STEPS Dataset Analysis-Regressions
James Oguta
May 10, 2025
- 0.1 Code Description
- 1 Clear the workspace
- 2 Create hypertension variable
- 3 Summarising sbp by sample characteristics
- 4 Summarise sbp for urban population
- 5 Summarise sbp for hypertensive population
- 6 Summarise sbp for non-hypertensive population
- 7 Create subsets of the dataset
- 8 Fit a linear regression model for predicting sbp for whole population
- 9 Model diagnostics
- 10 Model diagnostics
- 11 Model diagnostics
- 12 Fit a linear regression model for predicting sbp for diabetic population
- 13 Model diagnostics
- 14 Create hypertension grade variable based on sbp and dbp
- 15 Create five year age groups
- 16 Summarise mean sbp by age group for those with normal hypertension grade
- 17 Summarise mean sbp by age group for those with prehypertension grade
- 18 Summarise mean sbp by age group for those with elevated bp
- 19 Summarise mean sbp by age group for those with grade 1 hypertension
- 20 Summarise mean sbp by age group for those with grade 2 hypertension
- 21 Summarise mean sbp by age group for those with grade 3 hypertension
- 22 Fit a linear regression model for predicting sbp by age group for those with optimal hypertension grade
- 23 Fit a linear regression model for predicting sbp by age group for those with normal hypertension grade
- 24 Fit a linear regression model for predicting sbp by age group for those with elevated hypertension grade
- 25 Fit a linear regression model for predicting sbp by age group for those with grade 1 hypertension
- 26 Fit a linear regression model for predicting sbp by age group for those with grade 2 hypertension
- 27 Fit a linear regression model for predicting sbp by age group for those with grade 3 hypertension
0.1 Code Description
The following R script generates the regresssions from the steps dataset.
1 Clear the workspace
1.1 Load Libraries
The script begins by loading the necessary R libraries:
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.2 ✔ tibble 3.2.1
## ✔ lubridate 1.9.4 ✔ tidyr 1.3.1
## ✔ purrr 1.0.4
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## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors##
## Attaching package: 'rstatix'
##
## The following object is masked from 'package:stats':
##
## filter## Loading required package: carData
##
## Attaching package: 'car'
##
## The following object is masked from 'package:dplyr':
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## recode
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## The following object is masked from 'package:purrr':
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## some1.2 Load Data
The script loads the STEPS dataset
# Load the STEPS dataset from rda file
load('/Users/jamesoguta/Documents/James Oguta/My PhD Folder-2023-2025/Trainings/KenyaCVDModel/data/steps_data.rda')
# Display the first few rows of the dataset
head(steps_data)## # A tibble: 6 × 21
## id psu stratum wealth age county sex region bmi smk htn
## <dbl> <dbl> <dbl> <chr> <dbl> <dbl> <dbl> <chr> <dbl> <dbl> <dbl>
## 1 1001 32 1 4 Fourth 39 19 1 Coast 38.7 0 0
## 2 1003 32 1 2 Second 35 19 0 Coast 20.2 1 0
## 3 1008 32 1 3 Middle 60 19 0 Coast 18.8 0 1
## 4 1011 32 1 2 Second 18 19 0 Coast 22.9 0 0
## 5 1013 32 1 4 Fourth 51 19 1 Coast 19.1 0 1
## 6 1016 32 1 5 Richest 47 19 1 Coast 34.3 0 0
## # ℹ 10 more variables: htn_treatment <dbl>, weights <dbl>, sbp <dbl>,
## # dbp <dbl>, tc <dbl>, dm <dbl>, dm_treatment <dbl>, female <dbl>,
## # male <dbl>, weight <dbl>1.3 Summarising the dataset
## id psu stratum wealth
## Min. : 1001 Min. : 1.00 Min. :1.000 Length:4500
## 1st Qu.: 51074 1st Qu.: 51.75 1st Qu.:1.000 Class :character
## Median :103013 Median :103.00 Median :1.000 Mode :character
## Mean :101783 Mean :102.00 Mean :1.488
## 3rd Qu.:153026 3rd Qu.:152.00 3rd Qu.:2.000
## Max. :200123 Max. :200.00 Max. :2.000
## age county sex region
## Min. :16.0 Min. : 1.00 Min. :0.0000 Length:4500
## 1st Qu.:27.0 1st Qu.:12.00 1st Qu.:0.0000 Class :character
## Median :35.0 Median :23.00 Median :1.0000 Mode :character
## Mean :37.5 Mean :23.43 Mean :0.6002
## 3rd Qu.:46.0 3rd Qu.:35.00 3rd Qu.:1.0000
## Max. :70.0 Max. :47.00 Max. :1.0000
## bmi smk htn htn_treatment
## Min. : 7.942 Min. :0.0000 Min. :0.0000 Min. :0.00000
## 1st Qu.: 20.062 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.00000
## Median : 22.515 Median :0.0000 Median :0.0000 Median :0.00000
## Mean : 23.438 Mean :0.1229 Mean :0.2964 Mean :0.02622
## 3rd Qu.: 25.796 3rd Qu.:0.0000 3rd Qu.:1.0000 3rd Qu.:0.00000
## Max. :100.000 Max. :1.0000 Max. :1.0000 Max. :1.00000
## weights sbp dbp tc
## Min. : 105.8 Min. : 71.0 Min. : 48.00 Min. : 2.000
## 1st Qu.: 1130.1 1st Qu.:114.0 1st Qu.: 75.00 1st Qu.: 2.900
## Median : 2631.9 Median :124.0 Median : 82.00 Median : 3.550
## Mean : 3839.8 Mean :127.1 Mean : 82.43 Mean : 3.702
## 3rd Qu.: 4969.9 3rd Qu.:135.0 3rd Qu.: 89.00 3rd Qu.: 4.240
## Max. :55389.3 Max. :264.0 Max. :152.00 Max. :10.300
## dm dm_treatment female male
## Min. :0.00000 Min. :0.000000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.000000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.00000 Median :0.000000 Median :1.0000 Median :0.0000
## Mean :0.03311 Mean :0.008222 Mean :0.6002 Mean :0.3998
## 3rd Qu.:0.00000 3rd Qu.:0.000000 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :1.00000 Max. :1.000000 Max. :1.0000 Max. :1.0000
## weight
## Min. :6.124e-06
## 1st Qu.:6.540e-05
## Median :1.523e-04
## Mean :2.222e-04
## 3rd Qu.:2.876e-04
## Max. :3.206e-03## tibble [4,500 × 21] (S3: tbl_df/tbl/data.frame)
## $ id : num [1:4500] 1001 1003 1008 1011 1013 ...
## $ psu : num [1:4500] 32 32 32 32 32 32 32 32 32 32 ...
## $ stratum : num [1:4500] 1 1 1 1 1 1 1 1 1 1 ...
## $ wealth : chr [1:4500] "4 Fourth" "2 Second" "3 Middle" "2 Second" ...
## $ age : num [1:4500] 39 35 60 18 51 47 38 45 41 48 ...
## $ county : num [1:4500] 19 19 19 19 19 19 19 19 19 19 ...
## $ sex : num [1:4500] 1 0 0 0 1 1 0 0 1 0 ...
## $ region : chr [1:4500] "Coast" "Coast" "Coast" "Coast" ...
## $ bmi : num [1:4500] 38.7 20.2 18.8 22.9 19.1 ...
## $ smk : num [1:4500] 0 1 0 0 0 0 0 0 0 1 ...
## $ htn : num [1:4500] 0 0 1 0 1 0 1 0 1 0 ...
## $ htn_treatment: num [1:4500] 0 0 0 0 0 0 0 0 0 0 ...
## $ weights : num [1:4500] 4027 5714 3973 9097 3578 ...
## $ sbp : num [1:4500] 125 132 213 114 175 115 131 137 219 115 ...
## $ dbp : num [1:4500] 85 81 95 69 101 84 91 85 98 73 ...
## $ tc : num [1:4500] 3.68 4.49 3.79 2.59 3.31 4.14 3.72 3.72 4.49 4.26 ...
## $ dm : num [1:4500] 0 0 0 0 0 0 0 0 0 1 ...
## $ dm_treatment : num [1:4500] 0 0 0 0 0 0 0 0 0 1 ...
## $ female : num [1:4500] 1 0 0 0 1 1 0 0 1 0 ...
## $ male : num [1:4500] 0 1 1 1 0 0 1 1 0 1 ...
## $ weight : num [1:4500] 0.000233 0.000331 0.00023 0.000526 0.000207 ...## [1] 4500 21## [1] "id" "psu" "stratum" "wealth"
## [5] "age" "county" "sex" "region"
## [9] "bmi" "smk" "htn" "htn_treatment"
## [13] "weights" "sbp" "dbp" "tc"
## [17] "dm" "dm_treatment" "female" "male"
## [21] "weight"# Check the number of missing values in each column
missing_values <- sapply(steps_data, function(x) sum(is.na(x)))
missing_values## id psu stratum wealth age
## 0 0 0 0 0
## county sex region bmi smk
## 0 0 0 0 0
## htn htn_treatment weights sbp dbp
## 0 0 0 0 0
## tc dm dm_treatment female male
## 0 0 0 0 0
## weight
## 0# Check the number of unique values in each column
unique_values <- sapply(steps_data, function(x) length(unique(x)))
unique_values## id psu stratum wealth age
## 4500 200 2 5 55
## county sex region bmi smk
## 47 2 8 3861 2
## htn htn_treatment weights sbp dbp
## 2 2 1327 143 89
## tc dm dm_treatment female male
## 410 2 2 2 2
## weight
## 1327## id psu stratum wealth age
## "numeric" "numeric" "numeric" "character" "numeric"
## county sex region bmi smk
## "numeric" "numeric" "character" "numeric" "numeric"
## htn htn_treatment weights sbp dbp
## "numeric" "numeric" "numeric" "numeric" "numeric"
## tc dm dm_treatment female male
## "numeric" "numeric" "numeric" "numeric" "numeric"
## weight
## "numeric"# Check the number of levels in each factor variable
factor_levels <- sapply(steps_data, function(x) if(is.factor(x)) length(levels(x)) else NA)
factor_levels## id psu stratum wealth age
## NA NA NA NA NA
## county sex region bmi smk
## NA NA NA NA NA
## htn htn_treatment weights sbp dbp
## NA NA NA NA NA
## tc dm dm_treatment female male
## NA NA NA NA NA
## weight
## NA2 Create hypertension variable
# Create a new variable for hypertension based on sbp and dbp
steps_data <- steps_data %>%
mutate(htn = case_when(
sbp >= 140 | dbp >= 90 ~ 1, # Hypertensive
TRUE ~ 0 # Not hypertensive
))
# Check the distribution of the new variable
htn_distribution <- steps_data %>%
group_by(htn) %>%
summarise(count = n()) %>%
mutate(percentage = count / sum(count) * 100)
# Print the distribution
htn_distribution## # A tibble: 2 × 3
## htn count percentage
## <dbl> <int> <dbl>
## 1 0 3205 71.2
## 2 1 1295 28.83 Summarising sbp by sample characteristics
# Summarise sbp by sample characteristics
# Summarise sbp for whole population
sbp_summary_all <- steps_data %>%
summarise(
mean = mean(sbp, na.rm = TRUE),
sd = sd(sbp, na.rm = TRUE),
median = median(sbp, na.rm = TRUE),
min = min(sbp, na.rm = TRUE),
max = max(sbp, na.rm = TRUE)
)
# Print the summary
sbp_summary_all## # A tibble: 1 × 5
## mean sd median min max
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 127. 19.8 124 71 264#Summarise sbp for rural population
# Summarise sbp for rural population
steps_data$residence <- steps_data$stratum
sbp_summary_rural <- steps_data %>%
filter(residence == 1) %>%
summarise(
mean = mean(sbp, na.rm = TRUE),
sd = sd(sbp, na.rm = TRUE),
median = median(sbp, na.rm = TRUE),
min = min(sbp, na.rm = TRUE),
max = max(sbp, na.rm = TRUE)
)
# Print the summary
sbp_summary_rural## # A tibble: 1 × 5
## mean sd median min max
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 127. 20.3 123 80 2584 Summarise sbp for urban population
# Summarise sbp for urban population
sbp_summary_urban <- steps_data %>%
filter(residence == 2) %>%
summarise(
mean = mean(sbp, na.rm = TRUE),
sd = sd(sbp, na.rm = TRUE),
median = median(sbp, na.rm = TRUE),
min = min(sbp, na.rm = TRUE),
max = max(sbp, na.rm = TRUE)
)
# Print the summary
sbp_summary_urban## # A tibble: 1 × 5
## mean sd median min max
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 127. 19.1 124 71 2645 Summarise sbp for hypertensive population
# Summarise sbp for hypertensive population
sbp_summary_hypertensive <- steps_data %>%
filter(htn == 1) %>%
summarise(
mean = mean(sbp, na.rm = TRUE),
sd = sd(sbp, na.rm = TRUE),
median = median(sbp, na.rm = TRUE),
min = min(sbp, na.rm = TRUE),
max = max(sbp, na.rm = TRUE)
)
# Print the summary
sbp_summary_hypertensive## # A tibble: 1 × 5
## mean sd median min max
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 149. 20.7 144 111 2646 Summarise sbp for non-hypertensive population
# Summarise sbp for non-hypertensive population
sbp_summary_non_hypertensive <- steps_data %>%
filter(htn == 0) %>%
summarise(
mean = mean(sbp, na.rm = TRUE),
sd = sd(sbp, na.rm = TRUE),
median = median(sbp, na.rm = TRUE),
min = min(sbp, na.rm = TRUE),
max = max(sbp, na.rm = TRUE)
)
# Print the summary
sbp_summary_non_hypertensive## # A tibble: 1 × 5
## mean sd median min max
## <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 118. 10.3 119 71 1397 Create subsets of the dataset
# Create subsets of the dataset
# Create a subset for rural population
rural_data <- steps_data %>%
filter(residence == 1)
# Create a subset for urban population
urban_data <- steps_data %>%
filter(residence == 2)
# Create a subset for hypertensive population
hypertensive_data <- steps_data %>%
filter(htn == 1)
# Create a subset for patients on hypertension treatment
htn_treatment_data <- steps_data %>%
filter(htn == 1 & htn_treatment == 1)
# Create a subset for diabetic population
diabetic_data <- steps_data %>%
filter(dm == 1)8 Fit a linear regression model for predicting sbp for whole population
# Fit a linear regression model for predicting sbp for whole population
lm_all <- lm(sbp~age+male+bmi+dm+smk+tc+age*smk, data = steps_data, weights = weights) # To explore other interactions +male*smk
# Print the summary of the model
summary(lm_all)##
## Call:
## lm(formula = sbp ~ age + male + bmi + dm + smk + tc + age * smk,
## data = steps_data, weights = weights)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -4817.5 -516.2 -85.8 389.3 8003.9
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 87.31145 1.56443 55.810 < 2e-16 ***
## age 0.45277 0.02181 20.762 < 2e-16 ***
## male 6.97074 0.51994 13.407 < 2e-16 ***
## bmi 0.72100 0.05250 13.733 < 2e-16 ***
## dm 4.32989 1.59573 2.713 0.006685 **
## smk 5.07953 2.19541 2.314 0.020729 *
## tc 0.84106 0.27800 3.025 0.002498 **
## age:smk -0.20495 0.05511 -3.719 0.000203 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1009 on 4492 degrees of freedom
## Multiple R-squared: 0.1816, Adjusted R-squared: 0.1804
## F-statistic: 142.4 on 7 and 4492 DF, p-value: < 2.2e-16## (Intercept) age male bmi dm smk
## 87.3114488 0.4527687 6.9707359 0.7210036 4.3298852 5.0795298
## tc age:smk
## 0.8410599 -0.20494549 Model diagnostics
## 1 2 3 4 5
## -1.098442e+01 5.640653e+00 7.481796e+01 -7.087298e+00 4.800633e+01
## 6 7 8 9 10
## -2.178827e+01 -6.174000e+00 2.117248e+00 8.668709e+01 -1.909687e+01
## 11 12 13 14 15
## -2.052493e+01 -6.980343e+00 -7.015739e+00 1.306721e+01 4.445060e+00
## 16 17 18 19 20
## 5.346342e+00 2.587706e+01 1.017654e+01 1.417650e+00 9.223898e+00
## 21 22 23 24 25
## -1.020235e+01 5.910905e+00 -4.687969e+00 2.534613e+01 9.552814e-01
## 26 27 28 29 30
## 3.007795e+00 3.993900e+01 1.047172e+01 -4.241587e+00 -1.983535e+01
## 31 32 33 34 35
## 1.832231e+01 -3.140997e+00 -2.912425e+00 -5.869362e+00 -1.307477e+01
## 36 37 38 39 40
## -9.128188e+00 -1.033743e+01 -2.676086e+01 -3.650899e+00 -3.990166e+00
## 41 42 43 44 45
## -5.820097e+00 -7.326625e+00 -7.869102e+00 1.007979e+01 2.565503e+01
## 46 47 48 49 50
## 5.304655e+01 -1.154288e+01 9.283995e+00 -8.518451e+00 1.033482e+01
## 51 52 53 54 55
## 1.228444e+01 -1.347710e+01 2.494284e+00 -9.090272e+00 -4.385697e+00
## 56 57 58 59 60
## 3.957559e+00 6.805075e+00 8.304833e+00 -1.001859e+01 -9.767705e-01
## 61 62 63 64 65
## 7.984064e+00 -8.756549e+00 1.371234e+01 -2.706442e+00 6.606767e+00
## 66 67 68 69 70
## -2.731027e+00 -1.134977e+01 -4.033230e+00 -1.407663e+01 1.858609e+01
## 71 72 73 74 75
## -4.258600e+00 1.122494e+01 -3.608129e+00 -9.259490e+00 -1.749421e+01
## 76 77 78 79 80
## 5.314936e+00 5.748097e+00 5.117869e+00 1.565066e+01 7.791919e+00
## 81 82 83 84 85
## -1.318183e+01 2.040474e+00 2.244843e-01 -1.376133e+01 -6.573052e+00
## 86 87 88 89 90
## -1.340076e+01 -1.135195e+01 -5.326430e+00 1.420775e+00 -8.033765e+00
## 91 92 93 94 95
## 1.192313e+00 -4.634824e+00 9.892169e+00 1.205722e+01 2.395208e+00
## 96 97 98 99 100
## -1.378170e+01 3.767810e+01 1.601148e+01 3.051354e+00 1.022974e+01
## 101 102 103 104 105
## -1.336771e+01 2.199645e+01 1.629779e+00 -4.862247e+00 7.869364e+00
## 106 107 108 109 110
## 4.099767e+01 -3.142746e+00 2.736079e+01 -2.573278e+00 -9.245924e+00
## 111 112 113 114 115
## -3.151380e+01 1.581243e+00 -1.810698e+01 -1.220664e+01 4.481426e-02
## 116 117 118 119 120
## -1.804787e+00 8.521483e-01 -6.000174e+00 -6.317750e+00 -4.679671e+00
## 121 122 123 124 125
## 4.708441e+00 6.428102e+00 4.217001e+00 2.349830e+01 -1.192218e+01
## 126 127 128 129 130
## -5.698383e+00 -1.310552e+01 3.201394e+01 5.557344e-01 1.055344e+01
## 131 132 133 134 135
## -1.252025e+00 -5.346829e-01 -3.433846e+01 -5.968641e+00 5.370814e+00
## 136 137 138 139 140
## 8.450696e+00 1.065977e+01 6.509619e+00 -1.686091e+01 -6.155912e+00
## 141 142 143 144 145
## -4.949911e+00 -2.846859e+00 -6.691651e+00 -1.525987e+01 1.030261e+00
## 146 147 148 149 150
## 1.520143e+00 -7.436963e+00 -1.864627e+01 -1.051299e+01 5.377545e+00
## 151 152 153 154 155
## 6.246400e+00 -1.254809e+01 -1.849623e+01 -5.242687e+00 -1.022776e+01
## 156 157 158 159 160
## -2.514636e+00 -1.127102e+01 2.527864e+01 -7.538657e+00 -2.841773e+01
## 161 162 163 164 165
## 1.117720e+01 1.845094e+01 3.963922e+00 -1.384044e+01 -1.616950e+01
## 166 167 168 169 170
## -1.223888e+01 1.243119e+00 -1.737718e+01 -7.033292e+00 -2.648496e-01
## 171 172 173 174 175
## 2.292457e+00 6.575515e-01 2.320306e-01 9.078568e+00 4.763586e+01
## 176 177 178 179 180
## -1.052665e+01 -3.237542e+01 -1.557032e+01 -1.729353e+01 3.881413e+01
## 181 182 183 184 185
## -2.858414e+00 9.080781e+00 -4.921601e-01 -1.032660e+01 -2.425455e+01
## 186 187 188 189 190
## -9.942763e+00 2.269477e+01 -3.895580e+00 -5.851453e+00 -1.329032e+01
## 191 192 193 194 195
## -9.199028e+00 2.305184e+00 1.686517e+01 -7.493838e+00 -8.679583e+00
## 196 197 198 199 200
## -1.221921e+01 -5.108981e+00 -4.857140e+00 -9.167415e+00 1.172012e+01
## 201 202 203 204 205
## 2.381077e+00 8.225164e+00 -2.432869e+00 1.615530e+01 -2.593848e+00
## 206 207 208 209 210
## -7.701927e+00 -4.110077e+00 -1.124680e+01 -1.080492e+01 4.772186e+00
## 211 212 213 214 215
## -2.259418e+01 1.879070e+01 -4.385405e+00 -1.258179e+01 -2.401654e+01
## 216 217 218 219 220
## -3.676636e+01 -1.362142e+01 -3.115625e+01 -4.629974e+01 4.749859e+00
## 221 222 223 224 225
## 3.347349e+00 -1.373957e+01 3.886311e+01 -2.724381e+01 -2.020645e+01
## 226 227 228 229 230
## -1.889113e+01 -4.139909e+00 -1.181164e+01 -3.774738e+00 -4.063178e+01
## 231 232 233 234 235
## 8.593230e+00 -2.797039e+01 -1.449133e+01 -4.219181e+00 2.275241e+01
## 236 237 238 239 240
## 2.553419e+01 -3.418710e+01 -1.520872e+01 -2.228410e+01 -1.112520e+01
## 241 242 243 244 245
## 6.145835e+00 -1.109922e+01 -2.561120e+01 -1.622810e-01 1.788998e+01
## 246 247 248 249 250
## -1.232906e+01 -2.468810e+01 5.155765e+00 -1.922983e+01 1.881983e+00
## 251 252 253 254 255
## -3.748786e+01 1.485719e+01 4.953186e+01 -2.678955e+01 1.961174e+00
## 256 257 258 259 260
## -2.953562e+00 -2.416016e+01 -1.422408e+01 -1.461490e+00 -1.791791e+01
## 261 262 263 264 265
## -1.585844e+01 -2.279944e+01 -1.092762e+01 -1.413980e+01 -1.756330e+01
## 266 267 268 269 270
## -2.469264e+01 -1.517418e+01 -1.587876e+01 -6.472312e+00 -2.895487e+00
## 271 272 273 274 275
## -2.060082e+01 -1.236780e+01 -3.795842e+00 -1.189210e+01 7.549449e+01
## 276 277 278 279 280
## -1.594625e+00 -1.158791e+01 -7.943876e+00 -3.138933e+00 -4.884611e+00
## 281 282 283 284 285
## -1.237472e+01 -6.415802e-01 -3.253157e+00 4.707117e+00 -1.277952e+01
## 286 287 288 289 290
## 5.735887e+00 -6.886603e+00 -8.110804e+00 -8.884959e+00 -6.851881e+00
## 291 292 293 294 295
## 2.321151e+01 -1.719169e+01 2.964814e+00 -4.817566e+00 3.760519e+00
## 296 297 298 299 300
## 1.110954e+00 3.173245e+00 -2.220706e+01 -2.362643e+01 -2.770264e+01
## 301 302 303 304 305
## -7.381701e+00 -8.748813e+00 -4.085906e+00 -1.370398e+01 -3.337907e+00
## 306 307 308 309 310
## 1.136180e+01 2.441825e+01 -2.798146e+01 -1.316308e+01 -2.529984e+01
## 311 312 313 314 315
## -1.631358e+01 -1.542718e+01 -1.182723e+01 1.369550e+00 -1.422489e+00
## 316 317 318 319 320
## -6.695664e-02 -9.661124e+00 -2.781035e+00 -3.222652e+01 1.196037e+01
## 321 322 323 324 325
## -6.351794e+00 -2.888877e+00 -2.092163e+00 1.044569e+01 3.939611e+01
## 326 327 328 329 330
## 2.667467e+01 3.136873e+00 9.530408e+00 3.891315e+00 2.116830e+01
## 331 332 333 334 335
## -9.534289e+00 -3.307187e+01 2.182253e+01 1.074201e+01 -2.856478e+01
## 336 337 338 339 340
## -1.546820e+01 -4.984861e+00 -7.410625e+00 -1.445885e+01 -1.606905e+01
## 341 342 343 344 345
## -9.034135e+00 1.635147e+01 -1.769295e+01 1.278713e+00 6.747083e+00
## 346 347 348 349 350
## 2.712042e+00 1.887556e+01 -3.974868e+00 1.426897e-01 1.303100e+01
## 351 352 353 354 355
## -3.737746e+01 -2.685506e+01 1.127774e+00 5.227999e+01 -1.926749e+01
## 356 357 358 359 360
## 5.236707e+01 -2.515564e+01 -3.366379e+00 6.188278e+00 -1.259912e+01
## 361 362 363 364 365
## 2.868566e+00 8.698110e+00 -2.752758e+00 8.885015e+00 5.967371e+00
## 366 367 368 369 370
## 8.481838e+00 9.652629e+00 2.665993e+01 -1.297489e+01 -1.778073e+00
## 371 372 373 374 375
## -3.445460e+00 2.938769e+01 -3.968614e+00 3.625234e+00 -9.642585e+00
## 376 377 378 379 380
## -2.124306e+01 -9.362896e+00 -3.019973e+00 -9.058349e+00 -5.830197e+00
## 381 382 383 384 385
## -9.703973e+00 6.862622e+01 -1.470573e+00 2.648604e+00 5.953978e+01
## 386 387 388 389 390
## -1.745974e+01 -7.319254e+00 3.195052e+00 -1.275062e+01 -1.403284e+01
## 391 392 393 394 395
## 1.904454e+00 5.237140e-01 5.948595e-01 -1.076671e+01 1.470130e+01
## 396 397 398 399 400
## 6.926926e+00 8.907293e+00 -8.295173e+00 4.734927e+00 2.213420e-01
## 401 402 403 404 405
## -8.591278e+00 -8.740848e+00 -3.441052e+01 1.886075e+01 7.999154e+00
## 406 407 408 409 410
## 8.099187e-01 -1.109961e+01 -1.162731e+01 -9.931917e+00 -2.449282e+00
## 411 412 413 414 415
## -1.028237e+00 2.067769e+01 6.011867e+00 9.610993e+00 2.011329e+01
## 416 417 418 419 420
## 2.594531e+01 -1.670455e+01 -3.563486e+00 1.115092e+01 7.705936e+00
## 421 422 423 424 425
## 2.946177e+01 -2.051127e+01 -2.002308e+01 -1.569148e+01 -7.586772e+00
## 426 427 428 429 430
## -7.169538e+00 -1.414327e+01 3.520016e+01 -6.362280e+00 -5.854846e+00
## 431 432 433 434 435
## -2.052671e+01 1.220336e+01 -6.000104e-01 -1.348627e+01 1.400203e+00
## 436 437 438 439 440
## -1.094589e+01 -5.665335e+00 -1.300545e+01 -3.846050e+00 2.721871e+00
## 441 442 443 444 445
## -1.362873e+01 -3.013389e+01 2.479739e+01 5.898205e+01 -1.637108e+01
## 446 447 448 449 450
## -8.814071e+00 4.650004e+00 -8.820967e+00 1.676064e+01 -1.246980e+01
## 451 452 453 454 455
## -1.324517e+00 6.139722e+00 2.204061e+00 -4.737705e+00 -5.476609e+00
## 456 457 458 459 460
## -6.376186e+00 -2.236015e+01 1.796763e+01 -3.714220e+00 2.413706e+00
## 461 462 463 464 465
## -1.381057e+01 2.075032e+00 4.931790e+00 2.643084e+01 5.551508e+00
## 466 467 468 469 470
## 3.420101e+00 -1.691401e+01 1.047312e+01 6.631507e+00 -1.733494e+01
## 471 472 473 474 475
## 1.269567e+01 9.976874e+00 1.080122e+01 -1.087082e+01 -6.713313e+00
## 476 477 478 479 480
## -1.287854e+01 -2.187852e+01 1.822266e+01 1.639333e+01 -4.141784e+00
## 481 482 483 484 485
## 3.954523e+01 4.131909e+00 -1.493772e+00 -9.581537e+00 2.526915e+01
## 486 487 488 489 490
## 2.615249e+01 -9.921945e+00 -2.785830e+01 7.100362e+00 -9.244186e+00
## 491 492 493 494 495
## -1.921395e+00 2.716685e+01 3.869895e+00 -2.271562e+01 1.034021e+01
## 496 497 498 499 500
## 1.172592e+01 -4.405312e+00 7.900784e+00 -3.901415e+00 2.329196e+01
## 501 502 503 504 505
## -5.423006e-01 -9.066124e+00 1.703276e+01 9.573077e+00 -1.711300e+01
## 506 507 508 509 510
## 5.071425e+00 -1.152753e+01 -7.224362e+00 5.765762e+01 -5.444884e+00
## 511 512 513 514 515
## -1.264447e+01 -1.066952e+01 2.654859e+00 6.977965e+01 -3.290575e+00
## 516 517 518 519 520
## 2.620781e+01 -7.291287e+00 -7.468432e+00 2.205751e+01 -2.908998e+01
## 521 522 523 524 525
## 2.106183e+01 7.560300e+00 2.698576e+01 7.813142e+00 1.517213e+01
## 526 527 528 529 530
## 1.070101e+01 -6.885421e+00 -1.789921e+01 1.327422e+01 -1.284916e+01
## 531 532 533 534 535
## 1.224780e+01 2.318291e+01 3.592143e+00 -1.094530e+01 -6.147460e+00
## 536 537 538 539 540
## 2.277135e+01 -2.590276e+00 -5.122182e+00 -2.145375e+01 -1.540287e+01
## 541 542 543 544 545
## -1.040058e+01 2.847916e+00 1.265099e+01 2.817194e+01 -2.716099e+01
## 546 547 548 549 550
## 7.287342e+00 2.336923e+01 -2.306625e+01 2.042926e+01 1.614713e+01
## 551 552 553 554 555
## 1.787021e+01 -1.274115e+01 -1.922776e+00 4.647846e+00 -1.587066e+01
## 556 557 558 559 560
## 1.251217e+01 -1.098584e+01 5.874323e+00 -1.996955e+00 1.224758e+02
## 561 562 563 564 565
## -9.307467e+00 -4.775213e+00 2.147662e+01 4.331773e+00 -2.297293e+01
## 566 567 568 569 570
## 3.955186e+01 5.626003e+01 6.803673e+00 4.398207e+01 2.565281e+01
## 571 572 573 574 575
## 2.255268e+01 -3.284064e+00 -1.151678e+01 5.021834e+01 -6.748397e+00
## 576 577 578 579 580
## 6.187817e+01 -5.419854e+00 -1.671767e+01 2.012939e+01 1.355823e+01
## 581 582 583 584 585
## 7.673355e+00 -1.932790e+01 -8.699013e+00 4.097440e+01 -1.989675e+01
## 586 587 588 589 590
## 1.496134e+01 5.865291e+01 -1.531484e+01 1.012067e+01 -1.512675e+01
## 591 592 593 594 595
## 7.116215e+00 -4.064211e+00 -1.837696e+00 -2.987226e+01 -1.231490e+01
## 596 597 598 599 600
## 2.782810e+00 2.400661e+01 4.278948e+01 1.792142e+01 -1.136321e+00
## 601 602 603 604 605
## -2.997618e+01 2.373470e+01 6.492148e+00 -2.598063e+01 -2.834054e+00
## 606 607 608 609 610
## 3.242870e+01 -1.837470e+01 4.165159e+01 -9.234553e+00 1.243073e+01
## 611 612 613 614 615
## -7.586474e+00 -1.971685e+01 -1.422575e+01 -3.724624e+01 5.779189e+00
## 616 617 618 619 620
## -2.164620e+01 -1.024919e-01 3.472390e+01 4.769869e+00 3.184472e+01
## 621 622 623 624 625
## 2.263719e+01 -1.393915e+00 -3.260121e+00 6.323702e+00 -1.940879e+01
## 626 627 628 629 630
## -3.821911e+00 1.011938e+01 -2.070596e+01 1.901664e+01 -1.419107e+01
## 631 632 633 634 635
## 1.463251e+00 8.129396e+00 1.099404e+01 -2.247865e+01 6.429509e+01
## 636 637 638 639 640
## -1.471619e+01 5.541918e+00 9.165492e-01 -1.032178e+01 5.698939e+00
## 641 642 643 644 645
## -2.049876e+01 -1.568602e+01 -2.197543e+01 3.372912e+00 -1.966421e+01
## 646 647 648 649 650
## -9.589085e+00 1.230438e+01 -1.750100e+01 -2.896086e+01 -1.569455e+01
## 651 652 653 654 655
## -2.215557e+01 -1.595472e+01 -7.355013e+00 -1.347306e+01 7.452680e+00
## 656 657 658 659 660
## 2.532579e+01 9.234099e-04 2.558322e+00 -6.107825e+00 -7.204097e+00
## 661 662 663 664 665
## -1.238553e+01 1.791779e+01 3.166902e+00 -4.307503e+01 1.572933e+01
## 666 667 668 669 670
## -2.988882e+01 -2.740311e+01 -5.725466e+00 1.047190e+01 -5.568033e+00
## 671 672 673 674 675
## -1.107459e+01 -1.183627e+01 -6.086454e+00 -1.869794e+01 -1.539379e+01
## 676 677 678 679 680
## -1.707895e+01 -1.272237e+01 1.523700e+01 -1.589238e+01 -2.704507e-01
## 681 682 683 684 685
## -1.846460e+01 -2.356617e+01 -3.438135e+01 -2.203363e+01 3.594480e+00
## 686 687 688 689 690
## 9.801119e+00 -3.407265e+01 -1.564189e+01 1.574640e+01 -8.089206e+00
## 691 692 693 694 695
## 3.962397e-01 2.388735e+01 -1.111558e+01 1.795388e+01 9.890144e+00
## 696 697 698 699 700
## 3.015083e+01 -1.258248e+01 -2.097059e+00 1.183054e+01 -5.134128e+00
## 701 702 703 704 705
## 2.522998e+01 -1.995497e+01 7.913519e+00 -1.015951e+01 1.868476e+00
## 706 707 708 709 710
## 5.284317e-01 -1.575506e+01 -1.728648e+01 1.948048e+01 8.084660e+00
## 711 712 713 714 715
## -1.418465e+01 5.219175e+00 6.141458e+00 9.012770e-01 -8.848989e+00
## 716 717 718 719 720
## 9.063554e+00 -3.456206e+00 1.378581e+01 -1.904870e+01 -3.509351e+00
## 721 722 723 724 725
## 1.426761e+00 1.120184e+01 -9.939875e+00 -1.758240e+01 -4.779185e+00
## 726 727 728 729 730
## 1.531072e+01 1.451611e+01 -1.013729e+00 6.973803e+00 1.183571e+01
## 731 732 733 734 735
## 1.937062e+01 -3.937564e+00 2.498397e+00 -1.077953e+01 -3.200885e+00
## 736 737 738 739 740
## -2.863859e+01 -2.776288e+01 -4.771850e+00 -3.198794e+00 3.102633e+00
## 741 742 743 744 745
## 1.333424e+01 5.644929e+00 -8.070245e+00 -1.629646e+01 9.311775e+00
## 746 747 748 749 750
## 2.078494e+00 -2.507560e+01 -3.249866e+00 -3.888327e+00 -3.444433e+00
## 751 752 753 754 755
## 1.042661e+00 5.725611e+00 -4.208646e+00 -1.629277e+01 7.193485e+00
## 756 757 758 759 760
## -1.034064e+01 -1.597370e+01 -1.564988e+00 -2.669415e+01 -1.000746e+01
## 761 762 763 764 765
## -1.648666e+00 -2.842873e+01 1.832598e+01 4.341004e+00 -8.649748e+00
## 766 767 768 769 770
## -1.958867e+01 -8.228992e+00 -2.681813e+01 -1.152126e+01 -1.829313e+01
## 771 772 773 774 775
## 7.131360e+00 2.723459e+00 -1.333530e+01 -1.820153e+00 -1.661746e+01
## 776 777 778 779 780
## -1.926811e+01 -6.573590e+00 -6.565199e+00 -1.168211e+01 3.636002e+01
## 781 782 783 784 785
## -1.053189e+01 1.884213e+01 1.805020e+00 2.457715e+00 -4.920486e+00
## 786 787 788 789 790
## 1.364878e+01 1.714230e+01 5.066984e+00 -5.463843e+00 -4.618229e+00
## 791 792 793 794 795
## -1.555397e+01 -1.552875e+01 -3.258300e+01 4.587773e+00 -1.816389e+01
## 796 797 798 799 800
## 6.184131e+00 -8.237209e+00 -1.364089e+01 -2.013658e+00 -1.562596e+01
## 801 802 803 804 805
## -4.000560e-01 -2.584264e+01 1.141580e+01 -2.353486e+01 -2.352437e-01
## 806 807 808 809 810
## -1.425079e+00 -1.719577e+01 -8.198105e+00 -1.819692e+01 -1.773357e+01
## 811 812 813 814 815
## -4.522389e+00 -1.744195e+00 -1.379202e+01 5.670012e+01 1.398232e+01
## 816 817 818 819 820
## -9.924584e+00 -4.242941e+00 -1.754797e+01 8.342666e+00 1.303325e+01
## 821 822 823 824 825
## -1.475603e+01 -1.493840e+01 -1.315327e+01 -6.438228e+00 -3.211252e+00
## 826 827 828 829 830
## 5.759366e+01 -1.757841e+01 -1.616307e+01 1.072367e+01 1.882191e+01
## 831 832 833 834 835
## 2.183530e+01 3.475516e+00 -8.060874e+00 -1.053021e+01 7.076780e+00
## 836 837 838 839 840
## 1.081675e+01 -1.320680e+01 -1.297882e+01 5.692478e+00 1.153885e+01
## 841 842 843 844 845
## -9.056546e+00 -2.036248e+00 -3.267693e+00 -5.365009e+00 1.775547e+01
## 846 847 848 849 850
## 1.700956e+01 -1.372711e+01 -5.255240e+00 -1.913585e+01 -7.262153e+00
## 851 852 853 854 855
## -4.215744e+00 2.992469e+01 -1.710755e+01 -1.541602e+01 -6.037236e-01
## 856 857 858 859 860
## 6.987842e+00 9.619433e+00 9.247979e+00 2.533653e+01 -1.671599e+01
## 861 862 863 864 865
## 2.667382e+00 1.899764e+01 9.175680e+00 -1.508239e+01 6.783347e+00
## 866 867 868 869 870
## 4.984241e+01 1.890765e+00 1.110613e+01 -5.068438e+00 2.274437e+00
## 871 872 873 874 875
## -9.467204e+00 1.410747e+01 4.346884e+01 1.755202e+01 2.156861e+01
## 876 877 878 879 880
## -7.684560e+00 -3.641642e+00 1.748592e+00 1.105198e+00 -7.716918e+00
## 881 882 883 884 885
## 6.914427e+00 -4.795075e+00 1.364690e+01 -2.379616e+00 2.355233e+00
## 886 887 888 889 890
## -1.402028e+01 8.104737e+00 -3.583810e+01 6.473186e+00 1.703857e+01
## 891 892 893 894 895
## -1.977018e+01 3.238396e+00 3.127287e+00 -2.742819e+00 -1.939041e+00
## 896 897 898 899 900
## -1.196080e+01 -1.003380e+01 1.912475e+01 1.187046e+01 1.071258e+01
## 901 902 903 904 905
## 1.435114e+01 -1.897961e+01 -3.478109e+00 4.927701e+01 7.980795e+00
## 906 907 908 909 910
## 7.577951e+00 -9.446489e-01 -9.059822e+00 -1.646081e+01 7.773650e+00
## 911 912 913 914 915
## -6.706779e+00 -7.817245e+00 -9.381287e+00 -1.438581e+01 4.198956e+00
## 916 917 918 919 920
## 1.587037e+01 -2.904594e+00 -9.831113e+00 -5.310168e-01 2.270150e+01
## 921 922 923 924 925
## 8.740353e-01 7.210893e+00 -1.354305e+01 -2.917626e+01 -4.432210e+00
## 926 927 928 929 930
## -1.402763e+01 -8.561959e+00 9.722661e+00 -3.003059e+01 1.555646e+00
## 931 932 933 934 935
## 9.761866e+00 6.826063e+00 5.609735e+00 -4.768650e+00 -2.321894e+00
## 936 937 938 939 940
## -2.022365e+01 6.352072e+01 2.860844e-01 1.122210e+01 -1.617763e+01
## 941 942 943 944 945
## 1.124684e-01 -7.692412e+00 2.425672e+01 5.621320e+01 3.211806e+00
## 946 947 948 949 950
## 1.391749e+01 -4.779756e+00 -1.089357e+01 -6.349041e+00 1.519297e+01
## 951 952 953 954 955
## 2.891025e+01 1.606688e+00 -1.210227e+00 -1.222936e+01 -9.419888e+00
## 956 957 958 959 960
## 3.759615e-01 1.292344e+01 1.419174e+01 1.827565e+00 -6.866772e+00
## 961 962 963 964 965
## -1.071906e+01 -1.395390e+01 -2.415628e+01 1.648430e+00 5.025114e+01
## 966 967 968 969 970
## 1.477047e+01 -4.052352e+00 1.459732e+01 -2.680027e+01 -6.847813e+00
## 971 972 973 974 975
## -1.870018e+01 1.916443e+00 -4.614113e+00 8.992858e+00 -2.381796e+01
## 976 977 978 979 980
## -1.656135e+01 1.970122e+01 1.568415e+01 -1.649958e+01 4.269598e+01
## 981 982 983 984 985
## 7.495035e+00 6.054273e+01 9.505080e+01 -1.796751e+01 3.902049e+01
## 986 987 988 989 990
## -2.860869e+00 -1.618815e+01 -1.549718e+01 -1.322993e+01 1.256745e+01
## 991 992 993 994 995
## -1.581544e+01 6.440499e+00 -2.177334e+01 -5.940149e+00 9.862112e+00
## 996 997 998 999 1000
## -8.816099e+00 3.201609e+01 1.883511e+00 5.339938e+01 4.728586e+01
## 1001 1002 1003 1004 1005
## 1.829527e-01 -2.793031e+00 -1.544477e+00 -1.571034e+01 -3.100368e+01
## 1006 1007 1008 1009 1010
## -2.786359e+01 -2.111851e+01 -4.729827e+00 2.970296e+01 2.537604e+00
## 1011 1012 1013 1014 1015
## -7.585321e+00 2.378538e+01 -1.227032e+01 1.010582e+01 -1.585172e+01
## 1016 1017 1018 1019 1020
## -1.968933e+01 -9.179542e+00 3.219150e+00 1.260668e+01 -1.135658e+01
## 1021 1022 1023 1024 1025
## 8.960247e+01 1.581289e+01 -1.798847e+01 -1.371004e+01 -2.810468e+01
## 1026 1027 1028 1029 1030
## 5.241178e-01 -6.775426e+00 -1.335769e+01 -1.287299e+01 1.982208e+01
## 1031 1032 1033 1034 1035
## 8.559916e+00 2.513243e+01 8.251511e+00 4.299356e+01 -1.401351e+01
## 1036 1037 1038 1039 1040
## -1.953898e+01 -1.321109e+01 -1.964937e+00 8.954513e+00 6.600943e+00
## 1041 1042 1043 1044 1045
## 1.042812e+01 -1.206888e+01 -1.218788e+01 -2.303564e+01 -3.314942e+00
## 1046 1047 1048 1049 1050
## 6.813720e+00 -1.468778e+01 7.093794e+01 -1.483868e+01 -2.334636e+01
## 1051 1052 1053 1054 1055
## 1.364006e+01 -3.407645e+01 9.364695e+00 5.397024e+00 1.761552e+01
## 1056 1057 1058 1059 1060
## 1.838294e+00 3.571689e+00 -4.698284e+00 -9.834774e+00 -9.722183e+00
## 1061 1062 1063 1064 1065
## 9.137633e+00 1.072161e+01 -1.310613e+01 1.929254e+01 -1.838274e+01
## 1066 1067 1068 1069 1070
## -1.493946e+01 -2.890389e+01 -8.365826e+00 -4.730211e+00 -4.497324e-01
## 1071 1072 1073 1074 1075
## -1.165229e+01 -4.893540e+00 -5.117992e+01 -3.499672e+01 1.585964e-01
## 1076 1077 1078 1079 1080
## -6.188241e+00 -1.441520e+00 -4.017446e+00 -4.283827e+01 4.650622e+01
## 1081 1082 1083 1084 1085
## 8.287238e+00 1.106108e+01 -1.628585e+01 -6.318195e+00 1.123468e+01
## 1086 1087 1088 1089 1090
## 4.763186e+00 -7.535085e-01 -1.373097e+01 -1.046552e+01 -2.688056e+00
## 1091 1092 1093 1094 1095
## 3.557508e+00 -1.936158e+01 1.623200e+01 -1.349831e+01 -6.663433e+00
## 1096 1097 1098 1099 1100
## 1.242977e-01 1.956665e+00 1.153716e+01 -7.197753e+00 -7.867614e+00
## 1101 1102 1103 1104 1105
## -1.156465e+01 1.235732e+01 1.022753e+01 1.519094e+00 -9.714723e+00
## 1106 1107 1108 1109 1110
## -4.407128e+00 2.484403e+00 3.371686e+00 -1.043696e+01 -8.862409e+00
## 1111 1112 1113 1114 1115
## 8.426097e+00 3.610707e+00 1.664836e+00 -1.913331e+00 -4.601869e+00
## 1116 1117 1118 1119 1120
## -1.512923e+01 8.020482e+00 -8.359928e+00 -1.708150e+01 -2.582793e+01
## 1121 1122 1123 1124 1125
## -1.484277e+01 3.537685e+00 7.375666e-01 7.844005e+00 9.768110e+00
## 1126 1127 1128 1129 1130
## -1.336817e+01 -1.415875e+01 1.295492e+00 -1.628450e+01 1.298423e+00
## 1131 1132 1133 1134 1135
## -1.285889e+01 -3.739559e+01 -1.726767e+01 -1.918899e+00 -6.316290e+00
## 1136 1137 1138 1139 1140
## -1.442152e+01 4.017112e+00 1.617485e+01 -3.484260e+00 -1.378103e+00
## 1141 1142 1143 1144 1145
## 1.154977e+01 -3.510510e+00 -3.905893e+00 1.394760e+01 2.585886e+01
## 1146 1147 1148 1149 1150
## 5.988588e+00 -9.476065e+00 -3.385334e+00 2.662352e+01 -2.793385e+00
## 1151 1152 1153 1154 1155
## -5.511293e+00 1.032808e+01 3.007667e+01 1.343816e+01 1.029191e+00
## 1156 1157 1158 1159 1160
## 4.772263e-01 1.377577e+01 4.008727e+00 -1.122977e+01 -7.910529e+00
## 1161 1162 1163 1164 1165
## -1.783075e+01 1.755629e+00 -3.162811e+01 -5.615361e+00 -1.040969e+01
## 1166 1167 1168 1169 1170
## -2.572941e+00 -7.240940e-01 -1.666279e+01 5.050018e+00 -1.470905e+00
## 1171 1172 1173 1174 1175
## -6.053052e+00 7.220099e+00 -1.316704e+01 -1.124662e+00 -4.068210e+00
## 1176 1177 1178 1179 1180
## -9.310763e+00 -1.709460e+01 2.919674e+01 -1.873601e+01 5.070797e+01
## 1181 1182 1183 1184 1185
## 5.791236e+00 -6.952387e+00 3.964541e+01 -8.089713e+00 4.174875e-01
## 1186 1187 1188 1189 1190
## 2.191803e+01 -9.403905e+00 -2.042565e+01 -1.693714e+01 -1.999886e+00
## 1191 1192 1193 1194 1195
## 3.749428e+01 -5.612669e+00 -1.592797e+01 4.498315e+01 7.961026e+00
## 1196 1197 1198 1199 1200
## -6.706779e+00 1.522874e+01 -3.580783e+00 5.052120e+00 1.218264e+01
## 1201 1202 1203 1204 1205
## 1.467400e+01 2.840223e+00 -2.345579e+01 4.913392e+00 -2.973837e+01
## 1206 1207 1208 1209 1210
## -1.961173e+01 -1.214000e+01 -1.670087e+01 2.852918e+01 -4.178636e+00
## 1211 1212 1213 1214 1215
## -1.819544e+01 4.127355e+00 6.079201e+00 4.688413e+00 -1.094606e+01
## 1216 1217 1218 1219 1220
## -7.884435e+00 -3.733761e+00 -1.491927e+01 6.769398e+00 -1.773135e+00
## 1221 1222 1223 1224 1225
## 1.650875e+00 -1.456684e+01 -8.938951e+00 -5.274004e+00 -5.131376e+00
## 1226 1227 1228 1229 1230
## 6.211073e+00 8.601065e+00 -1.078220e+01 9.733659e+00 -4.822827e+00
## 1231 1232 1233 1234 1235
## -7.018280e+00 8.245290e+00 -4.806433e+00 -7.635161e+00 1.483859e+01
## 1236 1237 1238 1239 1240
## -2.209109e+01 -1.503749e+01 -1.692242e+01 -8.821003e+00 -1.199888e+01
## 1241 1242 1243 1244 1245
## 1.549739e+01 1.758934e+01 3.141146e+01 -1.419132e+01 -1.260848e+01
## 1246 1247 1248 1249 1250
## -4.288214e+00 1.454828e+01 -1.748426e+01 -9.516769e+00 -3.195949e+00
## 1251 1252 1253 1254 1255
## -8.213512e+00 2.282817e+01 -8.708963e+00 -8.930546e+00 3.449925e+01
## 1256 1257 1258 1259 1260
## -2.991593e+00 -6.064840e-01 2.404754e+00 -8.618052e+00 5.628871e+01
## 1261 1262 1263 1264 1265
## -8.229572e+00 -1.689232e+00 8.591748e+00 -5.906525e+00 1.294823e+01
## 1266 1267 1268 1269 1270
## 4.958238e-01 6.345512e+00 -1.593426e+01 -2.828518e+01 -3.329549e+00
## 1271 1272 1273 1274 1275
## 1.758494e+00 -7.419308e+00 -1.540203e+01 -1.673756e+01 6.359482e+00
## 1276 1277 1278 1279 1280
## -1.407562e+01 9.369469e-01 1.364767e+01 3.939798e+00 3.281168e+01
## 1281 1282 1283 1284 1285
## -4.560873e+00 -2.151494e+01 1.309881e+01 2.778016e+00 1.631809e+01
## 1286 1287 1288 1289 1290
## -7.074834e-01 -1.004566e+01 6.935113e+00 -3.269294e+00 4.217846e+00
## 1291 1292 1293 1294 1295
## -1.068497e+01 1.147848e+01 -7.341239e+00 2.573924e-01 5.050569e+00
## 1296 1297 1298 1299 1300
## -2.252806e+01 -3.522491e+00 -6.818478e+00 3.106628e+00 5.708311e+00
## 1301 1302 1303 1304 1305
## 4.304253e+00 -5.688968e+00 4.460110e+00 -6.180599e+00 -3.303864e-01
## 1306 1307 1308 1309 1310
## -5.951813e+00 -1.404938e+01 -9.274369e+00 -3.498376e+00 1.688053e+00
## 1311 1312 1313 1314 1315
## 1.888739e+01 -1.227866e+01 -4.039558e+00 -1.231093e+01 -2.201171e+01
## 1316 1317 1318 1319 1320
## -8.460632e+00 8.094992e+00 -1.568779e+01 5.613400e+00 1.492300e+01
## 1321 1322 1323 1324 1325
## -1.129913e+01 -1.814147e+01 -8.295408e+00 -1.506192e+01 -1.273010e+01
## 1326 1327 1328 1329 1330
## 4.295733e-01 -3.962600e+01 -7.979514e+00 -3.514595e+00 -2.521728e+01
## 1331 1332 1333 1334 1335
## -1.998084e+00 2.266051e+01 3.856129e+00 7.471375e-01 -3.579191e-01
## 1336 1337 1338 1339 1340
## 6.983451e+00 -1.064880e+01 -1.249446e+01 -4.263162e-02 -3.460746e-01
## 1341 1342 1343 1344 1345
## -8.470648e+00 -2.370991e+00 -3.903656e+00 -3.537397e+00 -3.140707e+01
## 1346 1347 1348 1349 1350
## -1.598420e+01 -7.437449e-02 2.113042e+01 -1.529227e+01 -3.327298e+01
## 1351 1352 1353 1354 1355
## 2.470730e+01 -3.366596e+01 -1.555807e+01 -1.093161e+01 -1.228889e+01
## 1356 1357 1358 1359 1360
## 1.052334e+01 -9.078709e+00 -1.945129e+01 8.801803e+00 -8.091331e+00
## 1361 1362 1363 1364 1365
## -7.146079e+00 4.389502e+00 -1.097633e+01 -8.905767e+00 -1.396049e+01
## 1366 1367 1368 1369 1370
## 6.793336e+01 2.311945e+01 -2.785325e+01 -4.489623e+00 -1.660048e+01
## 1371 1372 1373 1374 1375
## 2.794250e+01 -7.305523e+00 -3.497036e+00 -4.663415e+00 9.014365e+00
## 1376 1377 1378 1379 1380
## -2.102044e+01 -2.027609e+01 -2.389683e+01 4.487372e+01 1.244936e+01
## 1381 1382 1383 1384 1385
## -1.099486e+01 5.176575e+00 -2.335430e+01 1.262751e+01 -3.692247e+00
## 1386 1387 1388 1389 1390
## 7.767516e-01 1.126750e+00 -4.187197e+00 -6.687547e+00 -7.069975e+00
## 1391 1392 1393 1394 1395
## -1.649085e+01 -1.741573e+00 -3.329748e+00 6.596672e+00 3.159965e+00
## 1396 1397 1398 1399 1400
## -1.476739e+01 -1.554988e+01 9.031063e+00 -1.307841e+01 3.707130e+00
## 1401 1402 1403 1404 1405
## -4.497159e+00 -2.930475e+01 -1.841870e+01 2.184326e+00 -1.103688e+01
## 1406 1407 1408 1409 1410
## 9.868958e+00 9.365743e+00 9.334299e+00 -2.277327e+01 -3.115368e+01
## 1411 1412 1413 1414 1415
## -1.457292e+01 2.351019e+00 -8.377736e+00 -1.067495e+00 -4.252527e+01
## 1416 1417 1418 1419 1420
## -2.315936e+01 -1.673767e+01 -2.965174e+01 1.063172e+01 -1.339876e+01
## 1421 1422 1423 1424 1425
## 3.007662e+01 -2.027019e+01 1.382133e-01 -2.646733e+01 -1.197309e+01
## 1426 1427 1428 1429 1430
## -1.976750e+01 1.478427e+01 5.643263e+00 -1.028792e+01 -3.080011e+00
## 1431 1432 1433 1434 1435
## 3.205387e+00 -2.711664e+01 3.493364e+00 1.243595e+01 -3.049284e+00
## 1436 1437 1438 1439 1440
## -1.531982e+01 -1.617693e+01 -1.721965e+01 -3.008292e-01 -1.015446e+01
## 1441 1442 1443 1444 1445
## -2.859847e+01 -2.128365e+01 1.645662e+00 -3.060714e+01 -1.576207e+01
## 1446 1447 1448 1449 1450
## 1.502902e+00 -2.537344e+01 -9.811073e+00 -1.676877e+01 -5.896478e+00
## 1451 1452 1453 1454 1455
## 9.610689e+00 1.279423e+01 4.672175e+00 4.426093e+01 2.705524e+00
## 1456 1457 1458 1459 1460
## -2.657107e+01 -2.668243e+01 5.910238e+01 -1.254058e+01 -1.812537e+01
## 1461 1462 1463 1464 1465
## -8.229635e+00 -1.590748e+01 -7.252630e-02 1.516999e+01 2.321865e+00
## 1466 1467 1468 1469 1470
## -5.951667e+00 -1.543186e+01 -9.143050e+00 3.825516e+00 -1.287715e+01
## 1471 1472 1473 1474 1475
## -2.757032e+01 -1.228136e+01 -1.012979e+01 3.320648e+01 -2.964687e+00
## 1476 1477 1478 1479 1480
## -1.764139e+01 1.177984e+01 -7.199094e+00 -1.787190e+01 4.909887e+00
## 1481 1482 1483 1484 1485
## 9.504860e+00 3.395976e+00 -8.935016e+00 -8.361893e+00 -4.562230e+00
## 1486 1487 1488 1489 1490
## -6.427081e+00 -4.494381e+00 9.300038e-01 -6.693926e-01 -1.651476e+01
## 1491 1492 1493 1494 1495
## -8.950471e+00 1.519509e+01 1.394470e+01 4.929667e+00 -5.157425e+00
## 1496 1497 1498 1499 1500
## 2.762510e+01 1.929747e+00 7.412695e+01 5.077105e+00 -6.192825e+00
## 1501 1502 1503 1504 1505
## -1.411273e+01 -1.899846e+01 5.811528e+00 -2.127925e+01 1.766728e+01
## 1506 1507 1508 1509 1510
## -1.373987e+01 5.558954e+00 -1.618505e+01 3.136843e+00 1.638665e+00
## 1511 1512 1513 1514 1515
## 4.136268e+00 -1.419587e+00 -1.916990e+01 -4.274580e+00 7.216915e+00
## 1516 1517 1518 1519 1520
## -8.356815e+00 -8.504212e+00 -1.366922e+01 -5.464863e+00 -3.238130e-01
## 1521 1522 1523 1524 1525
## -1.056890e+01 -4.860974e-01 -1.408329e+01 1.635334e+01 -2.698622e+00
## 1526 1527 1528 1529 1530
## 1.979664e+01 -4.537460e+00 -1.152019e+01 -1.393547e+01 1.530717e+00
## 1531 1532 1533 1534 1535
## -1.654389e+01 2.521566e+01 1.350352e+01 -8.970622e+00 -2.518732e+01
## 1536 1537 1538 1539 1540
## -4.270106e+00 -2.745920e+01 -7.546574e+00 1.507625e+01 -3.760020e-01
## 1541 1542 1543 1544 1545
## -6.308076e+00 4.260367e+00 -6.662447e+00 -7.503142e+00 7.096983e+00
## 1546 1547 1548 1549 1550
## 4.680694e+00 -3.903763e+00 1.601757e+01 -2.037066e+00 -7.459141e+00
## 1551 1552 1553 1554 1555
## -6.268437e+00 -6.552592e+00 -2.076111e+01 4.118460e+01 2.289747e+01
## 1556 1557 1558 1559 1560
## -2.012647e+01 1.712459e+00 1.522251e+01 -1.069454e+01 -5.748175e+00
## 1561 1562 1563 1564 1565
## -1.100768e+01 -9.977919e+00 -1.885787e+00 1.171358e+01 1.849762e+01
## 1566 1567 1568 1569 1570
## -1.084364e+00 7.354902e+00 6.983770e+00 2.544724e-01 7.696627e+00
## 1571 1572 1573 1574 1575
## -5.612238e+00 4.217917e+01 6.224036e+01 1.471103e+01 1.729772e+01
## 1576 1577 1578 1579 1580
## 5.071499e+00 1.494474e+01 1.827106e+01 2.663073e+01 -6.404067e-02
## 1581 1582 1583 1584 1585
## 2.128427e+01 2.790028e+01 -1.962448e+01 -8.300159e+00 3.429397e+01
## 1586 1587 1588 1589 1590
## 5.802190e-01 -3.657622e+00 1.798413e+01 2.616920e+01 2.963406e+00
## 1591 1592 1593 1594 1595
## -1.267256e+01 -1.911124e+01 -7.344433e+00 2.417923e+01 -5.209309e-01
## 1596 1597 1598 1599 1600
## 2.566518e+01 -1.282987e+01 -8.671552e+00 1.082113e+01 1.356063e+00
## 1601 1602 1603 1604 1605
## -1.127742e+01 1.528657e+00 -7.378340e+00 -2.092406e+00 -6.388100e-01
## 1606 1607 1608 1609 1610
## -2.222323e+01 2.483936e+01 -2.222715e+01 4.808162e+01 6.594754e+00
## 1611 1612 1613 1614 1615
## -1.651402e+01 -3.515274e+01 -8.581256e+00 -2.656212e+00 -4.460646e+00
## 1616 1617 1618 1619 1620
## 7.302091e+00 -1.948966e+01 5.228095e-01 -1.005847e-01 -3.127098e+00
## 1621 1622 1623 1624 1625
## 6.436824e+00 7.952545e+01 6.689323e+00 1.470137e+01 1.475861e+01
## 1626 1627 1628 1629 1630
## -1.940965e+01 7.832534e+00 -7.107843e+00 4.925555e+00 -1.766656e+01
## 1631 1632 1633 1634 1635
## 1.784088e+01 -6.262487e+00 -1.412650e+01 4.007299e+00 5.746466e-01
## 1636 1637 1638 1639 1640
## 6.893510e+00 2.464508e+00 -3.525468e+00 4.596665e+00 -8.450077e+00
## 1641 1642 1643 1644 1645
## 2.356667e+00 -7.156942e-01 -1.789592e+01 -4.799351e+00 -4.983762e-01
## 1646 1647 1648 1649 1650
## -4.043147e+00 1.345273e+01 -1.158609e+01 -1.278503e+01 -1.112647e+01
## 1651 1652 1653 1654 1655
## 1.221173e+01 -1.702051e-01 7.486670e-01 8.362281e+01 -9.627364e-01
## 1656 1657 1658 1659 1660
## 1.200380e+01 -2.511914e+00 -7.612064e+00 6.240426e+00 -2.821890e+01
## 1661 1662 1663 1664 1665
## -9.840410e+00 -1.910627e+01 -7.431465e+00 -1.084190e+01 -4.051430e+00
## 1666 1667 1668 1669 1670
## 2.774883e+01 -2.014347e+01 -1.524580e+01 -3.881223e+00 1.841421e+01
## 1671 1672 1673 1674 1675
## 1.382413e+01 7.254978e+00 -1.587867e+01 -7.533945e+00 1.403517e+01
## 1676 1677 1678 1679 1680
## -1.278501e+01 1.093981e+01 3.375232e+00 3.641155e+01 7.424936e+00
## 1681 1682 1683 1684 1685
## -1.653085e+00 -3.280504e+01 2.013214e+01 1.461465e+01 -1.712505e+01
## 1686 1687 1688 1689 1690
## -5.520207e+00 -1.292730e+01 -1.471294e+01 3.505274e+01 4.545740e+01
## 1691 1692 1693 1694 1695
## 2.256966e+00 -1.372299e+01 -3.992783e+00 -2.159827e+01 7.333422e+00
## 1696 1697 1698 1699 1700
## -1.183552e+01 -7.756581e+00 1.064196e+01 9.662009e+01 2.444811e+01
## 1701 1702 1703 1704 1705
## 2.571406e+01 -4.498733e+00 -1.837354e+00 7.029609e+00 2.388678e+00
## 1706 1707 1708 1709 1710
## 2.957332e+01 -4.209525e-01 2.590925e+01 2.393378e+01 -2.147695e+01
## 1711 1712 1713 1714 1715
## -2.579036e+00 2.031325e+01 1.931625e+01 -3.004567e+01 -3.796470e+00
## 1716 1717 1718 1719 1720
## -3.849740e+00 -1.302172e+00 9.754434e+00 -9.260538e+00 -1.092426e+00
## 1721 1722 1723 1724 1725
## 8.032411e-03 -7.935512e+00 -6.153514e+00 -1.537249e+01 4.007166e+01
## 1726 1727 1728 1729 1730
## 3.015037e+01 1.690905e-01 -3.540043e+00 2.789218e+01 1.477096e+01
## 1731 1732 1733 1734 1735
## 2.225298e+01 1.319467e+01 1.380951e+01 8.744293e+00 2.663632e+01
## 1736 1737 1738 1739 1740
## 1.318991e+00 -4.997885e+00 -7.903397e-01 1.485148e+01 2.294448e+00
## 1741 1742 1743 1744 1745
## -3.700745e+00 -9.152013e+00 -4.315352e+00 1.113216e+01 -5.838393e+00
## 1746 1747 1748 1749 1750
## 6.253973e+00 -3.644142e+00 2.217447e+01 5.582228e+00 2.008588e+01
## 1751 1752 1753 1754 1755
## 7.799010e+00 4.271484e+00 4.366563e+01 -3.278593e+00 -7.722649e+00
## 1756 1757 1758 1759 1760
## -9.859409e-01 -4.916388e+00 3.036843e+00 7.179215e+00 1.062006e+01
## 1761 1762 1763 1764 1765
## -1.017701e+01 -1.489154e+01 -1.767972e+00 -1.154954e+01 -1.398482e+01
## 1766 1767 1768 1769 1770
## 5.205422e-01 3.414538e+01 1.475082e+00 5.752067e+00 1.564886e+00
## 1771 1772 1773 1774 1775
## -3.523444e+00 -2.013072e+01 -4.648092e+00 -7.159547e+00 -8.877512e+00
## 1776 1777 1778 1779 1780
## 5.930582e+00 -3.243907e+01 -1.317314e+01 4.184039e+00 -2.921952e+00
## 1781 1782 1783 1784 1785
## 1.730094e+01 -5.727167e+00 -9.639709e+00 -1.043348e+01 -7.558841e+00
## 1786 1787 1788 1789 1790
## 2.487288e+01 2.612944e+01 -3.375208e+00 4.536376e+00 6.902962e+00
## 1791 1792 1793 1794 1795
## 6.685992e+00 -1.067490e+01 5.838139e+00 -1.321415e+00 -7.981861e+00
## 1796 1797 1798 1799 1800
## -3.812140e+00 4.255172e+00 -2.979371e+01 -3.909544e+00 1.814412e+01
## 1801 1802 1803 1804 1805
## 4.073022e+00 -1.014958e+01 2.527261e+00 3.260489e+01 1.306118e+01
## 1806 1807 1808 1809 1810
## 1.793670e+01 -6.134367e+00 -2.167303e+01 -1.635382e+01 -3.305643e+00
## 1811 1812 1813 1814 1815
## -1.422284e+01 -1.172653e+01 -8.067350e+00 -3.269985e+01 -2.697196e+01
## 1816 1817 1818 1819 1820
## 9.851243e+00 -1.717611e+01 -9.417768e+00 6.352430e+00 1.231297e+01
## 1821 1822 1823 1824 1825
## 2.819722e+01 -1.359972e+01 -6.396564e+00 4.306804e+00 -6.317466e+00
## 1826 1827 1828 1829 1830
## -2.078017e+01 -4.828068e+00 8.312608e+00 1.919534e+00 1.056055e+00
## 1831 1832 1833 1834 1835
## 8.270420e-01 -1.317051e+01 -2.289235e+00 -1.107342e+01 1.003603e+01
## 1836 1837 1838 1839 1840
## -2.301780e+01 -3.179625e+01 -1.529026e+01 -7.211521e+00 -2.763013e+01
## 1841 1842 1843 1844 1845
## 4.776415e+01 6.275711e-01 -1.050365e+01 3.004079e+00 -1.491539e+01
## 1846 1847 1848 1849 1850
## 3.237630e+00 2.498192e+01 -5.463540e+00 -1.368099e+01 4.712435e+00
## 1851 1852 1853 1854 1855
## -5.993499e+00 1.255008e+02 -1.497159e+01 -4.389453e+00 -2.126360e+01
## 1856 1857 1858 1859 1860
## -2.272320e+01 1.687799e+00 -1.926941e+01 -1.387704e+00 -8.989905e+00
## 1861 1862 1863 1864 1865
## -1.790003e+01 -1.207874e+01 1.302320e+01 -1.228045e+01 -6.631927e+00
## 1866 1867 1868 1869 1870
## 6.489225e+00 1.595293e+00 -1.933947e+01 -9.300958e+00 -1.785565e+01
## 1871 1872 1873 1874 1875
## -1.667339e+01 -2.645157e+01 -7.837491e+00 4.688188e+00 2.114723e+00
## 1876 1877 1878 1879 1880
## -1.012091e+01 -2.309471e+01 9.757785e+00 -9.205325e+00 -1.667055e+01
## 1881 1882 1883 1884 1885
## 1.090917e+01 -3.510368e+00 1.129052e+01 1.367701e+01 -1.160473e+00
## 1886 1887 1888 1889 1890
## 7.214427e+00 -6.019912e+00 -9.228146e+00 1.079897e+01 -3.529306e-01
## 1891 1892 1893 1894 1895
## -1.000802e+01 -2.269203e+01 -1.135564e+01 -3.736538e+00 6.292951e+00
## 1896 1897 1898 1899 1900
## 9.676166e+00 -8.045307e-01 -4.320111e+00 5.451032e+00 -7.471105e-01
## 1901 1902 1903 1904 1905
## 5.100371e+00 -1.250427e+01 -3.736951e+00 -1.730845e+01 6.128190e+01
## 1906 1907 1908 1909 1910
## 8.620481e+00 5.193379e+00 8.250036e-01 -1.535412e+01 -6.129321e+00
## 1911 1912 1913 1914 1915
## 5.541029e+00 -4.560181e+00 -1.564603e+01 7.711374e+00 -7.737640e+00
## 1916 1917 1918 1919 1920
## -6.125069e+00 -4.039534e+00 -4.832832e+00 2.453836e+00 -4.368106e+00
## 1921 1922 1923 1924 1925
## -4.237208e+00 -2.506089e+01 -1.670337e+01 -9.761690e+00 -2.605756e+01
## 1926 1927 1928 1929 1930
## 1.972158e+01 7.122334e+00 1.805646e+01 -1.767407e+01 -7.063007e+00
## 1931 1932 1933 1934 1935
## 3.736462e+01 -7.113123e+00 -1.107830e+01 1.822343e+00 -1.285086e+01
## 1936 1937 1938 1939 1940
## 3.680766e+01 -1.570067e+01 -1.258181e+01 3.386924e+01 -9.107070e+00
## 1941 1942 1943 1944 1945
## -8.151458e-01 1.435150e+01 4.261927e+00 -1.096327e+01 -1.251729e+00
## 1946 1947 1948 1949 1950
## 3.464989e+00 3.232566e+00 1.028303e+01 -1.545867e+01 2.271782e+01
## 1951 1952 1953 1954 1955
## 1.672544e+01 3.000146e+00 -3.155571e+00 9.701858e+00 4.576642e+00
## 1956 1957 1958 1959 1960
## 2.358189e+00 5.314642e+00 9.451527e+00 9.587712e+00 -5.546237e+00
## 1961 1962 1963 1964 1965
## -3.399645e+00 -4.581492e+00 -1.521860e+01 -3.006242e+00 1.616264e+00
## 1966 1967 1968 1969 1970
## -2.052653e+01 6.122492e+01 -2.912540e+01 1.155837e+01 -1.645078e+00
## 1971 1972 1973 1974 1975
## -7.979558e+00 1.047783e+01 7.284467e+00 -1.612568e+00 -5.960972e+00
## 1976 1977 1978 1979 1980
## -7.641665e+00 -1.634323e+01 1.969845e+01 -8.449260e+00 -5.126237e+00
## 1981 1982 1983 1984 1985
## 8.298084e+00 1.684745e+01 5.579315e-01 -6.148813e+00 1.978844e+01
## 1986 1987 1988 1989 1990
## -1.898715e+01 1.898942e+00 -8.182129e+00 -1.918273e+01 -2.069128e+00
## 1991 1992 1993 1994 1995
## -1.002384e+01 -8.533314e-01 -1.661099e+01 -1.029254e+01 4.062432e+00
## 1996 1997 1998 1999 2000
## -2.043694e+01 -5.651166e-01 2.177928e+01 -6.247959e+00 1.951975e+00
## 2001 2002 2003 2004 2005
## -3.477402e+00 1.223994e+00 7.981496e+00 1.237067e+01 4.625178e+00
## 2006 2007 2008 2009 2010
## -1.039282e+01 2.947027e+01 -8.965996e+00 1.807022e+01 1.545790e+01
## 2011 2012 2013 2014 2015
## 3.309756e+01 -9.323501e+00 1.479462e+00 2.439068e+01 3.067611e-01
## 2016 2017 2018 2019 2020
## -9.659412e+00 -1.998730e+00 1.038677e+01 -1.613303e+00 7.873457e-01
## 2021 2022 2023 2024 2025
## -1.797738e+01 5.482219e+00 6.728782e+00 3.442473e-01 2.872234e+00
## 2026 2027 2028 2029 2030
## 1.622082e+01 5.573545e+01 -3.208003e+00 -1.450189e+01 -1.732201e+01
## 2031 2032 2033 2034 2035
## 5.498100e+00 4.667360e+01 3.852467e+00 -7.994020e+00 -2.872299e+00
## 2036 2037 2038 2039 2040
## -1.059726e+01 1.377987e+01 -1.583662e+01 -1.234416e+01 -1.551008e+01
## 2041 2042 2043 2044 2045
## -4.072543e+00 1.140703e+01 -1.278210e+01 -4.091641e+01 -1.829489e+01
## 2046 2047 2048 2049 2050
## -1.238523e+01 -2.594408e-01 2.748133e+00 3.433338e+00 -5.110320e+00
## 2051 2052 2053 2054 2055
## 4.915751e+00 1.209187e+01 2.129960e+01 3.162543e+00 -2.950707e+00
## 2056 2057 2058 2059 2060
## 1.872925e+01 1.654460e+00 -7.065955e+00 -5.342583e+00 -2.199042e+01
## 2061 2062 2063 2064 2065
## -1.256382e+01 -8.652019e-01 1.637649e+00 9.786571e-01 -1.793330e+00
## 2066 2067 2068 2069 2070
## 1.407260e+01 1.673212e+01 1.487388e+01 -1.367874e+01 1.388675e+01
## 2071 2072 2073 2074 2075
## 1.773756e+01 -5.027349e-01 9.588889e+00 2.681627e+01 -3.073785e+01
## 2076 2077 2078 2079 2080
## 9.558028e+00 5.792192e+01 -1.479095e+01 2.267954e+01 9.326153e-01
## 2081 2082 2083 2084 2085
## -1.744400e+01 5.978558e+00 -3.543769e+00 2.451803e+00 2.938613e+00
## 2086 2087 2088 2089 2090
## -1.252662e+01 7.877266e+00 -1.252191e+01 -3.075206e+01 -2.358047e+01
## 2091 2092 2093 2094 2095
## 2.887329e+00 5.469042e+00 -1.071153e+01 -7.932444e+00 9.107702e-01
## 2096 2097 2098 2099 2100
## 1.950717e+01 -1.865873e+00 -1.951151e+01 -3.389669e+01 -6.096091e+00
## 2101 2102 2103 2104 2105
## -2.644345e+01 1.878993e-01 -1.212650e+01 -6.965082e+00 1.565162e+01
## 2106 2107 2108 2109 2110
## 5.220975e+01 1.599522e+01 8.708376e+00 9.561980e+00 -1.366159e+01
## 2111 2112 2113 2114 2115
## -6.973886e-01 -1.180251e+01 8.491223e+00 1.882220e+01 1.015065e+01
## 2116 2117 2118 2119 2120
## 1.485321e+01 4.651644e+01 1.376385e+00 5.102679e+00 -1.010024e+01
## 2121 2122 2123 2124 2125
## -1.062566e+01 -7.636458e+00 -5.298702e+00 6.115360e+00 -4.150227e+00
## 2126 2127 2128 2129 2130
## 1.715523e+00 4.048918e+00 -3.151234e+01 -6.407290e+00 6.776048e+00
## 2131 2132 2133 2134 2135
## 2.100979e+01 -2.189947e+01 2.349826e+00 -9.159336e+00 -2.373784e+01
## 2136 2137 2138 2139 2140
## -1.832875e+01 -3.247832e+01 6.368859e+01 -3.168254e+00 -3.551040e+00
## 2141 2142 2143 2144 2145
## -3.142460e+01 -3.504112e+01 1.741062e+01 -5.763365e+00 -1.738871e+01
## 2146 2147 2148 2149 2150
## 3.478983e+01 -3.141605e+01 7.278087e+00 -2.240663e+01 -7.364622e-01
## 2151 2152 2153 2154 2155
## -1.539151e+01 -1.874398e+01 1.138011e+01 3.319042e+01 9.405767e+00
## 2156 2157 2158 2159 2160
## -1.084753e+01 -1.739548e+01 -4.978116e+00 1.454654e+01 -1.528893e+01
## 2161 2162 2163 2164 2165
## -1.588233e+01 9.956863e+00 -1.031759e+01 1.270962e+01 1.550065e+01
## 2166 2167 2168 2169 2170
## -1.440825e+01 1.683269e+01 -8.889499e+00 -2.022386e+01 -7.091808e+00
## 2171 2172 2173 2174 2175
## -3.048627e-01 5.083954e+00 2.474770e-01 -9.934938e+00 -8.170256e+00
## 2176 2177 2178 2179 2180
## -3.893280e+00 -7.771250e+00 -1.689208e+00 -2.136176e+01 3.157261e+01
## 2181 2182 2183 2184 2185
## -8.065085e+00 7.602834e+00 -1.208159e+01 -1.446830e+01 9.718921e+00
## 2186 2187 2188 2189 2190
## -8.384108e+00 2.811473e+01 -1.194655e+01 1.759996e+01 -1.150257e+01
## 2191 2192 2193 2194 2195
## -2.185555e+00 -9.958218e+00 -9.938494e+00 -5.134921e+00 1.296465e+01
## 2196 2197 2198 2199 2200
## -4.979848e+00 -2.250641e+00 -3.774429e+00 -9.664612e+00 1.943476e+00
## 2201 2202 2203 2204 2205
## 4.059558e+00 5.307075e-01 -6.891858e+00 -5.972803e+00 4.624440e+00
## 2206 2207 2208 2209 2210
## 6.908444e+00 -1.953008e+01 -1.689013e+01 2.447478e+00 -9.478379e+00
## 2211 2212 2213 2214 2215
## 2.424327e+01 1.668200e+01 -6.191011e+00 1.336598e+01 -1.628823e+01
## 2216 2217 2218 2219 2220
## 7.705780e+00 2.848859e+00 -3.078416e+00 -3.392237e+00 -3.170184e+00
## 2221 2222 2223 2224 2225
## -7.908974e+00 2.040704e+01 -1.352836e+01 -2.285041e+00 -3.362080e+00
## 2226 2227 2228 2229 2230
## -2.237819e+00 -3.804568e+00 -1.330249e+01 1.258058e+01 1.197184e+01
## 2231 2232 2233 2234 2235
## 1.077094e+00 -1.870419e+01 2.513353e+00 -2.041006e+00 -6.688799e-01
## 2236 2237 2238 2239 2240
## 4.840394e+00 -2.985078e+00 -2.632307e+00 -5.543272e+00 3.496857e+00
## 2241 2242 2243 2244 2245
## -1.614719e+01 8.085633e-02 -1.715524e+01 -3.128391e+00 1.377803e+00
## 2246 2247 2248 2249 2250
## 5.464815e+00 2.804664e+01 -1.189950e+01 2.101478e+00 4.509673e+00
## 2251 2252 2253 2254 2255
## -1.454861e+01 -3.333709e+01 1.025325e+01 9.107488e+00 3.754128e+00
## 2256 2257 2258 2259 2260
## -1.654268e+01 -1.470291e+01 -7.337423e+00 -2.424359e+01 -2.908899e+00
## 2261 2262 2263 2264 2265
## -6.861643e+00 -9.176842e+00 1.498038e+01 8.507158e+00 -4.890246e+00
## 2266 2267 2268 2269 2270
## 4.166924e+01 2.050625e-01 -7.073999e-01 -1.168117e+01 -2.478225e+01
## 2271 2272 2273 2274 2275
## -1.068041e+01 -3.908971e+00 -1.913951e+01 1.730689e+00 -4.240759e-01
## 2276 2277 2278 2279 2280
## 3.744799e+01 -6.501806e+00 1.958725e+00 6.856409e+01 6.239820e+01
## 2281 2282 2283 2284 2285
## 2.677737e+01 7.838591e+00 2.128771e+01 -1.966496e+01 -5.432553e+00
## 2286 2287 2288 2289 2290
## -7.075027e+00 1.961919e+01 -5.986344e+00 3.345229e+00 1.478356e+01
## 2291 2292 2293 2294 2295
## -1.458028e+01 -1.102030e+01 1.204474e+01 -8.616653e+00 -2.844813e+01
## 2296 2297 2298 2299 2300
## -3.556549e+00 -3.712989e+00 1.332852e+01 -2.076794e+01 -9.121867e+00
## 2301 2302 2303 2304 2305
## 1.108041e+01 6.440013e+00 -4.559697e-01 -1.085223e+01 -4.180214e+01
## 2306 2307 2308 2309 2310
## -3.407017e+01 -1.424087e+01 1.914238e+00 5.851457e+00 3.135656e+00
## 2311 2312 2313 2314 2315
## 7.591411e+01 -1.273050e+01 -5.492680e+00 3.929190e+00 1.131162e+02
## 2316 2317 2318 2319 2320
## -1.524217e+01 1.621333e+01 -1.247919e+01 6.114082e+00 -2.027352e+01
## 2321 2322 2323 2324 2325
## -1.126452e+01 -1.311389e+01 -1.138153e+01 1.304287e+01 1.676318e+01
## 2326 2327 2328 2329 2330
## 4.073927e+01 -2.916714e+01 3.741126e+00 -3.306645e+00 -6.113352e+00
## 2331 2332 2333 2334 2335
## 4.567080e+00 1.918143e+01 -1.819559e+01 -1.160620e+01 -1.435542e+01
## 2336 2337 2338 2339 2340
## 1.457067e+01 -1.167785e+00 -1.987386e+00 -8.320066e+00 -1.522878e+01
## 2341 2342 2343 2344 2345
## -3.491098e+00 -1.096129e+01 5.805853e+00 -1.136265e+01 2.751934e+00
## 2346 2347 2348 2349 2350
## 7.830490e+00 -5.299100e+00 -1.445896e+01 -2.221191e+00 2.816144e+00
## 2351 2352 2353 2354 2355
## -1.590167e+00 -1.504010e+01 -1.649463e+01 7.532458e+00 2.908022e+00
## 2356 2357 2358 2359 2360
## -1.253989e+00 3.930374e+00 -4.028608e+00 1.074140e+01 -1.705345e+01
## 2361 2362 2363 2364 2365
## 1.217318e+01 -1.216075e+01 -1.370162e+01 -3.601012e+00 1.109379e+01
## 2366 2367 2368 2369 2370
## -4.854701e+00 3.608866e+00 -1.662722e+01 8.398889e+00 -2.555593e+00
## 2371 2372 2373 2374 2375
## -1.477694e+01 9.158341e+00 2.036315e+01 9.265064e+00 1.495866e+01
## 2376 2377 2378 2379 2380
## -8.830048e+00 5.111840e+01 1.798183e+00 1.053628e+01 -1.288478e+01
## 2381 2382 2383 2384 2385
## 9.346980e+00 -2.182757e+01 -1.210417e+01 -2.415499e+00 -1.480066e+01
## 2386 2387 2388 2389 2390
## 3.132862e+01 6.183750e+00 -3.422979e+01 -1.870498e+01 -1.613514e+01
## 2391 2392 2393 2394 2395
## 2.178360e+00 8.436832e+00 -3.708961e+00 -1.551500e+01 4.514637e+01
## 2396 2397 2398 2399 2400
## -3.376707e+00 1.901521e+00 9.254468e+00 2.104014e+01 -5.831816e+00
## 2401 2402 2403 2404 2405
## 3.451524e+00 5.521493e+01 -2.230036e+01 1.025578e+01 2.865399e+00
## 2406 2407 2408 2409 2410
## -1.075279e+01 -6.630737e+00 2.666740e+01 -1.785957e+01 -8.139862e+00
## 2411 2412 2413 2414 2415
## 5.465343e+01 -1.299557e+01 -6.436021e+00 1.859269e+01 -6.389420e+00
## 2416 2417 2418 2419 2420
## 1.456634e+01 -6.452413e+00 -2.530891e+01 4.975196e+01 9.145982e+00
## 2421 2422 2423 2424 2425
## 5.371460e-01 1.126358e+01 -1.666996e+01 2.227755e+01 -1.359105e+00
## 2426 2427 2428 2429 2430
## 2.963071e+01 -1.451300e+01 -2.253941e+01 -9.662616e+00 1.082992e+01
## 2431 2432 2433 2434 2435
## 1.438131e+01 2.995420e+01 -4.376658e+00 2.318648e+01 3.610419e+01
## 2436 2437 2438 2439 2440
## -5.393081e+00 1.999319e+01 4.904287e+00 -2.641775e+00 3.013615e+01
## 2441 2442 2443 2444 2445
## 3.888168e+00 1.953929e+01 4.750508e+01 7.501635e+01 3.406102e+01
## 2446 2447 2448 2449 2450
## 2.070237e+00 6.332660e+01 -6.886047e+00 -2.467592e+01 -5.334629e+00
## 2451 2452 2453 2454 2455
## 2.948679e+01 -7.173392e+00 9.890473e-01 -9.667456e-01 8.779897e+00
## 2456 2457 2458 2459 2460
## -1.384632e+00 -3.678734e+00 -1.244336e+00 -3.239339e+01 -8.399040e+00
## 2461 2462 2463 2464 2465
## -5.825965e+00 -2.728701e+00 -1.845188e-01 -9.684909e+00 2.047528e+01
## 2466 2467 2468 2469 2470
## 2.923735e+01 -1.125801e+01 4.256638e+00 -8.994218e+00 1.363714e+01
## 2471 2472 2473 2474 2475
## -8.337128e+00 1.656918e+01 2.779536e+01 -1.804605e+01 1.252052e+01
## 2476 2477 2478 2479 2480
## -2.434275e+00 2.036791e+01 3.390791e+00 -8.937907e+00 1.739596e+00
## 2481 2482 2483 2484 2485
## 3.703952e-01 1.806295e+00 4.787722e+00 1.124796e+01 -1.970086e+01
## 2486 2487 2488 2489 2490
## 9.230049e+00 -1.130633e+01 4.144875e+01 1.085260e+01 8.401461e+00
## 2491 2492 2493 2494 2495
## -1.453744e+01 4.825595e+01 4.552232e+01 -8.035164e+00 1.683789e+01
## 2496 2497 2498 2499 2500
## -6.660490e+00 6.287585e+00 -7.634183e+00 1.407530e+00 2.682528e+00
## 2501 2502 2503 2504 2505
## -2.027329e+01 -1.707406e+01 -5.631040e+00 8.496592e+01 -3.057123e+00
## 2506 2507 2508 2509 2510
## 3.046087e+01 -4.877251e-02 1.535277e+01 3.823471e+00 2.288108e+01
## 2511 2512 2513 2514 2515
## 2.747809e+01 7.952138e+00 -8.860394e+00 2.945104e+01 9.633971e+01
## 2516 2517 2518 2519 2520
## 2.937660e+01 1.450734e+00 8.547940e+00 -3.313065e+01 4.726580e+01
## 2521 2522 2523 2524 2525
## -1.167398e+01 -1.763393e+01 1.658373e-01 9.228645e+00 -1.377681e+01
## 2526 2527 2528 2529 2530
## -1.605015e+01 5.919448e+00 9.804577e+01 -2.282062e+01 -1.916063e+01
## 2531 2532 2533 2534 2535
## 6.816094e+01 -6.470808e+00 -2.264175e+00 6.071916e+00 -1.931835e+00
## 2536 2537 2538 2539 2540
## 1.553123e+01 1.406907e+00 6.149951e+00 1.390748e+01 -5.494426e-01
## 2541 2542 2543 2544 2545
## -1.013274e+01 -2.221630e+01 -2.698292e+01 3.948212e+00 2.294827e+01
## 2546 2547 2548 2549 2550
## 1.410134e+00 5.188960e+00 -4.231557e+00 9.549756e+00 5.138557e+01
## 2551 2552 2553 2554 2555
## 3.673218e-01 5.714377e+00 1.856326e+01 -5.010012e+00 1.867696e+00
## 2556 2557 2558 2559 2560
## 8.995208e+00 -8.434001e+00 1.460815e+01 7.545470e+00 1.588877e+01
## 2561 2562 2563 2564 2565
## -2.762688e-01 5.330942e+01 1.938826e+01 3.602492e+01 -7.986863e+00
## 2566 2567 2568 2569 2570
## -9.145990e-01 -2.279149e+01 7.763232e+00 1.113305e+01 -2.579002e+00
## 2571 2572 2573 2574 2575
## -1.500086e+01 1.869800e+01 7.904059e+00 -7.981174e+00 -8.254805e+00
## 2576 2577 2578 2579 2580
## 8.645270e-02 6.770844e+00 2.300412e+01 -5.879492e+00 -1.512203e+01
## 2581 2582 2583 2584 2585
## 4.315780e+00 4.294190e-01 -2.555401e+00 2.580265e+01 1.985074e+01
## 2586 2587 2588 2589 2590
## -2.214784e+01 1.054728e+01 2.318912e+01 -1.114067e+01 -8.535419e+00
## 2591 2592 2593 2594 2595
## -2.873552e+00 5.061413e+00 1.392598e+00 -1.482143e+01 -1.490855e+01
## 2596 2597 2598 2599 2600
## -1.303219e+01 -5.355995e-01 -6.356686e+00 -4.845186e+00 2.554186e-01
## 2601 2602 2603 2604 2605
## 1.524317e+01 2.629804e+00 -8.938227e+00 7.077605e+00 1.467985e+01
## 2606 2607 2608 2609 2610
## -8.910006e+00 -3.873750e+00 3.949342e+00 1.846183e+01 -9.991144e-01
## 2611 2612 2613 2614 2615
## 4.207955e+00 4.303223e+00 -1.213302e+01 4.269251e+00 -4.512298e+00
## 2616 2617 2618 2619 2620
## -2.186475e+01 1.390300e+01 1.263068e+01 5.702085e+00 -2.167812e+01
## 2621 2622 2623 2624 2625
## -3.075301e+01 -5.169268e+00 9.623299e-01 -1.809518e+00 2.938196e+01
## 2626 2627 2628 2629 2630
## -5.644483e+00 7.665268e+00 -8.584923e+00 3.779473e+01 -5.469903e+00
## 2631 2632 2633 2634 2635
## 1.203820e+01 -6.627829e+00 8.206684e+00 -2.905424e+00 -7.882201e+00
## 2636 2637 2638 2639 2640
## 1.577456e+01 -7.799938e+00 -1.693228e+01 -4.551778e+00 -4.688897e+00
## 2641 2642 2643 2644 2645
## -2.205569e+01 -6.668306e+00 -9.276406e+00 2.284185e+01 9.240788e+00
## 2646 2647 2648 2649 2650
## -1.058742e+01 -1.560877e+01 -8.378989e+00 1.342054e+01 6.467505e+00
## 2651 2652 2653 2654 2655
## -2.661797e+00 1.572869e+01 1.402544e+01 -1.395222e+01 8.362299e-01
## 2656 2657 2658 2659 2660
## -5.331799e+00 3.550681e+01 -1.141481e+01 2.401726e-01 -2.705369e+01
## 2661 2662 2663 2664 2665
## -8.742241e+00 -6.171775e-01 6.368698e+00 -1.265001e+01 1.378626e+01
## 2666 2667 2668 2669 2670
## 8.403961e+00 -8.183755e+00 -1.422320e+01 1.098046e+01 -1.420805e+01
## 2671 2672 2673 2674 2675
## -4.059010e+00 1.774291e+01 5.843182e+00 -9.498126e+00 -2.788789e+01
## 2676 2677 2678 2679 2680
## -1.532599e+01 -2.342216e+00 -3.720545e+00 -1.417504e+01 1.073125e+01
## 2681 2682 2683 2684 2685
## -8.729872e+00 -3.159766e+00 1.439963e+00 -3.096006e+00 5.564087e+00
## 2686 2687 2688 2689 2690
## 3.129316e+00 -1.215760e-01 3.222824e+00 7.577141e+01 -4.602297e-01
## 2691 2692 2693 2694 2695
## 6.128065e-01 1.268158e+01 3.964300e+01 -1.243104e+01 4.516467e+01
## 2696 2697 2698 2699 2700
## -2.844101e+00 2.102657e+00 -1.709438e+01 4.490883e+00 5.684337e+00
## 2701 2702 2703 2704 2705
## -2.747410e+00 -6.404038e+00 -1.390019e+01 6.717795e+00 5.799241e+00
## 2706 2707 2708 2709 2710
## -1.201683e+01 -8.819298e+00 -7.035331e+00 1.607408e+01 -3.106061e+00
## 2711 2712 2713 2714 2715
## 1.235207e+01 1.937577e+00 1.969179e+01 3.867682e+00 -1.043672e+01
## 2716 2717 2718 2719 2720
## 1.453432e+00 -9.918725e+00 -1.030279e+01 -8.898209e+00 -1.562914e+01
## 2721 2722 2723 2724 2725
## 1.545751e+01 4.261539e+00 1.917626e+01 2.619270e-01 9.045832e+00
## 2726 2727 2728 2729 2730
## 8.113897e+01 1.998691e+01 5.476939e+00 -8.051904e+00 2.155182e+01
## 2731 2732 2733 2734 2735
## -3.653827e+00 1.269820e+01 -1.142927e+01 -3.490389e-01 -9.122396e+00
## 2736 2737 2738 2739 2740
## -3.874554e+00 -1.718009e+01 -4.518224e+00 -2.752212e+01 -1.569373e+01
## 2741 2742 2743 2744 2745
## -4.229688e-01 -1.955146e+00 1.891695e+01 9.201208e+00 9.310429e+00
## 2746 2747 2748 2749 2750
## 5.681709e+00 7.243029e+00 5.652472e+00 -4.691812e+00 -1.073848e+01
## 2751 2752 2753 2754 2755
## -3.081352e+01 -3.567766e+00 -3.783294e+01 9.164199e+00 5.989099e+00
## 2756 2757 2758 2759 2760
## 1.414577e+00 -1.122829e+01 1.209389e+01 -1.381433e+01 3.703431e+00
## 2761 2762 2763 2764 2765
## -2.562323e+00 -1.015708e+01 2.254719e+01 -1.431778e+01 4.682064e+00
## 2766 2767 2768 2769 2770
## -1.132802e+01 8.209249e+00 1.375462e+01 -5.184175e+00 -9.219523e+00
## 2771 2772 2773 2774 2775
## -9.907900e+00 1.388427e-01 -9.579613e+00 -1.077656e+01 -1.507562e+00
## 2776 2777 2778 2779 2780
## 7.919527e-01 -1.030772e+01 -1.696649e+01 -1.396434e+01 -1.187682e+01
## 2781 2782 2783 2784 2785
## 1.990366e+00 -3.299810e+00 -9.747691e+00 -8.596867e+00 2.294319e-01
## 2786 2787 2788 2789 2790
## -1.069607e+01 1.356315e+01 -1.171952e+01 -2.305303e-01 2.250425e+00
## 2791 2792 2793 2794 2795
## -7.050819e+00 1.038335e+01 -1.176636e+01 -1.163437e+01 1.681009e+01
## 2796 2797 2798 2799 2800
## 1.164302e+00 -1.239978e+00 -4.922177e+00 1.047569e+00 -1.776471e+01
## 2801 2802 2803 2804 2805
## -2.648718e+01 -1.636646e+00 1.376322e+00 -1.700618e+01 -5.391077e+00
## 2806 2807 2808 2809 2810
## -6.679836e+00 -1.655919e+01 8.575686e+00 2.801535e+01 1.140439e+01
## 2811 2812 2813 2814 2815
## -1.374691e+00 6.931447e-01 -2.665893e+01 -1.199614e+01 -2.086042e+01
## 2816 2817 2818 2819 2820
## 3.125613e+01 5.888673e+01 -6.705840e+00 5.470719e+00 -2.220643e+01
## 2821 2822 2823 2824 2825
## -1.547239e+00 -8.952154e+00 -3.226881e+01 -1.507703e+01 -1.353578e+01
## 2826 2827 2828 2829 2830
## -6.020669e+00 2.673890e+00 3.082893e+00 -1.268124e+01 -1.166136e+01
## 2831 2832 2833 2834 2835
## -1.640335e+01 -1.342988e+01 3.565016e+00 -5.963127e+00 2.363053e+01
## 2836 2837 2838 2839 2840
## 1.274569e+01 -2.207869e+00 -9.847796e+00 -1.105333e+01 -2.001908e+01
## 2841 2842 2843 2844 2845
## 1.246658e+00 -8.533267e+00 1.135694e+01 1.618050e+00 9.402747e+00
## 2846 2847 2848 2849 2850
## -1.102646e+01 9.760498e-02 -2.043441e+01 2.642580e+00 -3.067361e+01
## 2851 2852 2853 2854 2855
## -1.119617e+01 -1.324830e+00 8.175474e+00 3.298784e+00 8.602720e+00
## 2856 2857 2858 2859 2860
## -4.045331e+00 8.075310e+00 1.001764e+01 2.380262e+01 1.420325e+01
## 2861 2862 2863 2864 2865
## -5.037889e+00 -4.519990e+00 -6.528102e-01 -1.679699e+00 3.469557e+00
## 2866 2867 2868 2869 2870
## 1.465985e+01 -1.272588e+01 -2.219034e+00 -1.880484e+01 -7.103244e+00
## 2871 2872 2873 2874 2875
## -9.603267e+00 2.480547e+01 -1.158645e+01 3.323851e+01 -7.672567e-01
## 2876 2877 2878 2879 2880
## 1.537488e+01 -1.231572e+01 -1.451887e+01 7.397521e+00 -1.040569e+01
## 2881 2882 2883 2884 2885
## -3.117078e+01 -7.834549e+00 -5.846400e+00 -8.969189e+00 3.365392e+01
## 2886 2887 2888 2889 2890
## -3.925483e+00 -1.733478e+00 -8.998345e+00 -2.269237e+01 -9.157696e+00
## 2891 2892 2893 2894 2895
## -7.941015e+00 -1.147751e+01 5.358303e-01 -1.931247e+01 1.329633e+01
## 2896 2897 2898 2899 2900
## 1.085913e+01 -1.455620e+01 -2.656616e+01 -2.472059e+00 -1.126840e+01
## 2901 2902 2903 2904 2905
## 6.367108e+01 -1.608578e+01 4.489302e+00 1.541110e+01 8.666137e+00
## 2906 2907 2908 2909 2910
## -9.292161e+00 -1.679408e+01 -1.140704e+01 -9.722435e+00 5.468439e+00
## 2911 2912 2913 2914 2915
## -1.036253e+01 -9.895553e+00 -2.488202e+01 1.630110e+00 -1.606640e+01
## 2916 2917 2918 2919 2920
## -1.328030e+01 9.535156e+00 -1.620806e+01 1.525002e+00 -8.875989e+00
## 2921 2922 2923 2924 2925
## 9.689833e-01 -3.516563e+01 -2.845433e-01 -2.035030e+00 -1.070112e+01
## 2926 2927 2928 2929 2930
## 8.677370e-01 -1.512405e+01 -1.604463e+01 -2.450680e+00 -6.340403e+00
## 2931 2932 2933 2934 2935
## -7.112242e+00 8.829793e+00 -7.353132e+00 8.923729e+00 2.087539e-01
## 2936 2937 2938 2939 2940
## 6.863682e+00 -3.215852e+01 -1.043891e+01 -1.888605e+01 -1.318712e+01
## 2941 2942 2943 2944 2945
## -1.116389e+00 5.307425e+00 -1.525260e+01 -1.727068e+01 -4.605218e+00
## 2946 2947 2948 2949 2950
## -1.873890e+01 -9.622767e+00 1.517361e+00 2.572029e-01 -1.383318e+01
## 2951 2952 2953 2954 2955
## -1.430934e+01 3.646616e+00 -6.749141e+00 2.048601e+01 -3.928272e+00
## 2956 2957 2958 2959 2960
## 1.956844e+01 -9.612430e+00 3.909965e+00 8.635245e+00 -6.621281e+00
## 2961 2962 2963 2964 2965
## 5.362069e+00 -6.931573e-02 -5.351939e+00 5.567875e+00 1.659412e+01
## 2966 2967 2968 2969 2970
## -2.835346e+00 4.250503e+00 4.889990e+01 9.651768e-01 -1.745976e+01
## 2971 2972 2973 2974 2975
## 6.272419e+00 2.691674e+01 -1.553421e+01 2.029897e+01 -1.648050e+00
## 2976 2977 2978 2979 2980
## 3.824338e-01 -8.844515e+00 -9.172382e+00 3.234483e+00 1.087729e+01
## 2981 2982 2983 2984 2985
## 8.494550e+00 -4.265545e+00 1.669096e+01 -1.299925e+01 -7.986515e+00
## 2986 2987 2988 2989 2990
## 3.104572e+01 -1.567731e+01 -4.056771e+00 -1.385991e+01 -6.245931e-01
## 2991 2992 2993 2994 2995
## -4.750870e+00 -1.310518e+01 2.215087e+01 1.408892e+01 1.308854e+01
## 2996 2997 2998 2999 3000
## 5.330478e+00 8.357094e+00 9.218836e+00 4.553448e+00 1.466652e+01
## 3001 3002 3003 3004 3005
## 3.442983e+01 9.139734e+00 4.180307e+00 -1.272870e+01 -1.272601e+01
## 3006 3007 3008 3009 3010
## -1.509005e+01 -7.838342e+00 -2.150381e+01 8.928590e-01 -1.815849e+01
## 3011 3012 3013 3014 3015
## 1.590717e+01 -1.210715e+01 -9.111887e+00 3.344057e+00 -4.009873e+00
## 3016 3017 3018 3019 3020
## -1.888115e-01 2.757260e+01 1.782195e+00 1.931719e+01 1.981195e+01
## 3021 3022 3023 3024 3025
## 1.112067e+01 -2.938003e+00 -1.718022e+01 -1.088615e+01 -1.576306e+01
## 3026 3027 3028 3029 3030
## 8.731506e+00 -1.897640e+01 -9.524633e+00 -2.092526e+01 7.105432e+00
## 3031 3032 3033 3034 3035
## -1.552604e-01 -4.811048e+00 -1.327937e+01 1.448550e+01 -2.511561e+01
## 3036 3037 3038 3039 3040
## -1.521469e+01 -9.423391e+00 6.300022e+00 -1.981635e+01 -1.075186e+01
## 3041 3042 3043 3044 3045
## -3.674037e-01 -2.943287e+00 1.288957e+01 -9.139647e+00 -1.856696e+01
## 3046 3047 3048 3049 3050
## -1.897959e+00 -7.390867e+00 2.803821e+01 -8.704998e+00 -2.107443e+01
## 3051 3052 3053 3054 3055
## -9.277126e+00 -4.337154e+00 2.941925e+00 -1.122145e+01 1.852932e+01
## 3056 3057 3058 3059 3060
## -2.805048e+00 -3.477731e+01 -2.445111e+00 1.627113e+01 -5.594448e+00
## 3061 3062 3063 3064 3065
## 2.104915e+01 -1.449998e+01 -1.374310e+01 -4.468307e+00 -5.819229e+00
## 3066 3067 3068 3069 3070
## -1.032998e+01 -2.926932e+00 9.117597e-01 -7.173852e+00 1.155808e+00
## 3071 3072 3073 3074 3075
## 1.220647e+01 5.613742e+00 1.241506e+01 7.167260e-01 -5.596055e+01
## 3076 3077 3078 3079 3080
## 3.591736e+00 -3.875454e+00 -2.857847e+01 6.601111e+00 6.702892e+01
## 3081 3082 3083 3084 3085
## -6.706779e+00 -1.836433e+00 -1.209685e+01 1.015078e+01 1.430364e+01
## 3086 3087 3088 3089 3090
## 1.135716e+01 -1.288468e+01 -3.182545e+01 2.033414e+01 -6.659078e+00
## 3091 3092 3093 3094 3095
## 1.910203e+01 -9.271154e+00 -1.088468e+01 2.369055e+01 5.221543e+00
## 3096 3097 3098 3099 3100
## 9.020114e+00 1.413905e+01 1.125306e+01 -6.387120e+00 3.673188e+00
## 3101 3102 3103 3104 3105
## -3.642806e+00 1.053947e+01 1.616119e+00 -2.197839e+01 7.697971e+00
## 3106 3107 3108 3109 3110
## -4.305090e+00 9.594579e+00 3.381119e+01 1.655639e+01 -1.594409e+01
## 3111 3112 3113 3114 3115
## 2.211309e+01 2.911558e+00 6.283670e+00 -4.891320e+00 -2.509935e+00
## 3116 3117 3118 3119 3120
## 2.448429e+00 3.447247e+00 1.973991e+01 -2.697252e+01 -4.731416e+00
## 3121 3122 3123 3124 3125
## 1.697023e+01 -6.380169e+00 5.918777e+00 1.451708e+01 1.229635e+01
## 3126 3127 3128 3129 3130
## -1.244570e+01 -6.112038e-01 4.136268e+01 4.898465e+01 4.755088e+00
## 3131 3132 3133 3134 3135
## -9.560748e+00 2.354914e+01 1.009745e+01 -7.532045e+00 1.128783e+01
## 3136 3137 3138 3139 3140
## 2.286397e+01 -1.732228e+00 2.744301e+01 2.250842e+01 -1.650253e+01
## 3141 3142 3143 3144 3145
## 3.776645e+00 5.547082e-01 1.422628e+01 -6.338827e+00 -1.294560e+01
## 3146 3147 3148 3149 3150
## 2.393501e+01 -1.150415e+00 -2.689909e+01 2.459657e+01 5.997005e+00
## 3151 3152 3153 3154 3155
## -3.860257e+00 1.636017e+01 -1.870951e+01 2.077829e+00 6.319489e+00
## 3156 3157 3158 3159 3160
## 4.465450e+01 -1.834250e+01 -1.114093e+00 -1.353840e+00 -5.883611e+00
## 3161 3162 3163 3164 3165
## -2.675939e+00 -7.019973e+00 2.269831e+01 -7.871985e-01 1.064706e+00
## 3166 3167 3168 3169 3170
## 1.307045e+00 1.377584e+01 2.059267e+01 -3.925900e-01 -1.371845e+01
## 3171 3172 3173 3174 3175
## -3.397280e+00 -8.597081e+00 -9.426158e+00 2.663330e+00 2.074934e+00
## 3176 3177 3178 3179 3180
## 8.266120e+00 3.492560e+00 -1.709344e+01 1.953311e+01 -1.208738e+01
## 3181 3182 3183 3184 3185
## 3.845948e+00 -3.593507e+01 -8.640144e+00 -1.297525e+01 -1.801555e+01
## 3186 3187 3188 3189 3190
## -1.417767e+01 8.956808e+00 -6.275780e+00 -9.883501e+00 1.965809e+00
## 3191 3192 3193 3194 3195
## -2.004774e+01 -1.723809e+01 -2.972562e+00 -5.561442e+00 4.827899e+01
## 3196 3197 3198 3199 3200
## -1.403634e+01 1.702547e+00 4.825532e+00 2.288514e+00 -1.354822e+01
## 3201 3202 3203 3204 3205
## -1.539215e+01 -1.124817e+01 -1.878269e+01 -1.449758e+01 3.050028e+01
## 3206 3207 3208 3209 3210
## 1.529317e+01 -2.712030e+00 2.273642e-01 2.907620e+01 -6.734580e+00
## 3211 3212 3213 3214 3215
## 2.355522e+00 -3.271989e+00 1.594797e+01 -4.109334e+00 4.491243e+01
## 3216 3217 3218 3219 3220
## -1.169501e+01 -2.039437e+01 3.502126e+00 4.885726e+00 -4.407849e-01
## 3221 3222 3223 3224 3225
## 1.142050e+02 -2.198585e+01 -6.987465e+00 1.473489e+00 1.436962e+01
## 3226 3227 3228 3229 3230
## -1.628778e+01 -1.950111e+01 -1.522947e+00 -1.535944e+01 3.937822e+01
## 3231 3232 3233 3234 3235
## 5.278918e+00 8.521812e+00 1.959657e+01 4.225995e+01 -1.817367e+00
## 3236 3237 3238 3239 3240
## -8.134841e-01 2.317627e+01 -5.722308e+00 -4.898095e+00 -1.673498e+00
## 3241 3242 3243 3244 3245
## 4.083210e+01 -1.144333e+01 -1.117883e+01 -8.170554e-01 5.186878e+01
## 3246 3247 3248 3249 3250
## -6.275473e+00 1.385680e+01 -1.375271e+01 9.886632e+00 -7.356254e+00
## 3251 3252 3253 3254 3255
## 1.341764e-01 -6.273638e+00 1.233824e-01 5.070696e+01 1.856711e+01
## 3256 3257 3258 3259 3260
## 9.847054e+00 2.303563e+01 2.270286e+01 -3.170919e+00 4.538847e+01
## 3261 3262 3263 3264 3265
## -4.606614e+00 -5.693894e+00 -1.584605e+00 -2.111437e+00 3.159357e-02
## 3266 3267 3268 3269 3270
## 5.697314e+00 -1.530429e+01 5.892868e+00 -1.195666e+01 7.182007e+00
## 3271 3272 3273 3274 3275
## 6.348121e+00 4.908412e+00 -1.123447e+01 4.732281e+00 -1.824658e+01
## 3276 3277 3278 3279 3280
## 2.622899e+01 -2.734490e+00 -4.771931e+00 -3.286466e+00 3.730991e+01
## 3281 3282 3283 3284 3285
## 1.090857e+01 4.731624e+00 -1.454509e+01 2.349670e+01 -1.900375e+01
## 3286 3287 3288 3289 3290
## -6.171363e+00 -1.741074e+01 3.468116e+01 6.896159e+00 -3.170127e+00
## 3291 3292 3293 3294 3295
## -2.646607e+01 -9.219516e+00 5.737630e+00 -1.131156e+01 -1.693578e+01
## 3296 3297 3298 3299 3300
## -1.093259e+01 2.770538e+00 -2.723890e+00 5.815002e+00 3.321991e+01
## 3301 3302 3303 3304 3305
## 8.863250e+00 1.614655e+01 -1.886844e+00 -2.249042e+01 2.305897e+00
## 3306 3307 3308 3309 3310
## -4.717594e+00 -1.565917e+01 3.942835e+00 2.442063e+01 1.583010e+00
## 3311 3312 3313 3314 3315
## 8.317634e+00 4.578522e+00 2.765912e+01 -2.320454e+01 -5.737798e+00
## 3316 3317 3318 3319 3320
## -4.263730e+00 -1.472653e+01 4.327468e+00 2.085695e+01 4.844110e+01
## 3321 3322 3323 3324 3325
## -4.869604e+00 1.293981e+01 7.352731e+00 -1.933646e+01 2.111021e+01
## 3326 3327 3328 3329 3330
## -4.374648e+00 -1.170275e+01 -3.214733e+01 -1.686793e+01 -3.738223e+00
## 3331 3332 3333 3334 3335
## -1.374064e+01 -8.180606e+00 -2.570349e+00 1.522628e+01 -4.525728e-01
## 3336 3337 3338 3339 3340
## 2.249916e+01 -1.505855e+01 -4.446625e-01 -1.078302e+00 -4.932287e+00
## 3341 3342 3343 3344 3345
## -8.337156e+00 7.584533e+00 -3.638217e+00 -1.613427e+01 -8.598815e+00
## 3346 3347 3348 3349 3350
## 1.202711e+01 -3.152988e+01 -4.802664e+01 1.418016e+01 -1.015536e+01
## 3351 3352 3353 3354 3355
## 2.393590e+01 1.165231e+01 1.622890e+00 -5.596351e+00 -1.644643e+01
## 3356 3357 3358 3359 3360
## 3.404314e+00 2.130113e+00 -1.343022e+01 -1.228407e+01 -6.550031e+00
## 3361 3362 3363 3364 3365
## 1.177246e+01 8.283063e+00 -1.293286e+01 -1.533915e+01 1.698211e+01
## 3366 3367 3368 3369 3370
## 4.010310e+00 7.544156e+00 1.185840e+00 -9.073793e+00 -8.837083e+00
## 3371 3372 3373 3374 3375
## 4.040431e+01 1.180409e+01 1.967505e+01 2.345640e+01 2.566467e+01
## 3376 3377 3378 3379 3380
## 2.121569e+00 -8.971761e+00 -4.639476e+00 -9.411919e-01 -1.088902e+01
## 3381 3382 3383 3384 3385
## 1.054501e+00 -3.787143e+00 -1.041797e+01 -4.276579e+00 1.046323e-02
## 3386 3387 3388 3389 3390
## -1.614765e+01 9.905933e-01 1.647193e+01 -5.188654e+00 -1.550090e+01
## 3391 3392 3393 3394 3395
## 5.066594e+00 -9.766279e+00 -1.093780e+01 9.691345e+00 -1.243662e+01
## 3396 3397 3398 3399 3400
## 1.544901e+01 5.516079e+00 -9.623647e+00 -1.657611e+01 -1.545997e+00
## 3401 3402 3403 3404 3405
## 1.451509e+01 9.649063e+00 5.519254e+00 -1.254808e+01 3.015205e+00
## 3406 3407 3408 3409 3410
## -5.588203e+00 4.898827e+00 -4.029570e+00 -4.771099e+00 2.240185e+01
## 3411 3412 3413 3414 3415
## 5.348137e+01 -4.682615e+00 -1.767364e+01 -1.785127e+01 -1.506142e+01
## 3416 3417 3418 3419 3420
## -4.857881e-01 2.793547e+01 -1.986443e+01 1.494876e+01 1.666127e+01
## 3421 3422 3423 3424 3425
## 5.551324e+00 2.639573e-01 6.517287e+01 1.361534e-01 -9.876965e+00
## 3426 3427 3428 3429 3430
## -1.304554e+01 -1.457844e+01 -1.895893e+00 -1.229207e+01 -1.822483e+01
## 3431 3432 3433 3434 3435
## -1.152987e+00 -1.324727e+01 5.018072e+00 -6.143796e-01 3.558703e+01
## 3436 3437 3438 3439 3440
## -7.823339e+00 -8.798404e+00 -2.528532e+00 -3.462667e+00 1.069438e+01
## 3441 3442 3443 3444 3445
## 2.405941e+01 -6.918562e-01 1.216805e-01 5.805641e+00 9.791400e+00
## 3446 3447 3448 3449 3450
## 4.445788e+00 -3.050843e+01 9.995772e+00 -4.471445e-01 7.247587e+00
## 3451 3452 3453 3454 3455
## 1.139122e+01 2.929438e+01 -1.596682e+01 -1.825542e+01 -5.252952e-01
## 3456 3457 3458 3459 3460
## -5.069873e+00 -5.917327e+00 -1.486753e+01 -1.973003e+01 -1.642032e+01
## 3461 3462 3463 3464 3465
## -2.146290e+01 -1.073307e+01 -2.922579e+00 -2.560675e+00 2.061436e+00
## 3466 3467 3468 3469 3470
## -4.672851e+00 -1.795215e+01 -1.784772e+01 -3.758910e-01 1.060118e-01
## 3471 3472 3473 3474 3475
## 1.247330e+01 7.961865e+00 -8.564671e+00 -1.386119e+00 -9.239092e+00
## 3476 3477 3478 3479 3480
## -1.279523e+01 3.278476e+00 -9.509813e+00 1.075276e-01 -1.221981e+01
## 3481 3482 3483 3484 3485
## -8.646638e+00 -9.574116e+00 -5.082633e+00 -9.358128e+00 -5.348557e+00
## 3486 3487 3488 3489 3490
## 1.632355e+01 -2.642342e+01 1.060230e+01 -1.128041e+01 -2.205288e+01
## 3491 3492 3493 3494 3495
## 4.143536e+00 1.010132e+00 -2.478499e+00 1.799725e+01 -1.385525e+01
## 3496 3497 3498 3499 3500
## 3.808958e+00 -5.704113e+00 8.694714e+00 4.069414e+00 5.017987e+00
## 3501 3502 3503 3504 3505
## 3.571564e+00 -1.786275e-01 3.815949e+01 3.513375e+00 1.363457e+01
## 3506 3507 3508 3509 3510
## -4.167742e+00 -3.549762e+00 4.282901e-02 -3.708973e+00 -3.486889e+01
## 3511 3512 3513 3514 3515
## 1.002321e+01 2.127674e+01 -3.228965e+00 3.264625e+01 -3.253885e+01
## 3516 3517 3518 3519 3520
## -6.119819e+00 -6.199435e+00 -2.396060e+01 -6.104160e+00 -9.712239e+00
## 3521 3522 3523 3524 3525
## 1.675823e+01 2.503246e+00 6.149951e+00 -6.978186e+00 8.884870e+00
## 3526 3527 3528 3529 3530
## -8.860668e+00 -1.449697e+01 1.977340e+01 2.359622e+01 -9.671450e+00
## 3531 3532 3533 3534 3535
## -1.231146e+01 5.194842e+00 1.954732e+01 -9.725901e+00 -8.859600e+00
## 3536 3537 3538 3539 3540
## -1.934097e-01 2.838777e+01 -1.325936e+00 3.925947e+00 1.541836e+01
## 3541 3542 3543 3544 3545
## 8.160539e+01 1.969520e+00 -1.083675e+01 -3.680162e-01 3.439602e+01
## 3546 3547 3548 3549 3550
## -1.760748e+01 3.245616e+01 -1.444750e+01 -1.635591e+00 -1.832508e-01
## 3551 3552 3553 3554 3555
## -2.306126e+01 -1.202486e+01 1.845408e+01 4.301783e-01 -1.596590e+01
## 3556 3557 3558 3559 3560
## -7.622100e+00 -1.920331e-01 3.287037e+00 -5.801241e+00 -1.767136e+01
## 3561 3562 3563 3564 3565
## 1.280358e+01 4.275602e+00 3.656679e+01 -3.060933e-01 2.880061e+01
## 3566 3567 3568 3569 3570
## 4.946052e+01 6.906671e+00 -1.633993e+00 1.519266e+01 2.726989e+00
## 3571 3572 3573 3574 3575
## 5.000166e+00 -4.097816e+01 -7.998992e-01 1.275364e+01 -1.399609e+01
## 3576 3577 3578 3579 3580
## -5.385898e+00 2.518812e+01 5.859409e+00 -1.756100e+01 -1.472013e+01
## 3581 3582 3583 3584 3585
## 3.935254e+00 5.515886e+00 2.625625e+01 -1.819065e+01 2.907955e+00
## 3586 3587 3588 3589 3590
## -1.943677e+01 -2.703249e+01 -9.962536e+00 -6.370677e+00 3.219938e+00
## 3591 3592 3593 3594 3595
## -2.252419e+01 6.504665e-01 -5.554762e+00 3.118001e+01 6.509022e+00
## 3596 3597 3598 3599 3600
## 2.894225e-02 2.999134e+01 -1.712646e+01 -1.839669e+01 1.575301e+01
## 3601 3602 3603 3604 3605
## 2.517424e+01 -3.038975e+00 5.340414e+00 3.168766e+00 -2.552348e+00
## 3606 3607 3608 3609 3610
## 8.570090e+00 -2.333191e+01 -2.815793e+01 -2.765111e+01 2.086478e+01
## 3611 3612 3613 3614 3615
## -4.067400e+01 -3.208521e+01 -2.495178e+01 -2.103151e+01 -6.113893e+00
## 3616 3617 3618 3619 3620
## -2.279613e+00 8.545836e+00 -5.646663e+00 -1.761922e+01 2.624015e+01
## 3621 3622 3623 3624 3625
## 5.851026e+00 4.409720e-01 1.143181e+00 -7.726865e+00 3.548889e+00
## 3626 3627 3628 3629 3630
## -2.414585e+00 4.851876e+00 -1.250244e+00 3.747530e+01 4.015841e+00
## 3631 3632 3633 3634 3635
## 1.358691e+01 7.687192e+00 2.068233e+00 -8.826041e-01 -1.385854e+00
## 3636 3637 3638 3639 3640
## 4.884622e+01 4.601211e+01 1.408710e+01 7.917804e+00 1.455678e+01
## 3641 3642 3643 3644 3645
## -5.746010e+00 1.285104e+01 1.452561e+01 -1.658618e+00 -6.131189e+00
## 3646 3647 3648 3649 3650
## 3.345612e+01 1.549475e+01 -1.042884e+00 1.268980e+01 2.446173e+01
## 3651 3652 3653 3654 3655
## 2.994357e-03 -1.420859e+01 -1.679551e+00 -3.688955e+00 9.111664e+00
## 3656 3657 3658 3659 3660
## 2.998511e+01 -1.847756e+01 9.882001e+00 -9.301926e+00 2.525382e+01
## 3661 3662 3663 3664 3665
## -6.956527e+00 -6.898159e+00 -2.312407e+01 -3.199532e+00 5.973437e+00
## 3666 3667 3668 3669 3670
## 2.527801e+00 -8.382225e+00 1.196654e+01 -6.308189e+00 5.943283e+01
## 3671 3672 3673 3674 3675
## -5.018899e+00 4.922958e+01 6.023698e-01 9.527924e+00 9.808663e+00
## 3676 3677 3678 3679 3680
## -5.322461e-01 -1.746469e+00 3.237108e+00 8.975165e+00 6.837139e+00
## 3681 3682 3683 3684 3685
## 2.788559e+00 -6.327582e+00 8.606758e+00 3.254900e+01 1.534337e+01
## 3686 3687 3688 3689 3690
## -4.966340e-01 1.319606e+00 4.990569e+00 -1.267275e+00 1.443334e+01
## 3691 3692 3693 3694 3695
## -2.643927e+00 -5.751935e+00 1.491448e+01 1.613070e+01 3.731807e+00
## 3696 3697 3698 3699 3700
## 4.994623e+01 2.502267e+00 1.584128e+01 -1.703863e+01 6.485302e+00
## 3701 3702 3703 3704 3705
## 9.442209e+01 2.027735e+01 -2.537484e+01 1.788251e+01 2.850621e+01
## 3706 3707 3708 3709 3710
## -8.615251e+00 -1.738542e+01 1.267783e+01 -1.504054e+01 -2.127832e+01
## 3711 3712 3713 3714 3715
## -2.920173e+01 1.072930e+01 4.841213e+01 1.006195e-01 -1.622672e+01
## 3716 3717 3718 3719 3720
## -2.118804e+01 -1.780934e+01 -3.001460e+00 1.112603e+01 -1.138654e+01
## 3721 3722 3723 3724 3725
## 1.152315e+01 3.561184e+01 1.247406e+00 -1.395080e+01 -5.550320e+00
## 3726 3727 3728 3729 3730
## -9.604357e+00 3.619838e+00 -2.017841e+00 -1.257320e+00 4.766302e+01
## 3731 3732 3733 3734 3735
## 3.095709e+00 1.508668e+01 2.566959e+00 -5.779709e+00 -8.500525e+00
## 3736 3737 3738 3739 3740
## -2.125606e+00 1.933880e+00 1.886884e+01 -1.777245e+01 -1.083323e+00
## 3741 3742 3743 3744 3745
## -1.586778e+01 -5.823302e+00 1.142579e+01 5.513782e+00 -8.069120e+00
## 3746 3747 3748 3749 3750
## -2.561495e+00 1.819990e+00 -2.409627e+01 -1.749322e+01 -1.118480e+01
## 3751 3752 3753 3754 3755
## -1.307461e+01 6.590892e+00 -1.223234e+00 3.020438e+01 2.012663e+00
## 3756 3757 3758 3759 3760
## 4.803415e+00 -1.373902e+01 -5.582066e-02 -1.697817e+01 2.059824e+01
## 3761 3762 3763 3764 3765
## 5.322803e+01 1.332073e+01 8.427489e+00 6.113158e+00 -2.159177e+01
## 3766 3767 3768 3769 3770
## 1.961264e+00 9.787360e+00 1.228048e+01 2.823629e+01 1.484937e+01
## 3771 3772 3773 3774 3775
## -7.011053e-01 -2.228465e+00 -1.482132e+00 1.236301e+01 2.610103e+01
## 3776 3777 3778 3779 3780
## 4.211227e+00 -1.573886e+01 9.824553e+00 2.859862e+01 3.755189e+01
## 3781 3782 3783 3784 3785
## -1.640499e+01 -1.779664e+01 -2.289596e+01 9.844218e+01 3.722179e+01
## 3786 3787 3788 3789 3790
## 1.717638e+01 5.554105e+00 2.994586e+00 -5.428549e+00 2.051899e+01
## 3791 3792 3793 3794 3795
## 9.306325e+01 -3.837710e+00 6.421378e+00 -2.479433e+00 -3.800808e+00
## 3796 3797 3798 3799 3800
## -7.895833e+00 7.592626e+01 5.251799e+01 7.556066e+01 -1.664562e+00
## 3801 3802 3803 3804 3805
## -1.946853e+00 4.198987e+01 5.237732e+00 -7.060287e+00 1.528825e+01
## 3806 3807 3808 3809 3810
## 4.211921e+00 -1.802047e+01 4.946938e+00 -6.076110e+00 2.874454e+01
## 3811 3812 3813 3814 3815
## -5.359560e+00 1.772231e+01 -3.322579e+00 4.293445e+00 -4.275736e-01
## 3816 3817 3818 3819 3820
## -7.758924e+00 -1.785311e+01 7.229437e+00 -5.224198e+00 3.350318e+00
## 3821 3822 3823 3824 3825
## 3.669591e+01 3.320924e+01 1.525179e+01 3.687308e+01 4.020318e+00
## 3826 3827 3828 3829 3830
## -4.745904e+00 1.295539e+01 -1.014986e+01 -9.090133e+00 1.362619e+00
## 3831 3832 3833 3834 3835
## 3.277943e+00 -1.805861e+01 3.501380e-02 -2.324428e+01 2.433145e+01
## 3836 3837 3838 3839 3840
## -1.120463e+01 3.563728e+00 2.882515e+01 5.469208e+00 2.709615e+00
## 3841 3842 3843 3844 3845
## -1.132459e+01 2.604408e+01 5.302973e+00 2.585697e+00 2.191129e+00
## 3846 3847 3848 3849 3850
## 3.125790e+01 -1.097238e+01 -1.653271e+01 -6.886110e-01 1.772514e+01
## 3851 3852 3853 3854 3855
## 8.681787e+00 4.125420e+01 -1.477647e+01 -6.650395e+00 -3.539904e+00
## 3856 3857 3858 3859 3860
## -5.582065e+00 2.373908e+01 1.666050e+00 4.506242e+01 1.085255e+00
## 3861 3862 3863 3864 3865
## 7.948518e+00 8.028720e+00 2.093785e+00 6.875201e+00 -1.079136e+01
## 3866 3867 3868 3869 3870
## -8.755843e+00 -1.233015e+01 -3.214731e+00 2.459973e+01 6.926860e+00
## 3871 3872 3873 3874 3875
## 1.736098e+01 -9.028079e+00 1.474867e+00 -5.657193e+00 6.042995e+00
## 3876 3877 3878 3879 3880
## -6.485320e+00 8.526573e+00 -1.534552e+01 -1.116358e+01 -1.605421e+01
## 3881 3882 3883 3884 3885
## -3.593404e+00 3.619626e+01 -1.278902e+00 -6.111560e+00 4.899918e+01
## 3886 3887 3888 3889 3890
## 4.310122e+01 2.467569e+01 6.385061e+01 -8.889225e+00 -2.412476e+01
## 3891 3892 3893 3894 3895
## 1.380328e+00 1.125500e+01 -1.411898e+01 -5.237498e+00 7.821921e+00
## 3896 3897 3898 3899 3900
## 3.640653e+01 -1.807629e+01 5.902321e+00 -1.255579e+01 1.327712e+01
## 3901 3902 3903 3904 3905
## 5.806635e+01 -9.065425e+00 3.921594e+00 -4.968782e-01 -5.336199e+00
## 3906 3907 3908 3909 3910
## -1.785405e+00 7.887697e+00 7.359179e+00 -7.386693e+00 -9.029340e+00
## 3911 3912 3913 3914 3915
## 1.081344e+01 -2.199092e+00 3.156671e+01 -9.177376e+00 -8.824538e-01
## 3916 3917 3918 3919 3920
## 3.504083e+00 -9.593972e+00 -3.555098e+00 -9.720482e+00 -1.965026e+01
## 3921 3922 3923 3924 3925
## -3.928272e+00 -1.019155e+00 7.515967e+00 -3.361050e+01 3.263519e+00
## 3926 3927 3928 3929 3930
## -2.888259e+00 8.213370e-01 6.660829e+00 -2.191642e+01 -2.255149e+01
## 3931 3932 3933 3934 3935
## 2.005812e+01 6.438523e+00 3.652278e+01 -1.027305e+01 1.196447e+01
## 3936 3937 3938 3939 3940
## 1.767201e+01 1.546047e+01 1.181594e+01 -2.882848e+01 -1.105752e+01
## 3941 3942 3943 3944 3945
## 6.058772e-02 -1.379054e+01 -6.682177e+00 -1.707704e+01 6.742236e-01
## 3946 3947 3948 3949 3950
## -7.528096e+00 -9.590598e-01 -1.077851e+01 4.295176e+00 2.357404e+01
## 3951 3952 3953 3954 3955
## 1.008104e+01 -2.162510e-01 4.460959e+00 -3.616473e+00 4.218769e+00
## 3956 3957 3958 3959 3960
## 5.918657e+00 -8.645622e+00 -1.181956e+01 -2.247116e+01 -8.215077e+00
## 3961 3962 3963 3964 3965
## -6.798068e-01 -9.698330e-01 -4.320377e+00 7.730256e+00 1.034441e+01
## 3966 3967 3968 3969 3970
## 1.725628e+01 -7.094340e+00 -2.061286e+01 7.267401e+00 -1.513864e+01
## 3971 3972 3973 3974 3975
## -1.430536e+01 -1.581443e+01 1.327668e+01 -8.203638e+00 -1.160528e+01
## 3976 3977 3978 3979 3980
## -9.999476e+00 -9.235895e+00 -6.759940e+00 -1.470979e+01 -4.726026e-01
## 3981 3982 3983 3984 3985
## 4.669620e+00 1.099034e+01 3.124737e+00 -1.047073e+01 -3.188932e+00
## 3986 3987 3988 3989 3990
## -1.881071e+01 -3.790005e+00 8.273365e+00 -2.348651e+01 -1.070765e+01
## 3991 3992 3993 3994 3995
## -9.930042e+00 -5.558854e+00 -1.938006e+01 -1.143852e+01 -6.748069e+00
## 3996 3997 3998 3999 4000
## 4.649264e+00 -9.231590e+00 -8.026060e+00 -2.744080e+01 -4.019170e+00
## 4001 4002 4003 4004 4005
## -1.485740e+01 -1.045756e+00 1.772106e+00 -2.543602e+00 4.025076e-01
## 4006 4007 4008 4009 4010
## 8.608626e+00 1.111865e+01 -3.697347e+01 -2.944365e+01 9.603990e-01
## 4011 4012 4013 4014 4015
## 3.693702e-01 7.055488e+00 -1.557320e+01 -1.470491e+01 -2.812509e+01
## 4016 4017 4018 4019 4020
## -1.287502e+01 8.044352e+00 3.827513e+01 2.806353e+00 1.821545e+01
## 4021 4022 4023 4024 4025
## -2.354811e+00 5.871693e+00 3.952566e+01 1.128448e+01 6.286057e+00
## 4026 4027 4028 4029 4030
## 2.718519e+01 1.649503e+01 2.487553e+00 -6.322291e-01 -1.636825e+01
## 4031 4032 4033 4034 4035
## 2.777659e+01 1.909174e+00 1.054372e+01 -2.512884e+01 -5.733336e+00
## 4036 4037 4038 4039 4040
## -1.701019e+01 -1.158947e+01 1.619924e+00 1.200703e+01 -1.121614e+01
## 4041 4042 4043 4044 4045
## 5.480751e+00 8.273811e+00 2.517843e+01 1.854059e+01 1.946980e+01
## 4046 4047 4048 4049 4050
## 2.560687e+00 -5.010147e-01 3.775905e+00 2.177374e+01 1.227352e+01
## 4051 4052 4053 4054 4055
## 2.067365e+00 -3.595085e+00 -1.690996e+00 -1.433293e+01 5.888819e+00
## 4056 4057 4058 4059 4060
## 6.056771e+00 4.436604e+00 -2.369695e+00 -2.315609e+01 -3.363155e+00
## 4061 4062 4063 4064 4065
## -1.572174e+01 -1.986865e+01 -5.104703e+00 -3.682903e+01 -2.218997e+00
## 4066 4067 4068 4069 4070
## -5.986095e+00 -2.472707e+01 -8.391502e-01 -1.110198e+01 -1.042891e+01
## 4071 4072 4073 4074 4075
## 2.573124e+01 -1.692736e+00 9.569531e+00 -1.481386e+01 -3.865625e+00
## 4076 4077 4078 4079 4080
## -1.372103e+01 2.770731e+01 -2.452921e+01 -1.194520e+00 -2.203712e+01
## 4081 4082 4083 4084 4085
## -4.661362e-01 -2.589291e+01 9.784165e+00 2.023669e+01 -6.518542e-01
## 4086 4087 4088 4089 4090
## -6.041284e+00 -2.892584e+00 -1.443334e+01 -6.892122e+00 -1.022784e+01
## 4091 4092 4093 4094 4095
## -1.418464e+01 -1.363504e+01 -1.973316e+01 -2.021518e+01 -1.255840e+01
## 4096 4097 4098 4099 4100
## 9.887538e+00 -1.479364e+01 -1.372536e+01 -3.778788e+00 -1.342883e+01
## 4101 4102 4103 4104 4105
## -5.945938e+00 -6.648819e+00 1.954313e+00 1.737158e+01 -1.013970e+01
## 4106 4107 4108 4109 4110
## -2.316275e+01 -1.292224e+01 3.067107e+01 -3.056257e+01 -1.596233e+01
## 4111 4112 4113 4114 4115
## -2.400511e+00 -1.636641e+01 -8.683533e+00 -1.518345e+01 -2.974127e+01
## 4116 4117 4118 4119 4120
## -1.242958e+01 -1.091250e+01 2.655101e+00 -3.305590e+01 2.406921e+01
## 4121 4122 4123 4124 4125
## -7.420784e+00 3.197315e+01 -2.444158e+01 -7.587465e+00 -8.254365e+00
## 4126 4127 4128 4129 4130
## 1.893071e-02 -2.163666e+01 -2.189602e+01 -2.595666e+01 -5.380461e+01
## 4131 4132 4133 4134 4135
## 1.404721e+01 -1.222019e+01 -2.775192e-02 -6.756234e+00 -1.335385e+01
## 4136 4137 4138 4139 4140
## 1.081668e+01 -1.017420e+01 -4.442767e+00 3.182794e+01 1.425912e+01
## 4141 4142 4143 4144 4145
## -7.802316e+00 1.826484e+01 5.687368e+00 1.622264e+00 -6.735773e+00
## 4146 4147 4148 4149 4150
## -2.221161e+01 -1.163168e+01 -1.356168e+01 9.886858e+00 -2.450502e+01
## 4151 4152 4153 4154 4155
## -1.034804e+01 1.265194e+01 8.906051e-01 4.805121e-01 -9.044914e+00
## 4156 4157 4158 4159 4160
## -1.848267e+01 -1.640265e+01 -1.234312e+01 -4.882167e+00 -6.464344e+00
## 4161 4162 4163 4164 4165
## -1.653379e+01 9.702379e+00 -9.484267e-01 2.148492e+01 -1.208577e+01
## 4166 4167 4168 4169 4170
## -2.237865e+00 -9.307855e+00 2.904876e+00 -2.025508e+01 4.376157e+00
## 4171 4172 4173 4174 4175
## 6.057670e+01 -1.560473e+01 -9.318073e+00 1.404530e+01 2.418931e+00
## 4176 4177 4178 4179 4180
## -7.252604e+00 -1.747008e+01 -1.084699e+01 -5.960790e+00 3.226768e-02
## 4181 4182 4183 4184 4185
## 8.857315e+00 1.265586e+00 1.297783e+01 2.265624e+01 1.090398e+01
## 4186 4187 4188 4189 4190
## -5.182935e+00 1.301662e+00 2.178113e+01 -1.019775e+01 6.333904e+00
## 4191 4192 4193 4194 4195
## -7.053891e+00 -1.376445e+01 1.350735e+01 -4.557643e+00 -1.169965e+01
## 4196 4197 4198 4199 4200
## -6.886794e-01 -1.073943e+01 -1.355689e+01 -9.708519e-01 -1.218881e+01
## 4201 4202 4203 4204 4205
## -1.128404e+01 -1.784366e+01 -1.232238e+01 -1.245935e+01 -9.241551e-01
## 4206 4207 4208 4209 4210
## 1.152431e+01 -2.266813e+01 -5.462176e+00 -7.566858e+00 -3.572088e+00
## 4211 4212 4213 4214 4215
## -1.266007e+00 -1.492057e+01 -3.204749e+01 -1.163607e+01 -2.377270e+01
## 4216 4217 4218 4219 4220
## 3.081773e+01 1.107305e+01 -3.614637e+01 4.982878e+01 5.173180e+01
## 4221 4222 4223 4224 4225
## -8.513329e+00 4.999815e+01 -2.789241e+01 -2.077738e+00 -2.827609e+01
## 4226 4227 4228 4229 4230
## 1.696295e+01 -2.318011e+01 -7.577533e+00 -1.009560e+01 1.701163e+01
## 4231 4232 4233 4234 4235
## -1.741254e+01 -1.108004e+01 -2.737371e+01 -2.317442e+01 -2.306677e+00
## 4236 4237 4238 4239 4240
## -1.081627e+01 -1.633485e+01 -9.149112e+00 8.521547e+00 -9.365801e+00
## 4241 4242 4243 4244 4245
## -3.636889e+00 1.260714e+01 -5.924245e+00 -2.963975e-01 3.300811e+00
## 4246 4247 4248 4249 4250
## -3.538543e-01 -7.256055e+00 -1.941984e+01 -1.153707e+01 -8.945516e+00
## 4251 4252 4253 4254 4255
## -5.218375e+00 4.442027e+00 -5.904215e+00 -2.004286e+01 -5.083224e+00
## 4256 4257 4258 4259 4260
## -7.139673e+00 -1.008925e+01 -5.241642e-01 6.487916e-01 -5.806864e+00
## 4261 4262 4263 4264 4265
## -4.748558e-01 -2.763705e+01 -6.722765e+00 -1.918801e+01 1.894279e+00
## 4266 4267 4268 4269 4270
## -2.143617e+01 1.887674e+01 -5.007393e+00 -5.086340e+00 -1.685877e+01
## 4271 4272 4273 4274 4275
## -2.180964e+01 -1.261877e+01 -6.404575e+00 1.360690e+01 -1.475652e+01
## 4276 4277 4278 4279 4280
## 7.684068e-02 2.570076e+01 -5.704462e+00 2.272507e+01 1.362850e+01
## 4281 4282 4283 4284 4285
## -6.422083e+00 6.451180e+00 9.869149e+00 1.748440e+01 -1.695212e+01
## 4286 4287 4288 4289 4290
## 4.444784e+00 -3.276795e+01 -3.063061e+01 1.132037e+01 -1.577274e+01
## 4291 4292 4293 4294 4295
## 2.062718e+00 -8.037786e+00 -7.804770e+00 2.826862e+00 6.701242e+01
## 4296 4297 4298 4299 4300
## -2.255712e+00 3.893656e-01 2.918396e+00 4.053703e+01 5.468348e+00
## 4301 4302 4303 4304 4305
## -2.000389e+01 1.159252e+01 2.200694e+01 -6.694932e+00 1.052446e+01
## 4306 4307 4308 4309 4310
## 1.228106e+01 7.935238e+00 -2.088622e+01 5.661821e+00 1.561602e+01
## 4311 4312 4313 4314 4315
## 4.468834e+00 2.607768e+00 -5.400871e+00 2.408172e+01 1.543444e+00
## 4316 4317 4318 4319 4320
## -5.608157e+00 -2.137645e+00 1.415376e+01 -3.788989e+00 -3.050966e+01
## 4321 4322 4323 4324 4325
## 6.689834e+00 -5.246969e+00 3.497305e+01 -6.110450e+00 -1.575223e+01
## 4326 4327 4328 4329 4330
## -6.536179e+00 1.848853e+01 -1.141342e+01 2.112730e+01 1.895827e+00
## 4331 4332 4333 4334 4335
## -1.140113e+01 -4.136467e+00 -8.207455e+00 7.973946e+01 1.753201e+01
## 4336 4337 4338 4339 4340
## 1.319019e+01 -2.165103e+00 -2.903787e+01 1.073053e+01 -2.288302e+01
## 4341 4342 4343 4344 4345
## -2.366530e+00 1.713934e+01 6.282985e+01 -2.237351e+01 8.056548e+00
## 4346 4347 4348 4349 4350
## -7.829028e+00 2.242594e+01 5.323123e+00 -1.627219e+00 -1.355041e+01
## 4351 4352 4353 4354 4355
## 7.552884e-01 1.594749e+01 4.829733e+01 1.561570e+01 -1.642833e+01
## 4356 4357 4358 4359 4360
## -5.316683e+00 -1.978505e+00 1.082909e+01 2.646492e+00 -1.520081e+01
## 4361 4362 4363 4364 4365
## 1.399097e+01 -1.082231e+01 -3.828863e+00 4.611310e+00 2.828329e+01
## 4366 4367 4368 4369 4370
## -9.961687e+00 -1.285134e+01 -3.772926e+00 1.806313e+01 3.099046e+01
## 4371 4372 4373 4374 4375
## -5.117319e+00 -2.693055e+00 9.561959e+00 -1.332475e+01 -9.121739e+00
## 4376 4377 4378 4379 4380
## -4.863932e-01 7.019039e+00 1.838186e+01 -1.604083e+00 -1.436671e+01
## 4381 4382 4383 4384 4385
## -3.066206e+00 1.765367e+00 9.092079e+00 3.208898e+01 -1.632894e+01
## 4386 4387 4388 4389 4390
## 9.811366e-01 -5.877753e+00 -1.139199e+01 -1.262529e+01 -1.010767e+01
## 4391 4392 4393 4394 4395
## 1.854208e-01 1.257893e+00 3.211715e+00 -5.964164e+00 -6.067788e+00
## 4396 4397 4398 4399 4400
## -3.091017e+00 4.212635e+01 -3.823348e+00 -6.711221e+00 -1.904876e+01
## 4401 4402 4403 4404 4405
## 3.244953e+00 -2.128795e+00 2.026651e+01 -8.997262e+00 -2.249422e+01
## 4406 4407 4408 4409 4410
## 6.819684e+00 9.652894e+00 -1.008829e+01 -1.539792e+00 -1.981094e+00
## 4411 4412 4413 4414 4415
## 2.166961e+00 5.606950e+00 7.201347e+00 -1.504492e+01 -1.538155e+01
## 4416 4417 4418 4419 4420
## 3.032132e+00 2.403531e+01 -1.436713e+01 -9.482721e+00 -5.049666e+00
## 4421 4422 4423 4424 4425
## -9.639012e+00 -6.781659e+00 -9.349649e+00 -4.224412e-01 7.138113e+00
## 4426 4427 4428 4429 4430
## -3.983747e+00 -8.851806e+00 -2.741862e+00 -9.824491e+00 -4.168541e+00
## 4431 4432 4433 4434 4435
## 1.487326e+01 -1.637020e+01 -1.305524e+01 -2.746922e+00 -8.391336e+00
## 4436 4437 4438 4439 4440
## -1.436889e+00 -6.828783e+00 2.152339e+01 -2.487917e+01 1.202503e+01
## 4441 4442 4443 4444 4445
## -2.677514e+01 -1.078411e+00 1.097255e+01 3.406117e+00 4.609139e+01
## 4446 4447 4448 4449 4450
## 2.593293e+01 1.312933e+01 -1.028509e+01 -3.838597e+00 -5.228902e+00
## 4451 4452 4453 4454 4455
## 2.051456e+00 -1.898897e+01 5.805906e+01 6.230644e+01 6.232884e+00
## 4456 4457 4458 4459 4460
## 2.660444e+01 -6.623735e+00 7.961026e+00 1.300735e+01 -3.932811e+00
## 4461 4462 4463 4464 4465
## -1.390838e+01 -8.419738e+00 2.266729e+01 -5.739886e+00 -1.359543e+01
## 4466 4467 4468 4469 4470
## 2.927065e+00 7.176313e+00 1.657646e+01 -1.072950e+01 -1.584488e+01
## 4471 4472 4473 4474 4475
## -7.907687e+00 -3.434002e+00 1.946895e+01 -4.287145e+00 -8.460509e+00
## 4476 4477 4478 4479 4480
## -1.464011e+01 -2.363741e+00 1.309441e+01 7.293184e+00 9.207416e+00
## 4481 4482 4483 4484 4485
## -6.512823e+00 3.822777e+01 7.029884e+00 -7.276138e+00 1.270384e+00
## 4486 4487 4488 4489 4490
## -7.208558e+00 -4.018624e+00 -2.710936e+01 -2.595588e+00 1.937642e+01
## 4491 4492 4493 4494 4495
## -1.737268e+01 -1.784103e+00 1.996587e+00 -2.432299e+01 -6.280341e+00
## 4496 4497 4498 4499 4500
## 4.195487e+01 -2.634146e+00 -1.847050e+01 -6.238803e+00 6.795472e+00# Print the fitted values of the model
sbp_fitted <- fitted(lm_all)
sbp_non_fitted <- steps_data$sbp - sbp_fitted
# Print the ANOVA table of the model
anova(lm_all)## Analysis of Variance Table
##
## Response: sbp
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 626266738 626266738 614.6690 < 2.2e-16 ***
## male 1 94504398 94504398 92.7543 < 2.2e-16 ***
## bmi 1 251147796 251147796 246.4968 < 2.2e-16 ***
## dm 1 9041807 9041807 8.8744 0.0029075 **
## smk 1 10998727 10998727 10.7950 0.0010255 **
## tc 1 9827428 9827428 9.6454 0.0019101 **
## age:smk 1 14088913 14088913 13.8280 0.0002028 ***
## Residuals 4492 4576756225 1018868
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
# Fit a linear regression model for predicting sbp for rural
population
# Fit a linear regression model for predicting sbp for rural population
lm_rural <-lm(sbp~age+male+bmi+dm+smk+tc+age*smk, data = rural_data, weights = weights)
# Print the summary of the model
summary(lm_rural)##
## Call:
## lm(formula = sbp ~ age + male + bmi + dm + smk + tc + age * smk,
## data = rural_data, weights = weights)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -4848.1 -709.8 -151.4 496.9 7870.2
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 85.02322 2.36155 36.003 < 2e-16 ***
## age 0.45533 0.03118 14.605 < 2e-16 ***
## male 5.92356 0.77284 7.665 2.63e-14 ***
## bmi 0.81672 0.08109 10.072 < 2e-16 ***
## dm 4.44458 2.47405 1.796 0.07255 .
## smk 5.89525 3.27735 1.799 0.07218 .
## tc 1.08162 0.41845 2.585 0.00980 **
## age:smk -0.23990 0.07824 -3.066 0.00219 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1173 on 2298 degrees of freedom
## Multiple R-squared: 0.1727, Adjusted R-squared: 0.1702
## F-statistic: 68.53 on 7 and 2298 DF, p-value: < 2.2e-16## (Intercept) age male bmi dm smk
## 85.0232248 0.4553255 5.9235650 0.8167202 4.4445841 5.8952451
## tc age:smk
## 1.0816162 -0.239902910 Model diagnostics
## 1 2 3 4 5
## -13.387656255 6.283014588 75.289932408 -6.608354470 47.534957204
## 6 7 8 9 10
## -23.897111898 -6.825292832 2.172981546 84.781959086 -18.143036070
## 11 12 13 14 15
## -21.758179391 -7.839248323 -8.678583272 12.266040118 3.408643999
## 16 17 18 19 20
## 5.940610278 24.454163962 10.976867750 0.571150654 10.048979872
## 21 22 23 24 25
## -11.264143513 3.999273936 -4.451794868 24.123189001 0.541808323
## 26 27 28 29 30
## 1.533307237 40.199810813 10.166733399 -4.037710332 -20.848187907
## 31 32 33 34 35
## 16.798955079 -2.571736243 -2.210685351 -6.354095153 -13.599322878
## 36 37 38 39 40
## -7.881633405 -9.865950056 -26.095111647 -4.119739950 -3.745651445
## 41 42 43 44 45
## -5.261242137 -7.018400999 -9.536521718 10.360902062 24.631555900
## 46 47 48 49 50
## 52.890266289 -11.922612450 9.777452322 -7.892675143 10.149376427
## 51 52 53 54 55
## 12.865141743 -13.840335109 1.621396886 -9.459584059 -4.529251267
## 56 57 58 59 60
## 3.660641905 6.481453469 7.843922284 -10.241574993 0.997482994
## 61 62 63 64 65
## 7.544295244 -7.201187186 13.112577111 -3.849440009 7.016204302
## 66 67 68 69 70
## -1.518093964 -11.687336747 -5.424052219 -14.495076646 18.362631417
## 71 72 73 74 75
## -3.746292753 9.907647943 -2.952722418 -9.169009268 -17.894731081
## 76 77 78 79 80
## 4.105442359 7.521727594 6.122392534 16.665791419 6.906997338
## 81 82 83 84 85
## -13.005031889 1.174593899 1.428100180 -14.100576276 -6.775056185
## 86 87 88 89 90
## -14.097251346 -12.181240159 -5.136603741 0.952225032 -8.977209219
## 91 92 93 94 95
## 1.521307709 -3.830303431 8.467764160 12.498511006 3.394020805
## 96 97 98 99 100
## -14.110471320 36.472364032 15.973609611 3.872463256 9.898324159
## 101 102 103 104 105
## -12.998823645 20.228239953 1.267086801 -5.302208838 7.512718021
## 106 107 108 109 110
## 41.628467572 -3.827462804 27.665354987 -3.106053348 -8.982400988
## 111 112 113 114 115
## -31.068532845 1.407568641 -17.461889876 -13.188204800 -0.825708552
## 116 117 118 119 120
## -1.023015368 1.407434072 -6.184381239 -6.254066539 -4.088363289
## 121 122 123 124 125
## 5.900627159 5.448526487 3.870294875 23.843142131 -13.219173592
## 126 127 128 129 130
## -6.786900457 -12.114941064 30.302546462 1.385552371 10.111051693
## 131 132 133 134 135
## -0.863001660 -1.253336349 -35.130310018 -6.530752778 6.435775769
## 136 137 138 139 140
## 7.436422968 11.352993305 7.329667647 -18.109757824 -5.416105595
## 141 142 143 144 145
## -5.040201139 -1.504902531 -7.558047796 -16.072941649 1.424953919
## 146 147 148 149 150
## 1.239320448 -8.393798527 -20.084952191 -10.905322336 4.746430560
## 151 152 153 154 155
## 5.201517225 -11.795843875 -19.528071957 -6.213172163 -9.327808746
## 156 157 158 159 160
## -1.759038898 -10.655279505 26.016506415 -7.997232240 -28.148925295
## 161 162 163 164 165
## 9.746163962 16.570669693 3.848328922 -15.442163475 -17.489672786
## 166 167 168 169 170
## -13.352009305 0.403370414 -17.191154088 -7.466355647 -1.393043714
## 171 172 173 174 175
## 1.484191330 0.067032997 -0.618324844 8.036477686 46.742956565
## 176 177 178 179 180
## -10.100913060 -32.865679734 -16.149711553 -18.026645141 37.822017991
## 181 182 183 184 185
## -3.414082081 7.931049978 0.097041762 -10.990766888 -22.995081273
## 186 187 188 189 190
## -11.025655036 23.047240362 -3.405883443 -6.763554868 -13.339625391
## 191 192 193 194 195
## -8.583976620 2.213486249 16.719617032 -7.970386958 -9.764280996
## 196 197 198 199 200
## -11.708704081 -4.915546928 -4.989337505 -9.993143053 11.105703849
## 201 202 203 204 205
## 2.079775590 7.486566345 -3.193117928 14.765032743 -2.027392644
## 206 207 208 209 210
## -8.345931658 -4.645246158 -12.687106859 -11.667830562 6.473450822
## 211 212 213 214 215
## -22.237868242 19.961705031 -3.712781528 -13.955250104 -25.348908986
## 216 217 218 219 220
## -37.837057618 -15.105607093 -32.633829853 -47.278903847 4.141339555
## 221 222 223 224 225
## 2.408032262 -13.017965482 37.862076220 -26.378198679 -20.103254681
## 226 227 228 229 230
## -19.463231213 -3.937515433 -12.232471708 -3.051029334 -42.086794397
## 231 232 233 234 235
## 7.387573482 -28.775900423 -14.355668377 -4.756736701 22.682354682
## 236 237 238 239 240
## 26.222657950 -35.196785735 -15.045616243 -21.792541214 -11.510008737
## 241 242 243 244 245
## 5.242990718 -11.499017411 -26.299757080 -1.146177008 17.502952210
## 246 247 248 249 250
## -12.458533906 -25.028339692 3.268849654 -18.013237501 1.849168693
## 251 252 253 254 255
## -38.668179028 14.348120737 48.557084841 -26.917298345 2.783376897
## 256 257 258 259 260
## -3.890211273 -24.088032574 -14.945765448 -1.894591540 -18.682747808
## 261 262 263 264 265
## -16.618611983 -22.715953518 -11.529027616 -13.081395577 -17.406987800
## 266 267 268 269 270
## -24.624365334 -15.276651839 -17.155900042 -7.459193638 -4.565786727
## 271 272 273 274 275
## -21.790489239 -13.379174649 -2.982207613 -12.414806945 74.871389013
## 276 277 278 279 280
## -1.987674841 -11.613255271 -8.551871532 -3.743658862 -4.607362058
## 281 282 283 284 285
## -10.699416274 -1.464690770 -3.259783005 4.174983378 -13.959835156
## 286 287 288 289 290
## 4.949022875 -8.313079583 -6.334774208 -8.336525909 -7.774905636
## 291 292 293 294 295
## 24.385936050 -17.244839765 3.981693574 -4.863454870 2.799446998
## 296 297 298 299 300
## 1.455097498 4.457091314 -22.512084018 -24.033436495 -28.187535894
## 301 302 303 304 305
## -7.356662125 -8.295017747 -4.039252407 -12.992323371 -1.422802857
## 306 307 308 309 310
## 12.170460442 24.787709713 -28.134510566 -13.825840296 -23.389585800
## 311 312 313 314 315
## -15.089655319 -14.949961245 -11.557722497 0.375398665 -0.838342340
## 316 317 318 319 320
## 0.056444041 -10.456109836 -1.819366408 -33.439856451 10.644210008
## 321 322 323 324 325
## -5.982573180 -3.885004606 -2.847309341 10.655772206 40.201466821
## 326 327 328 329 330
## 26.879447990 2.289075031 9.992863369 4.589823088 19.591093653
## 331 332 333 334 335
## -9.396175451 -32.250450617 23.900743760 11.463797119 -30.386605785
## 336 337 338 339 340
## -16.078519644 -4.452989506 -9.773243722 -14.238175678 -17.668374509
## 341 342 343 344 345
## -8.226110332 16.224941167 -18.959627498 -0.256850103 4.965464681
## 346 347 348 349 350
## 0.287378822 18.329435151 -6.178478272 -1.151640678 13.841191028
## 351 352 353 354 355
## -37.262891896 -26.163459535 1.821685187 50.346694330 -19.313910287
## 356 357 358 359 360
## 52.583742833 -25.630912757 -2.654386996 7.087260862 -13.624664420
## 361 362 363 364 365
## 1.207064785 9.730075415 -2.037541102 8.171379477 6.596967673
## 366 367 368 369 370
## 9.361346995 9.641371839 27.242663545 -12.020618313 -2.044332638
## 371 372 373 374 375
## -3.415173382 28.700684029 -4.870538089 4.097329017 -10.504892343
## 376 377 378 379 380
## -20.377355838 -8.633727794 -3.663710407 -11.168491715 -6.959556306
## 381 382 383 384 385
## -8.957005363 68.664008825 -0.785348907 3.002801522 58.886728799
## 386 387 388 389 390
## -17.229084951 -7.941915171 4.003818337 -13.867315308 -14.279749294
## 391 392 393 394 395
## 0.901556690 -0.197029526 -0.763720973 -11.349935647 14.103366702
## 396 397 398 399 400
## 6.488749738 7.301464016 -10.144659346 3.386715816 -0.721280112
## 401 402 403 404 405
## -9.913754298 -8.129142348 -34.006701335 19.455052393 6.766809080
## 406 407 408 409 410
## -0.435618245 -10.021485245 -12.921047228 -10.719137489 -3.251284158
## 411 412 413 414 415
## -2.066683981 19.659181502 6.902238457 10.811825768 19.130781254
## 416 417 418 419 420
## 23.951072307 -16.519612505 -5.009332084 10.458192642 6.104122926
## 421 422 423 424 425
## 27.051125415 -21.432204440 -19.578694362 -17.654396551 -8.454798084
## 426 427 428 429 430
## -7.659079040 -15.440571227 34.507142876 -7.087111418 -5.390090275
## 431 432 433 434 435
## -22.161858058 11.552158011 0.393212303 -13.236133669 0.802528313
## 436 437 438 439 440
## -12.716932183 -6.368021446 -14.767437256 -4.801268907 3.131415887
## 441 442 443 444 445
## -14.249931645 -30.809982131 24.394981934 58.639156069 -17.097993262
## 446 447 448 449 450
## -7.079419817 4.021559200 -10.065988052 16.492160851 -13.358909662
## 451 452 453 454 455
## 0.545615361 4.250803670 0.802952467 -6.712184021 -6.505666252
## 456 457 458 459 460
## -8.129185923 -23.158945405 17.540958539 -4.171723049 3.112082972
## 461 462 463 464 465
## -13.486811309 1.267262467 3.308021407 25.279706836 5.224262703
## 466 467 468 469 470
## 2.014718095 -17.627030398 8.788016964 5.681260191 -19.373568024
## 471 472 473 474 475
## 12.996874592 8.779835130 9.396699003 -11.910614092 -6.289595060
## 476 477 478 479 480
## -15.238472968 -22.267229425 17.405524311 15.813700308 -4.339493570
## 481 482 483 484 485
## 39.098669665 3.972387032 -1.283159029 -10.418022095 25.066741065
## 486 487 488 489 490
## 25.004246654 -11.061381945 -29.544514114 5.261960304 -10.115876020
## 491 492 493 494 495
## -2.417259415 25.778703307 1.776186959 -24.125653160 10.472232735
## 496 497 498 499 500
## 11.719373744 -4.093158894 5.453714948 -6.085318843 24.707300069
## 501 502 503 504 505
## -1.428269176 -10.378314275 16.304891091 9.158540714 -19.210709702
## 506 507 508 509 510
## 4.404408302 -12.375401436 -8.883340993 57.059944135 -3.197264156
## 511 512 513 514 515
## -10.724080598 -8.916587672 4.057351763 69.061530691 -3.500177921
## 516 517 518 519 520
## 23.692096523 -7.978553469 -8.352237068 21.579809578 -29.906454266
## 521 522 523 524 525
## 20.053423882 6.338894864 25.303581542 5.889814376 14.417150486
## 526 527 528 529 530
## 8.732642441 -7.795587715 -19.213686632 11.287135191 -13.829514996
## 531 532 533 534 535
## 12.888655557 23.040482998 4.599663881 -12.336728912 -7.441492072
## 536 537 538 539 540
## 21.696611820 -4.134064250 -6.660446612 -20.605698598 -17.180558640
## 541 542 543 544 545
## -12.161270535 3.224013296 12.321817078 25.945955918 -28.813449454
## 546 547 548 549 550
## 6.249527287 21.529300664 -22.814536844 19.308027178 15.615883876
## 551 552 553 554 555
## 18.401061947 -13.796643607 -3.200640087 3.021627040 -16.931421563
## 556 557 558 559 560
## 11.058658670 -11.757799900 4.927574979 -3.823023399 120.429916267
## 561 562 563 564 565
## -11.017795624 -6.675032757 22.031653251 2.583828400 -24.779603197
## 566 567 568 569 570
## 37.646362480 55.454951352 6.290146976 42.863829624 24.372757692
## 571 572 573 574 575
## 22.473218386 -4.096400794 -11.152202846 50.406310869 -7.404559892
## 576 577 578 579 580
## 59.953723758 -4.662000036 -18.259137006 19.272901723 11.898853116
## 581 582 583 584 585
## 7.335342078 -19.612408265 -9.956573694 42.579254763 -19.422695216
## 586 587 588 589 590
## 15.420437512 57.627795626 -13.958093012 9.470701301 -15.423449250
## 591 592 593 594 595
## 5.126918299 -4.806679647 -3.564641241 -31.691245708 -13.303135140
## 596 597 598 599 600
## 3.311222315 24.993729826 41.055111957 17.151067891 -3.188482115
## 601 602 603 604 605
## -27.999298379 22.893521121 4.615086029 -25.481534585 -3.818483740
## 606 607 608 609 610
## 31.557672756 -17.942203948 41.653653819 -10.367586790 11.128485717
## 611 612 613 614 615
## -7.062586132 -21.012606335 -16.680498685 -37.480884826 6.324788838
## 616 617 618 619 620
## -19.302435968 -2.180153307 33.405278559 4.353781243 30.019392667
## 621 622 623 624 625
## 21.382212179 -3.351868484 -1.687806196 4.490956420 -20.044250280
## 626 627 628 629 630
## -4.029378521 10.891936705 -22.417549659 17.048293337 -17.019428060
## 631 632 633 634 635
## -0.048911608 7.143869712 11.176541622 -23.395860239 61.225061707
## 636 637 638 639 640
## -15.878788320 7.848385371 -0.731156315 -10.352101915 5.600516110
## 641 642 643 644 645
## -19.406821941 -15.922092408 -22.797634503 5.560265489 -19.172482682
## 646 647 648 649 650
## -9.988608632 11.851488596 -18.383423084 -29.573359465 -15.100289506
## 651 652 653 654 655
## -21.185393092 -17.110655690 -8.349573278 -13.508443016 6.355101296
## 656 657 658 659 660
## 25.693267385 -0.606080982 2.680471945 -6.069754348 -4.991965353
## 661 662 663 664 665
## -13.611948704 17.883262081 3.594511429 -41.427003761 15.139149420
## 666 667 668 669 670
## -28.167976972 -25.326939430 -4.882728115 9.769912031 -5.882901880
## 671 672 673 674 675
## -11.318078091 -10.811656838 -5.210643111 -18.318310412 -15.464506371
## 676 677 678 679 680
## -17.630444559 -13.195070264 15.026429760 -15.501880563 0.678599663
## 681 682 683 684 685
## -17.708238616 -22.871586662 -33.621771506 -21.745983354 4.553719774
## 686 687 688 689 690
## 9.261859157 -33.285660444 -16.103901721 16.001175484 -7.765436393
## 691 692 693 694 695
## 1.011963831 24.557934874 -10.742842039 17.313707964 9.356439860
## 696 697 698 699 700
## 30.627410839 -12.185769986 -2.100929144 12.426508488 -4.276203678
## 701 702 703 704 705
## 25.667357712 -20.850940554 8.194509903 -10.652486470 1.143341959
## 706 707 708 709 710
## 0.901199560 -18.190429364 -18.181370038 20.482136356 7.813242935
## 711 712 713 714 715
## -14.924757774 4.040123328 6.732429843 1.188425915 -9.652241789
## 716 717 718 719 720
## 8.697177423 -2.694000245 13.209286797 -18.112067873 -4.343307650
## 721 722 723 724 725
## 1.289668955 10.968396294 -9.230421470 -18.705145333 -4.121882808
## 726 727 728 729 730
## 14.280705137 13.195029883 -0.435699281 6.071260221 11.967567497
## 731 732 733 734 735
## 19.836373174 -4.392394047 2.225973945 -11.812625826 -2.460933268
## 736 737 738 739 740
## -28.983773909 -26.976074224 -4.614742778 -1.105398684 3.708826202
## 741 742 743 744 745
## 14.369443970 5.071869424 -6.947022850 -15.448220522 8.973062054
## 746 747 748 749 750
## 0.735744427 -26.719127432 -4.213241152 -3.890975069 -4.149017128
## 751 752 753 754 755
## -0.190998393 4.818387184 -3.526944238 -16.900120927 8.685453053
## 756 757 758 759 760
## -11.473154319 -17.752670008 -2.557937772 -27.140942651 -10.287802387
## 761 762 763 764 765
## -2.543865538 -29.984636563 18.051286305 3.180087509 -8.810701459
## 766 767 768 769 770
## -21.396012960 -7.904394610 -27.869866942 -12.664409953 -17.859749179
## 771 772 773 774 775
## 8.014171165 2.004397963 -15.057244088 -2.783057976 -17.902986081
## 776 777 778 779 780
## -18.956957816 -7.669507245 -7.480037275 -10.874692439 35.276971093
## 781 782 783 784 785
## -11.693127090 19.506713417 2.705277570 1.652269749 -4.197672758
## 786 787 788 789 790
## 12.829850094 17.114019988 4.756798743 -5.707329771 -5.879307397
## 791 792 793 794 795
## -17.414136611 -16.715043915 -33.008789997 5.397164232 -20.139362692
## 796 797 798 799 800
## 6.959440087 -8.485916898 -14.573795346 -1.233887608 -16.145546662
## 801 802 803 804 805
## -0.881528938 -26.852944032 9.774457732 -24.232348998 -0.178716720
## 806 807 808 809 810
## -3.211324778 -15.640006335 -5.863586691 -18.021289731 -16.738382245
## 811 812 813 814 815
## -4.886197374 -2.665764480 -13.279619185 55.508630222 12.585609778
## 816 817 818 819 820
## -8.677644730 -3.797613675 -17.661390485 7.595400131 12.356150546
## 821 822 823 824 825
## -14.873540878 -14.424585241 -12.704204059 -6.911647493 -3.652038704
## 826 827 828 829 830
## 56.558180569 -18.804993824 -15.060297773 11.953173796 19.840661194
## 831 832 833 834 835
## 20.889464419 3.914774716 -9.187334460 -10.282179838 7.351893013
## 836 837 838 839 840
## 9.253392578 -12.425568825 -12.283329901 3.772795866 9.740240826
## 841 842 843 844 845
## -10.609159579 0.062864746 -3.873637459 -4.489692510 17.375838022
## 846 847 848 849 850
## 16.368395014 -13.589742787 -7.046351362 -20.504603065 -9.441812014
## 851 852 853 854 855
## -3.734326242 28.446819292 -16.921143992 -16.777541718 -0.010830574
## 856 857 858 859 860
## 6.200722705 9.662131259 8.341447817 25.363499084 -17.240105124
## 861 862 863 864 865
## 1.977613812 19.757956008 9.224094596 -15.966789754 7.698181412
## 866 867 868 869 870
## 49.923569237 2.749827166 10.151551196 -6.447499925 2.501117243
## 871 872 873 874 875
## -9.726251749 12.685350674 41.761867933 16.683463007 19.588425052
## 876 877 878 879 880
## -9.141962988 -2.789688884 2.263760902 -0.574887091 -7.144320587
## 881 882 883 884 885
## 5.799392318 -4.157648934 12.369848101 -3.014049143 1.460270785
## 886 887 888 889 890
## -15.269235064 8.016702153 -37.764260298 6.651047299 16.307037407
## 891 892 893 894 895
## -19.708458464 2.791263716 2.091555401 -3.686407090 -2.742058814
## 896 897 898 899 900
## -12.847829257 -10.224696213 17.537229372 11.037887845 10.404530164
## 901 902 903 904 905
## 13.723330065 -17.001032060 -3.827350945 49.756056191 6.412248140
## 906 907 908 909 910
## 5.510955257 -1.995338748 -8.775067193 -18.643902225 7.089344585
## 911 912 913 914 915
## -6.477604682 -8.239113371 -9.825591046 -15.605486020 3.305742404
## 916 917 918 919 920
## 16.355715683 -2.946424547 -10.775332474 -1.432651089 21.610257854
## 921 922 923 924 925
## 1.534261964 7.618910614 -14.517089425 -33.656018530 -4.326584714
## 926 927 928 929 930
## -16.003639742 -9.316465790 10.079237060 -29.140568499 0.138316229
## 931 932 933 934 935
## 8.649654470 4.866627424 6.410124653 -5.763626514 -2.836424465
## 936 937 938 939 940
## -19.925149602 64.166799988 -1.011276941 11.316259653 -16.723393455
## 941 942 943 944 945
## -0.737737923 -8.490934740 23.731994595 55.672258182 2.244954421
## 946 947 948 949 950
## 13.627801656 -6.488633999 -12.368472219 -8.328983472 15.787937268
## 951 952 953 954 955
## 29.123116131 0.851830374 -1.806793681 -12.196261399 -9.980312158
## 956 957 958 959 960
## 0.363338803 11.791992085 13.033151323 0.222605689 -7.927386373
## 961 962 963 964 965
## -10.221948685 -14.192389992 -24.207807792 0.657549309 48.636555795
## 966 967 968 969 970
## 12.402256085 -4.586877600 15.207040177 -26.707304592 -6.144820994
## 971 972 973 974 975
## -18.111482198 1.164806488 -4.408961409 8.624823140 -24.464838716
## 976 977 978 979 980
## -17.230742783 18.271362017 15.493019638 -17.373261830 41.265852412
## 981 982 983 984 985
## 7.878536416 59.132081020 94.472128482 -18.789939242 38.413601048
## 986 987 988 989 990
## -2.435435493 -17.235732469 -15.229078995 -12.532782572 11.642258660
## 991 992 993 994 995
## -17.339835140 5.889142420 -20.544919356 -6.670141825 10.715640519
## 996 997 998 999 1000
## -9.907710725 33.342855500 3.136383194 53.105021595 47.743131515
## 1001 1002 1003 1004 1005
## -1.235347838 -1.284152920 -1.785428123 -16.193221665 -32.737221842
## 1006 1007 1008 1009 1010
## -27.522128229 -20.979720947 -4.516610196 29.006280195 2.826401779
## 1011 1012 1013 1014 1015
## -8.587856523 24.225995470 -13.062329244 10.589384967 -17.342365063
## 1016 1017 1018 1019 1020
## -18.564520617 -8.606220320 2.326269870 11.809091438 -12.294384621
## 1021 1022 1023 1024 1025
## 87.639692712 16.256801495 -19.112102624 -14.862265860 -27.782683178
## 1026 1027 1028 1029 1030
## -0.470032548 -6.157633947 -14.374111980 -15.042185596 18.853308559
## 1031 1032 1033 1034 1035
## 9.287840214 26.835468602 7.655680713 44.319485396 -14.812824537
## 1036 1037 1038 1039 1040
## -20.441292662 -11.930797516 -1.345472223 10.667434729 7.981655505
## 1041 1042 1043 1044 1045
## 9.489603483 -11.806271318 -13.196201334 -23.011392031 -4.721802924
## 1046 1047 1048 1049 1050
## 4.867897187 -15.389693501 69.473292170 -15.692788950 -23.992714271
## 1051 1052 1053 1054 1055
## 12.576788329 -35.162804277 7.972252107 5.214869516 16.631917018
## 1056 1057 1058 1059 1060
## 1.116473610 2.944421225 -5.333861052 -11.380427465 -10.799211810
## 1061 1062 1063 1064 1065
## 7.723837843 10.702810169 -12.653215782 18.417219095 -17.887821415
## 1066 1067 1068 1069 1070
## -14.904188000 -30.365056809 -9.471332426 -5.353745395 -1.698516181
## 1071 1072 1073 1074 1075
## -13.811000291 -4.815245436 -50.401916584 -36.128038100 -1.114553743
## 1076 1077 1078 1079 1080
## -7.234310681 -3.289151686 -5.331396444 -44.063562502 45.258921377
## 1081 1082 1083 1084 1085
## 6.692518680 10.957361608 -15.929503153 -7.572473605 10.329116481
## 1086 1087 1088 1089 1090
## 2.330587579 -3.616374721 -10.544096685 0.259553555 1.999897463
## 1091 1092 1093 1094 1095
## -1.444721272 -7.028093625 -8.358205451 3.473983081 2.646869110
## 1096 1097 1098 1099 1100
## -20.676515774 -16.517237336 0.306892564 -8.987544873 22.834659684
## 1101 1102 1103 1104 1105
## 15.299824695 -8.457091219 13.080829280 -18.328994844 6.167464435
## 1106 1107 1108 1109 1110
## 2.177164497 -2.395318803 -4.310972252 -3.176233979 -7.300427808
## 1111 1112 1113 1114 1115
## 21.063674688 -15.145005362 -1.570878027 -3.674161635 -2.720123133
## 1116 1117 1118 1119 1120
## -4.779317755 -12.996202517 13.013942634 10.721598099 -0.052109381
## 1121 1122 1123 1124 1125
## -20.887288965 1.826373595 -2.064504258 -3.076270627 5.696179701
## 1126 1127 1128 1129 1130
## -3.745925390 -2.260323706 -5.949798742 3.079747288 -16.193763722
## 1131 1132 1133 1134 1135
## 0.405714178 -19.021808018 -4.063912100 -0.105022693 5.702604024
## 1136 1137 1138 1139 1140
## 27.298441648 -11.656227170 2.468670582 3.148793009 -15.795470554
## 1141 1142 1143 1144 1145
## -35.479215431 9.588216896 10.584690057 4.205357245 -16.101353963
## 1146 1147 1148 1149 1150
## -15.637513104 -8.653373172 -25.559927630 -2.562922738 -5.753625879
## 1151 1152 1153 1154 1155
## -10.260825390 15.457671341 7.331645947 -4.574833864 42.211871835
## 1156 1157 1158 1159 1160
## -0.439534325 -0.120473132 -12.742837738 -22.712563977 -9.859699551
## 1161 1162 1163 1164 1165
## -4.915170739 -18.585224089 1.550323761 -0.180286875 37.127099844
## 1166 1167 1168 1169 1170
## -7.014552431 0.068389391 68.461281897 61.971456757 26.605115076
## 1171 1172 1173 1174 1175
## 8.215432817 20.650451034 -18.424305770 -5.238465168 -7.072322909
## 1176 1177 1178 1179 1180
## 17.473835173 -6.528749539 3.333367252 13.794598452 -16.282628601
## 1181 1182 1183 1184 1185
## -12.476324986 11.253852983 -9.255158730 -27.877047106 -3.932531060
## 1186 1187 1188 1189 1190
## -3.798125218 12.562702860 -21.004663897 -9.457529200 10.732766875
## 1191 1192 1193 1194 1195
## 7.615145494 -0.401393598 -9.851470320 -40.128607036 -34.411623903
## 1196 1197 1198 1199 1200
## -14.771385186 1.473984833 5.411142644 2.573216005 76.986341505
## 1201 1202 1203 1204 1205
## -12.580499101 -6.096908980 3.479922718 113.362734191 -13.361987972
## 1206 1207 1208 1209 1210
## 15.750521752 -12.191859629 5.782575316 -19.247152386 -12.300928413
## 1211 1212 1213 1214 1215
## -13.911435375 -11.420304072 11.878785669 17.377965505 41.842573314
## 1216 1217 1218 1219 1220
## -30.279490511 5.565801014 -2.684169638 -5.058511273 4.244606131
## 1221 1222 1223 1224 1225
## 18.511525118 -18.648302092 -12.027007497 -15.459607234 15.402472876
## 1226 1227 1228 1229 1230
## -0.696531373 -1.436073178 -8.446273820 -13.689265713 -4.195405122
## 1231 1232 1233 1234 1235
## -11.584106562 4.817838310 -10.121829133 3.142020402 8.148706363
## 1236 1237 1238 1239 1240
## -5.104369257 -15.691928788 -2.863850479 4.621535887 -2.924405812
## 1241 1242 1243 1244 1245
## -16.300529324 -17.814033077 5.934109283 2.247522831 -0.712793463
## 1246 1247 1248 1249 1250
## 2.934805157 -5.133327179 9.946434974 -18.127996797 12.535110115
## 1251 1252 1253 1254 1255
## -13.371781604 -14.166312743 -4.600124353 9.784195694 -3.110365939
## 1256 1257 1258 1259 1260
## 2.537871702 -16.496554822 8.827744304 -2.544626884 -15.917584976
## 1261 1262 1263 1264 1265
## 8.437970532 20.142692006 9.849892305 16.033265197 -11.161212900
## 1266 1267 1268 1269 1270
## 48.874325540 0.987278106 8.046109704 -14.193853171 8.382418299
## 1271 1272 1273 1274 1275
## -20.676432496 -14.177353820 -3.298498791 -14.263250090 30.158925216
## 1276 1277 1278 1279 1280
## 5.394875675 -35.586103843 -18.633600935 -15.895320678 2.661115972
## 1281 1282 1283 1284 1285
## 8.514893096 -2.529084307 -17.540564862 45.449891202 -4.030239210
## 1286 1287 1288 1289 1290
## 3.195405651 7.211374835 20.612305661 -6.530304758 2.014750891
## 1291 1292 1293 1294 1295
## 54.172073438 -23.140425690 9.799631420 4.890461747 -12.049631356
## 1296 1297 1298 1299 1300
## -7.489550765 25.456599745 -19.304995732 -9.777717233 55.942300155
## 1301 1302 1303 1304 1305
## -12.433134997 -7.240851061 19.100231891 -4.206592670 14.209515501
## 1306 1307 1308 1309 1310
## -7.866574008 -24.175226772 49.183809419 7.687381639 0.253326505
## 1311 1312 1313 1314 1315
## 11.860418170 -16.150002083 21.031768694 -2.260405240 29.266045369
## 1316 1317 1318 1319 1320
## -15.213026305 -22.977964625 -7.187400348 10.268356527 16.214485298
## 1321 1322 1323 1324 1325
## 28.549969842 -5.774871167 21.268067821 36.628269511 -5.191260170
## 1326 1327 1328 1329 1330
## 20.497279337 4.565847982 -3.919260978 31.677305326 2.763985509
## 1331 1332 1333 1334 1335
## 18.691168481 46.521275326 73.982979000 34.307437305 0.806716374
## 1336 1337 1338 1339 1340
## 62.959130659 -7.687361357 -23.245124663 -6.987965748 29.252681800
## 1341 1342 1343 1344 1345
## -8.241385962 0.869111682 -2.344861214 8.110648905 -1.955136082
## 1346 1347 1348 1349 1350
## -4.801820951 -1.985960029 -34.232262025 -8.783043260 -4.578000683
## 1351 1352 1353 1354 1355
## -3.373668005 -0.911644492 -10.513926111 21.177708895 28.039867615
## 1356 1357 1358 1359 1360
## -9.467594189 3.286146525 -9.254319176 14.320696807 -9.873649864
## 1361 1362 1363 1364 1365
## 17.259379378 26.767927087 -19.118616399 11.293697242 -2.325778487
## 1366 1367 1368 1369 1370
## 19.274524879 2.676269434 -8.158315556 1.829092012 -0.967257510
## 1371 1372 1373 1374 1375
## 2.511813019 5.583666770 11.089724713 -20.828367936 9.548282989
## 1376 1377 1378 1379 1380
## -10.582918443 40.405840903 10.537137861 9.575260952 -15.173570240
## 1381 1382 1383 1384 1385
## 46.981353560 44.982351030 -9.965360243 15.166860598 -5.234105844
## 1386 1387 1388 1389 1390
## 5.750492884 -8.344965667 0.670900325 0.965098769 -19.791158954
## 1391 1392 1393 1394 1395
## -17.899791383 -4.838671085 85.414440554 -2.582353833 30.588336094
## 1396 1397 1398 1399 1400
## -1.252530087 16.890039379 2.402485813 22.135146552 26.672359637
## 1401 1402 1403 1404 1405
## 6.893705219 -9.135284573 28.632339276 95.326261670 29.426043798
## 1406 1407 1408 1409 1410
## 2.066591121 9.744676377 -35.160944261 48.135290924 -12.536629255
## 1411 1412 1413 1414 1415
## -18.751450408 -0.426339250 8.480211183 -14.979697673 -16.615434969
## 1416 1417 1418 1419 1420
## 5.307851531 95.913439849 -23.304743906 -18.323419937 66.364856557
## 1421 1422 1423 1424 1425
## -7.068557550 -2.881443592 3.678780028 -2.741048239 14.527801036
## 1426 1427 1428 1429 1430
## 2.298553906 5.365192322 12.212342253 -2.433286905 -10.169870412
## 1431 1432 1433 1434 1435
## -22.787598373 -26.613164612 3.012813772 23.351128785 0.374237741
## 1436 1437 1438 1439 1440
## 4.653241528 -4.775154000 9.256401287 49.983413418 -0.299525532
## 1441 1442 1443 1444 1445
## 5.066813756 17.841774697 -5.542730739 2.349603412 9.697651795
## 1446 1447 1448 1449 1450
## -8.489656295 13.000195622 6.517760426 13.920565366 -1.826496718
## 1451 1452 1453 1454 1455
## 51.593105819 17.134414019 35.533925577 -7.184592647 -2.532925626
## 1456 1457 1458 1459 1460
## -24.471052842 7.064646403 10.252607410 -4.380637668 -16.013057380
## 1461 1462 1463 1464 1465
## 18.034534216 6.681163175 -8.792348719 -7.740374322 -0.106611958
## 1466 1467 1468 1469 1470
## 7.283600801 23.544277102 -7.053497733 -14.421623928 3.401997199
## 1471 1472 1473 1474 1475
## -0.346015598 -2.756791741 24.472186848 19.393260785 -23.616735834
## 1476 1477 1478 1479 1480
## 10.857398110 24.149203090 -12.343748469 -8.544305171 -3.312072266
## 1481 1482 1483 1484 1485
## 3.951185814 2.060915997 -14.643769418 -14.379040661 -12.003560964
## 1486 1487 1488 1489 1490
## -2.332279159 -6.907164905 -4.100629609 1.608374788 15.527306955
## 1491 1492 1493 1494 1495
## 2.697802989 -8.738161107 6.344512040 13.551625788 -8.533023365
## 1496 1497 1498 1499 1500
## -5.826441768 2.287627931 17.997217469 -2.298672416 2.614760146
## 1501 1502 1503 1504 1505
## 4.691147847 -10.373723683 3.854045932 -4.760492147 -22.584319440
## 1506 1507 1508 1509 1510
## 14.705275169 10.546526302 3.183963678 -22.088987101 -30.869079482
## 1511 1512 1513 1514 1515
## -6.017946165 -1.046471420 -2.067598884 27.322020678 -6.992832507
## 1516 1517 1518 1519 1520
## 6.922635111 -9.208106355 36.360374444 -4.946157548 11.577241832
## 1521 1522 1523 1524 1525
## -7.611690706 7.036594274 -3.741318467 -7.630541805 14.453738929
## 1526 1527 1528 1529 1530
## -7.361939020 -16.160716803 -3.975254537 -3.922274330 -21.678540892
## 1531 1532 1533 1534 1535
## -7.071137990 -9.398452921 22.298172710 9.686098586 -11.128579672
## 1536 1537 1538 1539 1540
## -16.078334652 -7.752521119 13.180036215 6.379667657 -2.472362208
## 1541 1542 1543 1544 1545
## 15.003103604 13.403419105 -13.149043423 1.746468188 -4.367360997
## 1546 1547 1548 1549 1550
## 35.255021801 -11.581187962 -0.699613414 -29.757141005 -7.644185486
## 1551 1552 1553 1554 1555
## -0.871051415 5.278850595 -12.881616222 13.216701159 8.325340912
## 1556 1557 1558 1559 1560
## -9.354663563 -14.821872324 12.473036218 -14.810213224 -4.278568624
## 1561 1562 1563 1564 1565
## 17.642712795 6.974524644 -9.154462986 -28.377572943 -16.223056589
## 1566 1567 1568 1569 1570
## -1.754233498 -3.970423977 -14.822491458 10.098739355 -8.954424766
## 1571 1572 1573 1574 1575
## -1.357603160 -0.004590935 -2.393082638 4.651280357 2.582156318
## 1576 1577 1578 1579 1580
## 0.430143544 2.269056361 77.768913373 -0.852356362 1.362296328
## 1581 1582 1583 1584 1585
## 10.818794691 40.143686448 -14.947024743 44.603753458 -3.836140439
## 1586 1587 1588 1589 1590
## 2.000761950 -18.103706910 4.086613082 5.116684383 -3.692434242
## 1591 1592 1593 1594 1595
## -6.841666951 -13.840973258 6.285874100 6.017024291 -13.228202371
## 1596 1597 1598 1599 1600
## -10.136745049 -7.812426699 16.579031635 -2.875138566 12.068508760
## 1601 1602 1603 1604 1605
## 2.406062838 18.322726310 4.334231171 -12.409766713 2.291911077
## 1606 1607 1608 1609 1610
## -10.911989029 -9.953787595 -8.946724491 -17.318929376 15.602737190
## 1611 1612 1613 1614 1615
## 4.517310151 19.752329270 0.712027106 9.176701349 79.711854688
## 1616 1617 1618 1619 1620
## 20.608454571 4.593825499 -5.828577699 21.999595366 -2.979995419
## 1621 1622 1623 1624 1625
## 13.076025718 -12.266351574 -2.331638191 -10.200818863 -4.313508439
## 1626 1627 1628 1629 1630
## -19.159492337 -3.926807898 -25.554142812 -14.771368615 -0.447717941
## 1631 1632 1633 1634 1635
## -2.204295006 17.549458794 8.143865942 8.722484205 5.379041552
## 1636 1637 1638 1639 1640
## 7.898578943 4.468375603 -4.362749761 -11.136124965 -30.279878041
## 1641 1642 1643 1644 1645
## -3.034510983 -38.225473886 8.985648784 5.252935644 -0.117918123
## 1646 1647 1648 1649 1650
## -11.963743305 12.993625716 -14.644579001 2.963706956 -3.273408790
## 1651 1652 1653 1654 1655
## -9.206166311 22.789793904 -13.678432560 5.587728089 -11.120922363
## 1656 1657 1658 1659 1660
## 7.905998515 14.801143375 -5.945679986 -8.934841138 -9.281354301
## 1661 1662 1663 1664 1665
## 0.024399428 -8.598999920 -11.896936977 -1.267669318 -0.316951991
## 1666 1667 1668 1669 1670
## -10.427275444 -16.984319027 -13.722289011 -11.475065894 1.828421138
## 1671 1672 1673 1674 1675
## -2.636531364 -10.692738489 -7.780533277 -0.323582773 -9.067736024
## 1676 1677 1678 1679 1680
## 13.486483810 -12.471058418 0.303653933 4.115610333 -8.211147652
## 1681 1682 1683 1684 1685
## 9.415714427 -12.931299841 -12.267982320 15.544466176 -0.293512263
## 1686 1687 1688 1689 1690
## -1.348278074 -4.296334714 0.353769376 -15.899382075 -27.280764717
## 1691 1692 1693 1694 1695
## -0.568413779 1.199743132 -17.078038561 -6.561542474 -6.343887417
## 1696 1697 1698 1699 1700
## -18.493643653 8.521813697 27.469409236 10.488525514 -1.405642522
## 1701 1702 1703 1704 1705
## 1.780582894 -25.816865642 -12.760009112 -21.156064702 31.761686122
## 1706 1707 1708 1709 1710
## 58.217896215 -7.238696372 6.522927052 -23.014753592 -1.622105669
## 1711 1712 1713 1714 1715
## -8.994957381 -32.962540831 -15.426819836 -13.419737038 -6.610486285
## 1716 1717 1718 1719 1720
## 3.427698586 2.633027937 -11.898791305 -12.613901483 -16.555125773
## 1721 1722 1723 1724 1725
## -13.243571975 4.082015138 -7.099021776 22.601983630 11.662329141
## 1726 1727 1728 1729 1730
## -4.381651631 -12.079414382 -12.265569877 -21.280472339 0.841749693
## 1731 1732 1733 1734 1735
## -8.833754465 10.294957994 0.607849988 9.427518849 -11.661819234
## 1736 1737 1738 1739 1740
## -0.891230938 -21.283516789 1.725686104 -32.824457241 -10.867490824
## 1741 1742 1743 1744 1745
## -3.146217546 7.377820413 3.321302770 7.820517862 -5.109151533
## 1746 1747 1748 1749 1750
## 7.530353782 8.846337184 22.605066235 15.309334963 -6.130257615
## 1751 1752 1753 1754 1755
## -5.681270409 -0.132110346 -0.956340474 3.080781927 15.468182201
## 1756 1757 1758 1759 1760
## -12.043961400 -1.287999399 -19.359563760 -7.612153746 -10.659619274
## 1761 1762 1763 1764 1765
## 23.825267663 -12.674542724 31.897676931 -4.230184870 13.612854034
## 1766 1767 1768 1769 1770
## -13.212743499 -14.910304881 8.060515141 -11.190298300 -32.442552666
## 1771 1772 1773 1774 1775
## -8.188098719 -5.404815850 -9.096624950 35.847207369 -5.003832499
## 1776 1777 1778 1779 1780
## -3.162121678 -9.431754145 -24.819993885 -9.746081703 -8.429866143
## 1781 1782 1783 1784 1785
## -13.108568449 0.258113170 -20.082525316 12.235480938 10.659806093
## 1786 1787 1788 1789 1790
## -14.987369385 -26.970631380 -1.762554826 -10.589801274 62.224773886
## 1791 1792 1793 1794 1795
## -16.963269542 3.767170346 15.043347720 8.061053594 -10.055048618
## 1796 1797 1798 1799 1800
## -15.154718019 -12.283356850 -10.998685352 4.856467155 -11.038085971
## 1801 1802 1803 1804 1805
## -8.814855999 -25.843931721 1.488089674 -17.117333949 -13.545286055
## 1806 1807 1808 1809 1810
## 9.055204567 -16.884064188 2.172631446 -9.614830826 1.952334535
## 1811 1812 1813 1814 1815
## -35.905805271 -0.413300260 -2.481831378 -10.055993763 0.025799784
## 1816 1817 1818 1819 1820
## -15.735821233 -15.271219558 -3.274949725 -5.980969787 -6.664219607
## 1821 1822 1823 1824 1825
## 8.195478547 -6.991885261 9.598462001 -0.081321500 6.328076633
## 1826 1827 1828 1829 1830
## -32.057025689 -9.915661113 -18.333516142 -12.286478378 -1.498001772
## 1831 1832 1833 1834 1835
## 5.808050219 -14.989747733 -16.875351761 -4.185826340 -19.017631281
## 1836 1837 1838 1839 1840
## -8.984708276 2.391157926 -0.216920784 -13.138387360 -15.132743635
## 1841 1842 1843 1844 1845
## 3.003276253 -5.127855024 20.042261738 -4.223648170 19.396549716
## 1846 1847 1848 1849 1850
## -9.883530991 4.905148401 9.000846572 -6.999480378 5.008490370
## 1851 1852 1853 1854 1855
## -0.029396768 -6.044272286 5.193245050 15.168864021 -2.065922893
## 1856 1857 1858 1859 1860
## 4.933876324 48.154837169 1.628325881 -17.104233665 5.850004703
## 1861 1862 1863 1864 1865
## 26.799745360 -14.686981800 19.014153641 -0.880593659 -0.239477489
## 1866 1867 1868 1869 1870
## -10.262434106 -8.474533111 3.003516809 10.427936601 8.266668624
## 1871 1872 1873 1874 1875
## -4.904877320 16.021975680 -13.913412060 -6.784235432 30.415352377
## 1876 1877 1878 1879 1880
## -15.572919984 -5.987215504 -15.148640831 -0.433953884 -4.914999698
## 1881 1882 1883 1884 1885
## -14.335020715 20.346744233 13.334339581 13.192308596 6.099672602
## 1886 1887 1888 1889 1890
## 9.320126565 8.087236110 2.964120610 15.367784774 35.132424647
## 1891 1892 1893 1894 1895
## 8.534332839 3.068770506 -12.735202296 -14.018351671 -14.570607903
## 1896 1897 1898 1899 1900
## -6.975470929 -23.057105606 0.228448732 -17.510702639 14.814719128
## 1901 1902 1903 1904 1905
## -11.342788525 -9.620711797 2.859220808 -4.354749929 -1.009365230
## 1906 1907 1908 1909 1910
## 25.828067335 2.301895199 18.028203794 18.624579491 9.359217154
## 1911 1912 1913 1914 1915
## -3.205637103 -17.018489989 -10.388998476 -15.070721612 9.421184367
## 1916 1917 1918 1919 1920
## -19.874017685 -9.099160024 -22.171486534 6.272275261 1.104474702
## 1921 1922 1923 1924 1925
## -6.482074640 -12.396285173 13.367498396 -26.489496922 -16.065338406
## 1926 1927 1928 1929 1930
## -9.209557919 6.482370153 -21.040728721 -11.616822382 0.437310091
## 1931 1932 1933 1934 1935
## -4.788897803 11.676321625 -9.761119672 -19.827751568 -1.774133270
## 1936 1937 1938 1939 1940
## -10.968480766 26.845556496 -9.655585617 -22.643662013 -9.751568614
## 1941 1942 1943 1944 1945
## -5.343719478 1.895229467 -12.347150556 18.707343801 -3.708412131
## 1946 1947 1948 1949 1950
## -33.906629263 -4.407206864 14.980254295 -5.286648921 22.011194427
## 1951 1952 1953 1954 1955
## -13.864227417 -13.435068945 -3.713585760 -7.291656989 -10.868461377
## 1956 1957 1958 1959 1960
## -2.921709727 0.498337511 -8.077571891 -0.787565746 10.834027351
## 1961 1962 1963 1964 1965
## 5.850965069 12.800869829 -0.098714151 -64.361700888 2.709998967
## 1966 1967 1968 1969 1970
## -5.070780792 -27.818728085 4.913616538 64.617798197 -6.477604682
## 1971 1972 1973 1974 1975
## -3.269923908 -13.582628664 10.538736546 13.262839639 10.760296793
## 1976 1977 1978 1979 1980
## -12.073431986 -32.854723180 22.078591035 -5.156436263 18.828334126
## 1981 1982 1983 1984 1985
## -9.589169701 -11.185118296 23.235395386 4.968297856 8.475957262
## 1986 1987 1988 1989 1990
## 13.441817284 10.623149052 -6.402696905 4.221256570 -4.506746319
## 1991 1992 1993 1994 1995
## 9.899383277 1.951278939 -20.467920433 7.387264122 -5.057399446
## 1996 1997 1998 1999 2000
## 10.084951390 32.990634770 16.091797873 -16.603818140 20.608307240
## 2001 2002 2003 2004 2005
## 2.890511711 5.759930199 -5.679175671 -3.284849354 3.006380966
## 2006 2007 2008 2009 2010
## 4.050815031 19.467207815 -29.370756530 -5.558046416 16.303007595
## 2011 2012 2013 2014 2015
## -6.184521568 4.176953748 15.125329322 12.013140719 -13.278566177
## 2016 2017 2018 2019 2020
## -1.895273008 40.092967354 47.709071717 5.331682319 -9.650344577
## 2021 2022 2023 2024 2025
## 22.814294206 9.562335775 -8.675933843 11.783832730 22.333058921
## 2026 2027 2028 2029 2030
## -2.580682609 25.653197126 21.201102488 -15.786960891 3.372035933
## 2031 2032 2033 2034 2035
## -0.050533120 13.593511606 -5.680791434 -13.646542471 23.464946157
## 2036 2037 2038 2039 2040
## -0.419343698 -27.188725111 23.677360835 5.776090685 -4.591902378
## 2041 2042 2043 2044 2045
## 15.443896815 -20.198965702 0.763089868 6.570827936 43.458831055
## 2046 2047 2048 2049 2050
## -18.060378634 -1.908894554 -2.975455480 -6.363363403 -2.903284223
## 2051 2052 2053 2054 2055
## -7.663710407 21.707773585 -1.330644623 1.280665852 1.639388656
## 2056 2057 2058 2059 2060
## 14.311818504 19.299723692 -22.880469327 -3.866672695 -16.653229474
## 2061 2062 2063 2064 2065
## -21.206931088 -5.834893960 -37.344505795 -1.677744260 -6.329632665
## 2066 2067 2068 2069 2070
## -23.784388447 -1.811996421 -10.006566765 -9.759192560 24.735411723
## 2071 2072 2073 2074 2075
## -2.241295702 8.957045089 -15.199969379 -4.341441107 -14.264454632
## 2076 2077 2078 2079 2080
## 26.806405856 -23.912172242 -1.981056209 -21.846583804 0.024653311
## 2081 2082 2083 2084 2085
## -26.200546623 9.541272193 19.923192419 -0.052964926 -6.430923957
## 2086 2087 2088 2089 2090
## -3.581486621 -14.640770105 -5.890850096 -10.545329468 -15.057606102
## 2091 2092 2093 2094 2095
## -14.856081590 -20.519633604 -21.192056978 -13.320587494 8.922823617
## 2096 2097 2098 2099 2100
## -14.222915820 -14.771462668 -4.319828461 -13.440561338 -4.943341203
## 2101 2102 2103 2104 2105
## -6.638579042 1.555080390 15.929244959 -9.154354199 -23.542495001
## 2106 2107 2108 2109 2110
## -12.332415300 28.915027238 -31.348894875 -14.365033740 -11.791514064
## 2111 2112 2113 2114 2115
## -6.108018578 -5.826509070 -18.664600324 9.644624819 -1.858487795
## 2116 2117 2118 2119 2120
## 20.509132986 -14.927288635 -1.276879170 -10.376816095 2.591938110
## 2121 2122 2123 2124 2125
## -21.977005346 2.104032962 60.325591629 -16.088972245 -10.128808828
## 2126 2127 2128 2129 2130
## 13.235268128 3.079940372 -9.034342223 -18.839777587 -11.856955967
## 2131 2132 2133 2134 2135
## -6.904164969 0.080873780 7.811982164 1.680863932 10.746277309
## 2136 2137 2138 2139 2140
## 22.238568010 11.493966425 -5.470754918 2.040199911 21.032207810
## 2141 2142 2143 2144 2145
## -9.596125752 6.227877453 -8.135388535 -14.044433221 14.265416168
## 2146 2147 2148 2149 2150
## -4.407798851 -11.236560335 -1.164074279 -11.403409785 -14.086121786
## 2151 2152 2153 2154 2155
## -0.569308194 -13.009365230 -10.447308103 -17.558345047 -12.422619584
## 2156 2157 2158 2159 2160
## -12.121952185 -1.634902383 10.699030486 -23.338178807 -6.480084391
## 2161 2162 2163 2164 2165
## -7.182298013 -2.772304973 -2.054180066 -13.864217103 -31.452468389
## 2166 2167 2168 2169 2170
## -12.059556876 -24.874245415 30.226424488 10.589114139 -35.488853533
## 2171 2172 2173 2174 2175
## 48.373729720 51.172135413 -9.099923364 51.119538449 -27.289444249
## 2176 2177 2178 2179 2180
## -3.100402216 -28.728977093 17.353998627 -22.726745126 -8.041164562
## 2181 2182 2183 2184 2185
## -9.424609318 16.023420034 -18.280978021 -10.874114576 -27.789664060
## 2186 2187 2188 2189 2190
## -22.522940372 -3.127500803 -10.305237579 -30.605078561 11.742923208
## 2191 2192 2193 2194 2195
## -16.424360899 0.622353409 -8.700975380 -7.049341670 3.044085334
## 2196 2197 2198 2199 2200
## 64.791973444 -3.089525902 0.919685415 1.505886963 40.338501277
## 2201 2202 2203 2204 2205
## 5.743868136 -20.927231392 11.618159288 22.555942471 -7.235734116
## 2206 2207 2208 2209 2210
## 10.161023810 11.794246761 7.552506191 -21.398400430 6.430315356
## 2211 2212 2213 2214 2215
## 14.449577848 4.042675313 2.424062616 -5.005253745 22.251872451
## 2216 2217 2218 2219 2220
## 2.006425016 -6.205460589 -1.346824230 12.157711257 -4.199085111
## 2221 2222 2223 2224 2225
## -28.212199365 5.663761565 -6.896683195 35.388513841 -4.466262442
## 2226 2227 2228 2229 2230
## -16.412463649 -5.531120227 17.668167988 -12.687873295 21.335385517
## 2231 2232 2233 2234 2235
## 2.173580568 -13.090182511 -3.399172609 -9.767947923 79.520146829
## 2236 2237 2238 2239 2240
## 18.407747818 13.480681081 -2.863352223 -28.247136843 10.154659509
## 2241 2242 2243 2244 2245
## -20.552633496 -3.681419510 18.929656138 62.938580495 -23.000941882
## 2246 2247 2248 2249 2250
## 8.522515452 -8.988600763 20.782690925 4.448488017 -2.155557416
## 2251 2252 2253 2254 2255
## -12.769994059 0.277372348 16.346696750 47.599028631 14.963670357
## 2256 2257 2258 2259 2260
## -15.220749831 -4.488036711 -1.815709776 9.554586421 -12.542766362
## 2261 2262 2263 2264 2265
## -2.170055742 -1.643476756 1.858209348 6.315400470 7.495168145
## 2266 2267 2268 2269 2270
## -15.006285039 -15.649416239 1.209199295 23.332948990 -14.969314994
## 2271 2272 2273 2274 2275
## -8.683543864 -6.068883476 -10.552719822 -7.477377450 -9.109781080
## 2276 2277 2278 2279 2280
## -1.136821265 7.091169542 -4.432370784 -10.305979585 -3.512257744
## 2281 2282 2283 2284 2285
## -10.801051255 -3.649919392 14.575135543 -16.013435538 -13.946753394
## 2286 2287 2288 2289 2290
## -2.286304769 -7.722553715 -0.923862978 -8.051253970 21.314807669
## 2291 2292 2293 2294 2295
## -26.394425189 11.219263955 -26.226715716 -0.699623251 10.272390242
## 2296 2297 2298 2299 2300
## 2.894870709 45.640433567 25.518358476 12.528417574 -9.982116109
## 2301 2302 2303 2304 2305
## -3.627378494 -5.422596914 2.606369639 -20.666503038 56.284965713
## 2306
## 61.316305363## 1 2 3 4 5 6 7 8
## 138.3877 125.7170 137.7101 120.6084 127.4650 138.8971 137.8253 134.8270
## 9 10 11 12 13 14 15 16
## 134.2180 133.1430 123.7582 131.8392 128.6786 121.7340 120.5914 126.0594
## 17 18 19 20 21 22 23 24
## 123.5458 122.0231 124.4288 122.9510 120.2641 125.0007 122.4518 127.8768
## 25 26 27 28 29 30 31 32
## 121.4582 132.4667 138.8002 112.8333 132.0377 125.8482 127.2010 121.5717
## 33 34 35 36 37 38 39 40
## 122.2107 122.3541 125.5993 129.8816 129.8660 131.0951 126.1197 127.7457
## 41 42 43 44 45 46 47 48
## 129.2612 124.0184 139.5365 140.6391 115.3684 118.1097 116.9226 118.2225
## 49 50 51 52 53 54 55 56
## 128.8927 117.8506 122.1349 117.8403 123.3786 122.4596 114.5293 113.3394
## 57 58 59 60 61 62 63 64
## 116.5185 114.1561 118.2416 128.0025 114.4557 133.2012 118.8874 121.8494
## 65 66 67 68 69 70 71 72
## 120.9838 126.5181 122.6873 123.4241 137.4951 123.6374 121.7463 121.0924
## 73 74 75 76 77 78 79 80
## 121.9527 124.1690 131.8947 127.8946 125.4783 123.8776 120.3342 124.0930
## 81 82 83 84 85 86 87 88
## 131.0050 117.8254 123.5719 120.1006 115.7751 132.0973 122.1812 125.1366
## 89 90 91 92 93 94 95 96
## 113.0478 123.9772 125.4787 117.8303 133.5322 122.5015 116.6060 113.1105
## 97 98 99 100 101 102 103 104
## 120.5276 111.0264 131.1275 119.1017 123.9988 140.7718 113.7329 122.3022
## 105 106 107 108 109 110 111 112
## 132.4873 126.3715 123.8275 142.3346 133.1061 124.9824 136.0685 112.5924
## 113 114 115 116 117 118 119 120
## 130.4619 118.1882 118.8257 118.0230 125.5926 136.1844 126.2541 133.0884
## 121 122 123 124 125 126 127 128
## 131.0994 122.5515 117.1297 132.1569 123.2192 120.7869 123.1149 144.6975
## 129 130 131 132 133 134 135 136
## 117.6144 122.8889 123.8630 122.2533 151.1303 118.5308 123.5642 121.5636
## 137 138 139 140 141 142 143 144
## 119.6470 123.6703 121.1098 123.4161 111.0402 124.5049 118.5580 120.0729
## 145 146 147 148 149 150 151 152
## 132.5750 117.7607 120.3938 131.0850 113.9053 123.2536 121.7985 121.7958
## 153 154 155 156 157 158 159 160
## 123.5281 119.2132 122.3278 125.7590 125.6553 120.9835 115.9972 128.1489
## 161 162 163 164 165 166 167 168
## 136.2538 142.4293 112.1517 135.4422 125.4897 131.3520 116.5966 141.1912
## 169 170 171 172 173 174 175 176
## 113.4664 130.3930 115.5158 116.9330 119.6183 119.9635 118.2570 130.1009
## 177 178 179 180 181 182 183 184
## 117.8657 122.1497 116.0266 138.1780 118.4141 123.0690 120.9030 117.9908
## 185 186 187 188 189 190 191 192
## 118.9951 133.0257 129.9528 121.4059 118.7636 114.3396 124.5840 109.7865
## 193 194 195 196 197 198 199 200
## 116.2804 112.9704 117.7643 127.7087 129.9155 121.9893 120.9931 113.8943
## 201 202 203 204 205 206 207 208
## 125.9202 136.5134 117.1931 124.2350 127.0274 118.3459 112.6452 125.6871
## 209 210 211 212 213 214 215 216
## 119.6678 118.5265 128.2379 119.0383 116.7128 131.9553 133.3489 132.8371
## 217 218 219 220 221 222 223 224
## 127.1056 124.6338 133.2789 117.8587 118.5920 123.0180 118.1379 123.3782
## 225 226 227 228 229 230 231 232
## 122.1033 116.4632 125.9375 114.2325 125.0510 126.0868 135.6124 118.7759
## 233 234 235 236 237 238 239 240
## 116.3557 121.7567 128.3176 120.7773 123.1968 111.0456 126.7925 115.5100
## 241 242 243 244 245 246 247 248
## 123.7570 114.4990 127.2998 121.1462 133.4970 111.4585 118.0283 137.7312
## 249 250 251 252 253 254 255 256
## 114.0132 113.1508 129.6682 115.6519 120.4429 117.9173 127.2166 124.8902
## 257 258 259 260 261 262 263 264
## 118.0880 122.9458 120.8946 133.6827 118.6186 135.7160 118.5290 115.0814
## 265 266 267 268 269 270 271 272
## 129.4070 137.6244 111.2767 127.1559 118.4592 123.5658 127.7905 124.3792
## 273 274 275 276 277 278 279 280
## 121.9822 116.4148 117.1286 116.9877 131.6133 121.5519 113.7437 122.6074
## 281 282 283 284 285 286 287 288
## 121.6994 125.4647 119.2598 119.8250 134.9598 126.0510 135.3131 124.3348
## 289 290 291 292 293 294 295 296
## 127.3365 122.7749 122.6141 118.2448 116.0183 115.8635 128.2006 123.5449
## 297 298 299 300 301 302 303 304
## 118.5429 124.5121 121.0334 122.1875 111.3567 130.2950 112.0393 125.9923
## 305 306 307 308 309 310 311 312
## 129.4228 120.8295 122.2123 114.1345 121.8258 129.3896 120.0897 123.9500
## 313 314 315 316 317 318 319 320
## 113.5577 122.6246 127.8383 113.9436 120.4561 121.8194 134.4399 134.3558
## 321 322 323 324 325 326 327 328
## 126.9826 120.8850 148.8473 126.3442 127.7985 138.1206 138.7109 132.0071
## 329 330 331 332 333 334 335 336
## 121.4102 135.4089 142.3962 126.2505 128.0993 118.5362 138.3866 118.0785
## 337 338 339 340 341 342 343 344
## 124.4530 143.7732 135.2382 128.6684 121.2261 141.7751 125.9596 139.2569
## 345 346 347 348 349 350 351 352
## 122.0345 137.7126 122.6706 138.1785 132.1516 125.1588 119.2629 126.1635
## 353 354 355 356 357 358 359 360
## 129.1783 142.6533 143.3139 129.4163 128.6309 121.6544 122.9127 130.6247
## 361 362 363 364 365 366 367 368
## 141.7929 122.2699 121.0375 123.8286 121.4030 122.6387 129.3586 122.7573
## 369 370 371 372 373 374 375 376
## 120.0206 119.0443 127.4152 118.2993 120.8705 120.9027 124.5049 123.3774
## 377 378 379 380 381 382 383 384
## 119.6337 120.6637 143.1685 121.9596 123.9570 135.3360 121.7853 127.9972
## 385 386 387 388 389 390 391 392
## 127.1133 130.2291 114.9419 122.9962 125.8673 137.2797 130.0984 123.1970
## 393 394 395 396 397 398 399 400
## 125.7637 124.3499 121.8966 120.5113 126.6985 133.1447 134.6133 124.7213
## 401 402 403 404 405 406 407 408
## 137.9138 128.1291 139.0067 123.5449 125.2332 127.4356 122.0215 126.9210
## 409 410 411 412 413 414 415 416
## 123.7191 129.2513 126.0667 131.3408 117.0978 122.1882 119.8692 138.0489
## 417 418 419 420 421 422 423 424
## 128.5196 128.0093 118.5418 129.8959 142.9489 135.4322 142.5787 132.6544
## 425 426 427 428 429 430 431 432
## 129.4548 117.6591 135.4406 136.4929 120.0871 137.3901 128.1619 123.4478
## 433 434 435 436 437 438 439 440
## 123.6068 144.2361 125.1975 144.7169 118.3680 142.7674 129.8013 125.8686
## 441 442 443 444 445 446 447 448
## 138.2499 130.8100 117.6050 121.3608 131.0980 128.0794 123.9784 136.0660
## 449 450 451 452 453 454 455 456
## 115.5078 124.3589 121.4544 135.7492 128.1970 135.7122 131.5057 129.1292
## 457 458 459 460 461 462 463 464
## 119.1589 117.4590 119.1717 118.8879 137.4868 122.7327 129.6920 126.7203
## 465 466 467 468 469 470 471 472
## 116.7757 141.9853 119.6270 131.2120 120.3187 145.3736 126.0031 123.2202
## 473 474 475 476 477 478 479 480
## 141.6033 123.9106 131.2896 136.2385 147.2672 116.5945 125.1863 135.3395
## 481 482 483 484 485 486 487 488
## 124.9013 115.0276 120.2832 122.4180 143.9333 128.9958 126.0614 140.5445
## 489 490 491 492 493 494 495 496
## 136.7380 134.1159 151.4173 129.2213 144.2238 132.1257 127.5278 134.2806
## 497 498 499 500 501 502 503 504
## 139.0932 143.5463 128.0853 126.2927 126.4283 143.3783 121.6951 116.8415
## 505 506 507 508 509 510 511 512
## 140.2107 114.5956 124.3754 135.8833 120.9401 127.1973 130.7241 132.9166
## 513 514 515 516 517 518 519 520
## 129.9426 131.9385 133.5002 150.3079 114.9786 133.3522 132.4202 134.9065
## 521 522 523 524 525 526 527 528
## 139.9466 123.6611 136.6964 136.1102 123.5828 132.2674 118.7956 130.2137
## 529 530 531 532 533 534 535 536
## 134.7129 123.8295 132.1113 138.9595 130.4003 129.3367 126.4415 128.3034
## 537 538 539 540 541 542 543 544
## 141.1341 130.6604 129.6057 130.1806 131.1613 132.7760 135.6782 143.0540
## 545 546 547 548 549 550 551 552
## 134.8134 124.7505 125.4707 134.8145 126.6920 126.3841 120.5989 128.7966
## 553 554 555 556 557 558 559 560
## 125.2006 128.9784 130.9314 136.9413 121.7578 120.0724 141.8230 137.5701
## 561 562 563 564 565 566 567 568
## 126.0178 131.6750 138.9683 135.4162 129.7796 134.3536 131.5450 132.7099
## 569 570 571 572 573 574 575 576
## 135.1362 132.6272 127.5268 120.0964 125.1522 133.5937 118.4046 144.0463
## 577 578 579 580 581 582 583 584
## 118.6620 127.2591 124.7271 144.1011 114.6647 113.6124 124.9566 113.4207
## 585 586 587 588 589 590 591 592
## 131.4227 121.5796 127.3722 121.9581 129.5293 119.4234 131.8731 122.8067
## 593 594 595 596 597 598 599 600
## 133.5646 137.6912 121.3031 125.6888 118.0063 144.9449 136.8489 144.1885
## 601 602 603 604 605 606 607 608
## 129.9993 119.1065 137.3849 138.4815 116.8185 137.4423 130.9422 126.3463
## 609 610 611 612 613 614 615 616
## 119.3676 133.8715 131.0626 128.0126 139.6805 144.4809 125.6752 127.3024
## 617 618 619 620 621 622 623 624
## 141.1802 131.5947 133.6462 142.9806 132.6178 135.3519 128.6878 145.5090
## 625 626 627 628 629 630 631 632
## 126.0443 114.0294 120.1081 132.4175 141.9517 139.0194 143.0489 119.8561
## 633 634 635 636 637 638 639 640
## 120.8235 146.3959 147.7749 127.8788 126.1516 129.7312 119.3521 114.3995
## 641 642 643 644 645 646 647 648
## 120.4068 129.9221 122.7976 128.4397 137.1725 133.9886 120.1485 120.3834
## 649 650 651 652 653 654 655 656
## 123.5734 117.1003 121.1854 125.1107 120.3496 119.5084 126.6449 125.3067
## 657 658 659 660 661 662 663 664
## 121.6061 119.3195 115.0698 127.9920 128.6119 110.1167 120.4055 125.4270
## 665 666 667 668 669 670 671 672
## 117.8609 129.1680 126.3269 120.8827 135.2301 119.8829 122.3181 121.8117
## 673 674 675 676 677 678 679 680
## 123.2106 135.3183 113.4645 119.6304 118.1951 118.9736 139.5019 118.3214
## 681 682 683 684 685 686 687 688
## 122.7082 128.8716 116.6218 114.7460 123.4463 115.7381 132.2857 118.1039
## 689 690 691 692 693 694 695 696
## 122.9988 125.7654 121.9880 119.4421 125.7428 125.6863 129.6436 120.3726
## 697 698 699 700 701 702 703 704
## 124.1858 130.1009 121.5735 121.2762 128.3326 124.8509 131.8055 118.6525
## 705 706 707 708 709 710 711 712
## 119.8567 124.0988 136.1904 123.1814 123.5179 115.1868 134.9248 122.9599
## 713 714 715 716 717 718 719 720
## 117.2676 116.8116 131.6522 130.3028 124.6940 123.7907 127.1121 116.3433
## 721 722 723 724 725 726 727 728
## 140.7103 130.0316 121.2304 123.7051 119.1219 124.7193 134.8050 120.4357
## 729 730 731 732 733 734 735 736
## 124.9287 123.0324 122.1636 115.3924 116.7740 126.8126 121.4609 117.9838
## 737 738 739 740 741 742 743 744
## 132.9761 127.6147 130.1054 124.2912 120.6306 119.9281 128.9470 124.4482
## 745 746 747 748 749 750 751 752
## 114.0269 131.2643 137.7191 121.2132 127.8910 125.1490 128.1910 118.1816
## 753 754 755 756 757 758 759 760
## 127.5269 134.9001 132.3145 128.4732 133.7527 125.5579 120.1409 118.2878
## 761 762 763 764 765 766 767 768
## 123.5439 136.9846 116.9487 127.8199 113.8107 137.3960 124.9044 124.8699
## 769 770 771 772 773 774 775 776
## 128.6644 122.8597 126.9858 119.9956 129.0572 119.7831 126.9030 136.9570
## 777 778 779 780 781 782 783 784
## 137.6695 128.4800 123.8747 131.7230 134.6931 119.4933 126.2947 120.3477
## 785 786 787 788 789 790 791 792
## 127.1977 124.1701 130.8860 113.2432 119.7073 125.8793 134.4141 133.7150
## 793 794 795 796 797 798 799 800
## 116.0088 121.6028 131.1394 128.0406 121.4859 124.5738 123.2339 117.1455
## 801 802 803 804 805 806 807 808
## 117.8815 125.8529 140.2255 119.2323 127.1787 130.2113 120.6400 128.8636
## 809 810 811 812 813 814 815 816
## 131.0213 125.7384 129.8862 120.6658 122.2796 127.4914 140.4144 130.6776
## 817 818 819 820 821 822 823 824
## 121.7976 111.6614 130.4046 131.6438 113.8735 127.4246 129.7042 129.9116
## 825 826 827 828 829 830 831 832
## 123.6520 127.4418 126.8050 128.0603 126.0468 122.1593 116.1105 133.0852
## 833 834 835 836 837 838 839 840
## 134.1873 127.2822 123.6481 136.7466 121.4256 125.2833 138.2272 147.2598
## 841 842 843 844 845 846 847 848
## 129.6092 126.9371 115.8736 126.4897 116.6242 121.6316 135.5897 127.0464
## 849 850 851 852 853 854 855 856
## 144.5046 143.4418 126.7343 138.5532 128.9211 127.7775 121.0108 122.7993
## 857 858 859 860 861 862 863 864
## 139.3379 126.6586 132.6365 134.2401 117.0224 121.2420 135.7759 128.9668
## 865 866 867 868 869 870 871 872
## 121.3018 144.0764 122.2502 118.8484 139.4475 130.4989 128.7263 128.3146
## 873 874 875 876 877 878 879 880
## 137.2381 123.3165 137.4116 136.1420 124.7897 138.7362 127.5749 124.1443
## 881 882 883 884 885 886 887 888
## 122.2006 123.1576 137.6302 140.0140 119.5397 131.2692 133.9833 141.7643
## 889 890 891 892 893 894 895 896
## 131.3490 124.6930 133.7085 146.2087 139.9084 127.6864 118.7421 136.8478
## 897 898 899 900 901 902 903 904
## 138.2247 142.4628 117.9621 117.5955 116.2767 129.0010 143.8274 123.2439
## 905 906 907 908 909 910 911 912
## 126.5878 136.4890 137.9953 125.7751 140.6439 116.9107 130.4776 121.2391
## 913 914 915 916 917 918 919 920
## 119.8256 137.6055 123.6943 129.6443 131.9464 117.7753 124.4327 137.3897
## 921 922 923 924 925 926 927 928
## 129.4657 123.3811 125.5171 156.6560 135.3266 138.0036 133.3165 131.9208
## 929 930 931 932 933 934 935 936
## 133.1406 130.8617 124.3503 137.1334 119.5899 124.7636 118.8364 137.9251
## 937 938 939 940 941 942 943 944
## 135.8332 126.0113 141.6837 138.7234 115.7377 115.4909 115.2680 117.3277
## 945 946 947 948 949 950 951 952
## 119.7550 113.3722 132.4886 132.3685 132.3290 123.2121 127.8769 122.1482
## 953 954 955 956 957 958 959 960
## 126.8068 131.1963 114.9803 143.6367 121.2080 139.9668 138.7774 119.9274
## 961 962 963 964 965 966 967 968
## 125.2219 136.1924 137.2078 117.3425 141.3634 144.5977 126.5869 120.7930
## 969 970 971 972 973 974 975 976
## 132.7073 124.1448 130.1115 116.8352 127.4090 118.3752 137.4648 124.2307
## 977 978 979 980 981 982 983 984
## 134.7286 127.5070 122.3733 133.7341 130.1215 134.8679 133.5279 123.7899
## 985 986 987 988 989 990 991 992
## 127.5864 125.4354 123.2357 132.2291 124.5328 118.3577 135.3398 121.1109
## 993 994 995 996 997 998 999 1000
## 123.5449 124.6701 124.2844 116.9077 125.6571 124.8636 150.8950 137.2569
## 1001 1002 1003 1004 1005 1006 1007 1008
## 141.2353 128.2842 111.7854 122.1932 142.7372 121.5221 141.9797 141.5166
## 1009 1010 1011 1012 1013 1014 1015 1016
## 125.9937 127.1736 126.5879 128.7740 120.0623 137.4106 127.3424 126.5645
## 1017 1018 1019 1020 1021 1022 1023 1024
## 127.6062 129.6737 119.1909 127.2944 145.3603 136.7432 131.1121 138.8623
## 1025 1026 1027 1028 1029 1030 1031 1032
## 129.7827 120.4700 121.1576 127.3741 141.0422 120.1467 122.7122 129.1645
## 1033 1034 1035 1036 1037 1038 1039 1040
## 123.3443 124.6805 131.8128 124.4413 123.9308 126.3455 130.3326 136.0183
## 1041 1042 1043 1044 1045 1046 1047 1048
## 136.5104 141.8063 119.1962 126.0114 127.7218 132.1321 121.3897 140.5267
## 1049 1050 1051 1052 1053 1054 1055 1056
## 127.6928 120.9927 117.4232 130.1628 140.0277 127.7851 143.3681 128.8835
## 1057 1058 1059 1060 1061 1062 1063 1064
## 116.0556 134.3339 132.3804 127.7992 134.2762 111.2972 136.6532 135.5828
## 1065 1066 1067 1068 1069 1070 1071 1072
## 127.8878 125.9042 139.3651 124.4713 115.3537 126.6985 128.8110 125.8152
## 1073 1074 1075 1076 1077 1078 1079 1080
## 139.4019 132.1280 135.1146 118.2343 137.2892 130.3314 139.0636 136.7411
## 1081 1082 1083 1084 1085 1086 1087 1088
## 128.3075 143.0426 120.9295 133.5725 132.6709 130.6694 127.6164 135.5441
## 1089 1090 1091 1092 1093 1094 1095 1096
## 136.7404 144.0001 138.4447 136.0281 137.3582 137.5260 157.3531 117.6765
## 1097 1098 1099 1100 1101 1102 1103 1104
## 127.5172 124.6931 123.9875 142.1653 121.7002 146.4571 135.9192 146.3290
## 1105 1106 1107 1108 1109 1110 1111 1112
## 139.8325 114.8228 128.3953 121.3110 148.1762 132.3004 119.9363 128.1450
## 1113 1114 1115 1116 1117 1118 1119 1120
## 119.5709 120.6742 117.7201 122.7793 124.9962 123.9861 124.2784 124.0521
## 1121 1122 1123 1124 1125 1126 1127 1128
## 146.8873 114.1736 130.0645 148.0763 125.3038 134.7459 136.2603 130.9498
## 1129 1130 1131 1132 1133 1134 1135 1136
## 119.9203 139.1938 132.5943 143.0218 119.0639 123.1050 131.2974 136.7016
## 1137 1138 1139 1140 1141 1142 1143 1144
## 126.6562 124.5313 124.8512 129.7955 138.4792 119.4118 127.4153 124.7946
## 1145 1146 1147 1148 1149 1150 1151 1152
## 128.1014 131.6375 129.6534 138.5599 126.5629 121.7536 124.2608 136.5423
## 1153 1154 1155 1156 1157 1158 1159 1160
## 119.6684 127.5748 133.7881 124.4395 120.1205 126.7428 125.7126 119.8597
## 1161 1162 1163 1164 1165 1166 1167 1168
## 122.9152 126.5852 130.4497 123.1803 128.8729 122.0146 141.9316 127.5387
## 1169 1170 1171 1172 1173 1174 1175 1176
## 135.0285 131.3949 127.7846 130.3495 124.4243 125.2385 125.0723 149.5262
## 1177 1178 1179 1180 1181 1182 1183 1184
## 140.5287 142.6666 121.2054 137.2826 131.4763 126.7461 125.2552 119.8770
## 1185 1186 1187 1188 1189 1190 1191 1192
## 119.9325 111.7981 119.4373 112.0047 111.4575 116.2672 121.3849 113.4014
## 1193 1194 1195 1196 1197 1198 1199 1200
## 119.8515 123.1286 114.4116 120.7714 119.5260 114.5889 116.4268 123.0137
## 1201 1202 1203 1204 1205 1206 1207 1208
## 116.5805 121.0969 113.5201 120.6373 125.3620 118.2495 118.1919 115.2174
## 1209 1210 1211 1212 1213 1214 1215 1216
## 136.2472 124.3009 120.9114 117.4203 118.1212 134.6220 125.1574 135.2795
## 1217 1218 1219 1220 1221 1222 1223 1224
## 125.4342 120.6842 123.0585 114.7554 122.4885 119.6483 118.0270 125.4596
## 1225 1226 1227 1228 1229 1230 1231 1232
## 117.5975 125.6965 123.4361 130.4463 127.6893 133.1954 115.5841 118.1822
## 1233 1234 1235 1236 1237 1238 1239 1240
## 123.1218 128.8580 127.8513 130.1044 124.6919 123.8639 133.3785 125.9244
## 1241 1242 1243 1244 1245 1246 1247 1248
## 133.3005 122.8140 144.0659 126.7525 125.7128 120.0652 118.1333 123.0536
## 1249 1250 1251 1252 1253 1254 1255 1256
## 131.1280 136.4649 125.3718 114.1663 118.6001 134.2158 121.1104 121.4621
## 1257 1258 1259 1260 1261 1262 1263 1264
## 139.4966 127.1723 127.5446 120.9176 115.5620 129.8573 122.1501 131.9667
## 1265 1266 1267 1268 1269 1270 1271 1272
## 145.1612 149.1257 124.0127 152.9539 130.1939 139.6176 128.6764 141.1774
## 1273 1274 1275 1276 1277 1278 1279 1280
## 127.2985 133.2633 132.8411 127.6051 142.5861 140.6336 138.8953 121.3389
## 1281 1282 1283 1284 1285 1286 1287 1288
## 122.4851 118.5291 143.5406 134.5501 135.0302 131.8046 128.7886 144.3877
## 1289 1290 1291 1292 1293 1294 1295 1296
## 117.5303 134.9852 137.8279 146.1404 133.2004 125.1095 120.0496 120.4896
## 1297 1298 1299 1300 1301 1302 1303 1304
## 137.5434 133.3050 127.7777 132.0577 129.4331 126.2409 123.8998 127.2066
## 1305 1306 1307 1308 1309 1310 1311 1312
## 121.7905 141.8666 124.1752 133.8162 125.3126 121.7467 129.1396 133.1500
## 1313 1314 1315 1316 1317 1318 1319 1320
## 126.9682 138.2604 132.7340 126.2130 117.9780 126.1874 123.7316 126.7855
## 1321 1322 1323 1324 1325 1326 1327 1328
## 140.4500 122.7749 136.7319 138.3717 136.1913 142.5027 126.4342 124.9193
## 1329 1330 1331 1332 1333 1334 1335 1336
## 127.3227 130.2360 116.3088 130.4787 125.0170 130.6926 139.1933 119.0409
## 1337 1338 1339 1340 1341 1342 1343 1344
## 122.6874 126.2451 132.9880 128.7473 123.2414 122.1309 130.3449 114.8894
## 1345 1346 1347 1348 1349 1350 1351 1352
## 116.9551 124.8018 125.9860 139.2323 121.7830 137.5780 119.3737 122.9116
## 1353 1354 1355 1356 1357 1358 1359 1360
## 119.5139 122.8223 128.9601 126.4676 122.7139 117.2543 125.6793 126.8736
## 1361 1362 1363 1364 1365 1366 1367 1368
## 118.7406 121.2321 133.1186 124.7063 132.3258 136.7255 116.3237 129.1583
## 1369 1370 1371 1372 1373 1374 1375 1376
## 132.1709 131.9673 138.4882 123.4163 113.9103 127.8284 131.4517 130.5829
## 1377 1378 1379 1380 1381 1382 1383 1384
## 131.5942 112.4629 132.4247 123.1736 138.0186 128.0176 134.9654 136.8331
## 1385 1386 1387 1388 1389 1390 1391 1392
## 129.2341 126.2495 122.3450 134.3291 131.0349 130.7912 129.8998 122.8387
## 1393 1394 1395 1396 1397 1398 1399 1400
## 113.5856 122.5824 125.4117 119.2525 127.1100 141.5975 123.8649 129.3276
## 1401 1402 1403 1404 1405 1406 1407 1408
## 119.1063 115.1353 137.3677 128.6737 125.5740 123.9334 126.2553 141.1609
## 1409 1410 1411 1412 1413 1414 1415 1416
## 124.8647 115.5366 124.7515 124.4263 114.5198 137.9797 129.6154 114.6921
## 1417 1418 1419 1420 1421 1422 1423 1424
## 138.0866 148.3047 120.3234 141.6351 126.0686 118.8814 146.3212 116.7410
## 1425 1426 1427 1428 1429 1430 1431 1432
## 144.4722 117.7014 118.6348 143.7877 139.4333 135.1699 115.7876 133.6132
## 1433 1434 1435 1436 1437 1438 1439 1440
## 121.9872 132.6489 120.6258 119.3468 115.7752 122.7436 142.0166 115.2995
## 1441 1442 1443 1444 1445 1446 1447 1448
## 118.9332 123.1582 129.5427 131.6504 121.3023 124.4897 130.9998 126.4822
## 1449 1450 1451 1452 1453 1454 1455 1456
## 146.0794 147.8265 131.4069 147.8656 148.4661 122.1846 134.5329 133.4711
## 1457 1458 1459 1460 1461 1462 1463 1464
## 127.9354 139.7474 133.3806 128.0131 118.9655 120.3188 119.7923 130.7404
## 1465 1466 1467 1468 1469 1470 1471 1472
## 133.1066 125.7164 127.4557 119.0535 135.4216 124.5980 116.3460 116.7568
## 1473 1474 1475 1476 1477 1478 1479 1480
## 131.5278 130.6067 135.6167 140.1426 124.8508 130.3437 132.5443 115.3121
## 1481 1482 1483 1484 1485 1486 1487 1488
## 134.0488 123.9391 126.6438 125.3790 128.0036 141.3323 117.9072 128.1006
## 1489 1490 1491 1492 1493 1494 1495 1496
## 124.3916 127.4727 142.3022 132.7382 130.6555 132.4484 131.5330 138.8264
## 1497 1498 1499 1500 1501 1502 1503 1504
## 134.7124 119.0028 134.2987 139.3852 128.3089 129.3737 112.1460 146.7605
## 1505 1506 1507 1508 1509 1510 1511 1512
## 115.5843 120.2947 138.4535 142.8160 124.0890 146.8691 130.0179 139.0465
## 1513 1514 1515 1516 1517 1518 1519 1520
## 147.0676 143.6780 125.9928 120.0774 134.2081 135.6396 123.9462 124.4228
## 1521 1522 1523 1524 1525 1526 1527 1528
## 130.6117 134.9634 127.7413 134.6305 139.5463 131.3619 125.1607 121.9753
## 1529 1530 1531 1532 1533 1534 1535 1536
## 122.9223 127.6785 117.0711 110.3985 140.7018 126.3139 117.1286 115.0783
## 1537 1538 1539 1540 1541 1542 1543 1544
## 122.7525 112.8200 113.6203 125.4724 118.9969 114.5966 118.1490 122.2535
## 1545 1546 1547 1548 1549 1550 1551 1552
## 120.3674 119.7450 116.5812 115.6996 143.7571 125.6442 116.8711 126.7211
## 1553 1554 1555 1556 1557 1558 1559 1560
## 117.8816 112.7833 112.6747 128.3547 121.8219 124.5270 118.8102 112.2786
## 1561 1562 1563 1564 1565 1566 1567 1568
## 112.3573 117.0255 117.1545 129.3776 120.2231 119.7542 114.9704 117.8225
## 1569 1570 1571 1572 1573 1574 1575 1576
## 118.9013 116.9544 128.3576 128.0046 127.3931 119.3487 122.4178 119.5699
## 1577 1578 1579 1580 1581 1582 1583 1584
## 138.7309 132.2311 121.8524 127.6377 141.1812 120.8563 149.9470 132.3962
## 1585 1586 1587 1588 1589 1590 1591 1592
## 123.8361 138.9992 131.1037 112.9134 115.8833 116.6924 124.8417 137.8410
## 1593 1594 1595 1596 1597 1598 1599 1600
## 118.7141 128.9830 134.2282 124.1367 115.8124 123.4210 125.8751 112.9315
## 1601 1602 1603 1604 1605 1606 1607 1608
## 129.5939 137.6773 128.6658 134.4098 119.7081 137.9120 129.9538 135.9467
## 1609 1610 1611 1612 1613 1614 1615 1616
## 132.3189 143.3973 143.4827 123.2477 121.2880 117.8233 139.2881 119.3915
## 1617 1618 1619 1620 1621 1622 1623 1624
## 120.4062 128.8286 120.0004 121.9800 120.9240 125.2664 148.3316 124.2008
## 1625 1626 1627 1628 1629 1630 1631 1632
## 121.3135 134.1595 119.9268 130.5541 123.7714 142.4477 123.2043 134.4505
## 1633 1634 1635 1636 1637 1638 1639 1640
## 128.8561 122.2775 117.6210 119.1014 127.5316 126.3627 130.1361 132.2799
## 1641 1642 1643 1644 1645 1646 1647 1648
## 128.0345 129.2255 118.0144 127.7471 126.1179 121.9637 124.0064 127.6446
## 1649 1650 1651 1652 1653 1654 1655 1656
## 129.0363 123.2734 124.2062 121.2102 132.6784 123.4123 134.1209 121.0940
## 1657 1658 1659 1660 1661 1662 1663 1664
## 116.1989 122.9457 123.9348 135.2814 133.9756 127.5990 130.8969 125.2677
## 1665 1666 1667 1668 1669 1670 1671 1672
## 118.3170 131.4273 137.9843 123.7223 135.4751 131.1716 121.6365 117.6927
## 1673 1674 1675 1676 1677 1678 1679 1680
## 119.7805 119.3236 124.0677 118.5135 127.4711 126.6963 128.8844 121.2111
## 1681 1682 1683 1684 1685 1686 1687 1688
## 127.5843 127.9313 134.2680 132.4555 121.2935 113.3483 139.2963 123.6462
## 1689 1690 1691 1692 1693 1694 1695 1696
## 125.8994 125.2808 126.5684 129.8003 143.0780 127.5615 136.3439 131.4936
## 1697 1698 1699 1700 1701 1702 1703 1704
## 125.4782 120.5306 115.5115 124.4056 123.2194 123.8169 120.7600 117.1561
## 1705 1706 1707 1708 1709 1710 1711 1712
## 130.2383 116.7821 128.2387 116.4771 126.0148 124.6221 117.9950 134.9625
## 1713 1714 1715 1716 1717 1718 1719 1720
## 129.4268 133.4197 122.6105 121.5723 113.3670 129.8988 117.6139 111.5551
## 1721 1722 1723 1724 1725 1726 1727 1728
## 135.2436 118.9180 125.0990 120.3980 140.3377 134.3817 133.0794 125.2656
## 1729 1730 1731 1732 1733 1734 1735 1736
## 124.2805 114.1583 112.8338 132.7050 125.3922 130.5725 125.6618 119.8912
## 1737 1738 1739 1740 1741 1742 1743 1744
## 122.2835 117.2743 133.8245 131.8675 130.1462 143.6222 112.6787 118.1795
## 1745 1746 1747 1748 1749 1750 1751 1752
## 122.1092 114.4696 118.1537 136.3949 115.6907 119.1303 126.6813 120.1321
## 1753 1754 1755 1756 1757 1758 1759 1760
## 118.9563 116.9192 119.5318 121.0440 126.2880 122.3596 114.6122 124.6596
## 1761 1762 1763 1764 1765 1766 1767 1768
## 134.1747 124.6745 138.1023 151.2302 128.3871 123.2127 131.9103 122.9395
## 1769 1770 1771 1772 1773 1774 1775 1776
## 118.1903 134.4426 117.1881 121.4048 116.0966 128.1528 131.0038 137.1621
## 1777 1778 1779 1780 1781 1782 1783 1784
## 137.4318 140.8200 115.7461 117.4299 121.1086 114.7419 145.0825 138.7645
## 1785 1786 1787 1788 1789 1790 1791 1792
## 119.3402 122.9874 119.9706 120.7626 121.5898 140.7752 128.9633 117.2328
## 1793 1794 1795 1796 1797 1798 1799 1800
## 114.9567 128.9389 122.0550 125.1547 129.2834 133.9987 119.1435 122.0381
## 1801 1802 1803 1804 1805 1806 1807 1808
## 128.8149 122.8439 134.5119 127.1173 131.5453 120.9448 119.8841 123.8274
## 1809 1810 1811 1812 1813 1814 1815 1816
## 118.6148 119.0477 133.9058 137.4133 118.4818 126.0560 118.9742 113.7358
## 1817 1818 1819 1820 1821 1822 1823 1824
## 125.2712 122.2749 120.9810 131.6642 116.8045 127.9919 125.4015 113.0813
## 1825 1826 1827 1828 1829 1830 1831 1832
## 113.6719 137.0570 131.9157 127.3335 125.2865 119.4980 125.1919 129.9897
## 1833 1834 1835 1836 1837 1838 1839 1840
## 128.8754 135.1858 119.0176 120.9847 124.6088 118.2169 119.1384 128.1327
## 1841 1842 1843 1844 1845 1846 1847 1848
## 120.9967 124.1279 117.9577 113.2236 112.6035 113.8835 125.0949 120.9992
## 1849 1850 1851 1852 1853 1854 1855 1856
## 119.9995 124.9915 124.0294 117.0443 130.8068 131.8311 125.0659 124.0661
## 1857 1858 1859 1860 1861 1862 1863 1864
## 148.8452 123.3717 141.1042 120.1500 147.2003 123.6870 130.9858 119.8806
## 1865 1866 1867 1868 1869 1870 1871 1872
## 116.2395 136.2624 120.4745 115.9965 117.5721 117.7333 137.9049 115.9780
## 1873 1874 1875 1876 1877 1878 1879 1880
## 121.9134 122.7842 122.5846 128.5729 143.9872 123.1486 141.4340 114.9150
## 1881 1882 1883 1884 1885 1886 1887 1888
## 123.3350 134.6533 117.6657 127.8077 122.9003 121.6799 136.9128 128.0359
## 1889 1890 1891 1892 1893 1894 1895 1896
## 122.6322 120.8676 120.4657 119.9312 137.7352 128.0184 126.5706 128.9755
## 1897 1898 1899 1900 1901 1902 1903 1904
## 131.0571 120.7716 128.5107 131.1853 126.3428 133.6207 116.1408 130.3547
## 1905 1906 1907 1908 1909 1910 1911 1912
## 125.0094 131.1719 126.6981 125.9718 136.3754 126.6408 135.2056 128.0185
## 1913 1914 1915 1916 1917 1918 1919 1920
## 126.3890 125.0707 123.5788 123.8740 124.0992 129.1715 116.7277 126.8955
## 1921 1922 1923 1924 1925 1926 1927 1928
## 132.4821 116.3963 133.6325 132.4895 127.0653 133.2096 126.5176 137.0407
## 1929 1930 1931 1932 1933 1934 1935 1936
## 142.6168 119.5627 138.7889 129.3237 121.7611 125.8278 132.7741 152.9685
## 1937 1938 1939 1940 1941 1942 1943 1944
## 120.1544 118.6556 136.6437 114.7516 128.3437 123.1048 129.3472 130.2927
## 1945 1946 1947 1948 1949 1950 1951 1952
## 118.7084 135.9066 141.4072 136.0197 109.2866 122.9888 124.8642 122.4351
## 1953 1954 1955 1956 1957 1958 1959 1960
## 121.7136 135.2917 120.8685 135.9217 126.5017 119.0776 133.7876 127.1660
## 1961 1962 1963 1964 1965 1966 1967 1968
## 124.1490 121.1991 124.0987 190.3617 121.2900 129.0708 133.8187 139.0864
## 1969 1970 1971 1972 1973 1974 1975 1976
## 146.3822 130.4776 127.2699 129.5826 133.4613 141.7372 114.2397 119.0734
## 1977 1978 1979 1980 1981 1982 1983 1984
## 136.8547 125.9214 124.1564 112.1717 129.5892 124.1851 114.7646 115.0317
## 1985 1986 1987 1988 1989 1990 1991 1992
## 115.5240 126.5582 122.3769 110.4027 120.7787 123.5067 124.1006 121.0487
## 1993 1994 1995 1996 1997 1998 1999 2000
## 131.4679 131.6127 117.0574 130.9150 125.0094 128.9082 127.6038 128.3917
## 2001 2002 2003 2004 2005 2006 2007 2008
## 138.1095 114.2401 132.6792 120.2848 125.9936 129.9492 119.5328 138.3708
## 2009 2010 2011 2012 2013 2014 2015 2016
## 130.5580 117.6970 130.1845 128.8230 126.8747 113.9869 127.2786 122.8953
## 2017 2018 2019 2020 2021 2022 2023 2024
## 128.9070 126.2909 119.6683 143.6503 120.1857 114.4377 123.6759 121.2162
## 2025 2026 2027 2028 2029 2030 2031 2032
## 115.6669 116.5807 135.3468 122.7989 136.7870 130.6280 129.0505 135.4065
## 2033 2034 2035 2036 2037 2038 2039 2040
## 122.6808 122.6465 144.5351 124.4193 128.1887 129.3226 118.2239 120.5919
## 2041 2042 2043 2044 2045 2046 2047 2048
## 121.5561 131.1990 123.2369 128.4292 126.5412 133.0604 117.9089 126.9755
## 2049 2050 2051 2052 2053 2054 2055 2056
## 114.3634 143.9033 120.6637 124.2922 115.3306 123.7193 121.3606 119.6882
## 2057 2058 2059 2060 2061 2062 2063 2064
## 128.7003 131.8805 115.8667 131.6532 139.2069 121.8349 133.3445 122.6777
## 2065 2066 2067 2068 2069 2070 2071 2072
## 125.3296 115.7844 120.8120 120.0066 121.7592 127.2646 116.2413 132.0430
## 2073 2074 2075 2076 2077 2078 2079 2080
## 119.2000 128.3414 118.2645 126.1936 137.9122 116.9811 129.8466 123.9753
## 2081 2082 2083 2084 2085 2086 2087 2088
## 127.2005 111.4587 114.0768 123.0530 117.4309 116.5815 114.6408 124.8909
## 2089 2090 2091 2092 2093 2094 2095 2096
## 112.5453 128.0576 122.8561 128.5196 122.1921 124.3206 137.0772 128.2229
## 2097 2098 2099 2100 2101 2102 2103 2104
## 129.7715 115.3198 137.4406 123.9433 125.6386 118.4449 134.0708 117.1544
## 2105 2106 2107 2108 2109 2110 2111 2112
## 130.5425 128.3324 142.0850 124.3489 122.3650 127.7915 130.1080 124.8265
## 2113 2114 2115 2116 2117 2118 2119 2120
## 136.6646 127.3554 122.8585 147.4909 133.9273 122.2769 121.3768 116.4081
## 2121 2122 2123 2124 2125 2126 2127 2128
## 127.9770 130.8960 127.6744 134.0890 118.1288 123.7647 124.9201 127.0343
## 2129 2130 2131 2132 2133 2134 2135 2136
## 131.8398 121.8570 118.9042 127.9191 118.1880 123.3191 140.2537 116.7614
## 2137 2138 2139 2140 2141 2142 2143 2144
## 136.5060 127.4708 117.9598 132.9678 122.5961 130.7721 127.1354 120.0444
## 2145 2146 2147 2148 2149 2150 2151 2152
## 137.7346 128.4078 127.2366 115.1641 119.4034 116.0861 122.5693 125.0094
## 2153 2154 2155 2156 2157 2158 2159 2160
## 121.4473 130.5583 139.4226 136.1220 117.6349 119.3010 120.3382 124.4801
## 2161 2162 2163 2164 2165 2166 2167 2168
## 126.1823 121.7723 132.0542 120.8642 139.4525 118.0596 122.8742 118.7736
## 2169 2170 2171 2172 2173 2174 2175 2176
## 129.4109 129.4889 143.6263 134.8279 135.0999 122.8805 134.2894 125.1004
## 2177 2178 2179 2180 2181 2182 2183 2184
## 134.7290 131.6460 127.7267 124.0412 122.4246 118.9766 120.2810 129.8741
## 2185 2186 2187 2188 2189 2190 2191 2192
## 123.7897 132.5229 118.1275 130.3052 135.6051 123.2571 127.4244 121.3776
## 2193 2194 2195 2196 2197 2198 2199 2200
## 118.7010 141.0493 140.9559 144.2080 115.0895 126.0803 127.4941 132.6615
## 2201 2202 2203 2204 2205 2206 2207 2208
## 122.2561 128.9272 134.3818 120.4441 117.2357 116.8390 135.2058 124.4475
## 2209 2210 2211 2212 2213 2214 2215 2216
## 119.3984 124.5697 125.5504 140.9573 136.5759 139.0053 139.7481 120.9936
## 2217 2218 2219 2220 2221 2222 2223 2224
## 139.2055 122.3468 132.8423 114.1991 127.2122 125.3362 128.8967 122.6115
## 2225 2226 2227 2228 2229 2230 2231 2232
## 124.4663 130.4125 133.5311 133.3318 119.6879 138.6646 121.8264 141.0902
## 2233 2234 2235 2236 2237 2238 2239 2240
## 122.3992 125.7679 141.4799 124.5923 142.5193 121.8634 129.2471 119.8453
## 2241 2242 2243 2244 2245 2246 2247 2248
## 126.5526 123.6814 131.0703 142.0614 127.0009 126.4775 118.9886 140.2173
## 2249 2250 2251 2252 2253 2254 2255 2256
## 115.5515 116.1556 119.7700 134.7226 123.6533 131.4010 136.0363 125.2207
## 2257 2258 2259 2260 2261 2262 2263 2264
## 118.4880 126.8157 126.4454 155.5428 120.1701 127.6435 118.1418 121.6846
## 2265 2266 2267 2268 2269 2270 2271 2272
## 121.5048 143.0063 138.6494 127.7908 126.6671 119.9693 130.6835 121.0689
## 2273 2274 2275 2276 2277 2278 2279 2280
## 123.5527 127.4774 124.1098 121.1368 130.9088 119.4324 128.3060 118.5123
## 2281 2282 2283 2284 2285 2286 2287 2288
## 122.8011 124.6499 132.4249 138.0134 120.9468 128.2863 120.7226 135.9239
## 2289 2290 2291 2292 2293 2294 2295 2296
## 125.0513 117.6852 136.3944 122.7807 136.2267 129.6996 120.7276 122.1051
## 2297 2298 2299 2300 2301 2302 2303 2304
## 135.3596 142.4816 134.4716 135.9821 130.6274 132.4226 120.3936 136.6665
## 2305 2306
## 139.7150 132.6837## Analysis of Variance Table
##
## Response: sbp
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 410870815 410870815 298.4807 < 2.2e-16 ***
## male 1 27086789 27086789 19.6774 9.6e-06 ***
## bmi 1 180890810 180890810 131.4097 < 2.2e-16 ***
## dm 1 5258476 5258476 3.8201 0.050763 .
## smk 1 13587439 13587439 9.8707 0.001701 **
## tc 1 9729862 9729862 7.0683 0.007900 **
## age:smk 1 12941661 12941661 9.4016 0.002193 **
## Residuals 2298 3163290623 1376541
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
# Fit a linear regression model for predicting sbp for hypertensive
population-adjusted for clusturing using survey weights
# Fit a linear regression model for predicting sbp for hypertensive population
lm_hypertensive <- lm(sbp~age+male+bmi+dm+smk+tc+age*smk, data = hypertensive_data, weights = weights)
# Print the summary of the model
summary(lm_hypertensive)##
## Call:
## lm(formula = sbp ~ age + male + bmi + dm + smk + tc + age * smk,
## data = hypertensive_data, weights = weights)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -4809.4 -536.3 -146.2 389.8 7011.0
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 121.85033 3.14893 38.696 <2e-16 ***
## age 0.49559 0.03985 12.435 <2e-16 ***
## male 2.67279 1.05659 2.530 0.0115 *
## bmi 0.12924 0.09926 1.302 0.1932
## dm -0.18557 2.28633 -0.081 0.9353
## smk -0.54307 4.90548 -0.111 0.9119
## tc 0.21219 0.50876 0.417 0.6767
## age:smk -0.05863 0.11330 -0.517 0.6049
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1033 on 1287 degrees of freedom
## Multiple R-squared: 0.1338, Adjusted R-squared: 0.1291
## F-statistic: 28.4 on 7 and 1287 DF, p-value: < 2.2e-16## (Intercept) age male bmi dm smk
## 121.85032558 0.49559047 2.67279090 0.12923508 -0.18557206 -0.54307377
## tc age:smk
## 0.21219045 -0.0586327311 Model diagnostics
## 1 2 3 4 5 6
## 55.50920368 24.69737819 -17.18824858 71.81579273 9.29719247 -6.38286641
## 7 8 9 10 11 12
## -7.32886599 7.56467182 -9.43223126 22.19035525 -11.40611107 1.30215725
## 13 14 15 16 17 18
## -22.30708377 -8.22490015 5.92449351 31.12384605 -3.20168657 -16.17672763
## 19 20 21 22 23 24
## -29.46310596 -8.90807871 -4.83101033 18.72553549 4.70971921 -17.02977472
## 25 26 27 28 29 30
## 22.92802187 8.37760484 -14.94702880 -16.24141948 -22.24813902 7.06091485
## 31 32 33 34 35 36
## 16.06562453 -17.01132080 6.56826555 -9.64473561 0.26775542 -9.26630007
## 37 38 39 40 41 42
## 28.42726874 17.63922991 5.20300533 -13.63443868 20.28581333 -12.48906947
## 43 44 45 46 47 48
## 9.86821022 7.01621973 -7.04156393 -10.56183081 -6.13218176 28.60933375
## 49 50 51 52 53 54
## -22.98572046 53.00425305 -16.60122778 4.71790041 -23.37554196 -1.21186880
## 55 56 57 58 59 60
## -16.94816404 -7.29014099 -11.59883345 -5.12749214 22.01793074 10.45828578
## 61 62 63 64 65 66
## -10.45487102 -8.20489555 3.81917626 -1.60744098 0.70566847 -9.00572612
## 67 68 69 70 71 72
## -9.33497710 -4.35492109 -17.04987646 -3.70857426 37.31570619 35.98370633
## 73 74 75 76 77 78
## -10.29777468 -14.69581653 9.74846540 9.61289468 -24.24968389 52.81403698
## 79 80 81 82 83 84
## 38.32383711 -15.40703500 -17.14852660 -14.97252711 -23.59779432 4.21366664
## 85 86 87 88 89 90
## -22.86155748 0.49244512 -12.39119341 -8.79952651 1.32426016 12.13006598
## 91 92 93 94 95 96
## -8.80611737 22.36334123 12.05879594 -9.59923219 -20.99215255 -28.51947760
## 97 98 99 100 101 102
## -31.72551120 3.02859301 35.75398934 -8.68152115 -13.76926477 -10.90666145
## 103 104 105 106 107 108
## 7.72469346 -16.27693943 -4.54692049 -4.38066583 -7.46487622 -1.91073427
## 109 110 111 112 113 114
## -5.10062152 -18.50384311 16.21296043 -19.58490731 9.66055800 6.81066248
## 115 116 117 118 119 120
## -8.98729888 -11.89641228 9.46544480 -5.64698906 -5.17662810 -4.63769460
## 121 122 123 124 125 126
## -3.88009542 2.87058908 -20.47140445 -24.89504652 -3.77243012 -26.20625340
## 127 128 129 130 131 132
## -24.26533569 35.92022257 47.43842106 14.12490513 -2.18192522 10.99509059
## 133 134 135 136 137 138
## 11.07386914 -8.06138636 -5.76858811 -1.56215065 -2.59674097 -4.50717548
## 139 140 141 142 143 144
## 6.35204777 2.03373997 -1.14866900 14.48926640 -12.12227164 10.13288634
## 145 146 147 148 149 150
## 2.18062264 -6.87326750 -11.38292373 -6.40697801 -14.59763699 107.28324216
## 151 152 153 154 155 156
## 1.62578209 -12.35951430 24.35807298 34.77827509 -16.78657239 24.80700621
## 157 158 159 160 161 162
## 5.80706889 10.50890328 35.00490685 45.94803266 -0.37975775 -3.73019148
## 163 164 165 166 167 168
## 16.75799306 38.04335440 -12.04828977 4.77088214 26.14491593 -4.12666297
## 169 170 171 172 173 174
## -15.34706278 4.02182271 -9.51812408 10.32635074 27.56469616 -6.78709681
## 175 176 177 178 179 180
## -14.79806112 16.12222035 -10.50250073 15.54923044 4.14279936 -10.39785398
## 181 182 183 184 185 186
## -6.47614982 2.05883840 -16.55507106 -10.67531033 -5.52041723 56.73042896
## 187 188 189 190 191 192
## -9.06688274 -12.13097846 -0.11340781 -12.47240543 6.37394322 -4.06416677
## 193 194 195 196 197 198
## 13.63792972 -17.29150465 -5.22574259 8.63083488 -8.03763452 -19.23264669
## 199 200 201 202 203 204
## -0.60729056 -14.68690336 -8.93765370 -13.84907288 -1.71507415 -5.66959754
## 205 206 207 208 209 210
## -17.77466794 -14.30348000 3.10072411 -6.60916500 -26.96624542 -15.84967495
## 211 212 213 214 215 216
## -21.96718919 -4.29109683 -13.84822445 -33.72681103 -9.16524661 -18.68843377
## 217 218 219 220 221 222
## 15.98297990 -7.74348635 -9.16751039 -11.48353434 -12.86460497 -8.39050114
## 223 224 225 226 227 228
## 37.29512186 -1.48875237 -13.62675143 -8.62888959 -31.61705833 38.35713417
## 229 230 231 232 233 234
## 1.40913192 -13.78015199 -6.65655465 -10.51490345 -2.40433175 -4.17566296
## 235 236 237 238 239 240
## -20.98085989 10.62985152 -7.06693122 10.21624399 0.98824025 -6.67501094
## 241 242 243 244 245 246
## -9.83425806 33.42063001 -24.76381878 -2.23234489 28.00210347 -1.56934382
## 247 248 249 250 251 252
## 8.09277517 -19.94534099 -17.03608684 -4.42322472 -13.64531979 -6.42328269
## 253 254 255 256 257 258
## -4.21446212 -11.57531588 -5.68475035 -21.66879200 2.25318334 -12.26186025
## 259 260 261 262 263 264
## -18.05452202 32.65464024 -6.99183517 -5.94781625 -1.71329932 -12.36599561
## 265 266 267 268 269 270
## 1.57862001 -27.27301062 -6.90747175 -8.33524362 -8.63493199 43.67338466
## 271 272 273 274 275 276
## -7.29720052 34.89451696 -20.47100515 -28.58200921 13.81204070 -17.44591972
## 277 278 279 280 281 282
## -4.88471265 -6.95385574 -15.67452703 32.37091352 2.25894977 -2.24653310
## 283 284 285 286 287 288
## 5.78663267 -8.97387478 26.27576125 42.50011703 72.09506764 17.40188842
## 289 290 291 292 293 294
## -15.96660918 13.03065013 42.35310249 29.32391800 -18.42717209 -38.43170079
## 295 296 297 298 299 300
## 7.87979984 -13.96274341 6.69708662 -9.01002129 74.33995579 -2.17946712
## 301 302 303 304 305 306
## 3.40469674 23.99092874 -12.99817796 -12.47201106 -11.70618692 50.75456883
## 307 308 309 310 311 312
## -9.83593651 7.07232923 -10.31611771 -3.57581975 25.92315879 -10.06121517
## 313 314 315 316 317 318
## -5.20056512 -9.83039120 -6.45120994 -14.70356546 -21.17910318 13.39422383
## 319 320 321 322 323 324
## -17.54180373 -7.67687890 -26.10672468 -12.26589009 -4.89311669 0.49038636
## 325 326 327 328 329 330
## -4.88203443 -5.18135744 9.77745766 10.42307815 -3.04186347 11.99846566
## 331 332 333 334 335 336
## -2.40760351 -3.06074975 -27.76118217 14.20923922 34.69888219 28.81644100
## 337 338 339 340 341 342
## 7.93764157 22.81341089 25.93505260 -14.40529467 1.35087975 -1.05438557
## 343 344 345 346 347 348
## -6.16895989 -10.22769121 7.71661800 -5.76196297 -3.88643149 -12.04831549
## 349 350 351 352 353 354
## -21.61998631 0.98941463 -1.22463030 1.98722845 10.72143077 6.59432620
## 355 356 357 358 359 360
## 24.06574477 36.12393001 -6.50182273 -0.11735520 -2.03476630 18.92732870
## 361 362 363 364 365 366
## -25.21052224 -15.88740130 -16.55791373 -9.60184839 -11.30711432 -9.29215905
## 367 368 369 370 371 372
## -19.83027506 0.50717250 -27.05227346 3.16274171 6.90155898 -6.18662930
## 373 374 375 376 377 378
## 54.49851890 8.02149094 16.21703987 -17.42373809 24.95211461 -20.36718675
## 379 380 381 382 383 384
## -9.48550038 -21.57687785 -22.93508771 -2.66987775 -11.51367460 10.66469131
## 385 386 387 388 389 390
## -17.16907503 -4.82460365 -34.07422748 -3.69475926 36.47727878 -9.69060892
## 391 392 393 394 395 396
## 40.48739795 -13.11724504 0.66791740 19.29085900 1.44635604 -1.19322001
## 397 398 399 400 401 402
## -9.96517531 13.13340715 56.12816879 -17.62404254 -4.18380957 5.59723894
## 403 404 405 406 407 408
## -2.23604400 -10.62560340 -20.05203157 -11.10426639 -11.66027001 -1.51171274
## 409 410 411 412 413 414
## -19.25325905 0.60850054 8.02060439 -6.49540023 2.10346471 -14.53066704
## 415 416 417 418 419 420
## -20.40259889 6.29164371 20.96284785 7.75619127 -5.85991740 -5.39344579
## 421 422 423 424 425 426
## 7.84407443 -10.49716125 -1.72228023 -14.51677539 24.13366554 44.75970784
## 427 428 429 430 431 432
## -0.31323831 -1.32071087 -6.73556894 3.65779525 12.81756349 11.78223706
## 433 434 435 436 437 438
## 9.64753670 11.76171939 -16.05132322 -15.19684023 1.57849346 14.04168912
## 439 440 441 442 443 444
## -18.83190125 7.32603190 -8.92789128 13.46725311 -5.32673505 -12.98235629
## 445 446 447 448 449 450
## -16.40567503 -15.52094487 5.46065742 40.99915418 -18.58698703 -14.98245459
## 451 452 453 454 455 456
## 59.07124933 5.43937273 -16.90411676 -6.82674266 1.75046473 54.68020019
## 457 458 459 460 461 462
## -8.41208353 -22.60015821 7.35014205 -4.90379251 10.46565918 -13.24751445
## 463 464 465 466 467 468
## -2.84574021 24.07322178 30.56472582 -26.83578360 91.73858301 6.85423400
## 469 470 471 472 473 474
## 1.98954445 -11.96880826 12.27094778 8.77672709 9.14627472 2.44404595
## 475 476 477 478 479 480
## 1.58634691 -16.61182444 27.68685798 17.66405452 9.10567619 6.81485673
## 481 482 483 484 485 486
## -0.89641016 6.15970825 -17.36331524 -8.20709637 4.39820746 -11.99651729
## 487 488 489 490 491 492
## 1.09381363 23.20771559 -12.22215949 19.77890282 -8.03354919 3.90091932
## 493 494 495 496 497 498
## 14.93820620 11.87895377 2.24347811 16.48440418 -25.91519388 -12.96746360
## 499 500 501 502 503 504
## 13.73490510 -13.52063397 29.90806254 7.67872904 -21.87919151 106.36450281
## 505 506 507 508 509 510
## -31.65047106 -17.44663668 -14.59341546 -30.36151419 -2.37956837 -6.50363002
## 511 512 513 514 515 516
## -7.35088433 -18.89703438 -14.31148336 -11.39034822 -12.94614322 -7.37901241
## 517 518 519 520 521 522
## 44.54390832 -12.58139009 -25.38390025 -8.53758750 -8.90862860 0.31285562
## 523 524 525 526 527 528
## -1.62084445 16.29536232 -19.26170942 11.99676705 9.33132572 0.05100987
## 529 530 531 532 533 534
## -10.90724122 -11.82673563 -10.27906597 -28.58380142 4.49809843 0.78903553
## 535 536 537 538 539 540
## -11.50868224 -8.22221103 -18.83807367 -13.28855807 37.73211775 -17.53947959
## 541 542 543 544 545 546
## -19.05778637 -7.81056147 -1.98065103 -15.10874021 2.22812148 -20.19061067
## 547 548 549 550 551 552
## -2.48761936 -19.25299079 -24.44224939 -19.06183525 -1.74658515 -19.75795338
## 553 554 555 556 557 558
## -11.63994125 -7.11363711 15.37427297 0.69875712 -2.05781769 15.36073994
## 559 560 561 562 563 564
## -16.78054984 4.25492240 -6.69870731 26.09665114 22.75048881 -14.90721385
## 565 566 567 568 569 570
## -18.44091279 -2.86923011 -16.12786985 -5.91438303 5.85820515 -15.86617098
## 571 572 573 574 575 576
## 0.96447178 -15.70589126 -4.66490660 -6.35811158 -5.69086640 -16.37356515
## 577 578 579 580 581 582
## -2.32633336 13.29587831 -11.60798960 42.95224369 9.29613249 1.07956942
## 583 584 585 586 587 588
## 30.35579208 -2.39150926 -12.95394764 3.00179988 -5.62823402 23.99512824
## 589 590 591 592 593 594
## -15.35459512 -22.71021725 -12.51012747 -1.79848280 41.85104274 -2.31929631
## 595 596 597 598 599 600
## 15.60088911 -4.55883189 18.70269276 -12.41746503 -3.35293200 6.62529475
## 601 602 603 604 605 606
## 0.25285846 -11.00074072 16.29359928 -0.45966698 -3.94663454 15.66446512
## 607 608 609 610 611 612
## -2.22144924 -7.14171444 -21.32750088 -13.93186653 -8.25994953 -21.88712222
## 613 614 615 616 617 618
## -16.45853852 6.63178261 -11.00163729 5.58474232 2.95386969 -10.98217731
## 619 620 621 622 623 624
## -15.78576412 2.86972952 -17.29435911 -14.13536263 -19.33825491 5.01469119
## 625 626 627 628 629 630
## -11.15937842 -11.50827187 -3.58599749 22.96629320 -23.40430606 13.37905830
## 631 632 633 634 635 636
## -9.74967973 54.94673245 48.33334685 11.61398088 -0.58069477 8.09150933
## 637 638 639 640 641 642
## -13.12383081 58.05836065 89.31572039 -5.95165648 -1.98812043 14.79335450
## 643 644 645 646 647 648
## -1.28539656 -26.46982182 -9.70409311 -10.27976222 -7.06048533 -7.82967477
## 649 650 651 652 653 654
## -14.77611026 -1.85317450 -4.72325794 -22.56049117 39.10235153 1.56963700
## 655 656 657 658 659 660
## -1.39280734 -27.23798544 11.82206929 -15.66591642 27.23355716 -26.43175342
## 661 662 663 664 665 666
## -4.86007721 6.41028794 34.10338871 -14.14835664 7.72700440 34.91980557
## 667 668 669 670 671 672
## 0.82140608 -8.30086304 25.73983404 -7.68803331 -6.61455889 4.10366674
## 673 674 675 676 677 678
## 5.38058853 -8.84881688 15.82999312 8.31014599 16.12567272 -22.43531076
## 679 680 681 682 683 684
## 0.98820572 -20.01896207 9.10187173 -16.97567646 27.48866464 56.29028163
## 685 686 687 688 689 690
## 17.07896471 -17.25080424 41.10722361 7.11794676 -20.75428670 1.13291859
## 691 692 693 694 695 696
## 11.12262685 -15.09434777 -3.66192766 -1.53763405 7.49882374 -6.74345034
## 697 698 699 700 701 702
## -0.46138862 -14.73096394 -7.86690355 21.01240044 -10.31693869 26.99769787
## 703 704 705 706 707 708
## 25.90520072 -1.58914815 -12.09617916 56.82484079 14.39272645 -5.02753628
## 709 710 711 712 713 714
## -15.79573261 2.20197300 5.36078705 6.47015324 76.01289297 6.28286778
## 715 716 717 718 719 720
## 20.42426213 80.98285411 -33.32189587 55.43496525 -4.64939655 5.05340779
## 721 722 723 724 725 726
## -4.59045837 -14.75812163 8.65088618 33.04618558 -1.82353512 -1.82008425
## 727 728 729 730 731 732
## 0.37087311 -9.85838413 37.97735582 3.73512605 21.82149010 -13.22978774
## 733 734 735 736 737 738
## -0.26125150 -1.33959718 5.76959569 8.00943839 7.57929321 -7.71499757
## 739 740 741 742 743 744
## 6.38120365 -16.48182523 -21.19171116 -0.11538328 -14.49462967 -15.53446360
## 745 746 747 748 749 750
## -5.11743264 -18.71257458 -3.03966713 -14.06636814 -9.80251509 -19.00942203
## 751 752 753 754 755 756
## -1.39114137 -6.37916839 -13.31646303 -17.37419479 12.94187935 19.96020896
## 757 758 759 760 761 762
## -11.63351959 -3.31240369 10.54019247 -7.80659868 -9.26504190 -4.80750947
## 763 764 765 766 767 768
## 10.53237607 -13.57889711 -9.62580193 -17.85293217 52.91866213 -3.04627988
## 769 770 771 772 773 774
## 23.59052455 -26.60080016 22.55829892 -13.75421458 -17.45120993 -31.44551334
## 775 776 777 778 779 780
## -0.35654550 1.53812916 -1.03563732 -13.33126976 2.24733527 63.74716762
## 781 782 783 784 785 786
## 3.24584585 5.11256680 -12.71126493 -12.38393649 -0.76150666 -8.26032349
## 787 788 789 790 791 792
## -12.11510288 -5.54263247 -18.58162017 6.01454260 -12.20061623 -14.43191408
## 793 794 795 796 797 798
## -30.06494739 -25.81263380 -12.03081318 -10.93606472 -21.19897925 -9.51864760
## 799 800 801 802 803 804
## -35.33617028 -3.16781248 -20.63760120 -25.17209465 -14.31962750 5.10263880
## 805 806 807 808 809 810
## -8.93701385 -24.33965749 -19.98360663 12.89950811 38.67912588 5.24633046
## 811 812 813 814 815 816
## 4.69015996 -8.56517252 -3.19599785 -16.58368778 1.33375661 4.30683094
## 817 818 819 820 821 822
## -5.59208040 4.08456223 13.73156268 -7.57942854 0.84598322 8.73321018
## 823 824 825 826 827 828
## -7.45358176 -12.63430558 44.61608788 -13.36346293 -16.25438798 -26.44849261
## 829 830 831 832 833 834
## -13.70281535 -2.38551495 36.89521600 11.21943931 1.20502382 -2.90208551
## 835 836 837 838 839 840
## 10.27584412 -17.90784586 6.03429311 -2.21928080 -10.61316271 16.89457745
## 841 842 843 844 845 846
## -4.51618480 11.99442619 1.97109924 -1.01282482 -5.57666000 -17.04962167
## 847 848 849 850 851 852
## -6.69267514 -12.96372889 10.09912387 1.98440242 -18.10830664 -3.24144901
## 853 854 855 856 857 858
## 1.32350837 -12.82248461 -4.63935258 -9.65380757 -3.04879856 -11.62385382
## 859 860 861 862 863 864
## 59.43009125 -27.84421526 -7.28412623 4.45015929 -1.23864026 -2.87623874
## 865 866 867 868 869 870
## -7.62772508 -10.67092498 -7.74258538 13.15860225 -7.23499700 4.84518125
## 871 872 873 874 875 876
## -11.85441668 -14.58975033 -2.86825437 -3.13846054 24.42832840 31.49705958
## 877 878 879 880 881 882
## 3.16755453 11.95902138 4.98363645 -8.84596504 -8.46789755 10.70355786
## 883 884 885 886 887 888
## 4.52976286 -6.17108708 27.49685987 -18.34495868 3.38978625 2.56020107
## 889 890 891 892 893 894
## -25.17337034 0.19667921 -20.41732901 -8.17533295 -26.12507568 -7.57510905
## 895 896 897 898 899 900
## 31.53969964 -14.53117273 -12.94589666 -20.83612647 6.90453395 -0.96993121
## 901 902 903 904 905 906
## -13.59891617 6.32458057 22.78142938 -10.41934129 95.21962061 26.97788016
## 907 908 909 910 911 912
## -16.79727123 -3.29264163 3.99663783 19.27490005 -14.32134635 7.55620331
## 913 914 915 916 917 918
## -17.02738278 22.40185777 35.17354490 -5.11058193 -17.30428828 34.19238484
## 919 920 921 922 923 924
## 1.78381794 -4.25207590 -2.67484182 6.01279875 35.33107585 -20.51887653
## 925 926 927 928 929 930
## -15.20631315 -16.85061407 -10.91801485 7.75710259 -22.74977251 -21.92400390
## 931 932 933 934 935 936
## 18.67490011 -10.57931023 -9.14503853 6.81557326 22.10202804 -8.92141295
## 937 938 939 940 941 942
## -15.48951633 -8.67027082 23.35284263 -5.49941399 -7.40280404 -14.70199216
## 943 944 945 946 947 948
## 4.17917601 13.97383198 -27.82635140 -17.37104952 -13.15142726 4.71745877
## 949 950 951 952 953 954
## 35.50829070 -4.25767934 -9.32344862 3.07267938 -17.54196134 -21.59852396
## 955 956 957 958 959 960
## -8.11472737 8.77569264 -14.23315782 -18.00257578 -7.95541012 -5.66923388
## 961 962 963 964 965 966
## 7.93481332 -5.26101359 -17.17082056 24.10896926 -9.00571832 -0.22423107
## 967 968 969 970 971 972
## 9.93590552 15.68871253 -11.90518024 -14.63364898 -21.49447167 -20.17492091
## 973 974 975 976 977 978
## -5.43606585 -10.15573932 -5.42145448 -2.81614981 -3.44062150 -13.33582560
## 979 980 981 982 983 984
## -2.23869224 1.22961920 -13.59144237 -7.02063905 -21.49517174 9.35505513
## 985 986 987 988 989 990
## 42.69183514 13.90123392 1.27396188 51.73563738 -12.54622533 20.38412449
## 991 992 993 994 995 996
## 7.95302373 -18.62214119 -10.47495004 -13.01537714 15.05379956 -20.25641787
## 997 998 999 1000 1001 1002
## -31.00200942 -14.56054997 -4.29309975 -9.11116307 -21.43666828 -3.16322959
## 1003 1004 1005 1006 1007 1008
## -2.40983870 25.96315400 -14.67450332 -9.45243591 7.79678775 -22.94622294
## 1009 1010 1011 1012 1013 1014
## 15.78289547 4.06307011 -11.81894395 8.05906017 9.68874166 -9.23408155
## 1015 1016 1017 1018 1019 1020
## -0.48996539 10.88102088 60.05821719 17.60245815 15.93554469 0.48448921
## 1021 1022 1023 1024 1025 1026
## -15.87572445 -14.63577914 18.77139677 -15.74938772 15.98946011 37.06649536
## 1027 1028 1029 1030 1031 1032
## -11.12650466 7.57528813 -14.70998282 -16.51927185 2.01673751 -7.50552181
## 1033 1034 1035 1036 1037 1038
## 14.99499743 -8.22159933 -1.32391552 26.88933467 10.28830983 -2.52005864
## 1039 1040 1041 1042 1043 1044
## 8.70873528 -2.29059714 -11.81921479 12.31049659 -13.88782815 -10.02982946
## 1045 1046 1047 1048 1049 1050
## 20.85483654 -3.02652703 -18.16216319 30.07424988 26.36380246 -5.58266448
## 1051 1052 1053 1054 1055 1056
## -1.76612434 -2.39099203 -1.87960740 21.46013577 -5.63833342 11.23192044
## 1057 1058 1059 1060 1061 1062
## -20.36012545 -13.27891482 6.31526173 -1.88898107 9.48389595 45.96375945
## 1063 1064 1065 1066 1067 1068
## 35.10114626 -14.97356854 -6.32491443 -18.66153061 -11.05860855 -16.20572539
## 1069 1070 1071 1072 1073 1074
## 17.88566822 -0.62763231 -14.00497050 -12.77067621 -25.45778204 -0.76129052
## 1075 1076 1077 1078 1079 1080
## -3.47210866 31.33992410 0.26062901 -14.25745647 72.58214556 0.80895691
## 1081 1082 1083 1084 1085 1086
## 1.56316592 11.33081561 -8.62249171 30.62966023 -4.50824217 -12.22556571
## 1087 1088 1089 1090 1091 1092
## 19.10489683 29.80155201 -7.13352447 -17.07327064 4.86309466 -5.59218108
## 1093 1094 1095 1096 1097 1098
## -22.66082686 -3.20002707 13.26224223 4.48355835 31.21695245 -6.49510518
## 1099 1100 1101 1102 1103 1104
## -10.36650073 -11.22877108 -6.53495184 10.86996713 -5.73548698 -17.12207839
## 1105 1106 1107 1108 1109 1110
## -1.70105238 7.84329009 -14.41077778 -10.28446192 8.07686580 14.23650725
## 1111 1112 1113 1114 1115 1116
## 84.53280592 14.93210669 1.46596573 -15.80654832 -21.69597021 1.71922921
## 1117 1118 1119 1120 1121 1122
## 70.15594753 -25.64520431 -11.83503095 54.35502090 29.50479159 55.41592359
## 1123 1124 1125 1126 1127 1128
## 19.16779233 -10.31381862 -16.78988632 -13.37687714 8.36447343 -10.80785997
## 1129 1130 1131 1132 1133 1134
## -16.48113156 17.39069476 12.90310228 -5.67099266 15.19775974 -8.55299077
## 1135 1136 1137 1138 1139 1140
## -18.66758834 -15.68742766 9.76075801 -24.13380428 -9.21624968 12.21532565
## 1141 1142 1143 1144 1145 1146
## -13.02286419 -6.53841296 10.64224410 -17.12059817 9.06997341 19.28390523
## 1147 1148 1149 1150 1151 1152
## 8.33115097 26.77012462 -7.69342796 8.06375224 18.20695742 28.07613675
## 1153 1154 1155 1156 1157 1158
## 22.54599584 6.12159613 43.93210980 -4.04199109 -13.01017178 18.14544392
## 1159 1160 1161 1162 1163 1164
## -3.34493138 41.51535980 -10.85810459 -10.25507806 -19.04466995 12.30129755
## 1165 1166 1167 1168 1169 1170
## -13.61560507 -8.42171909 3.96438445 14.09371246 -6.29163551 3.08487334
## 1171 1172 1173 1174 1175 1176
## -11.14470961 1.78928929 -10.30300425 -19.88553200 -22.80874629 -25.13481550
## 1177 1178 1179 1180 1181 1182
## -9.47607262 15.88758863 -14.00910464 2.34478266 16.18289326 -5.35128206
## 1183 1184 1185 1186 1187 1188
## -8.73601471 10.19807026 -4.01164524 -16.03752389 10.81733193 -13.08531140
## 1189 1190 1191 1192 1193 1194
## -14.87672222 11.09506527 4.18515893 6.29741767 -0.12386456 -6.36115976
## 1195 1196 1197 1198 1199 1200
## -21.88260970 -10.57723699 4.62453022 -14.30305679 -25.96399767 8.43415262
## 1201 1202 1203 1204 1205 1206
## -2.32085261 -11.33949973 -0.09326921 13.23622169 -18.01304130 6.78028501
## 1207 1208 1209 1210 1211 1212
## 17.64667148 -1.48991690 -6.72043429 13.49006472 -0.26055887 -2.01218911
## 1213 1214 1215 1216 1217 1218
## -16.48304679 10.17838506 46.43564704 -6.36767144 -2.30425730 -8.42487446
## 1219 1220 1221 1222 1223 1224
## -1.01765088 -6.71605256 -20.15598726 10.26681524 -8.02297791 31.95670378
## 1225 1226 1227 1228 1229 1230
## 28.18370505 21.74521951 0.13682639 -9.24000593 1.30799055 -1.01590726
## 1231 1232 1233 1234 1235 1236
## 0.87340129 -0.78002538 -0.37296499 -12.80999851 -10.12366542 57.30913475
## 1237 1238 1239 1240 1241 1242
## 26.89947683 -3.75409785 5.65575857 -12.15943672 -10.80797168 -2.81956624
## 1243 1244 1245 1246 1247 1248
## -9.21451082 -11.08404799 7.57365791 -0.28999457 -12.62783236 21.37572432
## 1249 1250 1251 1252 1253 1254
## -3.20190777 4.07079202 65.03203324 -1.77729823 -6.09075347 -10.17750500
## 1255 1256 1257 1258 1259 1260
## -0.77148791 45.54798446 5.70281176 -0.42162639 26.83349429 -7.87347897
## 1261 1262 1263 1264 1265 1266
## -0.87037825 -19.06486837 12.47825507 2.41089392 16.87555936 1.74779259
## 1267 1268 1269 1270 1271 1272
## -8.13987641 21.16333642 -1.59438452 29.53750719 -1.02867892 -6.29323324
## 1273 1274 1275 1276 1277 1278
## -4.48299044 -12.75376479 -8.55928981 3.24152804 -10.00143038 -1.67825857
## 1279 1280 1281 1282 1283 1284
## -17.43255418 22.27752164 10.07798192 -9.46426039 39.83014740 41.13762307
## 1285 1286 1287 1288 1289 1290
## 9.10935277 11.18464452 -13.08791541 4.50064136 -11.90846331 18.04164594
## 1291 1292 1293 1294 1295
## -7.93909808 -13.25729789 14.59281273 24.23818903 -13.98417875## 1 2 3 4 5 6 7 8
## 157.4908 150.3026 148.1882 147.1842 138.7028 139.3829 140.3289 144.4353
## 9 10 11 12 13 14 15 16
## 143.4322 156.8096 134.4061 142.6978 144.3071 159.2249 134.0755 139.8762
## 17 18 19 20 21 22 23 24
## 145.2017 149.1767 149.4631 150.9081 139.8310 138.2745 156.2903 157.0298
## 25 26 27 28 29 30 31 32
## 145.0720 161.6224 144.9470 143.2414 152.2481 148.9391 158.9344 145.0113
## 33 34 35 36 37 38 39 40
## 140.4317 155.6447 158.7322 137.2663 136.5727 158.3608 147.7970 157.6344
## 41 42 43 44 45 46 47 48
## 135.7142 155.4891 141.1318 139.9838 158.0416 151.5618 136.1322 140.3907
## 49 50 51 52 53 54 55 56
## 143.9857 138.9957 147.6012 142.2821 148.3755 148.2119 143.9482 152.2901
## 57 58 59 60 61 62 63 64
## 157.5988 142.1275 145.9821 154.5417 151.4549 150.2049 151.1808 153.6074
## 65 66 67 68 69 70 71 72
## 157.2943 136.0057 147.3350 145.3549 148.0499 142.7086 155.6843 146.0163
## 73 74 75 76 77 78 79 80
## 140.2978 157.6958 140.2515 137.3871 156.2497 151.1860 147.6762 142.4070
## 81 82 83 84 85 86 87 88
## 148.1485 141.9725 146.5978 138.7863 148.8616 150.5076 136.3912 141.7995
## 89 90 91 92 93 94 95 96
## 137.6757 149.8699 144.8061 147.6367 158.9412 144.5992 146.9922 156.5195
## 97 98 99 100 101 102 103 104
## 155.7255 138.9714 144.2460 148.6815 142.7693 143.9067 144.2753 160.2769
## 105 106 107 108 109 110 111 112
## 144.5469 143.3807 158.4649 135.9107 146.1006 149.5038 147.7870 138.5849
## 113 114 115 116 117 118 119 120
## 159.3394 147.1893 150.9873 160.8964 145.5346 151.6470 143.1766 150.6377
## 121 122 123 124 125 126 127 128
## 152.8801 148.1294 145.4714 157.8950 141.7724 147.2063 151.2653 142.0798
## 129 130 131 132 133 134 135 136
## 153.5616 159.8751 156.1819 149.0049 150.9261 150.0614 143.7686 142.5622
## 137 138 139 140 141 142 143 144
## 148.5967 149.5072 155.6480 147.9663 149.1487 154.5107 143.1223 136.8671
## 145 146 147 148 149 150 151 152
## 143.8194 148.8733 143.3829 154.4070 152.5976 150.7168 159.3742 150.3595
## 153 154 155 156 157 158 159 160
## 147.6419 152.2217 155.7866 153.1930 151.1929 139.4911 148.9951 158.0520
## 161 162 163 164 165 166 167 168
## 144.3798 159.7302 139.2420 146.9566 151.0483 138.2291 159.8551 158.1267
## 169 170 171 172 173 174 175 176
## 156.3471 137.9782 151.5181 158.6736 140.4353 151.7871 153.7981 148.8778
## 177 178 179 180 181 182 183 184
## 148.5025 157.4508 149.8572 160.3979 137.4761 156.9412 159.5551 137.6753
## 185 186 187 188 189 190 191 192
## 137.5204 152.2696 141.0669 145.1310 151.1134 157.4724 137.6261 147.0642
## 193 194 195 196 197 198 199 200
## 137.3621 145.2915 139.2257 145.3692 148.0376 140.2326 144.6073 153.6869
## 201 202 203 204 205 206 207 208
## 145.9377 155.8491 142.7151 153.6696 137.7747 145.3035 138.8993 141.6092
## 209 210 211 212 213 214 215 216
## 148.9662 156.8497 144.9672 139.2911 144.8482 149.7268 144.1652 140.6884
## 217 218 219 220 221 222 223 224
## 151.0170 144.7435 157.1675 138.4835 147.8646 158.3905 145.7049 154.4888
## 225 226 227 228 229 230 231 232
## 151.6268 152.6289 148.6171 145.6429 140.5909 150.7802 152.6566 152.5149
## 233 234 235 236 237 238 239 240
## 159.4043 142.1757 154.9809 156.3701 156.0669 147.7838 140.0118 151.6750
## 241 242 243 244 245 246 247 248
## 138.8343 160.5794 157.7638 143.2323 150.9979 141.5693 148.9072 146.9453
## 249 250 251 252 253 254 255 256
## 158.0361 154.4232 150.6453 148.4233 145.2145 160.5753 147.6848 149.6688
## 257 258 259 260 261 262 263 264
## 157.7468 140.2619 158.0545 140.3454 139.9918 147.9478 147.7133 141.3660
## 265 266 267 268 269 270 271 272
## 157.4214 150.2730 148.9075 141.3352 150.6349 156.3266 160.2972 138.1055
## 273 274 275 276 277 278 279 280
## 146.4710 148.5820 143.1880 161.4459 137.8847 159.9539 154.6745 157.6291
## 281 282 283 284 285 286 287 288
## 154.7411 138.2465 147.2134 151.9739 148.7242 151.4999 155.9049 148.5981
## 289 290 291 292 293 294 295 296
## 142.9666 145.9693 161.6469 155.6761 158.4272 159.4317 147.1202 143.9627
## 297 298 299 300 301 302 303 304
## 146.3029 157.0100 158.6600 155.1795 152.5953 145.0091 153.9982 156.4720
## 305 306 307 308 309 310 311 312
## 157.7062 159.2454 157.8359 152.9277 152.3161 157.5758 156.0768 145.0612
## 313 314 315 316 317 318 319 320
## 159.2006 152.8304 139.4512 152.7036 154.1791 148.6058 142.5418 145.6769
## 321 322 323 324 325 326 327 328
## 149.1067 137.2659 152.8931 139.5096 139.8820 153.1814 147.2225 151.5769
## 329 330 331 332 333 334 335 336
## 144.0419 143.0015 141.4076 145.0607 147.7612 150.7908 140.3011 157.1836
## 337 338 339 340 341 342 343 344
## 136.0624 155.1866 160.0649 153.4053 158.6491 145.0544 152.1690 141.2277
## 345 346 347 348 349 350 351 352
## 138.2834 146.7620 150.8864 137.0483 153.6200 144.0106 144.2246 138.0128
## 353 354 355 356 357 358 359 360
## 142.2786 151.4057 151.9343 144.8761 145.5018 146.1174 142.0348 145.0727
## 361 362 363 364 365 366 367 368
## 141.2105 138.8874 142.5579 149.6018 135.3071 143.2922 159.8303 140.4928
## 369 370 371 372 373 374 375 376
## 158.0523 155.8373 137.0984 149.1866 141.5015 160.9785 158.7830 149.4237
## 377 378 379 380 381 382 383 384
## 143.0479 146.3672 143.4855 152.5769 150.9351 157.6699 156.5137 159.3353
## 385 386 387 388 389 390 391 392
## 144.1691 159.8246 145.0742 149.6948 154.5227 144.6906 141.5126 148.1172
## 393 394 395 396 397 398 399 400
## 146.3321 159.7091 147.5536 146.1932 147.9652 151.8666 139.8718 140.6240
## 401 402 403 404 405 406 407 408
## 148.1838 143.4028 154.2360 143.6256 146.0520 141.1043 153.6603 151.5117
## 409 410 411 412 413 414 415 416
## 146.2533 148.3915 145.9794 151.4954 138.8965 136.5307 152.4026 146.7084
## 417 418 419 420 421 422 423 424
## 149.0372 139.2438 149.8599 148.3934 151.1559 145.4972 151.7223 150.5168
## 425 426 427 428 429 430 431 432
## 144.8663 155.2403 142.3132 142.3207 156.7356 146.3422 159.1824 155.2178
## 433 434 435 436 437 438 439 440
## 143.3525 155.2383 147.0513 156.1968 142.4215 150.9583 148.8319 143.6740
## 441 442 443 444 445 446 447 448
## 155.9279 148.5327 151.3267 148.9824 143.4057 150.5209 141.5393 157.0008
## 449 450 451 452 453 454 455 456
## 145.5870 144.9825 148.9288 156.5606 148.9041 137.8267 145.2495 151.3198
## 457 458 459 460 461 462 463 464
## 140.4121 149.6002 147.6499 150.9038 148.5343 139.2475 152.8457 145.9268
## 465 466 467 468 469 470 471 472
## 150.4353 144.8358 157.2614 139.1458 135.0105 140.9688 142.7291 139.2233
## 473 474 475 476 477 478 479 480
## 138.8537 134.5560 144.4137 145.6118 142.3131 141.3359 153.8943 145.1851
## 481 482 483 484 485 486 487 488
## 140.8964 140.8403 141.3633 137.2071 158.6018 144.9965 157.9062 142.7923
## 489 490 491 492 493 494 495 496
## 137.2222 147.2211 150.0335 140.0991 139.0618 145.1210 136.7565 140.5156
## 497 498 499 500 501 502 503 504
## 151.9152 156.9675 163.2651 159.5206 137.0919 157.3213 157.8792 157.6355
## 505 506 507 508 509 510 511 512
## 160.6505 153.4466 163.5934 155.3615 157.3796 153.5036 148.3509 157.8970
## 513 514 515 516 517 518 519 520
## 151.3115 138.3903 153.9461 140.3790 153.4561 140.5814 154.3839 146.5376
## 521 522 523 524 525 526 527 528
## 146.9086 137.6871 141.6208 141.7046 149.2617 156.0032 152.6687 140.9490
## 529 530 531 532 533 534 535 536
## 153.9072 154.8267 148.2791 144.5838 138.5019 159.2110 144.5087 151.2222
## 537 538 539 540 541 542 543 544
## 144.8381 138.2886 156.2679 153.5395 147.0578 147.8106 134.9807 138.1087
## 545 546 547 548 549 550 551 552
## 142.7719 135.1906 149.4876 138.2530 148.4422 155.0618 154.7466 147.7580
## 553 554 555 556 557 558 559 560
## 137.6399 154.1136 150.6257 143.3012 142.0578 141.6393 146.7805 159.7451
## 561 562 563 564 565 566 567 568
## 138.6987 153.9033 156.2495 145.9072 143.4409 142.8692 142.1279 144.9144
## 569 570 571 572 573 574 575 576
## 160.1418 149.8662 137.0355 154.7059 146.6649 139.3581 153.6909 143.3736
## 577 578 579 580 581 582 583 584
## 147.3263 149.7041 139.6080 149.0478 137.7039 139.9204 150.6442 154.3915
## 585 586 587 588 589 590 591 592
## 155.9539 148.9982 158.6282 150.0049 145.3546 156.7102 136.5101 155.7985
## 593 594 595 596 597 598 599 600
## 150.1490 156.3193 155.3991 139.5588 138.2973 139.4175 144.3529 156.3747
## 601 602 603 604 605 606 607 608
## 143.7471 147.0007 147.7064 153.4597 148.9466 139.3355 151.2214 154.1417
## 609 610 611 612 613 614 615 616
## 145.3275 150.9319 154.2599 150.8871 157.4585 153.3682 136.0016 159.4153
## 617 618 619 620 621 622 623 624
## 146.0461 156.9822 160.7858 138.1303 145.2944 159.1354 142.3383 158.9853
## 625 626 627 628 629 630 631 632
## 140.1594 149.5083 155.5860 153.0337 155.4043 152.6209 151.7497 141.0533
## 633 634 635 636 637 638 639 640
## 148.6667 146.3860 151.5807 158.9085 159.1238 141.9416 144.6843 139.9517
## 641 642 643 644 645 646 647 648
## 153.9881 152.2066 142.2854 155.4698 159.7041 143.2798 156.0605 151.8297
## 649 650 651 652 653 654 655 656
## 138.7761 151.8532 152.7233 156.5605 158.8976 159.4304 149.3928 154.2380
## 657 658 659 660 661 662 663 664
## 151.1779 148.6659 152.7664 157.4318 140.8601 158.5897 157.8966 157.1484
## 665 666 667 668 669 670 671 672
## 155.2730 153.0802 142.1786 144.3009 157.2602 140.6880 147.6146 143.8963
## 673 674 675 676 677 678 679 680
## 156.6194 151.8488 153.1700 149.6899 158.8743 153.4353 162.0118 141.0190
## 681 682 683 684 685 686 687 688
## 149.8981 149.9757 149.5113 142.7097 147.9210 157.2508 140.8928 150.8821
## 689 690 691 692 693 694 695 696
## 148.7543 142.8671 145.8774 141.0943 143.6619 137.5376 140.5012 142.7435
## 697 698 699 700 701 702 703 704
## 156.4614 155.7310 148.8669 150.9876 152.3169 158.0023 147.0948 153.5891
## 705 706 707 708 709 710 711 712
## 144.0962 142.1752 141.6073 149.0275 159.7957 143.7980 150.6392 159.5298
## 713 714 715 716 717 718 719 720
## 147.9871 148.7171 152.5757 153.0171 158.3219 152.5650 154.6494 153.9466
## 721 722 723 724 725 726 727 728
## 160.5905 151.7581 147.3491 158.9538 142.8235 145.8201 159.6291 155.8584
## 729 730 731 732 733 734 735 736
## 145.0226 161.2649 162.1785 148.2298 150.2613 138.3396 145.2304 147.9906
## 737 738 739 740 741 742 743 744
## 142.4207 158.7150 142.6188 155.4818 145.1917 143.1154 159.4946 152.5345
## 745 746 747 748 749 750 751 752
## 151.1174 151.7126 140.0397 156.0664 142.8025 161.0094 150.3911 152.3792
## 753 754 755 756 757 758 759 760
## 151.3165 162.3742 158.0581 152.0398 153.6335 157.3124 152.4598 143.8066
## 761 762 763 764 765 766 767 768
## 135.2650 138.8075 144.4676 145.5789 146.6258 158.8529 157.0813 155.0463
## 769 770 771 772 773 774 775 776
## 137.4095 161.6008 154.4417 154.7542 134.4512 155.4455 140.3565 154.4619
## 777 778 779 780 781 782 783 784
## 160.0356 161.3313 140.7527 155.2528 136.7542 136.8874 158.7113 154.3839
## 785 786 787 788 789 790 791 792
## 152.7615 145.2603 143.1151 142.5426 150.5816 137.9855 141.2006 148.4319
## 793 794 795 796 797 798 799 800
## 149.0649 146.8126 145.0308 142.9361 154.1990 146.5186 157.3362 151.1678
## 801 802 803 804 805 806 807 808
## 144.6376 155.1721 148.3196 142.8974 134.9370 147.3397 144.9836 149.1005
## 809 810 811 812 813 814 815 816
## 136.3209 137.7537 147.3098 151.5652 143.1960 135.5837 149.6662 154.6932
## 817 818 819 820 821 822 823 824
## 136.5921 153.9154 156.2684 154.5794 141.1540 155.2668 158.4536 142.6343
## 825 826 827 828 829 830 831 832
## 158.3839 143.3635 153.2544 142.4485 133.7028 149.3855 160.1048 162.7806
## 833 834 835 836 837 838 839 840
## 148.7950 134.9021 142.7242 158.9078 148.9657 143.2193 155.6132 139.1054
## 841 842 843 844 845 846 847 848
## 150.5162 145.0056 142.0289 156.0128 152.5767 150.0496 147.6927 154.9637
## 849 850 851 852 853 854 855 856
## 136.9009 147.0156 155.1083 154.2414 143.6765 145.8225 142.6394 139.6538
## 857 858 859 860 861 862 863 864
## 137.0488 155.6239 151.5699 143.8442 151.2841 150.5498 149.2386 133.8762
## 865 866 867 868 869 870 871 872
## 147.6277 144.6709 148.7426 144.8414 152.2350 144.1548 152.8544 148.5898
## 873 874 875 876 877 878 879 880
## 136.8683 145.1385 144.5717 142.5029 139.8324 149.0410 139.0164 142.8460
## 881 882 883 884 885 886 887 888
## 157.4679 157.2964 148.4702 141.1711 142.5031 159.3450 142.6102 145.4398
## 889 890 891 892 893 894 895 896
## 144.1734 150.8033 159.4173 143.1753 148.1251 143.5751 153.4603 149.5312
## 897 898 899 900 901 902 903 904
## 142.9459 147.8361 135.0955 140.9699 137.5989 157.6754 153.2186 142.4193
## 905 906 907 908 909 910 911 912
## 151.7804 160.0221 146.7973 145.2926 137.0034 137.7251 145.3213 156.4438
## 913 914 915 916 917 918 919 920
## 150.0274 145.5981 147.8265 135.1106 146.3043 160.8076 142.2162 144.2521
## 921 922 923 924 925 926 927 928
## 144.6748 148.9872 151.6689 153.5189 146.2063 156.8506 142.9180 136.2429
## 929 930 931 932 933 934 935 936
## 144.7498 144.9240 138.3251 137.5793 152.1450 136.1844 141.8980 146.9214
## 937 938 939 940 941 942 943 944
## 149.4895 138.6703 145.6472 134.4994 142.4028 137.7020 137.8208 144.0262
## 945 946 947 948 949 950 951 952
## 147.8264 155.3710 149.1514 146.2825 149.4917 158.2577 152.3234 146.9273
## 953 954 955 956 957 958 959 960
## 146.5420 140.5985 137.1147 153.2243 152.2332 148.0026 148.9554 145.6692
## 961 962 963 964 965 966 967 968
## 150.0652 141.2610 157.1708 140.8910 147.0057 158.2242 142.0641 151.3113
## 969 970 971 972 973 974 975 976
## 148.9052 141.6336 141.4945 148.1749 138.4361 144.1557 149.4215 153.8161
## 977 978 979 980 981 982 983 984
## 153.4406 155.3358 154.2387 152.7704 143.5914 149.0206 143.4952 143.6449
## 985 986 987 988 989 990 991 992
## 156.3082 143.0988 146.7260 153.2644 143.5462 154.6159 142.0470 138.6221
## 993 994 995 996 997 998 999 1000
## 142.4750 155.0154 139.9462 149.2564 155.0020 149.5605 141.2931 148.1112
## 1001 1002 1003 1004 1005 1006 1007 1008
## 157.4367 149.1632 146.4098 151.0368 152.6745 137.4524 147.2032 135.9462
## 1009 1010 1011 1012 1013 1014 1015 1016
## 140.2171 160.9369 134.8189 140.9409 162.3113 140.2341 137.4900 138.1190
## 1017 1018 1019 1020 1021 1022 1023 1024
## 159.9418 158.3975 143.0645 139.5155 153.8757 144.6358 151.2286 137.7494
## 1025 1026 1027 1028 1029 1030 1031 1032
## 157.0105 153.9335 146.1265 148.4247 141.7100 137.5193 148.9833 141.5055
## 1033 1034 1035 1036 1037 1038 1039 1040
## 160.0050 154.2216 149.3239 151.1107 155.7117 142.5201 140.2913 155.2906
## 1041 1042 1043 1044 1045 1046 1047 1048
## 141.8192 136.6895 136.8878 146.0298 145.1452 145.0265 141.1622 142.9258
## 1049 1050 1051 1052 1053 1054 1055 1056
## 151.6362 140.5827 141.7661 144.3910 139.8796 146.5399 157.6383 162.7681
## 1057 1058 1059 1060 1061 1062 1063 1064
## 158.3601 160.2789 151.6847 142.8890 147.5161 146.0362 144.8989 142.9736
## 1065 1066 1067 1068 1069 1070 1071 1072
## 141.3249 152.6615 153.0586 160.2057 142.1143 135.6276 146.0050 159.7707
## 1073 1074 1075 1076 1077 1078 1079 1080
## 150.4578 157.7613 134.4721 158.6601 157.7394 138.2575 156.4179 148.1910
## 1081 1082 1083 1084 1085 1086 1087 1088
## 139.4368 137.6692 147.6225 149.3703 159.5082 144.2256 138.8951 156.1984
## 1089 1090 1091 1092 1093 1094 1095 1096
## 155.1335 147.0733 151.1369 143.5922 145.6608 153.2000 135.7378 147.5164
## 1097 1098 1099 1100 1101 1102 1103 1104
## 146.7830 148.4951 156.3665 145.2288 145.5350 137.1300 154.7355 158.1221
## 1105 1106 1107 1108 1109 1110 1111 1112
## 144.7011 160.1567 151.4108 134.2845 149.9231 150.7635 149.4672 153.0679
## 1113 1114 1115 1116 1117 1118 1119 1120
## 145.5340 149.8065 152.6960 147.2808 143.8441 153.6452 139.8350 147.6450
## 1121 1122 1123 1124 1125 1126 1127 1128
## 150.4952 152.5841 154.8322 152.3138 150.7899 141.3769 146.6355 154.8079
## 1129 1130 1131 1132 1133 1134 1135 1136
## 158.4811 146.6093 156.0969 140.6710 159.8022 141.5530 143.6676 152.6874
## 1137 1138 1139 1140 1141 1142 1143 1144
## 151.2392 150.1338 153.2162 144.7847 158.0229 161.5384 153.3578 144.1206
## 1145 1146 1147 1148 1149 1150 1151 1152
## 138.9300 154.7161 149.6688 137.2299 149.6934 143.9362 134.7930 159.9239
## 1153 1154 1155 1156 1157 1158 1159 1160
## 151.4540 138.8784 147.0679 148.0420 154.0102 142.8546 144.3449 156.4846
## 1161 1162 1163 1164 1165 1166 1167 1168
## 141.8581 151.2551 143.0447 156.6987 137.6156 139.4217 137.0356 146.9063
## 1169 1170 1171 1172 1173 1174 1175 1176
## 140.2916 148.9151 146.1447 158.2107 155.3030 159.8855 148.8087 157.1348
## 1177 1178 1179 1180 1181 1182 1183 1184
## 152.4761 158.1124 158.0091 148.6552 153.8171 144.3513 140.7360 139.8019
## 1185 1186 1187 1188 1189 1190 1191 1192
## 159.0116 154.0375 135.1827 151.0853 143.8767 139.9049 149.8148 151.7026
## 1193 1194 1195 1196 1197 1198 1199 1200
## 150.1239 153.3612 147.8826 157.5772 147.3755 155.3031 149.9640 144.5658
## 1201 1202 1203 1204 1205 1206 1207 1208
## 136.3209 157.3395 150.0933 157.7638 154.0130 143.2197 137.3533 142.4899
## 1209 1210 1211 1212 1213 1214 1215 1216
## 147.7204 139.5099 137.2606 161.0122 157.4830 157.8216 141.5644 143.3677
## 1217 1218 1219 1220 1221 1222 1223 1224
## 153.3043 156.4249 155.0177 158.7161 144.1560 138.7332 148.0230 160.0433
## 1225 1226 1227 1228 1229 1230 1231 1232
## 157.8163 152.2548 148.8632 143.2400 148.6920 148.0159 159.1266 157.7800
## 1233 1234 1235 1236 1237 1238 1239 1240
## 139.3730 153.8100 154.1237 151.6909 146.1005 149.7541 137.3442 159.1594
## 1241 1242 1243 1244 1245 1246 1247 1248
## 141.8080 142.8196 154.2145 150.0840 154.4263 145.2900 143.6278 136.6243
## 1249 1250 1251 1252 1253 1254 1255 1256
## 154.2019 155.9292 155.9680 144.7773 162.0908 140.1775 150.7715 159.4520
## 1257 1258 1259 1260 1261 1262 1263 1264
## 155.2972 140.4216 152.1665 158.8735 159.8704 142.0649 136.5217 138.5891
## 1265 1266 1267 1268 1269 1270 1271 1272
## 155.1244 140.2522 144.1399 152.8367 156.5944 154.4625 155.0287 143.2932
## 1273 1274 1275 1276 1277 1278 1279 1280
## 140.4830 155.7538 137.5593 146.7585 157.0014 140.6783 146.4326 158.7225
## 1281 1282 1283 1284 1285 1286 1287 1288
## 157.9220 156.4643 156.1699 152.8624 135.8906 139.8154 147.0879 142.4994
## 1289 1290 1291 1292 1293 1294 1295
## 148.9085 135.9584 144.9391 139.2573 153.4072 150.7618 148.9842## Analysis of Variance Table
##
## Response: sbp
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 200940904 200940904 188.2952 < 2e-16 ***
## male 1 3327698 3327698 3.1183 0.07766 .
## bmi 1 3280429 3280429 3.0740 0.07979 .
## dm 1 731 731 0.0007 0.97912
## smk 1 4124095 4124095 3.8646 0.04953 *
## tc 1 196968 196968 0.1846 0.66754
## age:smk 1 285777 285777 0.2678 0.60491
## Residuals 1287 1373433631 1067159
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
# Fit a linear regression model for predicting sbp for patients on
hypertension treatment
# Fit a linear regression model for predicting sbp for patients on hypertension treatment
lm_htn_treatment <- lm(sbp~age+male+bmi+dm+smk+tc+age*smk, data = htn_treatment_data, weights = weights)
# Print the summary of the model
summary(lm_htn_treatment)##
## Call:
## lm(formula = sbp ~ age + male + bmi + dm + smk + tc + age * smk,
## data = htn_treatment_data, weights = weights)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -1644.7 -670.1 -302.3 293.7 6591.6
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 98.8112 26.8123 3.685 0.000443 ***
## age 0.8332 0.2608 3.195 0.002090 **
## male 0.7102 6.7887 0.105 0.916975
## bmi 0.2665 0.5387 0.495 0.622393
## dm 20.3132 9.5125 2.135 0.036179 *
## smk -44.5203 76.8025 -0.580 0.563970
## tc 1.8926 3.5514 0.533 0.595759
## age:smk 0.5867 1.3887 0.422 0.673951
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1270 on 71 degrees of freedom
## Multiple R-squared: 0.2433, Adjusted R-squared: 0.1687
## F-statistic: 3.262 on 7 and 71 DF, p-value: 0.004637## (Intercept) age male bmi dm smk
## 98.8111609 0.8332405 0.7102136 0.2664772 20.3131509 -44.5203192
## tc age:smk
## 1.8926029 0.586718712 Fit a linear regression model for predicting sbp for diabetic population
# Fit a linear regression model for predicting sbp for diabetic population
lm_diabetic <- lm(sbp~age+male+bmi+smk+tc+htn+age*smk, data = diabetic_data, weights = weights)
# Print the summary of the model
summary(lm_diabetic)##
## Call:
## lm(formula = sbp ~ age + male + bmi + smk + tc + htn + age *
## smk, data = diabetic_data, weights = weights)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -2731.8 -380.8 -66.6 318.7 3856.2
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 84.8727 11.1392 7.619 3.38e-12 ***
## age 0.4431 0.1692 2.619 0.00979 **
## male 0.2563 3.9150 0.065 0.94789
## bmi 0.7154 0.3039 2.354 0.01997 *
## smk -7.4500 16.5305 -0.451 0.65291
## tc -0.1330 1.4352 -0.093 0.92632
## htn 25.3806 3.7437 6.779 3.05e-10 ***
## age:smk 0.1748 0.3532 0.495 0.62146
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 989.4 on 141 degrees of freedom
## Multiple R-squared: 0.4884, Adjusted R-squared: 0.463
## F-statistic: 19.23 on 7 and 141 DF, p-value: < 2.2e-16## (Intercept) age male bmi smk tc
## 84.8726644 0.4430917 0.2563199 0.7153838 -7.4499727 -0.1329507
## htn age:smk
## 25.3805508 0.174798513 Model diagnostics
## 1 2 3 4 5
## -6.581864741 -11.792841433 -9.348683643 11.637934338 0.661652304
## 6 7 8 9 10
## -25.763900212 -4.791593175 -7.655485886 13.550319070 14.878846709
## 11 12 13 14 15
## -29.566085721 -9.161048773 -10.722685137 -22.889764790 -31.647106939
## 16 17 18 19 20
## -3.300930748 -16.513177080 -15.175234009 -18.409713130 -0.101982886
## 21 22 23 24 25
## -4.688032416 -14.857667650 -1.328853721 0.740078745 -1.114109457
## 26 27 28 29 30
## -7.335795862 -23.197020085 -8.137836251 9.260260767 5.790084257
## 31 32 33 34 35
## 45.840582273 -2.114029003 -2.948441683 -17.736790336 6.247475047
## 36 37 38 39 40
## -13.058885389 32.433539779 -2.459953772 4.371775639 3.371910147
## 41 42 43 44 45
## 14.319732192 -7.673623046 -0.029155609 7.076360078 14.051340048
## 46 47 48 49 50
## -5.817716601 -18.741778766 -15.306692859 6.430235024 4.981642058
## 51 52 53 54 55
## 27.512730151 -6.581291244 -7.426754468 3.345372814 3.991595526
## 56 57 58 59 60
## -6.198035280 7.188354809 -2.507363271 -20.195913375 41.001335594
## 61 62 63 64 65
## 82.907669097 5.427365801 1.890935285 6.941445354 -5.604328899
## 66 67 68 69 70
## -17.840695178 -9.954749813 -11.070834045 -12.317653440 9.087849498
## 71 72 73 74 75
## 6.837420961 -7.410856293 -24.231424804 10.178993477 -10.465371641
## 76 77 78 79 80
## -7.972554860 6.919903959 -10.928211242 -11.657184337 6.794752292
## 81 82 83 84 85
## 15.041433032 4.361927927 -6.794870136 39.528415490 12.032475976
## 86 87 88 89 90
## -2.747851940 14.287889320 -4.780936002 15.426370522 1.459874137
## 91 92 93 94 95
## -29.273501388 54.913708914 -5.422278464 15.676849861 4.841967031
## 96 97 98 99 100
## 70.144500952 -13.375007228 -8.054177336 4.484175156 4.875802091
## 101 102 103 104 105
## -0.488546253 -16.271673055 52.560638259 -25.800920083 -20.701795339
## 106 107 108 109 110
## -8.181838197 -14.257714380 9.556688433 32.600984779 -18.372451312
## 111 112 113 114 115
## 35.150758954 18.349580475 -0.525722913 -3.210733240 3.782259602
## 116 117 118 119 120
## 2.738831669 -7.304363384 -10.457221827 -14.945676862 4.308074400
## 121 122 123 124 125
## 13.822370564 24.827656519 -6.560050213 -21.462501487 14.750210465
## 126 127 128 129 130
## -16.139441618 -9.939759389 12.143245651 -1.092903016 -6.705908580
## 131 132 133 134 135
## 19.641184724 -4.793782975 11.020498975 -9.730113757 10.297157995
## 136 137 138 139 140
## -12.447378841 -4.070455122 -3.863403465 -0.003253542 -5.384887029
## 141 142 143 144 145
## 53.511952732 0.044520163 -2.112332084 15.631818142 -2.492509070
## 146 147 148 149
## 14.297888489 16.176596016 7.704264058 0.694931743## 1 2 3 4 5 6 7 8
## 121.5819 145.7928 114.3487 105.3621 107.3383 116.7639 114.7916 153.6555
## 9 10 11 12 13 14 15 16
## 125.4497 155.1212 153.5661 158.1610 156.7227 155.8898 152.6471 127.3009
## 17 18 19 20 21 22 23 24
## 122.5132 153.1752 125.4097 115.1020 121.6880 113.8577 110.3289 152.2599
## 25 26 27 28 29 30 31 32
## 158.1141 131.3358 150.1970 137.1378 115.7397 147.2099 158.1594 126.1140
## 33 34 35 36 37 38 39 40
## 115.9484 150.7368 122.7525 161.0589 153.5665 141.4600 155.6282 109.6281
## 41 42 43 44 45 46 47 48
## 120.6803 118.6736 125.0292 114.9236 160.9487 129.8177 127.7418 160.3067
## 49 50 51 52 53 54 55 56
## 111.5698 127.0184 163.4873 150.5813 119.4268 149.6546 120.0084 156.1980
## 57 58 59 60 61 62 63 64
## 159.8116 116.5074 150.1959 156.9987 166.0923 117.5726 125.1091 118.0586
## 65 66 67 68 69 70 71 72
## 120.6043 153.8407 142.9547 149.0708 142.3177 117.9122 131.1626 122.4109
## 73 74 75 76 77 78 79 80
## 158.2314 120.8210 122.4654 153.9726 131.0801 155.9282 153.6572 160.2052
## 81 82 83 84 85 86 87 88
## 151.9586 127.6381 119.7949 158.4716 112.9675 163.7479 122.7121 127.7809
## 89 90 91 92 93 94 95 96
## 153.5736 131.5401 154.2735 153.0863 155.4223 140.3232 119.1580 148.8555
## 97 98 99 100 101 102 103 104
## 159.3750 150.0542 113.5158 115.1242 131.4885 158.2717 158.4394 122.8009
## 105 106 107 108 109 110 111 112
## 159.7018 114.1818 145.2577 154.4433 154.3990 156.3725 149.8492 148.6504
## 113 114 115 116 117 118 119 120
## 125.5257 153.2107 150.2177 125.2612 129.3044 132.4572 136.9457 151.6919
## 121 122 123 124 125 126 127 128
## 161.1776 153.1723 159.5601 136.4625 115.2498 163.1394 124.9398 123.8568
## 129 130 131 132 133 134 135 136
## 128.0929 156.7059 111.3588 159.7938 152.9795 133.7301 117.7028 127.4474
## 137 138 139 140 141 142 143 144
## 109.0705 143.8634 134.0033 149.3849 155.4880 149.9555 161.1123 156.3682
## 145 146 147 148 149
## 157.4925 114.7021 134.8234 160.2957 132.3051## Analysis of Variance Table
##
## Response: sbp
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 62467107 62467107 63.8144 4.389e-13 ***
## male 1 628522 628522 0.6421 0.4243
## bmi 1 21436440 21436440 21.8988 6.673e-06 ***
## smk 1 1020568 1020568 1.0426 0.3090
## tc 1 22886 22886 0.0234 0.8787
## htn 1 45960447 45960447 46.9517 2.083e-10 ***
## age:smk 1 239727 239727 0.2449 0.6215
## Residuals 141 138023136 978887
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
14 Create hypertension grade variable based on sbp and dbp
# Create a new variable for hypertension grade based on sbp and dbp
steps_data <- steps_data %>%
mutate(htn_grade = case_when(
sbp < 120 & dbp < 80 ~ "Normal",
sbp >= 120 & sbp < 140 | dbp >= 80 & dbp<90 ~ "Prehypertension",
sbp >= 140 & sbp < 160 | dbp >= 90 & dbp < 100 ~ "Stage 1",
sbp >= 160 | dbp >= 100 ~ "Stage 2",
TRUE ~ "Unknown"
))
# Check the distribution of the new variable
htn_grade_distribution <- steps_data %>%
group_by(htn_grade) %>%
summarise(count = n()) %>%
mutate(percentage = count / sum(count) * 100)
# Print the distribution
htn_grade_distribution## # A tibble: 4 × 3
## htn_grade count percentage
## <chr> <int> <dbl>
## 1 Normal 1303 29.0
## 2 Prehypertension 2500 55.6
## 3 Stage 1 517 11.5
## 4 Stage 2 180 4Create hypertension grade variable based on sbp only
# Create a new variable for hypertension grade based on sbp only
steps_data <- steps_data %>%
mutate(htn_grade_sbp = case_when(
sbp < 120 ~ "Optimal",
sbp >= 120 & sbp < 130 ~ "Normal",
sbp >= 130 & sbp < 140 ~ "Elevated",
sbp >= 140 & sbp < 160 ~ "Grade 1",
sbp >= 160 & sbp < 180 ~ "Grade 2",
sbp >= 180 ~ "Grade 3",
TRUE ~ "Unknown"
))
# Check the distribution of the new variable
htn_grade_sbp_distribution <- steps_data %>%
group_by(htn_grade_sbp) %>%
summarise(count = n()) %>%
mutate(percentage = count / sum(count) * 100)
# Print the distribution
htn_grade_sbp_distribution## # A tibble: 6 × 3
## htn_grade_sbp count percentage
## <chr> <int> <dbl>
## 1 Elevated 727 16.2
## 2 Grade 1 564 12.5
## 3 Grade 2 179 3.98
## 4 Grade 3 107 2.38
## 5 Normal 1215 27
## 6 Optimal 1708 38.015 Create five year age groups
# Create five year age groups
steps_data <- steps_data %>%
mutate(age_group = case_when(
age < 20 ~ "20 and below",
age >= 20 & age < 25 ~ "20-24",
age >= 25 & age < 30 ~ "25-29",
age >= 30 & age < 35 ~ "30-34",
age >= 35 & age < 40 ~ "35-39",
age >= 40 & age < 45 ~ "40-44",
age >= 45 & age < 50 ~ "45-49",
age >= 50 & age < 55 ~ "50-54",
age >= 55 & age < 60 ~ "55-59",
age >= 60 & age < 65 ~ "60-64",
TRUE ~ "65+"
))
# Check the distribution of the new variable
age_group_distribution <- steps_data %>%
group_by(age_group) %>%
summarise(count = n()) %>%
mutate(percentage = count / sum(count) * 100)
# Print the distribution
age_group_distribution## # A tibble: 11 × 3
## age_group count percentage
## <chr> <int> <dbl>
## 1 20 and below 217 4.82
## 2 20-24 593 13.2
## 3 25-29 688 15.3
## 4 30-34 666 14.8
## 5 35-39 588 13.1
## 6 40-44 459 10.2
## 7 45-49 334 7.42
## 8 50-54 285 6.33
## 9 55-59 256 5.69
## 10 60-64 226 5.02
## 11 65+ 188 4.1816 Summarise mean sbp by age group for those with normal hypertension grade
# Summarise mean sbp by age group for those with normal hypertension grade-add number of observations
mean_sbp_optimal <- steps_data %>%
filter(htn_grade_sbp == "Optimal") %>%
group_by(age_group) %>%
summarise(mean_sbp = mean(sbp, na.rm = TRUE), n = n()) %>%
arrange(age_group)
# Print the summary
mean_sbp_optimal## # A tibble: 11 × 3
## age_group mean_sbp n
## <chr> <dbl> <int>
## 1 20 and below 109. 110
## 2 20-24 111. 301
## 3 25-29 111. 336
## 4 30-34 110. 293
## 5 35-39 110. 228
## 6 40-44 112. 160
## 7 45-49 110. 91
## 8 50-54 110. 69
## 9 55-59 109. 55
## 10 60-64 110. 43
## 11 65+ 107. 2217 Summarise mean sbp by age group for those with prehypertension grade
# Summarise mean sbp by age group for those with prehypertension grade-add number of observations
mean_sbp_normal <- steps_data %>%
filter(sbp == "Normal") %>%
group_by(age_group) %>%
summarise(mean_sbp = mean(sbp, na.rm = TRUE), n = n()) %>%
arrange(age_group)
# Print the summary
mean_sbp_normal## # A tibble: 0 × 3
## # ℹ 3 variables: age_group <chr>, mean_sbp <dbl>, n <int>18 Summarise mean sbp by age group for those with elevated bp
# Summarise mean sbp by age group for those with elevated bp-add number of observations
mean_sbp_elevated <- steps_data %>%
filter(htn_grade_sbp == "Elevated") %>%
group_by(age_group) %>%
summarise(mean_sbp = mean(sbp, na.rm = TRUE), n = n()) %>%
arrange(age_group)
# Print the summary
mean_sbp_elevated## # A tibble: 11 × 3
## age_group mean_sbp n
## <chr> <dbl> <int>
## 1 20 and below 133. 24
## 2 20-24 134. 95
## 3 25-29 134. 92
## 4 30-34 134. 107
## 5 35-39 133. 115
## 6 40-44 134. 81
## 7 45-49 134. 58
## 8 50-54 135. 51
## 9 55-59 135. 47
## 10 60-64 134. 30
## 11 65+ 134. 2719 Summarise mean sbp by age group for those with grade 1 hypertension
# Summarise mean sbp by age group for those with grade 1 hypertension-add number of observations
mean_sbp_grade1 <- steps_data %>%
filter(htn_grade_sbp == "Grade 1") %>%
group_by(age_group) %>%
summarise(mean_sbp = mean(sbp, na.rm = TRUE), n = n()) %>%
arrange(age_group)
# Print the summary
mean_sbp_grade1## # A tibble: 11 × 3
## age_group mean_sbp n
## <chr> <dbl> <int>
## 1 20 and below 146. 13
## 2 20-24 147. 40
## 3 25-29 147. 50
## 4 30-34 145. 43
## 5 35-39 148. 63
## 6 40-44 148. 60
## 7 45-49 148. 56
## 8 50-54 147. 66
## 9 55-59 149. 57
## 10 60-64 149. 61
## 11 65+ 149. 5520 Summarise mean sbp by age group for those with grade 2 hypertension
# Summarise mean sbp by age group for those with grade 2 hypertension-add number of observations
mean_sbp_grade2 <- steps_data %>%
filter(htn_grade_sbp == "Grade 2") %>%
group_by(age_group) %>%
summarise(mean_sbp = mean(sbp, na.rm = TRUE), n = n()) %>%
arrange(age_group)
# Print the summary
mean_sbp_grade2## # A tibble: 11 × 3
## age_group mean_sbp n
## <chr> <dbl> <int>
## 1 20 and below 164 2
## 2 20-24 168 4
## 3 25-29 170 5
## 4 30-34 170. 9
## 5 35-39 166. 13
## 6 40-44 168. 16
## 7 45-49 168. 25
## 8 50-54 170. 14
## 9 55-59 169. 28
## 10 60-64 168. 29
## 11 65+ 169. 3421 Summarise mean sbp by age group for those with grade 3 hypertension
# Summarise mean sbp by age group for those with grade 3 hypertension-add number of observations
mean_sbp_grade3 <- steps_data %>%
filter(htn_grade_sbp == "Grade 3") %>%
group_by(age_group) %>%
summarise(mean_sbp = mean(sbp, na.rm = TRUE), n = n()) %>%
arrange(age_group)
# Print the summary
mean_sbp_grade3## # A tibble: 9 × 3
## age_group mean_sbp n
## <chr> <dbl> <int>
## 1 25-29 192. 6
## 2 30-34 190. 4
## 3 35-39 190. 7
## 4 40-44 190. 8
## 5 45-49 210. 14
## 6 50-54 194. 17
## 7 55-59 204. 13
## 8 60-64 205. 17
## 9 65+ 195. 2122 Fit a linear regression model for predicting sbp by age group for those with optimal hypertension grade
# Fit a linear regression model for predicting sbp by age group for those with optimal hypertension grade
lm_optimal <- lm(sbp~age, data = steps_data %>% filter(htn_grade_sbp == "Optimal"), weights = weights)
# Print the summary of the model
summary(lm_optimal)##
## Call:
## lm(formula = sbp ~ age, data = steps_data %>% filter(htn_grade_sbp ==
## "Optimal"), weights = weights)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -2227.12 -195.12 69.86 246.12 1226.78
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 111.59797 0.49278 226.468 <2e-16 ***
## age -0.03327 0.01510 -2.203 0.0277 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 417.7 on 1706 degrees of freedom
## Multiple R-squared: 0.002838, Adjusted R-squared: 0.002253
## F-statistic: 4.855 on 1 and 1706 DF, p-value: 0.0277## (Intercept) age
## 111.59796906 -0.03326639
## Analysis of Variance Table
##
## Response: sbp
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 847235 847235 4.8552 0.0277 *
## Residuals 1706 297695166 174499
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 123 Fit a linear regression model for predicting sbp by age group for those with normal hypertension grade
# Fit a linear regression model for predicting sbp by age group for those with normal hypertension grade
lm_normal <- lm(sbp~age, data = steps_data %>% filter(sbp <130), weights = weights)
# Print the summary of the model
summary(lm_normal)##
## Call:
## lm(formula = sbp ~ age, data = steps_data %>% filter(sbp < 130),
## weights = weights)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -2740.29 -267.98 48.25 314.58 3082.24
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 114.57928 0.48300 237.226 < 2e-16 ***
## age 0.05046 0.01428 3.535 0.000415 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 541.1 on 2921 degrees of freedom
## Multiple R-squared: 0.004259, Adjusted R-squared: 0.003918
## F-statistic: 12.49 on 1 and 2921 DF, p-value: 0.0004145## (Intercept) age
## 114.57927783 0.05046211
## Analysis of Variance Table
##
## Response: sbp
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 3658496 3658496 12.494 0.0004145 ***
## Residuals 2921 855309248 292814
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 124 Fit a linear regression model for predicting sbp by age group for those with elevated hypertension grade
# Fit a linear regression model for predicting sbp by age group for those with elevated hypertension grade
lm_elevated <- lm(sbp~age, data = steps_data %>% filter(htn_grade_sbp == "Elevated"), weights = weights)
# Print the summary of the model
summary(lm_elevated)##
## Call:
## lm(formula = sbp ~ age, data = steps_data %>% filter(htn_grade_sbp ==
## "Elevated"), weights = weights)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -801.59 -102.66 -15.87 98.69 695.78
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.329e+02 3.051e-01 435.57 < 2e-16 ***
## age 2.705e-02 8.273e-03 3.27 0.00113 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 179.2 on 725 degrees of freedom
## Multiple R-squared: 0.01453, Adjusted R-squared: 0.01317
## F-statistic: 10.69 on 1 and 725 DF, p-value: 0.001127## (Intercept) age
## 132.88040555 0.02705233
## Analysis of Variance Table
##
## Response: sbp
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 343299 343299 10.693 0.001127 **
## Residuals 725 23277156 32106
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 125 Fit a linear regression model for predicting sbp by age group for those with grade 1 hypertension
# Fit a linear regression model for predicting sbp by age group for those with grade 1 hypertension
lm_grade1 <- lm(sbp~age, data = steps_data %>% filter(htn_grade_sbp == "Grade 1"), weights = weights)
# Print the summary of the model
summary(lm_grade1)##
## Call:
## lm(formula = sbp ~ age, data = steps_data %>% filter(htn_grade_sbp ==
## "Grade 1"), weights = weights)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -1388.76 -212.38 -20.57 194.66 1669.85
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 145.15147 0.71770 202.244 < 2e-16 ***
## age 0.05112 0.01636 3.124 0.00187 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 326.9 on 562 degrees of freedom
## Multiple R-squared: 0.01707, Adjusted R-squared: 0.01532
## F-statistic: 9.762 on 1 and 562 DF, p-value: 0.001873## (Intercept) age
## 145.1514730 0.0511182
## Analysis of Variance Table
##
## Response: sbp
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 1043199 1043199 9.7621 0.001873 **
## Residuals 562 60056473 106862
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 126 Fit a linear regression model for predicting sbp by age group for those with grade 2 hypertension
# Fit a linear regression model for predicting sbp by age group for those with grade 2 hypertension
lm_grade2 <- lm(sbp~age, data = steps_data %>% filter(htn_grade_sbp == "Grade 2"), weights = weights)
# Print the summary of the model
summary(lm_grade2)##
## Call:
## lm(formula = sbp ~ age, data = steps_data %>% filter(htn_grade_sbp ==
## "Grade 2"), weights = weights)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -869.41 -149.02 31.66 197.94 789.19
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 166.77675 1.47716 112.904 <2e-16 ***
## age 0.00932 0.03040 0.307 0.76
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 302.3 on 177 degrees of freedom
## Multiple R-squared: 0.0005308, Adjusted R-squared: -0.005116
## F-statistic: 0.094 on 1 and 177 DF, p-value: 0.7595## (Intercept) age
## 166.77675266 0.00932042
## Analysis of Variance Table
##
## Response: sbp
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 8590 8590 0.094 0.7595
## Residuals 177 16174444 9138127 Fit a linear regression model for predicting sbp by age group for those with grade 3 hypertension
# Fit a linear regression model for predicting sbp by age group for those with grade 3 hypertension
lm_grade3 <- lm(sbp~age, data = steps_data %>% filter(htn_grade_sbp == "Grade 3"), weights = weights)
# Print the summary of the model
summary(lm_grade3)##
## Call:
## lm(formula = sbp ~ age, data = steps_data %>% filter(htn_grade_sbp ==
## "Grade 3"), weights = weights)
##
## Weighted Residuals:
## Min 1Q Median 3Q Max
## -1360.0 -539.6 -174.8 258.1 3925.0
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 192.0140 7.1763 26.76 <2e-16 ***
## age 0.1234 0.1356 0.91 0.365
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 807.5 on 105 degrees of freedom
## Multiple R-squared: 0.007825, Adjusted R-squared: -0.001624
## F-statistic: 0.8281 on 1 and 105 DF, p-value: 0.3649## (Intercept) age
## 192.0140279 0.1234323
## Analysis of Variance Table
##
## Response: sbp
## Df Sum Sq Mean Sq F value Pr(>F)
## age 1 539901 539901 0.8281 0.3649
## Residuals 105 68458048 651981