In this tutorial, we will try to understand some fundamental control structures used in statistical programming. In the beginning, we will separately analyze different control structures.
if and else: testing a condition and acting on itfor: execute a loop a fixed number of timeswhile: execute a loop while a condition is trueGeneral Construction:
if:if (CONDITION) {
ACTION
}if else:if (CONDITION) {
ACTION 1
} else {
ACTION 2
}ifelse():ifelse(CONDITION,ACTION1,ACTION2)Question: What does the following code do?
x = 3
if(x > 0){
print(log(x))
}
x = -3
if(x > 0){
print(log(x))
}x = 3
if(x > 0){
print(log(x))
} else{
message("Unable to Take Logarithm")
}
x = -3
if(x > 0){
print(log(x))
} else {
message("Unable to Take Logarithm")
}Write code that takes numbers a and b as input and prints ‘a is greater than b’ if a>b, otherwise prints ‘a is not greater than b’.
a = 10
b = 8
if(a > b){
print('a is greater than b')
} else{
print('a is not greater than b')
}## [1] "a is greater than b"Question: The following code will fail when x equals to what?
x = 10
if(x > 0){
print(log(x))
}
if(x > 0){
print(log(x))
} else{
message("Unable to Take Logarithm")
}Question: What do you think we can do to get rid of the problem?
x=BLANK
if(is.numeric(x)){
if(x > 0){
print(log(x))
} else{
message("Unable to Take Logarithm")
}
} else{
message("Please Input Numbers")
}Redo Excercise 1 but check the data types before doing the comparison. Hint: && (and) and || (or) can be used to combine multiple logical expressions. Please don’t use & and | in an if statement: these are vectorized operations.
a = '10'
b = 8
if (is.numeric(a) && is.numeric(b)){
if (a>b){
print('a is greater than b')
} else {
print('a is not greater than b')
}
} else {
message("Please Input Numbers")
}## Please Input Numbersifelse()Question: What’s the difference between if esle and ifelse?
x=c(-1,3,200)
#print(log(x))
y1 = if(x > 0){
log(x)
} else{
NA
}
print(y1)y2 = ifelse(x>0,log(x),NA)
print(y2)ifelse() Statementsx=rnorm(1000,mean=0,sd=1)
y=ifelse(abs(x)<1,"Within 1 SD",ifelse(abs(x)>2,"Far Far Away","Between 1 and 2 SD"))
y.fct=factor(y,levels=c("Within 1 SD","Between 1 and 2 SD","Far Far Away"))
ggplot() +
geom_bar(aes(x=y.fct),fill="lightskyblue1") +
theme_minimal()Please use ifelse() function to create a new column WageLevel with lwage column of the Wages dataset from Ecdat.
lwage is greater than \(7.0\), the corresponding value in the final vector is High Wage.lwage is lower than \(6.4\), the value is Low Wage.Normal.Wages %>%
mutate(WageLevel=ifelse(lwage>7.0, "High Wage",ifelse(lwage<6.4,"Low","Normal")))## exp wks bluecol ind south smsa married sex union ed black lwage
## 1 3 32 no 0 yes no yes male no 9 no 5.56068
## 2 4 43 no 0 yes no yes male no 9 no 5.72031
## 3 5 40 no 0 yes no yes male no 9 no 5.99645
## 4 6 39 no 0 yes no yes male no 9 no 5.99645
## 5 7 42 no 1 yes no yes male no 9 no 6.06146
## 6 8 35 no 1 yes no yes male no 9 no 6.17379
## 7 9 32 no 1 yes no yes male no 9 no 6.24417
## 8 30 34 yes 0 no no yes male no 11 no 6.16331
## 9 31 27 yes 0 no no yes male no 11 no 6.21461
## 10 32 33 yes 1 no no yes male yes 11 no 6.26340
## 11 33 30 yes 1 no no yes male no 11 no 6.54391
## 12 34 30 yes 1 no no yes male no 11 no 6.69703
## 13 35 37 yes 1 no no yes male no 11 no 6.79122
## 14 36 30 yes 1 no no yes male no 11 no 6.81564
## 15 6 50 yes 1 no no yes male yes 12 no 5.65249
## 16 7 51 yes 1 no no yes male yes 12 no 6.43615
## 17 8 50 yes 1 no no yes male yes 12 no 6.54822
## 18 9 52 yes 1 no no yes male yes 12 no 6.60259
## 19 10 52 yes 1 no no yes male yes 12 no 6.69580
## 20 11 52 yes 1 no no no male yes 12 no 6.77878
## 21 12 46 yes 1 no no no male yes 12 no 6.86066
## 22 31 52 yes 0 no yes no female no 10 yes 6.15698
## 23 32 46 yes 0 no yes no female no 10 yes 6.23832
## 24 33 46 yes 0 no yes no female no 10 yes 6.30079
## 25 34 49 yes 0 no yes no female no 10 yes 6.35957
## 26 35 44 yes 0 no yes no female no 10 yes 6.46925
## 27 36 52 yes 0 no yes no female no 10 yes 6.56244
## 28 37 46 yes 0 no yes no female no 10 yes 6.62141
## 29 10 50 yes 0 no no yes male yes 16 no 6.43775
## 30 11 46 yes 0 no no yes male yes 16 no 6.62007
## 31 12 40 yes 0 no no yes male yes 16 no 6.63332
## 32 13 50 no 0 no no yes male no 16 no 6.98286
## 33 14 47 yes 0 no yes yes male no 16 no 7.04752
## 34 15 47 no 0 no no yes male no 16 no 7.31322
## 35 16 49 no 0 no no yes male no 16 no 7.29574
## 36 26 44 yes 1 no yes yes male no 12 no 6.90575
## 37 27 47 yes 1 no yes yes male no 12 no 6.90575
## 38 28 47 yes 1 no yes yes male no 12 no 6.90776
## 39 29 47 yes 1 no yes yes male no 12 no 7.00307
## 40 30 44 yes 1 no yes yes male no 12 no 7.06902
## 41 31 45 yes 1 no yes yes male no 12 no 7.52023
## 42 32 47 yes 1 no yes yes male no 12 no 7.33889
## 43 15 46 yes 0 no no yes male yes 12 no 6.13340
## 44 16 48 yes 0 no no yes male yes 12 no 6.17379
## 45 17 49 yes 0 no no yes male yes 12 no 6.21261
## 46 18 46 yes 0 no no yes male yes 12 no 6.31355
## 47 19 47 yes 0 no no yes male yes 12 no 6.37502
## 48 20 47 yes 0 no no yes male yes 12 no 6.44572
## 49 21 48 yes 0 no no yes male yes 12 no 6.52209
## 50 23 51 yes 1 yes no yes male yes 10 no 6.33150
## 51 24 50 yes 1 yes no yes male yes 10 no 6.40357
## 52 25 50 yes 1 yes no yes male yes 10 no 6.54391
## 53 26 50 yes 1 yes no yes male yes 10 no 6.56244
## 54 27 44 yes 1 no yes yes male yes 10 no 6.59167
## 55 28 51 yes 1 no yes yes male yes 10 no 6.81783
## 56 29 51 yes 1 no yes yes male yes 10 no 6.89163
## 57 3 50 no 0 yes yes yes male no 16 no 6.55108
## 58 4 48 no 0 yes yes yes male no 16 no 6.55108
## 59 5 50 no 0 yes yes yes male no 16 no 6.80239
## 60 6 48 no 0 yes yes yes male no 16 no 6.90776
## 61 7 48 no 0 yes yes yes male no 16 no 7.09008
## 62 8 44 no 0 yes yes yes male no 16 no 7.17012
## 63 9 48 no 0 yes yes yes male no 16 no 7.20786
## 64 3 49 no 0 yes yes yes male no 16 no 6.39693
## 65 4 47 no 0 yes yes yes male no 16 no 6.43775
## 66 5 46 no 0 yes yes yes male no 16 no 6.43775
## 67 6 44 no 0 yes yes yes male no 16 no 6.43775
## 68 7 43 no 0 yes yes yes male no 16 no 6.52209
## 69 8 34 no 0 yes yes yes male no 16 no 6.61338
## 70 9 40 no 0 yes yes yes male no 16 no 6.73934
## 71 24 47 yes 0 no yes no male yes 12 no 6.65801
## 72 25 48 yes 0 no yes no male yes 12 no 6.72623
## 73 26 45 yes 0 no yes no male yes 12 no 6.80239
## 74 27 45 yes 0 no yes yes male yes 12 no 6.90776
## 75 28 47 yes 0 no yes yes male yes 12 no 7.03966
## 76 29 17 yes 0 no yes yes male yes 12 no 7.12769
## 77 30 47 yes 0 no yes yes male yes 12 no 7.24423
## 78 21 47 yes 0 yes yes yes male yes 12 no 6.55108
## 79 22 46 yes 0 yes yes yes male yes 12 no 6.62936
## 80 23 47 yes 0 yes yes yes male yes 12 no 6.72263
## 81 24 47 yes 0 yes yes yes male yes 12 no 6.73340
## 82 25 47 yes 0 yes yes yes male yes 12 no 6.72263
## 83 26 47 yes 0 yes yes yes male yes 12 no 6.95177
## 84 27 46 yes 0 yes yes yes male yes 12 no 7.05272
## 85 26 48 yes 0 yes yes yes male no 12 no 6.90575
## 86 27 48 yes 0 yes yes yes male no 12 no 6.90073
## 87 28 50 yes 0 yes yes yes male no 12 no 7.17012
## 88 29 48 yes 0 yes yes yes male no 12 no 7.26543
## 89 30 48 yes 0 yes yes yes male no 12 no 7.25912
## 90 31 46 no 0 yes yes yes male no 12 no 7.25488
## 91 32 46 yes 0 yes yes yes male no 12 no 7.40001
## 92 15 45 no 0 yes yes yes male no 17 no 6.80239
## 93 16 45 no 0 yes yes yes male no 17 no 6.80239
## 94 17 45 no 0 yes yes yes male no 17 no 6.92560
## 95 18 44 no 0 yes yes yes male no 17 no 7.00307
## 96 19 44 no 0 yes yes yes male no 17 no 7.13090
## 97 20 44 no 0 yes yes yes male no 17 no 7.12448
## 98 21 44 no 0 yes yes yes male no 17 no 7.12287
## 99 9 50 no 0 no no no female no 14 no 5.94017
## 100 10 46 no 0 no no no female no 14 no 5.86079
## 101 11 48 no 0 no no no female no 14 no 5.99894
## 102 12 46 no 0 no no no female no 14 no 6.08450
## 103 13 48 no 0 no no no female no 14 no 6.39526
## 104 14 41 no 0 no no no female no 14 no 6.47697
## 105 15 48 no 0 no no no female no 14 no 6.47697
## 106 16 50 yes 0 yes yes no female no 12 yes 5.97889
## 107 17 50 yes 0 yes yes no female no 12 yes 5.78383
## 108 18 48 yes 0 yes yes no female no 12 yes 5.85793
## 109 19 48 yes 0 yes yes no female no 12 yes 5.95324
## 110 20 50 yes 0 yes yes no female no 12 yes 6.14633
## 111 21 50 yes 0 yes yes no female no 12 yes 6.17587
## 112 22 49 yes 0 yes yes no female no 12 yes 6.38856
## 113 16 49 no 1 no no yes male no 14 no 6.62007
## 114 17 48 no 1 no no yes male no 14 no 6.49224
## 115 18 49 no 1 no no yes male no 14 no 6.77992
## 116 19 50 no 1 no no yes male no 14 no 6.74524
## 117 20 51 no 1 no no yes male no 14 no 7.09008
## 118 21 46 no 1 no no yes male no 14 no 7.13090
## 119 22 47 no 1 no no yes male no 14 no 7.13090
## 120 25 47 no 1 yes yes yes male no 16 no 6.90575
## 121 26 46 no 1 yes yes yes male no 16 no 6.90575
## 122 27 47 no 1 yes yes yes male no 16 no 7.60090
## 123 28 47 no 1 yes yes yes male no 16 no 7.64969
## 124 29 47 no 1 yes yes yes male no 16 no 7.71869
## 125 30 48 no 1 yes yes yes male no 16 no 7.78322
## 126 31 47 no 1 yes yes yes male no 16 no 7.80384
## 127 40 37 yes 1 no yes yes male yes 12 no 6.38688
## 128 41 49 yes 1 no yes yes male yes 12 no 6.47389
## 129 42 50 yes 1 no yes yes male yes 12 no 6.54247
## 130 43 47 yes 1 no yes yes male yes 12 no 6.67582
## 131 44 47 yes 1 no yes yes male yes 12 no 6.74170
## 132 45 25 yes 1 no yes yes male yes 12 no 6.83195
## 133 46 40 yes 1 no yes yes male yes 12 no 6.93634
## 134 25 50 no 0 no no yes male no 16 no 6.78333
## 135 26 49 no 1 no no yes male no 16 no 6.85751
## 136 27 49 no 1 no no yes male no 16 no 6.98472
## 137 28 48 no 1 no no yes male no 16 no 7.05790
## 138 29 48 no 1 no no yes male no 16 no 7.20564
## 139 30 49 no 1 no no yes male no 16 no 7.10988
## 140 31 48 no 1 no no yes male no 16 no 7.26683
## 141 28 42 yes 1 yes no yes male yes 4 no 6.05912
## 142 29 46 yes 1 yes no yes male yes 4 no 6.05209
## 143 30 49 yes 1 yes no yes male yes 4 no 5.99146
## 144 31 49 yes 1 yes no yes male yes 4 no 6.21461
## 145 32 48 yes 0 yes no yes male yes 4 no 6.32436
## 146 33 45 yes 0 yes no yes male yes 4 no 6.44254
## 147 34 42 yes 1 yes no yes male yes 4 no 6.44254
## 148 20 46 no 0 no no yes male no 14 no 6.59987
## 149 21 45 no 0 no no yes male no 14 no 6.59987
## 150 22 44 no 0 no no yes male no 14 no 6.68461
## 151 23 46 no 0 no no yes male no 14 no 6.72743
## 152 24 47 no 0 no no yes male no 14 no 6.88244
## 153 25 51 no 1 no no yes male no 14 no 6.95655
## 154 26 47 no 0 no no yes male no 14 no 7.04752
## 155 11 50 no 0 no yes yes male no 16 no 6.90575
## 156 12 50 no 0 no yes yes male no 16 no 6.90575
## 157 13 51 no 0 no yes yes male no 16 no 7.49554
## 158 14 50 no 0 no yes yes male no 16 no 7.66153
## 159 15 48 no 0 no yes yes male no 16 no 7.86327
## 160 16 47 no 0 no yes yes male no 16 no 8.03916
## 161 17 50 no 0 no yes yes male no 16 no 7.89357
## 162 5 30 no 0 no no no female no 12 no 5.43808
## 163 6 51 no 0 no no no female no 12 no 5.52146
## 164 7 51 yes 0 no no no female no 12 no 5.57973
## 165 8 52 yes 0 no no no female no 12 no 5.66988
## 166 9 49 yes 0 no no no female no 12 no 5.73657
## 167 10 51 yes 0 no no no female yes 12 no 5.84354
## 168 11 50 yes 0 no no no female no 12 no 5.85793
## 169 8 37 no 0 no yes yes male yes 17 no 6.52942
## 170 9 39 no 0 no yes yes male yes 17 no 6.57925
## 171 10 40 no 0 no yes yes male yes 17 no 6.71538
## 172 11 38 no 0 no yes yes male yes 17 no 6.68461
## 173 12 38 no 0 no yes yes male yes 17 no 6.79122
## 174 13 39 no 0 no yes yes male yes 17 no 6.97541
## 175 14 41 no 0 no yes yes male yes 17 no 6.90776
## 176 14 48 no 1 yes yes yes male no 15 no 6.47697
## 177 15 47 yes 1 yes yes yes male no 15 no 6.55108
## 178 16 49 no 1 yes yes yes male no 15 no 6.86693
## 179 17 48 no 1 yes yes yes male no 15 no 6.85646
## 180 18 47 no 1 yes yes yes male no 15 no 7.27932
## 181 19 47 no 1 yes yes yes male no 15 no 7.54961
## 182 20 48 no 1 yes yes yes male no 15 no 7.36708
## 183 8 50 no 0 no yes no male no 16 no 6.01616
## 184 9 52 no 0 no yes no male no 16 no 6.90575
## 185 10 48 no 0 no no no male no 16 no 7.04752
## 186 11 50 no 0 no no no male no 16 no 7.26193
## 187 12 50 no 0 no no no male no 16 no 7.09008
## 188 13 45 no 0 no no no male no 16 no 6.96319
## 189 14 23 no 0 no no no male no 16 no 7.31322
## 190 26 50 yes 0 no yes yes male no 12 no 6.73340
## 191 27 50 yes 0 no yes yes male no 12 no 6.69703
## 192 28 50 yes 0 no yes yes male no 12 no 6.68461
## 193 29 50 yes 0 no yes yes male no 12 no 6.74524
## 194 30 50 yes 0 no yes yes male no 12 no 6.73102
## 195 31 49 yes 0 no yes yes male no 12 no 6.80239
## 196 32 49 yes 0 no yes yes male no 12 no 6.74524
## 197 31 49 no 0 no yes yes male no 14 no 6.90575
## 198 32 49 no 0 no yes yes male no 14 no 6.90575
## 199 33 49 no 0 no yes yes male no 14 no 7.06219
## 200 34 49 no 0 no yes yes male no 14 no 7.57558
## 201 35 50 no 0 no yes yes male no 14 no 7.67322
## 202 36 49 no 0 no yes yes male no 14 no 7.47307
## 203 37 49 no 0 no yes yes male no 14 no 7.56008
## 204 17 47 no 0 yes yes no female no 12 no 6.19644
## 205 18 47 no 0 yes yes no female no 12 no 6.29895
## 206 19 48 no 0 yes yes no female no 12 no 6.33150
## 207 20 49 no 0 yes yes no female no 12 no 6.36303
## 208 21 49 no 0 yes yes no female no 12 no 6.48158
## 209 22 45 no 0 yes yes no female no 12 no 6.57786
## 210 23 49 no 0 yes yes no female no 12 no 6.64379
## 211 22 48 no 1 no yes yes male no 17 no 6.90575
## 212 23 48 no 1 no yes yes male no 17 no 6.90575
## 213 24 48 no 1 no yes yes male no 17 no 7.31322
## 214 25 47 no 1 no yes yes male no 17 no 7.24423
## 215 26 43 no 1 no yes yes male no 17 no 7.48437
## 216 27 47 no 0 no yes yes male no 17 no 7.54961
## 217 28 45 no 1 no yes yes male no 17 no 7.61332
## 218 30 50 no 1 no yes yes male no 16 no 6.90575
## 219 31 49 no 1 no yes yes male no 16 no 6.90575
## 220 32 49 no 1 no yes yes male no 16 no 7.46737
## 221 33 48 no 1 no yes yes male no 16 no 7.40853
## 222 34 49 no 1 no yes yes male no 16 no 7.60589
## 223 35 47 no 1 no yes yes male no 16 no 8.04879
## 224 36 47 no 1 no yes yes male no 16 no 7.74066
## 225 14 51 no 0 no yes yes male no 16 no 6.90575
## 226 15 47 no 0 no yes yes male no 16 no 6.90575
## 227 16 51 no 0 no yes yes male no 16 no 7.17012
## 228 17 47 no 0 no yes yes male no 16 no 7.27932
## 229 18 48 no 0 no yes yes male no 16 no 7.24065
## 230 19 50 no 0 no yes yes male no 16 no 7.37776
## 231 20 49 no 0 no yes yes male no 16 no 7.46737
## 232 45 48 yes 0 yes no yes male no 8 no 5.75890
## 233 46 48 yes 0 yes no yes male no 8 no 5.86079
## 234 47 48 yes 0 yes no yes male no 8 no 5.82305
## 235 48 49 yes 0 yes no yes male no 8 no 5.94803
## 236 49 50 yes 0 yes no yes male no 8 no 6.24804
## 237 50 48 yes 0 yes no yes male no 8 no 6.20658
## 238 51 46 yes 0 yes no yes male no 8 no 5.98394
## 239 8 30 yes 0 no yes yes male yes 13 yes 6.51471
## 240 9 49 yes 1 no yes yes male yes 13 yes 6.61070
## 241 10 48 yes 1 no yes yes male yes 13 yes 6.39693
## 242 11 49 yes 1 no yes yes male yes 13 yes 6.75227
## 243 12 34 yes 1 no yes yes male yes 13 yes 6.88653
## 244 13 48 yes 1 no yes yes male yes 13 yes 7.01212
## 245 14 45 yes 1 no yes yes male yes 13 yes 7.02554
## 246 15 52 yes 0 yes yes yes male no 10 no 6.62007
## 247 16 47 no 0 yes yes yes male no 10 no 6.77422
## 248 17 50 no 0 yes no yes male no 10 no 7.13090
## 249 18 50 no 0 yes no yes male no 10 no 7.08841
## 250 19 48 no 0 yes yes yes male no 10 no 7.13090
## 251 20 50 no 0 yes yes yes male no 10 no 6.90776
## 252 21 41 no 0 yes yes yes male no 10 no 7.18007
## 253 12 52 no 0 no yes yes male no 14 no 6.90575
## 254 13 47 no 0 no yes yes male no 14 no 6.74170
## 255 14 50 no 0 no yes yes male no 14 no 7.00307
## 256 15 49 no 0 no yes yes male no 14 no 7.13090
## 257 16 50 no 0 no yes yes male no 14 no 7.14283
## 258 17 48 no 0 no yes yes male no 14 no 7.28276
## 259 18 49 no 0 no yes no male no 14 no 7.40914
## 260 10 48 yes 1 no no yes male yes 12 no 6.05209
## 261 11 49 yes 1 no no yes male yes 12 no 6.05209
## 262 12 48 yes 1 no no yes male yes 12 no 6.05209
## 263 13 48 yes 1 no no yes male yes 12 no 6.36819
## 264 14 49 yes 1 no no yes male yes 12 no 6.43615
## 265 15 48 no 1 no no yes male yes 12 no 6.54965
## 266 16 49 yes 1 no no yes male yes 12 no 6.52209
## 267 6 47 no 0 no yes yes male no 13 no 6.47697
## 268 7 51 no 0 no yes no male no 13 no 6.58617
## 269 8 48 no 0 no yes no male no 13 no 6.47697
## 270 9 50 no 0 no yes no male no 13 no 6.52942
## 271 10 50 no 0 no yes no male no 13 no 6.80239
## 272 11 52 no 0 no yes no male no 13 no 6.77992
## 273 12 51 no 0 no yes yes male no 13 no 6.80793
## 274 30 47 no 0 yes no yes male yes 8 no 6.35784
## 275 31 39 no 0 yes no yes male yes 8 no 6.49979
## 276 32 32 no 0 yes no yes male yes 8 no 6.58203
## 277 33 35 no 0 yes no yes male yes 8 no 6.69456
## 278 34 47 no 0 yes no yes male yes 8 no 6.78784
## 279 35 45 no 0 yes no yes male yes 8 no 6.90776
## 280 36 47 no 0 yes no yes male yes 8 no 7.35819
## 281 20 50 no 0 yes yes yes male no 16 no 6.90575
## 282 21 50 no 0 yes yes yes male no 16 no 6.90575
## 283 22 50 no 0 yes yes yes male no 16 no 7.37776
## 284 23 50 no 0 yes yes yes male no 16 no 7.49109
## 285 24 50 no 0 yes yes yes male no 16 no 7.57558
## 286 25 48 no 0 yes yes yes male no 16 no 7.52833
## 287 26 47 no 0 yes yes yes male no 16 no 7.74500
## 288 30 38 yes 1 no yes no female yes 12 yes 6.21860
## 289 31 41 yes 0 no yes no female yes 12 yes 6.49375
## 290 32 51 yes 0 no yes no female yes 12 yes 6.58064
## 291 33 50 yes 1 no yes no female yes 12 yes 6.68960
## 292 34 42 yes 1 no yes no female yes 12 yes 6.79347
## 293 35 50 yes 1 no yes no female yes 12 yes 6.92461
## 294 36 49 yes 1 no yes no female yes 12 yes 7.02554
## 295 5 49 no 0 no yes yes male no 16 no 6.68461
## 296 6 47 no 0 no yes yes male no 16 no 6.84375
## 297 7 48 no 0 no yes yes male no 16 no 6.90776
## 298 8 49 no 0 no yes yes male no 16 no 7.00307
## 299 9 46 no 0 no yes yes male no 16 no 7.13090
## 300 10 45 no 0 no yes yes male no 16 no 7.40853
## 301 11 49 no 0 no yes yes male no 16 no 7.43838
## 302 7 48 no 1 no yes yes male no 17 no 6.90575
## 303 8 48 no 1 no yes yes male no 17 no 6.90575
## 304 9 48 no 1 no yes yes male no 17 no 7.20786
## 305 10 47 no 1 no yes yes male no 17 no 7.31322
## 306 11 46 no 1 no yes yes male no 17 no 7.43838
## 307 12 46 no 1 no yes yes male no 17 no 7.49332
## 308 13 46 no 1 no yes yes male no 17 no 7.60090
## 309 13 49 no 0 no yes no female no 13 no 6.22456
## 310 14 50 no 0 no yes no female no 13 no 6.33328
## 311 15 50 no 0 no yes no female no 13 no 6.30992
## 312 16 50 no 0 no yes no female no 13 no 6.47697
## 313 17 50 no 0 no yes no female no 13 no 6.63332
## 314 18 50 no 0 no yes no female no 13 no 6.68211
## 315 19 49 no 0 no yes no female no 13 no 6.65286
## 316 6 42 yes 0 no no yes male yes 12 no 6.12687
## 317 7 44 yes 0 no no yes male yes 12 no 6.23245
## 318 8 48 yes 0 no no yes male yes 12 no 6.32615
## 319 9 47 yes 0 no no yes male yes 12 no 6.32436
## 320 10 48 yes 0 no no yes male yes 12 no 6.46770
## 321 11 47 no 0 no no yes male yes 12 no 6.60665
## 322 12 47 yes 0 no no yes male yes 12 no 6.55108
## 323 26 48 no 0 no yes yes male no 14 no 6.90575
## 324 27 49 no 0 no yes yes male no 14 no 6.90575
## 325 28 48 no 0 no yes yes male no 14 no 7.04752
## 326 29 48 no 0 no yes yes male no 14 no 7.09008
## 327 30 48 no 0 no yes yes male no 14 no 7.20786
## 328 31 47 no 0 no yes yes male no 14 no 7.11802
## 329 32 48 no 0 no yes yes male no 14 no 7.09008
## 330 26 50 no 1 no yes no male no 16 no 6.90575
## 331 27 50 no 1 no yes no male no 16 no 6.90575
## 332 28 50 no 1 no yes no male no 16 no 7.13090
## 333 29 50 no 1 no yes no male no 16 no 7.22621
## 334 30 48 no 1 no yes yes male no 16 no 7.13090
## 335 31 41 no 1 no yes yes male no 16 no 7.31322
## 336 32 49 no 1 no yes no male no 16 no 7.43838
## 337 31 47 no 1 no no yes male no 16 no 6.90575
## 338 32 46 no 1 no no yes male no 16 no 6.90575
## 339 33 47 no 1 no no yes male no 16 no 7.60090
## 340 34 48 no 1 no no yes male no 16 no 7.67601
## 341 35 47 no 1 no no yes male no 16 no 7.70210
## 342 36 49 no 1 no no yes male no 16 no 7.69621
## 343 37 48 no 1 no no yes male no 16 no 7.82084
## 344 31 50 no 0 no yes no female yes 12 no 6.27099
## 345 32 45 no 0 no yes no female yes 12 no 6.39859
## 346 33 43 no 0 no yes no female yes 12 no 6.48311
## 347 34 48 no 0 no yes no female yes 12 no 6.55678
## 348 35 46 no 0 no yes no female yes 12 no 6.65544
## 349 36 32 no 0 no yes no female yes 12 no 6.74876
## 350 37 28 no 0 no yes no female yes 12 no 6.84907
## 351 31 45 no 1 no yes yes male no 17 no 6.90575
## 352 32 48 no 1 no yes yes male no 17 no 6.90575
## 353 33 48 no 1 no yes yes male no 17 no 7.60090
## 354 34 47 no 0 no yes yes male no 17 no 7.64969
## 355 35 48 no 1 no yes yes male no 17 no 7.82405
## 356 36 47 no 1 no yes yes male no 17 no 7.86327
## 357 37 44 no 1 no yes yes male no 17 no 7.91936
## 358 25 46 no 0 no yes yes male no 16 no 6.90575
## 359 26 49 no 0 no yes yes male no 16 no 6.90575
## 360 27 49 no 0 no yes yes male no 16 no 7.24423
## 361 28 48 no 0 no yes yes male no 16 no 7.13090
## 362 29 48 no 0 no yes yes male no 16 no 7.46737
## 363 30 48 no 0 no yes yes male no 16 no 7.60090
## 364 31 49 no 0 no yes yes male yes 16 no 7.64969
## 365 13 47 no 0 yes no yes male no 13 no 6.43615
## 366 14 49 no 0 yes no yes male no 13 no 6.90575
## 367 15 48 yes 0 no no yes male no 13 no 6.95655
## 368 16 49 yes 0 no no yes male no 13 no 6.95655
## 369 17 48 no 0 no no yes male no 13 no 7.06048
## 370 18 47 yes 0 no no yes male no 13 no 7.20786
## 371 19 48 no 0 no no yes male no 13 no 7.20786
## 372 13 47 yes 1 no no yes male yes 11 no 6.51175
## 373 14 52 yes 1 no no yes male yes 11 no 6.59030
## 374 15 51 yes 1 no no yes male yes 11 no 6.68461
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## 1852 18 49 yes 1 yes yes yes male yes 12 no 6.95655
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## 1857 22 41 no 0 no yes yes male yes 17 no 6.90575
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## 1867 18 48 yes 0 yes yes yes male yes 12 no 6.90776
## 1868 19 47 yes 0 yes yes yes male yes 12 no 7.00307
## 1869 20 46 yes 0 yes yes yes male yes 12 no 7.09008
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## 1878 22 50 yes 1 no yes yes male yes 9 no 6.74524
## 1879 23 52 yes 1 no yes no male yes 9 no 6.81892
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## 1881 25 51 yes 1 no no no male yes 9 no 7.00307
## 1882 26 49 yes 1 no no no male yes 9 no 7.09008
## 1883 27 50 yes 1 no no no male yes 9 no 7.20786
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## 1885 22 49 no 0 yes yes yes male no 16 no 6.90575
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## 1890 27 47 no 0 yes yes yes male no 16 no 7.84502
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## 1892 8 50 no 0 yes yes yes male no 16 no 6.55820
## 1893 9 50 no 0 yes yes yes male no 16 no 6.57786
## 1894 10 50 no 0 yes yes yes male no 16 no 6.68461
## 1895 11 50 no 0 yes yes yes male no 16 no 6.39693
## 1896 12 50 no 0 yes yes yes male no 16 no 7.09008
## 1897 13 50 no 0 yes yes yes male no 16 no 6.86693
## 1898 6 49 no 0 no no yes male no 16 no 6.35437
## 1899 7 49 no 0 no no yes male no 16 no 6.44572
## 1900 8 51 no 0 no no yes male no 16 no 6.80239
## 1901 9 49 no 0 no no yes male no 16 no 6.80239
## 1902 10 49 no 0 no no yes male no 16 no 6.90776
## 1903 11 50 no 0 no no yes male no 16 no 6.96602
## 1904 12 50 no 0 no no yes male no 16 no 7.09008
## 1905 24 50 yes 1 no yes yes male yes 12 yes 6.31173
## 1906 25 40 yes 1 no yes yes male yes 12 yes 6.54535
## 1907 26 50 yes 1 no yes yes male yes 12 yes 6.56386
## 1908 27 47 yes 1 no yes yes male yes 12 yes 6.63200
## 1909 28 48 yes 1 no yes yes male yes 12 yes 6.80239
## 1910 29 48 no 1 no yes yes male yes 12 yes 6.84162
## 1911 30 46 yes 1 no yes yes male yes 12 yes 6.89770
## 1912 14 49 no 0 no yes yes male no 17 no 6.64249
## 1913 15 48 no 0 no yes yes male no 17 no 6.75344
## 1914 16 49 no 0 no yes yes male no 17 no 6.81783
## 1915 17 48 no 0 no yes yes male no 17 no 6.91473
## 1916 18 49 no 0 no yes yes male no 17 no 6.95655
## 1917 19 48 no 0 no yes yes male no 17 no 7.01571
## 1918 20 48 no 0 no yes yes male no 17 no 7.09423
## 1919 1 30 no 0 no yes yes male no 17 no 6.21461
## 1920 2 50 no 0 no yes yes male no 17 no 6.17379
## 1921 3 50 no 0 no yes yes male no 17 no 6.35437
## 1922 4 50 no 0 no yes yes male no 17 no 6.55108
## 1923 5 50 no 0 no yes yes male no 17 no 6.45362
## 1924 6 50 no 0 no yes yes male no 17 no 6.21461
## 1925 7 49 no 0 no yes yes male no 17 no 7.82405
## 1926 4 51 yes 1 no yes yes male yes 12 no 6.55251
## 1927 5 52 yes 1 no yes yes male yes 12 no 6.62007
## 1928 6 51 yes 1 no yes yes male yes 12 no 6.68461
## 1929 7 43 yes 1 no yes yes male yes 12 no 6.72383
## 1930 8 50 yes 1 no yes yes male yes 12 no 6.82437
## 1931 9 48 yes 1 no yes yes male yes 12 no 6.95655
## 1932 10 49 yes 1 no yes yes male yes 12 no 7.00307
## 1933 33 47 no 0 yes no yes male no 8 no 6.42162
## 1934 34 48 yes 0 yes no yes male no 8 no 6.48920
## 1935 35 46 yes 0 yes no yes male no 8 no 6.72022
## 1936 36 47 yes 0 yes no yes male no 8 no 6.76964
## 1937 37 47 yes 0 yes no yes male no 8 no 6.80239
## 1938 38 47 yes 0 yes no yes male no 8 no 6.87730
## 1939 39 47 yes 0 yes no yes male no 8 no 6.99577
## 1940 7 51 no 0 yes yes yes male no 15 no 6.90575
## 1941 8 49 no 1 yes yes yes male no 15 no 6.90575
## 1942 9 49 no 0 no no yes male no 15 no 7.17012
## 1943 10 49 no 0 no no yes male no 15 no 7.28276
## 1944 11 48 no 0 no no yes male no 15 no 7.36201
## 1945 12 50 no 0 no no yes male no 15 no 7.33498
## 1946 13 48 no 1 no no yes male no 15 no 7.47534
## 1947 15 50 yes 0 no yes yes male yes 12 no 6.57368
## 1948 16 48 yes 0 no yes yes male yes 12 no 6.67960
## 1949 17 49 yes 0 no yes yes male yes 12 no 6.85857
## 1950 18 49 yes 0 no yes yes male yes 12 no 6.84268
## 1951 19 49 yes 0 no yes yes male yes 12 no 6.96791
## 1952 20 49 yes 0 no yes yes male yes 12 no 7.13090
## 1953 21 49 yes 0 no yes yes male yes 12 no 7.18992
## 1954 29 52 no 0 no yes yes male yes 13 no 6.05209
## 1955 30 46 no 0 no yes yes male yes 13 no 6.05209
## 1956 31 51 yes 0 no yes yes male yes 13 no 6.10925
## 1957 32 49 yes 0 no yes yes male yes 13 no 6.21461
## 1958 33 48 yes 0 no yes yes male yes 13 no 6.26340
## 1959 34 47 no 0 no yes yes male yes 13 no 6.26340
## 1960 35 50 no 0 no yes yes male yes 13 no 6.30992
## 1961 5 36 yes 1 no yes yes male yes 12 no 6.53088
## 1962 6 50 yes 1 no yes yes male yes 12 no 6.55962
## 1963 7 49 yes 1 no yes yes male yes 12 no 6.58064
## 1964 8 50 yes 1 no yes yes male yes 12 no 6.72383
## 1965 9 50 yes 1 no yes yes male yes 12 no 6.87626
## 1966 10 50 yes 1 no yes yes male yes 12 no 6.97541
## 1967 11 49 yes 1 no yes yes male yes 12 no 7.00307
## 1968 18 48 no 1 no yes yes male no 17 no 6.74524
## 1969 19 48 no 1 no yes yes male no 17 no 6.74524
## 1970 20 49 no 1 no yes yes male no 17 no 6.81344
## 1971 21 49 no 1 no yes yes male no 17 no 6.85118
## 1972 22 48 no 1 no yes yes male no 17 no 7.02554
## 1973 23 45 no 1 no yes yes male no 17 no 7.09008
## 1974 24 48 no 1 no yes yes male no 17 no 7.27932
## 1975 44 50 yes 0 no yes yes male yes 9 no 6.90575
## 1976 45 51 no 0 no yes yes male yes 9 no 6.21461
## 1977 46 50 no 0 no yes yes male yes 9 no 7.13090
## 1978 47 50 no 0 no yes yes male yes 9 no 6.90776
## 1979 48 50 no 0 no yes yes male yes 9 no 7.31322
## 1980 49 49 no 0 no yes yes male yes 9 no 7.46737
## 1981 50 49 no 0 no yes yes male yes 9 no 7.31322
## 1982 29 49 no 0 no yes yes male yes 12 no 6.44413
## 1983 30 46 no 0 no yes yes male yes 12 no 6.45362
## 1984 31 49 no 0 no yes yes male yes 12 no 6.52062
## 1985 32 48 no 0 no yes yes male yes 12 no 6.72743
## 1986 33 49 no 0 no yes yes male yes 12 no 6.59167
## 1987 34 49 no 0 no yes yes male yes 12 no 6.73815
## 1988 35 48 no 0 no yes yes male yes 12 no 6.77422
## 1989 5 49 no 0 no yes yes male no 12 no 6.48311
## 1990 6 47 yes 0 no yes yes male no 12 no 6.53233
## 1991 7 49 no 0 no yes yes male no 12 no 6.75227
## 1992 8 49 no 0 no yes yes male no 12 no 6.80017
## 1993 9 48 no 0 no yes yes male no 12 no 6.75926
## 1994 10 48 yes 0 no yes yes male no 12 no 6.96885
## 1995 11 48 no 0 no yes yes male no 12 no 6.90975
## 1996 11 47 yes 1 no no yes male yes 10 no 5.99146
## 1997 12 48 yes 1 no no yes male yes 10 no 6.38012
## 1998 13 48 yes 1 no no yes male yes 10 no 6.56526
## 1999 14 49 yes 1 no no yes male yes 10 no 6.73340
## 2000 15 48 yes 1 no no yes male no 10 no 6.74524
## 2001 16 48 yes 1 no no yes male yes 10 no 6.84588
## 2002 17 46 yes 1 no no yes male yes 10 no 6.74524
## 2003 15 41 yes 1 yes no yes male yes 10 no 6.50429
## 2004 16 42 yes 1 yes no yes male yes 10 no 6.47389
## 2005 17 47 yes 1 yes no yes male yes 10 no 6.56386
## 2006 18 47 yes 1 yes no yes male yes 10 no 6.75110
## 2007 19 48 yes 1 yes no yes male yes 10 no 6.88755
## 2008 20 38 yes 1 yes no yes male yes 10 no 6.99485
## 2009 21 40 yes 1 yes no yes male yes 10 no 7.08423
## 2010 13 49 yes 0 yes yes yes male no 12 no 6.86485
## 2011 14 49 yes 0 yes yes yes male no 12 no 6.90575
## 2012 15 49 yes 0 yes yes yes male no 12 no 7.02554
## 2013 16 49 yes 0 yes yes yes male no 12 no 7.15070
## 2014 17 49 yes 0 yes yes yes male no 12 no 7.24423
## 2015 18 47 no 0 yes no yes male no 12 no 6.95940
## 2016 19 46 yes 0 yes no yes male no 12 no 7.44132
## 2017 28 50 no 0 no yes yes male no 16 no 6.90575
## 2018 29 50 no 0 no yes yes male no 16 no 6.90575
## 2019 30 49 no 0 no yes yes male no 16 no 7.46737
## 2020 31 49 no 0 no yes yes male no 16 no 7.69621
## 2021 32 49 no 0 no yes yes male no 16 no 7.60090
## 2022 33 49 no 0 no yes yes male no 16 no 7.91936
## 2023 34 48 no 0 no yes yes male no 16 no 7.91936
## 2024 4 50 no 0 yes yes yes male no 13 no 6.28786
## 2025 5 49 no 0 yes yes yes male no 13 no 6.20456
## 2026 6 51 no 0 yes yes yes male no 13 no 6.24417
## 2027 7 50 no 0 yes yes yes male no 13 no 6.32794
## 2028 8 50 no 0 yes yes yes male no 13 no 6.53669
## 2029 9 49 no 0 yes yes yes male no 13 no 6.55108
## 2030 10 49 no 0 yes yes yes male no 13 no 6.62007
## 2031 36 49 yes 1 no no yes male no 12 no 6.80239
## 2032 37 46 yes 1 no no yes male no 12 no 6.82979
## 2033 38 50 yes 1 no no yes male no 12 no 6.98472
## 2034 39 49 yes 1 no no yes male no 12 no 7.00307
## 2035 40 48 yes 1 no no yes male no 12 no 6.70808
## 2036 41 47 yes 1 no no yes male no 12 no 6.96130
## 2037 42 47 yes 1 no no yes male no 12 no 6.96035
## 2038 27 48 no 1 no no yes male no 12 no 6.61607
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## 2040 29 47 no 1 no no yes male no 12 no 6.68461
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## 4040 6 40 yes 1 no no yes male no 13 no 6.39359
## 4041 7 49 yes 1 no no yes male no 13 no 6.46147
## 4042 8 49 yes 1 no no yes male no 13 no 6.44889
## 4043 9 49 yes 1 no no yes male no 13 no 6.63726
## 4044 10 50 yes 1 no no yes male no 13 no 6.75926
## 4045 11 46 yes 1 no no yes male no 13 no 6.83518
## 4046 12 45 yes 1 no no yes male no 13 no 6.91968
## 4047 3 51 no 0 yes yes no female no 16 no 5.79606
## 4048 4 50 no 0 yes yes no female no 16 no 5.92693
## 4049 5 50 no 0 yes yes no female no 16 no 5.96615
## 4050 6 50 no 0 yes yes no female no 16 no 6.17379
## 4051 7 47 no 0 yes yes no female no 16 no 6.47697
## 4052 8 50 no 0 yes yes no female no 16 no 6.70073
## 4053 9 51 no 0 yes yes no female no 16 no 6.71296
## 4054 5 51 yes 1 no yes yes male yes 12 no 6.29157
## 4055 6 42 yes 1 no yes yes male yes 12 no 6.38856
## 4056 7 48 yes 1 no yes yes male yes 12 no 6.46147
## 4057 8 47 yes 1 no yes yes male yes 12 no 6.57925
## 4058 9 49 yes 1 no yes yes male yes 12 no 6.60665
## 4059 10 48 yes 0 no yes yes male yes 12 no 6.71538
## 4060 11 46 yes 1 no yes yes male no 12 no 6.99393
## 4061 8 39 no 0 no yes yes male yes 17 no 6.77422
## 4062 9 40 no 0 no yes yes male yes 17 no 6.77422
## 4063 10 41 no 0 no yes yes male yes 17 no 6.89264
## 4064 11 34 no 0 no no yes male yes 17 no 6.95655
## 4065 12 50 no 0 no yes yes male yes 17 no 6.95655
## 4066 13 40 no 0 no yes yes male yes 17 no 7.18917
## 4067 14 38 no 0 no yes yes male yes 17 no 7.28619
## 4068 2 47 yes 0 no yes no male no 12 no 5.70378
## 4069 3 31 yes 0 no yes no male no 12 no 6.11810
## 4070 4 45 yes 0 no yes no male no 12 no 6.39693
## 4071 5 51 yes 0 no yes no male no 12 no 6.72743
## 4072 6 49 yes 0 no yes no male no 12 no 6.78784
## 4073 7 50 yes 0 no yes no male no 12 no 6.91771
## 4074 8 51 yes 0 no yes no male no 12 no 6.96224
## 4075 7 50 yes 1 no no yes male no 12 no 6.29342
## 4076 8 50 yes 1 no no yes male no 12 no 6.51323
## 4077 9 46 yes 1 no no yes male no 12 no 6.64898
## 4078 10 47 yes 1 no no yes male no 12 no 6.88346
## 4079 11 43 yes 1 no no yes male no 12 no 7.04752
## 4080 12 44 yes 1 no no yes male no 12 no 7.12930
## 4081 13 47 yes 1 no no yes male no 12 no 7.16858
## 4082 5 52 yes 0 no yes yes male no 12 no 6.21461
## 4083 6 51 yes 0 no yes yes male no 12 no 6.30992
## 4084 7 49 yes 0 no yes yes male no 12 no 6.65286
## 4085 8 50 yes 0 no yes yes male no 12 no 6.53233
## 4086 9 49 yes 0 no yes yes male no 12 no 6.60259
## 4087 10 50 yes 0 no yes yes male no 12 no 6.70073
## 4088 11 50 yes 0 no yes yes male no 12 no 6.65286
## 4089 5 50 no 0 no yes yes male no 16 no 6.55108
## 4090 6 51 no 0 no yes yes male no 16 no 6.58617
## 4091 7 48 no 0 no yes yes male no 16 no 6.68461
## 4092 8 51 no 0 no yes yes male no 16 no 6.77992
## 4093 9 48 no 0 no yes yes male no 16 no 6.90776
## 4094 10 50 no 0 no yes yes male no 16 no 7.05704
## 4095 11 49 no 0 no yes yes male no 16 no 7.02731
## 4096 14 51 yes 1 yes no yes male no 10 no 5.68698
## 4097 15 51 yes 1 yes no yes male no 10 no 5.70378
## 4098 16 51 yes 1 yes no yes male no 10 no 5.84354
## 4099 17 51 yes 1 yes no yes male no 10 no 5.99146
## 4100 18 51 yes 1 yes no yes male no 10 no 6.06379
## 4101 19 50 yes 1 yes no yes male no 10 no 6.10925
## 4102 20 30 yes 1 yes no yes male no 10 no 5.99146
## 4103 12 50 yes 0 no yes yes male yes 12 yes 6.61874
## 4104 13 50 yes 0 no yes yes male yes 12 yes 6.70319
## 4105 14 49 yes 0 no yes yes male yes 12 yes 6.78897
## 4106 15 49 yes 0 no yes yes male yes 12 yes 6.88449
## 4107 16 48 yes 0 no yes yes male yes 12 yes 7.07834
## 4108 17 48 yes 0 no yes yes male yes 12 yes 7.11883
## 4109 18 48 yes 0 no yes yes male yes 12 yes 7.17931
## 4110 1 51 no 0 yes no yes male no 16 no 5.43808
## 4111 2 50 no 0 yes yes yes male no 16 no 5.92693
## 4112 3 49 no 0 yes yes yes male no 16 no 6.05209
## 4113 4 49 no 0 yes yes yes male no 16 no 6.10702
## 4114 5 49 no 0 yes yes yes male no 16 no 6.57786
## 4115 6 50 no 0 yes yes yes male no 16 no 6.35611
## 4116 7 50 no 0 yes yes yes male no 16 no 6.80239
## 4117 31 48 yes 0 no yes yes male yes 12 no 6.66696
## 4118 32 47 yes 0 no yes yes male yes 12 no 6.73697
## 4119 33 46 yes 0 no yes yes male yes 12 no 6.80461
## 4120 34 47 yes 0 no yes yes male yes 12 no 6.87523
## 4121 35 47 yes 0 no yes yes male yes 12 no 6.95081
## 4122 36 46 yes 0 no yes yes male yes 12 no 7.07834
## 4123 37 46 yes 0 no yes yes male yes 12 no 7.17012
## 4124 3 44 yes 1 no yes yes male yes 12 no 6.33683
## 4125 4 45 yes 1 no yes yes male yes 12 no 6.53379
## 4126 5 44 yes 1 no yes yes male yes 12 no 6.62007
## 4127 6 43 yes 1 no yes yes male yes 12 no 6.59304
## 4128 7 44 yes 1 no yes yes male yes 12 no 6.81124
## 4129 8 43 yes 1 no yes yes male yes 12 no 6.81344
## 4130 9 44 yes 1 no yes yes male yes 12 no 6.87005
## 4131 34 46 yes 1 no yes yes male yes 8 no 6.46459
## 4132 35 46 yes 1 no yes yes male yes 8 no 6.47697
## 4133 36 42 yes 1 no yes yes male yes 8 no 6.60935
## 4134 37 38 yes 1 no yes yes male yes 8 no 6.55108
## 4135 38 46 yes 1 no yes yes male yes 8 no 6.77079
## 4136 39 45 yes 1 no yes yes male yes 8 no 6.85646
## 4137 40 46 yes 1 no yes yes male yes 8 no 6.85646
## 4138 6 15 yes 1 no yes yes male yes 13 no 6.49979
## 4139 7 47 yes 1 no yes yes male no 13 no 6.51619
## 4140 8 49 yes 1 no yes yes male yes 13 no 6.65157
## 4141 9 47 yes 1 no yes yes male yes 13 no 6.76849
## 4142 10 50 yes 1 no yes yes male yes 13 no 6.83841
## 4143 11 49 yes 1 no yes yes male yes 13 no 6.86797
## 4144 12 47 yes 1 no yes yes male yes 13 no 7.06133
## 4145 10 39 yes 0 yes no no male no 8 yes 5.29832
## 4146 11 48 yes 0 yes no no male no 8 yes 5.41610
## 4147 12 40 yes 0 yes no no male no 8 yes 5.41610
## 4148 13 29 yes 0 yes no no male no 8 yes 5.41610
## 4149 14 40 yes 0 yes no no male no 8 yes 5.70378
## 4150 15 48 yes 0 yes no no male no 8 yes 5.70378
## 4151 16 40 yes 0 yes no no male no 8 yes 5.67675
## 4152 7 49 yes 1 no yes yes male yes 12 no 6.42487
## 4153 8 48 yes 1 no yes yes male yes 12 no 6.48004
## 4154 9 48 yes 1 no yes yes male yes 12 no 6.57368
## 4155 10 48 yes 1 no yes yes male yes 12 no 6.69084
## 4156 11 45 yes 1 no yes yes male yes 12 no 6.78672
## 4157 12 49 yes 1 no yes yes male yes 12 no 6.91968
## 4158 13 47 yes 1 no yes yes male yes 12 no 7.04752
## 4159 1 52 no 0 no yes no female no 12 no 5.68698
## 4160 2 50 no 0 no yes no female no 12 no 5.85793
## 4161 3 50 no 0 no yes no female no 12 no 5.95324
## 4162 4 49 no 0 no yes no female no 12 no 6.06379
## 4163 5 50 no 0 no yes no female no 12 no 6.21461
## 4164 6 50 no 0 no yes no female no 12 no 6.29157
## 4165 7 50 no 0 no yes no female no 12 no 6.37161
## WageLevel
## 1 Low
## 2 Low
## 3 Low
## 4 Low
## 5 Low
## 6 Low
## 7 Low
## 8 Low
## 9 Low
## 10 Low
## 11 Normal
## 12 Normal
## 13 Normal
## 14 Normal
## 15 Low
## 16 Normal
## 17 Normal
## 18 Normal
## 19 Normal
## 20 Normal
## 21 Normal
## 22 Low
## 23 Low
## 24 Low
## 25 Low
## 26 Normal
## 27 Normal
## 28 Normal
## 29 Normal
## 30 Normal
## 31 Normal
## 32 Normal
## 33 High Wage
## 34 High Wage
## 35 High Wage
## 36 Normal
## 37 Normal
## 38 Normal
## 39 High Wage
## 40 High Wage
## 41 High Wage
## 42 High Wage
## 43 Low
## 44 Low
## 45 Low
## 46 Low
## 47 Low
## 48 Normal
## 49 Normal
## 50 Low
## 51 Normal
## 52 Normal
## 53 Normal
## 54 Normal
## 55 Normal
## 56 Normal
## 57 Normal
## 58 Normal
## 59 Normal
## 60 Normal
## 61 High Wage
## 62 High Wage
## 63 High Wage
## 64 Low
## 65 Normal
## 66 Normal
## 67 Normal
## 68 Normal
## 69 Normal
## 70 Normal
## 71 Normal
## 72 Normal
## 73 Normal
## 74 Normal
## 75 High Wage
## 76 High Wage
## 77 High Wage
## 78 Normal
## 79 Normal
## 80 Normal
## 81 Normal
## 82 Normal
## 83 Normal
## 84 High Wage
## 85 Normal
## 86 Normal
## 87 High Wage
## 88 High Wage
## 89 High Wage
## 90 High Wage
## 91 High Wage
## 92 Normal
## 93 Normal
## 94 Normal
## 95 High Wage
## 96 High Wage
## 97 High Wage
## 98 High Wage
## 99 Low
## 100 Low
## 101 Low
## 102 Low
## 103 Low
## 104 Normal
## 105 Normal
## 106 Low
## 107 Low
## 108 Low
## 109 Low
## 110 Low
## 111 Low
## 112 Low
## 113 Normal
## 114 Normal
## 115 Normal
## 116 Normal
## 117 High Wage
## 118 High Wage
## 119 High Wage
## 120 Normal
## 121 Normal
## 122 High Wage
## 123 High Wage
## 124 High Wage
## 125 High Wage
## 126 High Wage
## 127 Low
## 128 Normal
## 129 Normal
## 130 Normal
## 131 Normal
## 132 Normal
## 133 Normal
## 134 Normal
## 135 Normal
## 136 Normal
## 137 High Wage
## 138 High Wage
## 139 High Wage
## 140 High Wage
## 141 Low
## 142 Low
## 143 Low
## 144 Low
## 145 Low
## 146 Normal
## 147 Normal
## 148 Normal
## 149 Normal
## 150 Normal
## 151 Normal
## 152 Normal
## 153 Normal
## 154 High Wage
## 155 Normal
## 156 Normal
## 157 High Wage
## 158 High Wage
## 159 High Wage
## 160 High Wage
## 161 High Wage
## 162 Low
## 163 Low
## 164 Low
## 165 Low
## 166 Low
## 167 Low
## 168 Low
## 169 Normal
## 170 Normal
## 171 Normal
## 172 Normal
## 173 Normal
## 174 Normal
## 175 Normal
## 176 Normal
## 177 Normal
## 178 Normal
## 179 Normal
## 180 High Wage
## 181 High Wage
## 182 High Wage
## 183 Low
## 184 Normal
## 185 High Wage
## 186 High Wage
## 187 High Wage
## 188 Normal
## 189 High Wage
## 190 Normal
## 191 Normal
## 192 Normal
## 193 Normal
## 194 Normal
## 195 Normal
## 196 Normal
## 197 Normal
## 198 Normal
## 199 High Wage
## 200 High Wage
## 201 High Wage
## 202 High Wage
## 203 High Wage
## 204 Low
## 205 Low
## 206 Low
## 207 Low
## 208 Normal
## 209 Normal
## 210 Normal
## 211 Normal
## 212 Normal
## 213 High Wage
## 214 High Wage
## 215 High Wage
## 216 High Wage
## 217 High Wage
## 218 Normal
## 219 Normal
## 220 High Wage
## 221 High Wage
## 222 High Wage
## 223 High Wage
## 224 High Wage
## 225 Normal
## 226 Normal
## 227 High Wage
## 228 High Wage
## 229 High Wage
## 230 High Wage
## 231 High Wage
## 232 Low
## 233 Low
## 234 Low
## 235 Low
## 236 Low
## 237 Low
## 238 Low
## 239 Normal
## 240 Normal
## 241 Low
## 242 Normal
## 243 Normal
## 244 High Wage
## 245 High Wage
## 246 Normal
## 247 Normal
## 248 High Wage
## 249 High Wage
## 250 High Wage
## 251 Normal
## 252 High Wage
## 253 Normal
## 254 Normal
## 255 High Wage
## 256 High Wage
## 257 High Wage
## 258 High Wage
## 259 High Wage
## 260 Low
## 261 Low
## 262 Low
## 263 Low
## 264 Normal
## 265 Normal
## 266 Normal
## 267 Normal
## 268 Normal
## 269 Normal
## 270 Normal
## 271 Normal
## 272 Normal
## 273 Normal
## 274 Low
## 275 Normal
## 276 Normal
## 277 Normal
## 278 Normal
## 279 Normal
## 280 High Wage
## 281 Normal
## 282 Normal
## 283 High Wage
## 284 High Wage
## 285 High Wage
## 286 High Wage
## 287 High Wage
## 288 Low
## 289 Normal
## 290 Normal
## 291 Normal
## 292 Normal
## 293 Normal
## 294 High Wage
## 295 Normal
## 296 Normal
## 297 Normal
## 298 High Wage
## 299 High Wage
## 300 High Wage
## 301 High Wage
## 302 Normal
## 303 Normal
## 304 High Wage
## 305 High Wage
## 306 High Wage
## 307 High Wage
## 308 High Wage
## 309 Low
## 310 Low
## 311 Low
## 312 Normal
## 313 Normal
## 314 Normal
## 315 Normal
## 316 Low
## 317 Low
## 318 Low
## 319 Low
## 320 Normal
## 321 Normal
## 322 Normal
## 323 Normal
## 324 Normal
## 325 High Wage
## 326 High Wage
## 327 High Wage
## 328 High Wage
## 329 High Wage
## 330 Normal
## 331 Normal
## 332 High Wage
## 333 High Wage
## 334 High Wage
## 335 High Wage
## 336 High Wage
## 337 Normal
## 338 Normal
## 339 High Wage
## 340 High Wage
## 341 High Wage
## 342 High Wage
## 343 High Wage
## 344 Low
## 345 Low
## 346 Normal
## 347 Normal
## 348 Normal
## 349 Normal
## 350 Normal
## 351 Normal
## 352 Normal
## 353 High Wage
## 354 High Wage
## 355 High Wage
## 356 High Wage
## 357 High Wage
## 358 Normal
## 359 Normal
## 360 High Wage
## 361 High Wage
## 362 High Wage
## 363 High Wage
## 364 High Wage
## 365 Normal
## 366 Normal
## 367 Normal
## 368 Normal
## 369 High Wage
## 370 High Wage
## 371 High Wage
## 372 Normal
## 373 Normal
## 374 Normal
## 375 Normal
## 376 Normal
## 377 High Wage
## 378 High Wage
## 379 Normal
## 380 Normal
## 381 Normal
## 382 Normal
## 383 High Wage
## 384 High Wage
## 385 High Wage
## 386 Low
## 387 Low
## 388 Low
## 389 Low
## 390 Normal
## 391 Normal
## 392 Normal
## 393 Low
## 394 Low
## 395 Low
## 396 Normal
## 397 Normal
## 398 Normal
## 399 Low
## 400 Normal
## 401 Normal
## 402 Normal
## 403 Normal
## 404 High Wage
## 405 High Wage
## 406 High Wage
## 407 Normal
## 408 Normal
## 409 High Wage
## 410 High Wage
## 411 High Wage
## 412 High Wage
## 413 High Wage
## 414 Low
## 415 Low
## 416 Low
## 417 Low
## 418 Low
## 419 Low
## 420 Low
## 421 Normal
## 422 Normal
## 423 Normal
## 424 Normal
## 425 Normal
## 426 Normal
## 427 High Wage
## 428 Normal
## 429 Normal
## 430 Normal
## 431 Normal
## 432 Normal
## 433 High Wage
## 434 High Wage
## 435 Normal
## 436 Normal
## 437 High Wage
## 438 High Wage
## 439 High Wage
## 440 High Wage
## 441 High Wage
## 442 Low
## 443 Normal
## 444 Normal
## 445 Normal
## 446 Normal
## 447 Normal
## 448 Normal
## 449 Normal
## 450 Normal
## 451 Normal
## 452 Normal
## 453 Normal
## 454 High Wage
## 455 High Wage
## 456 Low
## 457 Low
## 458 Normal
## 459 Normal
## 460 Normal
## 461 Normal
## 462 Normal
## 463 Low
## 464 Low
## 465 Low
## 466 Low
## 467 Low
## 468 Normal
## 469 Normal
## 470 Normal
## 471 Normal
## 472 Normal
## 473 Normal
## 474 Normal
## 475 Normal
## 476 Normal
## 477 Normal
## 478 Normal
## 479 Normal
## 480 Normal
## 481 Normal
## 482 Normal
## 483 Normal
## 484 Normal
## 485 Normal
## 486 Normal
## 487 Normal
## 488 Normal
## 489 Normal
## 490 High Wage
## 491 Normal
## 492 Normal
## 493 Normal
## 494 Normal
## 495 High Wage
## 496 High Wage
## 497 High Wage
## 498 Normal
## 499 Normal
## 500 Normal
## 501 Normal
## 502 Normal
## 503 Normal
## 504 High Wage
## 505 Normal
## 506 Normal
## 507 Normal
## 508 Normal
## 509 Normal
## 510 Normal
## 511 High Wage
## 512 Low
## 513 Low
## 514 Low
## 515 Low
## 516 Low
## 517 Low
## 518 Low
## 519 Low
## 520 Low
## 521 Low
## 522 Low
## 523 Low
## 524 Normal
## 525 Normal
## 526 Low
## 527 Low
## 528 Low
## 529 Low
## 530 Low
## 531 Low
## 532 Low
## 533 Low
## 534 Low
## 535 Low
## 536 Low
## 537 Low
## 538 Low
## 539 Low
## 540 Low
## 541 Low
## 542 Low
## 543 Low
## 544 Low
## 545 Low
## 546 Low
## 547 Low
## 548 Low
## 549 Low
## 550 Low
## 551 Low
## 552 Low
## 553 Low
## 554 Normal
## 555 Normal
## 556 Normal
## 557 High Wage
## 558 High Wage
## 559 Normal
## 560 High Wage
## 561 Low
## 562 Low
## 563 Normal
## 564 Low
## 565 High Wage
## 566 High Wage
## 567 High Wage
## 568 Normal
## 569 Normal
## 570 Normal
## 571 Normal
## 572 Normal
## 573 Normal
## 574 High Wage
## 575 Low
## 576 Low
## 577 Low
## 578 Low
## 579 Normal
## 580 Normal
## 581 Normal
## 582 Normal
## 583 Normal
## 584 Normal
## 585 Normal
## 586 Normal
## 587 Normal
## 588 Normal
## 589 Low
## 590 Low
## 591 Low
## 592 Normal
## 593 Normal
## 594 Normal
## 595 Normal
## 596 Low
## 597 Normal
## 598 Normal
## 599 Normal
## 600 Normal
## 601 Normal
## 602 Normal
## 603 Normal
## 604 Normal
## 605 Normal
## 606 Normal
## 607 Normal
## 608 High Wage
## 609 High Wage
## 610 Low
## 611 Low
## 612 Normal
## 613 Normal
## 614 Normal
## 615 High Wage
## 616 High Wage
## 617 Low
## 618 Low
## 619 Low
## 620 Low
## 621 Normal
## 622 Normal
## 623 Normal
## 624 Low
## 625 Low
## 626 Low
## 627 Low
## 628 Low
## 629 Low
## 630 Normal
## 631 Low
## 632 Normal
## 633 Normal
## 634 Normal
## 635 Normal
## 636 High Wage
## 637 High Wage
## 638 Normal
## 639 Normal
## 640 Normal
## 641 Normal
## 642 Normal
## 643 Normal
## 644 Normal
## 645 Low
## 646 Low
## 647 Low
## 648 Low
## 649 Normal
## 650 Normal
## 651 Normal
## 652 Normal
## 653 Normal
## 654 Normal
## 655 Normal
## 656 High Wage
## 657 High Wage
## 658 High Wage
## 659 Low
## 660 Low
## 661 Normal
## 662 Normal
## 663 Normal
## 664 Normal
## 665 Normal
## 666 Normal
## 667 Normal
## 668 High Wage
## 669 High Wage
## 670 High Wage
## 671 High Wage
## 672 High Wage
## 673 Low
## 674 Low
## 675 Low
## 676 Normal
## 677 Normal
## 678 Normal
## 679 Normal
## 680 Normal
## 681 Normal
## 682 Normal
## 683 High Wage
## 684 High Wage
## 685 High Wage
## 686 High Wage
## 687 Low
## 688 Low
## 689 Low
## 690 Low
## 691 Low
## 692 Low
## 693 Low
## 694 Low
## 695 Low
## 696 Low
## 697 Low
## 698 Normal
## 699 Normal
## 700 Normal
## 701 Normal
## 702 Normal
## 703 Normal
## 704 Normal
## 705 Normal
## 706 High Wage
## 707 High Wage
## 708 Normal
## 709 Normal
## 710 Normal
## 711 High Wage
## 712 High Wage
## 713 High Wage
## 714 High Wage
## 715 Low
## 716 Normal
## 717 Normal
## 718 Normal
## 719 Normal
## 720 High Wage
## 721 Normal
## 722 Low
## 723 Low
## 724 Low
## 725 Low
## 726 Low
## 727 Low
## 728 Low
## 729 Normal
## 730 Normal
## 731 Normal
## 732 Normal
## 733 Normal
## 734 High Wage
## 735 High Wage
## 736 Low
## 737 Normal
## 738 Normal
## 739 Normal
## 740 Normal
## 741 Normal
## 742 Normal
## 743 Normal
## 744 Normal
## 745 High Wage
## 746 High Wage
## 747 High Wage
## 748 High Wage
## 749 High Wage
## 750 Low
## 751 Low
## 752 Normal
## 753 Normal
## 754 Normal
## 755 Normal
## 756 High Wage
## 757 Normal
## 758 Normal
## 759 Normal
## 760 High Wage
## 761 High Wage
## 762 High Wage
## 763 High Wage
## 764 Normal
## 765 Normal
## 766 Normal
## 767 Normal
## 768 High Wage
## 769 Normal
## 770 Normal
## 771 Low
## 772 Low
## 773 Normal
## 774 Normal
## 775 Normal
## 776 Normal
## 777 Normal
## 778 Normal
## 779 Normal
## 780 High Wage
## 781 High Wage
## 782 High Wage
## 783 High Wage
## 784 High Wage
## 785 Normal
## 786 Normal
## 787 High Wage
## 788 High Wage
## 789 High Wage
## 790 High Wage
## 791 High Wage
## 792 Low
## 793 Low
## 794 Normal
## 795 Normal
## 796 Normal
## 797 Low
## 798 Normal
## 799 Normal
## 800 Normal
## 801 Normal
## 802 High Wage
## 803 High Wage
## 804 High Wage
## 805 High Wage
## 806 Normal
## 807 Normal
## 808 Normal
## 809 Normal
## 810 High Wage
## 811 High Wage
## 812 High Wage
## 813 Normal
## 814 Low
## 815 Normal
## 816 Normal
## 817 Normal
## 818 Normal
## 819 High Wage
## 820 Normal
## 821 Normal
## 822 Normal
## 823 Normal
## 824 Normal
## 825 Normal
## 826 Normal
## 827 Normal
## 828 Normal
## 829 High Wage
## 830 High Wage
## 831 High Wage
## 832 High Wage
## 833 High Wage
## 834 Low
## 835 Low
## 836 Normal
## 837 Normal
## 838 Normal
## 839 Normal
## 840 Normal
## 841 Normal
## 842 Normal
## 843 High Wage
## 844 High Wage
## 845 High Wage
## 846 High Wage
## 847 High Wage
## 848 Normal
## 849 Normal
## 850 Normal
## 851 Normal
## 852 Normal
## 853 High Wage
## 854 High Wage
## 855 Low
## 856 Normal
## 857 Normal
## 858 Normal
## 859 Normal
## 860 Normal
## 861 High Wage
## 862 Normal
## 863 Normal
## 864 High Wage
## 865 High Wage
## 866 High Wage
## 867 High Wage
## 868 High Wage
## 869 Low
## 870 Low
## 871 Low
## 872 Normal
## 873 Normal
## 874 Normal
## 875 Normal
## 876 Normal
## 877 Normal
## 878 Normal
## 879 Normal
## 880 Normal
## 881 Normal
## 882 Low
## 883 Normal
## 884 Normal
## 885 High Wage
## 886 High Wage
## 887 High Wage
## 888 High Wage
## 889 High Wage
## 890 Low
## 891 Low
## 892 Low
## 893 Normal
## 894 Normal
## 895 Normal
## 896 Normal
## 897 Low
## 898 Low
## 899 Low
## 900 Low
## 901 Low
## 902 Normal
## 903 Normal
## 904 Normal
## 905 Normal
## 906 Normal
## 907 Normal
## 908 Normal
## 909 Normal
## 910 High Wage
## 911 Normal
## 912 Normal
## 913 Normal
## 914 Normal
## 915 Normal
## 916 Normal
## 917 High Wage
## 918 Normal
## 919 Normal
## 920 High Wage
## 921 High Wage
## 922 High Wage
## 923 High Wage
## 924 High Wage
## 925 Low
## 926 Normal
## 927 Normal
## 928 Normal
## 929 Normal
## 930 Normal
## 931 High Wage
## 932 Low
## 933 Low
## 934 Low
## 935 Low
## 936 Low
## 937 Low
## 938 Normal
## 939 Normal
## 940 Normal
## 941 High Wage
## 942 Normal
## 943 High Wage
## 944 High Wage
## 945 High Wage
## 946 Normal
## 947 Normal
## 948 High Wage
## 949 High Wage
## 950 High Wage
## 951 High Wage
## 952 High Wage
## 953 Normal
## 954 Normal
## 955 Normal
## 956 Normal
## 957 Normal
## 958 High Wage
## 959 High Wage
## 960 Normal
## 961 Normal
## 962 High Wage
## 963 High Wage
## 964 High Wage
## 965 High Wage
## 966 High Wage
## 967 Normal
## 968 Normal
## 969 Normal
## 970 Normal
## 971 High Wage
## 972 High Wage
## 973 High Wage
## 974 Low
## 975 Low
## 976 Low
## 977 Normal
## 978 Normal
## 979 Normal
## 980 High Wage
## 981 Low
## 982 Low
## 983 Low
## 984 Low
## 985 Low
## 986 Normal
## 987 Normal
## 988 Normal
## 989 Normal
## 990 Normal
## 991 Normal
## 992 Normal
## 993 Normal
## 994 High Wage
## 995 Low
## 996 Normal
## 997 Normal
## 998 Normal
## 999 Normal
## 1000 Normal
## 1001 Normal
## 1002 Low
## 1003 Low
## 1004 Low
## 1005 Normal
## 1006 Normal
## 1007 Normal
## 1008 High Wage
## 1009 Normal
## 1010 Normal
## 1011 High Wage
## 1012 High Wage
## 1013 Normal
## 1014 High Wage
## 1015 High Wage
## 1016 Normal
## 1017 Normal
## 1018 High Wage
## 1019 High Wage
## 1020 High Wage
## 1021 High Wage
## 1022 High Wage
## 1023 Normal
## 1024 Normal
## 1025 Normal
## 1026 High Wage
## 1027 High Wage
## 1028 High Wage
## 1029 High Wage
## 1030 Low
## 1031 Low
## 1032 Low
## 1033 Normal
## 1034 Normal
## 1035 Normal
## 1036 Normal
## 1037 Normal
## 1038 Normal
## 1039 Normal
## 1040 Normal
## 1041 Normal
## 1042 Normal
## 1043 Normal
## 1044 Low
## 1045 Normal
## 1046 Normal
## 1047 Normal
## 1048 Normal
## 1049 Normal
## 1050 Normal
## 1051 Low
## 1052 Normal
## 1053 Normal
## 1054 Normal
## 1055 Normal
## 1056 Normal
## 1057 Normal
## 1058 Low
## 1059 Low
## 1060 Low
## 1061 Low
## 1062 Low
## 1063 Low
## 1064 Low
## 1065 Low
## 1066 Low
## 1067 Low
## 1068 Low
## 1069 Normal
## 1070 Normal
## 1071 Normal
## 1072 Normal
## 1073 Normal
## 1074 Normal
## 1075 Normal
## 1076 Normal
## 1077 High Wage
## 1078 High Wage
## 1079 Normal
## 1080 Normal
## 1081 Normal
## 1082 High Wage
## 1083 High Wage
## 1084 High Wage
## 1085 High Wage
## 1086 Normal
## 1087 Normal
## 1088 Normal
## 1089 Normal
## 1090 High Wage
## 1091 High Wage
## 1092 High Wage
## 1093 Normal
## 1094 Normal
## 1095 Normal
## 1096 Normal
## 1097 Normal
## 1098 Normal
## 1099 Normal
## 1100 Normal
## 1101 Normal
## 1102 Normal
## 1103 Normal
## 1104 Normal
## 1105 High Wage
## 1106 High Wage
## 1107 Normal
## 1108 Normal
## 1109 Normal
## 1110 Normal
## 1111 Normal
## 1112 Normal
## 1113 Normal
## 1114 Normal
## 1115 Normal
## 1116 Normal
## 1117 Normal
## 1118 Normal
## 1119 High Wage
## 1120 High Wage
## 1121 Low
## 1122 Low
## 1123 Low
## 1124 Normal
## 1125 Normal
## 1126 Normal
## 1127 Normal
## 1128 Low
## 1129 Low
## 1130 Low
## 1131 Low
## 1132 Low
## 1133 Normal
## 1134 Normal
## 1135 Low
## 1136 Low
## 1137 Low
## 1138 Low
## 1139 Normal
## 1140 Normal
## 1141 Normal
## 1142 Low
## 1143 Low
## 1144 Low
## 1145 Low
## 1146 Normal
## 1147 Normal
## 1148 Normal
## 1149 Low
## 1150 Low
## 1151 Normal
## 1152 Low
## 1153 Normal
## 1154 Normal
## 1155 Normal
## 1156 Normal
## 1157 Normal
## 1158 Normal
## 1159 High Wage
## 1160 High Wage
## 1161 High Wage
## 1162 High Wage
## 1163 Low
## 1164 Low
## 1165 Low
## 1166 Low
## 1167 Low
## 1168 Low
## 1169 Low
## 1170 Low
## 1171 Normal
## 1172 Normal
## 1173 Normal
## 1174 High Wage
## 1175 High Wage
## 1176 High Wage
## 1177 Normal
## 1178 Normal
## 1179 High Wage
## 1180 High Wage
## 1181 High Wage
## 1182 High Wage
## 1183 High Wage
## 1184 Low
## 1185 Low
## 1186 Low
## 1187 Low
## 1188 Low
## 1189 Low
## 1190 Low
## 1191 Low
## 1192 Low
## 1193 Low
## 1194 Low
## 1195 Low
## 1196 Normal
## 1197 Normal
## 1198 Normal
## 1199 Normal
## 1200 High Wage
## 1201 High Wage
## 1202 High Wage
## 1203 High Wage
## 1204 High Wage
## 1205 Normal
## 1206 Normal
## 1207 High Wage
## 1208 High Wage
## 1209 High Wage
## 1210 High Wage
## 1211 High Wage
## 1212 Low
## 1213 Normal
## 1214 Normal
## 1215 Normal
## 1216 Normal
## 1217 Normal
## 1218 Normal
## 1219 Low
## 1220 Low
## 1221 Low
## 1222 Low
## 1223 Low
## 1224 Low
## 1225 Normal
## 1226 Normal
## 1227 Normal
## 1228 Normal
## 1229 Normal
## 1230 Normal
## 1231 High Wage
## 1232 High Wage
## 1233 Normal
## 1234 Normal
## 1235 Low
## 1236 Normal
## 1237 Low
## 1238 Normal
## 1239 Normal
## 1240 Low
## 1241 Low
## 1242 Low
## 1243 Low
## 1244 Normal
## 1245 Normal
## 1246 Normal
## 1247 Low
## 1248 Low
## 1249 Low
## 1250 Low
## 1251 Low
## 1252 Low
## 1253 Low
## 1254 Low
## 1255 Low
## 1256 Normal
## 1257 Normal
## 1258 High Wage
## 1259 Normal
## 1260 Normal
## 1261 Normal
## 1262 Normal
## 1263 Normal
## 1264 High Wage
## 1265 High Wage
## 1266 High Wage
## 1267 High Wage
## 1268 Low
## 1269 Low
## 1270 Low
## 1271 Low
## 1272 Low
## 1273 Low
## 1274 Low
## 1275 Low
## 1276 Low
## 1277 Low
## 1278 Low
## 1279 Low
## 1280 Low
## 1281 Low
## 1282 Normal
## 1283 Normal
## 1284 Normal
## 1285 Normal
## 1286 Normal
## 1287 Normal
## 1288 High Wage
## 1289 Normal
## 1290 Normal
## 1291 Normal
## 1292 Normal
## 1293 Normal
## 1294 High Wage
## 1295 High Wage
## 1296 Normal
## 1297 Normal
## 1298 Normal
## 1299 High Wage
## 1300 High Wage
## 1301 High Wage
## 1302 High Wage
## 1303 Normal
## 1304 Normal
## 1305 High Wage
## 1306 High Wage
## 1307 High Wage
## 1308 High Wage
## 1309 High Wage
## 1310 Normal
## 1311 Normal
## 1312 Normal
## 1313 Normal
## 1314 High Wage
## 1315 High Wage
## 1316 High Wage
## 1317 Normal
## 1318 Normal
## 1319 High Wage
## 1320 High Wage
## 1321 High Wage
## 1322 Normal
## 1323 High Wage
## 1324 Low
## 1325 Low
## 1326 Normal
## 1327 Normal
## 1328 Normal
## 1329 Normal
## 1330 Normal
## 1331 Low
## 1332 Low
## 1333 Low
## 1334 Low
## 1335 Normal
## 1336 Normal
## 1337 Normal
## 1338 Low
## 1339 Normal
## 1340 Normal
## 1341 Normal
## 1342 Normal
## 1343 Normal
## 1344 Normal
## 1345 Normal
## 1346 Normal
## 1347 High Wage
## 1348 High Wage
## 1349 High Wage
## 1350 High Wage
## 1351 High Wage
## 1352 Normal
## 1353 Normal
## 1354 Normal
## 1355 Normal
## 1356 Normal
## 1357 Normal
## 1358 Normal
## 1359 Normal
## 1360 Normal
## 1361 Normal
## 1362 Normal
## 1363 Normal
## 1364 Normal
## 1365 Normal
## 1366 Low
## 1367 Low
## 1368 Normal
## 1369 Normal
## 1370 Normal
## 1371 Normal
## 1372 Normal
## 1373 Low
## 1374 Low
## 1375 Low
## 1376 Low
## 1377 Low
## 1378 Low
## 1379 Low
## 1380 Normal
## 1381 Normal
## 1382 Normal
## 1383 Normal
## 1384 High Wage
## 1385 High Wage
## 1386 High Wage
## 1387 Low
## 1388 Normal
## 1389 Normal
## 1390 Normal
## 1391 Normal
## 1392 Normal
## 1393 High Wage
## 1394 Low
## 1395 Low
## 1396 Low
## 1397 Low
## 1398 Normal
## 1399 Normal
## 1400 Normal
## 1401 Low
## 1402 Low
## 1403 Low
## 1404 Normal
## 1405 Normal
## 1406 Normal
## 1407 Normal
## 1408 Low
## 1409 Low
## 1410 Low
## 1411 Low
## 1412 Low
## 1413 Low
## 1414 Normal
## 1415 Low
## 1416 Low
## 1417 Low
## 1418 Low
## 1419 Low
## 1420 Low
## 1421 Low
## 1422 Normal
## 1423 Normal
## 1424 Normal
## 1425 Normal
## 1426 Normal
## 1427 Normal
## 1428 High Wage
## 1429 Normal
## 1430 Normal
## 1431 Normal
## 1432 Normal
## 1433 Normal
## 1434 Normal
## 1435 High Wage
## 1436 Normal
## 1437 Normal
## 1438 High Wage
## 1439 High Wage
## 1440 High Wage
## 1441 High Wage
## 1442 High Wage
## 1443 Normal
## 1444 Normal
## 1445 High Wage
## 1446 High Wage
## 1447 Normal
## 1448 High Wage
## 1449 High Wage
## 1450 Low
## 1451 Low
## 1452 Low
## 1453 Low
## 1454 Low
## 1455 Low
## 1456 Low
## 1457 Normal
## 1458 Normal
## 1459 Normal
## 1460 Normal
## 1461 Normal
## 1462 Normal
## 1463 Normal
## 1464 Normal
## 1465 Normal
## 1466 Normal
## 1467 Normal
## 1468 Normal
## 1469 Normal
## 1470 Normal
## 1471 Normal
## 1472 Normal
## 1473 Normal
## 1474 High Wage
## 1475 High Wage
## 1476 High Wage
## 1477 High Wage
## 1478 Normal
## 1479 Normal
## 1480 High Wage
## 1481 High Wage
## 1482 High Wage
## 1483 High Wage
## 1484 High Wage
## 1485 Normal
## 1486 Normal
## 1487 High Wage
## 1488 High Wage
## 1489 High Wage
## 1490 High Wage
## 1491 High Wage
## 1492 Low
## 1493 Low
## 1494 Normal
## 1495 Normal
## 1496 Normal
## 1497 Normal
## 1498 Normal
## 1499 Low
## 1500 Low
## 1501 Low
## 1502 Low
## 1503 Low
## 1504 Low
## 1505 Low
## 1506 Normal
## 1507 Normal
## 1508 High Wage
## 1509 High Wage
## 1510 High Wage
## 1511 Normal
## 1512 High Wage
## 1513 Low
## 1514 Low
## 1515 Low
## 1516 Low
## 1517 Normal
## 1518 Low
## 1519 Normal
## 1520 Low
## 1521 Low
## 1522 Normal
## 1523 Normal
## 1524 Normal
## 1525 Normal
## 1526 Normal
## 1527 Normal
## 1528 Normal
## 1529 Normal
## 1530 High Wage
## 1531 High Wage
## 1532 High Wage
## 1533 High Wage
## 1534 Normal
## 1535 Normal
## 1536 Normal
## 1537 Normal
## 1538 Normal
## 1539 High Wage
## 1540 High Wage
## 1541 Normal
## 1542 Normal
## 1543 High Wage
## 1544 High Wage
## 1545 High Wage
## 1546 High Wage
## 1547 High Wage
## 1548 Low
## 1549 Low
## 1550 Low
## 1551 Low
## 1552 Low
## 1553 Low
## 1554 Low
## 1555 Low
## 1556 Low
## 1557 Low
## 1558 Low
## 1559 Normal
## 1560 Normal
## 1561 Normal
## 1562 Normal
## 1563 Normal
## 1564 High Wage
## 1565 High Wage
## 1566 High Wage
## 1567 High Wage
## 1568 High Wage
## 1569 Low
## 1570 Low
## 1571 Low
## 1572 Normal
## 1573 Normal
## 1574 Normal
## 1575 Normal
## 1576 Low
## 1577 Low
## 1578 Low
## 1579 Low
## 1580 Low
## 1581 Low
## 1582 Low
## 1583 Normal
## 1584 Normal
## 1585 High Wage
## 1586 High Wage
## 1587 Normal
## 1588 Normal
## 1589 Normal
## 1590 Low
## 1591 Normal
## 1592 Normal
## 1593 Normal
## 1594 High Wage
## 1595 High Wage
## 1596 High Wage
## 1597 Normal
## 1598 Normal
## 1599 Normal
## 1600 Normal
## 1601 Normal
## 1602 Normal
## 1603 Normal
## 1604 Low
## 1605 Low
## 1606 Low
## 1607 Normal
## 1608 Normal
## 1609 Normal
## 1610 Normal
## 1611 Normal
## 1612 Normal
## 1613 High Wage
## 1614 High Wage
## 1615 High Wage
## 1616 High Wage
## 1617 High Wage
## 1618 Low
## 1619 Normal
## 1620 Normal
## 1621 High Wage
## 1622 High Wage
## 1623 High Wage
## 1624 High Wage
## 1625 Normal
## 1626 Normal
## 1627 Normal
## 1628 Normal
## 1629 High Wage
## 1630 High Wage
## 1631 High Wage
## 1632 Low
## 1633 Low
## 1634 Low
## 1635 Normal
## 1636 Normal
## 1637 Normal
## 1638 Normal
## 1639 Low
## 1640 Low
## 1641 Low
## 1642 Low
## 1643 Low
## 1644 Low
## 1645 Low
## 1646 Normal
## 1647 Normal
## 1648 High Wage
## 1649 High Wage
## 1650 High Wage
## 1651 High Wage
## 1652 High Wage
## 1653 Low
## 1654 Low
## 1655 Low
## 1656 Low
## 1657 Low
## 1658 Normal
## 1659 Normal
## 1660 Normal
## 1661 Normal
## 1662 Normal
## 1663 Normal
## 1664 High Wage
## 1665 Normal
## 1666 High Wage
## 1667 Normal
## 1668 Normal
## 1669 High Wage
## 1670 High Wage
## 1671 High Wage
## 1672 High Wage
## 1673 High Wage
## 1674 Normal
## 1675 Normal
## 1676 High Wage
## 1677 High Wage
## 1678 High Wage
## 1679 High Wage
## 1680 High Wage
## 1681 Normal
## 1682 Normal
## 1683 Normal
## 1684 Normal
## 1685 Normal
## 1686 Normal
## 1687 Normal
## 1688 Low
## 1689 Low
## 1690 Low
## 1691 Low
## 1692 Low
## 1693 Low
## 1694 Low
## 1695 Normal
## 1696 Normal
## 1697 High Wage
## 1698 High Wage
## 1699 High Wage
## 1700 High Wage
## 1701 High Wage
## 1702 Low
## 1703 Normal
## 1704 Normal
## 1705 Normal
## 1706 Normal
## 1707 Normal
## 1708 Normal
## 1709 Low
## 1710 Normal
## 1711 Normal
## 1712 Normal
## 1713 Normal
## 1714 Normal
## 1715 Normal
## 1716 Normal
## 1717 Low
## 1718 Low
## 1719 Normal
## 1720 Normal
## 1721 Normal
## 1722 Normal
## 1723 Low
## 1724 Low
## 1725 Low
## 1726 Low
## 1727 Low
## 1728 Low
## 1729 Low
## 1730 Low
## 1731 Low
## 1732 Low
## 1733 Low
## 1734 Low
## 1735 Low
## 1736 Low
## 1737 Normal
## 1738 Normal
## 1739 Normal
## 1740 Normal
## 1741 Normal
## 1742 High Wage
## 1743 High Wage
## 1744 Low
## 1745 Low
## 1746 Low
## 1747 Low
## 1748 Low
## 1749 Normal
## 1750 Normal
## 1751 Low
## 1752 Low
## 1753 Normal
## 1754 Low
## 1755 Normal
## 1756 Normal
## 1757 Normal
## 1758 Normal
## 1759 Normal
## 1760 High Wage
## 1761 High Wage
## 1762 High Wage
## 1763 High Wage
## 1764 High Wage
## 1765 Low
## 1766 Normal
## 1767 Normal
## 1768 Normal
## 1769 Normal
## 1770 Normal
## 1771 Normal
## 1772 Low
## 1773 Low
## 1774 Low
## 1775 Normal
## 1776 Normal
## 1777 Normal
## 1778 Normal
## 1779 Low
## 1780 Low
## 1781 Low
## 1782 Low
## 1783 Normal
## 1784 Normal
## 1785 Normal
## 1786 Low
## 1787 Low
## 1788 Normal
## 1789 Normal
## 1790 Normal
## 1791 High Wage
## 1792 High Wage
## 1793 Normal
## 1794 Normal
## 1795 Normal
## 1796 Normal
## 1797 High Wage
## 1798 High Wage
## 1799 High Wage
## 1800 Normal
## 1801 Normal
## 1802 Normal
## 1803 Normal
## 1804 Normal
## 1805 Normal
## 1806 Normal
## 1807 Low
## 1808 Low
## 1809 Low
## 1810 Low
## 1811 Low
## 1812 Low
## 1813 Low
## 1814 Normal
## 1815 Normal
## 1816 Normal
## 1817 Normal
## 1818 High Wage
## 1819 High Wage
## 1820 High Wage
## 1821 Low
## 1822 Low
## 1823 Normal
## 1824 Normal
## 1825 Normal
## 1826 Normal
## 1827 Normal
## 1828 Normal
## 1829 Normal
## 1830 Normal
## 1831 Normal
## 1832 High Wage
## 1833 High Wage
## 1834 High Wage
## 1835 Low
## 1836 Low
## 1837 Low
## 1838 Low
## 1839 Normal
## 1840 Normal
## 1841 Normal
## 1842 Low
## 1843 Low
## 1844 Low
## 1845 Normal
## 1846 Normal
## 1847 Normal
## 1848 High Wage
## 1849 Normal
## 1850 Normal
## 1851 Normal
## 1852 Normal
## 1853 High Wage
## 1854 High Wage
## 1855 High Wage
## 1856 Normal
## 1857 Normal
## 1858 High Wage
## 1859 High Wage
## 1860 High Wage
## 1861 High Wage
## 1862 High Wage
## 1863 Normal
## 1864 Normal
## 1865 Normal
## 1866 Normal
## 1867 Normal
## 1868 High Wage
## 1869 High Wage
## 1870 Low
## 1871 Low
## 1872 Low
## 1873 Low
## 1874 Low
## 1875 Low
## 1876 Normal
## 1877 Normal
## 1878 Normal
## 1879 Normal
## 1880 Normal
## 1881 High Wage
## 1882 High Wage
## 1883 High Wage
## 1884 Normal
## 1885 Normal
## 1886 High Wage
## 1887 High Wage
## 1888 High Wage
## 1889 High Wage
## 1890 High Wage
## 1891 Normal
## 1892 Normal
## 1893 Normal
## 1894 Normal
## 1895 Low
## 1896 High Wage
## 1897 Normal
## 1898 Low
## 1899 Normal
## 1900 Normal
## 1901 Normal
## 1902 Normal
## 1903 Normal
## 1904 High Wage
## 1905 Low
## 1906 Normal
## 1907 Normal
## 1908 Normal
## 1909 Normal
## 1910 Normal
## 1911 Normal
## 1912 Normal
## 1913 Normal
## 1914 Normal
## 1915 Normal
## 1916 Normal
## 1917 High Wage
## 1918 High Wage
## 1919 Low
## 1920 Low
## 1921 Low
## 1922 Normal
## 1923 Normal
## 1924 Low
## 1925 High Wage
## 1926 Normal
## 1927 Normal
## 1928 Normal
## 1929 Normal
## 1930 Normal
## 1931 Normal
## 1932 High Wage
## 1933 Normal
## 1934 Normal
## 1935 Normal
## 1936 Normal
## 1937 Normal
## 1938 Normal
## 1939 Normal
## 1940 Normal
## 1941 Normal
## 1942 High Wage
## 1943 High Wage
## 1944 High Wage
## 1945 High Wage
## 1946 High Wage
## 1947 Normal
## 1948 Normal
## 1949 Normal
## 1950 Normal
## 1951 Normal
## 1952 High Wage
## 1953 High Wage
## 1954 Low
## 1955 Low
## 1956 Low
## 1957 Low
## 1958 Low
## 1959 Low
## 1960 Low
## 1961 Normal
## 1962 Normal
## 1963 Normal
## 1964 Normal
## 1965 Normal
## 1966 Normal
## 1967 High Wage
## 1968 Normal
## 1969 Normal
## 1970 Normal
## 1971 Normal
## 1972 High Wage
## 1973 High Wage
## 1974 High Wage
## 1975 Normal
## 1976 Low
## 1977 High Wage
## 1978 Normal
## 1979 High Wage
## 1980 High Wage
## 1981 High Wage
## 1982 Normal
## 1983 Normal
## 1984 Normal
## 1985 Normal
## 1986 Normal
## 1987 Normal
## 1988 Normal
## 1989 Normal
## 1990 Normal
## 1991 Normal
## 1992 Normal
## 1993 Normal
## 1994 Normal
## 1995 Normal
## 1996 Low
## 1997 Low
## 1998 Normal
## 1999 Normal
## 2000 Normal
## 2001 Normal
## 2002 Normal
## 2003 Normal
## 2004 Normal
## 2005 Normal
## 2006 Normal
## 2007 Normal
## 2008 Normal
## 2009 High Wage
## 2010 Normal
## 2011 Normal
## 2012 High Wage
## 2013 High Wage
## 2014 High Wage
## 2015 Normal
## 2016 High Wage
## 2017 Normal
## 2018 Normal
## 2019 High Wage
## 2020 High Wage
## 2021 High Wage
## 2022 High Wage
## 2023 High Wage
## 2024 Low
## 2025 Low
## 2026 Low
## 2027 Low
## 2028 Normal
## 2029 Normal
## 2030 Normal
## 2031 Normal
## 2032 Normal
## 2033 Normal
## 2034 High Wage
## 2035 Normal
## 2036 Normal
## 2037 Normal
## 2038 Normal
## 2039 Normal
## 2040 Normal
## 2041 Normal
## 2042 High Wage
## 2043 High Wage
## 2044 High Wage
## 2045 Low
## 2046 Low
## 2047 Low
## 2048 Normal
## 2049 Normal
## 2050 Normal
## 2051 Normal
## 2052 Low
## 2053 Low
## 2054 Low
## 2055 Normal
## 2056 Normal
## 2057 Normal
## 2058 Normal
## 2059 Low
## 2060 Normal
## 2061 Normal
## 2062 Normal
## 2063 Normal
## 2064 Normal
## 2065 High Wage
## 2066 Normal
## 2067 Low
## 2068 Low
## 2069 Normal
## 2070 Normal
## 2071 Normal
## 2072 Normal
## 2073 Normal
## 2074 Normal
## 2075 Normal
## 2076 Normal
## 2077 Normal
## 2078 Normal
## 2079 Normal
## 2080 Normal
## 2081 Low
## 2082 Normal
## 2083 Normal
## 2084 Low
## 2085 Low
## 2086 Low
## 2087 Low
## 2088 Low
## 2089 Low
## 2090 Low
## 2091 Normal
## 2092 Normal
## 2093 Normal
## 2094 Low
## 2095 Low
## 2096 Low
## 2097 Low
## 2098 Normal
## 2099 Normal
## 2100 Normal
## 2101 Normal
## 2102 Normal
## 2103 Normal
## 2104 Normal
## 2105 Normal
## 2106 Normal
## 2107 High Wage
## 2108 Low
## 2109 Low
## 2110 Normal
## 2111 Normal
## 2112 Normal
## 2113 Normal
## 2114 Normal
## 2115 Low
## 2116 Low
## 2117 Low
## 2118 High Wage
## 2119 Normal
## 2120 Normal
## 2121 Normal
## 2122 Low
## 2123 Low
## 2124 Low
## 2125 Normal
## 2126 Normal
## 2127 Normal
## 2128 Normal
## 2129 Normal
## 2130 Normal
## 2131 High Wage
## 2132 High Wage
## 2133 Normal
## 2134 High Wage
## 2135 High Wage
## 2136 Normal
## 2137 Normal
## 2138 Normal
## 2139 Normal
## 2140 Normal
## 2141 Low
## 2142 Normal
## 2143 Normal
## 2144 Normal
## 2145 Normal
## 2146 Normal
## 2147 Normal
## 2148 Normal
## 2149 High Wage
## 2150 Normal
## 2151 Normal
## 2152 Normal
## 2153 Normal
## 2154 Normal
## 2155 Normal
## 2156 High Wage
## 2157 Low
## 2158 Low
## 2159 Low
## 2160 Low
## 2161 Low
## 2162 Low
## 2163 Low
## 2164 Low
## 2165 Low
## 2166 Normal
## 2167 Normal
## 2168 Normal
## 2169 Normal
## 2170 Normal
## 2171 Normal
## 2172 Normal
## 2173 Normal
## 2174 Normal
## 2175 Normal
## 2176 Normal
## 2177 High Wage
## 2178 Normal
## 2179 Normal
## 2180 Normal
## 2181 Normal
## 2182 Normal
## 2183 Normal
## 2184 High Wage
## 2185 Low
## 2186 Low
## 2187 Normal
## 2188 Normal
## 2189 Normal
## 2190 Normal
## 2191 High Wage
## 2192 Low
## 2193 Low
## 2194 Normal
## 2195 Normal
## 2196 Normal
## 2197 Normal
## 2198 Normal
## 2199 Low
## 2200 Low
## 2201 Low
## 2202 Normal
## 2203 Normal
## 2204 Normal
## 2205 Normal
## 2206 Normal
## 2207 Normal
## 2208 High Wage
## 2209 High Wage
## 2210 High Wage
## 2211 High Wage
## 2212 High Wage
## 2213 Low
## 2214 Low
## 2215 Normal
## 2216 Normal
## 2217 Low
## 2218 Normal
## 2219 Low
## 2220 Low
## 2221 Normal
## 2222 Normal
## 2223 Normal
## 2224 Normal
## 2225 Normal
## 2226 Normal
## 2227 Normal
## 2228 Normal
## 2229 Normal
## 2230 Normal
## 2231 Normal
## 2232 Normal
## 2233 High Wage
## 2234 Low
## 2235 Low
## 2236 Low
## 2237 Normal
## 2238 Normal
## 2239 Normal
## 2240 Normal
## 2241 Low
## 2242 Low
## 2243 Low
## 2244 Low
## 2245 Normal
## 2246 Normal
## 2247 Normal
## 2248 Normal
## 2249 Normal
## 2250 Normal
## 2251 Normal
## 2252 High Wage
## 2253 High Wage
## 2254 High Wage
## 2255 Normal
## 2256 Normal
## 2257 Normal
## 2258 Normal
## 2259 Normal
## 2260 High Wage
## 2261 High Wage
## 2262 Low
## 2263 Normal
## 2264 Normal
## 2265 Normal
## 2266 Normal
## 2267 Normal
## 2268 High Wage
## 2269 Low
## 2270 Low
## 2271 Low
## 2272 Low
## 2273 Normal
## 2274 Normal
## 2275 Normal
## 2276 Normal
## 2277 Normal
## 2278 Normal
## 2279 Normal
## 2280 Normal
## 2281 High Wage
## 2282 High Wage
## 2283 Low
## 2284 Low
## 2285 Low
## 2286 Low
## 2287 Normal
## 2288 Low
## 2289 Low
## 2290 Normal
## 2291 Normal
## 2292 Normal
## 2293 Normal
## 2294 Normal
## 2295 Normal
## 2296 High Wage
## 2297 Normal
## 2298 Normal
## 2299 Normal
## 2300 Normal
## 2301 Normal
## 2302 Normal
## 2303 Normal
## 2304 Normal
## 2305 Normal
## 2306 Normal
## 2307 Normal
## 2308 Normal
## 2309 High Wage
## 2310 High Wage
## 2311 Normal
## 2312 Normal
## 2313 Normal
## 2314 High Wage
## 2315 High Wage
## 2316 High Wage
## 2317 High Wage
## 2318 Low
## 2319 Low
## 2320 Low
## 2321 Low
## 2322 Low
## 2323 Low
## 2324 Low
## 2325 Normal
## 2326 Normal
## 2327 Normal
## 2328 Normal
## 2329 Normal
## 2330 Normal
## 2331 Normal
## 2332 Low
## 2333 Low
## 2334 Low
## 2335 Low
## 2336 Low
## 2337 Low
## 2338 Low
## 2339 Low
## 2340 Normal
## 2341 Normal
## 2342 Normal
## 2343 Normal
## 2344 High Wage
## 2345 High Wage
## 2346 Low
## 2347 Normal
## 2348 Normal
## 2349 Normal
## 2350 Normal
## 2351 Normal
## 2352 Normal
## 2353 Normal
## 2354 Normal
## 2355 Normal
## 2356 Normal
## 2357 Normal
## 2358 High Wage
## 2359 High Wage
## 2360 Low
## 2361 Low
## 2362 Low
## 2363 Low
## 2364 Normal
## 2365 Normal
## 2366 Normal
## 2367 Low
## 2368 Low
## 2369 Low
## 2370 Low
## 2371 Low
## 2372 Low
## 2373 Low
## 2374 Normal
## 2375 Normal
## 2376 Normal
## 2377 Normal
## 2378 Normal
## 2379 Normal
## 2380 High Wage
## 2381 Normal
## 2382 Normal
## 2383 High Wage
## 2384 High Wage
## 2385 High Wage
## 2386 High Wage
## 2387 High Wage
## 2388 Normal
## 2389 Normal
## 2390 Normal
## 2391 Normal
## 2392 Normal
## 2393 High Wage
## 2394 High Wage
## 2395 Normal
## 2396 Normal
## 2397 High Wage
## 2398 High Wage
## 2399 High Wage
## 2400 High Wage
## 2401 High Wage
## 2402 Normal
## 2403 Normal
## 2404 High Wage
## 2405 High Wage
## 2406 High Wage
## 2407 High Wage
## 2408 High Wage
## 2409 Low
## 2410 Low
## 2411 Low
## 2412 Normal
## 2413 Normal
## 2414 Normal
## 2415 Normal
## 2416 Normal
## 2417 Normal
## 2418 Normal
## 2419 High Wage
## 2420 High Wage
## 2421 High Wage
## 2422 High Wage
## 2423 Normal
## 2424 Normal
## 2425 Normal
## 2426 Normal
## 2427 Normal
## 2428 High Wage
## 2429 High Wage
## 2430 Normal
## 2431 Normal
## 2432 High Wage
## 2433 High Wage
## 2434 High Wage
## 2435 High Wage
## 2436 High Wage
## 2437 Low
## 2438 Normal
## 2439 Normal
## 2440 Normal
## 2441 Normal
## 2442 High Wage
## 2443 High Wage
## 2444 Normal
## 2445 Normal
## 2446 Normal
## 2447 Normal
## 2448 Normal
## 2449 High Wage
## 2450 High Wage
## 2451 Low
## 2452 Low
## 2453 Normal
## 2454 Normal
## 2455 Normal
## 2456 Normal
## 2457 Normal
## 2458 Normal
## 2459 Normal
## 2460 Normal
## 2461 Normal
## 2462 Normal
## 2463 High Wage
## 2464 High Wage
## 2465 Normal
## 2466 Normal
## 2467 High Wage
## 2468 High Wage
## 2469 High Wage
## 2470 High Wage
## 2471 High Wage
## 2472 Normal
## 2473 Normal
## 2474 Normal
## 2475 Normal
## 2476 Normal
## 2477 High Wage
## 2478 High Wage
## 2479 Low
## 2480 Low
## 2481 Normal
## 2482 Normal
## 2483 Low
## 2484 Low
## 2485 Low
## 2486 Low
## 2487 Normal
## 2488 Normal
## 2489 Normal
## 2490 Normal
## 2491 Normal
## 2492 High Wage
## 2493 Low
## 2494 Normal
## 2495 Normal
## 2496 Normal
## 2497 Normal
## 2498 Normal
## 2499 High Wage
## 2500 Normal
## 2501 Normal
## 2502 Normal
## 2503 Normal
## 2504 Normal
## 2505 Normal
## 2506 Normal
## 2507 Low
## 2508 Low
## 2509 Low
## 2510 Low
## 2511 Low
## 2512 Low
## 2513 Normal
## 2514 Normal
## 2515 Normal
## 2516 High Wage
## 2517 Normal
## 2518 High Wage
## 2519 High Wage
## 2520 High Wage
## 2521 Low
## 2522 Low
## 2523 Low
## 2524 Low
## 2525 Low
## 2526 High Wage
## 2527 High Wage
## 2528 Normal
## 2529 Normal
## 2530 Normal
## 2531 Normal
## 2532 High Wage
## 2533 High Wage
## 2534 High Wage
## 2535 Low
## 2536 Low
## 2537 Low
## 2538 Normal
## 2539 Normal
## 2540 Normal
## 2541 Normal
## 2542 Normal
## 2543 Low
## 2544 Normal
## 2545 Normal
## 2546 Normal
## 2547 Normal
## 2548 Normal
## 2549 Normal
## 2550 Normal
## 2551 Low
## 2552 High Wage
## 2553 High Wage
## 2554 High Wage
## 2555 High Wage
## 2556 Normal
## 2557 Normal
## 2558 Normal
## 2559 Low
## 2560 Normal
## 2561 Normal
## 2562 Normal
## 2563 Normal
## 2564 Normal
## 2565 Normal
## 2566 Normal
## 2567 Normal
## 2568 Normal
## 2569 High Wage
## 2570 Normal
## 2571 Normal
## 2572 Normal
## 2573 Normal
## 2574 High Wage
## 2575 High Wage
## 2576 High Wage
## 2577 Low
## 2578 Normal
## 2579 Normal
## 2580 Normal
## 2581 Normal
## 2582 High Wage
## 2583 High Wage
## 2584 Normal
## 2585 Normal
## 2586 Normal
## 2587 Normal
## 2588 High Wage
## 2589 High Wage
## 2590 High Wage
## 2591 Normal
## 2592 Normal
## 2593 Normal
## 2594 Normal
## 2595 Normal
## 2596 High Wage
## 2597 High Wage
## 2598 Normal
## 2599 Normal
## 2600 Normal
## 2601 Normal
## 2602 Normal
## 2603 Normal
## 2604 Normal
## 2605 Low
## 2606 Low
## 2607 Low
## 2608 Low
## 2609 Low
## 2610 Low
## 2611 Normal
## 2612 Low
## 2613 Low
## 2614 Low
## 2615 Low
## 2616 Low
## 2617 Low
## 2618 Low
## 2619 Low
## 2620 Low
## 2621 Low
## 2622 Low
## 2623 Low
## 2624 Low
## 2625 Low
## 2626 Normal
## 2627 Normal
## 2628 Normal
## 2629 Normal
## 2630 Normal
## 2631 Normal
## 2632 Normal
## 2633 Normal
## 2634 Normal
## 2635 Normal
## 2636 High Wage
## 2637 High Wage
## 2638 Normal
## 2639 High Wage
## 2640 Normal
## 2641 Normal
## 2642 Normal
## 2643 Normal
## 2644 High Wage
## 2645 High Wage
## 2646 High Wage
## 2647 Normal
## 2648 Normal
## 2649 Normal
## 2650 Normal
## 2651 Normal
## 2652 Normal
## 2653 Normal
## 2654 Low
## 2655 Normal
## 2656 Normal
## 2657 Normal
## 2658 Normal
## 2659 Normal
## 2660 Normal
## 2661 Low
## 2662 Normal
## 2663 Low
## 2664 Normal
## 2665 Normal
## 2666 Normal
## 2667 Normal
## 2668 Normal
## 2669 Normal
## 2670 Low
## 2671 Low
## 2672 Low
## 2673 Normal
## 2674 Normal
## 2675 Normal
## 2676 Normal
## 2677 Normal
## 2678 Normal
## 2679 High Wage
## 2680 High Wage
## 2681 Normal
## 2682 Low
## 2683 Low
## 2684 Low
## 2685 Low
## 2686 Low
## 2687 Low
## 2688 Normal
## 2689 Normal
## 2690 Normal
## 2691 Normal
## 2692 Normal
## 2693 Normal
## 2694 High Wage
## 2695 High Wage
## 2696 Normal
## 2697 Normal
## 2698 High Wage
## 2699 High Wage
## 2700 High Wage
## 2701 High Wage
## 2702 High Wage
## 2703 Normal
## 2704 Normal
## 2705 Normal
## 2706 Normal
## 2707 Normal
## 2708 Normal
## 2709 High Wage
## 2710 Normal
## 2711 Normal
## 2712 High Wage
## 2713 High Wage
## 2714 High Wage
## 2715 High Wage
## 2716 High Wage
## 2717 Normal
## 2718 Normal
## 2719 High Wage
## 2720 High Wage
## 2721 High Wage
## 2722 High Wage
## 2723 High Wage
## 2724 Normal
## 2725 Normal
## 2726 Normal
## 2727 High Wage
## 2728 High Wage
## 2729 High Wage
## 2730 High Wage
## 2731 Low
## 2732 Normal
## 2733 Low
## 2734 Normal
## 2735 Normal
## 2736 Normal
## 2737 Normal
## 2738 Low
## 2739 Low
## 2740 Normal
## 2741 Low
## 2742 Normal
## 2743 Normal
## 2744 Normal
## 2745 Normal
## 2746 Normal
## 2747 Normal
## 2748 Normal
## 2749 Normal
## 2750 Normal
## 2751 High Wage
## 2752 Low
## 2753 Low
## 2754 Normal
## 2755 Normal
## 2756 Normal
## 2757 Normal
## 2758 Normal
## 2759 Low
## 2760 Low
## 2761 Low
## 2762 Low
## 2763 Normal
## 2764 Normal
## 2765 Normal
## 2766 Low
## 2767 Low
## 2768 Low
## 2769 Low
## 2770 Normal
## 2771 Normal
## 2772 Normal
## 2773 Normal
## 2774 Normal
## 2775 Normal
## 2776 Normal
## 2777 High Wage
## 2778 High Wage
## 2779 Normal
## 2780 Normal
## 2781 Normal
## 2782 Normal
## 2783 Normal
## 2784 Normal
## 2785 High Wage
## 2786 High Wage
## 2787 Low
## 2788 Normal
## 2789 Normal
## 2790 Normal
## 2791 Normal
## 2792 Normal
## 2793 Normal
## 2794 Normal
## 2795 Normal
## 2796 Normal
## 2797 Normal
## 2798 Normal
## 2799 Normal
## 2800 High Wage
## 2801 Normal
## 2802 Normal
## 2803 Normal
## 2804 Normal
## 2805 High Wage
## 2806 High Wage
## 2807 High Wage
## 2808 Normal
## 2809 Normal
## 2810 Normal
## 2811 High Wage
## 2812 High Wage
## 2813 High Wage
## 2814 High Wage
## 2815 Normal
## 2816 Normal
## 2817 High Wage
## 2818 High Wage
## 2819 High Wage
## 2820 High Wage
## 2821 High Wage
## 2822 Normal
## 2823 Normal
## 2824 Normal
## 2825 Normal
## 2826 Normal
## 2827 High Wage
## 2828 High Wage
## 2829 Normal
## 2830 Normal
## 2831 High Wage
## 2832 High Wage
## 2833 High Wage
## 2834 High Wage
## 2835 High Wage
## 2836 Low
## 2837 Normal
## 2838 Normal
## 2839 Normal
## 2840 Normal
## 2841 Normal
## 2842 Normal
## 2843 Normal
## 2844 Normal
## 2845 High Wage
## 2846 High Wage
## 2847 High Wage
## 2848 High Wage
## 2849 High Wage
## 2850 Low
## 2851 Low
## 2852 Low
## 2853 Low
## 2854 Normal
## 2855 Normal
## 2856 Normal
## 2857 Low
## 2858 Normal
## 2859 Normal
## 2860 Normal
## 2861 Normal
## 2862 Normal
## 2863 Normal
## 2864 Low
## 2865 Low
## 2866 Low
## 2867 Low
## 2868 Low
## 2869 Low
## 2870 Low
## 2871 Low
## 2872 Low
## 2873 Low
## 2874 Normal
## 2875 Normal
## 2876 Normal
## 2877 Normal
## 2878 Low
## 2879 Normal
## 2880 Normal
## 2881 High Wage
## 2882 High Wage
## 2883 High Wage
## 2884 High Wage
## 2885 Normal
## 2886 Normal
## 2887 Normal
## 2888 Normal
## 2889 High Wage
## 2890 High Wage
## 2891 High Wage
## 2892 Normal
## 2893 Normal
## 2894 Normal
## 2895 Normal
## 2896 Normal
## 2897 Normal
## 2898 High Wage
## 2899 Low
## 2900 Low
## 2901 Low
## 2902 Low
## 2903 Low
## 2904 Low
## 2905 Normal
## 2906 Normal
## 2907 Normal
## 2908 Normal
## 2909 Normal
## 2910 Normal
## 2911 Normal
## 2912 High Wage
## 2913 Low
## 2914 Low
## 2915 Low
## 2916 Low
## 2917 Low
## 2918 Low
## 2919 Low
## 2920 Normal
## 2921 Normal
## 2922 Normal
## 2923 Normal
## 2924 Normal
## 2925 Normal
## 2926 Normal
## 2927 Normal
## 2928 Normal
## 2929 Normal
## 2930 Normal
## 2931 Normal
## 2932 High Wage
## 2933 High Wage
## 2934 Low
## 2935 Low
## 2936 Normal
## 2937 Normal
## 2938 Normal
## 2939 Normal
## 2940 Normal
## 2941 Low
## 2942 Low
## 2943 Low
## 2944 Low
## 2945 Normal
## 2946 Normal
## 2947 Normal
## 2948 Low
## 2949 Low
## 2950 Normal
## 2951 Normal
## 2952 Normal
## 2953 Normal
## 2954 Normal
## 2955 Normal
## 2956 Normal
## 2957 Normal
## 2958 Normal
## 2959 Low
## 2960 Normal
## 2961 High Wage
## 2962 Normal
## 2963 Normal
## 2964 Normal
## 2965 Normal
## 2966 High Wage
## 2967 High Wage
## 2968 High Wage
## 2969 Low
## 2970 Normal
## 2971 Normal
## 2972 Normal
## 2973 Normal
## 2974 Normal
## 2975 High Wage
## 2976 Normal
## 2977 Normal
## 2978 Normal
## 2979 Normal
## 2980 Normal
## 2981 Normal
## 2982 Normal
## 2983 Normal
## 2984 Normal
## 2985 High Wage
## 2986 High Wage
## 2987 High Wage
## 2988 High Wage
## 2989 High Wage
## 2990 Low
## 2991 Low
## 2992 Low
## 2993 Low
## 2994 Normal
## 2995 Normal
## 2996 Normal
## 2997 Low
## 2998 Normal
## 2999 Normal
## 3000 Normal
## 3001 Normal
## 3002 Normal
## 3003 Normal
## 3004 Low
## 3005 Low
## 3006 Low
## 3007 Low
## 3008 Low
## 3009 Low
## 3010 Low
## 3011 Low
## 3012 Low
## 3013 Low
## 3014 Low
## 3015 Low
## 3016 Normal
## 3017 Normal
## 3018 Normal
## 3019 Normal
## 3020 High Wage
## 3021 High Wage
## 3022 High Wage
## 3023 High Wage
## 3024 High Wage
## 3025 Normal
## 3026 Normal
## 3027 Normal
## 3028 Normal
## 3029 Normal
## 3030 Normal
## 3031 Normal
## 3032 Normal
## 3033 Normal
## 3034 Normal
## 3035 Normal
## 3036 Normal
## 3037 Normal
## 3038 High Wage
## 3039 Normal
## 3040 Normal
## 3041 Normal
## 3042 Normal
## 3043 Normal
## 3044 High Wage
## 3045 High Wage
## 3046 Normal
## 3047 Normal
## 3048 Normal
## 3049 Normal
## 3050 Normal
## 3051 Normal
## 3052 Low
## 3053 Low
## 3054 Low
## 3055 Low
## 3056 Low
## 3057 Low
## 3058 Low
## 3059 Normal
## 3060 Low
## 3061 Low
## 3062 Normal
## 3063 Normal
## 3064 Normal
## 3065 Normal
## 3066 Normal
## 3067 Low
## 3068 Normal
## 3069 Normal
## 3070 Normal
## 3071 High Wage
## 3072 High Wage
## 3073 High Wage
## 3074 Low
## 3075 Low
## 3076 Low
## 3077 Low
## 3078 Low
## 3079 Low
## 3080 Normal
## 3081 Low
## 3082 Low
## 3083 Low
## 3084 Low
## 3085 Normal
## 3086 Normal
## 3087 Normal
## 3088 Low
## 3089 Low
## 3090 Low
## 3091 Low
## 3092 Normal
## 3093 Normal
## 3094 Normal
## 3095 Low
## 3096 Low
## 3097 Low
## 3098 Low
## 3099 Low
## 3100 Low
## 3101 Low
## 3102 Normal
## 3103 Normal
## 3104 Normal
## 3105 Normal
## 3106 Normal
## 3107 Normal
## 3108 High Wage
## 3109 Normal
## 3110 Normal
## 3111 High Wage
## 3112 High Wage
## 3113 High Wage
## 3114 High Wage
## 3115 High Wage
## 3116 Low
## 3117 Low
## 3118 Low
## 3119 Low
## 3120 Normal
## 3121 Low
## 3122 Normal
## 3123 Low
## 3124 Low
## 3125 Low
## 3126 Low
## 3127 Low
## 3128 Low
## 3129 Low
## 3130 Normal
## 3131 Normal
## 3132 Normal
## 3133 Normal
## 3134 Normal
## 3135 Normal
## 3136 High Wage
## 3137 Low
## 3138 Low
## 3139 Low
## 3140 Normal
## 3141 Normal
## 3142 High Wage
## 3143 High Wage
## 3144 Normal
## 3145 Normal
## 3146 Normal
## 3147 Normal
## 3148 Normal
## 3149 Normal
## 3150 High Wage
## 3151 Low
## 3152 Normal
## 3153 Normal
## 3154 Normal
## 3155 Normal
## 3156 Normal
## 3157 High Wage
## 3158 Low
## 3159 Low
## 3160 Low
## 3161 Low
## 3162 Low
## 3163 Normal
## 3164 Normal
## 3165 Normal
## 3166 Normal
## 3167 Normal
## 3168 Normal
## 3169 High Wage
## 3170 High Wage
## 3171 High Wage
## 3172 Normal
## 3173 Normal
## 3174 Normal
## 3175 Normal
## 3176 High Wage
## 3177 High Wage
## 3178 High Wage
## 3179 Low
## 3180 Low
## 3181 Low
## 3182 Low
## 3183 Low
## 3184 Normal
## 3185 Normal
## 3186 Normal
## 3187 Normal
## 3188 Normal
## 3189 Normal
## 3190 Normal
## 3191 Normal
## 3192 Normal
## 3193 Low
## 3194 Low
## 3195 Low
## 3196 Low
## 3197 Low
## 3198 Low
## 3199 Low
## 3200 Normal
## 3201 Normal
## 3202 Normal
## 3203 Normal
## 3204 Normal
## 3205 High Wage
## 3206 Normal
## 3207 Low
## 3208 Normal
## 3209 Normal
## 3210 Normal
## 3211 High Wage
## 3212 High Wage
## 3213 High Wage
## 3214 Normal
## 3215 Normal
## 3216 Normal
## 3217 Normal
## 3218 Normal
## 3219 Normal
## 3220 High Wage
## 3221 Low
## 3222 Normal
## 3223 Normal
## 3224 Normal
## 3225 Normal
## 3226 Normal
## 3227 Normal
## 3228 Low
## 3229 Low
## 3230 Low
## 3231 Low
## 3232 Low
## 3233 Low
## 3234 Normal
## 3235 Normal
## 3236 Normal
## 3237 Normal
## 3238 Normal
## 3239 Normal
## 3240 High Wage
## 3241 High Wage
## 3242 Low
## 3243 Low
## 3244 Low
## 3245 Low
## 3246 Low
## 3247 Normal
## 3248 Normal
## 3249 Low
## 3250 Low
## 3251 Low
## 3252 Normal
## 3253 Normal
## 3254 Normal
## 3255 Normal
## 3256 Low
## 3257 Low
## 3258 Normal
## 3259 Normal
## 3260 Normal
## 3261 Normal
## 3262 Normal
## 3263 Low
## 3264 Low
## 3265 Normal
## 3266 Normal
## 3267 Normal
## 3268 High Wage
## 3269 Normal
## 3270 Normal
## 3271 Normal
## 3272 High Wage
## 3273 High Wage
## 3274 High Wage
## 3275 High Wage
## 3276 High Wage
## 3277 Low
## 3278 Low
## 3279 Low
## 3280 Low
## 3281 Low
## 3282 Low
## 3283 Low
## 3284 Normal
## 3285 Normal
## 3286 Normal
## 3287 High Wage
## 3288 High Wage
## 3289 High Wage
## 3290 High Wage
## 3291 Normal
## 3292 Normal
## 3293 Normal
## 3294 Normal
## 3295 High Wage
## 3296 High Wage
## 3297 High Wage
## 3298 Low
## 3299 Low
## 3300 Low
## 3301 Low
## 3302 Low
## 3303 Low
## 3304 Low
## 3305 Normal
## 3306 Low
## 3307 Normal
## 3308 Normal
## 3309 Normal
## 3310 Normal
## 3311 Normal
## 3312 Normal
## 3313 Normal
## 3314 Normal
## 3315 Normal
## 3316 High Wage
## 3317 High Wage
## 3318 High Wage
## 3319 Normal
## 3320 Normal
## 3321 High Wage
## 3322 High Wage
## 3323 High Wage
## 3324 High Wage
## 3325 High Wage
## 3326 Low
## 3327 Low
## 3328 Low
## 3329 Low
## 3330 Normal
## 3331 Low
## 3332 Normal
## 3333 Low
## 3334 Normal
## 3335 Normal
## 3336 Normal
## 3337 Normal
## 3338 Normal
## 3339 High Wage
## 3340 Low
## 3341 Normal
## 3342 Normal
## 3343 Normal
## 3344 Normal
## 3345 Normal
## 3346 Normal
## 3347 Normal
## 3348 Normal
## 3349 High Wage
## 3350 High Wage
## 3351 High Wage
## 3352 High Wage
## 3353 High Wage
## 3354 Low
## 3355 Low
## 3356 Low
## 3357 Low
## 3358 Normal
## 3359 Normal
## 3360 Normal
## 3361 Low
## 3362 Low
## 3363 Low
## 3364 Low
## 3365 Low
## 3366 Low
## 3367 Low
## 3368 Low
## 3369 Low
## 3370 Normal
## 3371 Normal
## 3372 Normal
## 3373 Normal
## 3374 Normal
## 3375 Low
## 3376 Low
## 3377 Normal
## 3378 Normal
## 3379 Normal
## 3380 Normal
## 3381 Normal
## 3382 Normal
## 3383 Normal
## 3384 Normal
## 3385 Normal
## 3386 High Wage
## 3387 High Wage
## 3388 High Wage
## 3389 Low
## 3390 Normal
## 3391 Normal
## 3392 Normal
## 3393 Normal
## 3394 Normal
## 3395 Normal
## 3396 Normal
## 3397 Normal
## 3398 Normal
## 3399 High Wage
## 3400 High Wage
## 3401 High Wage
## 3402 High Wage
## 3403 Normal
## 3404 Normal
## 3405 Normal
## 3406 Normal
## 3407 High Wage
## 3408 High Wage
## 3409 High Wage
## 3410 Normal
## 3411 Normal
## 3412 Normal
## 3413 Normal
## 3414 High Wage
## 3415 High Wage
## 3416 High Wage
## 3417 Normal
## 3418 Normal
## 3419 Normal
## 3420 Normal
## 3421 Normal
## 3422 Normal
## 3423 Normal
## 3424 Normal
## 3425 Normal
## 3426 Normal
## 3427 High Wage
## 3428 High Wage
## 3429 Normal
## 3430 High Wage
## 3431 Low
## 3432 Normal
## 3433 Normal
## 3434 Normal
## 3435 Normal
## 3436 High Wage
## 3437 High Wage
## 3438 Low
## 3439 Low
## 3440 Low
## 3441 Low
## 3442 Normal
## 3443 Normal
## 3444 Low
## 3445 Normal
## 3446 Normal
## 3447 Normal
## 3448 Normal
## 3449 Normal
## 3450 High Wage
## 3451 Normal
## 3452 Low
## 3453 Low
## 3454 Low
## 3455 Low
## 3456 Low
## 3457 Low
## 3458 Low
## 3459 Low
## 3460 Low
## 3461 Normal
## 3462 Normal
## 3463 Normal
## 3464 Normal
## 3465 Normal
## 3466 Normal
## 3467 Normal
## 3468 High Wage
## 3469 High Wage
## 3470 High Wage
## 3471 High Wage
## 3472 High Wage
## 3473 Normal
## 3474 Normal
## 3475 High Wage
## 3476 High Wage
## 3477 High Wage
## 3478 High Wage
## 3479 High Wage
## 3480 Low
## 3481 Low
## 3482 Low
## 3483 Low
## 3484 Normal
## 3485 Normal
## 3486 Normal
## 3487 Low
## 3488 Normal
## 3489 Normal
## 3490 Normal
## 3491 Normal
## 3492 Normal
## 3493 Normal
## 3494 Normal
## 3495 Normal
## 3496 Normal
## 3497 Normal
## 3498 Normal
## 3499 Low
## 3500 Low
## 3501 Low
## 3502 Normal
## 3503 Normal
## 3504 Normal
## 3505 Normal
## 3506 Normal
## 3507 High Wage
## 3508 Normal
## 3509 Normal
## 3510 Normal
## 3511 Normal
## 3512 Normal
## 3513 High Wage
## 3514 High Wage
## 3515 Normal
## 3516 Normal
## 3517 High Wage
## 3518 High Wage
## 3519 High Wage
## 3520 High Wage
## 3521 High Wage
## 3522 Normal
## 3523 Normal
## 3524 Normal
## 3525 Normal
## 3526 High Wage
## 3527 Normal
## 3528 High Wage
## 3529 Normal
## 3530 Normal
## 3531 High Wage
## 3532 High Wage
## 3533 Normal
## 3534 High Wage
## 3535 High Wage
## 3536 Low
## 3537 Normal
## 3538 Normal
## 3539 Normal
## 3540 Normal
## 3541 Normal
## 3542 Normal
## 3543 Low
## 3544 Low
## 3545 Low
## 3546 Low
## 3547 Normal
## 3548 Normal
## 3549 Normal
## 3550 Low
## 3551 Normal
## 3552 Normal
## 3553 Normal
## 3554 Normal
## 3555 Normal
## 3556 Normal
## 3557 Low
## 3558 Normal
## 3559 Normal
## 3560 Normal
## 3561 Normal
## 3562 Normal
## 3563 Normal
## 3564 Normal
## 3565 Normal
## 3566 High Wage
## 3567 High Wage
## 3568 High Wage
## 3569 High Wage
## 3570 High Wage
## 3571 Low
## 3572 Low
## 3573 Low
## 3574 Low
## 3575 Normal
## 3576 Normal
## 3577 Normal
## 3578 Low
## 3579 Low
## 3580 Normal
## 3581 Normal
## 3582 Normal
## 3583 Normal
## 3584 High Wage
## 3585 Low
## 3586 Low
## 3587 Low
## 3588 Low
## 3589 Low
## 3590 Low
## 3591 Low
## 3592 Normal
## 3593 Normal
## 3594 Normal
## 3595 High Wage
## 3596 High Wage
## 3597 High Wage
## 3598 High Wage
## 3599 Low
## 3600 Low
## 3601 Low
## 3602 Low
## 3603 Low
## 3604 Low
## 3605 Low
## 3606 Normal
## 3607 Normal
## 3608 Normal
## 3609 High Wage
## 3610 Normal
## 3611 Normal
## 3612 Normal
## 3613 Low
## 3614 Low
## 3615 Low
## 3616 Low
## 3617 Low
## 3618 Low
## 3619 Low
## 3620 Low
## 3621 Low
## 3622 Low
## 3623 Low
## 3624 Low
## 3625 Normal
## 3626 Normal
## 3627 Low
## 3628 Low
## 3629 Low
## 3630 Low
## 3631 Low
## 3632 Low
## 3633 Normal
## 3634 Low
## 3635 Normal
## 3636 Normal
## 3637 Normal
## 3638 Low
## 3639 Low
## 3640 Normal
## 3641 Normal
## 3642 Normal
## 3643 Normal
## 3644 Normal
## 3645 High Wage
## 3646 Normal
## 3647 High Wage
## 3648 Low
## 3649 Low
## 3650 Low
## 3651 Normal
## 3652 Normal
## 3653 High Wage
## 3654 Normal
## 3655 Low
## 3656 Low
## 3657 Low
## 3658 Normal
## 3659 Normal
## 3660 Normal
## 3661 Normal
## 3662 Low
## 3663 Low
## 3664 Low
## 3665 Normal
## 3666 Normal
## 3667 Normal
## 3668 Normal
## 3669 Low
## 3670 Low
## 3671 Normal
## 3672 Normal
## 3673 Normal
## 3674 Normal
## 3675 Normal
## 3676 Low
## 3677 Low
## 3678 Low
## 3679 Low
## 3680 Low
## 3681 Normal
## 3682 Normal
## 3683 Low
## 3684 Low
## 3685 Normal
## 3686 Normal
## 3687 Normal
## 3688 High Wage
## 3689 High Wage
## 3690 Low
## 3691 Low
## 3692 Low
## 3693 Normal
## 3694 Normal
## 3695 Normal
## 3696 Normal
## 3697 Normal
## 3698 Normal
## 3699 High Wage
## 3700 High Wage
## 3701 Normal
## 3702 High Wage
## 3703 High Wage
## 3704 Normal
## 3705 Normal
## 3706 High Wage
## 3707 High Wage
## 3708 High Wage
## 3709 High Wage
## 3710 High Wage
## 3711 Normal
## 3712 Normal
## 3713 Normal
## 3714 High Wage
## 3715 High Wage
## 3716 High Wage
## 3717 High Wage
## 3718 Low
## 3719 Low
## 3720 Low
## 3721 Low
## 3722 Low
## 3723 Low
## 3724 Normal
## 3725 Low
## 3726 Low
## 3727 Low
## 3728 Low
## 3729 Normal
## 3730 Normal
## 3731 Normal
## 3732 Low
## 3733 Low
## 3734 Low
## 3735 Low
## 3736 Low
## 3737 Low
## 3738 Low
## 3739 Low
## 3740 Low
## 3741 Low
## 3742 Low
## 3743 Low
## 3744 Low
## 3745 Low
## 3746 Normal
## 3747 Normal
## 3748 Normal
## 3749 Normal
## 3750 High Wage
## 3751 Normal
## 3752 High Wage
## 3753 Low
## 3754 Normal
## 3755 Normal
## 3756 Normal
## 3757 High Wage
## 3758 Normal
## 3759 Normal
## 3760 Normal
## 3761 Normal
## 3762 Normal
## 3763 Normal
## 3764 High Wage
## 3765 High Wage
## 3766 High Wage
## 3767 Low
## 3768 Normal
## 3769 Normal
## 3770 Normal
## 3771 High Wage
## 3772 High Wage
## 3773 High Wage
## 3774 Normal
## 3775 Normal
## 3776 High Wage
## 3777 High Wage
## 3778 High Wage
## 3779 High Wage
## 3780 High Wage
## 3781 Normal
## 3782 Normal
## 3783 Normal
## 3784 Normal
## 3785 Normal
## 3786 Normal
## 3787 High Wage
## 3788 Normal
## 3789 Normal
## 3790 Normal
## 3791 Normal
## 3792 Normal
## 3793 High Wage
## 3794 High Wage
## 3795 Normal
## 3796 Normal
## 3797 Normal
## 3798 Normal
## 3799 Normal
## 3800 Normal
## 3801 High Wage
## 3802 Normal
## 3803 Normal
## 3804 High Wage
## 3805 High Wage
## 3806 High Wage
## 3807 Normal
## 3808 High Wage
## 3809 Normal
## 3810 Normal
## 3811 High Wage
## 3812 High Wage
## 3813 High Wage
## 3814 High Wage
## 3815 High Wage
## 3816 Normal
## 3817 Normal
## 3818 Normal
## 3819 Normal
## 3820 Normal
## 3821 High Wage
## 3822 High Wage
## 3823 Normal
## 3824 Normal
## 3825 Normal
## 3826 Normal
## 3827 Normal
## 3828 Normal
## 3829 High Wage
## 3830 Normal
## 3831 Normal
## 3832 Normal
## 3833 Normal
## 3834 High Wage
## 3835 Normal
## 3836 Normal
## 3837 Low
## 3838 Low
## 3839 Low
## 3840 Low
## 3841 Low
## 3842 Low
## 3843 Low
## 3844 Normal
## 3845 Normal
## 3846 Normal
## 3847 Normal
## 3848 Normal
## 3849 High Wage
## 3850 High Wage
## 3851 Low
## 3852 Low
## 3853 Low
## 3854 Normal
## 3855 Low
## 3856 Normal
## 3857 Normal
## 3858 Low
## 3859 Normal
## 3860 Normal
## 3861 Normal
## 3862 Normal
## 3863 Normal
## 3864 Normal
## 3865 Low
## 3866 Low
## 3867 Low
## 3868 Low
## 3869 Low
## 3870 Normal
## 3871 Normal
## 3872 Low
## 3873 Low
## 3874 Low
## 3875 Low
## 3876 Low
## 3877 Low
## 3878 Low
## 3879 Normal
## 3880 Normal
## 3881 High Wage
## 3882 High Wage
## 3883 High Wage
## 3884 High Wage
## 3885 High Wage
## 3886 Normal
## 3887 Normal
## 3888 Normal
## 3889 Normal
## 3890 High Wage
## 3891 High Wage
## 3892 High Wage
## 3893 Low
## 3894 Normal
## 3895 Normal
## 3896 Normal
## 3897 Normal
## 3898 Normal
## 3899 Normal
## 3900 Low
## 3901 Low
## 3902 Low
## 3903 Low
## 3904 Normal
## 3905 Low
## 3906 Normal
## 3907 Low
## 3908 Low
## 3909 Normal
## 3910 Normal
## 3911 Normal
## 3912 Normal
## 3913 Normal
## 3914 Low
## 3915 Low
## 3916 Low
## 3917 Low
## 3918 Low
## 3919 Normal
## 3920 Normal
## 3921 Low
## 3922 Low
## 3923 High Wage
## 3924 Normal
## 3925 Normal
## 3926 Normal
## 3927 Normal
## 3928 Normal
## 3929 Normal
## 3930 Normal
## 3931 Normal
## 3932 High Wage
## 3933 High Wage
## 3934 High Wage
## 3935 Normal
## 3936 Normal
## 3937 Normal
## 3938 Normal
## 3939 Normal
## 3940 Normal
## 3941 Normal
## 3942 Normal
## 3943 Normal
## 3944 Normal
## 3945 Normal
## 3946 High Wage
## 3947 High Wage
## 3948 High Wage
## 3949 Normal
## 3950 Normal
## 3951 High Wage
## 3952 High Wage
## 3953 High Wage
## 3954 Normal
## 3955 High Wage
## 3956 Low
## 3957 Normal
## 3958 Low
## 3959 Normal
## 3960 High Wage
## 3961 High Wage
## 3962 High Wage
## 3963 Low
## 3964 Low
## 3965 Low
## 3966 Low
## 3967 Low
## 3968 Low
## 3969 Low
## 3970 Normal
## 3971 Normal
## 3972 Normal
## 3973 Normal
## 3974 Normal
## 3975 Normal
## 3976 Normal
## 3977 Normal
## 3978 Normal
## 3979 Normal
## 3980 Normal
## 3981 High Wage
## 3982 High Wage
## 3983 High Wage
## 3984 Low
## 3985 Low
## 3986 Low
## 3987 Low
## 3988 Low
## 3989 Low
## 3990 Low
## 3991 Low
## 3992 Normal
## 3993 Normal
## 3994 Normal
## 3995 Normal
## 3996 High Wage
## 3997 Normal
## 3998 Low
## 3999 Low
## 4000 Low
## 4001 Normal
## 4002 Low
## 4003 Normal
## 4004 Low
## 4005 Low
## 4006 Low
## 4007 Low
## 4008 Low
## 4009 Normal
## 4010 Normal
## 4011 Normal
## 4012 Low
## 4013 Low
## 4014 Normal
## 4015 Normal
## 4016 Normal
## 4017 Normal
## 4018 Normal
## 4019 Low
## 4020 Low
## 4021 Low
## 4022 Low
## 4023 Low
## 4024 Low
## 4025 Normal
## 4026 Low
## 4027 Low
## 4028 Low
## 4029 Normal
## 4030 Low
## 4031 Normal
## 4032 Normal
## 4033 Low
## 4034 Low
## 4035 Low
## 4036 Low
## 4037 Low
## 4038 Low
## 4039 Normal
## 4040 Low
## 4041 Normal
## 4042 Normal
## 4043 Normal
## 4044 Normal
## 4045 Normal
## 4046 Normal
## 4047 Low
## 4048 Low
## 4049 Low
## 4050 Low
## 4051 Normal
## 4052 Normal
## 4053 Normal
## 4054 Low
## 4055 Low
## 4056 Normal
## 4057 Normal
## 4058 Normal
## 4059 Normal
## 4060 Normal
## 4061 Normal
## 4062 Normal
## 4063 Normal
## 4064 Normal
## 4065 Normal
## 4066 High Wage
## 4067 High Wage
## 4068 Low
## 4069 Low
## 4070 Low
## 4071 Normal
## 4072 Normal
## 4073 Normal
## 4074 Normal
## 4075 Low
## 4076 Normal
## 4077 Normal
## 4078 Normal
## 4079 High Wage
## 4080 High Wage
## 4081 High Wage
## 4082 Low
## 4083 Low
## 4084 Normal
## 4085 Normal
## 4086 Normal
## 4087 Normal
## 4088 Normal
## 4089 Normal
## 4090 Normal
## 4091 Normal
## 4092 Normal
## 4093 Normal
## 4094 High Wage
## 4095 High Wage
## 4096 Low
## 4097 Low
## 4098 Low
## 4099 Low
## 4100 Low
## 4101 Low
## 4102 Low
## 4103 Normal
## 4104 Normal
## 4105 Normal
## 4106 Normal
## 4107 High Wage
## 4108 High Wage
## 4109 High Wage
## 4110 Low
## 4111 Low
## 4112 Low
## 4113 Low
## 4114 Normal
## 4115 Low
## 4116 Normal
## 4117 Normal
## 4118 Normal
## 4119 Normal
## 4120 Normal
## 4121 Normal
## 4122 High Wage
## 4123 High Wage
## 4124 Low
## 4125 Normal
## 4126 Normal
## 4127 Normal
## 4128 Normal
## 4129 Normal
## 4130 Normal
## 4131 Normal
## 4132 Normal
## 4133 Normal
## 4134 Normal
## 4135 Normal
## 4136 Normal
## 4137 Normal
## 4138 Normal
## 4139 Normal
## 4140 Normal
## 4141 Normal
## 4142 Normal
## 4143 Normal
## 4144 High Wage
## 4145 Low
## 4146 Low
## 4147 Low
## 4148 Low
## 4149 Low
## 4150 Low
## 4151 Low
## 4152 Normal
## 4153 Normal
## 4154 Normal
## 4155 Normal
## 4156 Normal
## 4157 Normal
## 4158 High Wage
## 4159 Low
## 4160 Low
## 4161 Low
## 4162 Low
## 4163 Low
## 4164 Low
## 4165 LowGeometric Series: \(a, ar, ar^2, ar^3,...\)
Formula of Sum: \(\sum_{k=0}^\infty ar^k=\frac{a}{1-r}\), for \(|r|<1\).
a=1 #Any Number
r=1/2 #Any Number Between -1 and 1: abs(r)<1
theoretical.limit=a/(1-r)
START=a
FINISH.1 = START + a*r^1
FINISH.2 = FINISH.1 + a*r^2
FINISH.3 = FINISH.2 + a*r^3
# Notice the repeated pattern above: FINISH.k = FINISH.(k-1) + a*r^k
###---------------------------------------------###
FINISH.10 = a
for(k in 1:10){
FINISH.10=FINISH.10+a*r^k
}
FINISH.100 = a
for(k in 1:100){
FINISH.100=FINISH.100+a*r^k
}
DATA = tibble(k=c(1,2,3,10,100,"Infinity"),
SUMMATION=c(FINISH.1,FINISH.2,FINISH.3,
FINISH.10,FINISH.100,
theoretical.limit))
print(DATA)
ABSOLUTE.ERROR = abs(FINISH.100-theoretical.limit)
print(ABSOLUTE.ERROR)set.seed(4)
u = rnorm(100)Use for loop to calculate sum of the squares of the first 10 elements of vector u. Hint: ^ (Exponents), 3^2=9
sum10 = 0
for(i in 1:10){
sum10 = sum10 + u[i]^2
}
print(sum10)## [1] 13.08209Use for loop and if statement to calculate the sum of squares of the elements with even indices of vector u. Hint: %% gives the remainder of division.
sum_even = 0
for(i in 1:100){
if(i%%2==0){
sum_even = sum_even + u[i]^2
}
}
print(sum_even)## [1] 37.33534a=1
r=2
FINISH=a
k=0
while(abs(FINISH-a/(1-r)) > 1e-10) {
k=k+1
FINISH = FINISH + a*r^k
if(k>100) break
}
print(c(k,FINISH))a=1
r=-0.5
theoretical.limit=a/(1-r)
K=100 #How Many Steps Do You Want to Save?
summation=rep(NA,(K+1))
summation[1]=a
for (k in 1:K) {
summation[k+1]=summation[k] + a*r^k
}
ggplot() +
geom_line(aes(x=1:(K+1),y=summation)) +
geom_hline(yintercept=theoretical.limit,
linetype="dashed")Write for loops to generate 100 random samples from normal distributions with means of 0 to 99 and save the random samples to a vector a.
kth component of a is generated from \(N(k-1,1)\).rnorm.set.seed(100)
a = rep(NA,100)
for (k in 1:100){
a[k] = rnorm(1,k-1,1)
}
a## [1] -0.5021924 1.1315312 1.9210829 3.8867848 4.1169713 5.3186301
## [7] 5.4182093 7.7145327 7.1747406 8.6401379 10.0898861 11.0962745
## [13] 11.7983660 13.7398405 14.1233795 14.9706833 15.6111458 17.5108563
## [19] 17.0861858 21.3102968 19.5619100 21.7640606 22.2619613 23.7734046
## [25] 23.1856209 24.5615494 25.2797784 27.2309445 26.8422705 29.2470760
## [31] 29.9088864 32.7573756 31.8620704 32.8888065 33.3099857 34.7782058
## [37] 36.1829077 37.4173233 39.0654023 39.9702020 39.8983708 42.4032035
## [43] 40.2232244 43.6228674 43.4777166 46.3222310 45.6365597 48.3190657
## [49] 48.0437791 47.1213441 49.5529378 49.2614021 52.1788648 54.8974657
## [55] 51.7280745 55.9804641 54.6011744 58.8248724 59.3812987 58.1611481
## [61] 59.7380042 60.9311560 61.6211164 65.5819589 64.1298341 64.2869750
## [67] 66.6379942 67.2016916 67.9300831 68.9075101 70.4489033 69.9356443
## [73] 70.8375807 74.6485217 71.9379040 75.0127497 74.9124717 77.2705395
## [79] 79.0084519 76.9255952 80.8968223 80.9500042 80.6546507 81.0687885
## [85] 84.7095816 84.8420950 86.2163679 87.8173621 89.7271758 88.8962297
## [91] 89.4428777 92.4283014 91.1070426 91.8424288 93.4697035 97.4456828
## [97] 95.1675042 97.4135198 96.8213169 97.8259652