 171.3 65.60 23.200000 57.0 122.0 41.00
## 12401 38 172.1 66.00 13.600000 77.0 121.0 55.20
## 12402 59 171.5 72.00 21.300000 95.0 149.0 40.60
## 12404 27 180.6 75.40 18.400000 81.0 149.0 46.10
## 12406 22 183.7 74.40 10.900000 77.0 123.0 44.80
## 12408 52 171.4 67.10 20.300000 65.0 119.0 43.80
## 12409 55 156.5 57.20 32.900000 66.0 105.0 24.40
## 12411 51 172.2 72.20 14.700000 88.0 147.0 48.80
## 12412 24 186.2 82.50 22.200000 68.0 117.0 33.30
## 12413 30 159.6 49.24 22.000000 81.0 118.0 24.80
## 12415 36 170.7 75.10 17.300000 86.0 134.0 53.30
## 12416 25 173.6 72.90 12.300000 59.0 124.0 51.40
## 12417 27 177.4 72.50 12.100000 61.0 135.0 55.30
## 12418 36 170.0 71.00 19.900000 73.0 129.0 45.80
## 12419 50 169.5 87.80 29.700000 95.0 156.0 53.60
## 12420 21 173.2 65.78 18.700000 80.0 140.0 37.30
## 12421 35 177.9 73.60 21.400000 73.0 141.0 45.40
## 12422 34 174.9 83.30 29.400000 97.0 138.0 47.90
## 12423 25 182.5 72.20 10.000000 68.0 128.0 59.20
## 12424 27 172.4 61.60 13.000000 83.0 133.0 46.00
## 12425 51 161.5 57.00 26.700000 87.0 130.0 27.30
## 12426 31 179.7 85.50 26.800000 95.0 135.0 46.30
## 12427 25 171.4 85.70 28.700000 79.0 131.0 41.10
## 12428 47 166.7 61.70 14.000000 66.0 118.0 45.40
## 12431 56 155.0 50.40 31.800000 83.0 123.0 18.60
## 12433 21 176.1 68.40 17.000000 67.0 129.0 41.70
## 12434 52 172.4 71.30 23.600000 86.0 128.0 42.30
## 12437 60 168.0 62.60 20.400000 72.0 109.0 37.40
## 12440 52 171.5 73.00 28.900000 84.0 140.0 47.40
## 12442 59 164.0 58.70 29.500000 80.0 158.0 25.20
## 12445 21 162.1 49.60 21.200000 65.0 114.0 21.30
## 12446 59 173.6 74.60 21.400000 71.0 110.0 35.60
## 12447 27 177.2 73.20 14.800000 79.0 121.0 47.00
## 12448 58 175.7 81.50 24.400000 98.0 156.0 41.80
## 12449 21 159.1 57.40 24.200000 79.0 121.0 30.50
## 12450 47 172.2 82.90 22.900000 79.0 135.0 46.30
## 12451 40 180.7 83.16 18.800000 82.0 140.0 53.60
## 12452 32 186.6 88.32 17.900000 80.0 120.0 51.90
## 12453 34 176.9 78.54 26.800000 76.0 116.0 43.70
## 12455 44 169.4 55.60 10.900000 79.0 116.0 29.70
## 12460 30 179.0 82.80 19.900000 82.0 117.0 55.20
## 12462 21 160.2 59.82 27.000000 75.0 125.0 28.90
## 12464 22 163.5 68.10 19.800000 75.0 139.0 41.40
## 12465 22 166.6 77.00 34.200000 70.0 120.0 35.20
## 12466 28 168.4 68.90 16.900000 84.0 148.0 42.70
## 12467 25 170.8 64.10 15.800000 99.0 149.0 48.40
## 12468 56 161.1 60.60 22.200000 84.0 130.0 32.80
## 12469 55 169.6 67.30 21.600000 71.0 127.0 35.00
## 12470 35 172.2 73.30 12.500000 82.0 133.0 47.40
## 12471 25 171.5 86.10 24.900000 80.0 120.0 41.10
## 12472 45 171.8 91.18 31.100000 88.0 150.0 48.20
## 12473 43 171.3 67.00 32.700000 63.0 109.0 25.90
## 12475 53 177.6 73.36 26.800000 94.0 155.0 45.10
## 12477 63 173.3 73.80 18.900000 84.0 153.0 49.40
## 12478 26 165.8 62.00 17.300000 81.0 122.0 35.70
## 12479 43 160.1 53.30 28.100000 79.0 117.0 28.10
## 12480 30 157.1 55.00 28.100000 88.0 138.0 28.00
## 12482 29 179.1 74.10 18.800000 84.0 134.0 42.10
## 12483 62 175.1 63.40 20.600000 88.0 124.0 41.20
## 12484 31 151.0 48.30 22.800000 78.0 111.0 28.10
## 12486 64 154.1 62.30 39.300000 69.0 121.0 24.90
## 12488 50 171.9 66.70 20.200000 76.0 124.0 43.60
## 12490 64 154.2 58.52 30.200000 60.0 118.0 24.60
## 12491 30 162.1 58.40 19.500000 80.0 138.0 27.60
## 12495 29 177.2 64.90 15.200000 85.0 143.0 50.60
## 12496 54 160.0 52.00 29.600000 74.0 123.0 32.10
## 12497 21 161.7 58.70 28.700000 85.0 127.0 25.10
## 12498 51 153.2 48.60 20.000000 81.0 134.0 28.60
## 12500 24 184.0 82.30 16.200000 70.0 118.0 49.40
## 12501 55 159.7 55.10 26.300000 76.0 116.0 20.90
## 12502 61 162.4 60.40 32.600000 66.0 129.0 17.90
## 12503 27 169.2 64.50 12.300000 71.0 125.0 47.00
## 12504 63 161.7 57.60 31.200000 80.0 144.0 19.90
## 12506 49 161.2 60.30 28.000000 68.0 117.0 33.50
## 12508 26 168.0 64.40 8.900000 83.0 130.0 43.50
## 12509 45 179.6 80.80 14.300000 92.0 132.0 50.40
## 12510 30 169.9 76.00 24.300000 70.0 123.0 43.10
## 12511 63 166.5 76.50 29.400000 92.0 154.0 45.70
## 12512 29 176.5 73.70 11.500000 71.0 123.0 35.00
## 12513 36 161.4 72.00 42.700000 58.0 110.0 28.10
## 12515 29 184.6 82.60 23.300000 77.0 132.0 34.00
## 12516 28 182.1 89.30 19.600000 93.0 150.0 50.40
## 12517 25 176.8 81.50 10.300000 67.0 119.0 51.10
## 12520 62 158.5 46.60 19.500000 86.0 146.0 18.10
## 12522 31 172.5 69.00 26.500000 88.0 132.0 36.40
## 12525 24 183.1 73.90 17.000000 70.0 131.0 50.90
## 12526 21 172.1 66.20 14.800000 66.0 123.0 43.10
## 12527 60 149.1 63.30 42.700000 73.0 134.0 23.80
## 12528 21 168.9 74.80 34.600000 70.0 137.0 32.70
## 12529 34 177.7 88.50 28.700000 99.0 158.0 48.20
## 12530 64 155.3 55.72 36.300000 86.0 139.0 30.10
## 12531 29 179.2 73.30 11.700000 82.0 139.0 52.50
## 12532 30 169.6 75.90 19.700000 73.0 130.0 47.80
## 12533 46 166.4 67.20 26.800000 64.0 107.0 24.40
## 12535 25 155.3 60.00 32.200000 63.0 110.0 33.20
## 12536 21 173.0 65.70 16.000000 80.0 120.0 43.30
## 12537 47 161.6 55.00 31.200000 78.0 126.0 22.60
## 12538 26 172.3 83.90 22.500000 80.0 130.0 46.50
## 12540 26 160.3 58.60 28.300000 83.0 137.0 25.20
## 12542 41 173.7 71.80 23.600000 89.0 135.0 37.00
## 12543 29 175.4 88.80 12.100000 83.0 138.0 54.40
## 12544 64 166.0 59.30 35.300000 62.0 122.0 23.20
## 12546 21 167.0 56.90 22.600000 78.0 108.0 29.40
## 12547 63 168.3 52.60 8.500000 79.0 134.0 42.40
## 12548 41 161.0 60.50 29.600000 61.0 116.0 25.70
## 12549 39 163.8 73.30 38.800000 77.0 118.0 35.10
## 12551 31 162.0 48.90 22.500000 88.0 138.0 22.70
## 12552 34 174.7 78.60 15.600000 73.0 131.0 55.00
## 12553 24 159.1 57.30 24.600000 59.0 114.0 27.40
## 12554 40 157.1 61.10 25.800000 81.0 143.0 29.10
## 12555 59 166.8 57.90 13.000000 65.0 114.0 40.10
## 12556 41 157.1 62.72 29.500000 76.0 119.0 31.80
## 12557 21 167.1 59.90 19.500000 88.0 143.0 31.70
## 12559 31 171.3 61.40 17.600000 82.0 127.0 35.60
## 12560 36 178.4 88.20 21.600000 88.0 150.0 44.10
## 12561 25 159.7 51.80 21.700000 72.0 117.0 24.30
## 12563 61 160.0 61.20 17.800000 91.0 147.0 40.50
## 12564 62 154.3 51.20 31.600000 75.0 114.0 26.00
## 12565 55 152.6 57.30 34.300000 70.0 154.0 26.50
## 12566 22 181.2 123.00 42.700000 82.0 123.0 41.60
## 12568 62 165.6 68.90 33.500000 88.0 151.0 33.30
## 12569 38 169.1 64.00 16.600000 78.0 132.0 33.60
## 12570 60 160.1 63.90 32.000000 71.0 131.0 23.00
## 12571 22 158.2 55.00 24.500000 55.0 114.0 29.80
## 12572 27 159.9 59.90 31.800000 75.0 128.0 31.60
## 12573 46 177.3 100.60 36.500000 93.0 138.0 37.80
## 12575 45 170.4 71.08 17.900000 80.0 125.0 41.30
## 12576 35 177.6 73.20 19.000000 64.0 116.0 47.40
## 12577 28 164.5 48.90 15.700000 82.0 124.0 30.80
## 12578 27 176.7 78.00 27.300000 87.0 132.0 47.20
## 12579 21 180.1 62.30 9.200000 60.0 119.0 42.00
## 12581 60 173.8 76.10 21.700000 99.0 158.0 49.00
## 12582 23 173.7 78.50 12.700000 87.0 143.0 52.90
## 12583 54 169.7 64.50 17.000000 76.0 145.0 33.50
## 12585 21 165.3 61.50 26.100000 68.0 114.0 24.60
## 12586 22 160.7 54.70 26.600000 74.0 125.0 30.60
## 12587 22 163.9 67.70 32.600000 98.0 133.0 27.20
## 12588 53 161.8 61.70 33.600000 83.0 127.0 27.10
## 12590 44 185.0 83.00 11.000000 80.0 132.0 53.30
## 12591 26 168.5 78.24 35.300000 65.0 124.0 35.70
## 12593 64 158.6 52.70 28.900000 57.0 114.0 21.10
## 12595 44 180.3 90.20 29.800000 90.0 132.0 44.00
## 12596 30 168.6 69.64 21.900000 99.0 137.0 43.70
## 12597 27 167.5 70.48 29.100000 81.0 110.0 28.70
## 12598 57 162.7 61.10 24.200000 79.0 154.0 37.90
## 12599 64 163.0 65.00 30.673520 76.0 121.0 34.90
## 12600 38 170.1 69.60 23.400000 67.0 116.0 51.70
## 12601 21 178.4 75.40 22.000000 81.0 122.0 40.60
## 12602 22 160.7 63.30 38.600000 83.0 118.0 25.60
## 12606 48 179.4 87.70 22.600000 89.0 146.0 45.80
## 12607 27 166.1 63.10 27.100000 71.0 122.0 33.70
## 12608 52 159.3 54.40 24.000000 74.0 126.0 27.10
## 12610 25 170.4 74.10 19.900000 67.0 123.0 41.00
## 12611 53 171.8 65.98 17.600000 64.0 111.0 41.40
## 12613 22 165.8 56.50 33.800000 67.0 125.0 17.20
## 12614 22 161.4 58.60 28.800000 79.0 131.0 26.40
## 12615 29 169.0 71.12 18.400000 89.0 145.0 46.50
## 12617 22 176.5 71.80 11.600000 60.0 123.0 53.20
## 12618 29 186.8 83.80 14.000000 83.0 147.0 41.90
## 12619 47 166.2 77.50 22.800000 84.0 133.0 52.40
## 12620 43 175.0 77.80 27.500000 97.0 140.0 43.40
## 12621 41 178.7 85.10 31.500000 99.0 138.0 46.00
## 12623 43 167.4 72.80 20.900000 93.0 140.0 37.40
## 12624 21 180.8 87.20 19.100000 86.0 145.0 36.40
## 12625 31 168.4 86.50 35.300000 96.0 152.0 42.80
## 12626 41 178.7 71.60 13.700000 68.0 121.0 42.30
## 12627 46 149.7 68.50 42.500000 88.0 141.0 23.90
## 12628 43 158.8 45.20 21.100000 72.0 135.0 28.80
## 12629 32 163.7 48.90 20.100000 61.0 113.0 22.10
## 12630 21 163.1 54.10 25.800000 88.0 113.0 24.00
## 12631 52 157.6 53.90 32.900000 78.0 120.0 16.90
## 12635 22 157.9 55.60 31.100000 69.0 132.0 25.40
## 12636 50 160.4 62.70 32.400000 74.0 135.0 26.30
## 12637 55 146.0 39.10 22.100000 68.0 115.0 23.10
## 12638 60 161.2 46.80 19.800000 64.0 140.0 18.80
## 12639 46 167.1 70.10 30.700000 99.0 141.0 26.40
## 12641 26 187.5 78.30 16.800000 86.0 140.0 42.50
## 12642 49 149.9 61.60 40.700000 95.0 129.0 22.70
## 12644 33 171.0 74.90 18.800000 98.0 157.0 54.90
## 12645 57 161.3 45.20 16.400000 66.0 114.0 23.40
## 12647 45 160.0 56.30 28.600000 88.0 128.0 21.70
## 12648 21 163.9 52.00 28.900000 75.0 120.0 24.00
## 12649 27 175.7 82.10 24.200000 91.0 128.0 50.40
## 12650 32 174.7 76.90 19.300000 69.0 119.0 54.00
## 12651 44 170.0 70.00 20.000000 76.0 121.0 43.10
## 12652 29 162.3 43.20 13.300000 92.0 143.0 26.30
## 12653 30 162.8 52.82 19.500000 54.0 95.0 34.60
## 12655 23 166.5 61.20 23.100000 75.0 124.0 33.40
## 12656 31 171.3 65.40 23.000000 79.0 139.0 39.90
## 12658 40 157.5 53.40 27.100000 53.0 102.0 28.40
## 12661 31 162.5 56.70 29.800000 92.0 132.0 37.20
## 12662 56 171.1 69.80 19.700000 92.0 147.0 39.60
## 12663 26 167.6 52.00 16.900000 70.0 118.0 25.40
## 12665 23 170.1 62.40 21.700000 67.0 115.0 38.00
## 12667 22 164.6 84.70 44.600000 93.0 138.0 22.60
## 12668 29 156.8 54.20 32.300000 72.0 110.0 24.50
## 12669 21 170.0 67.32 10.500000 74.0 139.0 47.40
## 12674 23 172.7 71.34 16.400000 57.0 118.0 50.90
## 12675 37 175.2 71.80 23.300000 71.0 128.0 42.30
## 12676 32 156.7 59.50 38.100000 87.0 126.0 23.40
## 12677 42 153.0 42.80 27.400000 100.0 130.0 17.80
## 12678 60 161.2 56.80 25.500000 75.0 147.0 22.50
## 12679 23 162.4 62.10 26.800000 64.0 116.0 28.60
## 12680 47 176.7 72.30 13.800000 91.0 128.0 44.30
## 12681 23 174.7 71.80 24.900000 73.0 131.0 36.50
## 12683 21 172.7 66.30 11.400000 69.0 118.0 40.70
## 12684 62 163.7 54.80 19.100000 77.0 134.0 41.60
## 12685 60 165.0 71.70 29.000000 73.0 136.0 41.20
## 12690 26 185.1 83.70 15.100000 94.0 123.0 48.60
## 12691 30 167.6 70.20 25.700000 74.0 131.0 41.40
## 12692 30 169.5 54.60 19.000000 74.0 118.0 29.10
## 12693 60 171.6 71.80 17.800000 121.0 160.0 42.90
## 12696 25 171.2 65.10 9.700000 67.0 123.0 44.50
## 12698 25 174.4 77.00 12.500000 41.0 97.0 54.00
## 12700 21 174.6 65.00 15.100000 64.0 127.0 41.70
## 12701 48 170.0 72.00 15.500000 72.0 141.0 44.20
## 12702 42 168.0 74.90 23.300000 99.0 149.0 40.10
## 12703 39 170.3 71.40 22.000000 77.0 138.0 42.50
## 12704 25 177.6 76.20 21.200000 93.0 155.0 45.90
## 12705 41 182.4 77.72 14.000000 99.0 143.0 49.70
## 12707 29 174.2 77.10 24.200000 97.0 137.0 37.60
## 12708 57 168.0 73.20 25.900000 84.0 134.0 40.20
## 12710 21 165.1 66.80 18.700000 85.0 137.0 41.80
## 12711 34 163.8 57.50 31.200000 57.0 93.0 21.80
## 12713 21 175.0 64.00 14.800000 83.0 133.0 44.60
## 12716 44 169.3 70.50 22.500000 97.0 148.0 30.90
## 12717 21 175.0 80.10 15.100000 81.0 130.0 46.40
## 12719 25 168.0 52.00 17.200000 70.0 135.0 30.10
## 12721 24 167.0 61.80 23.300000 83.0 121.0 28.40
## 12722 42 168.0 76.20 25.000000 99.0 145.0 37.40
## 12723 25 184.1 92.30 22.000000 85.0 127.0 42.80
## 12724 26 180.0 67.00 15.300000 86.0 123.0 46.40
## 12726 30 165.4 57.70 24.800000 73.0 135.0 30.00
## 12727 62 174.6 66.60 28.500000 87.0 139.0 34.80
## 12728 55 154.6 61.60 35.300000 71.0 118.0 24.40
## 12729 24 157.1 57.34 30.500000 70.0 119.0 17.00
## 12730 56 163.2 55.30 20.200000 80.0 159.0 25.30
## 12731 59 172.6 77.00 28.600000 90.0 151.0 37.00
## 12733 29 171.1 73.20 14.600000 91.0 143.0 52.60
## 12734 42 157.5 54.40 24.700000 88.0 140.0 24.60
## 12737 35 170.3 74.60 18.500000 92.0 134.0 34.10
## 12738 58 163.2 54.10 14.000000 79.0 149.0 32.40
## 12739 28 180.8 80.40 13.700000 92.0 150.0 45.20
## 12740 21 161.4 57.50 36.500000 69.0 112.0 25.00
## 12742 41 167.3 67.60 23.700000 90.0 140.0 40.40
## 12743 54 170.7 64.50 16.700000 78.0 138.0 42.50
## 12745 27 166.8 71.90 13.700000 69.0 109.0 49.00
## 12748 40 169.9 60.00 12.000000 69.0 131.0 41.20
## 12750 35 168.0 53.10 24.700000 78.0 127.0 26.80
## 12751 21 178.4 71.00 10.900000 70.0 125.0 47.60
## 12752 58 168.6 75.60 27.400000 74.0 120.0 40.00
## 12753 21 168.7 62.00 30.100000 79.0 134.0 29.40
## 12757 39 165.7 64.80 27.300000 68.0 113.0 25.10
## 12758 50 158.7 71.40 36.000000 82.0 135.0 21.20
## 12759 21 172.4 68.80 14.200000 62.0 110.0 47.20
## 12761 39 159.1 52.60 24.600000 80.0 114.0 25.20
## 12762 64 164.5 67.10 22.300000 99.0 156.0 48.10
## 12766 23 167.4 57.50 14.200000 94.0 148.0 39.70
## 12767 22 154.2 50.00 21.600000 64.0 109.0 32.70
## 12769 30 174.2 79.30 17.200000 80.0 120.0 43.00
## 12770 47 175.5 79.80 31.100000 99.0 146.0 39.50
## 12771 21 165.3 50.90 30.400000 56.0 98.0 26.90
## 12772 29 178.4 84.32 20.500000 81.0 137.0 55.60
## 12773 40 152.8 48.50 32.900000 67.0 113.0 21.00
## 12774 22 188.9 64.60 9.500000 79.0 129.0 40.30
## 12775 34 174.0 75.80 15.900000 84.0 156.0 51.30
## 12777 21 165.7 56.00 18.600000 95.0 132.0 32.90
## 12778 23 166.1 51.70 20.700000 66.0 123.0 26.30
## 12783 25 176.0 83.90 24.500000 77.0 118.0 37.90
## 12785 21 170.3 60.80 13.000000 59.0 115.0 37.10
## 12790 22 166.3 66.40 27.800000 75.0 123.0 35.80
## 12791 24 156.7 45.70 21.900000 87.0 119.0 24.20
## 12792 32 172.3 72.60 29.100000 99.0 142.0 35.60
## 12793 30 165.0 58.72 16.800000 65.0 116.0 42.00
## 12794 48 171.9 73.40 27.000000 87.0 133.0 33.10
## 12796 42 171.3 78.10 24.400000 91.0 145.0 44.80
## 12797 29 168.4 77.90 29.900000 75.0 128.0 39.50
## 12798 24 158.1 56.40 20.500000 56.0 116.0 27.70
## 12799 25 165.6 80.30 23.300000 89.0 145.0 50.90
## 12800 21 163.2 60.60 41.800000 82.0 139.0 16.60
## 12801 21 179.8 80.30 27.800000 92.0 144.0 38.40
## 12802 53 181.9 76.50 20.100000 78.0 131.0 37.50
## 12804 61 159.0 61.00 34.500000 74.0 124.0 23.40
## 12805 21 164.1 60.50 27.700000 63.0 116.0 30.30
## 12807 60 175.5 82.20 25.300000 112.0 170.0 35.40
## 12808 24 160.6 60.24 29.600000 61.0 122.0 32.30
## 12809 54 165.7 63.40 18.700000 82.0 118.0 42.10
## 12811 56 166.5 57.50 14.700000 80.0 120.0 39.00
## 12813 31 162.7 67.20 30.900000 72.0 116.0 32.80
## 12814 32 157.1 49.96 23.900000 80.0 120.0 28.00
## 12815 22 177.6 72.50 20.000000 77.0 144.0 41.10
## 12818 26 162.0 49.60 21.500000 81.0 127.0 26.10
## 12819 61 176.2 70.70 15.500000 79.0 135.0 48.50
## 12820 26 164.8 67.40 20.300000 90.0 145.0 40.10
## 12821 53 154.1 47.80 20.300000 60.0 106.0 24.10
## 12822 26 164.7 65.50 17.700000 93.0 147.0 35.30
## 12823 21 177.5 75.80 21.000000 88.0 146.0 48.50
## 12824 60 166.2 89.80 41.000000 97.0 141.0 39.70
## 12825 29 169.1 71.30 24.500000 79.0 134.0 42.60
## 12826 60 160.3 54.30 28.500000 78.0 152.0 23.30
## 12827 22 167.0 65.00 20.200000 84.0 127.0 50.20
## 12828 64 165.5 67.60 21.700000 79.0 123.0 38.20
## 12830 45 177.0 72.60 22.000000 90.0 159.0 40.70
## 12832 60 173.6 65.00 19.400000 57.0 117.0 35.70
## 12834 31 167.4 65.00 11.700000 67.0 126.0 34.60
## 12835 39 170.9 71.50 36.500000 92.0 141.0 25.70
## 12837 59 170.4 69.30 18.600000 84.0 133.0 49.00
## 12839 25 172.5 65.80 21.000000 89.0 149.0 39.80
## 12841 25 178.2 80.60 17.200000 84.0 151.0 52.70
## 12842 25 175.8 75.70 23.700000 94.0 136.0 45.70
## 12843 39 157.2 57.40 31.600000 85.0 134.0 28.10
## 12846 25 170.8 60.70 13.500000 75.0 149.0 38.60
## 12847 26 173.7 78.90 21.900000 53.0 110.0 48.40
## 12848 21 161.0 54.20 30.200000 86.0 130.0 22.60
## 12850 21 166.3 60.10 28.000000 63.0 101.0 24.70
## 12851 28 167.0 62.10 14.000000 64.0 108.0 39.40
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## 12854 26 157.8 57.10 37.900000 84.0 127.0 28.10
## 12857 32 172.8 74.60 14.500000 79.0 144.0 55.30
## 12858 21 166.3 60.90 30.100000 61.0 93.0 24.00
## 12859 29 158.7 47.20 20.400000 74.0 113.0 23.30
## 12860 21 177.2 64.20 15.300000 78.0 139.0 35.90
## 12861 56 159.4 57.80 22.600000 80.0 153.0 31.20
## 12864 46 157.7 44.90 18.400000 57.0 99.0 26.50
## 12865 22 177.1 62.10 14.400000 60.0 125.0 33.30
## 12866 43 161.5 49.90 29.800000 79.0 155.0 21.00
## 12867 27 168.0 69.80 25.500000 84.0 133.0 37.20
## 12869 56 157.3 70.20 41.000000 77.0 122.0 23.40
## 12870 29 160.7 47.50 22.200000 81.0 107.0 19.50
## 12871 22 172.3 67.30 30.300000 80.0 126.0 32.30
## 12872 25 177.9 77.50 15.600000 72.0 115.0 46.90
## 12873 39 164.7 57.80 21.800000 73.0 123.0 30.90
## 12876 42 173.2 65.00 20.400000 80.0 129.0 35.80
## 12879 24 172.8 68.70 17.800000 83.0 118.0 37.70
## 12880 25 173.7 87.90 33.400000 80.0 132.0 43.40
## 12881 21 159.3 49.30 21.300000 63.0 109.0 26.70
## 12884 40 148.2 90.60 48.300000 65.0 119.0 22.00
## 12885 46 163.2 58.08 26.100000 67.0 117.0 35.00
## 12886 55 153.8 53.10 29.900000 80.0 143.0 22.80
## 12887 25 185.1 87.20 16.900000 92.0 159.0 45.80
## 12888 53 147.3 54.00 36.700000 71.0 139.0 26.40
## 12889 28 180.8 78.00 16.500000 87.0 132.0 62.00
## 12891 23 170.9 69.20 24.100000 82.0 144.0 29.50
## 12892 23 179.1 65.50 12.200000 71.0 111.0 38.60
## 12894 26 179.5 79.30 13.800000 66.0 117.0 54.70
## 12895 25 176.7 68.90 18.600000 90.0 134.0 41.60
## 12896 22 175.7 67.10 15.000000 64.0 115.0 44.60
## 12898 22 180.2 79.60 14.200000 95.0 153.0 43.00
## 12900 22 170.4 64.20 13.300000 72.0 116.0 38.30
## 12901 63 160.9 52.10 27.200000 74.0 120.0 22.70
## 12902 21 161.6 46.20 22.300000 80.0 120.0 23.70
## 12903 37 176.1 78.20 16.700000 96.0 151.0 45.50
## 12904 40 161.5 58.20 30.700000 78.0 108.0 21.60
## 12905 57 173.7 55.60 13.200000 75.0 94.0 28.10
## 12906 35 171.9 73.20 24.600000 69.0 129.0 51.00
## 12907 34 174.0 73.70 21.200000 73.0 140.0 39.30
## 12908 41 175.0 75.20 23.000000 93.0 142.0 54.00
## 12910 29 181.0 101.50 29.800000 77.0 134.0 52.10
## 12912 23 173.2 80.10 24.300000 82.0 134.0 58.40
## 12913 28 165.2 49.40 17.200000 65.0 114.0 33.40
## 12915 22 154.5 57.10 34.300000 79.0 119.0 19.80
## 12916 40 157.8 44.50 21.000000 95.0 144.0 26.00
## 12919 21 166.5 72.30 30.500000 78.0 140.0 36.90
## 12920 28 173.7 82.10 21.800000 88.0 133.0 51.90
## 12922 39 176.1 70.40 22.700000 68.0 125.0 34.10
## 12924 36 164.8 66.40 35.000000 77.0 118.0 26.30
## 12925 25 176.6 85.00 26.900000 80.0 157.0 52.00
## 12926 23 163.1 69.00 20.500000 85.0 134.0 28.30
## 12927 24 164.0 63.70 22.200000 80.0 120.0 37.30
## 12929 29 163.0 80.60 29.600000 91.0 145.0 38.60
## 12931 44 164.8 70.10 31.600000 80.0 134.0 26.20
## 12932 48 165.9 65.20 19.600000 84.0 148.0 36.90
## 12933 25 178.4 81.60 14.500000 78.0 127.0 58.20
## 12934 51 172.8 72.00 15.600000 76.0 128.0 42.40
## 12935 23 164.6 49.30 25.200000 66.0 104.0 22.40
## 12936 23 180.6 80.30 13.900000 89.0 147.0 43.00
## 12937 33 160.8 64.90 36.600000 97.0 142.0 26.90
## 12939 25 175.2 72.10 15.000000 73.0 138.0 49.90
## 12940 60 160.2 64.20 35.200000 81.0 131.0 28.10
## 12941 49 157.5 48.00 22.300000 78.0 120.0 22.30
## 12942 51 155.6 65.00 37.000000 81.0 122.0 28.50
## 12943 61 174.4 80.80 26.100000 79.0 147.0 42.10
## 12944 24 171.0 69.00 15.500000 89.0 159.0 50.00
## 12946 21 170.7 68.10 8.300000 60.0 116.0 34.40
## 12947 25 163.6 62.68 30.200000 73.0 121.0 30.70
## 12950 26 172.2 71.90 25.900000 84.0 132.0 42.40
## 12951 23 168.1 73.90 17.400000 68.0 138.0 47.50
## 12952 30 168.0 74.80 16.300000 54.0 124.0 44.80
## 12953 39 159.7 45.70 19.400000 68.0 104.0 22.10
## 12955 45 160.3 55.60 26.800000 89.0 143.0 27.80
## 12956 21 155.3 62.50 28.600000 89.0 133.0 35.50
## 12957 34 164.8 59.90 24.400000 74.0 126.0 30.40
## 12958 21 176.4 65.40 15.900000 83.0 104.0 40.70
## 12959 25 173.1 56.90 13.900000 99.0 133.0 31.80
## 12960 25 177.1 80.60 20.700000 73.0 138.0 48.20
## 12961 25 168.0 66.10 20.500000 65.0 113.0 35.00
## 12963 36 174.6 85.10 26.400000 86.0 139.0 40.20
## 12964 22 160.7 45.80 23.400000 79.0 125.0 23.80
## 12965 41 172.2 71.90 25.500000 89.0 141.0 44.60
## 12967 33 172.7 73.90 19.000000 76.0 138.0 48.60
## 12968 37 175.5 61.00 26.400000 82.0 133.0 25.10
## 12969 55 164.3 62.50 21.400000 81.0 133.0 43.80
## 12970 51 161.5 57.90 35.200000 84.0 126.0 22.60
## 12971 24 182.4 74.10 11.100000 63.0 114.0 48.10
## 12973 27 155.2 54.30 13.500000 72.0 119.0 46.00
## 12974 58 157.7 59.80 31.000000 94.0 159.0 30.30
## 12975 22 159.4 61.30 37.200000 60.0 106.0 26.20
## 12976 38 168.0 65.70 27.000000 95.0 138.0 30.90
## 12977 54 160.4 54.10 36.300000 95.0 151.0 20.40
## 12978 27 177.2 77.70 21.400000 71.0 128.0 35.10
## 12979 25 170.4 80.00 19.200000 78.0 146.0 48.50
## 12980 48 168.6 53.96 22.800000 72.0 118.0 29.10
## 12981 59 175.7 72.10 24.300000 99.0 143.0 40.80
## 12983 21 175.4 85.40 29.800000 86.0 131.0 41.90
## 12986 22 168.5 61.22 13.300000 80.0 120.0 38.00
## 12987 60 172.6 72.80 20.200000 79.0 146.0 42.60
## 12988 38 173.5 80.50 22.200000 75.0 137.0 49.40
## 12990 22 170.9 64.20 21.700000 78.0 130.0 31.00
## 12991 47 167.6 62.80 18.600000 81.0 141.0 39.60
## 12993 44 171.0 82.60 30.600000 93.0 146.0 45.20
## 12999 61 158.8 64.10 34.600000 87.0 137.0 29.70
## 13000 23 171.7 75.00 17.500000 80.0 137.0 43.20
## 13002 40 169.2 67.90 35.600000 79.0 133.0 34.00
## 13004 23 158.6 53.00 30.700000 74.0 117.0 16.50
## 13006 49 173.5 70.20 13.700000 84.0 137.0 48.60
## 13007 53 157.1 47.50 34.400000 85.0 130.0 22.30
## 13008 57 150.2 62.10 43.300000 81.0 132.0 19.10
## 13009 49 153.9 52.60 30.800000 66.0 112.0 25.70
## 13010 46 157.3 57.12 21.800000 82.0 146.0 28.90
## 13011 30 184.3 80.50 12.900000 77.0 130.0 53.30
## 13014 24 163.1 69.76 26.000000 80.0 120.0 41.10
## 13015 21 169.2 64.60 11.300000 72.0 125.0 40.20
## 13017 22 173.7 64.90 14.900000 75.0 135.0 45.50
## 13018 27 180.3 102.40 32.800000 78.0 134.0 31.60
## 13019 34 164.2 56.90 26.700000 67.0 105.0 25.90
## 13022 26 175.3 71.20 15.300000 87.0 135.0 50.30
## 13023 22 166.3 53.80 19.700000 76.0 128.0 28.00
## 13026 23 171.6 64.00 27.700000 88.0 139.0 29.10
## 13027 60 173.8 75.30 21.800000 93.0 158.0 38.50
## 13031 40 171.0 53.30 20.500000 65.0 120.0 33.30
## 13032 37 165.7 59.50 27.700000 80.0 127.0 25.70
## 13033 61 168.7 69.50 29.300000 80.0 133.0 31.80
## 13034 31 156.0 49.40 24.300000 69.0 117.0 27.30
## 13035 59 167.2 76.30 29.700000 64.0 107.0 37.20
## 13036 22 174.3 69.70 14.400000 83.0 140.0 43.90
## 13037 33 165.5 65.00 26.100000 73.0 136.0 41.10
## 13038 26 160.3 52.10 26.700000 70.0 119.0 26.30
## 13039 33 171.5 65.82 11.000000 74.0 126.0 45.60
## 13043 33 179.7 72.30 26.400000 71.0 114.0 41.30
## 13044 25 180.5 69.32 12.800000 88.0 146.0 51.90
## 13045 56 168.6 73.90 25.600000 80.0 140.0 41.30
## 13046 24 173.0 65.30 9.500000 64.0 103.0 46.70
## 13047 40 171.2 73.70 23.600000 82.0 149.0 42.30
## 13048 26 162.8 47.10 20.300000 72.0 114.0 24.60
## 13049 28 177.9 78.10 16.600000 71.0 121.0 53.00
## 13050 52 162.0 73.20 40.500000 88.0 134.0 27.20
## 13051 21 179.7 80.00 21.800000 66.0 111.0 36.10
## 13054 26 167.9 62.10 26.700000 89.0 136.0 33.30
## 13055 36 178.5 90.50 14.700000 87.0 125.0 64.00
## 13056 21 186.8 81.70 20.500000 68.0 131.0 56.40
## 13058 26 180.7 75.50 23.800000 65.0 122.0 40.30
## 13060 36 171.3 67.80 22.500000 77.0 129.0 43.60
## 13061 41 154.0 53.30 38.300000 78.0 122.0 24.60
## 13063 32 181.0 74.60 14.200000 90.0 137.0 55.50
## 13064 22 153.5 49.70 25.900000 61.0 117.0 29.30
## 13065 54 161.0 51.86 29.900000 88.0 154.0 22.10
## 13066 28 152.9 53.00 28.200000 89.0 140.0 24.80
## 13069 36 167.6 74.50 17.900000 75.0 130.0 40.30
## 13070 22 168.6 66.10 23.300000 63.0 113.0 30.20
## 13071 33 170.1 69.10 20.300000 94.0 137.0 39.20
## 13073 43 175.5 75.90 18.000000 64.0 130.0 30.60
## 13074 49 155.0 59.40 34.000000 97.0 124.0 22.60
## 13076 51 161.7 51.00 21.200000 59.0 118.0 27.90
## 13077 29 165.8 60.00 23.000000 73.0 115.0 34.50
## 13078 55 166.7 70.30 21.700000 80.0 131.0 44.60
## 13080 31 153.3 42.10 18.700000 75.0 129.0 21.60
## 13082 32 174.9 87.40 20.700000 97.0 153.0 58.80
## 13087 44 185.2 86.40 24.500000 100.0 145.0 48.80
## 13088 64 148.6 66.46 41.700000 80.0 120.0 16.20
## 13089 53 163.5 56.70 30.100000 74.0 140.0 24.70
## 13090 21 164.7 55.60 22.900000 94.0 125.0 23.80
## 13093 25 171.4 74.10 17.900000 74.0 118.0 48.70
## 13095 26 169.1 63.50 25.700000 78.0 130.0 30.40
## 13099 62 152.0 56.80 34.200000 80.0 139.0 19.60
## 13100 26 157.4 60.80 33.000000 89.0 132.0 31.20
## 13101 28 165.4 65.00 13.100000 81.0 130.0 44.40
## 13102 25 167.6 68.50 20.900000 90.0 143.0 44.50
## 13103 32 174.3 75.90 20.000000 96.0 143.0 47.20
## 13104 21 179.6 78.60 16.300000 64.0 118.0 54.10
## 13106 45 161.8 59.60 33.000000 77.0 130.0 23.60
## 13107 46 161.7 57.10 24.900000 78.0 124.0 29.00
## 13108 27 162.7 58.90 27.700000 70.0 142.0 31.80
## 13109 23 161.3 61.20 34.500000 66.0 121.0 22.80
## 13111 27 176.0 87.80 21.600000 71.0 132.0 53.50
## 13112 22 154.3 58.50 34.400000 90.0 140.0 28.00
## 13113 57 154.9 54.00 16.100000 68.0 118.0 26.80
## 13114 32 173.3 66.00 16.500000 70.0 143.0 49.90
## 13115 26 173.0 75.60 21.400000 70.0 121.0 58.10
## 13116 24 159.6 52.70 27.600000 67.0 106.0 20.20
## 13119 42 164.2 56.20 23.700000 98.0 151.0 28.00
## 13120 38 164.3 73.50 23.400000 87.0 139.0 45.40
## 13122 23 176.0 79.00 23.900000 80.0 120.0 34.00
## 13123 21 161.0 55.10 27.300000 80.0 120.0 26.80
## 13124 33 169.1 67.90 20.000000 91.0 150.0 50.60
## 13125 61 167.5 54.90 15.400000 84.0 134.0 38.60
## 13127 31 168.5 69.24 18.000000 83.0 155.0 46.50
## 13130 43 173.3 76.10 21.400000 85.0 144.0 43.40
## 13131 24 173.9 64.10 19.500000 87.0 154.0 37.90
## 13132 21 159.1 49.70 12.900000 68.0 126.0 20.60
## 13133 22 155.1 53.00 22.300000 65.0 118.0 31.50
## 13134 24 160.8 55.10 18.200000 67.0 125.0 48.40
## 13135 23 178.0 77.70 10.900000 82.0 135.0 58.50
## 13136 21 179.0 79.40 20.100000 77.0 118.0 34.70
## 13137 61 152.4 59.10 35.300000 99.0 158.0 20.50
## 13141 51 164.2 62.80 24.400000 98.0 137.0 48.40
## 13142 28 168.5 67.30 17.600000 68.0 131.0 37.30
## 13145 22 181.1 86.70 24.800000 77.0 158.0 34.30
## 13146 64 177.2 88.20 32.300000 99.0 160.0 50.60
## 13148 26 176.0 80.00 11.100000 82.0 141.0 49.70
## 13150 39 167.5 52.10 25.000000 67.0 98.0 27.60
## 13151 39 173.2 70.90 17.700000 81.0 146.0 53.50
## 13152 51 166.5 63.50 19.000000 69.0 123.0 34.10
## 13153 46 153.9 67.74 35.200000 66.0 127.0 31.10
## 13154 22 173.8 83.20 24.900000 83.0 151.0 43.30
## 13155 28 172.1 74.10 14.600000 71.0 132.0 42.00
## 13157 46 172.0 90.60 31.100000 88.0 138.0 45.80
## 13159 36 175.5 82.90 23.200000 73.0 122.0 52.40
## 13161 52 170.0 67.90 19.500000 68.0 121.0 41.20
## 13162 62 175.9 59.34 22.200000 90.0 154.0 32.60
## 13163 46 172.4 77.10 19.100000 69.0 126.0 45.10
## 13164 58 168.9 74.90 28.700000 92.0 138.0 38.90
## 13165 27 161.1 55.70 33.000000 82.0 114.0 28.20
## 13166 41 169.4 66.30 30.100000 73.0 121.0 37.50
## 13167 27 174.2 71.70 15.200000 89.0 133.0 48.40
## 13168 23 162.1 60.20 32.300000 57.0 97.0 30.90
## 13169 27 175.7 65.00 13.700000 84.0 125.0 37.50
## 13171 30 172.3 70.70 20.800000 86.0 144.0 44.40
## 13173 30 174.0 78.00 15.800000 79.0 133.0 41.30
## 13174 28 172.0 63.76 17.800000 60.0 115.0 35.20
## 13175 22 161.4 54.20 27.500000 73.0 142.0 29.60
## 13176 22 175.8 60.30 21.300000 74.0 128.0 34.80
## 13178 25 183.4 91.10 16.000000 81.0 134.0 59.00
## 13179 32 171.9 65.40 17.900000 90.0 155.0 42.60
## 13180 23 169.6 65.10 16.300000 80.0 132.0 39.60
## 13181 35 153.2 44.60 25.800000 71.0 122.0 23.90
## 13183 60 176.0 83.90 28.700000 78.0 118.0 50.80
## 13184 39 184.3 95.00 31.900000 96.0 138.0 42.20
## 13186 33 173.4 65.50 18.700000 82.0 132.0 46.10
## 13188 64 169.1 63.70 17.800000 98.0 153.0 35.80
## 13189 22 167.7 68.50 14.700000 91.0 156.0 42.20
## 13190 36 169.0 58.40 33.300000 70.0 121.0 23.40
## 13191 30 191.8 91.00 15.500000 79.0 131.0 53.70
## 13192 21 165.0 53.40 22.600000 79.0 119.0 29.70
## 13194 24 173.7 63.50 11.700000 52.0 150.0 35.30
## 13195 26 177.2 67.98 14.400000 85.0 132.0 44.20
## 13196 51 173.0 75.70 18.200000 90.0 153.0 42.40
## 13197 32 171.5 81.20 28.500000 85.0 134.0 35.40
## 13200 49 159.6 56.80 28.800000 105.0 141.0 29.00
## 13202 37 170.1 67.60 24.300000 75.0 115.0 43.60
## 13203 23 179.3 77.80 17.500000 84.0 134.0 46.80
## 13205 51 176.8 77.80 21.100000 87.0 137.0 47.30
## 13206 47 162.8 53.60 19.500000 89.0 129.0 35.30
## 13207 28 154.8 52.30 35.400000 79.0 128.0 23.90
## 13208 23 177.7 85.70 24.800000 87.0 158.0 45.50
## 13209 22 170.8 77.30 28.400000 67.0 131.0 44.80
## 13210 27 174.8 71.00 16.700000 98.0 149.0 48.60
## 13211 62 170.5 62.60 19.800000 79.0 150.0 44.10
## 13213 42 175.8 69.30 17.300000 84.0 132.0 55.80
## 13215 38 176.5 74.40 10.200000 75.0 136.0 50.50
## 13217 21 166.1 64.10 13.000000 79.0 120.0 41.30
## 13218 24 171.1 72.50 28.800000 82.0 119.0 34.10
## 13220 21 157.9 51.90 31.500000 60.0 125.0 22.50
## 13222 42 172.4 73.22 17.900000 93.0 158.0 44.70
## 13226 47 169.3 61.60 25.300000 60.0 101.0 26.30
## 13230 21 165.3 62.50 29.200000 71.0 120.0 31.20
## 13232 23 155.5 55.00 26.200000 66.0 103.0 30.90
## 13233 46 170.9 68.80 22.900000 94.0 151.0 31.80
## 13235 28 162.2 64.42 31.600000 88.0 140.0 32.20
## 13236 38 164.3 57.00 21.100000 61.0 102.0 28.60
## 13237 52 147.3 57.70 29.600000 81.0 135.0 18.80
## 13239 24 163.1 51.50 23.600000 67.0 111.0 27.20
## 13241 45 161.9 63.50 26.200000 59.0 111.0 32.40
## 13243 33 181.0 79.00 19.000000 83.0 132.0 51.40
## 13244 57 178.1 84.50 22.600000 102.0 193.0 47.80
## 13245 60 154.4 61.90 44.200000 99.0 147.0 25.60
## 13248 24 171.6 70.40 10.700000 70.0 111.0 44.90
## 13250 44 167.8 65.00 17.600000 77.0 123.0 41.40
## 13251 22 172.8 55.10 29.500000 76.0 117.0 27.60
## 13252 23 175.1 69.90 15.700000 75.0 128.0 41.30
## 13253 46 167.0 57.00 21.800000 72.0 102.0 28.30
## 13255 44 168.9 53.20 6.600000 80.0 132.0 45.30
## 13256 47 156.2 51.20 31.100000 73.0 110.0 23.10
## 13257 23 166.5 57.00 28.200000 99.0 145.0 26.40
## 13258 59 160.0 58.70 26.000000 66.0 105.0 28.30
## 13260 41 164.5 74.60 25.700000 75.0 136.0 39.10
## 13261 33 159.6 59.90 34.600000 67.0 118.0 16.50
## 13262 43 168.9 78.60 17.500000 78.0 149.0 51.90
## 13265 53 163.5 67.72 29.900000 80.0 120.0 25.90
## 13266 27 171.5 64.00 16.200000 75.0 114.0 42.20
## 13270 27 180.2 76.60 19.800000 79.0 143.0 45.00
## 13272 33 159.6 52.30 30.000000 96.0 155.0 24.40
## 13273 24 165.0 67.80 32.000000 81.0 121.0 28.10
## 13275 59 174.0 68.20 18.000000 67.0 147.0 50.30
## 13276 55 168.4 71.30 27.800000 89.0 146.0 37.80
## 13277 23 173.7 68.30 13.600000 76.0 137.0 47.70
## 13279 22 167.9 67.70 34.700000 73.0 122.0 27.30
## 13280 26 173.5 68.70 15.164760 78.0 120.0 44.70
## 13283 29 177.6 70.10 12.200000 65.0 114.0 39.50
## 13285 27 175.4 86.70 22.200000 75.0 133.0 54.70
## 13286 29 170.8 81.80 25.100000 90.0 140.0 45.30
## 13287 44 160.2 56.90 22.500000 83.0 130.0 33.30
## 13288 51 166.3 90.30 35.800000 98.0 142.0 43.50
## 13289 21 180.6 71.60 18.000000 73.0 117.0 35.90
## 13290 44 170.4 75.40 18.200000 71.0 121.0 42.40
## 13291 21 170.3 62.80 29.600000 78.0 130.0 28.30
## 13294 26 178.3 73.16 15.300000 79.0 130.0 47.80
## 13296 30 181.9 70.00 9.800000 87.0 135.0 46.20
## 13297 49 156.6 56.00 24.600000 95.0 139.0 22.40
## 13298 22 173.8 53.60 12.900000 99.0 136.0 32.80
## 13299 61 165.9 63.60 18.300000 74.0 144.0 40.90
## 13300 22 167.6 72.70 18.600000 75.0 123.0 53.50
## 13301 26 175.4 74.70 18.200000 93.0 150.0 37.70
## 13302 64 155.7 52.60 27.600000 75.0 119.0 29.20
## 13303 46 168.9 68.50 16.400000 83.0 123.0 50.50
## 13304 27 165.8 66.00 28.000000 68.0 105.0 26.70
## 13305 38 173.0 71.30 15.600000 91.0 136.0 44.50
## 13306 24 171.7 71.60 15.200000 83.0 122.0 44.60
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## 13309 23 170.7 70.70 15.700000 75.0 127.0 50.80
## 13310 27 167.4 63.40 23.800000 90.0 150.0 39.80
## 13312 40 174.0 68.16 18.400000 55.0 129.0 29.20
## 13313 26 157.9 56.58 29.600000 69.0 113.0 20.10
## 13315 28 168.6 76.90 29.600000 85.0 131.0 33.80
## 13316 37 170.7 71.30 34.700000 76.0 121.0 31.10
## 13317 34 166.1 49.60 23.500000 64.0 121.0 25.20
## 13318 25 187.9 94.90 19.400000 68.0 107.0 33.90
## 13319 31 168.3 73.00 27.200000 87.0 152.0 36.30
## 13320 26 159.9 46.30 21.600000 77.0 118.0 19.40
## 13321 41 170.7 70.60 14.100000 80.0 139.0 41.60
## 13322 24 172.8 84.80 26.100000 86.0 147.0 48.40
## 13323 21 172.5 64.20 16.000000 73.0 128.0 34.40
## 13325 29 163.5 60.60 26.900000 72.0 125.0 27.20
## 13326 43 161.5 61.20 31.000000 80.0 109.0 19.00
## 13327 24 170.9 68.30 16.400000 90.0 147.0 34.40
## 13328 26 161.3 49.00 22.100000 69.0 116.0 18.50
## 13329 47 186.2 96.40 29.400000 77.0 132.0 50.10
## 13330 29 163.3 68.80 21.000000 92.0 146.0 45.40
## 13331 60 164.4 67.70 27.200000 86.0 153.0 30.60
## 13334 38 179.8 77.00 13.000000 83.0 123.0 59.40
## 13335 22 158.0 54.60 28.200000 80.0 125.0 27.30
## 13336 24 167.1 62.20 19.700000 89.0 138.0 36.50
## 13337 37 160.7 46.70 22.800000 73.0 123.0 21.20
## 13338 25 165.2 47.60 25.200000 85.0 139.0 24.00
## 13339 21 169.5 60.60 33.100000 60.0 128.0 26.40
## 13342 50 158.5 79.70 38.600000 95.0 154.0 24.40
## 13343 34 175.8 68.50 15.800000 76.0 120.0 47.40
## 13344 30 161.7 52.48 11.700000 88.0 125.0 33.70
## 13345 25 165.8 54.00 27.300000 66.0 114.0 20.80
## 13346 30 172.0 68.50 20.000000 85.0 148.0 47.70
## 13348 26 168.9 65.70 12.500000 82.0 146.0 44.50
## 13351 28 171.7 74.40 17.300000 74.0 131.0 49.10
## 13352 24 162.4 57.90 32.900000 73.0 122.0 30.60
## 13353 45 172.0 60.00 14.200000 78.0 145.0 45.80
## 13354 51 166.0 47.00 20.100000 70.0 130.0 22.50
## 13355 55 164.1 70.10 38.200000 68.0 125.0 24.70
## 13356 29 173.4 75.10 21.600000 78.0 138.0 38.00
## 13357 56 173.0 52.60 12.900000 92.0 141.0 32.60
## 13358 35 161.4 52.60 23.400000 72.0 101.0 31.10
## 13359 30 171.8 82.90 34.200000 79.0 131.0 45.50
## 13361 41 178.0 77.00 15.100000 84.0 128.0 55.10
## 13362 35 158.2 54.00 29.200000 78.0 111.0 27.60
## 13363 37 181.1 81.10 14.400000 68.0 124.0 52.90
## 13364 38 175.6 75.40 23.500000 80.0 112.0 44.30
## 13366 53 155.1 60.00 31.200000 78.0 125.0 28.20
## 13367 28 157.3 67.44 27.800000 61.0 125.0 32.20
## 13369 54 164.6 64.50 21.900000 78.0 120.0 37.60
## 13371 54 164.7 67.50 15.200000 83.0 139.0 43.80
## 13372 29 173.1 76.80 21.300000 72.0 129.0 48.20
## 13373 64 165.6 52.10 11.000000 71.0 119.0 32.20
## 13374 40 160.5 68.80 35.100000 66.0 109.0 20.50
## 13375 22 179.8 82.00 12.400000 79.0 142.0 50.10
## 13377 53 170.2 56.90 13.300000 70.0 120.0 35.30
## 13378 51 179.8 78.56 21.900000 94.0 156.0 47.20
## 13379 59 169.3 65.20 23.800000 75.0 126.0 31.40
## 13380 42 172.0 76.30 32.800000 100.0 147.0 33.40
## 13381 28 166.5 61.70 22.600000 87.0 144.0 38.90
## 13382 21 177.5 74.20 13.700000 64.0 133.0 46.20
## 13385 37 177.5 83.10 29.700000 77.0 113.0 41.70
## 13386 62 156.2 40.00 20.200000 61.0 115.0 18.50
## 13387 39 174.4 70.80 24.300000 78.0 132.0 41.60
## 13389 21 179.7 63.90 12.100000 74.0 128.0 33.00
## 13390 39 177.2 80.50 20.100000 78.0 132.0 63.50
## 13391 64 146.1 57.70 40.400000 68.0 121.0 19.30
## sit_and_bend_forward_cm sit_ups_counts broad_jump_cm
## 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
## 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
## 17 22.90 39.0 178.0
## 18 17.80 61.0 239.0
## 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
## 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
## 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
## 63 13.50 28.0 160.0
## 68 13.40 23.0 159.0
## 69 20.70 15.0 133.0
## 72 9.50 27.0 184.0
## 73 16.80 53.0 220.0
## 74 13.90 31.0 211.0
## 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
## 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
## 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
## 93 22.20 54.0 239.0
## 94 24.30 56.0 210.0
## 96 18.70 54.0 242.0
## 97 18.60 17.0 136.0
## 98 19.00 54.0 188.0
## 99 11.10 44.0 162.0
## 100 17.90 30.0 136.0
## 101 10.80 33.0 196.0
## 103 29.80 41.0 155.0
## 105 1.90 42.0 200.0
## 108 14.50 53.0 170.0
## 109 19.70 59.0 228.0
## 111 15.60 38.0 165.0
## 112 22.50 46.0 239.0
## 113 5.30 38.0 194.0
## 114 15.30 56.0 229.0
## 115 18.10 59.0 218.0
## 116 18.60 47.0 209.0
## 118 31.30 24.0 162.0
## 119 22.80 56.0 253.0
## 120 16.50 38.0 155.0
## 121 21.70 63.0 201.0
## 122 16.70 55.0 229.0
## 123 29.40 41.0 215.0
## 124 4.30 16.0 150.0
## 125 23.70 44.0 183.0
## 126 21.40 59.0 200.0
## 127 13.70 25.0 183.0
## 128 11.70 56.0 257.0
## 129 12.50 25.0 130.0
## 130 16.10 47.0 222.0
## 131 21.10 47.0 159.0
## 132 10.00 48.0 185.0
## 133 11.70 46.0 208.0
## 135 21.60 50.0 204.0
## 136 28.00 37.0 173.0
## 137 3.00 0.0 58.0
## 139 26.00 41.0 211.0
## 143 16.20 53.0 181.0
## 144 9.80 41.0 188.0
## 146 13.00 49.0 243.0
## 147 21.50 37.0 150.0
## 149 26.20 46.0 204.0
## 150 14.60 27.0 126.0
## 151 20.50 40.0 195.0
## 153 31.70 44.0 186.0
## 154 10.20 29.0 186.0
## 156 19.40 31.0 165.0
## 160 12.20 44.0 167.0
## 162 29.70 48.0 186.0
## 163 8.50 36.0 219.0
## 165 18.00 26.0 171.0
## 166 12.30 52.0 195.0
## 170 13.50 16.0 110.0
## 171 7.00 31.0 195.0
## 173 16.00 41.0 206.0
## 175 26.30 36.0 174.0
## 176 15.40 39.0 215.0
## 178 15.70 23.0 130.0
## 179 13.70 59.0 157.0
## 180 21.50 65.0 248.0
## 182 7.60 33.0 166.0
## 184 18.80 11.0 117.0
## 185 19.90 67.0 240.0
## 186 21.70 31.0 170.0
## 189 22.10 45.0 206.0
## 192 14.10 49.0 244.0
## 193 24.20 47.0 201.0
## 194 9.00 22.0 135.0
## 195 16.00 51.0 231.0
## 196 16.60 60.0 205.0
## 202 13.20 47.0 224.0
## 204 22.00 52.0 209.0
## 205 19.40 41.0 155.0
## 206 20.20 4.0 125.0
## 207 10.90 28.0 190.0
## 208 22.60 38.0 178.0
## 209 22.40 34.0 188.0
## 211 12.70 40.0 217.0
## 214 21.50 47.0 178.0
## 215 16.10 37.0 113.0
## 216 23.60 37.0 179.0
## 217 23.00 35.0 167.0
## 218 6.40 44.0 210.0
## 220 9.90 33.0 223.0
## 223 12.50 24.0 149.0
## 224 8.70 36.0 188.0
## 225 23.50 12.0 118.0
## 226 23.80 47.0 186.0
## 228 18.10 30.0 152.0
## 230 2.80 33.0 194.0
## 231 22.40 55.0 211.0
## 233 30.10 32.0 157.0
## 234 28.00 41.0 186.0
## 235 18.20 56.0 217.0
## 236 22.30 39.0 174.0
## 237 14.30 16.0 132.0
## 238 16.30 59.0 228.0
## 240 24.30 11.0 145.0
## 241 14.20 28.0 160.0
## 244 19.80 40.0 220.0
## 245 20.80 37.0 172.0
## 246 1.20 20.0 118.0
## 247 16.30 61.0 234.0
## 248 3.30 40.0 213.0
## 249 -2.40 12.0 162.0
## 250 20.50 24.0 134.0
## 252 7.80 46.0 204.0
## 253 18.30 44.0 241.0
## 254 20.10 12.0 122.0
## 255 10.90 26.0 131.0
## 257 14.30 37.0 216.0
## 258 14.50 42.0 230.0
## 259 14.80 43.0 170.0
## 260 6.00 50.0 193.0
## 261 16.20 40.0 151.0
## 262 7.70 45.0 221.0
## 263 7.40 29.0 181.0
## 264 21.40 41.0 163.0
## 269 6.20 47.0 230.0
## 270 19.00 57.0 235.0
## 271 23.00 48.0 199.0
## 272 15.80 38.0 173.0
## 273 21.50 54.0 223.0
## 274 28.60 42.0 148.0
## 275 18.90 40.0 186.0
## 277 4.50 42.0 185.0
## 278 24.20 28.0 174.0
## 281 20.20 55.0 239.0
## 283 14.50 46.0 237.0
## 284 9.30 38.0 200.0
## 285 23.60 27.0 149.0
## 286 23.00 41.0 217.0
## 289 19.40 22.0 160.0
## 291 19.90 51.0 183.0
## 292 20.00 61.0 241.0
## 293 23.30 60.0 212.0
## 294 16.80 32.0 162.0
## 295 28.00 43.0 204.0
## 296 10.10 42.0 172.0
## 297 14.30 31.0 174.0
## 302 20.40 49.0 221.0
## 303 27.80 65.0 240.0
## 306 18.80 26.0 182.0
## 307 27.80 38.0 181.0
## 308 12.80 20.0 100.0
## 309 15.40 51.0 225.0
## 310 19.60 32.0 167.0
## 311 13.30 38.0 205.0
## 315 11.50 55.0 221.0
## 319 20.30 30.0 121.0
## 320 19.60 21.0 135.0
## 321 23.80 38.0 137.0
## 323 9.20 44.0 174.0
## 326 21.30 44.0 222.0
## 327 23.50 51.0 241.0
## 329 -6.60 49.0 202.0
## 332 7.40 52.0 215.0
## 333 18.50 27.0 115.0
## 334 7.10 1.0 182.0
## 335 23.90 30.0 152.0
## 336 19.70 57.0 254.0
## 338 7.80 39.0 213.0
## 340 7.20 43.0 232.0
## 343 -1.40 16.0 144.0
## 344 14.30 42.0 199.0
## 346 9.80 39.0 166.0
## 348 20.50 33.0 164.0
## 349 1.50 53.0 249.0
## 351 17.20 55.0 231.0
## 352 12.20 44.0 204.0
## 353 20.90 58.0 270.0
## 354 25.70 32.0 162.0
## 357 12.30 49.0 159.0
## 358 -13.10 37.0 217.0
## 360 -1.30 22.0 173.0
## 361 10.50 44.0 182.0
## 362 19.50 39.0 175.0
## 363 23.80 58.0 230.0
## 364 6.00 38.0 185.0
## 365 3.30 42.0 207.0
## 366 16.60 43.0 243.0
## 367 21.40 41.0 149.0
## 368 18.70 41.0 168.0
## 369 -7.70 40.0 193.0
## 371 11.50 40.0 220.0
## 372 7.90 24.0 154.0
## 373 16.80 52.0 231.0
## 374 2.90 44.0 192.0
## 375 26.00 40.0 173.0
## 378 9.00 23.0 138.0
## 379 11.20 44.0 236.0
## 380 11.60 57.0 158.0
## 381 15.80 40.0 165.0
## 382 20.40 35.0 190.0
## 383 30.40 42.0 175.0
## 385 2.90 52.0 240.0
## 386 0.20 39.0 206.0
## 387 21.30 54.0 216.0
## 388 13.00 26.0 205.0
## 392 7.00 57.0 217.0
## 394 15.40 45.0 209.0
## 395 14.90 35.0 204.0
## 397 16.70 51.0 248.0
## 399 27.50 60.0 204.0
## 401 20.10 13.0 135.0
## 402 14.10 35.0 233.0
## 403 26.00 21.0 115.0
## 404 20.20 23.0 87.0
## 406 20.60 0.0 133.0
## 407 17.80 50.0 240.0
## 408 7.10 57.0 212.0
## 409 11.90 43.0 189.0
## 410 22.00 52.0 160.0
## 414 15.60 44.0 195.0
## 416 28.50 38.0 217.0
## 417 6.70 45.0 194.0
## 418 16.60 19.0 143.0
## 419 20.20 23.0 158.0
## 420 -14.30 20.0 119.0
## 421 20.90 29.0 126.0
## 423 23.80 43.0 174.0
## 425 6.00 39.0 197.0
## 426 22.90 59.0 243.0
## 427 27.30 30.0 169.0
## 429 12.50 18.0 140.0
## 432 10.10 48.0 167.0
## 433 21.20 7.0 121.0
## 434 5.90 61.0 168.0
## 435 13.90 49.0 212.0
## 437 13.40 50.0 198.0
## 439 24.50 30.0 166.0
## 441 24.70 21.0 148.0
## 442 16.50 38.0 215.0
## 443 16.10 49.0 232.0
## 445 10.20 24.0 120.0
## 447 17.00 47.0 193.0
## 449 19.30 64.0 200.0
## 450 12.80 27.0 224.0
## 452 -3.00 33.0 203.0
## 453 15.60 15.0 149.0
## 454 25.00 19.0 121.0
## 455 6.70 30.0 173.0
## 458 19.50 51.0 203.0
## 459 9.50 35.0 185.0
## 460 17.40 27.0 126.0
## 461 23.90 60.0 280.0
## 462 19.50 53.0 195.0
## 463 18.40 55.0 214.0
## 465 4.80 37.0 191.0
## 467 10.40 30.0 181.0
## 468 18.10 56.0 277.0
## 469 16.20 40.0 220.0
## 472 22.00 40.0 165.0
## 474 3.20 40.0 207.0
## 475 9.10 38.0 218.0
## 476 11.60 53.0 232.0
## 479 15.60 45.0 183.0
## 481 25.30 57.0 224.0
## 486 8.40 31.0 200.0
## 487 0.00 27.0 136.0
## 488 23.60 37.0 168.0
## 489 20.80 32.0 159.0
## 490 14.40 18.0 193.0
## 491 14.30 38.0 242.0
## 493 20.70 19.0 124.0
## 494 18.10 31.0 117.0
## 496 23.20 48.0 238.0
## 497 16.00 3.0 122.0
## 498 24.00 30.0 116.0
## 499 3.30 35.0 182.0
## 501 15.90 33.0 182.0
## 502 22.40 46.0 182.0
## 503 13.40 54.0 208.0
## 505 18.60 41.0 166.0
## 506 6.30 53.0 182.0
## 507 24.00 43.0 173.0
## 508 19.00 52.0 157.0
## 510 21.10 54.0 171.0
## 511 6.00 4.0 60.0
## 512 22.40 44.0 190.0
## 513 18.50 63.0 262.0
## 516 19.30 49.0 213.0
## 517 25.40 65.0 268.0
## 518 27.50 39.0 159.0
## 519 14.40 45.0 179.0
## 520 18.30 28.0 136.0
## 521 7.40 27.0 146.0
## 522 17.40 49.0 223.0
## 523 -1.60 52.0 222.0
## 524 21.20 58.0 218.0
## 527 3.70 42.0 217.0
## 528 21.50 31.0 187.0
## 529 13.10 39.0 215.0
## 531 21.20 47.0 192.0
## 532 14.00 9.0 94.0
## 533 29.10 40.0 185.0
## 534 9.80 21.0 170.0
## 537 16.30 13.0 110.0
## 538 -4.00 0.0 110.0
## 541 10.00 35.0 183.0
## 542 9.10 28.0 196.0
## 544 2.20 35.0 211.0
## 546 15.10 45.0 211.0
## 548 12.70 31.0 170.0
## 549 11.70 50.0 237.0
## 551 15.90 27.0 191.0
## 552 8.40 13.0 131.0
## 555 9.20 52.0 228.0
## 556 12.00 49.0 200.0
## 558 11.10 35.0 165.0
## 559 18.20 67.0 275.0
## 560 18.80 39.0 172.0
## 562 24.50 34.0 149.0
## 564 15.30 7.0 119.0
## 565 18.60 53.0 239.0
## 566 18.00 56.0 205.0
## 568 5.30 43.0 221.0
## 569 11.70 19.0 184.0
## 570 22.40 60.0 230.0
## 571 5.80 35.0 197.0
## 572 26.40 57.0 226.0
## 573 27.30 46.0 198.0
## 575 18.30 29.0 158.0
## 576 15.80 39.0 194.0
## 577 3.70 26.0 214.0
## 578 14.50 48.0 216.0
## 579 16.40 25.0 126.0
## 582 12.80 27.0 161.0
## 584 16.60 53.0 260.0
## 585 7.70 57.0 234.0
## 586 9.70 34.0 180.0
## 587 -2.70 23.0 133.0
## 588 3.00 42.0 185.0
## 589 28.60 38.0 168.0
## 590 25.40 57.0 211.0
## 591 16.30 44.0 193.0
## 592 15.00 44.0 200.0
## 593 18.10 47.0 224.0
## 597 27.30 37.0 194.0
## 598 12.30 38.0 205.0
## 599 17.90 48.0 240.0
## 600 8.60 42.0 201.0
## 602 16.00 28.0 191.0
## 603 14.50 58.0 226.0
## 604 24.90 71.0 255.0
## 605 -14.30 12.0 150.0
## 606 23.60 54.0 223.0
## 609 17.10 20.0 136.0
## 610 18.90 32.0 159.0
## 612 2.10 53.0 228.0
## 616 2.30 32.0 145.0
## 617 19.40 44.0 197.0
## 618 22.50 34.0 135.0
## 620 22.50 57.0 260.0
## 621 20.20 61.0 245.0
## 622 17.30 53.0 202.0
## 624 21.00 38.0 165.0
## 625 19.70 55.0 239.0
## 626 19.30 35.0 156.0
## 627 14.20 41.0 225.0
## 628 18.50 47.0 204.0
## 629 6.50 27.0 180.0
## 630 15.90 32.0 156.0
## 632 17.60 36.0 174.0
## 633 16.90 50.0 220.0
## 636 15.70 46.0 196.0
## 638 20.20 56.0 245.0
## 639 -6.20 59.0 232.0
## 640 21.00 41.0 182.0
## 641 16.00 38.0 137.0
## 643 18.60 19.0 146.0
## 644 13.50 36.0 189.0
## 645 -6.90 28.0 195.0
## 646 13.20 47.0 218.0
## 647 12.70 63.0 236.0
## 648 2.80 17.0 185.0
## 649 14.50 51.0 230.0
## 651 24.80 57.0 192.0
## 652 12.90 30.0 138.0
## 654 15.20 21.0 113.0
## 657 21.90 51.0 217.0
## 658 20.00 50.0 210.0
## 659 16.40 41.0 195.0
## 660 20.30 27.0 146.0
## 662 14.40 48.0 212.0
## 663 21.50 45.0 156.0
## 664 13.00 61.0 222.0
## 666 25.50 40.0 184.0
## 668 16.40 24.0 132.0
## 669 3.90 24.0 160.0
## 670 16.50 64.0 263.0
## 671 14.90 42.0 206.0
## 672 1.20 18.0 140.0
## 673 23.40 34.0 239.0
## 674 23.00 32.0 160.0
## 675 7.20 41.0 199.0
## 676 21.70 54.0 234.0
## 677 31.50 43.0 186.0
## 678 16.20 11.0 120.0
## 679 25.40 41.0 175.0
## 683 11.10 14.0 160.0
## 685 6.70 22.0 144.0
## 686 6.60 28.0 199.0
## 687 11.00 44.0 196.0
## 688 16.80 10.0 118.0
## 690 19.10 21.0 172.0
## 693 18.70 53.0 241.0
## 695 22.40 31.0 168.0
## 696 24.80 33.0 135.0
## 698 17.20 52.0 223.0
## 699 -7.50 28.0 203.0
## 703 6.30 19.0 129.0
## 705 8.00 32.0 183.0
## 706 18.70 37.0 165.0
## 707 23.60 42.0 168.0
## 709 19.90 35.0 177.0
## 710 19.80 19.0 148.0
## 711 23.60 36.0 214.0
## 712 12.80 23.0 133.0
## 713 2.00 0.0 0.0
## 714 27.10 34.0 170.0
## 717 17.40 20.0 119.0
## 718 16.00 58.0 237.0
## 719 13.20 10.0 50.0
## 721 24.20 39.0 216.0
## 722 11.00 29.0 184.0
## 723 18.00 46.0 242.0
## 724 25.30 55.0 231.0
## 725 22.80 30.0 164.0
## 726 16.30 46.0 205.0
## 728 21.80 29.0 147.0
## 729 18.70 48.0 155.0
## 730 18.00 51.0 221.0
## 733 11.60 47.0 214.0
## 735 18.80 19.0 123.0
## 736 26.10 59.0 235.0
## 739 16.40 56.0 195.0
## 740 17.00 23.0 165.0
## 741 3.50 47.0 140.0
## 742 16.20 37.0 222.0
## 743 20.50 38.0 205.0
## 744 8.90 36.0 201.0
## 745 4.80 26.0 169.0
## 746 26.00 50.0 173.0
## 748 19.80 36.0 167.0
## 749 20.70 44.0 186.0
## 750 28.80 59.0 212.0
## 751 17.20 66.0 241.0
## 752 8.10 25.0 121.0
## 755 14.90 51.0 206.0
## 756 26.70 65.0 214.0
## 757 2.70 47.0 229.0
## 758 17.00 64.0 259.0
## 759 9.50 38.0 195.0
## 760 8.30 44.0 194.0
## 762 9.30 47.0 240.0
## 764 11.30 36.0 182.0
## 765 13.50 43.0 195.0
## 767 17.90 36.0 194.0
## 768 13.40 42.0 225.0
## 770 19.40 47.0 213.0
## 772 20.00 26.0 120.0
## 773 17.00 31.0 215.0
## 774 19.50 15.0 148.0
## 775 -2.50 35.0 198.0
## 776 9.60 41.0 193.0
## 778 14.90 44.0 175.0
## 779 3.50 24.0 197.0
## 780 4.10 17.0 130.0
## 781 20.10 41.0 201.0
## 782 19.50 26.0 138.0
## 783 24.40 31.0 164.0
## 784 16.50 42.0 206.0
## 785 21.00 51.0 245.0
## 786 1.30 9.0 139.0
## 787 8.60 56.0 242.0
## 788 21.10 56.0 166.0
## 789 27.50 53.0 250.0
## 790 6.60 53.0 210.0
## 791 24.00 34.0 162.0
## 793 11.30 54.0 216.0
## 795 2.60 36.0 181.0
## 796 10.50 46.0 192.0
## 797 -2.40 24.0 171.0
## 798 21.10 19.0 173.0
## 801 6.70 22.0 138.0
## 804 -0.20 17.0 169.0
## 808 18.70 54.0 222.0
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## 13261 26.60 17.0 122.0
## 13262 20.30 52.0 211.0
## 13265 11.00 22.0 161.0
## 13266 16.90 53.0 240.0
## 13270 17.40 53.0 200.0
## 13272 18.80 35.0 158.0
## 13273 27.00 46.0 152.0
## 13275 16.00 31.0 208.0
## 13276 19.10 32.0 189.0
## 13277 16.50 48.0 208.0
## 13279 27.50 58.0 181.0
## 13280 -8.60 50.0 200.0
## 13283 14.30 58.0 196.0
## 13285 27.80 47.0 214.0
## 13286 8.20 31.0 215.0
## 13287 12.30 36.0 182.0
## 13288 11.50 35.0 170.0
## 13289 21.40 67.0 268.0
## 13290 25.00 56.0 242.0
## 13291 27.10 30.0 188.0
## 13294 16.60 58.0 232.0
## 13296 16.60 56.0 245.0
## 13297 26.10 33.0 135.0
## 13298 11.10 48.0 231.0
## 13299 17.70 46.0 211.0
## 13300 22.10 67.0 260.0
## 13301 -6.80 53.0 215.0
## 13302 26.50 22.0 154.0
## 13303 24.30 52.0 234.0
## 13304 30.40 50.0 188.0
## 13305 19.40 50.0 230.0
## 13306 14.00 46.0 192.0
## 13308 14.30 39.0 142.0
## 13309 23.00 59.0 240.0
## 13310 18.70 52.0 218.0
## 13312 13.00 48.0 173.0
## 13313 18.90 39.0 157.0
## 13315 9.90 40.0 212.0
## 13316 15.50 38.0 175.0
## 13317 19.10 31.0 155.0
## 13318 -8.70 26.0 221.0
## 13319 10.03 46.0 229.0
## 13320 29.00 49.0 177.0
## 13321 24.60 47.0 237.0
## 13322 3.20 41.0 218.0
## 13323 9.20 59.0 231.0
## 13325 13.50 25.0 117.0
## 13326 10.40 15.0 128.0
## 13327 4.30 33.0 173.0
## 13328 10.40 42.0 166.0
## 13329 2.40 32.0 204.0
## 13330 21.00 58.0 212.0
## 13331 6.60 29.0 158.0
## 13334 20.40 53.0 249.0
## 13335 20.60 50.0 186.0
## 13336 13.80 56.0 234.0
## 13337 24.20 45.0 164.0
## 13338 24.80 34.0 150.0
## 13339 29.80 47.0 173.0
## 13342 10.30 19.0 137.0
## 13343 20.10 49.0 231.0
## 13344 17.40 39.0 211.0
## 13345 18.00 47.0 153.0
## 13346 14.00 68.0 232.0
## 13348 18.40 54.0 223.0
## 13351 7.90 53.0 250.0
## 13352 18.90 46.0 180.0
## 13353 11.80 32.0 213.0
## 13354 27.20 26.0 162.0
## 13355 19.30 13.0 140.0
## 13356 18.00 53.0 215.0
## 13357 -13.20 31.0 198.0
## 13358 21.00 42.0 183.0
## 13359 0.00 33.0 194.0
## 13361 16.40 66.0 264.0
## 13362 26.70 28.0 168.0
## 13363 19.10 54.0 234.0
## 13364 7.90 48.0 198.0
## 13366 17.60 19.0 139.0
## 13367 27.40 43.0 157.0
## 13369 16.10 33.0 204.0
## 13371 16.00 45.0 231.0
## 13372 13.70 44.0 192.0
## 13373 12.10 21.0 146.0
## 13374 2.00 16.0 119.0
## 13375 14.20 42.0 201.0
## 13377 12.80 31.0 186.0
## 13378 13.90 42.0 196.0
## 13379 6.20 25.0 152.0
## 13380 -20.00 20.0 100.0
## 13381 13.90 44.0 208.0
## 13382 11.40 64.0 233.0
## 13385 7.20 41.0 167.0
## 13386 5.70 1.0 81.0
## 13387 12.00 44.0 168.0
## 13389 1.10 48.0 167.0
## 13390 16.40 45.0 229.0
## 13391 9.20 0.0 75.0
##
## $subset
## NULL
##
## $outlierMethod
## [1] "none"
##
## attr(,"class")
## [1] "mvn"#UJI HOMOGENITAS MATRIKS KOVARIANS
Menguji apakah matriks kovarians antar kelas homogen, yang merupakan salah satu asumsi penting pada LDA.
boxm_result <- biotools::boxM(
train %>%
dplyr::select(
age, height_cm, weight_kg, body_fat, diastolic, systolic,
grip_force, sit_and_bend_forward_cm, sit_ups_counts, broad_jump_cm
),
train$class
)
boxm_result##
## Box's M-test for Homogeneity of Covariance Matrices
##
## data: train %>% dplyr::select(age, height_cm, weight_kg, body_fat, diastolic, systolic, grip_force, sit_and_bend_forward_cm, sit_ups_counts, broad_jump_cm)
## Chi-Sq (approx.) = 4015.7, df = 165, p-value < 2.2e-16#UJI MULTIKOLINEARITAS
Mengukur nilai VIF untuk melihat apakah terdapat hubungan linear yang terlalu kuat antar variabel prediktor.
vif_model <- lm(
grip_force ~ age + height_cm + weight_kg + body_fat + diastolic +
systolic + sit_and_bend_forward_cm + sit_ups_counts + broad_jump_cm,
data = train
)
car::vif(vif_model)## age height_cm weight_kg
## 1.742176 4.260151 3.725981
## body_fat diastolic systolic
## 3.172231 1.886121 2.058889
## sit_and_bend_forward_cm sit_ups_counts broad_jump_cm
## 1.232712 3.078973 4.032888DETEKSI OUTLIER MULTIVARIAT
Menggunakan Mahalanobis distance untuk mendeteksi observasi yang menyimpang secara multivariat.
train_num <- train %>%
dplyr::select(
age, height_cm, weight_kg, body_fat, diastolic, systolic,
grip_force, sit_and_bend_forward_cm, sit_ups_counts, broad_jump_cm
)
md <- mahalanobis(train_num, center = colMeans(train_num), cov = cov(train_num))
cutoff_md <- qchisq(0.975, df = ncol(train_num))
sum(md > cutoff_md)## [1] 371hist(md, main = "Mahalanobis Distance", xlab = "MD")
abline(v = cutoff_md, col = "red", lwd = 2)
#PEMBENTUKAN MODEL LDA
Membangun model Linear Discriminant Analysis untuk mengklasifikasikan kelas kebugaran tubuh berdasarkan variabel prediktor.
model_formula <- class ~ age + gender + height_cm + weight_kg + body_fat +
diastolic + systolic + grip_force + sit_and_bend_forward_cm +
sit_ups_counts + broad_jump_cm
model_lda <- MASS::lda(model_formula, data = train)
model_lda## Call:
## lda(model_formula, data = train)
##
## Prior probabilities of groups:
## A B C D
## 0.2498933 0.2498933 0.2501067 0.2501067
##
## Group means:
## age genderM height_cm weight_kg body_fat diastolic systolic grip_force
## A 35.10201 0.5655143 168.0052 64.49753 20.47485 77.99633 129.5544 38.81416
## B 36.86086 0.6474605 168.5455 66.62962 22.07147 78.73760 130.5928 37.99274
## C 36.91173 0.6588486 169.0819 66.71040 22.76261 78.68878 130.1156 36.44398
## D 38.09126 0.6571429 168.5519 71.97956 27.85671 80.10588 131.0034 34.55318
## sit_and_bend_forward_cm sit_ups_counts broad_jump_cm
## A 21.399603 47.98762 203.5937
## B 17.496995 42.86743 195.5540
## C 14.463058 38.51557 188.4158
## D 7.583612 29.84802 172.9488
##
## Coefficients of linear discriminants:
## LD1 LD2 LD3
## age -0.047206584 0.010776131 0.022229810
## genderM 1.500326673 -2.267206684 3.099311538
## height_cm -0.006530548 -0.118967617 -0.062842190
## weight_kg 0.046766224 0.094327644 0.008636445
## body_fat 0.023208343 0.029729638 0.065609264
## diastolic 0.006257264 0.006473591 -0.014158551
## systolic -0.004122934 -0.006652380 0.007197424
## grip_force -0.048847568 0.034187433 -0.010064410
## sit_and_bend_forward_cm -0.083081533 -0.028202827 0.049535124
## sit_ups_counts -0.073947602 0.028402284 0.024931049
## broad_jump_cm -0.006717124 0.013905602 -0.009412385
##
## Proportion of trace:
## LD1 LD2 LD3
## 0.9810 0.0171 0.0020#PREDIKSI DATA UJI DENGAN LDA
Menggunakan model LDA untuk memprediksi kelas pada data uji.
pred_lda <- predict(model_lda, test)
hasil_lda <- pred_lda$classCONFUSION MATRIX LDA
Membandingkan hasil prediksi model LDA dengan kelas aktual pada data uji.
cm_lda <- table(Prediksi = hasil_lda, Aktual = test$class)
cm_lda## Aktual
## Prediksi A B C D
## A 717 227 81 16
## B 257 432 196 48
## C 30 320 594 222
## D 0 25 133 718#EVALUASI HASIL LDA
Menghitung akurasi dan APER untuk menilai performa model LDA.
eval_lda <- caret::confusionMatrix(hasil_lda, test$class)
eval_lda## Confusion Matrix and Statistics
##
## Reference
## Prediction A B C D
## A 717 227 81 16
## B 257 432 196 48
## C 30 320 594 222
## D 0 25 133 718
##
## Overall Statistics
##
## Accuracy : 0.6128
## 95% CI : (0.5975, 0.6279)
## No Information Rate : 0.25
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.4837
##
## Mcnemar's Test P-Value : < 2.2e-16
##
## Statistics by Class:
##
## Class: A Class: B Class: C Class: D
## Sensitivity 0.7141 0.4303 0.5916 0.7151
## Specificity 0.8924 0.8337 0.8101 0.9475
## Pos Pred Value 0.6888 0.4630 0.5094 0.8196
## Neg Pred Value 0.9035 0.8145 0.8561 0.9089
## Prevalence 0.2500 0.2500 0.2500 0.2500
## Detection Rate 0.1785 0.1076 0.1479 0.1788
## Detection Prevalence 0.2592 0.2323 0.2903 0.2181
## Balanced Accuracy 0.8033 0.6320 0.7009 0.8313acc_lda <- eval_lda$overall["Accuracy"]
aper_lda <- 1 - acc_lda
acc_lda## Accuracy
## 0.6127988aper_lda## Accuracy
## 0.3872012#PEMBENTUKAN MODEL REGRESI LOGISTIK MULTINOMIAL
Membangun model multinomial logistic regression untuk membandingkan performa dengan LDA.
model_multi <- nnet::multinom(
model_formula,
data = train,
trace = FALSE,
Hess = TRUE,
MaxNWts = 5000
)
summary(model_multi)## Call:
## nnet::multinom(formula = model_formula, data = train, Hess = TRUE,
## trace = FALSE, MaxNWts = 5000)
##
## Coefficients:
## (Intercept) age genderM height_cm weight_kg body_fat
## B 12.77565 -0.07664392 2.610939 -0.01390356 0.07949275 0.001112419
## C 16.91403 -0.13770023 4.035941 0.01210159 0.11432397 -0.004744731
## D 26.92865 -0.20754130 5.574735 -0.03966142 0.21954358 0.060865798
## diastolic systolic grip_force sit_and_bend_forward_cm sit_ups_counts
## B 0.007229905 -0.003331820 -0.09128207 -0.1559509 -0.1005301
## C 0.012321273 -0.004892724 -0.15250750 -0.2707590 -0.1878309
## D 0.022414383 -0.012252114 -0.21082738 -0.4238490 -0.2952296
## broad_jump_cm
## B -0.01773922
## C -0.02769881
## D -0.03209236
##
## Std. Errors:
## (Intercept) age genderM height_cm weight_kg body_fat
## B 0.006404150 0.003918085 0.1777931 0.003762911 0.006633227 0.007859468
## C 0.006682730 0.004618450 0.2069563 0.004306909 0.007568347 0.009190467
## D 0.007101365 0.005695499 0.2545910 0.005031968 0.009124464 0.011742476
## diastolic systolic grip_force sit_and_bend_forward_cm sit_ups_counts
## B 0.004291685 0.003292236 0.007603387 0.007834484 0.005190680
## C 0.005018951 0.003823047 0.008803321 0.009046246 0.006187401
## D 0.006435153 0.004870707 0.010791921 0.010730014 0.007748780
## broad_jump_cm
## B 0.002097300
## C 0.002367791
## D 0.002854543
##
## Residual Deviance: 16115.34
## AIC: 16187.34coef_multi <- summary(model_multi)$coefficients
se_multi <- summary(model_multi)$standard.errors
z_multi <- coef_multi / se_multi
p_multi <- 2 * (1 - pnorm(abs(z_multi)))
round(coef_multi, 4)## (Intercept) age genderM height_cm weight_kg body_fat diastolic systolic
## B 12.7757 -0.0766 2.6109 -0.0139 0.0795 0.0011 0.0072 -0.0033
## C 16.9140 -0.1377 4.0359 0.0121 0.1143 -0.0047 0.0123 -0.0049
## D 26.9287 -0.2075 5.5747 -0.0397 0.2195 0.0609 0.0224 -0.0123
## grip_force sit_and_bend_forward_cm sit_ups_counts broad_jump_cm
## B -0.0913 -0.1560 -0.1005 -0.0177
## C -0.1525 -0.2708 -0.1878 -0.0277
## D -0.2108 -0.4238 -0.2952 -0.0321round(se_multi, 4)## (Intercept) age genderM height_cm weight_kg body_fat diastolic systolic
## B 0.0064 0.0039 0.1778 0.0038 0.0066 0.0079 0.0043 0.0033
## C 0.0067 0.0046 0.2070 0.0043 0.0076 0.0092 0.0050 0.0038
## D 0.0071 0.0057 0.2546 0.0050 0.0091 0.0117 0.0064 0.0049
## grip_force sit_and_bend_forward_cm sit_ups_counts broad_jump_cm
## B 0.0076 0.0078 0.0052 0.0021
## C 0.0088 0.0090 0.0062 0.0024
## D 0.0108 0.0107 0.0077 0.0029round(z_multi, 4)## (Intercept) age genderM height_cm weight_kg body_fat diastolic systolic
## B 1994.902 -19.5616 14.6853 -3.6949 11.9840 0.1415 1.6846 -1.0120
## C 2531.006 -29.8152 19.5014 2.8098 15.1055 -0.5163 2.4549 -1.2798
## D 3792.039 -36.4395 21.8968 -7.8819 24.0610 5.1834 3.4831 -2.5155
## grip_force sit_and_bend_forward_cm sit_ups_counts broad_jump_cm
## B -12.0054 -19.9057 -19.3674 -8.4581
## C -17.3239 -29.9305 -30.3570 -11.6982
## D -19.5357 -39.5013 -38.1001 -11.2426round(p_multi, 6)## (Intercept) age genderM height_cm weight_kg body_fat diastolic systolic
## B 0 0 0 0.000220 0 0.887444 0.092060 0.311527
## C 0 0 0 0.004957 0 0.605668 0.014090 0.200617
## D 0 0 0 0.000000 0 0.000000 0.000496 0.011887
## grip_force sit_and_bend_forward_cm sit_ups_counts broad_jump_cm
## B 0 0 0 0
## C 0 0 0 0
## D 0 0 0 0INTERPRETASI PARAMETER MODEL MULTINOMIAL
Menghitung koefisien, standar error, nilai z, p-value, dan odds ratio untuk interpretasi model.
exp(coef_multi)## (Intercept) age genderM height_cm weight_kg body_fat diastolic
## B 353504 0.9262196 13.61183 0.9861927 1.082738 1.0011130 1.007256
## C 22165021 0.8713599 56.59614 1.0121751 1.121115 0.9952665 1.012397
## D 495410490740 0.8125797 263.67973 0.9611148 1.245508 1.0627563 1.022667
## systolic grip_force sit_and_bend_forward_cm sit_ups_counts broad_jump_cm
## B 0.9966737 0.9127602 0.8556012 0.9043579 0.9824172
## C 0.9951192 0.8585525 0.7628003 0.8287548 0.9726813
## D 0.9878226 0.8099139 0.6545227 0.7443606 0.9684171PREDIKSI DATA UJI DENGAN MULTINOMIAL LOGISTIC REGRESSION
Menghasilkan prediksi kelas pada data uji menggunakan model multinomial.
pred_multi <- predict(model_multi, test)
cm_multi <- table(Prediksi = pred_multi, Aktual = test$class)
cm_multi## Aktual
## Prediksi A B C D
## A 732 223 83 17
## B 248 449 196 46
## C 24 298 537 178
## D 0 34 188 763#EVALUASI HASIL MULTINOMIAL LOGISTIC REGRESSION
Menghitung akurasi dan APER dari model multinomial logistic regression.
eval_multi <- caret::confusionMatrix(pred_multi, test$class)
eval_multi## Confusion Matrix and Statistics
##
## Reference
## Prediction A B C D
## A 732 223 83 17
## B 248 449 196 46
## C 24 298 537 178
## D 0 34 188 763
##
## Overall Statistics
##
## Accuracy : 0.6178
## 95% CI : (0.6025, 0.6328)
## No Information Rate : 0.25
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.4904
##
## Mcnemar's Test P-Value : 6.184e-14
##
## Statistics by Class:
##
## Class: A Class: B Class: C Class: D
## Sensitivity 0.7291 0.4472 0.5349 0.7600
## Specificity 0.8928 0.8373 0.8340 0.9263
## Pos Pred Value 0.6938 0.4782 0.5178 0.7746
## Neg Pred Value 0.9081 0.8196 0.8432 0.9205
## Prevalence 0.2500 0.2500 0.2500 0.2500
## Detection Rate 0.1823 0.1118 0.1337 0.1900
## Detection Prevalence 0.2627 0.2338 0.2582 0.2453
## Balanced Accuracy 0.8109 0.6423 0.6844 0.8431acc_multi <- eval_multi$overall["Accuracy"]
aper_multi <- 1 - acc_multi
acc_multi## Accuracy
## 0.6177789aper_multi## Accuracy
## 0.3822211#PERBANDINGAN HASIL MODEL
Membandingkan akurasi dan APER dari model LDA dan multinomial logistic regression.
cat("Akurasi LDA :", round(acc_lda, 4), "\n")## Akurasi LDA : 0.6128cat("APER LDA :", round(aper_lda, 4), "\n")## APER LDA : 0.3872cat("Akurasi Multinom :", round(acc_multi, 4), "\n")## Akurasi Multinom : 0.6178cat("APER Multinom :", round(aper_multi, 4), "\n")## APER Multinom : 0.3822