A7_Yu_WingKi
WingKi Yu
2023-11-29
1 Set Up
# import libraries
library(C50)
library(psych)
library(RWeka)
library(caret)## Loading required package: ggplot2##
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library(knitr)
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## alphalibrary(matrixStats)
library(scatterplot3d)
library(rmarkdown)
library(e1071)
library(tidyverse)
library(ggplot2)
library(rpart)
# set up directory
mydir <- getwd()
setwd(mydir)
# import dataset
census <- read.csv(file = "census.csv", stringsAsFactors = FALSE)
# understand the structure
str(census)## 'data.frame': 32561 obs. of 15 variables:
## $ age : int 39 50 38 53 28 37 49 52 31 42 ...
## $ workclass : chr " State-gov" " Self-emp-not-inc" " Private" " Private" ...
## $ fnlwgt : int 77516 83311 215646 234721 338409 284582 160187 209642 45781 159449 ...
## $ education : chr " Bachelors" " Bachelors" " HS-grad" " 11th" ...
## $ education.num : int 13 13 9 7 13 14 5 9 14 13 ...
## $ marital.status: chr " Never-married" " Married-civ-spouse" " Divorced" " Married-civ-spouse" ...
## $ occupation : chr " Adm-clerical" " Exec-managerial" " Handlers-cleaners" " Handlers-cleaners" ...
## $ relationship : chr " Not-in-family" " Husband" " Not-in-family" " Husband" ...
## $ race : chr " White" " White" " White" " Black" ...
## $ sex : chr " Male" " Male" " Male" " Male" ...
## $ capital.gain : int 2174 0 0 0 0 0 0 0 14084 5178 ...
## $ capital.loss : int 0 0 0 0 0 0 0 0 0 0 ...
## $ hours.per.week: int 40 13 40 40 40 40 16 45 50 40 ...
## $ native.country: chr " United-States" " United-States" " United-States" " United-States" ...
## $ y : chr " <=50K" " <=50K" " <=50K" " <=50K" ...summary(census)## age workclass fnlwgt education
## Min. :17.00 Length:32561 Min. : 12285 Length:32561
## 1st Qu.:28.00 Class :character 1st Qu.: 117827 Class :character
## Median :37.00 Mode :character Median : 178356 Mode :character
## Mean :38.58 Mean : 189778
## 3rd Qu.:48.00 3rd Qu.: 237051
## Max. :90.00 Max. :1484705
## education.num marital.status occupation relationship
## Min. : 1.00 Length:32561 Length:32561 Length:32561
## 1st Qu.: 9.00 Class :character Class :character Class :character
## Median :10.00 Mode :character Mode :character Mode :character
## Mean :10.08
## 3rd Qu.:12.00
## Max. :16.00
## race sex capital.gain capital.loss
## Length:32561 Length:32561 Min. : 0 Min. : 0.0
## Class :character Class :character 1st Qu.: 0 1st Qu.: 0.0
## Mode :character Mode :character Median : 0 Median : 0.0
## Mean : 1078 Mean : 87.3
## 3rd Qu.: 0 3rd Qu.: 0.0
## Max. :99999 Max. :4356.0
## hours.per.week native.country y
## Min. : 1.00 Length:32561 Length:32561
## 1st Qu.:40.00 Class :character Class :character
## Median :40.00 Mode :character Mode :character
## Mean :40.44
## 3rd Qu.:45.00
## Max. :99.002 Exploratory Data Analysis EDA
# factorization
census$workclass <- factor(census$workclass)
census$education <- factor(census$education)
census$marital.status <- factor(census$marital.status)
census$occupation <- factor(census$occupation)
census$relationship <- factor(census$relationship)
census$race <- factor(census$race)
census$sex <- factor(census$sex)
census$native.country <- factor(census$native.country)
census$y <- factor(census$y)
str(census)## 'data.frame': 32561 obs. of 15 variables:
## $ age : int 39 50 38 53 28 37 49 52 31 42 ...
## $ workclass : Factor w/ 9 levels " ?"," Federal-gov",..: 8 7 5 5 5 5 5 7 5 5 ...
## $ fnlwgt : int 77516 83311 215646 234721 338409 284582 160187 209642 45781 159449 ...
## $ education : Factor w/ 16 levels " 10th"," 11th",..: 10 10 12 2 10 13 7 12 13 10 ...
## $ education.num : int 13 13 9 7 13 14 5 9 14 13 ...
## $ marital.status: Factor w/ 7 levels " Divorced"," Married-AF-spouse",..: 5 3 1 3 3 3 4 3 5 3 ...
## $ occupation : Factor w/ 15 levels " ?"," Adm-clerical",..: 2 5 7 7 11 5 9 5 11 5 ...
## $ relationship : Factor w/ 6 levels " Husband"," Not-in-family",..: 2 1 2 1 6 6 2 1 2 1 ...
## $ race : Factor w/ 5 levels " Amer-Indian-Eskimo",..: 5 5 5 3 3 5 3 5 5 5 ...
## $ sex : Factor w/ 2 levels " Female"," Male": 2 2 2 2 1 1 1 2 1 2 ...
## $ capital.gain : int 2174 0 0 0 0 0 0 0 14084 5178 ...
## $ capital.loss : int 0 0 0 0 0 0 0 0 0 0 ...
## $ hours.per.week: int 40 13 40 40 40 40 16 45 50 40 ...
## $ native.country: Factor w/ 42 levels " ?"," Cambodia",..: 40 40 40 40 6 40 24 40 40 40 ...
## $ y : Factor w/ 2 levels " <=50K"," >50K": 1 1 1 1 1 1 1 2 2 2 ...summary(census)## age workclass fnlwgt
## Min. :17.00 Private :22696 Min. : 12285
## 1st Qu.:28.00 Self-emp-not-inc: 2541 1st Qu.: 117827
## Median :37.00 Local-gov : 2093 Median : 178356
## Mean :38.58 ? : 1836 Mean : 189778
## 3rd Qu.:48.00 State-gov : 1298 3rd Qu.: 237051
## Max. :90.00 Self-emp-inc : 1116 Max. :1484705
## (Other) : 981
## education education.num marital.status
## HS-grad :10501 Min. : 1.00 Divorced : 4443
## Some-college: 7291 1st Qu.: 9.00 Married-AF-spouse : 23
## Bachelors : 5355 Median :10.00 Married-civ-spouse :14976
## Masters : 1723 Mean :10.08 Married-spouse-absent: 418
## Assoc-voc : 1382 3rd Qu.:12.00 Never-married :10683
## 11th : 1175 Max. :16.00 Separated : 1025
## (Other) : 5134 Widowed : 993
## occupation relationship race
## Prof-specialty :4140 Husband :13193 Amer-Indian-Eskimo: 311
## Craft-repair :4099 Not-in-family : 8305 Asian-Pac-Islander: 1039
## Exec-managerial:4066 Other-relative: 981 Black : 3124
## Adm-clerical :3770 Own-child : 5068 Other : 271
## Sales :3650 Unmarried : 3446 White :27816
## Other-service :3295 Wife : 1568
## (Other) :9541
## sex capital.gain capital.loss hours.per.week
## Female:10771 Min. : 0 Min. : 0.0 Min. : 1.00
## Male :21790 1st Qu.: 0 1st Qu.: 0.0 1st Qu.:40.00
## Median : 0 Median : 0.0 Median :40.00
## Mean : 1078 Mean : 87.3 Mean :40.44
## 3rd Qu.: 0 3rd Qu.: 0.0 3rd Qu.:45.00
## Max. :99999 Max. :4356.0 Max. :99.00
##
## native.country y
## United-States:29170 <=50K:24720
## Mexico : 643 >50K : 7841
## ? : 583
## Philippines : 198
## Germany : 137
## Canada : 121
## (Other) : 1709census %>% pairs.panels() # correlation < 0.6
# drop null values
census %>% summarize(across(everything(), ~ sum(is.na(.)))) # no null## age workclass fnlwgt education education.num marital.status occupation
## 1 0 0 0 0 0 0 0
## relationship race sex capital.gain capital.loss hours.per.week native.country
## 1 0 0 0 0 0 0 0
## y
## 1 0# drop empty strings
census %>%
summarize(across(everything(), ~ sum(. == ""))) %>%
t() %>%
as.data.frame() %>%
filter(V1>0) # no empty strings## [1] V1
## <0 rows> (or 0-length row.names)2.1 Exploring numerical variables
# age
census %>% ggplot() +
geom_histogram(aes(x=age),binwidth = 20) +
ggtitle('Distribution of age')
var(census$age)## [1] 186.0614sd(census$age)## [1] 13.64043# fnlwgt - population weight
census %>% ggplot() +
geom_histogram(aes(x=fnlwgt),binwidth = 20) +
ggtitle('Distribution of fnlwgt') 
var(census$fnlwgt)## [1] 11140797792sd(census$fnlwgt)## [1] 105550# education.num
census %>% ggplot() +
geom_histogram(aes(x=education.num),binwidth = 20) +
ggtitle('Distribution of education.num') 
var(census$education.num)## [1] 6.61889sd(census$education.num)## [1] 2.57272# capital.gain
census %>% ggplot() +
geom_histogram(aes(x=capital.gain),binwidth = 20) +
ggtitle('Distribution of capital.gain') 
var(census$capital.gain)## [1] 54542539sd(census$capital.gain)## [1] 7385.292# capital.loss
census %>% ggplot() +
geom_histogram(aes(x=capital.loss),binwidth = 20) +
ggtitle('Distribution of capital.loss') 
var(census$capital.loss)## [1] 162376.9sd(census$capital.loss)## [1] 402.9602# hours.per.week
census %>% ggplot() +
geom_histogram(aes(x=hours.per.week),binwidth = 20) +
ggtitle('Distribution of hours.per.week') 
var(census$hours.per.week)## [1] 152.459sd(census$hours.per.week)## [1] 12.34743# relationship
#census %>% ggplot() +
# geom_point(aes(x=education.num,y=age))2.2 Exploring characteristic variables
# target variable
census %>% ggplot() +
geom_bar(aes(x=y)) +
ggtitle("Distribution of y")
# workclass
census %>% ggplot() +
geom_bar(aes(x=workclass)) +
ggtitle("Distribution of workclass")
# education
census %>% ggplot() +
geom_bar(aes(x=education)) +
ggtitle("Distribution of education")
# marital.status
census %>% ggplot() +
geom_bar(aes(x=marital.status)) +
ggtitle("Distribution of marital.status")
# occupation
census %>% ggplot() +
geom_bar(aes(x=occupation)) +
ggtitle("Distribution of occupation")
# relationship
census %>% ggplot() +
geom_bar(aes(x=relationship)) +
ggtitle("Distribution of relationship")
# race
census %>% ggplot() +
geom_bar(aes(x=race)) +
ggtitle("Distribution of race")
# sex
census %>% ggplot() +
geom_bar(aes(x=sex)) +
ggtitle("Distribution of sex")
# native.country
census %>% ggplot() +
geom_bar(aes(x=native.country)) +
ggtitle("Distribution of native.country")
# relationship between target and variables
census %>% ggplot() +
geom_bar(aes(x=y,fill=workclass),position="dodge") +
ggtitle("Barplot of y by workclass")
census %>% ggplot() +
geom_bar(aes(x=y,fill=education),position="dodge") +
ggtitle("Barplot of y by education")
census %>% ggplot() +
geom_bar(aes(x=y,fill=relationship),position="dodge") +
ggtitle("Barplot of y by relationship")
census %>% ggplot() +
geom_bar(aes(x=y,fill=race),position="dodge") +
ggtitle("Barplot of y by race")
census %>% ggplot() +
geom_bar(aes(x=y,fill=sex),position="dodge") +
ggtitle("Barplot of y by sex")
2.3 Exploring numeric variables by factors
boxplot(age~y, data = census)
boxplot(capital.gain~y, data = census)
boxplot(capital.loss~y, data = census)
boxplot(hours.per.week~y, data = census)
3 Data Preparation
set.seed(100)
inTrain <- createDataPartition(census$y, p = 0.70, list=FALSE)
train_target <- census[inTrain,15]
test_target <- census[-inTrain,15]
train_input <- census[inTrain,-15]
test_input <- census[-inTrain,-15]
summary(train_target)## <=50K >50K
## 17304 5489summary(test_target)## <=50K >50K
## 7416 2352summary(train_input)## age workclass fnlwgt
## Min. :17.0 Private :15939 Min. : 12285
## 1st Qu.:28.0 Self-emp-not-inc: 1789 1st Qu.: 118721
## Median :37.0 Local-gov : 1442 Median : 179008
## Mean :38.5 ? : 1257 Mean : 190561
## 3rd Qu.:47.0 State-gov : 923 3rd Qu.: 238008
## Max. :90.0 Self-emp-inc : 770 Max. :1484705
## (Other) : 673
## education education.num marital.status
## HS-grad :7319 Min. : 1.00 Divorced : 3117
## Some-college:5101 1st Qu.: 9.00 Married-AF-spouse : 18
## Bachelors :3766 Median :10.00 Married-civ-spouse :10416
## Masters :1191 Mean :10.09 Married-spouse-absent: 299
## Assoc-voc : 975 3rd Qu.:12.00 Never-married : 7533
## 11th : 844 Max. :16.00 Separated : 720
## (Other) :3597 Widowed : 690
## occupation relationship race
## Prof-specialty :2889 Husband :9163 Amer-Indian-Eskimo: 222
## Craft-repair :2850 Not-in-family :5912 Asian-Pac-Islander: 716
## Exec-managerial:2811 Other-relative: 671 Black : 2173
## Adm-clerical :2674 Own-child :3555 Other : 183
## Sales :2628 Unmarried :2380 White :19499
## Other-service :2253 Wife :1112
## (Other) :6688
## sex capital.gain capital.loss hours.per.week
## Female: 7510 Min. : 0 Min. : 0.00 Min. : 1.00
## Male :15283 1st Qu.: 0 1st Qu.: 0.00 1st Qu.:40.00
## Median : 0 Median : 0.00 Median :40.00
## Mean : 1104 Mean : 85.84 Mean :40.45
## 3rd Qu.: 0 3rd Qu.: 0.00 3rd Qu.:45.00
## Max. :99999 Max. :4356.00 Max. :99.00
##
## native.country
## United-States:20399
## Mexico : 456
## ? : 407
## Philippines : 128
## Germany : 95
## Canada : 87
## (Other) : 1221summary(test_input)## age workclass fnlwgt
## Min. :17.00 Private :6757 Min. : 19302
## 1st Qu.:28.00 Self-emp-not-inc: 752 1st Qu.: 115930
## Median :37.00 Local-gov : 651 Median : 177140
## Mean :38.78 ? : 579 Mean : 187952
## 3rd Qu.:48.00 State-gov : 375 3rd Qu.: 235298
## Max. :90.00 Self-emp-inc : 346 Max. :1455435
## (Other) : 308
## education education.num marital.status
## HS-grad :3182 Min. : 1.00 Divorced :1326
## Some-college:2190 1st Qu.: 9.00 Married-AF-spouse : 5
## Bachelors :1589 Median :10.00 Married-civ-spouse :4560
## Masters : 532 Mean :10.07 Married-spouse-absent: 119
## Assoc-voc : 407 3rd Qu.:12.00 Never-married :3150
## Assoc-acdm : 334 Max. :16.00 Separated : 305
## (Other) :1534 Widowed : 303
## occupation relationship race
## Exec-managerial:1255 Husband :4030 Amer-Indian-Eskimo: 89
## Prof-specialty :1251 Not-in-family :2393 Asian-Pac-Islander: 323
## Craft-repair :1249 Other-relative: 310 Black : 951
## Adm-clerical :1096 Own-child :1513 Other : 88
## Other-service :1042 Unmarried :1066 White :8317
## Sales :1022 Wife : 456
## (Other) :2853
## sex capital.gain capital.loss hours.per.week
## Female:3261 Min. : 0 Min. : 0.00 Min. : 1.0
## Male :6507 1st Qu.: 0 1st Qu.: 0.00 1st Qu.:40.0
## Median : 0 Median : 0.00 Median :40.0
## Mean : 1017 Mean : 90.71 Mean :40.4
## 3rd Qu.: 0 3rd Qu.: 0.00 3rd Qu.:45.0
## Max. :99999 Max. :4356.00 Max. :99.0
##
## native.country
## United-States:8771
## Mexico : 187
## ? : 176
## Philippines : 70
## Germany : 42
## Puerto-Rico : 40
## (Other) : 4824 Model Building
4.1 Decision tree
tree_cf1 <- C5.0(train_target ~., data = train_input) #unable to plot: Error in partysplit(varid = as.integer(i), index = index, info = k, prob = NULL) : minimum of ‘index’ is not equal to 1 - coming from a categorical variable with a very small number of observations in a given category
tree_cf2 <- C5.0(train_target ~., control = C5.0Control(noGlobalPruning=FALSE, CF=.9, earlyStopping = FALSE), data = train_input)
tree_cf3 <- C5.0(train_target ~., control = C5.0Control(noGlobalPruning=FALSE, CF=.7, earlyStopping = FALSE), data = train_input)
tree_cf4 <- C5.0(train_target ~., control = C5.0Control(noGlobalPruning=FALSE, CF=.5, earlyStopping = FALSE), data = train_input)
tree_cf5 <- C5.0(train_target ~., control = C5.0Control(noGlobalPruning=FALSE, CF=.3, earlyStopping = FALSE), data = train_input)
tree_cf1$size## [1] 60tree_cf2$size## [1] 479tree_cf3$size## [1] 253tree_cf4$size## [1] 168tree_cf5$size## [1] 72tree1_train_prediction <- predict(tree_cf1, train_input)
tree1_test_prediction <- predict(tree_cf1, test_input)
tree2_train_prediction <- predict(tree_cf2, train_input)
tree2_test_prediction <- predict(tree_cf2, test_input)
tree3_train_prediction <- predict(tree_cf3, train_input)
tree3_test_prediction <- predict(tree_cf3, test_input)
tree4_train_prediction <- predict(tree_cf4, train_input)
tree4_test_prediction <- predict(tree_cf4, test_input)
tree5_train_prediction <- predict(tree_cf5, train_input)
tree5_test_prediction <- predict(tree_cf5, test_input)
mmetric(train_target, tree1_train_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 16299 1005
## >50K 1797 3692
##
## $roc
## NULL
##
## $lift
## NULLmmetric(test_target, tree1_test_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 6932 484
## >50K 808 1544
##
## $roc
## NULL
##
## $lift
## NULLmmetric(train_target, tree2_train_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 16574 730
## >50K 1594 3895
##
## $roc
## NULL
##
## $lift
## NULLmmetric(test_target, tree2_test_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 6919 497
## >50K 867 1485
##
## $roc
## NULL
##
## $lift
## NULLmmetric(train_target, tree3_train_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 16537 767
## >50K 1753 3736
##
## $roc
## NULL
##
## $lift
## NULLmmetric(test_target, tree3_test_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 6945 471
## >50K 867 1485
##
## $roc
## NULL
##
## $lift
## NULLmmetric(train_target, tree4_train_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 16479 825
## >50K 1795 3694
##
## $roc
## NULL
##
## $lift
## NULLmmetric(test_target, tree4_test_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 6955 461
## >50K 856 1496
##
## $roc
## NULL
##
## $lift
## NULLmmetric(train_target, tree5_train_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 16306 998
## >50K 1775 3714
##
## $roc
## NULL
##
## $lift
## NULLmmetric(test_target, tree5_test_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 6927 489
## >50K 806 1546
##
## $roc
## NULL
##
## $lift
## NULLmmetric(train_target, tree1_train_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 87.70675 94.19209 67.26180 90.06963 78.60336 92.08475 72.49166mmetric(test_target, tree1_test_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 86.77314 93.47357 65.64626 89.56072 76.13412 91.47532 70.50228mmetric(train_target, tree2_train_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 89.80389 95.78132 70.96010 91.22633 84.21622 93.44835 77.02195mmetric(test_target, tree2_test_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 86.03604 93.29827 63.13776 88.86463 74.92432 91.02750 68.52792mmetric(train_target, tree3_train_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 88.94397 95.56750 68.06340 90.41553 82.96691 92.92016 74.77982mmetric(test_target, tree3_test_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 86.30221 93.64887 63.13776 88.90169 75.92025 91.21355 68.94150mmetric(train_target, tree4_train_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 88.50524 95.23232 67.29823 90.17730 81.74375 92.63590 73.82094mmetric(test_target, tree4_test_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 86.51720 93.78371 63.60544 89.04110 76.44354 91.35089 69.43606mmetric(train_target, tree5_train_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 87.83398 94.23255 67.66260 90.18307 78.82003 92.16335 72.81639mmetric(test_target, tree5_test_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 86.74242 93.40615 65.73129 89.57714 75.97052 91.45158 70.48097# model feature
C5imp(tree_cf1)## Overall
## capital.gain 100.00
## relationship 95.06
## capital.loss 95.06
## education 55.37
## education.num 39.01
## age 32.59
## hours.per.week 26.57
## occupation 23.12
## race 15.23
## workclass 7.00
## native.country 0.72
## marital.status 0.51
## fnlwgt 0.47
## sex 0.00C5imp(tree_cf2)## Overall
## capital.gain 100.00
## relationship 99.49
## capital.loss 95.06
## age 85.83
## hours.per.week 77.42
## education 63.66
## occupation 53.99
## education.num 39.91
## native.country 33.62
## race 25.10
## workclass 24.17
## marital.status 19.23
## sex 5.73
## fnlwgt 2.53C5imp(tree_cf3)## Overall
## capital.gain 100.00
## relationship 99.49
## capital.loss 95.06
## hours.per.week 79.44
## education 58.28
## age 40.43
## education.num 39.97
## occupation 26.53
## race 21.73
## workclass 20.05
## native.country 14.96
## marital.status 8.19
## sex 5.30
## fnlwgt 1.50C5imp(tree_cf4)## Overall
## capital.gain 100.00
## relationship 99.49
## capital.loss 95.06
## hours.per.week 82.63
## education 57.21
## age 44.56
## education.num 39.96
## occupation 29.00
## race 17.94
## workclass 11.91
## marital.status 9.07
## native.country 8.18
## sex 4.76
## fnlwgt 1.30C5imp(tree_cf5)## Overall
## capital.gain 100.00
## relationship 95.06
## capital.loss 95.06
## education 55.37
## education.num 39.01
## age 32.59
## hours.per.week 26.57
## occupation 23.47
## race 15.32
## workclass 7.24
## native.country 0.72
## marital.status 0.51
## fnlwgt 0.47
## sex 0.00# tree_cf1 best model4.1.1 Cross-validation function
cv_function <- function(df, target, nFolds, seedVal, classification, metrics_list)
{
set.seed(seedVal)
folds = createFolds(df[,target],nFolds)
cv_results <- lapply(folds, function(x)
{
train <- df[-x,-target]
test <- df[x,-target]
train_target <- df[-x,target]
test_target <- df[x,target]
classification_model <- classification(train,train_target)
pred<- predict(classification_model,test)
return(mmetric(test_target,pred,c("ACC","PRECISION","TPR","F1")))
})
cv_results_m <- as.matrix(as.data.frame(cv_results))
cv_mean<- as.matrix(rowMeans(cv_results_m))
colnames(cv_mean) <- "Mean"
cv_sd <- as.matrix(rowSds(cv_results_m))
colnames(cv_sd) <- "Sd"
cv_all <- cbind(cv_results_m, cv_mean, cv_sd)
kable(cv_all,digits=2)
}
df <- census
target <- 15
nFolds <- 5
seedVal <- 500
metrics_list <- c("ACC","PRECISION","TPR","F1")assign("classification", C5.0)
cv_function(df, target, nFolds, seedVal, classification, metrics_list)| Fold1 | Fold2 | Fold3 | Fold4 | Fold5 | Mean | Sd | |
|---|---|---|---|---|---|---|---|
| ACC | 87.36 | 86.89 | 86.56 | 87.00 | 86.30 | 86.82 | 0.41 |
| PRECISION1 | 89.63 | 88.82 | 89.12 | 89.58 | 89.37 | 89.30 | 0.34 |
| PRECISION2 | 78.37 | 78.70 | 76.43 | 76.98 | 74.74 | 77.04 | 1.59 |
| TPR1 | 94.26 | 94.64 | 93.75 | 93.77 | 93.02 | 93.89 | 0.61 |
| TPR2 | 65.62 | 62.44 | 63.90 | 65.65 | 65.11 | 64.55 | 1.38 |
| F11 | 91.89 | 91.64 | 91.38 | 91.63 | 91.16 | 91.54 | 0.28 |
| F12 | 71.43 | 69.63 | 69.61 | 70.86 | 69.60 | 70.23 | 0.87 |
4.2 Simple Naïve Bayes Model
nb1 <- naiveBayes(train_target ~ ., data = train_input)
nb2 <- naiveBayes(train_target ~ . -fnlwgt -race -capital.loss -hours.per.week -native.country, data = train_input)
# worse: age, workclass, education, education.num, marital.status, occupation, relationship, sex
# same: fnlwgt, race, capital.gain, capital.loss, hours.per.week, native.country
nb1_train_prediction <- predict(nb1, train_input)
nb1_test_prediction <- predict(nb1, test_input)
nb2_train_prediction <- predict(nb2, train_input)
nb2_test_prediction <- predict(nb2, test_input)
mmetric(train_target, nb1_train_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 16164 1140
## >50K 2764 2725
##
## $roc
## NULL
##
## $lift
## NULLmmetric(test_target, nb1_test_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 6889 527
## >50K 1184 1168
##
## $roc
## NULL
##
## $lift
## NULLmmetric(train_target, nb2_train_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 16371 933
## >50K 2854 2635
##
## $roc
## NULL
##
## $lift
## NULLmmetric(test_target, nb2_test_prediction, metric="CONF")## $res
## NULL
##
## $conf
## pred
## target <=50K >50K
## <=50K 6961 455
## >50K 1250 1102
##
## $roc
## NULL
##
## $lift
## NULLmmetric(train_target, nb1_train_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 82.87193 93.41193 49.64474 85.39730 70.50453 89.22499 58.26384mmetric(test_target, nb1_test_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 82.48362 92.89374 49.65986 85.33383 68.90855 88.95345 57.72177mmetric(train_target, nb2_train_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 83.38525 94.60818 48.00510 85.15475 73.85090 89.63289 58.18704mmetric(test_target, nb2_test_prediction, metric=c("ACC","TPR","PRECISION","F1"))## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 82.54505 93.86462 46.85374 84.77652 70.77714 89.08940 56.38271# nb1 best model4.2.1 Cross-validation
assign("classification", naiveBayes)
cv_function(df, target, nFolds, seedVal, classification, metrics_list)| Fold1 | Fold2 | Fold3 | Fold4 | Fold5 | Mean | Sd | |
|---|---|---|---|---|---|---|---|
| ACC | 83.03 | 83.22 | 82.65 | 82.20 | 83.02 | 82.82 | 0.40 |
| PRECISION1 | 85.71 | 85.49 | 85.08 | 85.22 | 85.59 | 85.42 | 0.26 |
| PRECISION2 | 70.36 | 71.85 | 70.35 | 67.98 | 70.62 | 70.23 | 1.40 |
| TPR1 | 93.18 | 93.81 | 93.55 | 92.62 | 93.35 | 93.30 | 0.45 |
| TPR2 | 51.02 | 49.81 | 48.28 | 49.39 | 50.45 | 49.79 | 1.05 |
| F11 | 89.29 | 89.46 | 89.11 | 88.77 | 89.30 | 89.19 | 0.26 |
| F12 | 59.15 | 58.83 | 57.26 | 57.22 | 58.85 | 58.26 | 0.94 |
# decision tree better model4.3 Neural network model
MLP <- make_Weka_classifier("weka/classifiers/functions/MultilayerPerceptron")
l <- 0.3
m <- 0.2
n <- 500
h <- 'a'
mlp_1 <- MLP(train_target ~ .,data = train_input, control = Weka_control(L=l,M=m, N=n,H=h))
summary(mlp_1)##
## === Summary ===
##
## Correctly Classified Instances 19260 84.4996 %
## Incorrectly Classified Instances 3533 15.5004 %
## Kappa statistic 0.5375
## Mean absolute error 0.1628
## Root mean squared error 0.3626
## Relative absolute error 44.5246 %
## Root relative squared error 84.794 %
## Total Number of Instances 22793
##
## === Confusion Matrix ===
##
## a b <-- classified as
## 16209 1095 | a = <=50K
## 2438 3051 | b = >50Kmlp_2 <- MLP(train_target ~ .,data = train_input,control = Weka_control(L=l,M=m, N=n,H='a,a'))
summary(mlp_2)##
## === Summary ===
##
## Correctly Classified Instances 19428 85.2367 %
## Incorrectly Classified Instances 3365 14.7633 %
## Kappa statistic 0.6133
## Mean absolute error 0.1978
## Root mean squared error 0.3209
## Relative absolute error 54.0837 %
## Root relative squared error 75.0575 %
## Total Number of Instances 22793
##
## === Confusion Matrix ===
##
## a b <-- classified as
## 15268 2036 | a = <=50K
## 1329 4160 | b = >50Kpredictions_mlp1_train <- predict(mlp_1, train_input)
predictions_mlp1_test <- predict(mlp_1, test_input)
predictions_mlp2_train <- predict(mlp_2, train_input)
predictions_mlp2_test <- predict(mlp_2, test_input)metrics_list <- c("ACC","PRECISION","TPR","F1")
mmetric(train_target,predictions_mlp1_train,metrics_list)## ACC PRECISION1 PRECISION2 TPR1 TPR2 F11 F12
## 84.49963 86.92551 73.58900 93.67198 55.58390 90.17274 63.33160mmetric(test_target,predictions_mlp1_test,metrics_list)## ACC PRECISION1 PRECISION2 TPR1 TPR2 F11 F12
## 83.54832 86.36534 70.91522 93.01510 53.69898 89.56697 61.11783mmetric(train_target,predictions_mlp2_train,metrics_list)## ACC PRECISION1 PRECISION2 TPR1 TPR2 F11 F12
## 85.23670 91.99253 67.14009 88.23393 75.78794 90.07404 71.20240mmetric(test_target,predictions_mlp2_test,metrics_list)## ACC PRECISION1 PRECISION2 TPR1 TPR2 F11 F12
## 82.39148 89.89913 62.01521 86.52913 69.34524 88.18194 65.475714.3.1 Cross-validation
cv_function <- function(df, target, nFolds, seedVal, prediction_method, metrics_list)
{
# create folds using the assigned values
set.seed(seedVal)
folds = createFolds(df[,target],nFolds)
# The lapply loop
cv_results <- lapply(folds, function(x)
{
# data preparation:
test_target <- df[x,target]
test_input <- df[x,-target]
train_target <- df[-x,target]
train_input <- df[-x,-target]
pred_model <- prediction_method(train_target ~ .,data = train_input)
pred <- predict(pred_model, test_input)
return(mmetric(test_target,pred,metrics_list))
})
cv_results_m <- as.matrix(as.data.frame(cv_results))
cv_mean<- as.matrix(rowMeans(cv_results_m))
cv_sd <- as.matrix(rowSds(cv_results_m))
colnames(cv_mean) <- "Mean"
colnames(cv_sd) <- "Sd"
cv_all <- cbind(cv_results_m, cv_mean, cv_sd)
kable(t(cbind(cv_mean,cv_sd)),digits=2)
}
df <- census
target <- 15
seedVal <- 500
metrics_list <- c("ACC","TPR","PRECISION","F1")
assign("prediction_method", MLP)
cv_function(df, target, 5, seedVal, prediction_method, metrics_list)| ACC | TPR1 | TPR2 | PRECISION1 | PRECISION2 | F11 | F12 | |
|---|---|---|---|---|---|---|---|
| Mean | 82.43 | 93.61 | 47.18 | 85.20 | 73.78 | 89.01 | 53.83 |
| Sd | 1.69 | 4.68 | 21.54 | 4.58 | 8.66 | 0.49 | 14.99 |
4.4 SVM (ksvm) models
set.seed(500)
svm_model <- ksvm(train_target ~ .,data = train_input)
svm_model## Support Vector Machine object of class "ksvm"
##
## SV type: C-svc (classification)
## parameter : cost C = 1
##
## Gaussian Radial Basis kernel function.
## Hyperparameter : sigma = 0.0760172458246544
##
## Number of Support Vectors : 7738
##
## Objective Function Value : -6904.703
## Training error : 0.132409fitted(svm_model)## [1] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K >50K
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## [1151] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K >50K <=50K
## [1161] >50K >50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [1171] >50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K
## [1181] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1191] <=50K >50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K
## [1201] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [1211] >50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [1221] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [1231] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1241] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [1251] >50K >50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1261] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [1271] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [1281] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [1291] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [1301] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [1311] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [1321] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1331] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1341] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K
## [1351] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1361] <=50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [1371] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1381] >50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [1391] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [1401] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [1411] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [1421] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K >50K >50K
## [1431] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [1441] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [1451] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1461] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K >50K
## [1471] >50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [1481] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [1491] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1501] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [1511] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1521] <=50K <=50K <=50K <=50K >50K >50K <=50K >50K <=50K <=50K
## [1531] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [1541] <=50K >50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [1551] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [1561] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1571] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [1581] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1591] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [1601] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [1611] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [1621] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1631] >50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [1641] <=50K >50K >50K >50K <=50K <=50K >50K <=50K <=50K >50K
## [1651] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [1661] >50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [1671] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [1681] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1691] <=50K >50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [1701] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1711] >50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [1721] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [1731] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1741] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [1751] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [1761] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [1771] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [1781] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1791] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1801] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [1811] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [1821] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [1831] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [1841] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1851] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [1861] <=50K <=50K <=50K >50K <=50K >50K <=50K >50K >50K <=50K
## [1871] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [1881] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [1891] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1901] <=50K >50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [1911] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1921] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [1931] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [1941] <=50K <=50K <=50K >50K >50K <=50K <=50K >50K <=50K <=50K
## [1951] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [1961] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [1971] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1981] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [1991] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [2001] <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K >50K
## [2011] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2021] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2031] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2041] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [2051] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [2061] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [2071] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2081] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2091] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [2101] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2111] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2121] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [2131] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K
## [2141] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2151] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2161] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [2171] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [2181] >50K >50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [2191] >50K >50K >50K >50K <=50K >50K <=50K >50K <=50K >50K
## [2201] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [2211] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K >50K
## [2221] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [2231] >50K >50K <=50K <=50K >50K <=50K <=50K >50K >50K <=50K
## [2241] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [2251] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2261] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [2271] >50K >50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [2281] <=50K <=50K <=50K <=50K <=50K >50K >50K >50K >50K <=50K
## [2291] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [2301] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [2311] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [2321] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2331] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [2341] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [2351] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [2361] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [2371] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K >50K
## [2381] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [2391] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [2401] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2411] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [2421] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2431] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2441] <=50K <=50K >50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [2451] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [2461] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [2471] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2481] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [2491] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [2501] <=50K <=50K <=50K >50K >50K <=50K >50K >50K <=50K <=50K
## [2511] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [2521] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2531] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [2541] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [2551] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [2561] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [2571] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2581] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2591] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [2601] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [2611] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [2621] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [2631] <=50K <=50K >50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [2641] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [2651] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [2661] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [2671] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [2681] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [2691] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [2701] >50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2711] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [2721] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [2731] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [2741] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [2751] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2761] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2771] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [2781] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2791] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2801] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [2811] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2821] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2831] >50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [2841] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [2851] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [2861] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2871] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [2881] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [2891] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2901] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2911] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2921] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [2931] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [2941] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2951] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [2961] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2971] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2981] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [2991] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [3001] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [3011] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [3021] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [3031] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [3041] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3051] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3061] <=50K >50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [3071] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [3081] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [3091] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3101] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [3111] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3121] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K >50K
## [3131] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3141] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [3151] <=50K >50K >50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [3161] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [3171] >50K <=50K <=50K >50K <=50K <=50K >50K >50K <=50K <=50K
## [3181] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [3191] <=50K <=50K <=50K >50K <=50K >50K <=50K >50K <=50K <=50K
## [3201] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [3211] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3221] <=50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [3231] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [3241] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3251] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [3261] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3271] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3281] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3291] >50K <=50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K
## [3301] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [3311] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [3321] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [3331] <=50K >50K <=50K >50K <=50K <=50K >50K >50K >50K <=50K
## [3341] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3351] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3361] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3371] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [3381] <=50K <=50K >50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [3391] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [3401] >50K <=50K >50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [3411] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [3421] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3431] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3441] >50K <=50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K
## [3451] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [3461] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [3471] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [3481] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3491] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [3501] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [3511] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3521] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3531] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [3541] <=50K >50K >50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [3551] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3561] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3571] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3581] >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [3591] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K >50K <=50K
## [3601] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3611] <=50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [3621] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3631] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [3641] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3651] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3661] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [3671] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [3681] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3691] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3701] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [3711] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3721] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [3731] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [3741] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3751] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [3761] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K <=50K
## [3771] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [3781] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [3791] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3801] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3811] >50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [3821] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [3831] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3841] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [3851] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K >50K <=50K
## [3861] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [3871] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [3881] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3891] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [3901] <=50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [3911] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3921] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3931] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [3941] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3951] <=50K <=50K <=50K >50K >50K <=50K <=50K >50K <=50K <=50K
## [3961] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [3971] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [3981] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [3991] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4001] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K
## [4011] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [4021] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4031] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [4041] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [4051] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [4061] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4071] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4081] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [4091] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [4101] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4111] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4121] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [4131] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4141] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [4151] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4161] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [4171] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4181] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [4191] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4201] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [4211] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4221] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4231] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4241] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [4251] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4261] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [4271] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4281] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4291] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [4301] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4311] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [4321] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [4331] >50K <=50K >50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [4341] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4351] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [4361] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4371] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [4381] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [4391] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [4401] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [4411] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [4421] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [4431] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [4441] <=50K <=50K >50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [4451] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4461] <=50K <=50K <=50K >50K >50K <=50K <=50K >50K <=50K <=50K
## [4471] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4481] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4491] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K >50K
## [4501] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [4511] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K >50K >50K
## [4521] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [4531] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [4541] <=50K >50K >50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [4551] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [4561] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4571] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [4581] <=50K <=50K >50K <=50K <=50K <=50K >50K >50K >50K >50K
## [4591] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [4601] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4611] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4621] <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [4631] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4641] <=50K >50K >50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [4651] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [4661] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K <=50K
## [4671] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [4681] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K >50K
## [4691] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [4701] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K >50K
## [4711] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4721] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4731] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [4741] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [4751] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [4761] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K
## [4771] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4781] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [4791] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4801] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [4811] <=50K >50K >50K >50K >50K <=50K >50K <=50K >50K <=50K
## [4821] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [4831] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4841] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [4851] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [4861] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [4871] >50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [4881] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [4891] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [4901] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4911] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [4921] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4931] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [4941] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4951] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [4961] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4971] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [4981] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [4991] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [5001] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5011] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5021] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [5031] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [5041] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5051] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5061] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [5071] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [5081] >50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [5091] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5101] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [5111] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [5121] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [5131] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [5141] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5151] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [5161] >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K
## [5171] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [5181] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5191] <=50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [5201] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5211] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [5221] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5231] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [5241] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5251] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [5261] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5271] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5281] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5291] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [5301] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5311] >50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [5321] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [5331] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5341] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5351] <=50K >50K >50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [5361] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K >50K >50K
## [5371] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K >50K
## [5381] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [5391] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [5401] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [5411] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [5421] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5431] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K >50K
## [5441] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [5451] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [5461] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [5471] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5481] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [5491] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5501] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [5511] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5521] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5531] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5541] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [5551] <=50K <=50K <=50K >50K <=50K >50K >50K >50K <=50K <=50K
## [5561] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [5571] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [5581] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [5591] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [5601] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [5611] >50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [5621] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [5631] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5641] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [5651] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [5661] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5671] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [5681] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [5691] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [5701] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [5711] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [5721] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [5731] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [5741] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [5751] <=50K <=50K <=50K <=50K >50K >50K <=50K >50K <=50K <=50K
## [5761] <=50K <=50K >50K >50K >50K <=50K >50K <=50K <=50K <=50K
## [5771] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5781] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5791] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [5801] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [5811] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5821] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [5831] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5841] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5851] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K
## [5861] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [5871] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5881] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [5891] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5901] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [5911] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [5921] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [5931] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5941] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [5951] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [5961] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [5971] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [5981] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [5991] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [6001] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [6011] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [6021] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6031] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6041] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6051] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [6061] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [6071] <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [6081] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6091] <=50K <=50K >50K >50K >50K >50K <=50K <=50K >50K <=50K
## [6101] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [6111] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [6121] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6131] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6141] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6151] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [6161] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [6171] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [6181] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [6191] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6201] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [6211] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [6221] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [6231] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6241] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [6251] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [6261] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6271] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [6281] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [6291] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6301] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6311] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K
## [6321] >50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [6331] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6341] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6351] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [6361] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [6371] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [6381] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6391] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [6401] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [6411] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K
## [6421] <=50K <=50K <=50K >50K >50K <=50K >50K >50K <=50K <=50K
## [6431] >50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6441] >50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [6451] <=50K >50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [6461] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6471] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [6481] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6491] <=50K <=50K >50K <=50K >50K <=50K <=50K >50K <=50K >50K
## [6501] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6511] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [6521] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [6531] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [6541] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6551] >50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [6561] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [6571] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6581] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6591] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6601] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6611] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [6621] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [6631] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [6641] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6651] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6661] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6671] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6681] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [6691] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [6701] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [6711] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6721] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6731] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [6741] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [6751] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [6761] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6771] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [6781] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [6791] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6801] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [6811] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [6821] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [6831] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [6841] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [6851] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K >50K
## [6861] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [6871] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6881] >50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K >50K
## [6891] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [6901] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [6911] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [6921] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6931] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6941] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K
## [6951] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [6961] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [6971] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [6981] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [6991] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [7001] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [7011] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [7021] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [7031] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7041] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [7051] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [7061] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [7071] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [7081] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [7091] <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [7101] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K >50K <=50K
## [7111] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [7121] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7131] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7141] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7151] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [7161] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7171] <=50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K <=50K
## [7181] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7191] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [7201] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K >50K
## [7211] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [7221] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [7231] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [7241] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [7251] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7261] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [7271] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [7281] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [7291] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7301] >50K <=50K >50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [7311] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7321] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [7331] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [7341] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7351] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [7361] >50K <=50K <=50K <=50K >50K >50K <=50K <=50K >50K <=50K
## [7371] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [7381] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K >50K
## [7391] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7401] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [7411] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [7421] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7431] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [7441] <=50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K >50K
## [7451] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7461] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [7471] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7481] <=50K >50K <=50K <=50K >50K >50K <=50K >50K <=50K <=50K
## [7491] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [7501] <=50K >50K >50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [7511] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [7521] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7531] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [7541] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K <=50K
## [7551] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [7561] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7571] <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [7581] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7591] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7601] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [7611] <=50K >50K <=50K >50K >50K <=50K >50K >50K <=50K <=50K
## [7621] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7631] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [7641] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [7651] <=50K >50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K
## [7661] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K
## [7671] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [7681] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [7691] <=50K <=50K >50K >50K <=50K >50K >50K >50K <=50K <=50K
## [7701] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [7711] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7721] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K >50K >50K
## [7731] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [7741] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [7751] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [7761] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [7771] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [7781] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [7791] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [7801] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K >50K
## [7811] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [7821] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [7831] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7841] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [7851] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7861] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [7871] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [7881] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [7891] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [7901] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [7911] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [7921] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7931] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [7941] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [7951] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [7961] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7971] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [7981] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [7991] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [8001] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8011] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [8021] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [8031] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K >50K
## [8041] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [8051] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [8061] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [8071] <=50K >50K >50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [8081] <=50K >50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [8091] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [8101] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8111] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8121] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8131] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [8141] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [8151] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [8161] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [8171] <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [8181] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8191] >50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K >50K
## [8201] >50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8211] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8221] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8231] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8241] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [8251] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [8261] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8271] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [8281] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8291] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [8301] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [8311] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8321] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8331] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8341] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [8351] <=50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K >50K
## [8361] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8371] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [8381] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [8391] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [8401] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [8411] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [8421] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [8431] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8441] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8451] <=50K >50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [8461] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8471] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8481] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [8491] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [8501] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8511] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [8521] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [8531] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8541] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [8551] >50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [8561] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [8571] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [8581] >50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [8591] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8601] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8611] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [8621] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8631] <=50K <=50K >50K <=50K >50K <=50K <=50K >50K <=50K >50K
## [8641] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [8651] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8661] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8671] >50K <=50K >50K <=50K >50K <=50K <=50K >50K >50K <=50K
## [8681] <=50K <=50K <=50K >50K <=50K >50K >50K >50K <=50K <=50K
## [8691] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K
## [8701] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [8711] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8721] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [8731] >50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [8741] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [8751] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K
## [8761] <=50K >50K <=50K <=50K >50K >50K >50K <=50K <=50K <=50K
## [8771] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [8781] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K >50K <=50K
## [8791] <=50K >50K >50K >50K <=50K >50K >50K <=50K <=50K <=50K
## [8801] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K <=50K
## [8811] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8821] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [8831] >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K
## [8841] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [8851] <=50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K >50K
## [8861] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [8871] <=50K <=50K >50K <=50K >50K >50K <=50K <=50K >50K <=50K
## [8881] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [8891] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [8901] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8911] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8921] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8931] <=50K >50K <=50K <=50K >50K <=50K >50K <=50K >50K <=50K
## [8941] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [8951] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [8961] <=50K >50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [8971] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [8981] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [8991] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [9001] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K >50K
## [9011] <=50K <=50K >50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [9021] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9031] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [9041] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [9051] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K >50K <=50K
## [9061] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [9071] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9081] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [9091] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [9101] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [9111] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9121] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9131] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [9141] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [9151] <=50K >50K >50K >50K >50K <=50K <=50K >50K <=50K >50K
## [9161] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [9171] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9181] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9191] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [9201] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [9211] >50K <=50K >50K <=50K >50K >50K >50K <=50K <=50K >50K
## [9221] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9231] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [9241] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [9251] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [9261] <=50K <=50K <=50K >50K >50K <=50K >50K <=50K <=50K <=50K
## [9271] >50K <=50K <=50K >50K <=50K >50K <=50K >50K >50K >50K
## [9281] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [9291] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [9301] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [9311] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9321] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9331] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9341] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [9351] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9361] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [9371] >50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [9381] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [9391] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K
## [9401] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9411] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [9421] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K >50K
## [9431] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [9441] <=50K >50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [9451] <=50K >50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [9461] <=50K <=50K <=50K <=50K >50K >50K >50K <=50K <=50K <=50K
## [9471] >50K <=50K >50K >50K >50K <=50K >50K <=50K <=50K <=50K
## [9481] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9491] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [9501] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9511] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [9521] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9531] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [9541] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9551] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [9561] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9571] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [9581] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9591] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [9601] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [9611] >50K <=50K <=50K <=50K <=50K >50K >50K >50K <=50K <=50K
## [9621] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [9631] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [9641] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9651] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [9661] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9671] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K <=50K
## [9681] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9691] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9701] >50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [9711] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [9721] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9731] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [9741] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9751] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [9761] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9771] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [9781] >50K >50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [9791] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9801] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [9811] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [9821] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9831] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [9841] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [9851] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [9861] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K >50K
## [9871] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [9881] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [9891] >50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [9901] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [9911] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [9921] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [9931] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [9941] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [9951] >50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [9961] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [9971] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [9981] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [9991] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [10001] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10011] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10021] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [10031] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [10041] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10051] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [10061] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10071] >50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [10081] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [10091] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10101] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K >50K <=50K
## [10111] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10121] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [10131] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10141] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10151] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [10161] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [10171] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10181] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10191] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [10201] >50K <=50K <=50K <=50K >50K >50K <=50K >50K <=50K <=50K
## [10211] <=50K <=50K >50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [10221] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [10231] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [10241] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10251] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [10261] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [10271] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [10281] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [10291] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [10301] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [10311] >50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [10321] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10331] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10341] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [10351] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [10361] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K >50K
## [10371] <=50K >50K >50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [10381] >50K >50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [10391] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [10401] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [10411] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10421] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10431] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10441] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [10451] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [10461] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K
## [10471] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10481] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [10491] >50K >50K >50K <=50K >50K <=50K >50K <=50K >50K <=50K
## [10501] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [10511] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10521] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [10531] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10541] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [10551] <=50K <=50K >50K <=50K >50K >50K >50K >50K <=50K <=50K
## [10561] <=50K <=50K <=50K >50K <=50K >50K <=50K >50K <=50K <=50K
## [10571] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [10581] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K >50K
## [10591] <=50K <=50K >50K >50K <=50K <=50K >50K <=50K >50K <=50K
## [10601] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [10611] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [10621] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10631] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [10641] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [10651] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [10661] >50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [10671] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [10681] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [10691] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [10701] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [10711] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10721] <=50K <=50K >50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [10731] <=50K >50K >50K <=50K >50K >50K <=50K >50K <=50K <=50K
## [10741] <=50K <=50K >50K >50K >50K <=50K >50K <=50K <=50K <=50K
## [10751] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10761] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [10771] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [10781] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [10791] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [10801] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [10811] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [10821] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [10831] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [10841] <=50K >50K <=50K <=50K >50K >50K >50K >50K <=50K <=50K
## [10851] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [10861] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [10871] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [10881] <=50K >50K <=50K <=50K >50K >50K >50K <=50K >50K >50K
## [10891] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K >50K
## [10901] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [10911] <=50K <=50K >50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [10921] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [10931] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [10941] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [10951] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [10961] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [10971] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [10981] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [10991] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11001] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [11011] >50K <=50K <=50K <=50K >50K >50K >50K <=50K >50K >50K
## [11021] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11031] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [11041] <=50K >50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11051] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11061] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [11071] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11081] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [11091] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11101] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [11111] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [11121] <=50K >50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [11131] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [11141] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [11151] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11161] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [11171] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [11181] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [11191] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11201] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11211] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [11221] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [11231] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11241] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11251] <=50K >50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [11261] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11271] <=50K >50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [11281] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11291] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [11301] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11311] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [11321] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11331] <=50K <=50K >50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [11341] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [11351] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11361] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11371] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11381] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11391] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [11401] <=50K <=50K >50K <=50K >50K >50K >50K <=50K <=50K >50K
## [11411] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [11421] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [11431] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [11441] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [11451] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [11461] <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [11471] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [11481] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [11491] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11501] <=50K <=50K >50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [11511] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11521] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [11531] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [11541] <=50K >50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11551] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11561] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11571] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [11581] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K >50K <=50K
## [11591] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [11601] <=50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [11611] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11621] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [11631] <=50K <=50K <=50K >50K >50K <=50K >50K <=50K <=50K <=50K
## [11641] >50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [11651] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [11661] <=50K >50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K
## [11671] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [11681] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [11691] <=50K <=50K >50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [11701] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11711] <=50K <=50K <=50K <=50K >50K >50K >50K <=50K <=50K >50K
## [11721] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [11731] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11741] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11751] <=50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [11761] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11771] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [11781] >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K
## [11791] >50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [11801] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [11811] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11821] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11831] <=50K <=50K >50K >50K >50K <=50K <=50K <=50K >50K <=50K
## [11841] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11851] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [11861] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11871] >50K >50K <=50K <=50K <=50K <=50K >50K >50K >50K <=50K
## [11881] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [11891] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [11901] <=50K <=50K <=50K <=50K >50K >50K <=50K >50K <=50K <=50K
## [11911] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [11921] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K >50K <=50K
## [11931] <=50K <=50K <=50K <=50K >50K >50K >50K >50K <=50K <=50K
## [11941] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K >50K >50K
## [11951] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [11961] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [11971] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11981] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [11991] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [12001] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [12011] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [12021] >50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [12031] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [12041] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [12051] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [12061] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [12071] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [12081] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12091] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [12101] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12111] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [12121] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12131] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12141] <=50K <=50K >50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [12151] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K >50K <=50K
## [12161] <=50K >50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [12171] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K >50K
## [12181] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [12191] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [12201] <=50K >50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [12211] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [12221] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [12231] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12241] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12251] <=50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K <=50K
## [12261] <=50K >50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [12271] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12281] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12291] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [12301] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [12311] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12321] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [12331] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12341] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [12351] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12361] >50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [12371] >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [12381] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [12391] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [12401] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12411] <=50K <=50K <=50K >50K <=50K <=50K >50K >50K >50K >50K
## [12421] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K >50K
## [12431] >50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12441] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12451] <=50K <=50K <=50K >50K <=50K >50K <=50K >50K <=50K <=50K
## [12461] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [12471] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [12481] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12491] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [12501] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [12511] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12521] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [12531] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [12541] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [12551] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12561] <=50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K >50K
## [12571] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [12581] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [12591] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [12601] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [12611] <=50K <=50K >50K <=50K >50K <=50K <=50K >50K <=50K >50K
## [12621] <=50K >50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12631] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12641] >50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [12651] >50K <=50K <=50K <=50K >50K <=50K >50K <=50K >50K <=50K
## [12661] <=50K >50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [12671] >50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [12681] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [12691] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [12701] <=50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [12711] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K >50K >50K
## [12721] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [12731] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [12741] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [12751] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12761] <=50K <=50K >50K >50K <=50K <=50K >50K <=50K <=50K >50K
## [12771] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [12781] >50K <=50K <=50K >50K <=50K >50K >50K <=50K >50K <=50K
## [12791] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [12801] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [12811] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12821] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12831] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K
## [12841] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [12851] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [12861] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12871] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12881] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12891] >50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K >50K
## [12901] >50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [12911] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12921] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [12931] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [12941] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12951] <=50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [12961] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [12971] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [12981] >50K >50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [12991] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [13001] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13011] <=50K >50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [13021] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [13031] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13041] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13051] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [13061] <=50K <=50K >50K >50K <=50K >50K <=50K <=50K >50K <=50K
## [13071] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [13081] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [13091] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [13101] <=50K >50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [13111] <=50K >50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [13121] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13131] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [13141] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [13151] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13161] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13171] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13181] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [13191] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13201] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [13211] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [13221] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [13231] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K
## [13241] <=50K <=50K <=50K >50K <=50K >50K <=50K >50K <=50K <=50K
## [13251] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [13261] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [13271] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [13281] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [13291] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13301] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [13311] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13321] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [13331] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13341] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [13351] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [13361] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13371] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [13381] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [13391] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [13401] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [13411] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [13421] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [13431] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13441] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [13451] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [13461] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13471] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13481] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [13491] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [13501] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [13511] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [13521] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13531] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13541] <=50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [13551] <=50K >50K >50K >50K <=50K <=50K <=50K >50K <=50K >50K
## [13561] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [13571] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13581] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [13591] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [13601] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K >50K
## [13611] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [13621] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [13631] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [13641] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [13651] >50K >50K >50K >50K <=50K >50K >50K <=50K <=50K >50K
## [13661] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13671] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [13681] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13691] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13701] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13711] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [13721] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13731] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [13741] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [13751] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [13761] <=50K >50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [13771] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [13781] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13791] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [13801] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [13811] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [13821] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [13831] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [13841] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13851] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [13861] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13871] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [13881] <=50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K >50K
## [13891] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [13901] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [13911] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [13921] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13931] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13941] >50K <=50K <=50K <=50K >50K >50K <=50K <=50K >50K >50K
## [13951] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13961] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13971] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [13981] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [13991] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [14001] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [14011] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [14021] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [14031] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [14041] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K
## [14051] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14061] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [14071] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [14081] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14091] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [14101] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [14111] <=50K >50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [14121] <=50K >50K <=50K >50K >50K >50K <=50K >50K >50K >50K
## [14131] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14141] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [14151] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [14161] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14171] <=50K >50K >50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [14181] <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [14191] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [14201] >50K <=50K <=50K >50K >50K <=50K >50K <=50K >50K >50K
## [14211] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [14221] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14231] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [14241] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [14251] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14261] <=50K <=50K >50K <=50K <=50K >50K >50K >50K >50K <=50K
## [14271] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [14281] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [14291] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K >50K
## [14301] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [14311] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [14321] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [14331] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [14341] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [14351] <=50K >50K >50K >50K >50K >50K <=50K <=50K <=50K <=50K
## [14361] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K
## [14371] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [14381] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [14391] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [14401] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14411] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [14421] >50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [14431] <=50K <=50K >50K <=50K <=50K <=50K >50K >50K >50K >50K
## [14441] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14451] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14461] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [14471] <=50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K >50K
## [14481] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [14491] >50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [14501] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14511] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [14521] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14531] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [14541] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [14551] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [14561] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K
## [14571] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14581] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [14591] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [14601] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [14611] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [14621] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [14631] >50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [14641] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14651] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [14661] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14671] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14681] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14691] >50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [14701] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [14711] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [14721] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [14731] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K >50K
## [14741] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [14751] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [14761] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14771] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14781] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [14791] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14801] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14811] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [14821] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [14831] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K >50K
## [14841] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K >50K >50K
## [14851] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [14861] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [14871] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [14881] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14891] <=50K >50K >50K >50K <=50K <=50K <=50K >50K >50K >50K
## [14901] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K >50K <=50K
## [14911] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14921] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [14931] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14941] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [14951] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [14961] >50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [14971] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [14981] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [14991] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15001] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15011] <=50K <=50K <=50K <=50K >50K >50K >50K <=50K <=50K <=50K
## [15021] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [15031] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15041] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [15051] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [15061] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [15071] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [15081] <=50K >50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [15091] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [15101] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [15111] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [15121] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K
## [15131] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [15141] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [15151] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15161] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15171] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15181] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15191] <=50K >50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15201] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15211] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15221] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15231] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15241] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15251] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [15261] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [15271] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15281] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [15291] >50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [15301] >50K >50K <=50K <=50K <=50K <=50K >50K >50K >50K <=50K
## [15311] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15321] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15331] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [15341] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [15351] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [15361] >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [15371] <=50K >50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [15381] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15391] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [15401] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [15411] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [15421] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15431] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15441] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [15451] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15461] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [15471] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15481] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [15491] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15501] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [15511] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [15521] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15531] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15541] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15551] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [15561] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [15571] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K >50K
## [15581] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [15591] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15601] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [15611] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [15621] <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [15631] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15641] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15651] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [15661] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [15671] >50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [15681] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [15691] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K >50K
## [15701] <=50K >50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [15711] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [15721] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [15731] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15741] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K >50K <=50K
## [15751] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15761] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K >50K
## [15771] >50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [15781] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [15791] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [15801] <=50K >50K >50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [15811] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15821] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15831] <=50K >50K <=50K <=50K >50K >50K <=50K >50K <=50K <=50K
## [15841] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [15851] <=50K >50K <=50K >50K >50K <=50K <=50K >50K <=50K <=50K
## [15861] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15871] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [15881] >50K <=50K <=50K <=50K >50K >50K >50K <=50K >50K <=50K
## [15891] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15901] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15911] >50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [15921] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [15931] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [15941] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K >50K
## [15951] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [15961] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [15971] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [15981] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [15991] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [16001] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16011] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K >50K <=50K
## [16021] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [16031] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [16041] <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [16051] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [16061] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [16071] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [16081] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [16091] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16101] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16111] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [16121] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16131] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K >50K
## [16141] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [16151] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [16161] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16171] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16181] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16191] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [16201] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [16211] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [16221] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16231] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [16241] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [16251] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [16261] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [16271] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [16281] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [16291] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K
## [16301] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [16311] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [16321] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [16331] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [16341] <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [16351] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K
## [16361] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [16371] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [16381] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [16391] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16401] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [16411] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [16421] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16431] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [16441] >50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [16451] <=50K <=50K >50K >50K <=50K >50K <=50K >50K <=50K <=50K
## [16461] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16471] >50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [16481] >50K >50K >50K <=50K >50K >50K >50K <=50K <=50K <=50K
## [16491] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16501] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [16511] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [16521] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16531] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [16541] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [16551] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16561] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [16571] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [16581] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K >50K >50K
## [16591] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [16601] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [16611] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16621] >50K <=50K >50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [16631] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [16641] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [16651] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16661] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16671] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16681] >50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [16691] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [16701] >50K <=50K <=50K <=50K >50K <=50K <=50K >50K >50K >50K
## [16711] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [16721] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [16731] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [16741] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16751] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16761] <=50K >50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [16771] >50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16781] >50K <=50K >50K >50K <=50K >50K <=50K <=50K <=50K >50K
## [16791] >50K >50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [16801] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [16811] >50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K
## [16821] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [16831] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [16841] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [16851] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [16861] <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [16871] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [16881] >50K >50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [16891] <=50K >50K >50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [16901] >50K <=50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [16911] >50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K >50K
## [16921] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [16931] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [16941] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [16951] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [16961] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [16971] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [16981] <=50K >50K >50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [16991] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [17001] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [17011] <=50K >50K >50K >50K >50K >50K >50K <=50K <=50K <=50K
## [17021] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [17031] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17041] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [17051] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [17061] >50K >50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [17071] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17081] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17091] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17101] <=50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K >50K
## [17111] <=50K >50K >50K >50K >50K <=50K >50K <=50K <=50K <=50K
## [17121] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [17131] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17141] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [17151] >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [17161] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [17171] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [17181] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [17191] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17201] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17211] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [17221] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17231] <=50K <=50K >50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [17241] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17251] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [17261] <=50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [17271] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17281] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17291] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [17301] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [17311] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17321] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17331] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [17341] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [17351] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [17361] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [17371] <=50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [17381] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [17391] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17401] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [17411] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [17421] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [17431] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [17441] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17451] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17461] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17471] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17481] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17491] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [17501] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [17511] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17521] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K >50K
## [17531] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [17541] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K >50K
## [17551] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17561] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [17571] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [17581] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [17591] <=50K >50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [17601] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17611] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17621] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [17631] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [17641] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17651] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [17661] >50K <=50K <=50K <=50K >50K >50K >50K <=50K <=50K <=50K
## [17671] <=50K <=50K >50K >50K >50K >50K <=50K <=50K <=50K <=50K
## [17681] <=50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [17691] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [17701] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17711] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [17721] <=50K <=50K <=50K <=50K >50K <=50K >50K >50K >50K <=50K
## [17731] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [17741] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17751] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [17761] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17771] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [17781] <=50K >50K >50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [17791] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [17801] >50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [17811] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17821] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [17831] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17841] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [17851] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17861] <=50K <=50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K
## [17871] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17881] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17891] <=50K <=50K >50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [17901] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [17911] >50K >50K <=50K <=50K >50K >50K >50K <=50K <=50K >50K
## [17921] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17931] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17941] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [17951] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [17961] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17971] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [17981] <=50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K <=50K
## [17991] <=50K >50K >50K <=50K <=50K >50K >50K <=50K <=50K >50K
## [18001] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [18011] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [18021] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [18031] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [18041] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18051] >50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [18061] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [18071] <=50K <=50K >50K >50K <=50K <=50K >50K >50K <=50K >50K
## [18081] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18091] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18101] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18111] >50K <=50K <=50K >50K <=50K >50K >50K <=50K <=50K >50K
## [18121] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18131] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [18141] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18151] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [18161] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18171] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [18181] >50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [18191] >50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [18201] <=50K <=50K <=50K >50K <=50K >50K >50K <=50K <=50K >50K
## [18211] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18221] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [18231] >50K >50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [18241] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [18251] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [18261] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18271] <=50K <=50K >50K >50K >50K <=50K <=50K >50K <=50K <=50K
## [18281] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [18291] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18301] <=50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K
## [18311] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18321] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K
## [18331] >50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [18341] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18351] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [18361] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [18371] <=50K <=50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K
## [18381] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18391] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18401] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18411] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [18421] <=50K >50K <=50K >50K <=50K <=50K >50K >50K <=50K <=50K
## [18431] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [18441] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [18451] >50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [18461] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [18471] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [18481] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18491] <=50K <=50K <=50K >50K >50K <=50K <=50K >50K <=50K <=50K
## [18501] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [18511] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [18521] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [18531] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [18541] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18551] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18561] >50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [18571] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [18581] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [18591] <=50K <=50K >50K >50K >50K >50K <=50K <=50K <=50K <=50K
## [18601] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [18611] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18621] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [18631] <=50K >50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [18641] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18651] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [18661] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [18671] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [18681] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K >50K
## [18691] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18701] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [18711] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18721] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18731] <=50K <=50K >50K >50K >50K <=50K <=50K <=50K <=50K >50K
## [18741] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [18751] >50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [18761] <=50K <=50K <=50K <=50K >50K >50K >50K <=50K <=50K <=50K
## [18771] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [18781] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [18791] >50K >50K <=50K <=50K >50K >50K >50K >50K <=50K <=50K
## [18801] >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [18811] >50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [18821] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K >50K
## [18831] <=50K >50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [18841] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [18851] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K >50K
## [18861] <=50K <=50K >50K >50K >50K <=50K >50K <=50K <=50K <=50K
## [18871] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18881] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [18891] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [18901] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [18911] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18921] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [18931] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [18941] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18951] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [18961] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K >50K
## [18971] >50K <=50K >50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [18981] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K >50K >50K
## [18991] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19001] >50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [19011] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [19021] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [19031] <=50K <=50K <=50K >50K >50K <=50K <=50K >50K >50K <=50K
## [19041] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [19051] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [19061] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19071] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [19081] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [19091] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [19101] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [19111] <=50K <=50K >50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [19121] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [19131] <=50K <=50K >50K <=50K >50K <=50K >50K >50K <=50K <=50K
## [19141] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19151] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19161] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [19171] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [19181] >50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [19191] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [19201] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [19211] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19221] >50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [19231] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [19241] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19251] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19261] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19271] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [19281] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [19291] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K >50K <=50K
## [19301] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [19311] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [19321] <=50K >50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [19331] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [19341] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [19351] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19361] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19371] >50K >50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [19381] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19391] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19401] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [19411] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [19421] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19431] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [19441] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [19451] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [19461] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [19471] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [19481] <=50K <=50K <=50K >50K >50K <=50K >50K <=50K <=50K <=50K
## [19491] <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [19501] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19511] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19521] <=50K >50K >50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [19531] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19541] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [19551] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [19561] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [19571] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [19581] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19591] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19601] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19611] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K <=50K
## [19621] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [19631] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [19641] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19651] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [19661] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [19671] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [19681] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [19691] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [19701] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [19711] <=50K <=50K >50K >50K >50K <=50K <=50K <=50K >50K <=50K
## [19721] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [19731] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [19741] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [19751] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19761] >50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K <=50K
## [19771] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [19781] <=50K <=50K >50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [19791] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19801] <=50K >50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [19811] <=50K <=50K <=50K >50K <=50K >50K <=50K >50K <=50K <=50K
## [19821] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [19831] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [19841] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [19851] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [19861] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [19871] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19881] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [19891] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19901] <=50K <=50K <=50K >50K >50K <=50K <=50K >50K <=50K <=50K
## [19911] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [19921] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19931] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19941] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [19951] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19961] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [19971] <=50K <=50K <=50K >50K >50K <=50K >50K <=50K <=50K <=50K
## [19981] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [19991] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20001] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K >50K
## [20011] <=50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [20021] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [20031] <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [20041] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [20051] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [20061] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [20071] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [20081] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20091] <=50K <=50K >50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [20101] <=50K <=50K <=50K <=50K <=50K >50K >50K >50K <=50K <=50K
## [20111] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20121] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20131] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20141] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [20151] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [20161] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [20171] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20181] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [20191] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [20201] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [20211] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [20221] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20231] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20241] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [20251] >50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [20261] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [20271] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [20281] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [20291] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K >50K
## [20301] <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20311] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [20321] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [20331] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [20341] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [20351] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [20361] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [20371] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [20381] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [20391] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20401] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [20411] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [20421] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [20431] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20441] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20451] <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [20461] <=50K <=50K >50K >50K >50K <=50K <=50K <=50K >50K <=50K
## [20471] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K >50K
## [20481] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [20491] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [20501] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [20511] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20521] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20531] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [20541] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [20551] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20561] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20571] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20581] <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [20591] <=50K >50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K
## [20601] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [20611] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K >50K
## [20621] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20631] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [20641] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [20651] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20661] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [20671] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K >50K >50K
## [20681] <=50K <=50K >50K >50K <=50K >50K >50K <=50K <=50K <=50K
## [20691] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [20701] <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K
## [20711] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [20721] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [20731] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [20741] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20751] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [20761] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20771] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20781] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [20791] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [20801] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [20811] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [20821] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [20831] >50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20841] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20851] <=50K <=50K >50K <=50K >50K >50K <=50K >50K >50K <=50K
## [20861] >50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [20871] <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [20881] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [20891] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K >50K >50K
## [20901] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [20911] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [20921] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K
## [20931] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [20941] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [20951] <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [20961] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [20971] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [20981] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [20991] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21001] <=50K <=50K <=50K >50K <=50K >50K >50K >50K <=50K <=50K
## [21011] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K >50K
## [21021] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21031] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21041] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [21051] <=50K <=50K <=50K >50K >50K >50K <=50K <=50K <=50K <=50K
## [21061] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [21071] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [21081] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [21091] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21101] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [21111] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21121] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [21131] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [21141] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [21151] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21161] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [21171] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [21181] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21191] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [21201] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [21211] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21221] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [21231] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K >50K
## [21241] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [21251] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [21261] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [21271] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21281] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [21291] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [21301] <=50K >50K <=50K >50K <=50K >50K <=50K >50K >50K <=50K
## [21311] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21321] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [21331] <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K
## [21341] <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [21351] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [21361] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K
## [21371] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [21381] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [21391] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K <=50K
## [21401] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [21411] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [21421] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [21431] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21441] >50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [21451] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [21461] <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K
## [21471] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [21481] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [21491] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21501] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [21511] <=50K <=50K >50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [21521] >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [21531] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21541] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21551] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [21561] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [21571] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [21581] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21591] <=50K >50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [21601] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21611] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [21621] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K
## [21631] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21641] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21651] >50K <=50K >50K <=50K <=50K >50K >50K <=50K <=50K >50K
## [21661] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21671] <=50K <=50K >50K >50K <=50K <=50K >50K >50K <=50K <=50K
## [21681] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [21691] <=50K >50K <=50K >50K >50K <=50K >50K <=50K >50K <=50K
## [21701] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [21711] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [21721] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [21731] <=50K <=50K >50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [21741] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K >50K
## [21751] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [21761] <=50K <=50K <=50K >50K <=50K <=50K >50K >50K <=50K <=50K
## [21771] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [21781] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [21791] <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21801] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21811] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [21821] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [21831] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [21841] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [21851] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [21861] >50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [21871] <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K
## [21881] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [21891] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [21901] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [21911] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K >50K
## [21921] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21931] <=50K >50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [21941] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [21951] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [21961] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [21971] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [21981] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [21991] <=50K <=50K >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22001] <=50K <=50K >50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [22011] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [22021] >50K <=50K <=50K <=50K <=50K >50K <=50K >50K >50K <=50K
## [22031] >50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [22041] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [22051] >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K
## [22061] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22071] <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K <=50K
## [22081] <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22091] <=50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [22101] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22111] <=50K >50K >50K <=50K >50K <=50K >50K >50K >50K <=50K
## [22121] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K
## [22131] >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [22141] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [22151] <=50K <=50K <=50K <=50K <=50K >50K >50K >50K <=50K <=50K
## [22161] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K >50K
## [22171] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22181] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22191] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22201] >50K >50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [22211] <=50K <=50K <=50K <=50K >50K >50K <=50K >50K <=50K <=50K
## [22221] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22231] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22241] >50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [22251] >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22261] >50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K
## [22271] >50K <=50K >50K <=50K <=50K >50K >50K >50K >50K >50K
## [22281] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K >50K
## [22291] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22301] <=50K >50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K
## [22311] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22321] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [22331] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [22341] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22351] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [22361] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K
## [22371] <=50K <=50K <=50K >50K >50K >50K <=50K >50K <=50K <=50K
## [22381] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [22391] <=50K >50K <=50K >50K <=50K >50K >50K <=50K <=50K <=50K
## [22401] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [22411] <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K
## [22421] <=50K <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [22431] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [22441] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [22451] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K >50K
## [22461] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [22471] <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K >50K >50K
## [22481] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [22491] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [22501] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22511] <=50K <=50K >50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [22521] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K
## [22531] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [22541] >50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [22551] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K
## [22561] <=50K <=50K >50K >50K <=50K >50K <=50K <=50K <=50K <=50K
## [22571] <=50K <=50K <=50K <=50K <=50K >50K >50K <=50K <=50K <=50K
## [22581] <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [22591] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22601] <=50K >50K >50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [22611] <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K
## [22621] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [22631] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22641] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K >50K >50K
## [22651] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22661] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K
## [22671] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22681] <=50K <=50K <=50K >50K <=50K <=50K >50K <=50K <=50K <=50K
## [22691] >50K >50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [22701] >50K <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K
## [22711] <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K >50K >50K
## [22721] <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K >50K <=50K
## [22731] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [22741] <=50K <=50K <=50K <=50K <=50K >50K <=50K <=50K <=50K <=50K
## [22751] >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K
## [22761] <=50K <=50K <=50K <=50K <=50K <=50K >50K <=50K >50K <=50K
## [22771] <=50K <=50K >50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22781] <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K <=50K
## [22791] <=50K <=50K >50K
## Levels: <=50K >50KSVindex(svm_model)## [1] 2 5 6 7 9 10 14 18 20 22 25 26
## [13] 31 32 34 35 38 40 41 44 46 52 53 56
## [25] 61 62 64 65 67 69 70 73 74 76 79 84
## [37] 89 91 95 99 101 103 105 107 108 112 117 121
## [49] 128 130 131 133 134 138 139 145 152 155 157 158
## [61] 160 163 171 178 182 189 192 194 196 201 205 206
## [73] 215 220 221 222 226 229 234 240 244 247 251 257
## [85] 260 262 263 265 266 268 274 279 282 288 292 294
## [97] 297 298 303 304 310 313 314 318 326 327 328 331
## [109] 333 335 342 346 355 370 373 374 377 384 392 395
## [121] 396 397 399 402 404 406 407 411 416 418 431 432
## [133] 438 439 443 446 447 448 449 454 455 458 462 463
## [145] 464 469 470 471 472 474 475 477 479 482 483 487
## [157] 489 501 503 504 508 509 511 512 515 517 518 519
## [169] 521 529 535 539 542 549 554 557 558 560 563 564
## [181] 566 569 570 572 579 581 583 584 589 591 597 602
## [193] 604 607 608 610 611 622 625 628 632 633 634 636
## [205] 645 655 664 665 668 671 678 681 682 683 687 689
## [217] 691 694 700 704 707 708 709 710 711 715 718 719
## [229] 721 724 725 727 736 737 738 752 754 756 758 760
## [241] 765 766 770 771 773 778 779 784 790 791 792 793
## [253] 798 799 800 801 802 808 809 815 818 819 823 824
## [265] 827 828 829 831 832 833 836 840 841 843 844 849
## [277] 850 853 854 856 857 858 860 861 862 863 864 871
## [289] 872 875 877 890 893 895 897 901 907 908 909 912
## [301] 914 915 917 920 923 926 927 928 931 932 938 939
## [313] 941 942 945 949 950 951 952 953 954 955 960 962
## [325] 963 965 970 975 977 984 987 990 992 996 997 998
## [337] 999 1000 1001 1004 1005 1009 1010 1011 1012 1014 1019 1021
## [349] 1026 1028 1029 1030 1033 1034 1035 1036 1037 1041 1043 1047
## [361] 1048 1050 1051 1052 1054 1057 1062 1064 1067 1068 1069 1072
## [373] 1073 1076 1078 1080 1081 1083 1088 1092 1095 1096 1099 1101
## [385] 1102 1108 1112 1117 1121 1124 1125 1132 1133 1139 1144 1145
## [397] 1149 1150 1151 1153 1155 1158 1159 1164 1170 1172 1175 1177
## [409] 1180 1187 1190 1192 1193 1199 1200 1206 1209 1211 1212 1215
## [421] 1216 1218 1228 1232 1233 1240 1241 1245 1247 1248 1253 1256
## [433] 1260 1263 1265 1269 1270 1273 1274 1276 1280 1281 1288 1290
## [445] 1292 1295 1296 1298 1300 1306 1307 1311 1317 1318 1319 1323
## [457] 1324 1328 1330 1332 1333 1334 1341 1342 1346 1347 1350 1351
## [469] 1353 1354 1359 1360 1361 1366 1370 1377 1379 1384 1390 1392
## [481] 1394 1397 1402 1405 1406 1410 1418 1419 1420 1423 1425 1426
## [493] 1428 1429 1431 1432 1435 1436 1439 1440 1444 1449 1458 1460
## [505] 1462 1466 1468 1469 1471 1473 1474 1475 1478 1482 1483 1489
## [517] 1491 1497 1504 1505 1509 1514 1516 1525 1527 1531 1532 1534
## [529] 1541 1542 1543 1544 1545 1547 1548 1552 1555 1558 1559 1562
## [541] 1563 1564 1568 1576 1580 1583 1585 1586 1587 1588 1592 1595
## [553] 1599 1605 1609 1611 1623 1632 1636 1637 1638 1640 1642 1644
## [565] 1650 1652 1653 1661 1662 1664 1671 1674 1680 1681 1682 1683
## [577] 1685 1692 1693 1695 1696 1703 1705 1707 1708 1712 1719 1722
## [589] 1723 1724 1729 1733 1734 1740 1744 1747 1748 1753 1755 1769
## [601] 1770 1775 1777 1778 1780 1781 1786 1788 1791 1792 1799 1802
## [613] 1810 1811 1816 1820 1825 1827 1831 1832 1835 1836 1837 1839
## [625] 1841 1846 1854 1856 1857 1862 1866 1868 1870 1877 1880 1881
## [637] 1884 1887 1888 1889 1890 1891 1893 1895 1900 1901 1902 1904
## [649] 1908 1912 1914 1917 1923 1925 1927 1928 1929 1932 1933 1937
## [661] 1940 1942 1944 1951 1952 1956 1957 1960 1962 1964 1967 1971
## [673] 1972 1974 1976 1981 1984 1987 1988 1995 1997 1999 2002 2003
## [685] 2004 2011 2013 2014 2016 2018 2025 2032 2033 2036 2041 2042
## [697] 2046 2049 2053 2054 2056 2065 2067 2068 2069 2072 2074 2079
## [709] 2081 2091 2092 2096 2099 2106 2107 2108 2110 2111 2117 2118
## [721] 2127 2128 2129 2136 2138 2139 2140 2142 2143 2154 2155 2160
## [733] 2172 2173 2181 2182 2188 2194 2200 2204 2210 2211 2217 2219
## [745] 2221 2223 2224 2227 2228 2230 2231 2232 2235 2236 2238 2239
## [757] 2243 2247 2248 2251 2256 2260 2270 2272 2274 2286 2288 2290
## [769] 2291 2294 2296 2298 2300 2301 2302 2303 2304 2308 2312 2314
## [781] 2319 2320 2324 2327 2331 2333 2336 2340 2341 2342 2346 2351
## [793] 2356 2361 2362 2363 2365 2366 2368 2369 2373 2376 2380 2384
## [805] 2385 2389 2391 2394 2395 2405 2409 2410 2414 2415 2427 2432
## [817] 2433 2436 2438 2439 2440 2443 2448 2450 2451 2452 2454 2455
## [829] 2456 2460 2462 2465 2468 2475 2481 2482 2483 2487 2493 2494
## [841] 2501 2508 2511 2517 2518 2526 2535 2536 2538 2543 2552 2553
## [853] 2559 2560 2563 2564 2565 2570 2572 2573 2575 2577 2578 2582
## [865] 2583 2588 2589 2591 2595 2597 2599 2608 2610 2611 2612 2613
## [877] 2616 2617 2620 2621 2628 2629 2630 2631 2633 2634 2636 2640
## [889] 2642 2644 2654 2656 2658 2660 2662 2668 2669 2681 2685 2692
## [901] 2694 2701 2702 2703 2705 2709 2710 2712 2715 2717 2719 2724
## [913] 2725 2733 2735 2736 2737 2738 2740 2742 2744 2745 2746 2749
## [925] 2752 2753 2761 2763 2767 2768 2772 2773 2775 2779 2781 2782
## [937] 2783 2786 2789 2795 2800 2801 2809 2812 2813 2817 2818 2820
## [949] 2831 2833 2835 2838 2848 2852 2854 2858 2863 2866 2869 2873
## [961] 2876 2878 2882 2887 2889 2891 2900 2901 2903 2904 2906 2910
## [973] 2911 2918 2925 2927 2933 2935 2938 2948 2949 2953 2958 2964
## [985] 2965 2971 2973 2976 2981 2984 2986 2989 2990 2994 2995 2996
## [997] 2999 3000 3002 3010 3011 3012 3014 3016 3017 3019 3022 3026
## [1009] 3028 3030 3033 3035 3036 3037 3044 3045 3048 3052 3061 3065
## [1021] 3076 3082 3083 3100 3103 3106 3107 3108 3109 3112 3113 3116
## [1033] 3122 3123 3127 3128 3140 3141 3149 3151 3152 3156 3159 3164
## [1045] 3166 3169 3170 3171 3172 3178 3181 3184 3188 3189 3192 3200
## [1057] 3202 3206 3208 3210 3218 3221 3223 3224 3228 3231 3237 3238
## [1069] 3243 3246 3249 3250 3251 3252 3254 3255 3258 3266 3276 3280
## [1081] 3282 3284 3291 3294 3296 3298 3300 3302 3307 3311 3314 3316
## [1093] 3326 3327 3328 3330 3331 3332 3336 3337 3338 3339 3341 3342
## [1105] 3344 3346 3347 3349 3353 3354 3357 3363 3365 3366 3367 3368
## [1117] 3369 3373 3375 3376 3378 3382 3383 3384 3388 3390 3404 3405
## [1129] 3406 3407 3408 3410 3411 3412 3415 3417 3419 3421 3423 3428
## [1141] 3432 3435 3437 3438 3439 3442 3444 3445 3446 3447 3452 3455
## [1153] 3456 3459 3463 3470 3472 3473 3476 3479 3481 3483 3491 3492
## [1165] 3493 3500 3501 3502 3508 3509 3512 3517 3518 3520 3521 3525
## [1177] 3526 3528 3531 3534 3535 3536 3541 3543 3544 3546 3549 3551
## [1189] 3555 3562 3563 3568 3570 3572 3577 3581 3584 3585 3587 3592
## [1201] 3596 3598 3601 3605 3608 3610 3615 3616 3620 3625 3633 3634
## [1213] 3638 3639 3640 3642 3647 3649 3651 3661 3664 3667 3668 3673
## [1225] 3675 3676 3678 3680 3682 3683 3684 3689 3693 3694 3700 3701
## [1237] 3709 3710 3711 3714 3715 3717 3721 3724 3725 3727 3729 3730
## [1249] 3731 3740 3744 3745 3747 3751 3754 3758 3761 3767 3768 3769
## [1261] 3770 3771 3778 3783 3786 3797 3798 3799 3800 3804 3805 3812
## [1273] 3815 3821 3822 3823 3827 3832 3833 3836 3838 3844 3847 3849
## [1285] 3851 3854 3855 3856 3857 3863 3868 3875 3878 3879 3881 3883
## [1297] 3886 3887 3891 3892 3893 3899 3900 3902 3903 3905 3910 3913
## [1309] 3914 3921 3922 3925 3927 3933 3937 3939 3943 3945 3947 3948
## [1321] 3949 3954 3959 3960 3962 3963 3966 3969 3972 3973 3975 3977
## [1333] 3978 3979 3980 3981 3983 3984 3985 3990 3992 3994 4005 4007
## [1345] 4008 4009 4013 4015 4017 4019 4021 4027 4032 4034 4035 4036
## [1357] 4045 4046 4049 4050 4055 4060 4062 4064 4069 4070 4073 4074
## [1369] 4077 4078 4080 4081 4086 4087 4089 4092 4096 4098 4100 4104
## [1381] 4107 4110 4111 4112 4113 4116 4118 4121 4122 4123 4124 4126
## [1393] 4127 4129 4130 4133 4134 4135 4146 4148 4150 4151 4156 4165
## [1405] 4170 4175 4177 4179 4181 4186 4188 4189 4191 4193 4196 4197
## [1417] 4198 4200 4207 4209 4215 4217 4218 4220 4221 4223 4228 4231
## [1429] 4238 4242 4244 4245 4246 4247 4248 4250 4258 4260 4261 4262
## [1441] 4263 4264 4265 4269 4271 4273 4274 4275 4277 4279 4290 4294
## [1453] 4295 4299 4300 4305 4306 4308 4309 4314 4315 4317 4318 4321
## [1465] 4322 4330 4331 4332 4338 4340 4349 4350 4352 4357 4360 4361
## [1477] 4365 4368 4370 4371 4378 4390 4391 4396 4398 4401 4406 4407
## [1489] 4410 4412 4414 4419 4420 4421 4425 4430 4433 4435 4437 4443
## [1501] 4446 4447 4452 4455 4464 4467 4471 4477 4481 4485 4490 4500
## [1513] 4513 4515 4516 4518 4519 4520 4521 4522 4524 4525 4529 4539
## [1525] 4540 4541 4542 4546 4550 4552 4554 4558 4559 4561 4565 4575
## [1537] 4576 4577 4583 4588 4592 4593 4596 4600 4602 4606 4611 4614
## [1549] 4617 4620 4622 4623 4624 4625 4626 4627 4631 4632 4633 4635
## [1561] 4637 4639 4642 4643 4645 4646 4648 4649 4651 4657 4660 4664
## [1573] 4667 4668 4669 4670 4671 4680 4682 4684 4687 4691 4693 4695
## [1585] 4702 4704 4707 4710 4712 4714 4721 4730 4732 4735 4737 4738
## [1597] 4740 4742 4747 4749 4750 4755 4757 4761 4762 4764 4768 4769
## [1609] 4773 4774 4775 4779 4780 4782 4787 4788 4789 4793 4795 4798
## [1621] 4799 4804 4808 4809 4813 4814 4815 4816 4817 4819 4821 4823
## [1633] 4828 4829 4830 4834 4835 4839 4841 4842 4843 4845 4848 4849
## [1645] 4850 4854 4855 4856 4860 4862 4863 4864 4865 4867 4870 4871
## [1657] 4878 4882 4884 4885 4887 4891 4892 4897 4898 4901 4909 4911
## [1669] 4912 4916 4920 4924 4926 4931 4933 4938 4942 4947 4949 4951
## [1681] 4952 4955 4956 4957 4960 4962 4964 4980 4981 4992 5004 5008
## [1693] 5009 5010 5012 5013 5028 5032 5034 5035 5036 5037 5039 5040
## [1705] 5041 5043 5053 5060 5061 5062 5066 5071 5073 5077 5078 5080
## [1717] 5081 5082 5083 5088 5090 5092 5093 5096 5102 5105 5110 5115
## [1729] 5116 5118 5119 5121 5130 5133 5138 5139 5141 5144 5145 5146
## [1741] 5148 5152 5154 5157 5158 5165 5171 5183 5186 5192 5195 5198
## [1753] 5199 5201 5204 5206 5214 5216 5217 5218 5221 5222 5223 5226
## [1765] 5227 5231 5235 5240 5241 5242 5244 5246 5250 5251 5253 5256
## [1777] 5258 5259 5262 5263 5265 5270 5275 5277 5281 5288 5289 5290
## [1789] 5291 5301 5304 5323 5325 5326 5328 5330 5331 5333 5335 5336
## [1801] 5337 5346 5347 5348 5350 5352 5353 5354 5357 5361 5362 5363
## [1813] 5366 5367 5368 5369 5371 5375 5384 5386 5389 5390 5396 5404
## [1825] 5409 5414 5416 5419 5423 5428 5432 5434 5435 5437 5439 5440
## [1837] 5441 5443 5446 5449 5452 5453 5454 5455 5456 5457 5460 5464
## [1849] 5465 5473 5479 5481 5485 5487 5488 5490 5491 5493 5494 5499
## [1861] 5502 5503 5508 5511 5520 5522 5524 5525 5527 5533 5539 5543
## [1873] 5545 5546 5549 5554 5555 5556 5558 5559 5560 5564 5566 5567
## [1885] 5569 5570 5573 5574 5575 5577 5582 5583 5584 5586 5593 5594
## [1897] 5596 5599 5600 5602 5605 5606 5609 5610 5611 5612 5615 5617
## [1909] 5619 5620 5623 5624 5626 5627 5628 5630 5632 5633 5655 5658
## [1921] 5659 5662 5663 5664 5681 5682 5683 5685 5686 5691 5699 5702
## [1933] 5703 5704 5705 5707 5708 5712 5716 5723 5729 5730 5733 5734
## [1945] 5735 5737 5741 5745 5752 5755 5756 5758 5761 5765 5766 5773
## [1957] 5774 5775 5776 5779 5789 5793 5795 5796 5797 5807 5813 5814
## [1969] 5821 5827 5830 5832 5833 5836 5838 5840 5841 5847 5849 5851
## [1981] 5852 5854 5855 5859 5860 5867 5868 5871 5872 5874 5876 5885
## [1993] 5889 5891 5894 5898 5903 5911 5917 5918 5923 5925 5929 5930
## [2005] 5947 5949 5950 5952 5954 5959 5962 5968 5969 5970 5972 5973
## [2017] 5976 5977 5981 5982 5985 5987 5988 5995 5999 6004 6008 6013
## [2029] 6014 6015 6016 6020 6022 6023 6025 6026 6027 6028 6029 6034
## [2041] 6036 6043 6044 6045 6046 6048 6050 6058 6059 6061 6064 6065
## [2053] 6073 6074 6075 6080 6089 6090 6096 6098 6099 6100 6103 6108
## [2065] 6116 6117 6118 6119 6121 6122 6124 6129 6130 6132 6133 6138
## [2077] 6139 6143 6147 6150 6151 6152 6153 6154 6156 6165 6171 6172
## [2089] 6174 6175 6176 6178 6180 6184 6188 6189 6200 6201 6202 6203
## [2101] 6207 6208 6210 6212 6213 6216 6219 6220 6221 6224 6225 6231
## [2113] 6232 6234 6239 6243 6244 6245 6247 6255 6256 6259 6260 6263
## [2125] 6265 6268 6273 6274 6276 6277 6280 6281 6283 6287 6288 6290
## [2137] 6291 6294 6295 6300 6311 6316 6319 6321 6322 6330 6341 6355
## [2149] 6359 6360 6366 6371 6373 6375 6380 6383 6392 6394 6395 6398
## [2161] 6402 6404 6406 6411 6412 6414 6417 6419 6420 6421 6425 6427
## [2173] 6428 6429 6431 6440 6445 6447 6451 6454 6455 6456 6461 6463
## [2185] 6466 6471 6472 6474 6475 6476 6479 6481 6484 6490 6493 6495
## [2197] 6500 6502 6503 6507 6509 6510 6514 6522 6524 6529 6535 6538
## [2209] 6539 6544 6547 6550 6552 6554 6556 6561 6564 6567 6570 6572
## [2221] 6575 6578 6582 6583 6584 6585 6586 6590 6599 6600 6605 6610
## [2233] 6613 6614 6615 6619 6621 6624 6625 6628 6629 6631 6632 6636
## [2245] 6638 6640 6645 6646 6649 6653 6655 6658 6661 6663 6666 6668
## [2257] 6670 6686 6687 6692 6694 6697 6699 6705 6711 6712 6714 6715
## [2269] 6722 6725 6727 6732 6733 6734 6738 6741 6747 6749 6750 6754
## [2281] 6756 6758 6762 6769 6777 6779 6780 6781 6783 6784 6791 6792
## [2293] 6794 6799 6805 6806 6807 6808 6812 6821 6824 6826 6827 6829
## [2305] 6830 6833 6834 6835 6836 6837 6838 6841 6849 6853 6854 6856
## [2317] 6858 6860 6861 6862 6863 6864 6866 6867 6875 6879 6881 6885
## [2329] 6887 6888 6889 6898 6899 6901 6908 6909 6910 6911 6912 6914
## [2341] 6920 6923 6925 6926 6934 6942 6943 6945 6946 6947 6948 6954
## [2353] 6955 6960 6963 6966 6969 6972 6973 6974 6975 6976 6977 6987
## [2365] 6989 6995 6996 6999 7000 7002 7005 7006 7008 7010 7012 7013
## [2377] 7014 7015 7017 7018 7020 7021 7029 7035 7039 7042 7044 7045
## [2389] 7047 7049 7051 7053 7055 7056 7057 7060 7061 7063 7065 7070
## [2401] 7072 7077 7079 7080 7087 7090 7091 7093 7095 7099 7103 7105
## [2413] 7106 7108 7109 7111 7112 7115 7117 7120 7122 7123 7136 7137
## [2425] 7142 7144 7149 7156 7158 7159 7166 7169 7170 7174 7177 7179
## [2437] 7184 7187 7191 7195 7196 7199 7200 7207 7210 7213 7215 7217
## [2449] 7219 7220 7221 7223 7225 7228 7229 7230 7232 7236 7237 7239
## [2461] 7240 7244 7246 7247 7250 7254 7255 7256 7257 7260 7266 7268
## [2473] 7269 7270 7271 7274 7275 7276 7277 7278 7279 7282 7284 7290
## [2485] 7295 7296 7300 7303 7304 7309 7313 7315 7317 7319 7329 7330
## [2497] 7332 7337 7339 7340 7341 7347 7349 7356 7361 7364 7365 7366
## [2509] 7367 7371 7377 7379 7381 7386 7387 7388 7395 7396 7402 7406
## [2521] 7407 7408 7409 7412 7417 7418 7420 7422 7423 7425 7430 7436
## [2533] 7438 7440 7441 7443 7446 7448 7449 7450 7456 7461 7462 7464
## [2545] 7465 7466 7471 7474 7475 7476 7482 7485 7490 7491 7492 7494
## [2557] 7495 7497 7498 7502 7503 7505 7510 7511 7512 7515 7517 7518
## [2569] 7520 7521 7524 7531 7532 7534 7537 7540 7544 7549 7550 7555
## [2581] 7558 7564 7568 7572 7578 7580 7581 7584 7588 7590 7593 7594
## [2593] 7595 7602 7612 7614 7617 7619 7621 7623 7627 7628 7635 7637
## [2605] 7638 7641 7642 7644 7647 7649 7651 7654 7655 7657 7658 7664
## [2617] 7667 7669 7674 7683 7685 7686 7687 7688 7689 7690 7691 7692
## [2629] 7697 7698 7699 7702 7704 7708 7710 7712 7721 7723 7726 7727
## [2641] 7728 7729 7732 7733 7738 7743 7745 7747 7751 7756 7759 7761
## [2653] 7766 7767 7768 7770 7775 7778 7780 7785 7786 7788 7790 7791
## [2665] 7794 7796 7801 7802 7805 7806 7807 7811 7812 7813 7814 7816
## [2677] 7823 7824 7828 7829 7830 7834 7836 7838 7840 7841 7842 7845
## [2689] 7847 7856 7859 7864 7866 7867 7870 7871 7876 7878 7879 7882
## [2701] 7883 7884 7885 7890 7894 7910 7914 7915 7922 7923 7934 7937
## [2713] 7938 7940 7943 7945 7946 7947 7949 7961 7963 7964 7967 7971
## [2725] 7973 7976 7982 7983 7988 7993 7995 7996 7997 7998 8001 8002
## [2737] 8005 8012 8013 8017 8019 8020 8022 8023 8025 8027 8033 8040
## [2749] 8043 8044 8053 8054 8055 8059 8063 8065 8069 8071 8074 8076
## [2761] 8084 8088 8092 8093 8094 8095 8097 8098 8100 8110 8113 8114
## [2773] 8115 8119 8120 8123 8126 8129 8131 8135 8136 8137 8139 8140
## [2785] 8141 8144 8146 8147 8148 8152 8156 8159 8162 8163 8166 8168
## [2797] 8172 8175 8179 8183 8184 8198 8205 8207 8212 8215 8222 8223
## [2809] 8229 8233 8235 8238 8239 8240 8241 8243 8246 8249 8253 8255
## [2821] 8256 8260 8262 8265 8266 8268 8271 8272 8277 8279 8280 8281
## [2833] 8284 8288 8289 8293 8294 8296 8298 8302 8305 8307 8308 8309
## [2845] 8310 8312 8314 8319 8320 8321 8323 8330 8331 8338 8340 8343
## [2857] 8344 8345 8352 8353 8355 8359 8363 8367 8369 8370 8372 8374
## [2869] 8378 8379 8380 8381 8392 8394 8395 8398 8417 8421 8422 8426
## [2881] 8429 8434 8437 8438 8441 8447 8450 8451 8453 8456 8457 8464
## [2893] 8468 8471 8477 8483 8484 8487 8488 8490 8495 8498 8499 8506
## [2905] 8507 8512 8513 8515 8516 8519 8520 8522 8527 8536 8540 8542
## [2917] 8543 8547 8550 8555 8556 8558 8562 8565 8570 8578 8579 8587
## [2929] 8588 8589 8591 8592 8593 8594 8595 8596 8598 8603 8605 8611
## [2941] 8612 8618 8621 8626 8632 8635 8638 8659 8663 8670 8672 8675
## [2953] 8678 8679 8680 8681 8684 8686 8687 8690 8694 8695 8696 8697
## [2965] 8700 8704 8705 8709 8710 8711 8719 8720 8721 8722 8724 8725
## [2977] 8728 8730 8731 8734 8735 8740 8741 8745 8747 8748 8750 8753
## [2989] 8754 8755 8756 8759 8762 8763 8764 8765 8766 8771 8773 8774
## [3001] 8775 8777 8780 8784 8785 8786 8789 8792 8793 8796 8797 8802
## [3013] 8804 8808 8812 8816 8823 8826 8833 8835 8838 8847 8848 8855
## [3025] 8856 8857 8860 8862 8870 8872 8873 8875 8878 8879 8880 8881
## [3037] 8891 8895 8904 8907 8909 8912 8913 8914 8919 8921 8922 8923
## [3049] 8930 8935 8937 8939 8940 8941 8945 8951 8952 8953 8954 8957
## [3061] 8958 8962 8964 8965 8967 8975 8976 8978 8979 8981 8983 8985
## [3073] 8991 8992 8999 9001 9008 9009 9010 9014 9017 9018 9021 9025
## [3085] 9027 9033 9034 9035 9036 9040 9041 9047 9055 9057 9062 9064
## [3097] 9065 9068 9071 9080 9082 9083 9086 9088 9090 9091 9092 9096
## [3109] 9097 9102 9103 9104 9105 9108 9113 9119 9122 9123 9134 9137
## [3121] 9139 9141 9143 9145 9147 9151 9152 9155 9156 9165 9170 9172
## [3133] 9180 9181 9184 9185 9189 9191 9193 9199 9201 9205 9206 9208
## [3145] 9210 9211 9215 9216 9217 9218 9219 9225 9233 9238 9240 9244
## [3157] 9246 9250 9258 9260 9261 9262 9264 9271 9272 9278 9280 9284
## [3169] 9285 9286 9287 9288 9290 9297 9300 9303 9304 9306 9307 9309
## [3181] 9311 9313 9315 9318 9319 9320 9321 9323 9324 9325 9331 9334
## [3193] 9339 9341 9343 9344 9345 9348 9351 9354 9355 9364 9365 9366
## [3205] 9367 9368 9369 9379 9383 9384 9393 9396 9405 9411 9413 9425
## [3217] 9426 9429 9431 9434 9435 9439 9440 9442 9448 9450 9452 9453
## [3229] 9454 9457 9461 9462 9466 9470 9473 9474 9477 9478 9480 9481
## [3241] 9482 9485 9492 9495 9496 9497 9501 9505 9515 9520 9522 9524
## [3253] 9525 9526 9528 9529 9530 9535 9540 9545 9550 9552 9553 9556
## [3265] 9557 9558 9565 9568 9569 9570 9576 9578 9579 9580 9593 9596
## [3277] 9600 9601 9602 9604 9608 9613 9614 9615 9618 9622 9623 9624
## [3289] 9627 9629 9631 9632 9635 9642 9643 9645 9649 9651 9659 9662
## [3301] 9663 9667 9670 9671 9674 9677 9678 9679 9683 9684 9685 9689
## [3313] 9692 9696 9699 9701 9706 9711 9712 9718 9721 9723 9724 9734
## [3325] 9738 9743 9744 9749 9753 9755 9758 9759 9760 9761 9765 9771
## [3337] 9772 9781 9786 9787 9789 9792 9795 9798 9802 9804 9806 9808
## [3349] 9811 9813 9815 9819 9821 9828 9829 9833 9834 9838 9847 9857
## [3361] 9860 9861 9868 9875 9877 9880 9887 9888 9890 9891 9894 9899
## [3373] 9907 9911 9916 9919 9920 9923 9929 9930 9934 9937 9948 9950
## [3385] 9952 9955 9956 9957 9958 9959 9960 9962 9963 9969 9971 9974
## [3397] 9983 9985 9987 9990 9992 9995 10001 10002 10007 10009 10011 10012
## [3409] 10015 10019 10021 10022 10030 10032 10038 10042 10044 10047 10049 10051
## [3421] 10054 10065 10067 10068 10069 10078 10079 10081 10087 10088 10094 10097
## [3433] 10101 10104 10105 10107 10109 10111 10114 10123 10126 10130 10132 10138
## [3445] 10141 10143 10152 10155 10157 10161 10164 10166 10167 10169 10171 10172
## [3457] 10179 10182 10184 10187 10188 10191 10192 10193 10194 10195 10199 10200
## [3469] 10201 10202 10208 10209 10210 10212 10214 10216 10217 10222 10230 10236
## [3481] 10237 10240 10244 10246 10247 10248 10250 10252 10253 10256 10260 10268
## [3493] 10270 10274 10275 10276 10277 10278 10279 10284 10288 10289 10291 10293
## [3505] 10296 10301 10302 10303 10305 10314 10315 10316 10318 10319 10320 10321
## [3517] 10330 10331 10333 10334 10335 10337 10338 10344 10354 10356 10358 10360
## [3529] 10362 10363 10365 10366 10367 10368 10377 10381 10382 10383 10386 10389
## [3541] 10390 10396 10400 10405 10406 10408 10410 10411 10414 10418 10419 10431
## [3553] 10435 10437 10440 10443 10444 10449 10450 10451 10452 10457 10459 10464
## [3565] 10468 10469 10470 10481 10483 10485 10492 10493 10497 10500 10501 10510
## [3577] 10511 10512 10515 10526 10527 10534 10539 10544 10546 10548 10556 10562
## [3589] 10574 10575 10577 10578 10580 10581 10584 10586 10589 10590 10593 10594
## [3601] 10597 10599 10601 10603 10605 10613 10614 10619 10621 10631 10635 10638
## [3613] 10639 10640 10641 10646 10648 10654 10656 10661 10662 10664 10665 10666
## [3625] 10667 10669 10672 10674 10675 10677 10681 10689 10690 10691 10692 10697
## [3637] 10698 10700 10703 10705 10706 10709 10710 10714 10727 10729 10730 10732
## [3649] 10733 10735 10743 10745 10747 10755 10758 10760 10762 10763 10764 10766
## [3661] 10768 10769 10771 10772 10776 10777 10778 10786 10790 10799 10803 10805
## [3673] 10812 10814 10815 10816 10820 10824 10827 10833 10838 10840 10841 10844
## [3685] 10847 10848 10852 10854 10855 10858 10866 10867 10869 10871 10875 10878
## [3697] 10885 10889 10891 10893 10894 10896 10898 10899 10902 10904 10915 10918
## [3709] 10922 10924 10926 10929 10932 10935 10936 10939 10940 10942 10943 10944
## [3721] 10947 10948 10949 10951 10952 10953 10955 10958 10959 10961 10964 10967
## [3733] 10969 10972 10975 10979 10983 10986 10988 10992 10994 10998 10999 11001
## [3745] 11005 11007 11008 11010 11012 11014 11016 11017 11020 11022 11026 11027
## [3757] 11028 11031 11033 11036 11044 11047 11050 11053 11056 11059 11065 11066
## [3769] 11069 11070 11071 11076 11079 11088 11092 11095 11102 11106 11110 11111
## [3781] 11112 11118 11119 11120 11123 11128 11129 11131 11135 11138 11140 11142
## [3793] 11145 11147 11149 11150 11156 11159 11161 11165 11166 11169 11172 11174
## [3805] 11177 11182 11186 11187 11192 11195 11197 11202 11203 11208 11212 11217
## [3817] 11221 11224 11225 11231 11239 11242 11243 11248 11252 11253 11255 11256
## [3829] 11258 11271 11274 11276 11278 11279 11282 11283 11290 11293 11303 11305
## [3841] 11307 11308 11315 11317 11321 11325 11326 11327 11332 11333 11335 11336
## [3853] 11337 11338 11339 11340 11342 11345 11346 11348 11350 11351 11359 11362
## [3865] 11363 11372 11379 11381 11384 11386 11387 11393 11396 11399 11402 11404
## [3877] 11405 11406 11409 11410 11412 11415 11416 11417 11418 11421 11422 11423
## [3889] 11426 11429 11432 11434 11438 11442 11446 11447 11448 11450 11451 11453
## [3901] 11454 11456 11458 11459 11460 11462 11464 11470 11473 11474 11479 11480
## [3913] 11484 11490 11493 11494 11495 11496 11505 11507 11508 11509 11511 11512
## [3925] 11513 11514 11517 11519 11520 11522 11526 11527 11533 11538 11543 11550
## [3937] 11553 11557 11562 11563 11564 11567 11569 11571 11576 11578 11586 11588
## [3949] 11589 11591 11593 11600 11603 11605 11606 11615 11616 11621 11626 11634
## [3961] 11635 11637 11641 11651 11653 11654 11657 11658 11659 11662 11664 11665
## [3973] 11667 11668 11669 11678 11680 11683 11684 11688 11689 11691 11694 11697
## [3985] 11705 11706 11707 11709 11710 11712 11713 11720 11721 11730 11731 11741
## [3997] 11743 11744 11746 11756 11757 11758 11759 11760 11762 11766 11773 11775
## [4009] 11776 11779 11780 11781 11785 11787 11790 11791 11793 11794 11796 11799
## [4021] 11801 11807 11810 11813 11815 11818 11823 11828 11831 11832 11833 11835
## [4033] 11837 11838 11843 11846 11853 11860 11870 11871 11872 11875 11878 11885
## [4045] 11889 11891 11892 11895 11896 11899 11900 11905 11906 11907 11909 11912
## [4057] 11914 11918 11919 11922 11923 11936 11937 11938 11939 11945 11946 11948
## [4069] 11949 11950 11953 11956 11957 11962 11966 11970 11971 11972 11975 11978
## [4081] 11982 11990 11992 11995 11998 12008 12009 12016 12017 12019 12020 12027
## [4093] 12028 12029 12032 12036 12039 12040 12041 12046 12047 12048 12050 12052
## [4105] 12058 12061 12067 12068 12070 12074 12075 12076 12081 12085 12086 12090
## [4117] 12091 12096 12105 12108 12111 12113 12115 12123 12124 12129 12130 12138
## [4129] 12139 12143 12145 12146 12151 12159 12160 12162 12163 12165 12166 12169
## [4141] 12174 12176 12179 12196 12197 12202 12205 12206 12207 12209 12210 12213
## [4153] 12214 12215 12220 12222 12224 12225 12227 12236 12240 12242 12244 12245
## [4165] 12255 12258 12263 12264 12267 12269 12270 12276 12278 12280 12282 12286
## [4177] 12291 12294 12295 12306 12307 12310 12313 12316 12317 12318 12324 12327
## [4189] 12329 12332 12334 12336 12338 12341 12342 12347 12348 12349 12350 12354
## [4201] 12361 12363 12364 12366 12369 12377 12379 12380 12381 12383 12386 12389
## [4213] 12391 12392 12394 12395 12396 12399 12401 12405 12406 12408 12409 12411
## [4225] 12413 12414 12415 12417 12418 12419 12424 12426 12429 12433 12435 12437
## [4237] 12439 12441 12443 12457 12461 12462 12466 12475 12480 12481 12482 12484
## [4249] 12488 12489 12490 12493 12494 12495 12503 12505 12506 12514 12523 12526
## [4261] 12533 12535 12536 12538 12544 12549 12550 12552 12554 12559 12562 12566
## [4273] 12568 12570 12571 12574 12577 12578 12581 12588 12599 12600 12601 12602
## [4285] 12603 12613 12615 12617 12618 12619 12620 12622 12623 12625 12632 12633
## [4297] 12637 12638 12641 12643 12644 12645 12647 12655 12660 12662 12665 12674
## [4309] 12687 12688 12690 12694 12698 12699 12702 12708 12713 12714 12715 12718
## [4321] 12720 12727 12729 12730 12732 12738 12739 12751 12753 12756 12758 12759
## [4333] 12760 12763 12765 12766 12770 12772 12774 12780 12784 12785 12787 12789
## [4345] 12793 12794 12795 12796 12799 12800 12802 12805 12808 12809 12811 12812
## [4357] 12813 12814 12821 12830 12831 12833 12838 12840 12841 12846 12848 12850
## [4369] 12851 12853 12855 12862 12869 12872 12874 12875 12878 12881 12882 12889
## [4381] 12890 12891 12893 12894 12897 12898 12901 12902 12909 12912 12916 12919
## [4393] 12920 12922 12923 12924 12928 12929 12933 12935 12937 12939 12940 12941
## [4405] 12943 12944 12950 12956 12957 12958 12961 12962 12963 12964 12965 12967
## [4417] 12971 12972 12982 12983 12987 12988 12990 12993 12995 12999 13003 13005
## [4429] 13006 13010 13013 13014 13026 13029 13033 13038 13047 13048 13050 13056
## [4441] 13059 13060 13069 13070 13075 13078 13080 13087 13088 13094 13096 13097
## [4453] 13100 13102 13106 13107 13113 13118 13121 13128 13131 13135 13140 13142
## [4465] 13144 13145 13146 13147 13148 13150 13163 13169 13172 13173 13174 13178
## [4477] 13181 13184 13191 13197 13202 13203 13204 13208 13212 13213 13215 13219
## [4489] 13226 13227 13228 13229 13234 13235 13238 13242 13243 13249 13252 13258
## [4501] 13260 13261 13263 13265 13270 13273 13275 13277 13280 13281 13282 13285
## [4513] 13289 13292 13293 13295 13297 13306 13308 13315 13319 13320 13321 13322
## [4525] 13325 13326 13332 13334 13339 13343 13344 13346 13350 13351 13355 13362
## [4537] 13369 13372 13378 13379 13383 13384 13385 13393 13394 13399 13400 13407
## [4549] 13408 13412 13415 13418 13419 13420 13421 13430 13437 13438 13441 13446
## [4561] 13449 13454 13456 13458 13463 13471 13483 13484 13486 13487 13488 13490
## [4573] 13493 13497 13499 13505 13507 13512 13522 13527 13530 13544 13545 13549
## [4585] 13553 13556 13560 13561 13562 13563 13568 13572 13574 13576 13577 13578
## [4597] 13580 13584 13585 13586 13589 13590 13592 13595 13596 13598 13602 13609
## [4609] 13610 13612 13618 13621 13624 13625 13627 13631 13632 13634 13635 13636
## [4621] 13637 13639 13640 13644 13645 13648 13651 13652 13653 13657 13660 13662
## [4633] 13663 13665 13667 13669 13670 13672 13673 13675 13677 13679 13680 13686
## [4645] 13687 13689 13692 13696 13697 13707 13708 13709 13718 13721 13726 13728
## [4657] 13732 13739 13742 13744 13746 13755 13756 13759 13768 13769 13772 13775
## [4669] 13780 13783 13791 13792 13793 13797 13804 13807 13808 13811 13815 13818
## [4681] 13822 13824 13826 13827 13828 13830 13832 13847 13849 13850 13851 13852
## [4693] 13853 13857 13861 13864 13871 13873 13876 13883 13884 13887 13888 13890
## [4705] 13891 13896 13901 13905 13913 13915 13917 13919 13922 13941 13943 13946
## [4717] 13947 13962 13964 13971 13976 13979 13984 13985 13986 13994 13996 14003
## [4729] 14007 14010 14013 14019 14021 14022 14026 14027 14028 14033 14034 14035
## [4741] 14042 14043 14052 14062 14063 14067 14071 14073 14075 14076 14078 14080
## [4753] 14083 14084 14085 14093 14094 14095 14101 14106 14107 14111 14112 14113
## [4765] 14121 14126 14127 14128 14129 14130 14140 14142 14144 14148 14150 14151
## [4777] 14152 14154 14157 14160 14161 14163 14165 14172 14173 14174 14178 14181
## [4789] 14185 14194 14199 14201 14204 14205 14207 14209 14210 14220 14221 14223
## [4801] 14224 14225 14232 14238 14242 14243 14248 14250 14253 14257 14258 14259
## [4813] 14262 14263 14264 14267 14269 14271 14272 14274 14275 14281 14290 14296
## [4825] 14297 14300 14301 14306 14310 14312 14313 14315 14316 14320 14321 14325
## [4837] 14329 14331 14332 14334 14336 14339 14340 14341 14345 14348 14349 14350
## [4849] 14351 14352 14353 14356 14363 14368 14372 14375 14378 14379 14380 14382
## [4861] 14385 14387 14388 14389 14390 14392 14395 14396 14399 14402 14403 14408
## [4873] 14409 14414 14415 14417 14420 14421 14422 14423 14425 14434 14437 14438
## [4885] 14440 14441 14443 14444 14445 14446 14453 14454 14457 14458 14459 14463
## [4897] 14464 14468 14469 14470 14475 14478 14480 14488 14493 14497 14504 14505
## [4909] 14506 14512 14520 14522 14523 14524 14530 14537 14539 14541 14543 14547
## [4921] 14548 14556 14559 14564 14565 14567 14568 14569 14571 14579 14583 14584
## [4933] 14588 14590 14591 14594 14595 14596 14599 14601 14602 14605 14608 14611
## [4945] 14613 14615 14616 14619 14622 14625 14630 14631 14632 14634 14635 14639
## [4957] 14641 14642 14644 14645 14646 14649 14650 14652 14656 14658 14668 14669
## [4969] 14687 14690 14691 14693 14696 14699 14701 14703 14707 14709 14710 14711
## [4981] 14718 14719 14721 14723 14729 14731 14734 14737 14739 14740 14742 14748
## [4993] 14749 14750 14754 14760 14763 14765 14773 14776 14781 14786 14787 14791
## [5005] 14794 14797 14798 14799 14800 14801 14804 14811 14812 14813 14814 14819
## [5017] 14820 14825 14826 14829 14832 14833 14840 14842 14846 14849 14858 14862
## [5029] 14869 14871 14873 14874 14876 14887 14894 14895 14896 14898 14900 14905
## [5041] 14906 14909 14912 14913 14916 14919 14926 14929 14934 14935 14938 14940
## [5053] 14944 14946 14948 14954 14958 14964 14967 14968 14969 14972 14973 14975
## [5065] 14980 14984 14986 14988 14989 14992 14993 14994 15004 15008 15012 15017
## [5077] 15020 15023 15024 15025 15026 15029 15037 15040 15041 15043 15046 15054
## [5089] 15059 15062 15066 15068 15069 15074 15075 15076 15082 15086 15087 15092
## [5101] 15093 15094 15098 15101 15105 15106 15107 15109 15112 15117 15118 15124
## [5113] 15125 15128 15131 15132 15139 15140 15144 15145 15151 15154 15155 15159
## [5125] 15161 15165 15171 15174 15177 15183 15185 15192 15193 15194 15195 15199
## [5137] 15200 15201 15204 15206 15212 15224 15229 15230 15232 15235 15242 15251
## [5149] 15253 15258 15259 15261 15265 15269 15271 15272 15277 15279 15283 15284
## [5161] 15285 15290 15291 15300 15309 15312 15318 15323 15325 15328 15333 15337
## [5173] 15343 15344 15345 15346 15353 15361 15363 15365 15377 15380 15381 15382
## [5185] 15383 15386 15388 15392 15395 15397 15400 15401 15402 15409 15416 15419
## [5197] 15420 15421 15422 15428 15433 15436 15438 15447 15450 15456 15464 15465
## [5209] 15467 15468 15471 15473 15479 15482 15484 15485 15489 15491 15498 15500
## [5221] 15503 15504 15509 15516 15520 15521 15523 15524 15527 15530 15542 15545
## [5233] 15549 15553 15556 15557 15559 15561 15570 15574 15575 15577 15579 15582
## [5245] 15584 15586 15587 15591 15593 15601 15606 15610 15612 15616 15617 15619
## [5257] 15620 15624 15625 15627 15629 15637 15644 15645 15651 15652 15659 15663
## [5269] 15664 15667 15672 15681 15682 15683 15686 15687 15688 15689 15692 15694
## [5281] 15698 15700 15702 15704 15706 15709 15710 15715 15717 15724 15725 15726
## [5293] 15727 15730 15737 15740 15744 15745 15746 15748 15749 15750 15751 15757
## [5305] 15759 15760 15763 15764 15767 15770 15772 15774 15775 15778 15779 15784
## [5317] 15792 15793 15794 15795 15797 15800 15802 15807 15808 15809 15811 15814
## [5329] 15816 15817 15818 15819 15824 15828 15830 15834 15835 15836 15839 15840
## [5341] 15841 15843 15846 15848 15851 15852 15856 15859 15871 15874 15879 15880
## [5353] 15881 15886 15887 15891 15892 15893 15895 15899 15900 15904 15905 15908
## [5365] 15909 15912 15913 15916 15918 15921 15922 15925 15928 15929 15933 15934
## [5377] 15937 15938 15946 15947 15948 15949 15968 15969 15970 15971 15974 15977
## [5389] 15978 15982 15984 15985 15986 15992 15995 15999 16000 16007 16013 16016
## [5401] 16018 16020 16021 16022 16024 16025 16035 16036 16038 16040 16041 16042
## [5413] 16043 16046 16048 16051 16056 16061 16066 16070 16077 16083 16085 16087
## [5425] 16088 16091 16092 16094 16098 16099 16101 16104 16107 16109 16110 16111
## [5437] 16116 16117 16120 16122 16126 16131 16134 16135 16136 16138 16139 16145
## [5449] 16147 16150 16151 16155 16157 16165 16167 16171 16172 16174 16179 16180
## [5461] 16181 16186 16187 16189 16195 16198 16206 16207 16208 16210 16212 16214
## [5473] 16219 16222 16225 16228 16232 16236 16237 16239 16244 16245 16246 16247
## [5485] 16250 16255 16256 16264 16269 16276 16279 16283 16287 16293 16296 16300
## [5497] 16303 16304 16306 16307 16308 16316 16318 16322 16323 16337 16338 16339
## [5509] 16345 16349 16352 16357 16359 16360 16365 16366 16376 16377 16379 16381
## [5521] 16386 16394 16410 16414 16416 16418 16419 16421 16425 16426 16427 16428
## [5533] 16429 16431 16436 16441 16446 16453 16454 16456 16462 16463 16467 16468
## [5545] 16469 16472 16473 16475 16479 16480 16484 16485 16493 16495 16498 16499
## [5557] 16501 16504 16509 16510 16516 16522 16523 16524 16535 16536 16537 16539
## [5569] 16540 16551 16556 16557 16562 16568 16569 16572 16573 16575 16578 16581
## [5581] 16583 16584 16586 16589 16590 16592 16593 16596 16602 16603 16605 16606
## [5593] 16608 16611 16612 16614 16621 16623 16628 16631 16633 16635 16642 16647
## [5605] 16654 16658 16660 16667 16668 16670 16674 16681 16682 16687 16690 16691
## [5617] 16693 16694 16700 16701 16705 16707 16708 16709 16711 16713 16718 16719
## [5629] 16720 16727 16728 16729 16731 16734 16735 16736 16738 16743 16744 16745
## [5641] 16747 16748 16749 16756 16757 16760 16764 16765 16767 16770 16776 16777
## [5653] 16779 16781 16785 16786 16787 16790 16791 16797 16805 16809 16810 16811
## [5665] 16812 16816 16818 16819 16820 16821 16822 16825 16826 16829 16831 16833
## [5677] 16835 16840 16841 16842 16843 16845 16849 16851 16858 16859 16867 16873
## [5689] 16877 16878 16885 16888 16889 16892 16893 16894 16895 16896 16897 16899
## [5701] 16900 16901 16908 16911 16913 16916 16920 16921 16922 16923 16924 16926
## [5713] 16927 16929 16934 16935 16936 16939 16943 16953 16961 16967 16972 16977
## [5725] 16980 16982 16983 16989 16994 16999 17001 17002 17003 17006 17008 17010
## [5737] 17012 17013 17017 17018 17022 17024 17026 17027 17030 17033 17042 17048
## [5749] 17049 17050 17060 17061 17067 17072 17074 17080 17082 17086 17087 17089
## [5761] 17093 17094 17095 17101 17102 17103 17105 17106 17110 17112 17113 17117
## [5773] 17119 17125 17129 17131 17133 17135 17140 17142 17146 17150 17151 17157
## [5785] 17168 17180 17183 17184 17189 17194 17195 17199 17202 17203 17204 17213
## [5797] 17216 17218 17220 17221 17222 17223 17225 17227 17233 17234 17244 17247
## [5809] 17255 17258 17261 17262 17265 17268 17269 17273 17275 17276 17281 17284
## [5821] 17285 17286 17293 17298 17299 17301 17305 17306 17307 17308 17311 17317
## [5833] 17318 17321 17322 17324 17325 17328 17330 17332 17335 17344 17349 17350
## [5845] 17359 17360 17366 17369 17372 17373 17376 17382 17383 17389 17390 17393
## [5857] 17395 17404 17407 17409 17410 17411 17418 17419 17420 17425 17426 17428
## [5869] 17431 17432 17433 17437 17438 17439 17450 17451 17453 17461 17462 17463
## [5881] 17467 17469 17470 17475 17479 17485 17488 17489 17494 17496 17498 17501
## [5893] 17502 17503 17507 17511 17516 17518 17521 17525 17526 17527 17528 17530
## [5905] 17535 17536 17539 17542 17544 17546 17548 17550 17558 17559 17560 17563
## [5917] 17568 17569 17571 17576 17577 17584 17586 17589 17591 17592 17594 17595
## [5929] 17596 17598 17600 17601 17609 17611 17612 17613 17616 17617 17619 17621
## [5941] 17622 17628 17633 17640 17644 17647 17650 17651 17654 17657 17663 17666
## [5953] 17672 17673 17674 17676 17677 17678 17680 17681 17682 17683 17685 17687
## [5965] 17690 17692 17693 17694 17696 17698 17705 17706 17708 17711 17717 17727
## [5977] 17728 17729 17735 17741 17744 17747 17754 17763 17766 17768 17770 17772
## [5989] 17773 17774 17777 17780 17785 17786 17787 17797 17800 17801 17802 17807
## [6001] 17808 17809 17814 17829 17833 17836 17839 17846 17847 17848 17849 17854
## [6013] 17859 17862 17864 17868 17875 17878 17880 17881 17883 17897 17898 17901
## [6025] 17902 17904 17905 17910 17911 17913 17919 17920 17922 17923 17936 17937
## [6037] 17939 17942 17944 17945 17946 17954 17955 17956 17962 17964 17966 17969
## [6049] 17970 17971 17972 17973 17975 17977 17978 17980 17981 17984 17985 17987
## [6061] 17988 17993 17995 17996 17997 18000 18004 18007 18009 18011 18015 18019
## [6073] 18022 18026 18030 18032 18035 18036 18041 18042 18043 18046 18047 18048
## [6085] 18051 18057 18058 18061 18063 18064 18072 18074 18078 18079 18080 18083
## [6097] 18097 18098 18099 18101 18103 18104 18108 18111 18115 18116 18117 18119
## [6109] 18121 18123 18126 18128 18129 18130 18133 18140 18147 18149 18150 18154
## [6121] 18156 18159 18169 18171 18173 18177 18179 18180 18181 18182 18184 18186
## [6133] 18187 18191 18196 18197 18200 18202 18204 18205 18207 18209 18214 18216
## [6145] 18219 18226 18231 18235 18236 18243 18248 18252 18255 18256 18257 18258
## [6157] 18259 18261 18267 18268 18269 18273 18274 18275 18278 18281 18283 18287
## [6169] 18291 18294 18300 18302 18304 18305 18311 18313 18315 18318 18319 18321
## [6181] 18323 18325 18331 18332 18338 18340 18343 18348 18349 18351 18355 18357
## [6193] 18358 18366 18368 18374 18376 18377 18380 18383 18385 18387 18391 18394
## [6205] 18397 18399 18403 18404 18406 18409 18412 18426 18427 18430 18433 18440
## [6217] 18441 18447 18448 18453 18454 18462 18465 18468 18471 18489 18492 18495
## [6229] 18497 18498 18499 18509 18510 18512 18513 18514 18516 18517 18519 18520
## [6241] 18524 18533 18534 18537 18539 18540 18547 18549 18550 18551 18556 18557
## [6253] 18561 18563 18566 18568 18569 18570 18571 18572 18574 18576 18580 18587
## [6265] 18594 18596 18600 18604 18606 18610 18613 18615 18618 18620 18624 18627
## [6277] 18628 18630 18632 18633 18635 18637 18649 18651 18654 18655 18656 18661
## [6289] 18662 18663 18665 18669 18670 18672 18673 18680 18686 18687 18691 18695
## [6301] 18698 18702 18713 18715 18721 18723 18725 18728 18732 18733 18734 18735
## [6313] 18737 18738 18744 18745 18751 18754 18757 18758 18762 18763 18765 18766
## [6325] 18767 18769 18774 18776 18778 18784 18792 18793 18796 18797 18799 18801
## [6337] 18803 18805 18808 18810 18811 18815 18821 18826 18828 18831 18832 18835
## [6349] 18839 18840 18842 18844 18857 18858 18862 18863 18868 18873 18875 18880
## [6361] 18881 18884 18888 18889 18895 18896 18901 18902 18905 18908 18909 18911
## [6373] 18913 18916 18922 18924 18929 18930 18932 18934 18935 18936 18937 18939
## [6385] 18941 18942 18946 18950 18951 18956 18961 18963 18964 18967 18969 18971
## [6397] 18973 18974 18975 18985 18987 18988 18989 18995 18997 18999 19004 19006
## [6409] 19014 19015 19019 19026 19033 19035 19036 19038 19039 19041 19045 19046
## [6421] 19050 19053 19057 19058 19061 19064 19065 19069 19075 19076 19083 19085
## [6433] 19086 19089 19090 19097 19098 19103 19109 19113 19114 19115 19116 19118
## [6445] 19119 19120 19127 19129 19130 19132 19135 19137 19143 19144 19145 19146
## [6457] 19147 19148 19150 19155 19164 19169 19170 19178 19181 19184 19187 19190
## [6469] 19195 19196 19202 19204 19207 19208 19214 19215 19220 19223 19226 19228
## [6481] 19231 19232 19237 19238 19245 19247 19253 19262 19263 19266 19269 19276
## [6493] 19282 19286 19289 19290 19291 19296 19297 19298 19301 19302 19303 19306
## [6505] 19307 19308 19316 19317 19320 19322 19324 19326 19328 19329 19330 19331
## [6517] 19332 19333 19339 19340 19341 19342 19348 19349 19351 19353 19354 19359
## [6529] 19367 19368 19371 19372 19375 19376 19377 19380 19382 19383 19386 19391
## [6541] 19392 19393 19395 19403 19404 19409 19417 19418 19422 19423 19425 19429
## [6553] 19431 19443 19445 19446 19447 19451 19455 19457 19463 19466 19468 19472
## [6565] 19479 19480 19487 19489 19493 19494 19498 19500 19502 19508 19509 19513
## [6577] 19515 19517 19518 19522 19525 19529 19532 19533 19539 19544 19545 19546
## [6589] 19548 19550 19551 19555 19557 19559 19562 19563 19564 19566 19568 19572
## [6601] 19575 19579 19584 19587 19589 19592 19608 19614 19619 19620 19622 19627
## [6613] 19634 19638 19639 19640 19645 19649 19650 19651 19654 19655 19658 19662
## [6625] 19663 19668 19670 19675 19677 19678 19680 19686 19689 19695 19700 19701
## [6637] 19703 19704 19705 19707 19710 19711 19713 19714 19717 19718 19720 19721
## [6649] 19724 19727 19730 19735 19737 19742 19743 19749 19750 19751 19752 19756
## [6661] 19760 19761 19762 19763 19764 19767 19772 19776 19777 19781 19782 19785
## [6673] 19787 19790 19792 19794 19796 19798 19799 19800 19801 19804 19805 19807
## [6685] 19808 19811 19812 19813 19814 19816 19818 19824 19834 19835 19836 19837
## [6697] 19838 19839 19841 19842 19852 19854 19856 19858 19866 19867 19872 19875
## [6709] 19884 19893 19894 19902 19903 19907 19911 19915 19916 19917 19930 19937
## [6721] 19938 19945 19946 19957 19959 19961 19964 19966 19968 19970 19972 19973
## [6733] 19975 19977 19980 19981 19987 19990 19992 19993 19997 20003 20004 20005
## [6745] 20008 20010 20012 20014 20017 20018 20024 20028 20029 20030 20033 20036
## [6757] 20038 20039 20047 20049 20050 20058 20059 20062 20067 20071 20073 20075
## [6769] 20076 20077 20078 20079 20080 20081 20082 20090 20091 20096 20097 20098
## [6781] 20104 20107 20110 20114 20117 20118 20121 20122 20126 20131 20132 20133
## [6793] 20135 20144 20148 20149 20151 20153 20158 20161 20164 20165 20166 20167
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model_rbf1 <- ksvm(train_target ~ ., data = train_input, kernel="rbfdot", C=1, cross = 3)
model_rbf1## Support Vector Machine object of class "ksvm"
##
## SV type: C-svc (classification)
## parameter : cost C = 1
##
## Gaussian Radial Basis kernel function.
## Hyperparameter : sigma = 0.0760172458246544
##
## Number of Support Vectors : 7738
##
## Objective Function Value : -6904.703
## Training error : 0.132409
## Cross validation error : 0.145001set.seed(500)
model_poly1 <- ksvm(train_target ~ ., data = train_input, kernel="polydot", C=1, cross = 3) # higher error## Setting default kernel parametersmodel_poly1## Support Vector Machine object of class "ksvm"
##
## SV type: C-svc (classification)
## parameter : cost C = 1
##
## Polynomial kernel function.
## Hyperparameters : degree = 1 scale = 1 offset = 1
##
## Number of Support Vectors : 7757
##
## Objective Function Value : -7697.51
## Training error : 0.146185
## Cross validation error : 0.150178set.seed(500)
model_la1 <- ksvm(train_target ~ .,data = train_input, kernel="laplacedot", C=1, cross = 3)
model_la1## Support Vector Machine object of class "ksvm"
##
## SV type: C-svc (classification)
## parameter : cost C = 1
##
## Laplace kernel function.
## Hyperparameter : sigma = 0.0760172458246544
##
## Number of Support Vectors : 8338
##
## Objective Function Value : -7080.673
## Training error : 0.132672
## Cross validation error : 0.146273set.seed(500)
model_rbf2 <- ksvm(train_target ~ ., data = train_input, kernel="rbfdot", C=5, cross = 3) # higher error
model_rbf2## Support Vector Machine object of class "ksvm"
##
## SV type: C-svc (classification)
## parameter : cost C = 5
##
## Gaussian Radial Basis kernel function.
## Hyperparameter : sigma = 0.0760172458246544
##
## Number of Support Vectors : 7828
##
## Objective Function Value : -31143.28
## Training error : 0.118282
## Cross validation error : 0.144386set.seed(500)
model_la2 <- ksvm(train_target ~ .,data = train_input, kernel="laplacedot", C=5, cross = 3)
model_la2## Support Vector Machine object of class "ksvm"
##
## SV type: C-svc (classification)
## parameter : cost C = 5
##
## Laplace kernel function.
## Hyperparameter : sigma = 0.0760172458246544
##
## Number of Support Vectors : 9322
##
## Objective Function Value : -28941.08
## Training error : 0.096565
## Cross validation error : 0.142412set.seed(500)
model_rbf2 <- ksvm(train_target ~ ., data = train_input, kernel="rbfdot", C=10, cross = 3) # higher error than lower C
model_rbf2## Support Vector Machine object of class "ksvm"
##
## SV type: C-svc (classification)
## parameter : cost C = 10
##
## Gaussian Radial Basis kernel function.
## Hyperparameter : sigma = 0.0760172458246544
##
## Number of Support Vectors : 7931
##
## Objective Function Value : -58551.2
## Training error : 0.108586
## Cross validation error : 0.147194set.seed(500)
model_la3 <- ksvm(train_target ~ .,data = train_input, kernel="laplacedot", C=10, cross = 3)
model_la3## Support Vector Machine object of class "ksvm"
##
## SV type: C-svc (classification)
## parameter : cost C = 10
##
## Laplace kernel function.
## Hyperparameter : sigma = 0.0760172458246544
##
## Number of Support Vectors : 10312
##
## Objective Function Value : -48322.93
## Training error : 0.063221
## Cross validation error : 0.145351set.seed(500)
model_la4 <- ksvm(train_target ~ .,data = train_input, kernel="laplacedot", C=20, cross = 3)
model_la4## Support Vector Machine object of class "ksvm"
##
## SV type: C-svc (classification)
## parameter : cost C = 20
##
## Laplace kernel function.
## Hyperparameter : sigma = 0.0760172458246544
##
## Number of Support Vectors : 11238
##
## Objective Function Value : -72243.08
## Training error : 0.033695
## Cross validation error : 0.152415set.seed(500)
model_la4 <- ksvm(train_target ~ .,data = train_input, kernel="laplacedot", C=30, cross = 3)
model_la4## Support Vector Machine object of class "ksvm"
##
## SV type: C-svc (classification)
## parameter : cost C = 30
##
## Laplace kernel function.
## Hyperparameter : sigma = 0.0760172458246544
##
## Number of Support Vectors : 11497
##
## Objective Function Value : -86574.41
## Training error : 0.021322
## Cross validation error : 0.157114.4.1 Cross-validation
cv_function <- function(df, target, nFolds, seedVal, prediction_method, metrics_list)
{
# create folds using the assigned values
set.seed(seedVal)
folds = createFolds(df[,target],nFolds)
# The lapply loop
cv_results <- lapply(folds, function(x)
{
# data preparation:
test_target <- df[x,target]
test_input <- df[x,-target]
train_target <- df[-x,target]
train_input <- df[-x,-target]
pred_model <- prediction_method(train_target ~ .,data = train_input)
pred <- predict(pred_model, test_input)
return(mmetric(test_target,pred,metrics_list))
})
cv_results_m <- as.matrix(as.data.frame(cv_results))
cv_mean<- as.matrix(rowMeans(cv_results_m))
cv_sd <- as.matrix(rowSds(cv_results_m))
colnames(cv_mean) <- "Mean"
colnames(cv_sd) <- "Sd"
cv_all <- cbind(cv_results_m, cv_mean, cv_sd)
kable(t(cbind(cv_mean,cv_sd)),digits=2)
}
df <- census
target <- 15
seedVal <- 500
metrics_list <- c("ACC","TPR","PRECISION","F1")
seedVal <- 500
assign("prediction_method", ksvm)
cv_function(df, target, 5, seedVal, prediction_method, metrics_list)| ACC | TPR1 | TPR2 | PRECISION1 | PRECISION2 | F11 | F12 | |
|---|---|---|---|---|---|---|---|
| Mean | 85.64 | 94.22 | 58.59 | 87.76 | 76.26 | 90.88 | 66.27 |
| Sd | 0.41 | 0.26 | 1.11 | 0.30 | 1.03 | 0.26 | 1.04 |
4.5 knn (IBk) models
metrics_list <- c("ACC","TPR","PRECISION","F1")
knn_model1 <- IBk(train_target ~ .,data = train_input,control = Weka_control(K=1))
knn_model1## IB1 instance-based classifier
## using 1 nearest neighbour(s) for classificationinsample_pred1 <- predict(knn_model1, train_input)
mmetric(train_target, insample_pred1, metrics_list)## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 99.99561 100.00000 99.98178 99.99422 100.00000 99.99711 99.99089knn_model2 <- IBk(train_target ~ .,data = train_input,control = Weka_control(K=5))
knn_model2## IB1 instance-based classifier
## using 5 nearest neighbour(s) for classificationinsample_pred2 <- predict(knn_model2, train_input)
mmetric(train_target, insample_pred2, metrics_list)## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 87.63656 93.68932 68.55529 90.37797 77.50772 92.00386 72.75715knn_model3 <- IBk(train_target ~ .,data = train_input,control = Weka_control(K=5, F=TRUE))
knn_model3## IB1 instance-based classifier
## using 5 similarity-weighted nearest neighbour(s) for classificationinsample_pred3 <- predict(knn_model3, train_input)
mmetric(train_target, insample_pred3, metrics_list)## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 87.63656 93.68932 68.55529 90.37797 77.50772 92.00386 72.75715knn_model4 <- IBk(train_target ~ .,data = train_input,control = Weka_control(K=5, I=TRUE))
knn_model4## IB1 instance-based classifier
## using 5 inverse-distance-weighted nearest neighbour(s) for classificationinsample_pred4 <- predict(knn_model4, train_input)
mmetric(train_target, insample_pred4, metrics_list)## ACC TPR1 TPR2 PRECISION1 PRECISION2 F11 F12
## 99.88593 99.96533 99.63563 99.88451 99.89041 99.92490 99.762864.5.1 cross-validation
cv_function <- function(df, target, nFolds, seedVal, prediction_method, metrics_list)
{
# create folds using the assigned values
set.seed(seedVal)
folds = createFolds(df[,target],nFolds)
# The lapply loop
cv_results <- lapply(folds, function(x)
{
# data preparation:
test_target <- df[x,target]
test_input <- df[x,-target]
train_target <- df[-x,target]
train_input <- df[-x,-target]
pred_model <- prediction_method(train_target ~ .,data = train_input)
pred <- predict(pred_model, test_input)
return(mmetric(test_target,pred,metrics_list))
})
cv_results_m <- as.matrix(as.data.frame(cv_results))
cv_mean<- as.matrix(rowMeans(cv_results_m))
cv_sd <- as.matrix(rowSds(cv_results_m))
colnames(cv_mean) <- "Mean"
colnames(cv_sd) <- "Sd"
cv_all <- cbind(cv_results_m, cv_mean, cv_sd)
kable(t(cbind(cv_mean,cv_sd)),digits=2)
}
df <- census
target <- 15
seedVal <- 500
metrics_list <- c("ACC","TPR","PRECISION","F1")
assign("prediction_method", IBk)
cv_function(df, target, 5, seedVal, prediction_method, metrics_list)| ACC | TPR1 | TPR2 | PRECISION1 | PRECISION2 | F11 | F12 | |
|---|---|---|---|---|---|---|---|
| Mean | 79.30 | 86.78 | 55.75 | 86.08 | 57.22 | 86.42 | 56.47 |
| Sd | 0.39 | 0.44 | 0.84 | 0.24 | 0.89 | 0.27 | 0.73 |
5 Reflection
The models used in this project are decision tree, simple naïve bayes models, neural network models (mlp), svm models, and knn models.
Among the 5 different models, the decision tree performed the best with the highest accuracy of 86.82, highest f-score of 91.54 and 70.23 in predicting low income and high income respectively. The second best model is the svm model. The accuracy of the svm model was only slightly lower than that of decision tree at 85.64, while it has a similar f-score of 90.88 and 66.27. The mlp model had a similar performance with the svm model. The accuracy and f-score for low income and high income were 82.43, 89.01 and 53.83, respectively. The naïve bayes model provided a baseline of performance. It had an accuracy of 82.82 and f-score of 89.19 and 58.26. Whereas, the knn model performed the worst with the lowest accuracy of 79.3, and f-score of 86.42 and 56.47.
Interestingly, all of the models had a higher f-score in low income group than in high income group. This indicates that they all predict the low income group better than the high income group.
Capital.gain is the root node in the five decision trees generated, in other words, it is the most useful feature to predict y. Therefore, I would choose capital.gain as the one feature to predict the target.
A random classifier would have an overall accuracy of 0.5, while the overall accuracy of a majority rule classifier is estimated to be 0.77 in the dataset. Knn model has an overall accuracy of 99.997 which is double that of a random classifier and almost 0.25 more than a majority rule classifier.
Mistakes in predictions could lead to inappropriate marketing efforts. For example, promoting financial products that target higher income groups to lower income groups, vice versa. Such marketing campaigns would have a low return in investment since the campaigns are targeted to groups with lower interest in the financial products.
First, the low income individuals would face financial hardship by accumulating debt and late fees, and potentially damaging their credit scores, which could lead to other socio-economic challenges when this has a significant impact on the individuals’ lives. Second, the negative experiences can harm the reputation of the financial institutions, resulting in a loss of credibility and customer trust.
There will be missed business opportunities by not offering suitable and more profitable products to customers who can afford them. Besides, the high income individuals may be dissatisfied with the products offered and may turn to competitors that cater to their financial needs better.
The model was better at predicting those with low income. The decision tree has a f-score of 91.54 when predicting the low income individuals, while the model only has a f-score of 70.23 when predicting the high income individuals. The same observation is seen in the precision and recall rate.