Memprediksi pelanggan untuk dapat mengikuti asuransi perjalanan
1. Input Library
## Warning: package 'rsample' was built under R version 4.4.1##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union## Warning: package 'partykit' was built under R version 4.4.1## Loading required package: grid## Loading required package: libcoin## Warning: package 'libcoin' was built under R version 4.4.1## Loading required package: mvtnorm## Warning: package 'randomForest' was built under R version 4.4.1## randomForest 4.7-1.1## Type rfNews() to see new features/changes/bug fixes.##
## Attaching package: 'randomForest'## The following object is masked from 'package:dplyr':
##
## combine## Warning: package 'caret' was built under R version 4.4.1## Loading required package: ggplot2##
## Attaching package: 'ggplot2'## The following object is masked from 'package:randomForest':
##
## margin## Loading required package: lattice##
## Attaching package: 'e1071'## The following object is masked from 'package:rsample':
##
## permutations## Warning: package 'ROCR' was built under R version 4.4.12. Read Data
## X Age Employment.Type GraduateOrNot AnnualIncome
## 1 0 31 Government Sector Yes 400000
## 2 1 31 Private Sector/Self Employed Yes 1250000
## 3 2 34 Private Sector/Self Employed Yes 500000
## 4 3 28 Private Sector/Self Employed Yes 700000
## 5 4 28 Private Sector/Self Employed Yes 700000
## 6 5 25 Private Sector/Self Employed No 1150000
## 7 6 31 Government Sector Yes 1300000
## 8 7 31 Private Sector/Self Employed Yes 1350000
## 9 8 28 Private Sector/Self Employed Yes 1450000
## 10 9 33 Government Sector Yes 800000
## 11 10 31 Government Sector Yes 400000
## 12 11 26 Private Sector/Self Employed Yes 1400000
## 13 12 32 Government Sector Yes 850000
## 14 13 31 Government Sector Yes 1500000
## 15 14 31 Government Sector Yes 400000
## 16 15 34 Private Sector/Self Employed Yes 700000
## 17 16 28 Private Sector/Self Employed Yes 1150000
## 18 17 28 Private Sector/Self Employed Yes 800000
## 19 18 29 Private Sector/Self Employed Yes 1050000
## 20 19 34 Private Sector/Self Employed Yes 1500000
## 21 20 28 Private Sector/Self Employed Yes 1150000
## 22 21 29 Private Sector/Self Employed Yes 350000
## 23 22 31 Private Sector/Self Employed Yes 1100000
## 24 23 28 Government Sector Yes 600000
## 25 24 31 Government Sector Yes 1500000
## 26 25 35 Private Sector/Self Employed No 800000
## 27 26 34 Private Sector/Self Employed No 1300000
## 28 27 28 Private Sector/Self Employed Yes 1250000
## 29 28 26 Private Sector/Self Employed Yes 600000
## 30 29 31 Private Sector/Self Employed Yes 900000
## 31 30 30 Private Sector/Self Employed No 550000
## 32 31 31 Government Sector No 300000
## 33 32 25 Government Sector Yes 750000
## 34 33 32 Government Sector Yes 850000
## 35 34 28 Private Sector/Self Employed Yes 800000
## 36 35 33 Private Sector/Self Employed Yes 1400000
## 37 36 31 Government Sector No 300000
## 38 37 34 Private Sector/Self Employed Yes 700000
## 39 38 34 Government Sector Yes 1100000
## 40 39 33 Private Sector/Self Employed Yes 1500000
## 41 40 25 Private Sector/Self Employed Yes 1400000
## 42 41 33 Private Sector/Self Employed Yes 550000
## 43 42 26 Private Sector/Self Employed Yes 1500000
## 44 43 28 Private Sector/Self Employed Yes 1200000
## 45 44 25 Private Sector/Self Employed Yes 1400000
## 46 45 34 Private Sector/Self Employed No 1400000
## 47 46 25 Private Sector/Self Employed Yes 1400000
## 48 47 35 Government Sector Yes 1100000
## 49 48 28 Private Sector/Self Employed Yes 600000
## 50 49 31 Private Sector/Self Employed Yes 1350000
## 51 50 31 Private Sector/Self Employed Yes 1250000
## 52 51 29 Private Sector/Self Employed Yes 1050000
## 53 52 31 Private Sector/Self Employed Yes 1250000
## 54 53 28 Government Sector Yes 300000
## 55 54 29 Private Sector/Self Employed Yes 1200000
## 56 55 26 Private Sector/Self Employed Yes 750000
## 57 56 28 Private Sector/Self Employed Yes 550000
## 58 57 34 Private Sector/Self Employed Yes 1000000
## 59 58 33 Private Sector/Self Employed Yes 1400000
## 60 59 33 Private Sector/Self Employed Yes 1400000
## 61 60 31 Private Sector/Self Employed Yes 1250000
## 62 61 32 Government Sector Yes 800000
## 63 62 28 Private Sector/Self Employed Yes 800000
## 64 63 27 Government Sector Yes 500000
## 65 64 30 Private Sector/Self Employed No 1450000
## 66 65 26 Private Sector/Self Employed Yes 600000
## 67 66 30 Private Sector/Self Employed No 800000
## 68 67 34 Private Sector/Self Employed Yes 1500000
## 69 68 29 Private Sector/Self Employed Yes 350000
## 70 69 31 Government Sector No 300000
## 71 70 34 Government Sector Yes 1300000
## 72 71 28 Private Sector/Self Employed Yes 750000
## 73 72 28 Private Sector/Self Employed Yes 800000
## 74 73 28 Private Sector/Self Employed Yes 750000
## 75 74 28 Private Sector/Self Employed Yes 700000
## 76 75 34 Private Sector/Self Employed Yes 1300000
## 77 76 29 Private Sector/Self Employed Yes 1200000
## 78 77 31 Government Sector No 400000
## 79 78 31 Government Sector Yes 1300000
## 80 79 31 Government Sector No 400000
## 81 80 26 Private Sector/Self Employed Yes 1300000
## 82 81 25 Private Sector/Self Employed No 1150000
## 83 82 28 Private Sector/Self Employed Yes 1250000
## 84 83 34 Private Sector/Self Employed No 950000
## 85 84 32 Government Sector Yes 350000
## 86 85 25 Private Sector/Self Employed No 1700000
## 87 86 32 Government Sector Yes 900000
## 88 87 28 Government Sector Yes 300000
## 89 88 34 Private Sector/Self Employed Yes 1050000
## 90 89 28 Government Sector Yes 300000
## 91 90 27 Government Sector Yes 1050000
## 92 91 28 Government Sector Yes 300000
## 93 92 28 Private Sector/Self Employed Yes 1150000
## 94 93 33 Government Sector Yes 700000
## 95 94 34 Private Sector/Self Employed Yes 1300000
## 96 95 26 Private Sector/Self Employed Yes 1400000
## 97 96 28 Private Sector/Self Employed Yes 700000
## 98 97 29 Private Sector/Self Employed Yes 350000
## 99 98 29 Private Sector/Self Employed Yes 1100000
## 100 99 29 Government Sector Yes 600000
## 101 100 28 Private Sector/Self Employed Yes 1300000
## 102 101 33 Private Sector/Self Employed Yes 1500000
## 103 102 29 Private Sector/Self Employed Yes 500000
## 104 103 26 Private Sector/Self Employed Yes 1400000
## 105 104 28 Private Sector/Self Employed Yes 1150000
## 106 105 28 Private Sector/Self Employed Yes 750000
## 107 106 34 Private Sector/Self Employed Yes 1300000
## 108 107 34 Private Sector/Self Employed Yes 850000
## 109 108 26 Private Sector/Self Employed Yes 1300000
## 110 109 25 Private Sector/Self Employed Yes 1700000
## 111 110 31 Government Sector Yes 400000
## 112 111 28 Private Sector/Self Employed Yes 800000
## 113 112 30 Private Sector/Self Employed No 800000
## 114 113 29 Private Sector/Self Employed Yes 900000
## 115 114 29 Private Sector/Self Employed Yes 500000
## 116 115 29 Private Sector/Self Employed Yes 900000
## 117 116 28 Private Sector/Self Employed Yes 1150000
## 118 117 31 Government Sector Yes 400000
## 119 118 31 Government Sector Yes 1500000
## 120 119 31 Private Sector/Self Employed Yes 500000
## 121 120 28 Private Sector/Self Employed Yes 800000
## 122 121 26 Private Sector/Self Employed Yes 1400000
## 123 122 32 Government Sector Yes 800000
## 124 123 27 Government Sector Yes 850000
## 125 124 32 Government Sector Yes 350000
## 126 125 29 Private Sector/Self Employed Yes 500000
## 127 126 32 Government Sector Yes 800000
## 128 127 27 Government Sector Yes 750000
## 129 128 31 Private Sector/Self Employed Yes 1350000
## 130 129 29 Private Sector/Self Employed Yes 1050000
## 131 130 28 Private Sector/Self Employed Yes 800000
## 132 131 28 Private Sector/Self Employed Yes 750000
## 133 132 28 Private Sector/Self Employed Yes 1100000
## 134 133 25 Private Sector/Self Employed Yes 1750000
## 135 134 28 Private Sector/Self Employed Yes 600000
## 136 135 28 Private Sector/Self Employed Yes 800000
## 137 136 29 Private Sector/Self Employed Yes 500000
## 138 137 29 Private Sector/Self Employed Yes 600000
## 139 138 28 Private Sector/Self Employed Yes 1150000
## 140 139 35 Private Sector/Self Employed No 800000
## 141 140 28 Private Sector/Self Employed Yes 550000
## 142 141 25 Private Sector/Self Employed Yes 1400000
## 143 142 32 Government Sector Yes 350000
## 144 143 26 Private Sector/Self Employed Yes 1300000
## 145 144 31 Private Sector/Self Employed Yes 1250000
## 146 145 28 Private Sector/Self Employed Yes 1150000
## 147 146 30 Private Sector/Self Employed No 750000
## 148 147 31 Government Sector No 400000
## 149 148 25 Private Sector/Self Employed Yes 1400000
## 150 149 28 Private Sector/Self Employed Yes 800000
## 151 150 28 Private Sector/Self Employed Yes 650000
## 152 151 29 Private Sector/Self Employed Yes 1200000
## 153 152 28 Private Sector/Self Employed Yes 1200000
## 154 153 25 Private Sector/Self Employed No 600000
## 155 154 28 Private Sector/Self Employed Yes 700000
## 156 155 34 Private Sector/Self Employed Yes 1300000
## 157 156 28 Private Sector/Self Employed Yes 900000
## 158 157 28 Private Sector/Self Employed Yes 600000
## 159 158 31 Private Sector/Self Employed Yes 1250000
## 160 159 27 Government Sector Yes 900000
## 161 160 31 Government Sector Yes 1200000
## 162 161 34 Private Sector/Self Employed No 1400000
## 163 162 34 Private Sector/Self Employed Yes 500000
## 164 163 32 Government Sector Yes 350000
## 165 164 28 Government Sector Yes 300000
## 166 165 33 Government Sector Yes 1000000
## 167 166 28 Private Sector/Self Employed Yes 800000
## 168 167 31 Government Sector Yes 400000
## 169 168 27 Government Sector Yes 850000
## 170 169 25 Private Sector/Self Employed No 600000
## 171 170 31 Private Sector/Self Employed Yes 1350000
## 172 171 28 Private Sector/Self Employed Yes 900000
## 173 172 27 Private Sector/Self Employed No 600000
## 174 173 26 Private Sector/Self Employed Yes 450000
## 175 174 34 Private Sector/Self Employed Yes 700000
## 176 175 30 Private Sector/Self Employed No 800000
## 177 176 34 Private Sector/Self Employed Yes 1050000
## 178 177 28 Private Sector/Self Employed Yes 1250000
## 179 178 32 Government Sector Yes 350000
## 180 179 26 Private Sector/Self Employed Yes 1250000
## 181 180 28 Private Sector/Self Employed Yes 750000
## 182 181 26 Private Sector/Self Employed Yes 1300000
## 183 182 35 Private Sector/Self Employed No 800000
## 184 183 25 Private Sector/Self Employed No 1700000
## 185 184 25 Government Sector Yes 750000
## 186 185 28 Government Sector Yes 300000
## 187 186 28 Private Sector/Self Employed Yes 500000
## 188 187 28 Private Sector/Self Employed Yes 650000
## 189 188 26 Government Sector Yes 500000
## 190 189 26 Private Sector/Self Employed Yes 1400000
## 191 190 27 Government Sector Yes 900000
## 192 191 30 Private Sector/Self Employed No 650000
## 193 192 28 Private Sector/Self Employed Yes 800000
## 194 193 34 Private Sector/Self Employed No 1300000
## 195 194 33 Government Sector Yes 1100000
## 196 195 25 Private Sector/Self Employed Yes 1400000
## 197 196 34 Private Sector/Self Employed Yes 1000000
## 198 197 29 Private Sector/Self Employed Yes 1150000
## 199 198 25 Private Sector/Self Employed No 1350000
## 200 199 30 Private Sector/Self Employed No 1450000
## 201 200 27 Government Sector Yes 1050000
## 202 201 31 Private Sector/Self Employed Yes 1400000
## 203 202 28 Private Sector/Self Employed Yes 600000
## 204 203 28 Private Sector/Self Employed Yes 1100000
## 205 204 32 Government Sector Yes 900000
## 206 205 29 Private Sector/Self Employed Yes 1150000
## 207 206 25 Private Sector/Self Employed No 1150000
## 208 207 31 Government Sector No 350000
## 209 208 29 Private Sector/Self Employed Yes 1350000
## 210 209 25 Private Sector/Self Employed No 1700000
## 211 210 28 Private Sector/Self Employed Yes 1200000
## 212 211 27 Private Sector/Self Employed No 450000
## 213 212 28 Private Sector/Self Employed Yes 750000
## 214 213 26 Private Sector/Self Employed Yes 1400000
## 215 214 27 Government Sector Yes 850000
## 216 215 33 Government Sector Yes 1100000
## 217 216 34 Private Sector/Self Employed Yes 1050000
## 218 217 28 Private Sector/Self Employed Yes 800000
## 219 218 26 Private Sector/Self Employed Yes 1500000
## 220 219 31 Private Sector/Self Employed Yes 1250000
## 221 220 35 Private Sector/Self Employed No 800000
## 222 221 28 Private Sector/Self Employed Yes 1200000
## 223 222 28 Private Sector/Self Employed Yes 1200000
## 224 223 30 Private Sector/Self Employed No 650000
## 225 224 31 Private Sector/Self Employed Yes 1100000
## 226 225 31 Private Sector/Self Employed Yes 1250000
## 227 226 34 Government Sector Yes 1300000
## 228 227 34 Private Sector/Self Employed Yes 1300000
## 229 228 34 Private Sector/Self Employed Yes 1000000
## 230 229 34 Private Sector/Self Employed Yes 1000000
## 231 230 29 Private Sector/Self Employed Yes 900000
## 232 231 31 Government Sector Yes 1200000
## 233 232 28 Private Sector/Self Employed Yes 1250000
## 234 233 31 Government Sector Yes 1200000
## 235 234 34 Private Sector/Self Employed Yes 1300000
## 236 235 30 Private Sector/Self Employed No 550000
## 237 236 26 Private Sector/Self Employed Yes 1500000
## 238 237 30 Private Sector/Self Employed No 500000
## 239 238 29 Private Sector/Self Employed Yes 600000
## 240 239 26 Private Sector/Self Employed Yes 1250000
## 241 240 27 Private Sector/Self Employed No 350000
## 242 241 35 Private Sector/Self Employed No 800000
## 243 242 33 Government Sector Yes 400000
## 244 243 26 Private Sector/Self Employed Yes 750000
## 245 244 27 Government Sector Yes 500000
## 246 245 28 Private Sector/Self Employed Yes 1150000
## 247 246 31 Government Sector No 350000
## 248 247 27 Government Sector Yes 1050000
## 249 248 34 Government Sector Yes 1300000
## 250 249 28 Private Sector/Self Employed Yes 1150000
## 251 250 34 Private Sector/Self Employed Yes 1000000
## 252 251 28 Government Sector Yes 300000
## 253 252 29 Private Sector/Self Employed Yes 1350000
## 254 253 28 Private Sector/Self Employed Yes 1400000
## 255 254 28 Government Sector Yes 1200000
## 256 255 34 Private Sector/Self Employed Yes 1500000
## 257 256 34 Government Sector Yes 1300000
## 258 257 33 Private Sector/Self Employed Yes 550000
## 259 258 29 Private Sector/Self Employed Yes 900000
## 260 259 33 Government Sector Yes 400000
## 261 260 26 Private Sector/Self Employed Yes 1400000
## 262 261 28 Private Sector/Self Employed Yes 1100000
## 263 262 26 Private Sector/Self Employed Yes 750000
## 264 263 35 Private Sector/Self Employed No 800000
## 265 264 29 Private Sector/Self Employed Yes 350000
## 266 265 27 Government Sector Yes 850000
## 267 266 31 Government Sector Yes 400000
## 268 267 33 Government Sector Yes 1100000
## 269 268 34 Private Sector/Self Employed Yes 500000
## 270 269 27 Private Sector/Self Employed No 800000
## 271 270 34 Government Sector Yes 1300000
## 272 271 35 Government Sector Yes 900000
## 273 272 28 Private Sector/Self Employed Yes 700000
## 274 273 34 Private Sector/Self Employed Yes 1000000
## 275 274 32 Government Sector Yes 850000
## 276 275 26 Private Sector/Self Employed Yes 1400000
## 277 276 29 Private Sector/Self Employed Yes 1050000
## 278 277 31 Private Sector/Self Employed Yes 950000
## 279 278 32 Government Sector Yes 800000
## 280 279 32 Government Sector Yes 350000
## 281 280 32 Government Sector Yes 800000
## 282 281 26 Private Sector/Self Employed Yes 750000
## 283 282 26 Private Sector/Self Employed Yes 1400000
## 284 283 26 Private Sector/Self Employed Yes 600000
## 285 284 28 Private Sector/Self Employed Yes 750000
## 286 285 33 Private Sector/Self Employed Yes 750000
## 287 286 28 Private Sector/Self Employed Yes 600000
## 288 287 29 Private Sector/Self Employed Yes 1200000
## 289 288 29 Private Sector/Self Employed Yes 1100000
## 290 289 26 Private Sector/Self Employed Yes 500000
## 291 290 32 Government Sector Yes 900000
## 292 291 34 Private Sector/Self Employed Yes 1300000
## 293 292 27 Government Sector Yes 850000
## 294 293 31 Private Sector/Self Employed Yes 1250000
## 295 294 29 Private Sector/Self Employed Yes 1200000
## 296 295 28 Private Sector/Self Employed Yes 550000
## 297 296 32 Government Sector Yes 350000
## 298 297 35 Private Sector/Self Employed No 800000
## 299 298 25 Private Sector/Self Employed No 1700000
## 300 299 27 Private Sector/Self Employed No 450000
## 301 300 32 Government Sector Yes 900000
## 302 301 27 Government Sector Yes 850000
## 303 302 34 Private Sector/Self Employed Yes 700000
## 304 303 31 Government Sector No 300000
## 305 304 34 Private Sector/Self Employed Yes 1050000
## 306 305 26 Private Sector/Self Employed Yes 1250000
## 307 306 33 Government Sector Yes 650000
## 308 307 28 Private Sector/Self Employed Yes 1150000
## 309 308 34 Private Sector/Self Employed Yes 1000000
## 310 309 33 Government Sector Yes 650000
## 311 310 30 Private Sector/Self Employed No 550000
## 312 311 34 Private Sector/Self Employed Yes 1500000
## 313 312 32 Government Sector Yes 850000
## 314 313 25 Private Sector/Self Employed No 1150000
## 315 314 26 Private Sector/Self Employed Yes 1400000
## 316 315 28 Government Sector Yes 300000
## 317 316 31 Private Sector/Self Employed Yes 950000
## 318 317 32 Government Sector Yes 800000
## 319 318 34 Government Sector Yes 1100000
## 320 319 25 Private Sector/Self Employed Yes 1700000
## 321 320 35 Private Sector/Self Employed No 800000
## 322 321 28 Private Sector/Self Employed Yes 500000
## 323 322 28 Private Sector/Self Employed Yes 750000
## 324 323 33 Private Sector/Self Employed Yes 1400000
## 325 324 28 Government Sector Yes 300000
## 326 325 31 Private Sector/Self Employed Yes 1250000
## 327 326 28 Private Sector/Self Employed Yes 1150000
## 328 327 34 Government Sector Yes 1300000
## 329 328 34 Private Sector/Self Employed Yes 700000
## 330 329 28 Private Sector/Self Employed Yes 1100000
## 331 330 35 Private Sector/Self Employed No 800000
## 332 331 33 Private Sector/Self Employed Yes 550000
## 333 332 31 Private Sector/Self Employed Yes 1650000
## 334 333 31 Private Sector/Self Employed Yes 1400000
## 335 334 29 Private Sector/Self Employed Yes 1050000
## 336 335 28 Private Sector/Self Employed Yes 800000
## 337 336 32 Government Sector Yes 350000
## 338 337 30 Private Sector/Self Employed No 550000
## 339 338 28 Private Sector/Self Employed Yes 600000
## 340 339 29 Private Sector/Self Employed Yes 1050000
## 341 340 27 Private Sector/Self Employed No 800000
## 342 341 28 Private Sector/Self Employed Yes 550000
## 343 342 28 Private Sector/Self Employed Yes 1100000
## 344 343 28 Private Sector/Self Employed Yes 1250000
## 345 344 32 Government Sector Yes 800000
## 346 345 29 Private Sector/Self Employed Yes 1200000
## 347 346 25 Private Sector/Self Employed Yes 1800000
## 348 347 34 Private Sector/Self Employed Yes 1300000
## 349 348 31 Private Sector/Self Employed Yes 1400000
## 350 349 28 Private Sector/Self Employed Yes 500000
## 351 350 31 Private Sector/Self Employed Yes 950000
## 352 351 29 Private Sector/Self Employed Yes 1200000
## 353 352 31 Private Sector/Self Employed Yes 1350000
## 354 353 31 Government Sector No 300000
## 355 354 25 Private Sector/Self Employed No 1150000
## 356 355 28 Private Sector/Self Employed Yes 1400000
## 357 356 34 Private Sector/Self Employed Yes 1000000
## 358 357 34 Private Sector/Self Employed Yes 500000
## 359 358 34 Private Sector/Self Employed Yes 1000000
## 360 359 25 Private Sector/Self Employed No 1150000
## 361 360 28 Private Sector/Self Employed No 550000
## 362 361 29 Private Sector/Self Employed Yes 1350000
## 363 362 28 Private Sector/Self Employed Yes 700000
## 364 363 34 Government Sector Yes 1300000
## 365 364 31 Government Sector Yes 1200000
## 366 365 25 Private Sector/Self Employed No 1700000
## 367 366 28 Government Sector Yes 300000
## 368 367 31 Government Sector Yes 1300000
## 369 368 35 Private Sector/Self Employed No 800000
## 370 369 32 Government Sector Yes 800000
## 371 370 31 Government Sector Yes 1300000
## 372 371 27 Government Sector Yes 900000
## 373 372 29 Private Sector/Self Employed Yes 350000
## 374 373 28 Private Sector/Self Employed Yes 900000
## 375 374 28 Government Sector Yes 600000
## 376 375 28 Private Sector/Self Employed Yes 1100000
## 377 376 31 Government Sector Yes 1300000
## 378 377 27 Private Sector/Self Employed No 1550000
## 379 378 25 Private Sector/Self Employed Yes 1700000
## 380 379 27 Private Sector/Self Employed No 1550000
## 381 380 28 Private Sector/Self Employed Yes 1200000
## 382 381 29 Private Sector/Self Employed Yes 1200000
## 383 382 31 Private Sector/Self Employed Yes 1400000
## 384 383 29 Private Sector/Self Employed Yes 1100000
## 385 384 33 Government Sector Yes 600000
## 386 385 34 Private Sector/Self Employed Yes 1000000
## 387 386 28 Private Sector/Self Employed Yes 1350000
## 388 387 28 Government Sector Yes 300000
## 389 388 28 Private Sector/Self Employed Yes 550000
## 390 389 31 Private Sector/Self Employed Yes 1350000
## 391 390 33 Private Sector/Self Employed Yes 550000
## 392 391 28 Government Sector Yes 1200000
## 393 392 31 Private Sector/Self Employed Yes 950000
## 394 393 29 Private Sector/Self Employed Yes 1050000
## 395 394 28 Private Sector/Self Employed Yes 1200000
## 396 395 32 Government Sector Yes 800000
## 397 396 33 Government Sector Yes 650000
## 398 397 25 Government Sector Yes 750000
## 399 398 28 Private Sector/Self Employed Yes 1250000
## 400 399 35 Private Sector/Self Employed No 800000
## 401 400 29 Private Sector/Self Employed Yes 1200000
## 402 401 34 Private Sector/Self Employed Yes 700000
## 403 402 31 Private Sector/Self Employed Yes 1250000
## 404 403 28 Private Sector/Self Employed Yes 800000
## 405 404 33 Government Sector Yes 650000
## 406 405 32 Government Sector Yes 850000
## 407 406 28 Private Sector/Self Employed Yes 1200000
## 408 407 25 Private Sector/Self Employed No 1700000
## 409 408 31 Government Sector No 350000
## 410 409 28 Private Sector/Self Employed Yes 700000
## 411 410 28 Private Sector/Self Employed No 550000
## 412 411 28 Government Sector Yes 600000
## 413 412 28 Government Sector Yes 300000
## 414 413 25 Private Sector/Self Employed Yes 1700000
## 415 414 33 Private Sector/Self Employed Yes 1400000
## 416 415 28 Government Sector Yes 600000
## 417 416 31 Private Sector/Self Employed Yes 1400000
## 418 417 31 Private Sector/Self Employed Yes 1400000
## 419 418 34 Private Sector/Self Employed Yes 1000000
## 420 419 25 Private Sector/Self Employed No 1150000
## 421 420 34 Private Sector/Self Employed Yes 1050000
## 422 421 28 Government Sector Yes 300000
## 423 422 34 Private Sector/Self Employed Yes 1500000
## 424 423 25 Private Sector/Self Employed Yes 1400000
## 425 424 29 Private Sector/Self Employed Yes 1100000
## 426 425 29 Private Sector/Self Employed Yes 350000
## 427 426 25 Private Sector/Self Employed Yes 500000
## 428 427 25 Private Sector/Self Employed Yes 1400000
## 429 428 28 Private Sector/Self Employed Yes 700000
## 430 429 32 Government Sector Yes 350000
## 431 430 26 Private Sector/Self Employed Yes 1300000
## 432 431 28 Private Sector/Self Employed Yes 500000
## 433 432 34 Private Sector/Self Employed Yes 500000
## 434 433 28 Private Sector/Self Employed Yes 1100000
## 435 434 34 Private Sector/Self Employed Yes 1300000
## 436 435 34 Private Sector/Self Employed Yes 1500000
## 437 436 28 Private Sector/Self Employed Yes 1200000
## 438 437 27 Private Sector/Self Employed No 800000
## 439 438 33 Government Sector Yes 400000
## 440 439 28 Private Sector/Self Employed Yes 800000
## 441 440 34 Private Sector/Self Employed Yes 1000000
## 442 441 34 Private Sector/Self Employed Yes 850000
## 443 442 29 Private Sector/Self Employed Yes 1100000
## 444 443 25 Private Sector/Self Employed No 1150000
## 445 444 28 Private Sector/Self Employed Yes 700000
## 446 445 27 Government Sector Yes 1050000
## 447 446 28 Private Sector/Self Employed Yes 700000
## 448 447 29 Private Sector/Self Employed Yes 500000
## 449 448 33 Private Sector/Self Employed Yes 1500000
## 450 449 31 Private Sector/Self Employed Yes 500000
## 451 450 31 Private Sector/Self Employed Yes 1250000
## 452 451 28 Private Sector/Self Employed Yes 800000
## 453 452 34 Private Sector/Self Employed Yes 1300000
## 454 453 31 Private Sector/Self Employed Yes 1100000
## 455 454 28 Government Sector Yes 300000
## 456 455 35 Government Sector Yes 1100000
## 457 456 26 Private Sector/Self Employed Yes 1500000
## 458 457 25 Private Sector/Self Employed No 1150000
## 459 458 26 Private Sector/Self Employed Yes 750000
## 460 459 34 Private Sector/Self Employed Yes 1500000
## 461 460 25 Private Sector/Self Employed No 1350000
## 462 461 35 Government Sector Yes 900000
## 463 462 26 Private Sector/Self Employed Yes 1250000
## 464 463 33 Private Sector/Self Employed Yes 750000
## 465 464 34 Private Sector/Self Employed Yes 1500000
## 466 465 26 Private Sector/Self Employed Yes 1500000
## 467 466 28 Private Sector/Self Employed Yes 550000
## 468 467 26 Government Sector Yes 500000
## 469 468 28 Private Sector/Self Employed Yes 1200000
## 470 469 25 Private Sector/Self Employed No 1700000
## 471 470 28 Private Sector/Self Employed Yes 1300000
## 472 471 26 Private Sector/Self Employed Yes 1250000
## 473 472 28 Government Sector Yes 300000
## 474 473 25 Private Sector/Self Employed Yes 1400000
## 475 474 31 Private Sector/Self Employed Yes 1100000
## 476 475 34 Private Sector/Self Employed Yes 1000000
## 477 476 33 Private Sector/Self Employed Yes 1400000
## 478 477 34 Private Sector/Self Employed Yes 1500000
## 479 478 29 Private Sector/Self Employed Yes 900000
## 480 479 34 Government Sector Yes 1300000
## 481 480 34 Private Sector/Self Employed Yes 1050000
## 482 481 29 Private Sector/Self Employed Yes 1100000
## 483 482 32 Government Sector Yes 850000
## 484 483 28 Private Sector/Self Employed Yes 1150000
## 485 484 33 Government Sector Yes 800000
## 486 485 27 Private Sector/Self Employed No 450000
## 487 486 33 Private Sector/Self Employed Yes 550000
## 488 487 34 Private Sector/Self Employed Yes 850000
## 489 488 28 Government Sector Yes 300000
## 490 489 30 Private Sector/Self Employed No 800000
## 491 490 29 Private Sector/Self Employed Yes 1200000
## 492 491 28 Private Sector/Self Employed Yes 1100000
## 493 492 34 Private Sector/Self Employed Yes 500000
## 494 493 29 Private Sector/Self Employed Yes 1050000
## 495 494 34 Government Sector Yes 1300000
## 496 495 31 Government Sector Yes 1200000
## 497 496 26 Private Sector/Self Employed Yes 600000
## 498 497 28 Private Sector/Self Employed Yes 1200000
## 499 498 29 Private Sector/Self Employed Yes 600000
## 500 499 32 Government Sector Yes 350000
## 501 500 26 Private Sector/Self Employed Yes 1500000
## 502 501 31 Private Sector/Self Employed Yes 1250000
## 503 502 28 Government Sector Yes 300000
## 504 503 31 Government Sector Yes 1300000
## 505 504 29 Private Sector/Self Employed Yes 500000
## 506 505 28 Private Sector/Self Employed Yes 800000
## 507 506 28 Private Sector/Self Employed Yes 600000
## 508 507 32 Government Sector Yes 800000
## 509 508 28 Private Sector/Self Employed Yes 900000
## 510 509 28 Private Sector/Self Employed Yes 1450000
## 511 510 31 Private Sector/Self Employed Yes 950000
## 512 511 31 Private Sector/Self Employed Yes 1250000
## 513 512 29 Private Sector/Self Employed Yes 1100000
## 514 513 27 Government Sector Yes 850000
## 515 514 28 Private Sector/Self Employed Yes 500000
## 516 515 27 Government Sector Yes 850000
## 517 516 31 Private Sector/Self Employed Yes 1250000
## 518 517 31 Private Sector/Self Employed Yes 1250000
## 519 518 29 Private Sector/Self Employed Yes 1350000
## 520 519 25 Private Sector/Self Employed No 1700000
## 521 520 35 Government Sector Yes 1100000
## 522 521 28 Private Sector/Self Employed Yes 1100000
## 523 522 35 Private Sector/Self Employed No 800000
## 524 523 33 Government Sector Yes 400000
## 525 524 32 Government Sector Yes 800000
## 526 525 26 Private Sector/Self Employed Yes 500000
## 527 526 31 Private Sector/Self Employed Yes 1100000
## 528 527 28 Private Sector/Self Employed Yes 700000
## 529 528 25 Private Sector/Self Employed No 1150000
## 530 529 28 Private Sector/Self Employed Yes 1250000
## 531 530 29 Private Sector/Self Employed Yes 900000
## 532 531 28 Private Sector/Self Employed Yes 1150000
## 533 532 31 Government Sector Yes 1300000
## 534 533 29 Private Sector/Self Employed Yes 600000
## 535 534 27 Private Sector/Self Employed No 450000
## 536 535 31 Private Sector/Self Employed Yes 1350000
## 537 536 30 Private Sector/Self Employed No 500000
## 538 537 29 Private Sector/Self Employed Yes 600000
## 539 538 28 Private Sector/Self Employed Yes 1150000
## 540 539 33 Government Sector No 400000
## 541 540 26 Private Sector/Self Employed Yes 1500000
## 542 541 29 Private Sector/Self Employed Yes 1200000
## 543 542 27 Private Sector/Self Employed No 600000
## 544 543 34 Private Sector/Self Employed Yes 850000
## 545 544 31 Government Sector No 400000
## 546 545 26 Private Sector/Self Employed Yes 600000
## 547 546 28 Private Sector/Self Employed Yes 550000
## 548 547 26 Private Sector/Self Employed Yes 1400000
## 549 548 27 Government Sector Yes 850000
## 550 549 28 Government Sector No 300000
## 551 550 34 Private Sector/Self Employed Yes 1050000
## 552 551 25 Private Sector/Self Employed Yes 1400000
## 553 552 27 Government Sector Yes 1050000
## 554 553 33 Private Sector/Self Employed Yes 1400000
## 555 554 32 Government Sector Yes 800000
## 556 555 26 Private Sector/Self Employed Yes 1750000
## 557 556 33 Private Sector/Self Employed Yes 550000
## 558 557 27 Government Sector Yes 1050000
## 559 558 34 Private Sector/Self Employed Yes 850000
## 560 559 29 Private Sector/Self Employed Yes 1200000
## 561 560 26 Private Sector/Self Employed Yes 1400000
## 562 561 29 Private Sector/Self Employed Yes 1050000
## 563 562 33 Government Sector Yes 1000000
## 564 563 33 Private Sector/Self Employed Yes 550000
## 565 564 29 Private Sector/Self Employed Yes 900000
## 566 565 28 Private Sector/Self Employed Yes 800000
## 567 566 27 Government Sector Yes 850000
## 568 567 35 Private Sector/Self Employed No 800000
## 569 568 35 Private Sector/Self Employed No 800000
## 570 569 27 Government Sector Yes 500000
## 571 570 25 Private Sector/Self Employed No 1150000
## 572 571 32 Government Sector Yes 850000
## 573 572 28 Private Sector/Self Employed No 550000
## 574 573 27 Private Sector/Self Employed No 350000
## 575 574 29 Private Sector/Self Employed Yes 1150000
## 576 575 29 Private Sector/Self Employed Yes 900000
## 577 576 31 Private Sector/Self Employed Yes 1400000
## 578 577 27 Government Sector Yes 500000
## 579 578 34 Private Sector/Self Employed Yes 1000000
## 580 579 33 Government Sector Yes 400000
## 581 580 31 Private Sector/Self Employed Yes 1250000
## 582 581 28 Private Sector/Self Employed Yes 700000
## 583 582 29 Private Sector/Self Employed Yes 1100000
## 584 583 29 Private Sector/Self Employed Yes 500000
## 585 584 29 Private Sector/Self Employed Yes 900000
## 586 585 34 Private Sector/Self Employed No 1400000
## 587 586 28 Government Sector Yes 300000
## 588 587 29 Private Sector/Self Employed Yes 900000
## 589 588 35 Private Sector/Self Employed No 800000
## 590 589 26 Private Sector/Self Employed Yes 1400000
## 591 590 28 Private Sector/Self Employed Yes 500000
## 592 591 25 Private Sector/Self Employed No 1150000
## 593 592 25 Private Sector/Self Employed Yes 1700000
## 594 593 28 Government Sector Yes 600000
## 595 594 33 Private Sector/Self Employed Yes 550000
## 596 595 25 Private Sector/Self Employed No 1150000
## 597 596 31 Private Sector/Self Employed Yes 1350000
## 598 597 34 Private Sector/Self Employed Yes 1000000
## 599 598 35 Private Sector/Self Employed No 800000
## 600 599 34 Private Sector/Self Employed Yes 700000
## 601 600 34 Private Sector/Self Employed Yes 1500000
## 602 601 34 Private Sector/Self Employed Yes 1300000
## 603 602 34 Private Sector/Self Employed Yes 1500000
## 604 603 33 Private Sector/Self Employed Yes 1400000
## 605 604 32 Government Sector Yes 350000
## 606 605 28 Private Sector/Self Employed Yes 1250000
## 607 606 28 Private Sector/Self Employed Yes 800000
## 608 607 28 Private Sector/Self Employed Yes 550000
## 609 608 28 Private Sector/Self Employed Yes 800000
## 610 609 28 Private Sector/Self Employed Yes 700000
## 611 610 31 Private Sector/Self Employed Yes 900000
## 612 611 28 Private Sector/Self Employed Yes 500000
## 613 612 28 Private Sector/Self Employed Yes 550000
## 614 613 31 Private Sector/Self Employed Yes 1250000
## 615 614 34 Private Sector/Self Employed Yes 1000000
## 616 615 28 Government Sector Yes 300000
## 617 616 27 Government Sector Yes 750000
## 618 617 30 Private Sector/Self Employed No 550000
## 619 618 31 Private Sector/Self Employed Yes 1650000
## 620 619 35 Government Sector Yes 1100000
## 621 620 29 Private Sector/Self Employed Yes 1050000
## 622 621 28 Private Sector/Self Employed Yes 650000
## 623 622 32 Government Sector Yes 800000
## 624 623 28 Private Sector/Self Employed Yes 1100000
## 625 624 34 Private Sector/Self Employed Yes 1000000
## 626 625 31 Private Sector/Self Employed Yes 1750000
## 627 626 28 Private Sector/Self Employed Yes 1100000
## 628 627 27 Government Sector Yes 500000
## 629 628 28 Private Sector/Self Employed Yes 1150000
## 630 629 25 Private Sector/Self Employed No 600000
## 631 630 28 Private Sector/Self Employed Yes 1100000
## 632 631 33 Private Sector/Self Employed Yes 1400000
## 633 632 34 Private Sector/Self Employed Yes 700000
## 634 633 28 Private Sector/Self Employed Yes 700000
## 635 634 34 Private Sector/Self Employed No 1300000
## 636 635 28 Private Sector/Self Employed No 550000
## 637 636 25 Private Sector/Self Employed Yes 1400000
## 638 637 34 Private Sector/Self Employed Yes 1300000
## 639 638 26 Government Sector Yes 1450000
## 640 639 31 Private Sector/Self Employed Yes 1250000
## 641 640 27 Private Sector/Self Employed No 800000
## 642 641 34 Private Sector/Self Employed Yes 700000
## 643 642 26 Government Sector Yes 500000
## 644 643 28 Private Sector/Self Employed Yes 1100000
## 645 644 32 Government Sector Yes 800000
## 646 645 28 Private Sector/Self Employed Yes 1100000
## 647 646 28 Private Sector/Self Employed Yes 1100000
## 648 647 34 Private Sector/Self Employed No 1300000
## 649 648 28 Private Sector/Self Employed Yes 800000
## 650 649 28 Government Sector Yes 300000
## 651 650 26 Private Sector/Self Employed Yes 1400000
## 652 651 33 Private Sector/Self Employed Yes 1400000
## 653 652 33 Government Sector Yes 800000
## 654 653 27 Government Sector Yes 500000
## 655 654 32 Government Sector Yes 1750000
## 656 655 28 Private Sector/Self Employed Yes 700000
## 657 656 31 Private Sector/Self Employed Yes 500000
## 658 657 28 Private Sector/Self Employed Yes 1200000
## 659 658 30 Private Sector/Self Employed No 1450000
## 660 659 34 Private Sector/Self Employed Yes 500000
## 661 660 28 Government Sector Yes 300000
## 662 661 28 Government Sector No 300000
## 663 662 26 Private Sector/Self Employed Yes 500000
## 664 663 32 Government Sector Yes 800000
## 665 664 34 Private Sector/Self Employed Yes 1500000
## 666 665 28 Private Sector/Self Employed Yes 1250000
## 667 666 28 Private Sector/Self Employed Yes 800000
## 668 667 26 Private Sector/Self Employed Yes 1300000
## 669 668 33 Government Sector Yes 1000000
## 670 669 26 Private Sector/Self Employed Yes 600000
## 671 670 28 Private Sector/Self Employed Yes 800000
## 672 671 29 Private Sector/Self Employed Yes 1100000
## 673 672 27 Government Sector Yes 1050000
## 674 673 30 Private Sector/Self Employed No 750000
## 675 674 27 Government Sector Yes 850000
## 676 675 27 Private Sector/Self Employed No 350000
## 677 676 29 Private Sector/Self Employed Yes 1200000
## 678 677 27 Private Sector/Self Employed No 450000
## 679 678 25 Private Sector/Self Employed Yes 1700000
## 680 679 26 Government Sector Yes 500000
## 681 680 29 Private Sector/Self Employed Yes 1100000
## 682 681 28 Private Sector/Self Employed Yes 1200000
## 683 682 26 Private Sector/Self Employed Yes 1500000
## 684 683 28 Private Sector/Self Employed Yes 750000
## 685 684 25 Private Sector/Self Employed No 1150000
## 686 685 34 Private Sector/Self Employed Yes 1500000
## 687 686 33 Private Sector/Self Employed Yes 1500000
## 688 687 28 Private Sector/Self Employed Yes 1150000
## 689 688 33 Government Sector Yes 400000
## 690 689 27 Government Sector Yes 500000
## 691 690 33 Private Sector/Self Employed Yes 1400000
## 692 691 31 Private Sector/Self Employed Yes 950000
## 693 692 31 Government Sector No 300000
## 694 693 27 Private Sector/Self Employed No 800000
## 695 694 34 Government Sector Yes 1100000
## 696 695 28 Private Sector/Self Employed Yes 1150000
## 697 696 32 Government Sector Yes 350000
## 698 697 25 Private Sector/Self Employed Yes 1400000
## 699 698 33 Private Sector/Self Employed Yes 1200000
## 700 699 32 Government Sector Yes 800000
## 701 700 28 Private Sector/Self Employed Yes 1450000
## 702 701 29 Private Sector/Self Employed Yes 1350000
## 703 702 28 Private Sector/Self Employed Yes 500000
## 704 703 27 Government Sector Yes 500000
## 705 704 33 Government Sector Yes 700000
## 706 705 27 Government Sector Yes 850000
## 707 706 34 Private Sector/Self Employed Yes 700000
## 708 707 28 Private Sector/Self Employed Yes 550000
## 709 708 34 Private Sector/Self Employed Yes 1000000
## 710 709 33 Private Sector/Self Employed Yes 1500000
## 711 710 26 Government Sector Yes 1450000
## 712 711 34 Private Sector/Self Employed Yes 1000000
## 713 712 28 Private Sector/Self Employed Yes 1450000
## 714 713 28 Private Sector/Self Employed Yes 1100000
## 715 714 28 Government Sector Yes 300000
## 716 715 28 Private Sector/Self Employed Yes 1200000
## 717 716 29 Private Sector/Self Employed Yes 1100000
## 718 717 28 Private Sector/Self Employed Yes 800000
## 719 718 27 Government Sector Yes 900000
## 720 719 34 Private Sector/Self Employed No 1300000
## 721 720 27 Government Sector Yes 850000
## 722 721 34 Private Sector/Self Employed Yes 1050000
## 723 722 33 Government Sector Yes 400000
## 724 723 29 Private Sector/Self Employed Yes 1050000
## 725 724 25 Government Sector Yes 750000
## 726 725 30 Private Sector/Self Employed No 800000
## 727 726 25 Private Sector/Self Employed Yes 1700000
## 728 727 34 Government Sector Yes 1100000
## 729 728 28 Private Sector/Self Employed Yes 1250000
## 730 729 27 Private Sector/Self Employed No 600000
## 731 730 31 Private Sector/Self Employed Yes 500000
## 732 731 28 Private Sector/Self Employed Yes 800000
## 733 732 30 Private Sector/Self Employed No 800000
## 734 733 27 Government Sector Yes 900000
## 735 734 34 Private Sector/Self Employed Yes 1050000
## 736 735 28 Government Sector Yes 300000
## 737 736 30 Private Sector/Self Employed No 650000
## 738 737 28 Private Sector/Self Employed Yes 700000
## 739 738 28 Private Sector/Self Employed Yes 800000
## 740 739 33 Private Sector/Self Employed Yes 550000
## 741 740 34 Private Sector/Self Employed Yes 1000000
## 742 741 34 Private Sector/Self Employed Yes 1300000
## 743 742 34 Private Sector/Self Employed Yes 1050000
## 744 743 29 Private Sector/Self Employed Yes 500000
## 745 744 29 Private Sector/Self Employed Yes 1050000
## 746 745 28 Government Sector Yes 600000
## 747 746 27 Government Sector Yes 500000
## 748 747 34 Private Sector/Self Employed Yes 1300000
## 749 748 28 Private Sector/Self Employed Yes 650000
## 750 749 34 Government Sector Yes 1300000
## 751 750 35 Private Sector/Self Employed No 800000
## 752 751 28 Private Sector/Self Employed Yes 1350000
## 753 752 28 Private Sector/Self Employed No 550000
## 754 753 33 Government Sector Yes 1100000
## 755 754 32 Government Sector Yes 850000
## 756 755 29 Private Sector/Self Employed Yes 1200000
## 757 756 28 Government Sector No 300000
## 758 757 27 Government Sector Yes 500000
## 759 758 33 Private Sector/Self Employed Yes 1400000
## 760 759 34 Private Sector/Self Employed Yes 700000
## 761 760 27 Government Sector Yes 500000
## 762 761 26 Private Sector/Self Employed Yes 1500000
## 763 762 28 Private Sector/Self Employed Yes 800000
## 764 763 28 Government Sector Yes 600000
## 765 764 27 Government Sector Yes 500000
## 766 765 29 Private Sector/Self Employed Yes 350000
## 767 766 34 Private Sector/Self Employed Yes 700000
## 768 767 28 Government Sector No 300000
## 769 768 34 Private Sector/Self Employed Yes 1500000
## 770 769 30 Private Sector/Self Employed No 800000
## 771 770 28 Government Sector Yes 600000
## 772 771 29 Private Sector/Self Employed Yes 500000
## 773 772 35 Private Sector/Self Employed No 950000
## 774 773 31 Private Sector/Self Employed Yes 950000
## 775 774 28 Private Sector/Self Employed Yes 800000
## 776 775 32 Government Sector Yes 350000
## 777 776 25 Private Sector/Self Employed Yes 1400000
## 778 777 27 Government Sector Yes 500000
## 779 778 27 Government Sector Yes 850000
## 780 779 25 Private Sector/Self Employed Yes 1400000
## 781 780 31 Government Sector Yes 400000
## 782 781 27 Government Sector Yes 500000
## 783 782 28 Private Sector/Self Employed Yes 1200000
## 784 783 29 Private Sector/Self Employed Yes 1100000
## 785 784 31 Government Sector Yes 1500000
## 786 785 29 Private Sector/Self Employed Yes 1200000
## 787 786 29 Private Sector/Self Employed Yes 500000
## 788 787 34 Private Sector/Self Employed Yes 1000000
## 789 788 34 Private Sector/Self Employed Yes 500000
## 790 789 28 Private Sector/Self Employed Yes 750000
## 791 790 32 Government Sector Yes 900000
## 792 791 35 Private Sector/Self Employed No 800000
## 793 792 28 Private Sector/Self Employed Yes 750000
## 794 793 28 Private Sector/Self Employed Yes 1150000
## 795 794 26 Government Sector Yes 500000
## 796 795 32 Government Sector Yes 350000
## 797 796 28 Government Sector Yes 300000
## 798 797 28 Government Sector Yes 300000
## 799 798 34 Government Sector Yes 1300000
## 800 799 31 Government Sector Yes 1200000
## 801 800 31 Government Sector Yes 1200000
## 802 801 31 Private Sector/Self Employed Yes 500000
## 803 802 30 Private Sector/Self Employed No 550000
## 804 803 29 Private Sector/Self Employed Yes 1050000
## 805 804 27 Private Sector/Self Employed No 350000
## 806 805 29 Private Sector/Self Employed Yes 1050000
## 807 806 30 Private Sector/Self Employed No 550000
## 808 807 27 Government Sector Yes 1050000
## 809 808 34 Private Sector/Self Employed Yes 1500000
## 810 809 30 Private Sector/Self Employed No 1450000
## 811 810 29 Private Sector/Self Employed Yes 600000
## 812 811 26 Private Sector/Self Employed Yes 450000
## 813 812 33 Government Sector Yes 1000000
## 814 813 30 Private Sector/Self Employed No 550000
## 815 814 29 Private Sector/Self Employed Yes 1050000
## 816 815 25 Private Sector/Self Employed No 1700000
## 817 816 34 Private Sector/Self Employed Yes 1050000
## 818 817 27 Government Sector Yes 500000
## 819 818 28 Private Sector/Self Employed Yes 900000
## 820 819 28 Private Sector/Self Employed Yes 1150000
## 821 820 25 Private Sector/Self Employed No 1150000
## 822 821 34 Private Sector/Self Employed Yes 1000000
## 823 822 29 Private Sector/Self Employed Yes 1200000
## 824 823 28 Private Sector/Self Employed Yes 1200000
## 825 824 32 Government Sector Yes 850000
## 826 825 29 Private Sector/Self Employed Yes 900000
## 827 826 28 Private Sector/Self Employed Yes 1150000
## 828 827 32 Government Sector Yes 850000
## 829 828 34 Private Sector/Self Employed Yes 1000000
## 830 829 26 Private Sector/Self Employed Yes 600000
## 831 830 34 Private Sector/Self Employed Yes 1050000
## 832 831 27 Government Sector Yes 1050000
## 833 832 34 Private Sector/Self Employed Yes 1500000
## 834 833 31 Government Sector Yes 1500000
## 835 834 33 Private Sector/Self Employed Yes 1400000
## 836 835 35 Private Sector/Self Employed No 600000
## 837 836 28 Private Sector/Self Employed Yes 1450000
## 838 837 29 Private Sector/Self Employed Yes 1100000
## 839 838 29 Private Sector/Self Employed Yes 1100000
## 840 839 26 Private Sector/Self Employed Yes 1250000
## 841 840 28 Private Sector/Self Employed Yes 1100000
## 842 841 34 Private Sector/Self Employed Yes 1500000
## 843 842 29 Private Sector/Self Employed Yes 1100000
## 844 843 29 Private Sector/Self Employed Yes 600000
## 845 844 33 Government Sector Yes 1100000
## 846 845 28 Private Sector/Self Employed Yes 750000
## 847 846 28 Private Sector/Self Employed Yes 700000
## 848 847 29 Private Sector/Self Employed Yes 1050000
## 849 848 35 Government Sector Yes 900000
## 850 849 34 Government Sector Yes 1300000
## 851 850 32 Government Sector Yes 850000
## 852 851 28 Private Sector/Self Employed Yes 500000
## 853 852 27 Government Sector Yes 500000
## 854 853 31 Government Sector Yes 400000
## 855 854 32 Government Sector Yes 850000
## 856 855 26 Private Sector/Self Employed Yes 500000
## 857 856 34 Private Sector/Self Employed Yes 700000
## 858 857 28 Government Sector Yes 600000
## 859 858 27 Government Sector Yes 1050000
## 860 859 28 Private Sector/Self Employed Yes 800000
## 861 860 34 Private Sector/Self Employed Yes 1000000
## 862 861 30 Private Sector/Self Employed No 1450000
## 863 862 28 Government Sector Yes 300000
## 864 863 29 Private Sector/Self Employed Yes 1100000
## 865 864 26 Private Sector/Self Employed Yes 600000
## 866 865 31 Private Sector/Self Employed Yes 1350000
## 867 866 31 Private Sector/Self Employed Yes 1400000
## 868 867 33 Private Sector/Self Employed Yes 750000
## 869 868 28 Government Sector Yes 1200000
## 870 869 33 Private Sector/Self Employed Yes 1400000
## 871 870 35 Private Sector/Self Employed No 800000
## 872 871 25 Private Sector/Self Employed No 1700000
## 873 872 27 Private Sector/Self Employed No 1000000
## 874 873 32 Government Sector Yes 350000
## 875 874 28 Private Sector/Self Employed Yes 550000
## 876 875 29 Private Sector/Self Employed Yes 600000
## 877 876 28 Private Sector/Self Employed Yes 800000
## 878 877 26 Private Sector/Self Employed Yes 1400000
## 879 878 26 Private Sector/Self Employed Yes 600000
## 880 879 29 Private Sector/Self Employed Yes 1050000
## 881 880 28 Private Sector/Self Employed Yes 750000
## 882 881 29 Private Sector/Self Employed Yes 1200000
## 883 882 26 Private Sector/Self Employed Yes 600000
## 884 883 28 Private Sector/Self Employed Yes 1350000
## 885 884 35 Government Sector Yes 1100000
## 886 885 32 Government Sector Yes 350000
## 887 886 31 Private Sector/Self Employed Yes 1350000
## 888 887 28 Government Sector Yes 600000
## 889 888 28 Private Sector/Self Employed Yes 1250000
## 890 889 35 Private Sector/Self Employed No 800000
## 891 890 33 Private Sector/Self Employed Yes 1400000
## 892 891 29 Private Sector/Self Employed Yes 1050000
## 893 892 29 Private Sector/Self Employed Yes 1050000
## 894 893 31 Government Sector Yes 400000
## 895 894 30 Private Sector/Self Employed No 800000
## 896 895 28 Private Sector/Self Employed Yes 600000
## 897 896 33 Government Sector Yes 600000
## 898 897 31 Government Sector Yes 1300000
## 899 898 31 Government Sector Yes 1300000
## 900 899 25 Private Sector/Self Employed Yes 1700000
## 901 900 29 Private Sector/Self Employed Yes 1050000
## 902 901 33 Government Sector Yes 700000
## 903 902 34 Private Sector/Self Employed Yes 500000
## 904 903 28 Government Sector Yes 600000
## 905 904 28 Government Sector Yes 300000
## 906 905 28 Private Sector/Self Employed Yes 550000
## 907 906 34 Government Sector Yes 1300000
## 908 907 26 Private Sector/Self Employed Yes 1400000
## 909 908 34 Private Sector/Self Employed Yes 1300000
## 910 909 26 Private Sector/Self Employed Yes 1400000
## 911 910 34 Government Sector Yes 1300000
## 912 911 27 Government Sector Yes 1050000
## 913 912 31 Private Sector/Self Employed Yes 1400000
## 914 913 31 Private Sector/Self Employed Yes 1400000
## 915 914 32 Government Sector Yes 800000
## 916 915 28 Government Sector Yes 600000
## 917 916 26 Private Sector/Self Employed Yes 1500000
## 918 917 28 Government Sector Yes 300000
## 919 918 33 Government Sector Yes 1000000
## 920 919 26 Private Sector/Self Employed Yes 1500000
## 921 920 32 Government Sector Yes 650000
## 922 921 33 Government Sector Yes 400000
## 923 922 29 Private Sector/Self Employed Yes 900000
## 924 923 28 Private Sector/Self Employed Yes 1100000
## 925 924 31 Government Sector Yes 400000
## 926 925 30 Private Sector/Self Employed No 800000
## 927 926 34 Private Sector/Self Employed Yes 700000
## 928 927 33 Private Sector/Self Employed Yes 1500000
## 929 928 26 Private Sector/Self Employed Yes 450000
## 930 929 26 Private Sector/Self Employed Yes 600000
## 931 930 34 Private Sector/Self Employed Yes 700000
## 932 931 28 Government Sector Yes 1200000
## 933 932 27 Government Sector Yes 1050000
## 934 933 28 Government Sector Yes 600000
## 935 934 28 Private Sector/Self Employed Yes 800000
## 936 935 27 Private Sector/Self Employed No 1550000
## 937 936 33 Government Sector Yes 800000
## 938 937 28 Private Sector/Self Employed Yes 1250000
## 939 938 28 Government Sector Yes 1200000
## 940 939 31 Private Sector/Self Employed Yes 500000
## 941 940 25 Private Sector/Self Employed Yes 1400000
## 942 941 34 Private Sector/Self Employed Yes 1000000
## 943 942 25 Private Sector/Self Employed Yes 500000
## 944 943 29 Private Sector/Self Employed Yes 1200000
## 945 944 33 Government Sector Yes 600000
## 946 945 28 Private Sector/Self Employed Yes 1200000
## 947 946 25 Private Sector/Self Employed Yes 1400000
## 948 947 35 Private Sector/Self Employed No 800000
## 949 948 29 Private Sector/Self Employed Yes 500000
## 950 949 29 Private Sector/Self Employed Yes 1200000
## 951 950 28 Private Sector/Self Employed Yes 550000
## 952 951 34 Private Sector/Self Employed Yes 1500000
## 953 952 28 Private Sector/Self Employed Yes 1450000
## 954 953 29 Private Sector/Self Employed Yes 1750000
## 955 954 34 Private Sector/Self Employed Yes 1000000
## 956 955 34 Private Sector/Self Employed Yes 1300000
## 957 956 25 Private Sector/Self Employed No 1700000
## 958 957 28 Private Sector/Self Employed Yes 500000
## 959 958 27 Private Sector/Self Employed No 350000
## 960 959 31 Private Sector/Self Employed Yes 500000
## 961 960 28 Private Sector/Self Employed Yes 1450000
## 962 961 28 Government Sector No 300000
## 963 962 33 Government Sector Yes 1000000
## 964 963 26 Private Sector/Self Employed Yes 600000
## 965 964 33 Government Sector Yes 400000
## 966 965 25 Private Sector/Self Employed No 1150000
## 967 966 25 Private Sector/Self Employed Yes 1700000
## 968 967 29 Private Sector/Self Employed Yes 900000
## 969 968 31 Private Sector/Self Employed Yes 1250000
## 970 969 31 Private Sector/Self Employed Yes 900000
## 971 970 27 Private Sector/Self Employed No 450000
## 972 971 34 Private Sector/Self Employed Yes 1050000
## 973 972 28 Private Sector/Self Employed Yes 1200000
## 974 973 26 Private Sector/Self Employed Yes 1500000
## 975 974 26 Private Sector/Self Employed Yes 1500000
## 976 975 30 Private Sector/Self Employed No 1450000
## 977 976 26 Private Sector/Self Employed Yes 1300000
## 978 977 34 Private Sector/Self Employed Yes 1500000
## 979 978 32 Government Sector Yes 900000
## 980 979 30 Private Sector/Self Employed No 650000
## 981 980 28 Government Sector Yes 300000
## 982 981 27 Government Sector Yes 750000
## 983 982 27 Government Sector Yes 850000
## 984 983 35 Private Sector/Self Employed No 950000
## 985 984 28 Private Sector/Self Employed Yes 550000
## 986 985 25 Private Sector/Self Employed Yes 1400000
## 987 986 25 Private Sector/Self Employed Yes 1400000
## 988 987 33 Private Sector/Self Employed Yes 1400000
## 989 988 31 Private Sector/Self Employed Yes 1750000
## 990 989 33 Government Sector Yes 400000
## 991 990 29 Private Sector/Self Employed Yes 600000
## 992 991 30 Private Sector/Self Employed No 1450000
## 993 992 28 Private Sector/Self Employed Yes 1100000
## 994 993 34 Private Sector/Self Employed Yes 700000
## 995 994 28 Private Sector/Self Employed Yes 550000
## 996 995 27 Government Sector Yes 850000
## 997 996 31 Private Sector/Self Employed Yes 1400000
## 998 997 28 Private Sector/Self Employed Yes 700000
## 999 998 26 Private Sector/Self Employed Yes 1400000
## 1000 999 34 Private Sector/Self Employed Yes 1300000
## 1001 1000 28 Government Sector Yes 300000
## 1002 1001 26 Private Sector/Self Employed Yes 1250000
## 1003 1002 29 Private Sector/Self Employed Yes 500000
## 1004 1003 31 Private Sector/Self Employed Yes 1250000
## 1005 1004 31 Government Sector No 400000
## 1006 1005 27 Private Sector/Self Employed No 350000
## 1007 1006 28 Private Sector/Self Employed Yes 1100000
## 1008 1007 34 Private Sector/Self Employed Yes 1000000
## 1009 1008 26 Private Sector/Self Employed Yes 1400000
## 1010 1009 34 Private Sector/Self Employed Yes 1500000
## 1011 1010 27 Government Sector Yes 500000
## 1012 1011 35 Private Sector/Self Employed No 950000
## 1013 1012 29 Private Sector/Self Employed Yes 1200000
## 1014 1013 25 Private Sector/Self Employed No 600000
## 1015 1014 26 Government Sector Yes 550000
## 1016 1015 26 Private Sector/Self Employed Yes 1400000
## 1017 1016 29 Private Sector/Self Employed Yes 350000
## 1018 1017 28 Government Sector Yes 300000
## 1019 1018 31 Government Sector Yes 400000
## 1020 1019 27 Government Sector Yes 850000
## 1021 1020 25 Private Sector/Self Employed No 1150000
## 1022 1021 28 Private Sector/Self Employed Yes 1150000
## 1023 1022 27 Government Sector Yes 850000
## 1024 1023 25 Private Sector/Self Employed Yes 1400000
## 1025 1024 32 Government Sector Yes 800000
## 1026 1025 31 Government Sector Yes 1300000
## 1027 1026 28 Private Sector/Self Employed Yes 700000
## 1028 1027 25 Private Sector/Self Employed No 1150000
## 1029 1028 25 Private Sector/Self Employed No 1150000
## 1030 1029 31 Government Sector No 300000
## 1031 1030 34 Private Sector/Self Employed Yes 1000000
## 1032 1031 29 Private Sector/Self Employed Yes 1200000
## 1033 1032 32 Government Sector Yes 850000
## 1034 1033 31 Private Sector/Self Employed Yes 1250000
## 1035 1034 25 Private Sector/Self Employed Yes 1400000
## 1036 1035 34 Private Sector/Self Employed Yes 1300000
## 1037 1036 28 Private Sector/Self Employed Yes 750000
## 1038 1037 29 Private Sector/Self Employed Yes 900000
## 1039 1038 30 Private Sector/Self Employed No 550000
## 1040 1039 28 Private Sector/Self Employed Yes 800000
## 1041 1040 32 Government Sector Yes 850000
## 1042 1041 26 Private Sector/Self Employed Yes 500000
## 1043 1042 31 Private Sector/Self Employed Yes 500000
## 1044 1043 30 Private Sector/Self Employed No 500000
## 1045 1044 25 Private Sector/Self Employed No 1350000
## 1046 1045 28 Private Sector/Self Employed Yes 1100000
## 1047 1046 33 Government Sector Yes 400000
## 1048 1047 31 Private Sector/Self Employed Yes 1350000
## 1049 1048 25 Private Sector/Self Employed Yes 500000
## 1050 1049 29 Private Sector/Self Employed Yes 900000
## 1051 1050 33 Government Sector Yes 1100000
## 1052 1051 25 Private Sector/Self Employed No 600000
## 1053 1052 29 Private Sector/Self Employed Yes 1200000
## 1054 1053 34 Private Sector/Self Employed Yes 1050000
## 1055 1054 31 Government Sector Yes 400000
## 1056 1055 25 Private Sector/Self Employed Yes 1700000
## 1057 1056 31 Government Sector Yes 1300000
## 1058 1057 28 Private Sector/Self Employed Yes 700000
## 1059 1058 27 Government Sector Yes 900000
## 1060 1059 32 Government Sector Yes 350000
## 1061 1060 35 Private Sector/Self Employed No 950000
## 1062 1061 31 Government Sector Yes 400000
## 1063 1062 32 Government Sector Yes 650000
## 1064 1063 28 Private Sector/Self Employed Yes 1200000
## 1065 1064 29 Private Sector/Self Employed Yes 1200000
## 1066 1065 28 Government Sector No 300000
## 1067 1066 29 Private Sector/Self Employed Yes 1200000
## 1068 1067 34 Private Sector/Self Employed Yes 700000
## 1069 1068 27 Government Sector Yes 500000
## 1070 1069 28 Private Sector/Self Employed Yes 800000
## 1071 1070 33 Government Sector Yes 800000
## 1072 1071 27 Government Sector Yes 750000
## 1073 1072 31 Government Sector Yes 400000
## 1074 1073 28 Private Sector/Self Employed Yes 500000
## 1075 1074 34 Private Sector/Self Employed Yes 1500000
## 1076 1075 32 Government Sector Yes 650000
## 1077 1076 31 Private Sector/Self Employed Yes 1350000
## 1078 1077 27 Government Sector Yes 1050000
## 1079 1078 31 Government Sector No 300000
## 1080 1079 34 Private Sector/Self Employed Yes 1000000
## 1081 1080 28 Private Sector/Self Employed Yes 700000
## 1082 1081 26 Government Sector Yes 1450000
## 1083 1082 29 Private Sector/Self Employed Yes 1200000
## 1084 1083 25 Private Sector/Self Employed No 1150000
## 1085 1084 29 Private Sector/Self Employed Yes 1050000
## 1086 1085 28 Private Sector/Self Employed Yes 1250000
## 1087 1086 28 Government Sector Yes 300000
## 1088 1087 31 Government Sector Yes 1200000
## 1089 1088 28 Private Sector/Self Employed Yes 1250000
## 1090 1089 26 Private Sector/Self Employed Yes 500000
## 1091 1090 29 Private Sector/Self Employed Yes 1100000
## 1092 1091 34 Private Sector/Self Employed Yes 1500000
## 1093 1092 31 Government Sector Yes 1500000
## 1094 1093 26 Private Sector/Self Employed Yes 1500000
## 1095 1094 34 Private Sector/Self Employed Yes 700000
## 1096 1095 34 Government Sector Yes 1100000
## 1097 1096 30 Private Sector/Self Employed No 1450000
## 1098 1097 28 Government Sector Yes 600000
## 1099 1098 28 Private Sector/Self Employed Yes 1150000
## 1100 1099 35 Private Sector/Self Employed No 800000
## 1101 1100 27 Private Sector/Self Employed No 450000
## 1102 1101 34 Private Sector/Self Employed Yes 500000
## 1103 1102 29 Private Sector/Self Employed Yes 1200000
## 1104 1103 34 Private Sector/Self Employed Yes 1050000
## 1105 1104 34 Private Sector/Self Employed Yes 1000000
## 1106 1105 26 Government Sector Yes 1450000
## 1107 1106 34 Private Sector/Self Employed Yes 1300000
## 1108 1107 26 Private Sector/Self Employed Yes 1400000
## 1109 1108 35 Private Sector/Self Employed No 950000
## 1110 1109 25 Private Sector/Self Employed Yes 1400000
## 1111 1110 29 Private Sector/Self Employed Yes 1100000
## 1112 1111 34 Private Sector/Self Employed Yes 500000
## 1113 1112 35 Private Sector/Self Employed No 800000
## 1114 1113 33 Government Sector Yes 400000
## 1115 1114 33 Government Sector Yes 1000000
## 1116 1115 34 Private Sector/Self Employed Yes 700000
## 1117 1116 28 Government Sector Yes 600000
## 1118 1117 28 Private Sector/Self Employed Yes 800000
## 1119 1118 33 Government Sector Yes 1100000
## 1120 1119 28 Government Sector Yes 300000
## 1121 1120 31 Government Sector No 300000
## 1122 1121 34 Private Sector/Self Employed Yes 1000000
## 1123 1122 34 Private Sector/Self Employed Yes 700000
## 1124 1123 25 Private Sector/Self Employed Yes 1800000
## 1125 1124 29 Private Sector/Self Employed Yes 1100000
## 1126 1125 28 Government Sector Yes 300000
## 1127 1126 29 Private Sector/Self Employed Yes 1200000
## 1128 1127 30 Private Sector/Self Employed No 650000
## 1129 1128 33 Government Sector Yes 700000
## 1130 1129 26 Private Sector/Self Employed Yes 1500000
## 1131 1130 28 Private Sector/Self Employed Yes 550000
## 1132 1131 31 Government Sector Yes 400000
## 1133 1132 34 Government Sector Yes 1300000
## 1134 1133 35 Government Sector Yes 1100000
## 1135 1134 31 Private Sector/Self Employed Yes 1250000
## 1136 1135 28 Private Sector/Self Employed Yes 1100000
## 1137 1136 27 Private Sector/Self Employed No 600000
## 1138 1137 35 Private Sector/Self Employed No 800000
## 1139 1138 28 Private Sector/Self Employed Yes 900000
## 1140 1139 26 Private Sector/Self Employed Yes 500000
## 1141 1140 28 Private Sector/Self Employed Yes 750000
## 1142 1141 33 Private Sector/Self Employed Yes 750000
## 1143 1142 27 Government Sector Yes 750000
## 1144 1143 27 Government Sector Yes 500000
## 1145 1144 31 Government Sector No 300000
## 1146 1145 28 Private Sector/Self Employed Yes 500000
## 1147 1146 29 Private Sector/Self Employed Yes 1200000
## 1148 1147 26 Private Sector/Self Employed Yes 1500000
## 1149 1148 28 Private Sector/Self Employed Yes 700000
## 1150 1149 25 Private Sector/Self Employed Yes 1400000
## 1151 1150 28 Private Sector/Self Employed Yes 600000
## 1152 1151 34 Private Sector/Self Employed Yes 700000
## 1153 1152 28 Government Sector Yes 300000
## 1154 1153 28 Private Sector/Self Employed Yes 1150000
## 1155 1154 34 Private Sector/Self Employed Yes 1000000
## 1156 1155 28 Government Sector Yes 600000
## 1157 1156 28 Private Sector/Self Employed Yes 1300000
## 1158 1157 28 Private Sector/Self Employed Yes 800000
## 1159 1158 34 Private Sector/Self Employed Yes 700000
## 1160 1159 31 Private Sector/Self Employed Yes 1250000
## 1161 1160 29 Private Sector/Self Employed Yes 1050000
## 1162 1161 28 Private Sector/Self Employed Yes 600000
## 1163 1162 34 Private Sector/Self Employed No 1400000
## 1164 1163 29 Private Sector/Self Employed Yes 900000
## 1165 1164 31 Private Sector/Self Employed Yes 1400000
## 1166 1165 28 Private Sector/Self Employed Yes 1150000
## 1167 1166 34 Private Sector/Self Employed Yes 1300000
## 1168 1167 34 Private Sector/Self Employed Yes 1050000
## 1169 1168 28 Government Sector Yes 600000
## 1170 1169 25 Private Sector/Self Employed Yes 1400000
## 1171 1170 34 Government Sector Yes 1300000
## 1172 1171 31 Government Sector Yes 400000
## 1173 1172 28 Private Sector/Self Employed Yes 900000
## 1174 1173 32 Government Sector Yes 850000
## 1175 1174 30 Private Sector/Self Employed No 800000
## 1176 1175 33 Government Sector Yes 400000
## 1177 1176 34 Private Sector/Self Employed No 1300000
## 1178 1177 34 Private Sector/Self Employed Yes 700000
## 1179 1178 28 Private Sector/Self Employed Yes 800000
## 1180 1179 27 Government Sector Yes 500000
## 1181 1180 26 Private Sector/Self Employed Yes 500000
## 1182 1181 28 Private Sector/Self Employed Yes 600000
## 1183 1182 28 Government Sector Yes 300000
## 1184 1183 29 Private Sector/Self Employed Yes 1100000
## 1185 1184 35 Private Sector/Self Employed No 800000
## 1186 1185 33 Government Sector Yes 400000
## 1187 1186 31 Private Sector/Self Employed Yes 900000
## 1188 1187 29 Private Sector/Self Employed Yes 1200000
## 1189 1188 26 Private Sector/Self Employed Yes 500000
## 1190 1189 34 Private Sector/Self Employed No 1300000
## 1191 1190 31 Private Sector/Self Employed Yes 1250000
## 1192 1191 25 Private Sector/Self Employed No 1150000
## 1193 1192 33 Government Sector Yes 1100000
## 1194 1193 34 Private Sector/Self Employed No 950000
## 1195 1194 31 Private Sector/Self Employed Yes 1350000
## 1196 1195 31 Private Sector/Self Employed Yes 900000
## 1197 1196 28 Government Sector Yes 300000
## 1198 1197 25 Private Sector/Self Employed Yes 1700000
## 1199 1198 33 Government Sector Yes 400000
## 1200 1199 28 Government Sector Yes 1200000
## 1201 1200 26 Private Sector/Self Employed Yes 1400000
## 1202 1201 28 Private Sector/Self Employed Yes 650000
## 1203 1202 31 Private Sector/Self Employed Yes 1400000
## 1204 1203 28 Private Sector/Self Employed Yes 1150000
## 1205 1204 28 Private Sector/Self Employed Yes 800000
## 1206 1205 33 Government Sector Yes 700000
## 1207 1206 29 Private Sector/Self Employed Yes 1200000
## 1208 1207 26 Private Sector/Self Employed Yes 450000
## 1209 1208 31 Government Sector Yes 1200000
## 1210 1209 34 Private Sector/Self Employed Yes 1500000
## 1211 1210 30 Private Sector/Self Employed No 800000
## 1212 1211 25 Private Sector/Self Employed Yes 1700000
## 1213 1212 34 Private Sector/Self Employed No 1300000
## 1214 1213 25 Government Sector Yes 750000
## 1215 1214 31 Government Sector Yes 1200000
## 1216 1215 25 Private Sector/Self Employed Yes 1700000
## 1217 1216 27 Private Sector/Self Employed No 800000
## 1218 1217 31 Government Sector Yes 400000
## 1219 1218 28 Private Sector/Self Employed Yes 1150000
## 1220 1219 34 Private Sector/Self Employed Yes 700000
## 1221 1220 28 Private Sector/Self Employed Yes 1100000
## 1222 1221 28 Government Sector Yes 300000
## 1223 1222 29 Private Sector/Self Employed Yes 1350000
## 1224 1223 33 Private Sector/Self Employed Yes 550000
## 1225 1224 33 Private Sector/Self Employed Yes 1400000
## 1226 1225 31 Government Sector No 350000
## 1227 1226 34 Private Sector/Self Employed Yes 1500000
## 1228 1227 29 Private Sector/Self Employed Yes 1050000
## 1229 1228 31 Government Sector No 400000
## 1230 1229 33 Government Sector Yes 400000
## 1231 1230 31 Government Sector Yes 1500000
## 1232 1231 34 Private Sector/Self Employed Yes 1500000
## 1233 1232 31 Government Sector No 350000
## 1234 1233 27 Government Sector Yes 1050000
## 1235 1234 34 Government Sector Yes 1300000
## 1236 1235 28 Government Sector Yes 1200000
## 1237 1236 28 Government Sector Yes 600000
## 1238 1237 31 Private Sector/Self Employed Yes 900000
## 1239 1238 34 Private Sector/Self Employed Yes 700000
## 1240 1239 34 Private Sector/Self Employed Yes 1500000
## 1241 1240 28 Private Sector/Self Employed Yes 700000
## 1242 1241 33 Government Sector Yes 1100000
## 1243 1242 28 Private Sector/Self Employed Yes 700000
## 1244 1243 33 Government Sector Yes 700000
## 1245 1244 25 Private Sector/Self Employed No 1150000
## 1246 1245 26 Private Sector/Self Employed Yes 1400000
## 1247 1246 26 Private Sector/Self Employed Yes 1250000
## 1248 1247 26 Private Sector/Self Employed Yes 500000
## 1249 1248 28 Private Sector/Self Employed Yes 1200000
## 1250 1249 28 Government Sector Yes 600000
## 1251 1250 28 Private Sector/Self Employed Yes 800000
## 1252 1251 28 Private Sector/Self Employed Yes 500000
## 1253 1252 34 Private Sector/Self Employed Yes 1050000
## 1254 1253 25 Private Sector/Self Employed Yes 1700000
## 1255 1254 34 Private Sector/Self Employed Yes 700000
## 1256 1255 28 Government Sector Yes 1200000
## 1257 1256 28 Private Sector/Self Employed Yes 500000
## 1258 1257 28 Private Sector/Self Employed No 550000
## 1259 1258 34 Government Sector Yes 1300000
## 1260 1259 33 Government Sector Yes 400000
## 1261 1260 30 Private Sector/Self Employed No 550000
## 1262 1261 33 Government Sector Yes 800000
## 1263 1262 27 Government Sector Yes 500000
## 1264 1263 28 Government Sector Yes 600000
## 1265 1264 31 Government Sector Yes 400000
## 1266 1265 34 Private Sector/Self Employed Yes 1000000
## 1267 1266 33 Private Sector/Self Employed Yes 1400000
## 1268 1267 31 Private Sector/Self Employed Yes 1350000
## 1269 1268 33 Government Sector Yes 1000000
## 1270 1269 31 Government Sector Yes 1200000
## 1271 1270 31 Government Sector No 350000
## 1272 1271 25 Private Sector/Self Employed Yes 500000
## 1273 1272 33 Government Sector Yes 650000
## 1274 1273 29 Private Sector/Self Employed Yes 1200000
## 1275 1274 34 Private Sector/Self Employed Yes 1000000
## 1276 1275 29 Private Sector/Self Employed Yes 600000
## 1277 1276 31 Government Sector Yes 1200000
## 1278 1277 34 Private Sector/Self Employed Yes 1500000
## 1279 1278 30 Private Sector/Self Employed No 550000
## 1280 1279 29 Private Sector/Self Employed Yes 1200000
## 1281 1280 25 Private Sector/Self Employed Yes 1400000
## 1282 1281 29 Government Sector Yes 600000
## 1283 1282 31 Private Sector/Self Employed Yes 1400000
## 1284 1283 28 Private Sector/Self Employed Yes 900000
## 1285 1284 33 Government Sector Yes 400000
## 1286 1285 26 Government Sector Yes 500000
## 1287 1286 28 Private Sector/Self Employed Yes 550000
## 1288 1287 34 Private Sector/Self Employed Yes 500000
## 1289 1288 28 Private Sector/Self Employed Yes 750000
## 1290 1289 28 Private Sector/Self Employed Yes 800000
## 1291 1290 31 Private Sector/Self Employed Yes 1400000
## 1292 1291 34 Private Sector/Self Employed Yes 1500000
## 1293 1292 33 Government Sector Yes 650000
## 1294 1293 28 Government Sector Yes 300000
## 1295 1294 28 Private Sector/Self Employed Yes 600000
## 1296 1295 35 Government Sector Yes 900000
## 1297 1296 29 Private Sector/Self Employed Yes 1050000
## 1298 1297 28 Government Sector Yes 300000
## 1299 1298 27 Government Sector Yes 500000
## 1300 1299 28 Private Sector/Self Employed Yes 700000
## 1301 1300 31 Government Sector Yes 1200000
## 1302 1301 28 Private Sector/Self Employed No 550000
## 1303 1302 28 Private Sector/Self Employed No 550000
## 1304 1303 28 Private Sector/Self Employed Yes 1200000
## 1305 1304 34 Private Sector/Self Employed Yes 1050000
## 1306 1305 29 Private Sector/Self Employed Yes 900000
## 1307 1306 28 Private Sector/Self Employed Yes 700000
## 1308 1307 28 Private Sector/Self Employed Yes 900000
## 1309 1308 31 Private Sector/Self Employed Yes 1250000
## 1310 1309 33 Private Sector/Self Employed Yes 1400000
## 1311 1310 28 Private Sector/Self Employed Yes 1150000
## 1312 1311 28 Private Sector/Self Employed Yes 800000
## 1313 1312 34 Private Sector/Self Employed Yes 1300000
## 1314 1313 29 Private Sector/Self Employed Yes 900000
## 1315 1314 31 Private Sector/Self Employed Yes 1400000
## 1316 1315 25 Private Sector/Self Employed No 1150000
## 1317 1316 31 Private Sector/Self Employed Yes 1400000
## 1318 1317 25 Private Sector/Self Employed No 1700000
## 1319 1318 31 Private Sector/Self Employed Yes 1350000
## 1320 1319 26 Private Sector/Self Employed Yes 600000
## 1321 1320 31 Private Sector/Self Employed Yes 1350000
## 1322 1321 31 Government Sector No 300000
## 1323 1322 34 Private Sector/Self Employed Yes 1050000
## 1324 1323 34 Private Sector/Self Employed Yes 1750000
## 1325 1324 33 Government Sector Yes 400000
## 1326 1325 30 Private Sector/Self Employed No 800000
## 1327 1326 34 Private Sector/Self Employed Yes 700000
## 1328 1327 28 Private Sector/Self Employed Yes 800000
## 1329 1328 28 Private Sector/Self Employed Yes 900000
## 1330 1329 33 Private Sector/Self Employed Yes 1400000
## 1331 1330 33 Government Sector Yes 1100000
## 1332 1331 31 Private Sector/Self Employed Yes 1250000
## 1333 1332 29 Private Sector/Self Employed Yes 1200000
## 1334 1333 28 Private Sector/Self Employed Yes 1250000
## 1335 1334 25 Government Sector Yes 750000
## 1336 1335 25 Government Sector Yes 750000
## 1337 1336 28 Private Sector/Self Employed Yes 900000
## 1338 1337 28 Private Sector/Self Employed Yes 1250000
## 1339 1338 28 Private Sector/Self Employed Yes 1450000
## 1340 1339 34 Private Sector/Self Employed Yes 1500000
## 1341 1340 28 Private Sector/Self Employed Yes 700000
## 1342 1341 34 Private Sector/Self Employed Yes 1000000
## 1343 1342 25 Private Sector/Self Employed Yes 1400000
## 1344 1343 26 Private Sector/Self Employed Yes 1500000
## 1345 1344 25 Private Sector/Self Employed Yes 1700000
## 1346 1345 28 Private Sector/Self Employed Yes 700000
## 1347 1346 29 Private Sector/Self Employed Yes 1100000
## 1348 1347 28 Private Sector/Self Employed Yes 1300000
## 1349 1348 33 Government Sector Yes 800000
## 1350 1349 26 Private Sector/Self Employed Yes 1400000
## 1351 1350 33 Government Sector Yes 700000
## 1352 1351 28 Private Sector/Self Employed Yes 1100000
## 1353 1352 31 Government Sector Yes 400000
## 1354 1353 33 Private Sector/Self Employed Yes 1200000
## 1355 1354 26 Private Sector/Self Employed Yes 1400000
## 1356 1355 30 Private Sector/Self Employed No 650000
## 1357 1356 30 Private Sector/Self Employed No 550000
## 1358 1357 30 Private Sector/Self Employed No 550000
## 1359 1358 26 Private Sector/Self Employed Yes 1500000
## 1360 1359 32 Government Sector Yes 850000
## 1361 1360 34 Private Sector/Self Employed Yes 1300000
## 1362 1361 26 Private Sector/Self Employed Yes 1400000
## 1363 1362 28 Private Sector/Self Employed Yes 700000
## 1364 1363 28 Government Sector Yes 600000
## 1365 1364 29 Private Sector/Self Employed Yes 350000
## 1366 1365 34 Private Sector/Self Employed No 750000
## 1367 1366 31 Government Sector No 1750000
## 1368 1367 27 Government Sector Yes 850000
## 1369 1368 29 Private Sector/Self Employed Yes 1350000
## 1370 1369 34 Private Sector/Self Employed No 750000
## 1371 1370 28 Private Sector/Self Employed Yes 800000
## 1372 1371 28 Government Sector Yes 1200000
## 1373 1372 33 Private Sector/Self Employed Yes 550000
## 1374 1373 28 Private Sector/Self Employed Yes 650000
## 1375 1374 28 Government Sector Yes 300000
## 1376 1375 28 Private Sector/Self Employed Yes 1450000
## 1377 1376 27 Government Sector Yes 750000
## 1378 1377 26 Government Sector Yes 1450000
## 1379 1378 34 Government Sector Yes 1300000
## 1380 1379 35 Private Sector/Self Employed No 800000
## 1381 1380 28 Private Sector/Self Employed Yes 500000
## 1382 1381 25 Private Sector/Self Employed Yes 1400000
## 1383 1382 28 Private Sector/Self Employed Yes 1400000
## 1384 1383 25 Private Sector/Self Employed Yes 1400000
## 1385 1384 34 Private Sector/Self Employed Yes 1000000
## 1386 1385 27 Government Sector Yes 500000
## 1387 1386 28 Private Sector/Self Employed Yes 500000
## 1388 1387 30 Private Sector/Self Employed No 650000
## 1389 1388 27 Private Sector/Self Employed No 350000
## 1390 1389 25 Private Sector/Self Employed No 1150000
## 1391 1390 32 Government Sector Yes 900000
## 1392 1391 31 Private Sector/Self Employed Yes 1400000
## 1393 1392 27 Government Sector Yes 1050000
## 1394 1393 33 Government Sector Yes 1000000
## 1395 1394 30 Private Sector/Self Employed No 650000
## 1396 1395 35 Government Sector Yes 1100000
## 1397 1396 32 Government Sector Yes 350000
## 1398 1397 28 Private Sector/Self Employed Yes 900000
## 1399 1398 31 Private Sector/Self Employed Yes 1400000
## 1400 1399 25 Private Sector/Self Employed No 600000
## 1401 1400 29 Private Sector/Self Employed Yes 1050000
## 1402 1401 28 Government Sector Yes 300000
## 1403 1402 26 Private Sector/Self Employed Yes 600000
## 1404 1403 28 Private Sector/Self Employed Yes 750000
## 1405 1404 34 Private Sector/Self Employed Yes 1000000
## 1406 1405 28 Government Sector Yes 600000
## 1407 1406 33 Government Sector Yes 1100000
## 1408 1407 31 Private Sector/Self Employed Yes 1250000
## 1409 1408 33 Government Sector Yes 700000
## 1410 1409 28 Private Sector/Self Employed Yes 1200000
## 1411 1410 28 Private Sector/Self Employed Yes 550000
## 1412 1411 29 Private Sector/Self Employed Yes 1200000
## 1413 1412 26 Private Sector/Self Employed Yes 500000
## 1414 1413 28 Private Sector/Self Employed Yes 1150000
## 1415 1414 34 Private Sector/Self Employed Yes 700000
## 1416 1415 31 Government Sector Yes 1300000
## 1417 1416 26 Private Sector/Self Employed Yes 600000
## 1418 1417 35 Private Sector/Self Employed No 800000
## 1419 1418 30 Private Sector/Self Employed No 800000
## 1420 1419 27 Government Sector Yes 1050000
## 1421 1420 33 Government Sector Yes 700000
## 1422 1421 31 Private Sector/Self Employed Yes 1350000
## 1423 1422 28 Private Sector/Self Employed Yes 700000
## 1424 1423 33 Private Sector/Self Employed Yes 550000
## 1425 1424 31 Government Sector Yes 400000
## 1426 1425 28 Government Sector Yes 600000
## 1427 1426 26 Government Sector Yes 500000
## 1428 1427 25 Private Sector/Self Employed No 1150000
## 1429 1428 34 Private Sector/Self Employed Yes 1300000
## 1430 1429 32 Government Sector Yes 650000
## 1431 1430 25 Private Sector/Self Employed Yes 1400000
## 1432 1431 25 Private Sector/Self Employed No 1150000
## 1433 1432 28 Private Sector/Self Employed Yes 700000
## 1434 1433 31 Private Sector/Self Employed Yes 1400000
## 1435 1434 34 Private Sector/Self Employed Yes 1750000
## 1436 1435 34 Private Sector/Self Employed Yes 500000
## 1437 1436 31 Private Sector/Self Employed Yes 900000
## 1438 1437 30 Private Sector/Self Employed No 500000
## 1439 1438 32 Government Sector Yes 850000
## 1440 1439 33 Government Sector Yes 400000
## 1441 1440 34 Private Sector/Self Employed Yes 850000
## 1442 1441 31 Government Sector Yes 400000
## 1443 1442 26 Private Sector/Self Employed Yes 500000
## 1444 1443 29 Private Sector/Self Employed Yes 1200000
## 1445 1444 31 Private Sector/Self Employed Yes 900000
## 1446 1445 28 Private Sector/Self Employed Yes 1100000
## 1447 1446 29 Private Sector/Self Employed Yes 500000
## 1448 1447 31 Government Sector No 300000
## 1449 1448 32 Government Sector Yes 800000
## 1450 1449 29 Private Sector/Self Employed Yes 1100000
## 1451 1450 34 Private Sector/Self Employed Yes 1050000
## 1452 1451 25 Private Sector/Self Employed No 1150000
## 1453 1452 31 Private Sector/Self Employed Yes 1350000
## 1454 1453 30 Private Sector/Self Employed No 550000
## 1455 1454 27 Government Sector Yes 1050000
## 1456 1455 33 Government Sector Yes 1100000
## 1457 1456 25 Private Sector/Self Employed No 1700000
## 1458 1457 25 Private Sector/Self Employed No 600000
## 1459 1458 28 Private Sector/Self Employed Yes 800000
## 1460 1459 34 Private Sector/Self Employed Yes 1500000
## 1461 1460 28 Private Sector/Self Employed Yes 550000
## 1462 1461 31 Government Sector No 400000
## 1463 1462 28 Private Sector/Self Employed Yes 500000
## 1464 1463 28 Private Sector/Self Employed Yes 1150000
## 1465 1464 31 Government Sector Yes 400000
## 1466 1465 35 Private Sector/Self Employed No 950000
## 1467 1466 29 Private Sector/Self Employed Yes 1200000
## 1468 1467 32 Government Sector Yes 850000
## 1469 1468 31 Private Sector/Self Employed Yes 1250000
## 1470 1469 28 Government Sector Yes 300000
## 1471 1470 33 Government Sector Yes 1100000
## 1472 1471 35 Government Sector Yes 1100000
## 1473 1472 28 Private Sector/Self Employed Yes 1200000
## 1474 1473 29 Private Sector/Self Employed Yes 1050000
## 1475 1474 28 Government Sector Yes 300000
## 1476 1475 28 Government Sector Yes 300000
## 1477 1476 33 Private Sector/Self Employed Yes 1750000
## 1478 1477 34 Private Sector/Self Employed Yes 1000000
## 1479 1478 28 Government Sector Yes 1100000
## 1480 1479 25 Private Sector/Self Employed Yes 1400000
## 1481 1480 27 Government Sector Yes 750000
## 1482 1481 34 Private Sector/Self Employed Yes 500000
## 1483 1482 33 Government Sector Yes 700000
## 1484 1483 28 Government Sector Yes 300000
## 1485 1484 28 Private Sector/Self Employed Yes 800000
## 1486 1485 34 Private Sector/Self Employed Yes 500000
## 1487 1486 32 Government Sector Yes 350000
## 1488 1487 32 Government Sector Yes 350000
## 1489 1488 28 Private Sector/Self Employed Yes 700000
## 1490 1489 29 Private Sector/Self Employed Yes 1350000
## 1491 1490 25 Private Sector/Self Employed No 1150000
## 1492 1491 26 Private Sector/Self Employed Yes 1400000
## 1493 1492 27 Private Sector/Self Employed No 1000000
## 1494 1493 32 Government Sector Yes 900000
## 1495 1494 25 Government Sector Yes 750000
## 1496 1495 29 Private Sector/Self Employed Yes 600000
## 1497 1496 28 Private Sector/Self Employed Yes 750000
## 1498 1497 33 Government Sector Yes 400000
## 1499 1498 33 Government Sector Yes 600000
## 1500 1499 28 Private Sector/Self Employed Yes 1200000
## 1501 1500 25 Private Sector/Self Employed Yes 1750000
## 1502 1501 28 Private Sector/Self Employed Yes 800000
## 1503 1502 28 Private Sector/Self Employed Yes 750000
## 1504 1503 29 Private Sector/Self Employed Yes 500000
## 1505 1504 34 Private Sector/Self Employed Yes 850000
## 1506 1505 27 Government Sector Yes 500000
## 1507 1506 28 Private Sector/Self Employed Yes 1150000
## 1508 1507 27 Government Sector Yes 750000
## 1509 1508 25 Private Sector/Self Employed No 1700000
## 1510 1509 28 Private Sector/Self Employed Yes 1300000
## 1511 1510 26 Private Sector/Self Employed Yes 500000
## 1512 1511 26 Private Sector/Self Employed Yes 1300000
## 1513 1512 28 Private Sector/Self Employed Yes 500000
## 1514 1513 28 Private Sector/Self Employed Yes 1450000
## 1515 1514 34 Private Sector/Self Employed Yes 1000000
## 1516 1515 32 Government Sector Yes 350000
## 1517 1516 34 Government Sector Yes 1300000
## 1518 1517 26 Private Sector/Self Employed Yes 1400000
## 1519 1518 31 Private Sector/Self Employed Yes 1250000
## 1520 1519 28 Government Sector Yes 300000
## 1521 1520 28 Government Sector Yes 600000
## 1522 1521 29 Private Sector/Self Employed Yes 1350000
## 1523 1522 31 Government Sector No 400000
## 1524 1523 27 Government Sector Yes 750000
## 1525 1524 29 Private Sector/Self Employed Yes 1200000
## 1526 1525 30 Private Sector/Self Employed No 800000
## 1527 1526 30 Private Sector/Self Employed No 550000
## 1528 1527 31 Private Sector/Self Employed Yes 1250000
## 1529 1528 28 Private Sector/Self Employed Yes 750000
## 1530 1529 31 Private Sector/Self Employed Yes 1250000
## 1531 1530 26 Private Sector/Self Employed Yes 500000
## 1532 1531 27 Government Sector Yes 750000
## 1533 1532 28 Government Sector Yes 1200000
## 1534 1533 33 Government Sector Yes 600000
## 1535 1534 33 Government Sector Yes 1750000
## 1536 1535 33 Government Sector Yes 650000
## 1537 1536 26 Private Sector/Self Employed Yes 600000
## 1538 1537 29 Private Sector/Self Employed Yes 500000
## 1539 1538 31 Government Sector Yes 400000
## 1540 1539 33 Private Sector/Self Employed Yes 550000
## 1541 1540 34 Government Sector Yes 1100000
## 1542 1541 28 Private Sector/Self Employed Yes 1100000
## 1543 1542 28 Private Sector/Self Employed Yes 800000
## 1544 1543 32 Government Sector Yes 350000
## 1545 1544 29 Private Sector/Self Employed Yes 1200000
## 1546 1545 34 Private Sector/Self Employed No 1400000
## 1547 1546 30 Private Sector/Self Employed No 550000
## 1548 1547 34 Private Sector/Self Employed Yes 1500000
## 1549 1548 27 Private Sector/Self Employed No 450000
## 1550 1549 28 Private Sector/Self Employed Yes 700000
## 1551 1550 28 Private Sector/Self Employed Yes 1200000
## 1552 1551 28 Private Sector/Self Employed Yes 1300000
## 1553 1552 28 Private Sector/Self Employed Yes 750000
## 1554 1553 28 Private Sector/Self Employed Yes 1450000
## 1555 1554 31 Private Sector/Self Employed Yes 900000
## 1556 1555 26 Private Sector/Self Employed Yes 1400000
## 1557 1556 30 Private Sector/Self Employed No 1450000
## 1558 1557 32 Government Sector Yes 800000
## 1559 1558 32 Government Sector Yes 800000
## 1560 1559 34 Private Sector/Self Employed Yes 1050000
## 1561 1560 28 Private Sector/Self Employed Yes 1200000
## 1562 1561 28 Private Sector/Self Employed Yes 700000
## 1563 1562 29 Private Sector/Self Employed Yes 1100000
## 1564 1563 31 Private Sector/Self Employed Yes 1250000
## 1565 1564 30 Private Sector/Self Employed No 550000
## 1566 1565 28 Private Sector/Self Employed Yes 800000
## 1567 1566 34 Private Sector/Self Employed Yes 1500000
## 1568 1567 33 Private Sector/Self Employed Yes 1500000
## 1569 1568 29 Private Sector/Self Employed Yes 1200000
## 1570 1569 27 Government Sector Yes 500000
## 1571 1570 28 Private Sector/Self Employed Yes 700000
## 1572 1571 34 Private Sector/Self Employed Yes 1500000
## 1573 1572 25 Private Sector/Self Employed No 1150000
## 1574 1573 33 Government Sector Yes 650000
## 1575 1574 28 Private Sector/Self Employed No 550000
## 1576 1575 30 Private Sector/Self Employed No 550000
## 1577 1576 28 Private Sector/Self Employed Yes 1100000
## 1578 1577 28 Government Sector No 300000
## 1579 1578 27 Government Sector Yes 500000
## 1580 1579 28 Private Sector/Self Employed Yes 1200000
## 1581 1580 28 Private Sector/Self Employed Yes 1200000
## 1582 1581 33 Private Sector/Self Employed Yes 550000
## 1583 1582 31 Private Sector/Self Employed Yes 900000
## 1584 1583 28 Government Sector Yes 300000
## 1585 1584 28 Government Sector Yes 300000
## 1586 1585 25 Private Sector/Self Employed Yes 1700000
## 1587 1586 28 Private Sector/Self Employed Yes 1450000
## 1588 1587 28 Private Sector/Self Employed Yes 750000
## 1589 1588 31 Private Sector/Self Employed Yes 900000
## 1590 1589 25 Private Sector/Self Employed Yes 1400000
## 1591 1590 30 Private Sector/Self Employed No 550000
## 1592 1591 28 Government Sector Yes 300000
## 1593 1592 25 Private Sector/Self Employed No 1700000
## 1594 1593 26 Private Sector/Self Employed Yes 500000
## 1595 1594 25 Private Sector/Self Employed Yes 1400000
## 1596 1595 34 Private Sector/Self Employed Yes 500000
## 1597 1596 31 Government Sector No 400000
## 1598 1597 31 Private Sector/Self Employed Yes 1250000
## 1599 1598 32 Government Sector Yes 650000
## 1600 1599 27 Government Sector Yes 850000
## 1601 1600 28 Government Sector Yes 300000
## 1602 1601 28 Private Sector/Self Employed Yes 1250000
## 1603 1602 28 Private Sector/Self Employed Yes 700000
## 1604 1603 28 Government Sector Yes 600000
## 1605 1604 29 Private Sector/Self Employed Yes 1050000
## 1606 1605 26 Private Sector/Self Employed Yes 450000
## 1607 1606 33 Government Sector Yes 700000
## 1608 1607 29 Private Sector/Self Employed Yes 350000
## 1609 1608 26 Private Sector/Self Employed Yes 1500000
## 1610 1609 27 Government Sector Yes 500000
## 1611 1610 33 Private Sector/Self Employed Yes 550000
## 1612 1611 26 Private Sector/Self Employed Yes 1400000
## 1613 1612 31 Private Sector/Self Employed Yes 1400000
## 1614 1613 28 Private Sector/Self Employed Yes 550000
## 1615 1614 34 Government Sector Yes 1300000
## 1616 1615 30 Private Sector/Self Employed No 650000
## 1617 1616 27 Government Sector Yes 500000
## 1618 1617 28 Private Sector/Self Employed Yes 1150000
## 1619 1618 28 Government Sector Yes 300000
## 1620 1619 25 Government Sector Yes 750000
## 1621 1620 27 Government Sector Yes 850000
## 1622 1621 31 Private Sector/Self Employed Yes 900000
## 1623 1622 34 Private Sector/Self Employed Yes 1000000
## 1624 1623 33 Private Sector/Self Employed Yes 1400000
## 1625 1624 25 Private Sector/Self Employed No 1150000
## 1626 1625 28 Government Sector Yes 300000
## 1627 1626 26 Private Sector/Self Employed Yes 600000
## 1628 1627 29 Private Sector/Self Employed Yes 1050000
## 1629 1628 29 Private Sector/Self Employed Yes 1150000
## 1630 1629 34 Private Sector/Self Employed Yes 1000000
## 1631 1630 31 Private Sector/Self Employed Yes 900000
## 1632 1631 33 Government Sector Yes 1000000
## 1633 1632 32 Government Sector Yes 800000
## 1634 1633 25 Private Sector/Self Employed No 1150000
## 1635 1634 34 Private Sector/Self Employed Yes 1000000
## 1636 1635 31 Private Sector/Self Employed Yes 1250000
## 1637 1636 28 Private Sector/Self Employed Yes 1400000
## 1638 1637 35 Private Sector/Self Employed No 800000
## 1639 1638 29 Private Sector/Self Employed Yes 1200000
## 1640 1639 25 Private Sector/Self Employed Yes 1700000
## 1641 1640 26 Private Sector/Self Employed Yes 600000
## 1642 1641 28 Private Sector/Self Employed Yes 1100000
## 1643 1642 31 Private Sector/Self Employed Yes 1250000
## 1644 1643 28 Private Sector/Self Employed Yes 1150000
## 1645 1644 28 Private Sector/Self Employed Yes 1100000
## 1646 1645 25 Private Sector/Self Employed No 1150000
## 1647 1646 28 Private Sector/Self Employed Yes 1250000
## 1648 1647 34 Private Sector/Self Employed Yes 850000
## 1649 1648 28 Private Sector/Self Employed Yes 1100000
## 1650 1649 28 Private Sector/Self Employed Yes 1150000
## 1651 1650 25 Private Sector/Self Employed Yes 1800000
## 1652 1651 34 Private Sector/Self Employed Yes 1500000
## 1653 1652 34 Government Sector Yes 1100000
## 1654 1653 26 Private Sector/Self Employed Yes 500000
## 1655 1654 25 Private Sector/Self Employed Yes 1400000
## 1656 1655 28 Government Sector Yes 300000
## 1657 1656 26 Private Sector/Self Employed Yes 600000
## 1658 1657 28 Private Sector/Self Employed Yes 550000
## 1659 1658 35 Private Sector/Self Employed No 950000
## 1660 1659 29 Private Sector/Self Employed Yes 500000
## 1661 1660 29 Private Sector/Self Employed Yes 1200000
## 1662 1661 28 Private Sector/Self Employed Yes 700000
## 1663 1662 28 Private Sector/Self Employed Yes 550000
## 1664 1663 28 Private Sector/Self Employed Yes 1250000
## 1665 1664 25 Private Sector/Self Employed No 1150000
## 1666 1665 31 Government Sector No 300000
## 1667 1666 34 Private Sector/Self Employed No 1300000
## 1668 1667 28 Private Sector/Self Employed Yes 750000
## 1669 1668 29 Private Sector/Self Employed Yes 350000
## 1670 1669 26 Private Sector/Self Employed Yes 500000
## 1671 1670 34 Private Sector/Self Employed Yes 1050000
## 1672 1671 29 Private Sector/Self Employed Yes 1350000
## 1673 1672 28 Private Sector/Self Employed Yes 1350000
## 1674 1673 28 Private Sector/Self Employed Yes 700000
## 1675 1674 34 Private Sector/Self Employed No 950000
## 1676 1675 33 Private Sector/Self Employed Yes 750000
## 1677 1676 27 Government Sector Yes 1050000
## 1678 1677 28 Government Sector Yes 300000
## 1679 1678 31 Private Sector/Self Employed Yes 1350000
## 1680 1679 28 Private Sector/Self Employed Yes 550000
## 1681 1680 31 Government Sector Yes 1300000
## 1682 1681 29 Private Sector/Self Employed Yes 1050000
## 1683 1682 30 Private Sector/Self Employed No 800000
## 1684 1683 28 Private Sector/Self Employed Yes 800000
## 1685 1684 26 Private Sector/Self Employed Yes 1400000
## 1686 1685 28 Private Sector/Self Employed Yes 750000
## 1687 1686 28 Private Sector/Self Employed Yes 800000
## 1688 1687 31 Government Sector No 400000
## 1689 1688 31 Private Sector/Self Employed Yes 1250000
## 1690 1689 27 Government Sector Yes 500000
## 1691 1690 35 Private Sector/Self Employed No 800000
## 1692 1691 26 Private Sector/Self Employed Yes 1400000
## 1693 1692 29 Private Sector/Self Employed Yes 1100000
## 1694 1693 31 Government Sector Yes 1300000
## 1695 1694 31 Government Sector Yes 400000
## 1696 1695 35 Government Sector Yes 1100000
## 1697 1696 28 Private Sector/Self Employed Yes 800000
## 1698 1697 29 Private Sector/Self Employed Yes 1050000
## 1699 1698 29 Private Sector/Self Employed Yes 500000
## 1700 1699 28 Private Sector/Self Employed Yes 700000
## 1701 1700 28 Private Sector/Self Employed Yes 800000
## 1702 1701 31 Private Sector/Self Employed Yes 1250000
## 1703 1702 27 Government Sector Yes 1050000
## 1704 1703 31 Private Sector/Self Employed Yes 900000
## 1705 1704 26 Private Sector/Self Employed Yes 1400000
## 1706 1705 28 Government Sector Yes 300000
## 1707 1706 33 Government Sector Yes 400000
## 1708 1707 35 Private Sector/Self Employed No 800000
## 1709 1708 26 Private Sector/Self Employed Yes 1250000
## 1710 1709 28 Private Sector/Self Employed Yes 1200000
## 1711 1710 31 Private Sector/Self Employed Yes 1350000
## 1712 1711 28 Private Sector/Self Employed Yes 1100000
## 1713 1712 28 Private Sector/Self Employed Yes 1400000
## 1714 1713 28 Private Sector/Self Employed Yes 800000
## 1715 1714 27 Government Sector Yes 500000
## 1716 1715 28 Private Sector/Self Employed Yes 800000
## 1717 1716 31 Private Sector/Self Employed Yes 1250000
## 1718 1717 34 Private Sector/Self Employed Yes 1500000
## 1719 1718 34 Private Sector/Self Employed Yes 700000
## 1720 1719 25 Private Sector/Self Employed Yes 1700000
## 1721 1720 29 Private Sector/Self Employed Yes 1100000
## 1722 1721 30 Private Sector/Self Employed No 1450000
## 1723 1722 34 Private Sector/Self Employed Yes 1500000
## 1724 1723 32 Government Sector Yes 800000
## 1725 1724 28 Private Sector/Self Employed Yes 900000
## 1726 1725 28 Private Sector/Self Employed Yes 700000
## 1727 1726 34 Private Sector/Self Employed Yes 1500000
## 1728 1727 28 Private Sector/Self Employed Yes 1100000
## 1729 1728 26 Private Sector/Self Employed Yes 500000
## 1730 1729 35 Government Sector Yes 900000
## 1731 1730 31 Private Sector/Self Employed Yes 1100000
## 1732 1731 31 Private Sector/Self Employed Yes 500000
## 1733 1732 29 Private Sector/Self Employed Yes 1200000
## 1734 1733 31 Government Sector No 300000
## 1735 1734 34 Private Sector/Self Employed Yes 1050000
## 1736 1735 34 Private Sector/Self Employed Yes 500000
## 1737 1736 33 Private Sector/Self Employed Yes 750000
## 1738 1737 27 Government Sector Yes 1050000
## 1739 1738 29 Private Sector/Self Employed Yes 1200000
## 1740 1739 29 Private Sector/Self Employed Yes 500000
## 1741 1740 26 Private Sector/Self Employed Yes 600000
## 1742 1741 28 Private Sector/Self Employed Yes 800000
## 1743 1742 28 Private Sector/Self Employed Yes 800000
## 1744 1743 35 Private Sector/Self Employed No 950000
## 1745 1744 28 Private Sector/Self Employed No 550000
## 1746 1745 34 Private Sector/Self Employed Yes 850000
## 1747 1746 31 Government Sector Yes 400000
## 1748 1747 33 Private Sector/Self Employed Yes 1500000
## 1749 1748 28 Private Sector/Self Employed Yes 1100000
## 1750 1749 33 Government Sector Yes 1100000
## 1751 1750 28 Private Sector/Self Employed Yes 700000
## 1752 1751 28 Government Sector Yes 300000
## 1753 1752 26 Government Sector Yes 500000
## 1754 1753 33 Government Sector Yes 600000
## 1755 1754 30 Private Sector/Self Employed No 1450000
## 1756 1755 34 Private Sector/Self Employed Yes 850000
## 1757 1756 29 Private Sector/Self Employed Yes 900000
## 1758 1757 25 Private Sector/Self Employed No 1150000
## 1759 1758 26 Government Sector Yes 500000
## 1760 1759 25 Government Sector Yes 750000
## 1761 1760 34 Private Sector/Self Employed Yes 1500000
## 1762 1761 30 Private Sector/Self Employed No 500000
## 1763 1762 28 Private Sector/Self Employed Yes 1300000
## 1764 1763 29 Private Sector/Self Employed Yes 1050000
## 1765 1764 32 Government Sector Yes 900000
## 1766 1765 34 Private Sector/Self Employed Yes 1300000
## 1767 1766 26 Government Sector Yes 550000
## 1768 1767 35 Private Sector/Self Employed No 800000
## 1769 1768 28 Private Sector/Self Employed Yes 650000
## 1770 1769 29 Private Sector/Self Employed Yes 1050000
## 1771 1770 34 Private Sector/Self Employed Yes 1050000
## 1772 1771 26 Private Sector/Self Employed Yes 1400000
## 1773 1772 28 Private Sector/Self Employed Yes 1150000
## 1774 1773 28 Private Sector/Self Employed Yes 500000
## 1775 1774 32 Government Sector Yes 350000
## 1776 1775 33 Government Sector Yes 1100000
## 1777 1776 29 Private Sector/Self Employed Yes 1200000
## 1778 1777 34 Private Sector/Self Employed Yes 700000
## 1779 1778 28 Private Sector/Self Employed Yes 750000
## 1780 1779 25 Private Sector/Self Employed No 1700000
## 1781 1780 31 Private Sector/Self Employed Yes 950000
## 1782 1781 29 Private Sector/Self Employed Yes 600000
## 1783 1782 34 Private Sector/Self Employed Yes 850000
## 1784 1783 29 Private Sector/Self Employed Yes 1200000
## 1785 1784 34 Private Sector/Self Employed Yes 700000
## 1786 1785 25 Private Sector/Self Employed No 1150000
## 1787 1786 31 Private Sector/Self Employed Yes 950000
## 1788 1787 34 Private Sector/Self Employed Yes 500000
## 1789 1788 26 Private Sector/Self Employed Yes 1750000
## 1790 1789 28 Private Sector/Self Employed Yes 1150000
## 1791 1790 28 Private Sector/Self Employed Yes 1150000
## 1792 1791 28 Private Sector/Self Employed Yes 1200000
## 1793 1792 34 Private Sector/Self Employed Yes 1500000
## 1794 1793 34 Private Sector/Self Employed Yes 1500000
## 1795 1794 28 Private Sector/Self Employed Yes 1450000
## 1796 1795 27 Government Sector Yes 850000
## 1797 1796 28 Private Sector/Self Employed Yes 1200000
## 1798 1797 28 Private Sector/Self Employed Yes 800000
## 1799 1798 25 Private Sector/Self Employed Yes 1700000
## 1800 1799 26 Government Sector Yes 1450000
## 1801 1800 25 Government Sector Yes 750000
## 1802 1801 29 Private Sector/Self Employed Yes 1200000
## 1803 1802 31 Government Sector Yes 400000
## 1804 1803 33 Private Sector/Self Employed Yes 1400000
## 1805 1804 28 Private Sector/Self Employed Yes 1100000
## 1806 1805 29 Private Sector/Self Employed Yes 1200000
## 1807 1806 26 Government Sector Yes 550000
## 1808 1807 26 Private Sector/Self Employed Yes 600000
## 1809 1808 28 Private Sector/Self Employed Yes 500000
## 1810 1809 28 Government Sector Yes 300000
## 1811 1810 27 Private Sector/Self Employed No 350000
## 1812 1811 29 Private Sector/Self Employed Yes 1100000
## 1813 1812 28 Private Sector/Self Employed Yes 800000
## 1814 1813 29 Private Sector/Self Employed Yes 1350000
## 1815 1814 28 Private Sector/Self Employed No 550000
## 1816 1815 33 Private Sector/Self Employed Yes 550000
## 1817 1816 34 Private Sector/Self Employed Yes 1000000
## 1818 1817 29 Private Sector/Self Employed Yes 1050000
## 1819 1818 26 Government Sector Yes 500000
## 1820 1819 25 Private Sector/Self Employed Yes 1400000
## 1821 1820 28 Private Sector/Self Employed Yes 800000
## 1822 1821 25 Private Sector/Self Employed No 1350000
## 1823 1822 35 Private Sector/Self Employed No 800000
## 1824 1823 25 Private Sector/Self Employed Yes 1800000
## 1825 1824 28 Private Sector/Self Employed Yes 800000
## 1826 1825 29 Private Sector/Self Employed Yes 600000
## 1827 1826 29 Private Sector/Self Employed Yes 1200000
## 1828 1827 32 Government Sector Yes 800000
## 1829 1828 28 Government Sector Yes 300000
## 1830 1829 31 Private Sector/Self Employed Yes 1400000
## 1831 1830 25 Private Sector/Self Employed Yes 1700000
## 1832 1831 31 Government Sector No 350000
## 1833 1832 29 Private Sector/Self Employed Yes 1050000
## 1834 1833 29 Private Sector/Self Employed Yes 1200000
## 1835 1834 31 Private Sector/Self Employed Yes 1100000
## 1836 1835 31 Government Sector No 400000
## 1837 1836 33 Government Sector Yes 800000
## 1838 1837 34 Private Sector/Self Employed Yes 1300000
## 1839 1838 28 Private Sector/Self Employed Yes 700000
## 1840 1839 32 Government Sector Yes 350000
## 1841 1840 28 Private Sector/Self Employed Yes 900000
## 1842 1841 32 Government Sector Yes 350000
## 1843 1842 34 Private Sector/Self Employed Yes 700000
## 1844 1843 28 Private Sector/Self Employed Yes 1200000
## 1845 1844 27 Private Sector/Self Employed No 350000
## 1846 1845 28 Government Sector Yes 300000
## 1847 1846 32 Government Sector Yes 850000
## 1848 1847 28 Government Sector Yes 1200000
## 1849 1848 31 Government Sector No 400000
## 1850 1849 28 Private Sector/Self Employed Yes 1250000
## 1851 1850 28 Government Sector Yes 300000
## 1852 1851 28 Private Sector/Self Employed No 550000
## 1853 1852 28 Private Sector/Self Employed Yes 1200000
## 1854 1853 34 Private Sector/Self Employed Yes 700000
## 1855 1854 34 Government Sector Yes 1300000
## 1856 1855 27 Private Sector/Self Employed No 1550000
## 1857 1856 26 Private Sector/Self Employed Yes 600000
## 1858 1857 27 Government Sector Yes 900000
## 1859 1858 30 Private Sector/Self Employed No 750000
## 1860 1859 32 Government Sector Yes 800000
## 1861 1860 28 Private Sector/Self Employed Yes 550000
## 1862 1861 34 Private Sector/Self Employed Yes 1050000
## 1863 1862 28 Private Sector/Self Employed Yes 550000
## 1864 1863 34 Private Sector/Self Employed Yes 500000
## 1865 1864 31 Government Sector Yes 400000
## 1866 1865 26 Private Sector/Self Employed Yes 1400000
## 1867 1866 28 Government Sector Yes 300000
## 1868 1867 35 Private Sector/Self Employed No 800000
## 1869 1868 25 Private Sector/Self Employed Yes 1400000
## 1870 1869 31 Government Sector Yes 1500000
## 1871 1870 25 Private Sector/Self Employed Yes 1700000
## 1872 1871 34 Private Sector/Self Employed Yes 1500000
## 1873 1872 29 Private Sector/Self Employed Yes 1050000
## 1874 1873 34 Private Sector/Self Employed Yes 1000000
## 1875 1874 29 Private Sector/Self Employed Yes 500000
## 1876 1875 26 Private Sector/Self Employed Yes 1400000
## 1877 1876 34 Private Sector/Self Employed Yes 1500000
## 1878 1877 28 Private Sector/Self Employed Yes 1100000
## 1879 1878 28 Private Sector/Self Employed Yes 700000
## 1880 1879 27 Private Sector/Self Employed No 350000
## 1881 1880 27 Government Sector Yes 1050000
## 1882 1881 34 Private Sector/Self Employed Yes 1300000
## 1883 1882 31 Private Sector/Self Employed Yes 1350000
## 1884 1883 27 Government Sector Yes 500000
## 1885 1884 28 Government Sector Yes 1200000
## 1886 1885 35 Government Sector Yes 1100000
## 1887 1886 32 Government Sector Yes 350000
## 1888 1887 31 Private Sector/Self Employed Yes 900000
## 1889 1888 26 Private Sector/Self Employed Yes 750000
## 1890 1889 31 Government Sector Yes 1300000
## 1891 1890 28 Government Sector Yes 1200000
## 1892 1891 28 Private Sector/Self Employed Yes 800000
## 1893 1892 28 Private Sector/Self Employed Yes 700000
## 1894 1893 32 Government Sector Yes 850000
## 1895 1894 28 Private Sector/Self Employed Yes 700000
## 1896 1895 26 Government Sector Yes 500000
## 1897 1896 31 Private Sector/Self Employed Yes 1400000
## 1898 1897 35 Government Sector Yes 1100000
## 1899 1898 25 Private Sector/Self Employed No 600000
## 1900 1899 31 Private Sector/Self Employed Yes 1250000
## 1901 1900 27 Private Sector/Self Employed No 1000000
## 1902 1901 28 Government Sector Yes 600000
## 1903 1902 33 Government Sector Yes 400000
## 1904 1903 33 Government Sector Yes 650000
## 1905 1904 28 Private Sector/Self Employed Yes 700000
## 1906 1905 25 Private Sector/Self Employed No 600000
## 1907 1906 28 Private Sector/Self Employed Yes 1450000
## 1908 1907 28 Private Sector/Self Employed Yes 600000
## 1909 1908 28 Private Sector/Self Employed Yes 800000
## 1910 1909 28 Government Sector No 300000
## 1911 1910 28 Private Sector/Self Employed Yes 1150000
## 1912 1911 27 Private Sector/Self Employed No 1550000
## 1913 1912 34 Private Sector/Self Employed Yes 500000
## 1914 1913 33 Government Sector Yes 1100000
## 1915 1914 30 Private Sector/Self Employed No 550000
## 1916 1915 28 Private Sector/Self Employed Yes 800000
## 1917 1916 28 Government Sector Yes 1100000
## 1918 1917 34 Private Sector/Self Employed No 1300000
## 1919 1918 33 Private Sector/Self Employed Yes 1400000
## 1920 1919 28 Government Sector Yes 300000
## 1921 1920 32 Government Sector Yes 800000
## 1922 1921 31 Government Sector No 300000
## 1923 1922 34 Private Sector/Self Employed Yes 500000
## 1924 1923 26 Private Sector/Self Employed Yes 750000
## 1925 1924 33 Private Sector/Self Employed Yes 750000
## 1926 1925 33 Government Sector Yes 400000
## 1927 1926 25 Private Sector/Self Employed Yes 1400000
## 1928 1927 34 Private Sector/Self Employed Yes 1000000
## 1929 1928 34 Private Sector/Self Employed Yes 1500000
## 1930 1929 28 Government Sector Yes 600000
## 1931 1930 31 Government Sector Yes 1200000
## 1932 1931 34 Private Sector/Self Employed Yes 1300000
## 1933 1932 35 Private Sector/Self Employed No 800000
## 1934 1933 28 Private Sector/Self Employed Yes 550000
## 1935 1934 25 Private Sector/Self Employed No 1350000
## 1936 1935 33 Government Sector Yes 1000000
## 1937 1936 33 Private Sector/Self Employed Yes 1500000
## 1938 1937 34 Private Sector/Self Employed Yes 500000
## 1939 1938 34 Private Sector/Self Employed No 1400000
## 1940 1939 27 Private Sector/Self Employed No 450000
## 1941 1940 25 Private Sector/Self Employed Yes 1400000
## 1942 1941 27 Private Sector/Self Employed No 450000
## 1943 1942 28 Private Sector/Self Employed Yes 900000
## 1944 1943 29 Private Sector/Self Employed Yes 1050000
## 1945 1944 34 Private Sector/Self Employed Yes 1500000
## 1946 1945 28 Private Sector/Self Employed No 550000
## 1947 1946 32 Government Sector Yes 850000
## 1948 1947 32 Government Sector Yes 900000
## 1949 1948 35 Private Sector/Self Employed No 800000
## 1950 1949 34 Private Sector/Self Employed Yes 700000
## 1951 1950 28 Private Sector/Self Employed Yes 1250000
## 1952 1951 27 Private Sector/Self Employed No 600000
## 1953 1952 31 Government Sector Yes 1500000
## 1954 1953 34 Government Sector Yes 1300000
## 1955 1954 30 Private Sector/Self Employed No 550000
## 1956 1955 33 Government Sector Yes 1750000
## 1957 1956 32 Government Sector Yes 350000
## 1958 1957 31 Private Sector/Self Employed Yes 1250000
## 1959 1958 31 Government Sector Yes 1300000
## 1960 1959 28 Private Sector/Self Employed No 550000
## 1961 1960 28 Government Sector Yes 300000
## 1962 1961 26 Government Sector Yes 500000
## 1963 1962 25 Private Sector/Self Employed No 1150000
## 1964 1963 33 Government Sector Yes 1100000
## 1965 1964 28 Government Sector Yes 1100000
## 1966 1965 30 Private Sector/Self Employed No 550000
## 1967 1966 34 Private Sector/Self Employed Yes 700000
## 1968 1967 34 Private Sector/Self Employed Yes 700000
## 1969 1968 28 Government Sector Yes 300000
## 1970 1969 31 Private Sector/Self Employed Yes 500000
## 1971 1970 29 Private Sector/Self Employed Yes 500000
## 1972 1971 31 Private Sector/Self Employed Yes 950000
## 1973 1972 28 Private Sector/Self Employed Yes 800000
## 1974 1973 31 Private Sector/Self Employed Yes 1350000
## 1975 1974 28 Private Sector/Self Employed Yes 1200000
## 1976 1975 26 Private Sector/Self Employed Yes 1400000
## 1977 1976 32 Government Sector Yes 900000
## 1978 1977 25 Private Sector/Self Employed No 1350000
## 1979 1978 34 Private Sector/Self Employed Yes 700000
## 1980 1979 28 Private Sector/Self Employed Yes 1100000
## 1981 1980 25 Private Sector/Self Employed No 1150000
## 1982 1981 27 Government Sector Yes 850000
## 1983 1982 33 Private Sector/Self Employed Yes 1500000
## 1984 1983 28 Private Sector/Self Employed Yes 1750000
## 1985 1984 28 Private Sector/Self Employed Yes 1150000
## 1986 1985 34 Private Sector/Self Employed Yes 1000000
## 1987 1986 34 Private Sector/Self Employed Yes 500000
## FamilyMembers ChronicDiseases FrequentFlyer EverTravelledAbroad
## 1 6 1 No No
## 2 7 0 No No
## 3 4 1 No No
## 4 3 1 No No
## 5 8 1 Yes No
## 6 4 0 No No
## 7 4 0 No No
## 8 3 0 Yes Yes
## 9 6 1 Yes Yes
## 10 3 0 Yes No
## 11 9 1 No No
## 12 5 0 Yes Yes
## 13 6 0 No No
## 14 6 0 Yes Yes
## 15 3 0 No No
## 16 7 0 No No
## 17 4 1 No No
## 18 7 0 No No
## 19 5 1 No No
## 20 2 0 Yes Yes
## 21 6 0 Yes No
## 22 3 0 No No
## 23 4 0 No No
## 24 9 0 No No
## 25 7 0 Yes Yes
## 26 4 0 No Yes
## 27 6 0 Yes No
## 28 2 0 Yes No
## 29 4 0 Yes No
## 30 3 0 No No
## 31 6 0 Yes Yes
## 32 4 0 No No
## 33 4 0 No No
## 34 3 0 No No
## 35 9 0 No No
## 36 4 0 Yes Yes
## 37 9 1 No No
## 38 4 0 No No
## 39 2 0 No No
## 40 5 1 Yes Yes
## 41 3 1 Yes Yes
## 42 5 0 No No
## 43 2 1 Yes Yes
## 44 4 0 Yes No
## 45 7 0 No Yes
## 46 5 1 No Yes
## 47 4 0 No Yes
## 48 5 0 No No
## 49 3 0 No No
## 50 3 0 No Yes
## 51 3 1 No No
## 52 3 0 No No
## 53 4 0 No Yes
## 54 2 0 No No
## 55 7 0 No No
## 56 5 0 No No
## 57 3 0 No No
## 58 6 0 No No
## 59 6 0 Yes Yes
## 60 9 0 Yes Yes
## 61 4 0 Yes Yes
## 62 3 0 Yes No
## 63 4 0 Yes No
## 64 2 0 No No
## 65 9 0 Yes Yes
## 66 5 1 No No
## 67 6 0 Yes No
## 68 3 0 Yes Yes
## 69 4 0 No No
## 70 4 0 No No
## 71 4 0 No No
## 72 6 0 Yes No
## 73 6 1 Yes No
## 74 7 0 Yes No
## 75 4 1 No No
## 76 5 0 No No
## 77 3 0 No No
## 78 4 0 No No
## 79 3 0 No Yes
## 80 5 1 No No
## 81 4 1 No No
## 82 8 0 No No
## 83 4 1 No No
## 84 4 0 Yes No
## 85 6 1 No No
## 86 4 0 Yes No
## 87 4 0 No No
## 88 6 0 No No
## 89 5 1 No No
## 90 8 0 No No
## 91 3 0 No No
## 92 4 1 No No
## 93 5 0 No No
## 94 7 0 Yes No
## 95 4 0 No No
## 96 5 0 No Yes
## 97 4 0 No No
## 98 7 0 No No
## 99 6 0 No No
## 100 3 0 No No
## 101 6 1 No No
## 102 3 1 Yes Yes
## 103 3 1 No No
## 104 5 0 No Yes
## 105 3 0 No No
## 106 3 0 No No
## 107 3 0 No No
## 108 3 1 No Yes
## 109 4 0 No No
## 110 3 0 Yes No
## 111 5 0 No No
## 112 5 0 No No
## 113 4 0 No No
## 114 4 0 Yes No
## 115 5 0 No No
## 116 4 0 No No
## 117 5 0 No No
## 118 5 0 No No
## 119 4 1 Yes Yes
## 120 4 0 No No
## 121 3 1 No No
## 122 6 0 No Yes
## 123 6 1 No No
## 124 3 0 No No
## 125 4 1 No No
## 126 3 1 No No
## 127 5 0 Yes No
## 128 5 0 No No
## 129 8 0 No Yes
## 130 6 0 No No
## 131 4 0 No No
## 132 4 0 No No
## 133 4 0 No No
## 134 4 0 No Yes
## 135 5 0 Yes No
## 136 6 0 No Yes
## 137 6 0 No No
## 138 4 1 Yes No
## 139 4 0 No No
## 140 7 1 No No
## 141 4 1 No No
## 142 3 0 No Yes
## 143 9 1 No No
## 144 4 0 No No
## 145 4 0 No No
## 146 6 0 No No
## 147 3 1 No No
## 148 4 1 No No
## 149 4 0 No Yes
## 150 5 1 No No
## 151 2 1 No No
## 152 7 0 No No
## 153 5 0 Yes No
## 154 5 0 Yes No
## 155 4 0 Yes No
## 156 6 0 No No
## 157 4 0 Yes No
## 158 3 1 No No
## 159 6 0 Yes No
## 160 7 1 No No
## 161 5 1 No No
## 162 3 1 No Yes
## 163 7 0 No No
## 164 5 0 No No
## 165 6 0 No No
## 166 4 0 No No
## 167 7 0 No No
## 168 3 0 No No
## 169 7 1 No No
## 170 6 0 No No
## 171 6 1 No Yes
## 172 7 0 No No
## 173 8 0 No No
## 174 5 1 No No
## 175 6 0 Yes No
## 176 3 0 No No
## 177 6 0 No No
## 178 5 0 No No
## 179 6 0 No No
## 180 4 0 No No
## 181 6 0 Yes No
## 182 3 0 No No
## 183 3 0 Yes No
## 184 3 1 Yes No
## 185 3 0 No No
## 186 4 0 No No
## 187 9 0 No No
## 188 9 0 No No
## 189 4 0 No No
## 190 7 1 No Yes
## 191 5 0 No No
## 192 3 0 No Yes
## 193 4 1 No Yes
## 194 5 1 No No
## 195 5 0 No No
## 196 5 0 Yes Yes
## 197 7 0 No No
## 198 5 1 Yes No
## 199 4 0 No Yes
## 200 5 0 Yes Yes
## 201 4 0 No No
## 202 2 0 No Yes
## 203 7 0 No No
## 204 4 1 No No
## 205 4 0 Yes No
## 206 4 1 No Yes
## 207 5 1 No No
## 208 3 0 No No
## 209 4 0 No Yes
## 210 3 1 Yes No
## 211 5 1 Yes No
## 212 5 0 No No
## 213 5 1 No No
## 214 5 0 Yes Yes
## 215 5 1 No Yes
## 216 5 0 No No
## 217 8 0 No No
## 218 6 0 No No
## 219 7 0 Yes Yes
## 220 9 1 No No
## 221 2 0 No No
## 222 6 1 No No
## 223 3 0 No No
## 224 3 0 No No
## 225 5 0 Yes No
## 226 2 0 No No
## 227 9 1 No No
## 228 6 1 No No
## 229 5 0 No No
## 230 2 0 No No
## 231 7 0 Yes No
## 232 5 1 No No
## 233 6 0 No No
## 234 6 1 No No
## 235 4 0 No No
## 236 4 0 No No
## 237 5 0 Yes Yes
## 238 8 0 No No
## 239 3 1 No No
## 240 5 0 No No
## 241 7 0 No No
## 242 6 0 No No
## 243 4 0 No No
## 244 6 0 No No
## 245 4 0 No No
## 246 3 0 No No
## 247 6 1 No No
## 248 3 0 Yes No
## 249 6 0 No No
## 250 5 0 No No
## 251 6 1 No No
## 252 5 0 No No
## 253 5 1 No Yes
## 254 2 0 No Yes
## 255 5 0 No No
## 256 5 0 Yes Yes
## 257 7 1 No Yes
## 258 5 0 No No
## 259 7 0 Yes No
## 260 3 1 No No
## 261 3 1 No Yes
## 262 4 1 No No
## 263 4 1 No No
## 264 4 0 No No
## 265 9 1 No No
## 266 6 0 Yes No
## 267 5 0 No No
## 268 4 0 No No
## 269 6 0 No No
## 270 5 0 No No
## 271 6 0 No Yes
## 272 3 1 No No
## 273 3 1 No No
## 274 6 0 Yes No
## 275 7 0 No No
## 276 4 1 No Yes
## 277 6 0 No No
## 278 7 0 Yes No
## 279 5 1 No No
## 280 6 0 No No
## 281 6 0 Yes No
## 282 6 0 No No
## 283 4 0 No Yes
## 284 4 0 Yes No
## 285 3 0 No No
## 286 4 0 No No
## 287 3 0 No No
## 288 4 0 No No
## 289 4 0 No No
## 290 3 0 No No
## 291 6 1 No No
## 292 3 0 Yes No
## 293 4 0 No No
## 294 3 0 No No
## 295 4 0 No No
## 296 5 0 No No
## 297 7 0 No No
## 298 7 1 No No
## 299 4 0 Yes No
## 300 3 0 No No
## 301 5 1 No No
## 302 4 1 No No
## 303 6 0 No No
## 304 3 0 No No
## 305 3 0 No No
## 306 4 1 No Yes
## 307 5 1 No No
## 308 8 1 No No
## 309 9 1 No No
## 310 4 0 No No
## 311 8 0 No No
## 312 7 0 Yes Yes
## 313 7 0 No No
## 314 4 0 No No
## 315 5 0 No Yes
## 316 4 0 No No
## 317 5 1 No No
## 318 6 0 No No
## 319 3 0 No No
## 320 2 1 Yes No
## 321 5 0 No No
## 322 3 0 No No
## 323 3 0 No No
## 324 5 0 No Yes
## 325 5 0 No No
## 326 4 0 No No
## 327 5 0 No No
## 328 3 0 No No
## 329 6 0 Yes Yes
## 330 8 0 No No
## 331 4 0 No No
## 332 4 0 No No
## 333 7 1 Yes No
## 334 6 1 No Yes
## 335 3 0 No No
## 336 2 0 No No
## 337 9 1 No No
## 338 7 0 Yes No
## 339 3 0 No No
## 340 5 0 No No
## 341 7 1 No No
## 342 7 0 No No
## 343 2 0 No No
## 344 7 0 No No
## 345 4 0 Yes Yes
## 346 5 0 No Yes
## 347 7 1 Yes No
## 348 6 0 Yes No
## 349 6 1 No Yes
## 350 3 0 No No
## 351 5 0 Yes Yes
## 352 9 1 Yes No
## 353 6 0 No Yes
## 354 3 0 No No
## 355 5 0 No No
## 356 3 0 No Yes
## 357 4 0 No No
## 358 5 0 No No
## 359 5 0 Yes No
## 360 3 0 No No
## 361 4 0 No No
## 362 4 0 No Yes
## 363 2 1 No No
## 364 4 0 No No
## 365 6 0 No No
## 366 3 0 Yes No
## 367 3 0 No No
## 368 4 0 No No
## 369 3 0 No No
## 370 7 1 No No
## 371 6 0 No No
## 372 5 1 No Yes
## 373 5 1 No No
## 374 5 0 Yes No
## 375 7 0 No No
## 376 6 1 No No
## 377 4 0 No No
## 378 4 0 Yes No
## 379 5 0 Yes No
## 380 6 0 Yes No
## 381 5 1 No No
## 382 5 0 No No
## 383 6 0 No Yes
## 384 4 0 No No
## 385 3 0 No Yes
## 386 5 0 No No
## 387 5 0 No Yes
## 388 5 0 No No
## 389 5 0 No No
## 390 5 0 No Yes
## 391 5 0 No No
## 392 5 0 No No
## 393 4 1 No No
## 394 3 0 Yes No
## 395 4 0 No No
## 396 5 0 No No
## 397 6 1 No No
## 398 5 0 No No
## 399 5 0 Yes No
## 400 5 0 No No
## 401 4 0 Yes No
## 402 4 0 No No
## 403 3 0 No No
## 404 8 1 No No
## 405 5 1 No No
## 406 6 0 No No
## 407 9 0 No No
## 408 6 0 Yes No
## 409 2 0 No No
## 410 5 0 No No
## 411 4 0 No No
## 412 6 0 No No
## 413 7 1 No No
## 414 5 0 Yes No
## 415 4 0 No Yes
## 416 5 0 No No
## 417 7 0 No Yes
## 418 3 0 Yes Yes
## 419 3 1 No No
## 420 4 0 No No
## 421 5 0 No No
## 422 4 0 No No
## 423 7 1 Yes Yes
## 424 5 0 No Yes
## 425 7 1 Yes No
## 426 5 1 No No
## 427 5 0 No No
## 428 7 0 Yes Yes
## 429 5 1 No No
## 430 2 0 No No
## 431 7 0 No No
## 432 6 0 No No
## 433 5 0 No No
## 434 4 0 No No
## 435 7 0 No No
## 436 4 1 Yes Yes
## 437 4 1 No Yes
## 438 7 0 No No
## 439 5 1 No No
## 440 3 0 No No
## 441 4 0 No No
## 442 5 0 No No
## 443 9 0 No No
## 444 6 0 No No
## 445 4 1 No No
## 446 6 1 No No
## 447 2 0 No No
## 448 3 0 No No
## 449 4 1 Yes Yes
## 450 3 1 No No
## 451 6 0 No Yes
## 452 4 0 No No
## 453 4 1 No No
## 454 3 0 No No
## 455 4 0 No No
## 456 4 0 No No
## 457 5 1 Yes Yes
## 458 4 0 No No
## 459 3 1 No No
## 460 5 0 Yes Yes
## 461 6 0 No Yes
## 462 4 1 No No
## 463 6 1 No No
## 464 2 1 No No
## 465 5 0 Yes Yes
## 466 5 0 Yes Yes
## 467 4 0 No No
## 468 5 0 No No
## 469 5 0 No No
## 470 5 0 Yes No
## 471 2 1 No No
## 472 3 0 No No
## 473 5 0 No No
## 474 8 0 No Yes
## 475 3 1 Yes No
## 476 4 0 No No
## 477 4 1 No Yes
## 478 6 1 Yes Yes
## 479 4 0 No No
## 480 4 1 No No
## 481 7 0 Yes No
## 482 4 0 No No
## 483 9 0 No No
## 484 4 0 No No
## 485 6 0 No No
## 486 4 0 No No
## 487 4 0 Yes No
## 488 4 0 No No
## 489 3 0 No No
## 490 9 0 No No
## 491 5 1 No No
## 492 4 1 No No
## 493 3 0 No No
## 494 7 0 No No
## 495 5 1 No Yes
## 496 4 0 No No
## 497 7 0 No No
## 498 5 0 Yes No
## 499 5 0 No No
## 500 6 0 No No
## 501 4 0 Yes Yes
## 502 3 0 No No
## 503 4 1 No No
## 504 5 0 No No
## 505 4 0 No No
## 506 4 0 No No
## 507 6 0 No No
## 508 2 1 No No
## 509 6 0 No No
## 510 6 0 Yes Yes
## 511 5 0 No No
## 512 3 0 No Yes
## 513 5 0 Yes No
## 514 5 1 No No
## 515 4 0 No No
## 516 7 0 Yes No
## 517 3 1 No No
## 518 5 0 No No
## 519 4 0 Yes Yes
## 520 3 0 Yes No
## 521 4 1 No No
## 522 6 0 No No
## 523 6 1 No No
## 524 5 1 No No
## 525 4 0 No No
## 526 9 0 No No
## 527 4 1 No No
## 528 4 1 No No
## 529 5 0 No No
## 530 4 0 Yes No
## 531 3 0 No No
## 532 6 1 No No
## 533 5 1 Yes No
## 534 3 0 No No
## 535 4 0 No No
## 536 5 0 No Yes
## 537 3 0 No No
## 538 8 1 No No
## 539 2 1 Yes No
## 540 4 0 No No
## 541 3 0 Yes Yes
## 542 5 0 No No
## 543 4 0 Yes No
## 544 3 1 No No
## 545 3 0 No No
## 546 6 1 No No
## 547 3 0 No No
## 548 4 1 No Yes
## 549 5 0 No No
## 550 5 1 No No
## 551 5 0 No No
## 552 9 1 No Yes
## 553 4 0 No No
## 554 5 0 Yes Yes
## 555 6 0 No No
## 556 4 0 No No
## 557 4 1 No No
## 558 3 0 No No
## 559 3 1 No No
## 560 3 0 No No
## 561 7 0 No Yes
## 562 9 0 No No
## 563 4 0 No Yes
## 564 3 1 No No
## 565 6 1 No No
## 566 5 0 No No
## 567 3 0 No Yes
## 568 7 1 No Yes
## 569 5 0 No No
## 570 4 1 No No
## 571 5 1 No No
## 572 5 1 No No
## 573 5 0 No No
## 574 3 0 No No
## 575 5 0 Yes No
## 576 6 0 Yes No
## 577 3 0 No Yes
## 578 3 0 No No
## 579 4 0 No No
## 580 3 0 No No
## 581 4 0 No No
## 582 4 1 No No
## 583 3 0 No No
## 584 3 0 No No
## 585 5 0 No No
## 586 7 1 No Yes
## 587 7 0 No No
## 588 9 1 No No
## 589 6 0 No No
## 590 3 0 No Yes
## 591 5 0 No No
## 592 3 1 No No
## 593 4 0 Yes No
## 594 4 0 No No
## 595 5 0 Yes No
## 596 5 1 Yes No
## 597 5 0 No Yes
## 598 4 0 No No
## 599 6 0 Yes No
## 600 4 1 No No
## 601 4 1 Yes Yes
## 602 5 0 No No
## 603 4 0 Yes Yes
## 604 6 1 No Yes
## 605 7 0 No No
## 606 5 0 No Yes
## 607 3 0 No No
## 608 8 1 No No
## 609 4 1 Yes No
## 610 7 1 Yes Yes
## 611 8 0 No Yes
## 612 6 1 No No
## 613 9 0 No No
## 614 6 0 No No
## 615 5 1 No No
## 616 3 1 No No
## 617 7 1 No Yes
## 618 5 0 Yes No
## 619 2 0 Yes No
## 620 6 0 No No
## 621 4 0 Yes No
## 622 4 0 No No
## 623 5 0 Yes No
## 624 3 0 No No
## 625 9 0 No No
## 626 4 0 No No
## 627 6 0 Yes No
## 628 6 0 No No
## 629 9 0 No No
## 630 4 0 Yes No
## 631 9 0 No No
## 632 6 1 No Yes
## 633 3 0 No No
## 634 7 1 No No
## 635 4 0 No No
## 636 4 0 No No
## 637 4 0 No Yes
## 638 5 1 No No
## 639 3 0 Yes Yes
## 640 5 1 Yes No
## 641 5 0 No No
## 642 5 1 No Yes
## 643 6 1 No No
## 644 5 1 No No
## 645 4 0 No No
## 646 4 0 No No
## 647 6 0 No No
## 648 5 0 Yes No
## 649 4 0 No No
## 650 5 0 No No
## 651 4 0 Yes Yes
## 652 8 1 No Yes
## 653 6 0 No No
## 654 7 0 No No
## 655 6 0 No No
## 656 4 0 No No
## 657 6 1 No No
## 658 5 0 No No
## 659 6 0 Yes Yes
## 660 3 0 No No
## 661 4 0 No No
## 662 5 0 No No
## 663 6 0 No No
## 664 6 1 No No
## 665 4 0 Yes Yes
## 666 6 0 Yes No
## 667 5 0 No No
## 668 4 1 No Yes
## 669 5 0 Yes No
## 670 3 0 Yes No
## 671 4 1 No No
## 672 3 1 No No
## 673 2 1 No No
## 674 3 1 No No
## 675 2 0 No No
## 676 3 0 No No
## 677 7 1 No No
## 678 7 0 No No
## 679 4 0 Yes No
## 680 5 0 No No
## 681 4 1 No Yes
## 682 4 0 No No
## 683 5 1 Yes Yes
## 684 4 0 No No
## 685 4 0 No No
## 686 4 1 Yes Yes
## 687 3 0 Yes Yes
## 688 3 0 No No
## 689 5 1 No No
## 690 7 0 No No
## 691 8 0 No Yes
## 692 3 0 Yes No
## 693 6 0 No No
## 694 5 1 No No
## 695 6 1 No No
## 696 7 0 No No
## 697 2 0 No No
## 698 3 1 No Yes
## 699 7 0 No No
## 700 3 1 Yes No
## 701 4 0 Yes Yes
## 702 7 1 No Yes
## 703 8 0 No No
## 704 6 0 No No
## 705 8 0 No No
## 706 5 1 No No
## 707 4 0 No No
## 708 4 1 No No
## 709 3 0 No No
## 710 3 0 Yes Yes
## 711 3 1 Yes Yes
## 712 8 0 No No
## 713 9 0 Yes Yes
## 714 2 1 No No
## 715 4 0 No No
## 716 5 0 No No
## 717 7 0 No No
## 718 4 0 No No
## 719 4 0 No No
## 720 4 0 No No
## 721 2 0 No Yes
## 722 4 0 No No
## 723 8 0 No No
## 724 2 1 Yes No
## 725 3 0 No No
## 726 4 0 No No
## 727 5 0 Yes No
## 728 7 1 No No
## 729 6 0 No Yes
## 730 3 0 No Yes
## 731 6 0 No No
## 732 5 0 No No
## 733 4 0 No No
## 734 4 0 Yes No
## 735 7 0 No No
## 736 4 0 No No
## 737 7 0 No No
## 738 4 1 No No
## 739 7 0 Yes No
## 740 4 0 No No
## 741 6 1 No No
## 742 6 0 No No
## 743 7 1 No No
## 744 6 0 No No
## 745 5 1 No Yes
## 746 3 0 Yes No
## 747 3 1 No No
## 748 6 0 No No
## 749 5 0 No Yes
## 750 8 0 No No
## 751 4 0 No No
## 752 9 0 No Yes
## 753 6 0 No No
## 754 4 1 No No
## 755 3 0 No No
## 756 4 0 No No
## 757 6 0 No No
## 758 6 1 No No
## 759 6 1 No Yes
## 760 7 1 No No
## 761 4 1 No No
## 762 3 0 Yes Yes
## 763 5 0 No No
## 764 4 1 No No
## 765 5 0 No No
## 766 4 0 No No
## 767 3 1 No No
## 768 6 0 No No
## 769 5 0 Yes Yes
## 770 3 0 No No
## 771 5 0 No No
## 772 7 0 No No
## 773 3 0 No No
## 774 6 0 No No
## 775 5 0 Yes No
## 776 3 0 No No
## 777 6 0 Yes Yes
## 778 5 0 No No
## 779 6 0 No No
## 780 4 0 No Yes
## 781 6 0 No No
## 782 5 0 No No
## 783 4 0 No No
## 784 7 0 No No
## 785 5 1 Yes Yes
## 786 7 0 No Yes
## 787 2 0 No No
## 788 4 0 No No
## 789 7 0 No No
## 790 4 0 No No
## 791 4 1 No No
## 792 7 0 No No
## 793 6 0 Yes No
## 794 6 0 No No
## 795 7 1 No No
## 796 3 0 No No
## 797 7 0 No No
## 798 4 0 No No
## 799 5 1 No No
## 800 3 0 No No
## 801 6 0 No No
## 802 4 1 No No
## 803 5 1 No No
## 804 7 1 No No
## 805 4 1 No No
## 806 3 1 Yes No
## 807 5 0 No No
## 808 3 0 Yes No
## 809 6 0 Yes Yes
## 810 5 1 Yes Yes
## 811 4 1 No No
## 812 3 0 No No
## 813 4 1 No No
## 814 3 0 No No
## 815 6 1 No Yes
## 816 5 1 Yes No
## 817 4 0 No No
## 818 4 0 No No
## 819 4 0 No No
## 820 4 1 No No
## 821 4 0 No No
## 822 4 1 No No
## 823 4 0 No No
## 824 4 0 No No
## 825 4 0 No No
## 826 7 0 No No
## 827 3 0 Yes No
## 828 7 1 No No
## 829 6 1 No No
## 830 5 0 No No
## 831 6 0 No No
## 832 6 1 No No
## 833 6 0 Yes Yes
## 834 3 0 Yes Yes
## 835 5 1 Yes Yes
## 836 9 0 No No
## 837 4 0 Yes Yes
## 838 7 0 Yes No
## 839 5 0 Yes No
## 840 4 0 No No
## 841 3 0 No No
## 842 3 0 Yes Yes
## 843 3 0 No No
## 844 3 0 No No
## 845 2 0 No No
## 846 3 1 No No
## 847 4 0 No No
## 848 4 0 No No
## 849 6 1 No No
## 850 4 0 No No
## 851 4 0 Yes No
## 852 5 0 No No
## 853 3 1 No No
## 854 6 1 No No
## 855 3 1 No No
## 856 6 0 No No
## 857 7 0 No No
## 858 3 0 No No
## 859 5 0 Yes No
## 860 4 0 No No
## 861 4 1 No No
## 862 3 1 Yes Yes
## 863 3 1 No No
## 864 3 0 No No
## 865 6 0 Yes No
## 866 5 0 No Yes
## 867 3 1 No Yes
## 868 5 0 No No
## 869 5 1 No No
## 870 3 0 No Yes
## 871 2 0 No Yes
## 872 5 1 Yes Yes
## 873 3 0 No No
## 874 3 0 No No
## 875 4 0 No No
## 876 3 1 No No
## 877 4 1 No No
## 878 3 0 No Yes
## 879 4 0 No No
## 880 4 0 No No
## 881 6 0 Yes No
## 882 4 0 No No
## 883 4 1 No No
## 884 3 0 No Yes
## 885 8 0 Yes No
## 886 5 0 No No
## 887 3 0 No Yes
## 888 4 0 No No
## 889 6 1 No No
## 890 3 1 No No
## 891 3 0 No Yes
## 892 5 1 No No
## 893 4 0 No No
## 894 2 0 No No
## 895 5 0 No No
## 896 5 0 No Yes
## 897 4 0 No No
## 898 5 1 No No
## 899 5 0 No No
## 900 3 0 Yes No
## 901 3 1 Yes No
## 902 2 0 No No
## 903 7 1 No No
## 904 4 0 No No
## 905 6 0 No No
## 906 6 0 No Yes
## 907 5 1 No No
## 908 6 0 No Yes
## 909 3 0 No Yes
## 910 4 1 No Yes
## 911 4 0 No No
## 912 5 0 Yes No
## 913 6 0 Yes Yes
## 914 4 0 No Yes
## 915 6 1 No No
## 916 2 0 Yes No
## 917 6 0 Yes Yes
## 918 6 0 No No
## 919 7 1 No No
## 920 6 0 Yes Yes
## 921 5 0 No No
## 922 4 0 No No
## 923 4 0 No No
## 924 4 1 Yes No
## 925 6 0 No No
## 926 3 0 No No
## 927 5 0 No No
## 928 5 1 Yes Yes
## 929 7 0 No No
## 930 5 0 No No
## 931 7 1 No No
## 932 6 1 No No
## 933 5 1 No No
## 934 5 0 No Yes
## 935 5 0 Yes No
## 936 7 0 Yes No
## 937 3 0 No No
## 938 4 0 No No
## 939 8 0 Yes No
## 940 8 0 No No
## 941 6 0 Yes Yes
## 942 5 0 No No
## 943 6 0 No No
## 944 5 1 No No
## 945 3 0 No No
## 946 9 0 No No
## 947 5 0 Yes Yes
## 948 5 0 No No
## 949 5 0 No No
## 950 3 1 No Yes
## 951 5 0 No No
## 952 5 0 Yes Yes
## 953 5 0 Yes Yes
## 954 6 0 No No
## 955 5 1 Yes No
## 956 6 0 No No
## 957 5 0 Yes No
## 958 5 1 No No
## 959 5 1 No No
## 960 6 0 No No
## 961 4 0 Yes Yes
## 962 6 1 No No
## 963 5 0 No No
## 964 6 1 No No
## 965 9 1 No No
## 966 8 0 Yes No
## 967 4 1 Yes No
## 968 5 0 No No
## 969 5 1 No No
## 970 3 0 No No
## 971 7 0 No No
## 972 6 0 No Yes
## 973 3 0 No No
## 974 4 0 Yes Yes
## 975 4 0 Yes Yes
## 976 3 1 Yes Yes
## 977 5 0 No No
## 978 2 0 Yes Yes
## 979 4 0 Yes No
## 980 4 0 No No
## 981 8 0 No No
## 982 3 0 No No
## 983 5 0 No No
## 984 6 0 Yes No
## 985 5 1 No No
## 986 3 1 Yes Yes
## 987 3 0 No Yes
## 988 2 1 No Yes
## 989 7 0 No No
## 990 7 1 No No
## 991 4 0 Yes No
## 992 7 0 Yes Yes
## 993 4 1 No No
## 994 2 0 Yes No
## 995 6 1 No No
## 996 5 0 No No
## 997 4 0 Yes Yes
## 998 4 1 No No
## 999 4 0 No Yes
## 1000 6 0 No No
## 1001 4 0 No No
## 1002 5 0 No No
## 1003 8 0 No No
## 1004 5 1 No No
## 1005 4 1 No No
## 1006 4 0 No No
## 1007 6 0 No No
## 1008 6 0 No No
## 1009 5 0 No Yes
## 1010 4 0 Yes Yes
## 1011 8 0 No No
## 1012 9 0 No No
## 1013 5 0 No No
## 1014 4 0 Yes No
## 1015 5 0 No No
## 1016 4 1 No Yes
## 1017 9 1 No No
## 1018 3 1 No No
## 1019 7 0 No No
## 1020 4 1 Yes Yes
## 1021 4 0 No No
## 1022 4 0 No No
## 1023 5 0 Yes No
## 1024 3 0 No Yes
## 1025 9 0 No Yes
## 1026 4 1 No No
## 1027 4 0 No No
## 1028 5 0 Yes No
## 1029 3 1 No No
## 1030 3 0 No No
## 1031 3 1 No No
## 1032 9 0 No No
## 1033 3 0 No No
## 1034 4 0 No No
## 1035 3 0 Yes Yes
## 1036 3 0 No No
## 1037 5 0 No No
## 1038 7 0 No No
## 1039 4 0 No No
## 1040 3 1 No No
## 1041 3 0 Yes No
## 1042 2 1 No No
## 1043 2 0 No No
## 1044 8 0 No No
## 1045 6 0 No Yes
## 1046 4 1 No No
## 1047 5 1 No No
## 1048 4 0 No Yes
## 1049 5 1 No No
## 1050 7 0 No No
## 1051 2 1 No Yes
## 1052 4 0 Yes Yes
## 1053 7 1 No No
## 1054 4 0 No No
## 1055 5 0 No No
## 1056 5 0 Yes No
## 1057 4 0 No No
## 1058 6 1 No No
## 1059 6 0 Yes Yes
## 1060 4 0 No No
## 1061 5 1 No No
## 1062 3 0 No No
## 1063 4 0 No No
## 1064 6 0 No No
## 1065 5 0 No No
## 1066 7 1 No No
## 1067 5 1 No No
## 1068 4 0 Yes No
## 1069 4 1 No No
## 1070 4 1 No No
## 1071 5 1 No No
## 1072 8 0 No No
## 1073 6 0 No No
## 1074 7 0 No No
## 1075 5 1 Yes Yes
## 1076 5 0 Yes No
## 1077 4 0 No Yes
## 1078 4 0 No No
## 1079 3 0 No No
## 1080 3 0 No No
## 1081 7 0 No No
## 1082 5 0 Yes Yes
## 1083 8 1 No No
## 1084 8 0 No No
## 1085 4 0 No No
## 1086 7 0 No No
## 1087 3 0 No No
## 1088 7 1 No No
## 1089 9 1 No No
## 1090 3 0 No No
## 1091 5 1 No No
## 1092 9 0 Yes Yes
## 1093 7 0 Yes Yes
## 1094 5 0 Yes Yes
## 1095 5 1 No No
## 1096 9 0 No No
## 1097 7 1 Yes Yes
## 1098 8 0 Yes No
## 1099 6 1 No No
## 1100 6 0 No No
## 1101 3 0 No No
## 1102 4 0 No No
## 1103 5 1 No No
## 1104 5 1 No No
## 1105 5 0 No No
## 1106 7 0 Yes Yes
## 1107 4 0 No No
## 1108 5 0 No Yes
## 1109 3 0 Yes No
## 1110 4 1 Yes Yes
## 1111 4 0 No Yes
## 1112 3 0 No No
## 1113 4 0 No No
## 1114 5 0 No No
## 1115 3 0 No Yes
## 1116 2 0 No No
## 1117 9 0 Yes No
## 1118 5 1 No No
## 1119 2 0 Yes No
## 1120 6 1 No No
## 1121 4 0 No No
## 1122 6 1 No No
## 1123 5 0 Yes No
## 1124 6 1 Yes No
## 1125 5 0 Yes No
## 1126 5 0 No No
## 1127 4 0 No No
## 1128 6 0 Yes No
## 1129 4 0 No No
## 1130 2 0 Yes Yes
## 1131 5 0 Yes No
## 1132 3 0 No No
## 1133 4 0 No No
## 1134 3 1 No No
## 1135 7 0 No No
## 1136 7 1 No No
## 1137 6 0 No No
## 1138 5 0 No No
## 1139 6 1 Yes No
## 1140 4 0 No No
## 1141 4 0 Yes Yes
## 1142 4 1 No No
## 1143 6 0 No No
## 1144 4 0 No No
## 1145 4 0 No No
## 1146 5 0 No No
## 1147 4 0 No No
## 1148 3 0 Yes Yes
## 1149 5 0 Yes No
## 1150 5 0 Yes Yes
## 1151 3 0 No No
## 1152 7 0 No No
## 1153 4 0 No No
## 1154 6 0 No No
## 1155 5 1 No No
## 1156 4 0 Yes No
## 1157 6 0 No No
## 1158 5 1 No No
## 1159 2 0 No No
## 1160 3 0 No No
## 1161 3 1 No No
## 1162 3 0 No No
## 1163 4 0 No Yes
## 1164 3 0 No No
## 1165 6 0 No Yes
## 1166 2 0 No No
## 1167 3 0 No No
## 1168 4 0 No No
## 1169 3 0 No No
## 1170 7 0 No Yes
## 1171 5 0 No No
## 1172 4 0 No No
## 1173 4 1 No No
## 1174 7 0 No Yes
## 1175 4 1 Yes No
## 1176 4 1 No No
## 1177 5 0 No No
## 1178 2 1 Yes No
## 1179 4 0 No No
## 1180 6 0 No No
## 1181 6 0 No No
## 1182 3 0 No No
## 1183 5 0 No No
## 1184 4 1 No No
## 1185 4 0 No No
## 1186 4 0 No No
## 1187 3 1 No No
## 1188 6 1 No No
## 1189 5 0 No No
## 1190 3 0 No No
## 1191 3 0 No No
## 1192 5 1 No No
## 1193 3 0 No No
## 1194 3 0 No No
## 1195 3 0 No Yes
## 1196 3 0 No No
## 1197 2 0 No No
## 1198 5 1 Yes No
## 1199 4 0 No No
## 1200 7 1 No No
## 1201 4 1 No Yes
## 1202 5 0 Yes No
## 1203 4 0 No Yes
## 1204 6 1 No No
## 1205 3 1 No No
## 1206 3 0 No No
## 1207 3 0 No No
## 1208 6 0 No No
## 1209 9 0 No No
## 1210 5 1 Yes Yes
## 1211 5 0 No No
## 1212 4 0 Yes No
## 1213 5 0 No No
## 1214 2 0 No Yes
## 1215 2 1 No No
## 1216 5 0 Yes No
## 1217 6 0 No No
## 1218 7 0 No No
## 1219 7 0 No No
## 1220 6 0 Yes No
## 1221 5 0 No No
## 1222 2 0 No No
## 1223 3 1 Yes Yes
## 1224 5 1 No No
## 1225 7 0 No Yes
## 1226 3 1 No No
## 1227 5 0 Yes Yes
## 1228 7 0 No No
## 1229 4 1 No No
## 1230 9 0 No No
## 1231 6 0 Yes Yes
## 1232 4 1 Yes Yes
## 1233 4 1 No No
## 1234 5 1 No No
## 1235 4 0 No No
## 1236 3 0 No No
## 1237 3 0 No No
## 1238 7 0 No Yes
## 1239 6 0 No No
## 1240 6 1 Yes Yes
## 1241 5 0 Yes No
## 1242 8 0 No No
## 1243 3 1 No Yes
## 1244 6 1 No No
## 1245 3 1 No Yes
## 1246 3 0 No Yes
## 1247 4 0 No No
## 1248 7 0 No No
## 1249 5 0 No No
## 1250 4 0 No No
## 1251 7 0 No No
## 1252 5 1 No No
## 1253 5 0 No No
## 1254 3 0 Yes No
## 1255 8 0 No No
## 1256 3 0 No No
## 1257 5 1 No No
## 1258 5 0 No No
## 1259 7 1 No No
## 1260 6 0 No No
## 1261 4 0 No No
## 1262 6 1 No No
## 1263 4 0 No No
## 1264 7 1 No No
## 1265 6 0 No No
## 1266 5 0 No No
## 1267 8 1 No Yes
## 1268 3 0 Yes Yes
## 1269 5 0 No Yes
## 1270 3 0 No No
## 1271 3 0 No No
## 1272 4 1 No No
## 1273 3 0 No No
## 1274 4 0 Yes No
## 1275 3 0 No No
## 1276 6 0 No No
## 1277 5 1 No No
## 1278 2 0 Yes Yes
## 1279 3 0 No No
## 1280 5 0 Yes No
## 1281 4 0 No Yes
## 1282 4 0 No No
## 1283 3 0 Yes Yes
## 1284 2 0 Yes No
## 1285 5 0 No No
## 1286 4 0 No No
## 1287 3 0 No No
## 1288 4 0 No No
## 1289 3 0 No No
## 1290 2 0 No No
## 1291 5 0 Yes Yes
## 1292 5 1 Yes Yes
## 1293 9 1 No No
## 1294 6 1 No No
## 1295 4 0 No No
## 1296 7 1 Yes No
## 1297 3 0 No No
## 1298 4 0 No No
## 1299 2 1 No No
## 1300 6 1 No No
## 1301 6 0 No No
## 1302 3 0 No No
## 1303 3 0 No No
## 1304 5 0 No No
## 1305 5 0 No No
## 1306 5 0 No No
## 1307 5 1 No No
## 1308 3 0 No No
## 1309 7 1 No No
## 1310 4 0 No Yes
## 1311 6 0 No No
## 1312 3 0 No No
## 1313 5 0 No No
## 1314 7 0 No No
## 1315 6 0 No Yes
## 1316 3 0 No No
## 1317 3 0 No Yes
## 1318 4 0 Yes No
## 1319 3 1 No Yes
## 1320 6 0 Yes No
## 1321 3 0 Yes Yes
## 1322 7 0 No No
## 1323 6 0 No No
## 1324 5 0 No No
## 1325 9 1 No No
## 1326 4 0 No No
## 1327 5 0 No No
## 1328 4 0 Yes No
## 1329 2 0 Yes No
## 1330 4 0 No Yes
## 1331 4 0 No No
## 1332 5 0 No No
## 1333 4 0 No No
## 1334 5 0 No No
## 1335 3 0 No Yes
## 1336 5 1 Yes No
## 1337 3 0 No No
## 1338 4 0 No No
## 1339 4 0 Yes Yes
## 1340 5 0 Yes Yes
## 1341 4 1 No No
## 1342 3 0 No No
## 1343 3 0 No Yes
## 1344 5 1 Yes Yes
## 1345 3 0 Yes No
## 1346 2 1 No No
## 1347 4 0 No No
## 1348 3 0 No No
## 1349 4 0 No No
## 1350 3 0 No Yes
## 1351 3 1 No No
## 1352 4 0 No No
## 1353 5 0 No No
## 1354 2 0 No No
## 1355 9 1 No Yes
## 1356 6 0 Yes No
## 1357 3 0 Yes Yes
## 1358 7 0 No No
## 1359 4 0 Yes Yes
## 1360 9 0 Yes No
## 1361 2 0 No No
## 1362 4 0 No Yes
## 1363 2 1 No No
## 1364 7 0 No No
## 1365 6 1 No No
## 1366 3 0 Yes No
## 1367 2 0 No No
## 1368 5 0 No No
## 1369 6 0 No Yes
## 1370 4 0 Yes No
## 1371 6 0 No No
## 1372 4 0 No No
## 1373 5 1 No No
## 1374 4 0 Yes No
## 1375 6 1 No No
## 1376 5 0 Yes Yes
## 1377 3 1 No No
## 1378 3 0 Yes Yes
## 1379 2 1 No No
## 1380 3 0 Yes No
## 1381 5 1 No No
## 1382 4 1 No Yes
## 1383 4 0 No Yes
## 1384 2 1 No Yes
## 1385 4 0 Yes No
## 1386 4 0 No No
## 1387 4 0 No No
## 1388 6 1 No No
## 1389 5 1 No No
## 1390 6 0 No No
## 1391 5 0 No No
## 1392 4 1 No Yes
## 1393 2 0 No No
## 1394 4 0 Yes Yes
## 1395 3 1 No No
## 1396 2 1 No No
## 1397 5 1 No No
## 1398 9 1 No Yes
## 1399 3 0 Yes Yes
## 1400 3 1 No No
## 1401 6 1 Yes No
## 1402 3 0 No No
## 1403 4 1 No No
## 1404 2 0 No No
## 1405 6 0 No No
## 1406 8 0 No No
## 1407 4 0 No No
## 1408 4 0 No No
## 1409 7 0 No No
## 1410 3 0 No No
## 1411 8 0 No No
## 1412 3 1 No No
## 1413 4 1 No No
## 1414 6 0 No No
## 1415 3 0 No No
## 1416 3 1 No No
## 1417 6 1 No No
## 1418 5 0 No No
## 1419 4 0 No No
## 1420 5 0 No No
## 1421 3 0 No No
## 1422 3 1 Yes Yes
## 1423 4 0 Yes No
## 1424 8 0 No No
## 1425 9 0 No No
## 1426 4 0 No No
## 1427 6 1 No No
## 1428 6 0 No No
## 1429 7 0 No No
## 1430 3 0 No No
## 1431 6 0 No Yes
## 1432 6 0 No No
## 1433 3 0 No No
## 1434 4 0 No Yes
## 1435 3 0 Yes No
## 1436 4 0 No No
## 1437 5 0 No No
## 1438 7 0 No No
## 1439 3 0 Yes No
## 1440 7 1 No No
## 1441 5 0 No No
## 1442 4 0 No No
## 1443 2 0 No No
## 1444 7 1 No No
## 1445 6 0 No No
## 1446 4 1 No No
## 1447 5 0 No No
## 1448 3 1 No No
## 1449 4 1 No No
## 1450 4 1 No No
## 1451 7 0 No No
## 1452 4 1 No No
## 1453 3 0 No Yes
## 1454 3 1 No No
## 1455 7 1 No No
## 1456 4 0 No No
## 1457 3 0 Yes No
## 1458 3 0 No No
## 1459 4 0 No No
## 1460 5 1 Yes Yes
## 1461 4 0 No No
## 1462 8 0 No No
## 1463 3 1 No No
## 1464 6 0 No No
## 1465 3 0 No No
## 1466 2 1 No No
## 1467 7 0 No No
## 1468 5 1 Yes No
## 1469 6 1 No No
## 1470 6 0 No No
## 1471 4 0 No No
## 1472 3 0 No No
## 1473 5 0 No No
## 1474 6 0 No No
## 1475 5 1 No No
## 1476 4 0 No No
## 1477 6 0 No No
## 1478 5 0 No No
## 1479 4 1 No No
## 1480 7 0 No Yes
## 1481 4 0 Yes No
## 1482 6 0 No No
## 1483 4 0 No Yes
## 1484 3 1 No No
## 1485 4 1 No No
## 1486 4 0 No No
## 1487 5 0 No No
## 1488 3 0 No No
## 1489 4 0 No No
## 1490 4 0 No Yes
## 1491 5 0 No No
## 1492 7 1 Yes Yes
## 1493 6 0 No No
## 1494 6 1 No No
## 1495 6 0 No No
## 1496 4 0 No No
## 1497 4 0 No No
## 1498 6 0 No No
## 1499 4 0 No No
## 1500 3 0 No No
## 1501 3 0 No Yes
## 1502 4 0 No No
## 1503 6 1 No No
## 1504 4 0 No No
## 1505 2 0 No No
## 1506 4 0 No No
## 1507 6 1 No No
## 1508 5 0 No No
## 1509 5 0 Yes Yes
## 1510 4 1 No No
## 1511 3 0 No No
## 1512 5 0 No No
## 1513 3 0 No No
## 1514 5 0 Yes Yes
## 1515 6 1 No No
## 1516 3 1 No No
## 1517 2 0 No No
## 1518 4 1 No Yes
## 1519 6 0 No No
## 1520 6 0 No No
## 1521 4 1 No No
## 1522 5 0 No Yes
## 1523 3 0 No No
## 1524 5 0 No No
## 1525 3 0 No No
## 1526 4 0 No No
## 1527 5 1 No No
## 1528 5 0 No No
## 1529 2 0 No No
## 1530 4 0 No No
## 1531 5 0 No No
## 1532 5 0 No No
## 1533 5 0 No No
## 1534 8 0 No No
## 1535 6 0 No No
## 1536 5 0 Yes No
## 1537 7 1 No No
## 1538 4 0 No No
## 1539 5 0 No No
## 1540 7 1 Yes No
## 1541 4 0 No No
## 1542 4 0 No No
## 1543 3 0 No No
## 1544 4 0 No No
## 1545 8 0 No No
## 1546 3 0 Yes Yes
## 1547 2 1 No No
## 1548 4 1 Yes Yes
## 1549 3 0 No No
## 1550 4 1 No No
## 1551 7 0 No No
## 1552 6 0 No No
## 1553 2 0 No No
## 1554 3 0 Yes Yes
## 1555 5 0 Yes No
## 1556 9 1 No Yes
## 1557 6 0 Yes Yes
## 1558 7 0 No No
## 1559 5 0 No No
## 1560 3 1 No No
## 1561 4 0 No No
## 1562 7 0 No No
## 1563 4 0 No No
## 1564 7 0 No No
## 1565 5 0 No No
## 1566 2 0 No No
## 1567 3 1 Yes Yes
## 1568 5 0 Yes Yes
## 1569 5 0 No Yes
## 1570 5 0 No No
## 1571 5 0 No Yes
## 1572 6 0 Yes Yes
## 1573 5 0 Yes No
## 1574 4 1 No No
## 1575 7 0 No No
## 1576 3 0 No No
## 1577 4 0 No No
## 1578 4 0 No No
## 1579 6 1 No No
## 1580 3 1 Yes No
## 1581 5 1 Yes No
## 1582 6 0 No No
## 1583 4 0 No No
## 1584 6 0 No No
## 1585 3 0 No No
## 1586 2 1 Yes No
## 1587 4 0 Yes Yes
## 1588 3 0 No No
## 1589 5 1 Yes No
## 1590 4 0 Yes Yes
## 1591 5 0 Yes No
## 1592 3 0 No No
## 1593 5 0 Yes No
## 1594 8 0 No No
## 1595 5 1 No Yes
## 1596 5 0 No No
## 1597 3 0 No No
## 1598 6 0 No No
## 1599 5 1 No No
## 1600 3 0 No No
## 1601 7 0 No No
## 1602 4 1 No No
## 1603 5 0 No No
## 1604 6 0 No No
## 1605 7 0 No No
## 1606 4 0 No No
## 1607 2 0 No No
## 1608 8 1 No No
## 1609 6 0 Yes Yes
## 1610 3 1 No No
## 1611 5 0 Yes No
## 1612 6 1 No Yes
## 1613 6 0 No Yes
## 1614 4 0 Yes No
## 1615 4 0 No No
## 1616 5 0 No No
## 1617 2 0 No No
## 1618 7 1 No No
## 1619 4 0 No No
## 1620 6 0 No No
## 1621 4 1 No No
## 1622 4 1 No No
## 1623 9 0 No No
## 1624 3 0 No Yes
## 1625 6 1 No No
## 1626 3 1 No No
## 1627 3 0 No No
## 1628 3 0 No No
## 1629 4 1 No No
## 1630 5 0 Yes No
## 1631 4 1 No No
## 1632 3 0 No No
## 1633 7 0 No No
## 1634 3 0 Yes No
## 1635 5 0 No No
## 1636 5 0 No No
## 1637 4 0 Yes Yes
## 1638 5 0 No Yes
## 1639 4 0 No No
## 1640 4 0 Yes No
## 1641 6 0 No No
## 1642 4 0 No No
## 1643 7 0 No No
## 1644 9 0 No No
## 1645 7 0 No No
## 1646 3 0 Yes No
## 1647 3 1 No No
## 1648 5 1 Yes No
## 1649 5 0 No No
## 1650 4 1 No No
## 1651 4 1 Yes No
## 1652 3 0 Yes Yes
## 1653 7 1 Yes No
## 1654 5 1 No No
## 1655 5 1 Yes Yes
## 1656 7 1 No No
## 1657 3 0 No No
## 1658 4 0 No No
## 1659 6 0 No Yes
## 1660 3 0 No No
## 1661 5 0 No No
## 1662 4 0 No No
## 1663 6 0 Yes No
## 1664 3 0 No No
## 1665 4 0 Yes No
## 1666 5 0 No No
## 1667 6 0 No No
## 1668 5 0 No No
## 1669 9 0 No No
## 1670 5 1 No No
## 1671 8 1 No No
## 1672 8 0 No Yes
## 1673 5 0 No Yes
## 1674 3 0 No No
## 1675 3 0 Yes No
## 1676 7 1 No No
## 1677 7 0 No No
## 1678 3 1 No No
## 1679 7 0 Yes Yes
## 1680 4 0 No No
## 1681 8 0 No No
## 1682 7 0 No No
## 1683 3 0 No No
## 1684 4 0 Yes No
## 1685 6 1 No Yes
## 1686 5 1 Yes No
## 1687 6 0 No Yes
## 1688 4 1 No No
## 1689 8 0 No No
## 1690 5 0 No No
## 1691 6 1 No Yes
## 1692 5 0 No Yes
## 1693 6 0 Yes No
## 1694 2 0 Yes No
## 1695 5 0 No No
## 1696 5 0 No No
## 1697 2 1 No No
## 1698 5 0 No No
## 1699 4 0 No No
## 1700 3 0 No No
## 1701 6 1 No No
## 1702 6 0 No No
## 1703 2 0 No No
## 1704 5 1 No No
## 1705 3 1 No Yes
## 1706 8 0 No No
## 1707 6 0 No No
## 1708 4 0 No No
## 1709 3 1 No No
## 1710 6 1 No No
## 1711 4 0 No Yes
## 1712 4 0 No No
## 1713 4 0 No Yes
## 1714 4 0 No No
## 1715 2 0 No No
## 1716 6 1 No No
## 1717 3 0 No No
## 1718 5 1 Yes Yes
## 1719 3 0 No No
## 1720 3 0 Yes No
## 1721 2 0 No No
## 1722 2 1 Yes Yes
## 1723 3 1 Yes Yes
## 1724 6 0 Yes No
## 1725 4 0 Yes No
## 1726 3 0 No No
## 1727 6 0 Yes Yes
## 1728 4 0 No No
## 1729 6 0 No No
## 1730 7 0 No No
## 1731 4 0 No No
## 1732 5 0 No No
## 1733 3 0 No Yes
## 1734 5 0 No No
## 1735 4 1 No No
## 1736 6 0 No No
## 1737 8 1 No No
## 1738 7 0 No No
## 1739 8 0 Yes No
## 1740 2 0 No No
## 1741 7 0 No No
## 1742 3 0 No No
## 1743 3 0 No No
## 1744 4 0 No No
## 1745 6 1 No No
## 1746 4 0 No Yes
## 1747 2 0 No No
## 1748 5 0 Yes Yes
## 1749 4 0 Yes No
## 1750 4 1 No Yes
## 1751 5 0 No No
## 1752 5 0 No No
## 1753 5 1 No No
## 1754 7 0 No No
## 1755 4 1 Yes Yes
## 1756 5 1 No No
## 1757 3 0 No No
## 1758 7 0 No No
## 1759 6 0 No No
## 1760 2 0 Yes No
## 1761 3 0 Yes Yes
## 1762 7 1 No No
## 1763 5 1 Yes No
## 1764 3 0 No No
## 1765 5 0 Yes No
## 1766 6 1 No No
## 1767 4 0 No No
## 1768 4 0 No No
## 1769 3 0 No No
## 1770 5 0 No No
## 1771 4 1 No No
## 1772 4 0 No Yes
## 1773 8 0 Yes No
## 1774 4 0 No No
## 1775 5 0 No No
## 1776 8 0 No No
## 1777 4 0 No No
## 1778 4 1 Yes No
## 1779 4 0 Yes No
## 1780 6 0 Yes No
## 1781 3 0 Yes No
## 1782 5 1 No No
## 1783 4 0 No No
## 1784 9 0 No No
## 1785 4 0 No No
## 1786 2 0 No Yes
## 1787 4 0 No No
## 1788 5 0 No No
## 1789 3 0 No No
## 1790 3 1 No No
## 1791 4 0 No No
## 1792 5 0 No No
## 1793 3 0 Yes Yes
## 1794 3 0 Yes Yes
## 1795 5 0 Yes Yes
## 1796 4 0 No No
## 1797 3 0 No No
## 1798 3 1 No No
## 1799 3 0 Yes No
## 1800 3 0 Yes Yes
## 1801 3 1 No No
## 1802 4 0 No No
## 1803 6 0 No No
## 1804 5 0 No Yes
## 1805 5 0 No No
## 1806 4 0 No No
## 1807 4 0 No No
## 1808 3 0 No No
## 1809 4 1 No No
## 1810 6 1 No No
## 1811 4 0 No No
## 1812 8 0 No No
## 1813 6 0 No Yes
## 1814 4 0 No Yes
## 1815 5 0 Yes No
## 1816 3 1 No No
## 1817 3 0 Yes No
## 1818 7 0 Yes No
## 1819 8 0 No No
## 1820 3 0 No Yes
## 1821 5 0 No No
## 1822 5 1 No Yes
## 1823 5 0 No No
## 1824 6 0 Yes No
## 1825 4 1 Yes No
## 1826 6 0 No No
## 1827 6 0 No No
## 1828 5 1 Yes No
## 1829 3 0 No No
## 1830 4 1 No Yes
## 1831 6 0 Yes No
## 1832 4 1 No No
## 1833 5 0 No No
## 1834 5 0 No No
## 1835 4 0 Yes No
## 1836 5 0 No No
## 1837 4 0 No No
## 1838 5 0 No Yes
## 1839 4 1 No Yes
## 1840 3 0 No Yes
## 1841 8 0 No No
## 1842 3 0 No Yes
## 1843 4 1 Yes No
## 1844 4 0 No No
## 1845 5 1 No No
## 1846 5 0 No No
## 1847 4 0 No No
## 1848 3 0 No No
## 1849 7 1 No No
## 1850 7 0 No No
## 1851 5 0 No No
## 1852 6 0 No No
## 1853 6 1 No No
## 1854 5 0 No No
## 1855 5 0 Yes No
## 1856 4 0 Yes No
## 1857 3 0 Yes No
## 1858 4 0 No No
## 1859 3 1 No No
## 1860 3 1 No No
## 1861 8 0 No No
## 1862 5 0 Yes No
## 1863 5 0 No No
## 1864 5 0 No No
## 1865 6 1 No No
## 1866 6 0 No Yes
## 1867 7 1 No No
## 1868 5 0 No No
## 1869 5 0 No Yes
## 1870 2 0 Yes Yes
## 1871 3 0 Yes No
## 1872 4 0 Yes Yes
## 1873 7 0 No No
## 1874 3 0 No No
## 1875 3 0 No No
## 1876 5 0 No Yes
## 1877 4 1 Yes Yes
## 1878 7 0 Yes No
## 1879 4 0 No No
## 1880 2 0 No No
## 1881 4 1 No No
## 1882 4 0 No No
## 1883 9 1 No Yes
## 1884 4 0 No No
## 1885 4 0 No No
## 1886 3 0 No No
## 1887 6 0 No No
## 1888 5 0 No No
## 1889 5 1 No No
## 1890 6 0 No No
## 1891 5 0 No No
## 1892 7 1 No No
## 1893 5 0 No No
## 1894 4 1 No No
## 1895 4 1 No No
## 1896 3 0 No No
## 1897 3 0 No Yes
## 1898 4 0 Yes No
## 1899 4 1 Yes No
## 1900 4 1 No No
## 1901 3 1 No No
## 1902 4 1 No No
## 1903 2 0 No No
## 1904 4 0 No Yes
## 1905 7 0 Yes No
## 1906 4 1 Yes No
## 1907 6 0 Yes Yes
## 1908 5 0 Yes No
## 1909 4 0 No No
## 1910 4 1 No No
## 1911 7 0 No No
## 1912 6 1 Yes No
## 1913 4 0 No No
## 1914 5 0 No No
## 1915 6 0 No No
## 1916 5 0 No No
## 1917 6 1 No No
## 1918 4 0 No No
## 1919 3 0 No Yes
## 1920 6 0 No No
## 1921 5 0 No No
## 1922 5 0 No No
## 1923 4 0 No No
## 1924 3 0 No No
## 1925 3 1 No No
## 1926 5 0 No No
## 1927 5 0 No Yes
## 1928 4 0 No No
## 1929 7 0 Yes Yes
## 1930 7 1 No No
## 1931 7 0 No No
## 1932 4 1 No No
## 1933 4 1 No No
## 1934 4 1 Yes No
## 1935 3 1 Yes Yes
## 1936 6 0 Yes No
## 1937 7 0 Yes Yes
## 1938 5 0 Yes Yes
## 1939 4 0 No Yes
## 1940 8 0 No No
## 1941 5 0 Yes Yes
## 1942 3 0 No No
## 1943 5 0 No No
## 1944 2 0 No No
## 1945 4 1 Yes Yes
## 1946 4 1 No Yes
## 1947 7 0 Yes Yes
## 1948 2 0 Yes No
## 1949 6 0 Yes No
## 1950 6 0 No No
## 1951 6 0 No Yes
## 1952 4 0 No No
## 1953 4 0 Yes Yes
## 1954 7 0 No No
## 1955 6 1 No No
## 1956 4 0 No No
## 1957 3 1 No Yes
## 1958 7 0 No No
## 1959 3 1 No No
## 1960 6 0 No No
## 1961 6 0 No No
## 1962 3 0 No No
## 1963 7 0 No No
## 1964 4 0 No No
## 1965 4 0 No No
## 1966 3 0 No No
## 1967 3 0 Yes No
## 1968 3 1 No No
## 1969 5 1 No No
## 1970 4 1 No No
## 1971 4 0 No No
## 1972 5 0 No No
## 1973 5 1 No No
## 1974 3 0 No Yes
## 1975 6 0 Yes No
## 1976 9 0 No Yes
## 1977 6 0 No No
## 1978 6 0 No Yes
## 1979 5 0 No No
## 1980 4 1 No No
## 1981 5 1 No No
## 1982 3 0 No No
## 1983 4 0 Yes Yes
## 1984 5 1 No Yes
## 1985 6 1 No No
## 1986 6 0 Yes Yes
## 1987 4 0 No No
## TravelInsurance
## 1 0
## 2 0
## 3 1
## 4 0
## 5 0
## 6 0
## 7 0
## 8 1
## 9 1
## 10 0
## 11 0
## 12 1
## 13 1
## 14 1
## 15 0
## 16 0
## 17 0
## 18 1
## 19 1
## 20 1
## 21 0
## 22 1
## 23 0
## 24 1
## 25 0
## 26 0
## 27 1
## 28 0
## 29 0
## 30 0
## 31 0
## 32 0
## 33 1
## 34 0
## 35 1
## 36 0
## 37 0
## 38 0
## 39 0
## 40 1
## 41 1
## 42 0
## 43 1
## 44 1
## 45 1
## 46 1
## 47 1
## 48 0
## 49 0
## 50 1
## 51 0
## 52 0
## 53 0
## 54 0
## 55 0
## 56 0
## 57 1
## 58 1
## 59 1
## 60 1
## 61 0
## 62 1
## 63 0
## 64 0
## 65 1
## 66 0
## 67 0
## 68 1
## 69 0
## 70 0
## 71 0
## 72 0
## 73 0
## 74 0
## 75 0
## 76 0
## 77 1
## 78 0
## 79 1
## 80 0
## 81 0
## 82 0
## 83 0
## 84 1
## 85 0
## 86 1
## 87 0
## 88 0
## 89 0
## 90 0
## 91 0
## 92 0
## 93 0
## 94 1
## 95 0
## 96 1
## 97 0
## 98 0
## 99 0
## 100 0
## 101 1
## 102 1
## 103 0
## 104 1
## 105 0
## 106 0
## 107 0
## 108 0
## 109 1
## 110 1
## 111 0
## 112 0
## 113 0
## 114 0
## 115 0
## 116 0
## 117 1
## 118 0
## 119 1
## 120 0
## 121 0
## 122 1
## 123 0
## 124 0
## 125 0
## 126 1
## 127 0
## 128 0
## 129 1
## 130 0
## 131 0
## 132 0
## 133 0
## 134 1
## 135 0
## 136 1
## 137 1
## 138 0
## 139 0
## 140 1
## 141 0
## 142 0
## 143 0
## 144 0
## 145 0
## 146 0
## 147 1
## 148 0
## 149 1
## 150 0
## 151 1
## 152 1
## 153 0
## 154 0
## 155 0
## 156 1
## 157 0
## 158 0
## 159 1
## 160 0
## 161 1
## 162 1
## 163 1
## 164 0
## 165 0
## 166 0
## 167 0
## 168 0
## 169 0
## 170 0
## 171 1
## 172 0
## 173 0
## 174 1
## 175 1
## 176 0
## 177 1
## 178 0
## 179 0
## 180 0
## 181 0
## 182 0
## 183 1
## 184 0
## 185 0
## 186 1
## 187 1
## 188 0
## 189 0
## 190 1
## 191 0
## 192 0
## 193 0
## 194 0
## 195 0
## 196 1
## 197 1
## 198 0
## 199 1
## 200 1
## 201 1
## 202 1
## 203 1
## 204 0
## 205 0
## 206 0
## 207 1
## 208 0
## 209 1
## 210 0
## 211 0
## 212 0
## 213 0
## 214 1
## 215 0
## 216 0
## 217 1
## 218 0
## 219 0
## 220 0
## 221 0
## 222 0
## 223 0
## 224 0
## 225 0
## 226 0
## 227 1
## 228 0
## 229 0
## 230 0
## 231 0
## 232 0
## 233 0
## 234 0
## 235 0
## 236 0
## 237 1
## 238 0
## 239 0
## 240 0
## 241 0
## 242 1
## 243 0
## 244 0
## 245 0
## 246 0
## 247 0
## 248 1
## 249 1
## 250 0
## 251 1
## 252 0
## 253 1
## 254 1
## 255 0
## 256 1
## 257 1
## 258 1
## 259 0
## 260 1
## 261 1
## 262 1
## 263 0
## 264 0
## 265 0
## 266 0
## 267 0
## 268 1
## 269 1
## 270 0
## 271 1
## 272 0
## 273 0
## 274 1
## 275 1
## 276 1
## 277 0
## 278 0
## 279 1
## 280 0
## 281 0
## 282 0
## 283 1
## 284 0
## 285 1
## 286 0
## 287 0
## 288 0
## 289 0
## 290 0
## 291 0
## 292 0
## 293 0
## 294 1
## 295 0
## 296 0
## 297 0
## 298 1
## 299 1
## 300 0
## 301 1
## 302 0
## 303 1
## 304 0
## 305 0
## 306 0
## 307 1
## 308 0
## 309 0
## 310 1
## 311 0
## 312 1
## 313 0
## 314 1
## 315 1
## 316 0
## 317 0
## 318 1
## 319 1
## 320 1
## 321 0
## 322 0
## 323 0
## 324 1
## 325 0
## 326 0
## 327 0
## 328 0
## 329 1
## 330 0
## 331 0
## 332 1
## 333 1
## 334 0
## 335 1
## 336 1
## 337 0
## 338 0
## 339 0
## 340 0
## 341 0
## 342 0
## 343 1
## 344 0
## 345 0
## 346 0
## 347 1
## 348 0
## 349 0
## 350 0
## 351 0
## 352 0
## 353 1
## 354 0
## 355 1
## 356 1
## 357 0
## 358 0
## 359 0
## 360 0
## 361 0
## 362 1
## 363 0
## 364 0
## 365 0
## 366 1
## 367 0
## 368 0
## 369 1
## 370 0
## 371 1
## 372 0
## 373 0
## 374 0
## 375 0
## 376 0
## 377 0
## 378 1
## 379 1
## 380 1
## 381 0
## 382 0
## 383 1
## 384 0
## 385 0
## 386 0
## 387 1
## 388 0
## 389 0
## 390 1
## 391 1
## 392 1
## 393 1
## 394 0
## 395 1
## 396 0
## 397 1
## 398 0
## 399 0
## 400 0
## 401 0
## 402 0
## 403 0
## 404 0
## 405 1
## 406 0
## 407 1
## 408 1
## 409 0
## 410 0
## 411 0
## 412 0
## 413 0
## 414 1
## 415 1
## 416 0
## 417 1
## 418 1
## 419 0
## 420 0
## 421 0
## 422 0
## 423 1
## 424 1
## 425 1
## 426 0
## 427 0
## 428 1
## 429 0
## 430 0
## 431 1
## 432 0
## 433 0
## 434 0
## 435 1
## 436 1
## 437 0
## 438 0
## 439 0
## 440 0
## 441 1
## 442 1
## 443 0
## 444 1
## 445 1
## 446 0
## 447 0
## 448 0
## 449 1
## 450 1
## 451 0
## 452 0
## 453 1
## 454 0
## 455 0
## 456 0
## 457 1
## 458 0
## 459 0
## 460 1
## 461 1
## 462 1
## 463 0
## 464 0
## 465 1
## 466 1
## 467 0
## 468 0
## 469 0
## 470 1
## 471 0
## 472 0
## 473 0
## 474 1
## 475 0
## 476 1
## 477 1
## 478 1
## 479 0
## 480 0
## 481 1
## 482 0
## 483 0
## 484 0
## 485 1
## 486 0
## 487 0
## 488 1
## 489 0
## 490 0
## 491 0
## 492 1
## 493 0
## 494 0
## 495 0
## 496 0
## 497 0
## 498 1
## 499 0
## 500 0
## 501 1
## 502 0
## 503 1
## 504 0
## 505 0
## 506 0
## 507 0
## 508 0
## 509 1
## 510 1
## 511 0
## 512 0
## 513 0
## 514 0
## 515 1
## 516 0
## 517 0
## 518 1
## 519 1
## 520 1
## 521 0
## 522 0
## 523 1
## 524 0
## 525 0
## 526 0
## 527 0
## 528 0
## 529 0
## 530 0
## 531 0
## 532 0
## 533 1
## 534 0
## 535 1
## 536 1
## 537 0
## 538 1
## 539 0
## 540 0
## 541 1
## 542 0
## 543 0
## 544 0
## 545 0
## 546 0
## 547 0
## 548 1
## 549 0
## 550 0
## 551 0
## 552 1
## 553 0
## 554 0
## 555 0
## 556 0
## 557 0
## 558 0
## 559 0
## 560 1
## 561 1
## 562 0
## 563 0
## 564 1
## 565 0
## 566 0
## 567 0
## 568 1
## 569 0
## 570 0
## 571 0
## 572 0
## 573 0
## 574 0
## 575 0
## 576 1
## 577 1
## 578 1
## 579 0
## 580 0
## 581 0
## 582 0
## 583 0
## 584 1
## 585 0
## 586 1
## 587 0
## 588 1
## 589 1
## 590 1
## 591 0
## 592 0
## 593 1
## 594 0
## 595 0
## 596 0
## 597 1
## 598 0
## 599 1
## 600 0
## 601 1
## 602 0
## 603 1
## 604 1
## 605 0
## 606 1
## 607 0
## 608 0
## 609 1
## 610 1
## 611 0
## 612 0
## 613 0
## 614 0
## 615 0
## 616 0
## 617 0
## 618 1
## 619 1
## 620 1
## 621 0
## 622 0
## 623 0
## 624 0
## 625 0
## 626 0
## 627 0
## 628 0
## 629 0
## 630 0
## 631 0
## 632 1
## 633 0
## 634 0
## 635 0
## 636 0
## 637 1
## 638 0
## 639 1
## 640 0
## 641 0
## 642 0
## 643 0
## 644 0
## 645 0
## 646 0
## 647 0
## 648 1
## 649 0
## 650 0
## 651 1
## 652 1
## 653 1
## 654 0
## 655 0
## 656 0
## 657 0
## 658 1
## 659 1
## 660 0
## 661 0
## 662 0
## 663 0
## 664 1
## 665 1
## 666 0
## 667 0
## 668 0
## 669 0
## 670 0
## 671 0
## 672 0
## 673 0
## 674 1
## 675 0
## 676 0
## 677 0
## 678 0
## 679 1
## 680 0
## 681 1
## 682 0
## 683 1
## 684 0
## 685 0
## 686 1
## 687 1
## 688 0
## 689 0
## 690 0
## 691 0
## 692 0
## 693 0
## 694 0
## 695 1
## 696 0
## 697 0
## 698 1
## 699 1
## 700 0
## 701 1
## 702 1
## 703 0
## 704 0
## 705 1
## 706 0
## 707 0
## 708 0
## 709 0
## 710 1
## 711 1
## 712 1
## 713 1
## 714 1
## 715 0
## 716 0
## 717 1
## 718 0
## 719 0
## 720 0
## 721 0
## 722 0
## 723 1
## 724 0
## 725 0
## 726 1
## 727 1
## 728 1
## 729 0
## 730 0
## 731 1
## 732 0
## 733 0
## 734 0
## 735 1
## 736 0
## 737 0
## 738 1
## 739 0
## 740 1
## 741 1
## 742 1
## 743 1
## 744 0
## 745 0
## 746 0
## 747 0
## 748 1
## 749 0
## 750 1
## 751 0
## 752 1
## 753 1
## 754 0
## 755 0
## 756 0
## 757 0
## 758 0
## 759 1
## 760 1
## 761 0
## 762 1
## 763 0
## 764 0
## 765 0
## 766 0
## 767 0
## 768 0
## 769 1
## 770 0
## 771 0
## 772 1
## 773 0
## 774 0
## 775 0
## 776 0
## 777 1
## 778 0
## 779 0
## 780 1
## 781 0
## 782 1
## 783 0
## 784 0
## 785 1
## 786 0
## 787 0
## 788 0
## 789 0
## 790 1
## 791 1
## 792 1
## 793 0
## 794 1
## 795 0
## 796 0
## 797 0
## 798 0
## 799 1
## 800 0
## 801 0
## 802 1
## 803 1
## 804 0
## 805 0
## 806 0
## 807 0
## 808 1
## 809 1
## 810 1
## 811 0
## 812 0
## 813 0
## 814 0
## 815 0
## 816 0
## 817 0
## 818 1
## 819 1
## 820 0
## 821 0
## 822 1
## 823 0
## 824 0
## 825 0
## 826 1
## 827 0
## 828 1
## 829 1
## 830 0
## 831 1
## 832 0
## 833 1
## 834 1
## 835 1
## 836 0
## 837 1
## 838 0
## 839 0
## 840 1
## 841 1
## 842 1
## 843 0
## 844 0
## 845 0
## 846 0
## 847 0
## 848 1
## 849 0
## 850 0
## 851 0
## 852 1
## 853 0
## 854 0
## 855 0
## 856 0
## 857 1
## 858 1
## 859 0
## 860 0
## 861 0
## 862 1
## 863 0
## 864 0
## 865 0
## 866 1
## 867 1
## 868 0
## 869 0
## 870 1
## 871 0
## 872 0
## 873 0
## 874 1
## 875 0
## 876 0
## 877 0
## 878 1
## 879 0
## 880 1
## 881 0
## 882 0
## 883 0
## 884 1
## 885 1
## 886 0
## 887 1
## 888 0
## 889 0
## 890 0
## 891 1
## 892 0
## 893 0
## 894 0
## 895 1
## 896 1
## 897 0
## 898 0
## 899 0
## 900 1
## 901 1
## 902 0
## 903 1
## 904 0
## 905 0
## 906 0
## 907 0
## 908 1
## 909 0
## 910 1
## 911 0
## 912 0
## 913 1
## 914 1
## 915 0
## 916 0
## 917 1
## 918 0
## 919 1
## 920 1
## 921 0
## 922 0
## 923 0
## 924 0
## 925 0
## 926 0
## 927 1
## 928 1
## 929 1
## 930 1
## 931 1
## 932 0
## 933 1
## 934 0
## 935 0
## 936 1
## 937 0
## 938 0
## 939 1
## 940 1
## 941 1
## 942 0
## 943 0
## 944 0
## 945 0
## 946 0
## 947 1
## 948 0
## 949 0
## 950 1
## 951 0
## 952 1
## 953 1
## 954 0
## 955 0
## 956 1
## 957 1
## 958 0
## 959 0
## 960 0
## 961 1
## 962 0
## 963 0
## 964 1
## 965 1
## 966 0
## 967 1
## 968 0
## 969 0
## 970 0
## 971 0
## 972 1
## 973 0
## 974 1
## 975 1
## 976 1
## 977 0
## 978 1
## 979 0
## 980 0
## 981 0
## 982 0
## 983 0
## 984 1
## 985 0
## 986 1
## 987 1
## 988 1
## 989 0
## 990 1
## 991 1
## 992 1
## 993 0
## 994 0
## 995 0
## 996 0
## 997 1
## 998 0
## 999 1
## 1000 1
## 1001 0
## 1002 1
## 1003 0
## 1004 0
## 1005 0
## 1006 0
## 1007 0
## 1008 1
## 1009 1
## 1010 1
## 1011 0
## 1012 1
## 1013 0
## 1014 0
## 1015 1
## 1016 1
## 1017 0
## 1018 0
## 1019 0
## 1020 1
## 1021 0
## 1022 1
## 1023 0
## 1024 1
## 1025 1
## 1026 1
## 1027 0
## 1028 0
## 1029 0
## 1030 0
## 1031 0
## 1032 0
## 1033 1
## 1034 0
## 1035 1
## 1036 0
## 1037 0
## 1038 1
## 1039 1
## 1040 0
## 1041 1
## 1042 0
## 1043 0
## 1044 0
## 1045 1
## 1046 0
## 1047 0
## 1048 1
## 1049 0
## 1050 0
## 1051 0
## 1052 0
## 1053 0
## 1054 1
## 1055 0
## 1056 1
## 1057 0
## 1058 0
## 1059 0
## 1060 0
## 1061 0
## 1062 0
## 1063 0
## 1064 0
## 1065 0
## 1066 0
## 1067 1
## 1068 1
## 1069 1
## 1070 0
## 1071 0
## 1072 0
## 1073 0
## 1074 0
## 1075 0
## 1076 0
## 1077 1
## 1078 0
## 1079 0
## 1080 0
## 1081 0
## 1082 1
## 1083 0
## 1084 0
## 1085 0
## 1086 0
## 1087 0
## 1088 0
## 1089 0
## 1090 0
## 1091 0
## 1092 1
## 1093 1
## 1094 1
## 1095 0
## 1096 1
## 1097 1
## 1098 0
## 1099 0
## 1100 1
## 1101 1
## 1102 0
## 1103 0
## 1104 0
## 1105 0
## 1106 1
## 1107 0
## 1108 1
## 1109 1
## 1110 1
## 1111 0
## 1112 0
## 1113 0
## 1114 0
## 1115 0
## 1116 0
## 1117 1
## 1118 0
## 1119 0
## 1120 0
## 1121 0
## 1122 1
## 1123 1
## 1124 1
## 1125 0
## 1126 0
## 1127 0
## 1128 0
## 1129 0
## 1130 1
## 1131 0
## 1132 0
## 1133 1
## 1134 1
## 1135 1
## 1136 1
## 1137 1
## 1138 0
## 1139 0
## 1140 0
## 1141 0
## 1142 0
## 1143 0
## 1144 0
## 1145 0
## 1146 0
## 1147 0
## 1148 1
## 1149 0
## 1150 1
## 1151 1
## 1152 1
## 1153 0
## 1154 0
## 1155 0
## 1156 1
## 1157 1
## 1158 1
## 1159 0
## 1160 0
## 1161 0
## 1162 1
## 1163 1
## 1164 0
## 1165 1
## 1166 1
## 1167 0
## 1168 0
## 1169 0
## 1170 1
## 1171 0
## 1172 0
## 1173 1
## 1174 1
## 1175 0
## 1176 0
## 1177 0
## 1178 0
## 1179 1
## 1180 0
## 1181 0
## 1182 0
## 1183 0
## 1184 0
## 1185 0
## 1186 0
## 1187 0
## 1188 0
## 1189 0
## 1190 0
## 1191 0
## 1192 0
## 1193 1
## 1194 0
## 1195 1
## 1196 0
## 1197 0
## 1198 1
## 1199 0
## 1200 0
## 1201 1
## 1202 0
## 1203 1
## 1204 0
## 1205 1
## 1206 0
## 1207 1
## 1208 0
## 1209 0
## 1210 1
## 1211 1
## 1212 1
## 1213 0
## 1214 1
## 1215 0
## 1216 1
## 1217 1
## 1218 0
## 1219 0
## 1220 1
## 1221 0
## 1222 0
## 1223 0
## 1224 0
## 1225 1
## 1226 0
## 1227 1
## 1228 0
## 1229 0
## 1230 1
## 1231 1
## 1232 1
## 1233 0
## 1234 0
## 1235 0
## 1236 0
## 1237 0
## 1238 0
## 1239 1
## 1240 1
## 1241 0
## 1242 1
## 1243 0
## 1244 1
## 1245 0
## 1246 1
## 1247 0
## 1248 0
## 1249 0
## 1250 0
## 1251 0
## 1252 1
## 1253 0
## 1254 1
## 1255 1
## 1256 0
## 1257 1
## 1258 0
## 1259 1
## 1260 1
## 1261 0
## 1262 1
## 1263 1
## 1264 0
## 1265 0
## 1266 0
## 1267 1
## 1268 1
## 1269 1
## 1270 0
## 1271 0
## 1272 1
## 1273 1
## 1274 0
## 1275 0
## 1276 0
## 1277 1
## 1278 1
## 1279 1
## 1280 1
## 1281 1
## 1282 0
## 1283 1
## 1284 0
## 1285 0
## 1286 0
## 1287 0
## 1288 0
## 1289 0
## 1290 0
## 1291 1
## 1292 1
## 1293 0
## 1294 0
## 1295 0
## 1296 1
## 1297 0
## 1298 0
## 1299 1
## 1300 0
## 1301 0
## 1302 0
## 1303 1
## 1304 0
## 1305 1
## 1306 1
## 1307 0
## 1308 0
## 1309 0
## 1310 1
## 1311 1
## 1312 1
## 1313 0
## 1314 0
## 1315 1
## 1316 0
## 1317 1
## 1318 1
## 1319 1
## 1320 0
## 1321 1
## 1322 0
## 1323 1
## 1324 0
## 1325 1
## 1326 1
## 1327 0
## 1328 0
## 1329 0
## 1330 1
## 1331 0
## 1332 1
## 1333 0
## 1334 0
## 1335 1
## 1336 0
## 1337 0
## 1338 0
## 1339 1
## 1340 1
## 1341 1
## 1342 0
## 1343 1
## 1344 1
## 1345 1
## 1346 0
## 1347 0
## 1348 0
## 1349 0
## 1350 1
## 1351 1
## 1352 0
## 1353 0
## 1354 0
## 1355 1
## 1356 1
## 1357 0
## 1358 0
## 1359 1
## 1360 1
## 1361 0
## 1362 1
## 1363 1
## 1364 0
## 1365 0
## 1366 0
## 1367 0
## 1368 1
## 1369 1
## 1370 0
## 1371 0
## 1372 1
## 1373 1
## 1374 0
## 1375 0
## 1376 1
## 1377 0
## 1378 1
## 1379 0
## 1380 0
## 1381 1
## 1382 1
## 1383 1
## 1384 1
## 1385 0
## 1386 0
## 1387 0
## 1388 1
## 1389 0
## 1390 1
## 1391 0
## 1392 0
## 1393 1
## 1394 0
## 1395 0
## 1396 0
## 1397 0
## 1398 0
## 1399 1
## 1400 0
## 1401 0
## 1402 0
## 1403 0
## 1404 1
## 1405 1
## 1406 0
## 1407 0
## 1408 0
## 1409 1
## 1410 1
## 1411 0
## 1412 1
## 1413 1
## 1414 0
## 1415 0
## 1416 1
## 1417 0
## 1418 0
## 1419 1
## 1420 0
## 1421 0
## 1422 1
## 1423 0
## 1424 0
## 1425 0
## 1426 0
## 1427 0
## 1428 1
## 1429 1
## 1430 1
## 1431 1
## 1432 1
## 1433 1
## 1434 1
## 1435 0
## 1436 1
## 1437 0
## 1438 1
## 1439 0
## 1440 1
## 1441 0
## 1442 0
## 1443 0
## 1444 1
## 1445 0
## 1446 0
## 1447 1
## 1448 0
## 1449 0
## 1450 0
## 1451 1
## 1452 0
## 1453 1
## 1454 0
## 1455 0
## 1456 1
## 1457 1
## 1458 1
## 1459 0
## 1460 1
## 1461 0
## 1462 0
## 1463 0
## 1464 0
## 1465 0
## 1466 0
## 1467 0
## 1468 0
## 1469 0
## 1470 0
## 1471 0
## 1472 1
## 1473 0
## 1474 0
## 1475 0
## 1476 0
## 1477 1
## 1478 0
## 1479 0
## 1480 1
## 1481 0
## 1482 1
## 1483 0
## 1484 0
## 1485 0
## 1486 0
## 1487 0
## 1488 0
## 1489 0
## 1490 1
## 1491 0
## 1492 1
## 1493 0
## 1494 0
## 1495 1
## 1496 1
## 1497 0
## 1498 1
## 1499 0
## 1500 0
## 1501 1
## 1502 0
## 1503 0
## 1504 0
## 1505 0
## 1506 0
## 1507 0
## 1508 0
## 1509 1
## 1510 0
## 1511 0
## 1512 0
## 1513 0
## 1514 1
## 1515 1
## 1516 0
## 1517 0
## 1518 1
## 1519 1
## 1520 1
## 1521 0
## 1522 1
## 1523 0
## 1524 0
## 1525 0
## 1526 0
## 1527 1
## 1528 1
## 1529 0
## 1530 1
## 1531 0
## 1532 0
## 1533 0
## 1534 1
## 1535 1
## 1536 1
## 1537 0
## 1538 1
## 1539 0
## 1540 1
## 1541 0
## 1542 0
## 1543 0
## 1544 0
## 1545 0
## 1546 1
## 1547 0
## 1548 1
## 1549 0
## 1550 0
## 1551 0
## 1552 0
## 1553 1
## 1554 1
## 1555 0
## 1556 1
## 1557 1
## 1558 0
## 1559 0
## 1560 0
## 1561 0
## 1562 0
## 1563 1
## 1564 0
## 1565 0
## 1566 0
## 1567 1
## 1568 1
## 1569 0
## 1570 0
## 1571 0
## 1572 1
## 1573 0
## 1574 0
## 1575 0
## 1576 0
## 1577 1
## 1578 0
## 1579 0
## 1580 0
## 1581 0
## 1582 1
## 1583 0
## 1584 0
## 1585 0
## 1586 1
## 1587 1
## 1588 0
## 1589 0
## 1590 1
## 1591 0
## 1592 0
## 1593 1
## 1594 0
## 1595 1
## 1596 0
## 1597 0
## 1598 0
## 1599 0
## 1600 0
## 1601 1
## 1602 0
## 1603 0
## 1604 0
## 1605 0
## 1606 0
## 1607 0
## 1608 1
## 1609 1
## 1610 0
## 1611 0
## 1612 1
## 1613 1
## 1614 0
## 1615 1
## 1616 0
## 1617 1
## 1618 0
## 1619 0
## 1620 0
## 1621 0
## 1622 0
## 1623 1
## 1624 1
## 1625 1
## 1626 1
## 1627 0
## 1628 1
## 1629 0
## 1630 0
## 1631 1
## 1632 0
## 1633 0
## 1634 0
## 1635 0
## 1636 0
## 1637 0
## 1638 1
## 1639 1
## 1640 1
## 1641 0
## 1642 0
## 1643 0
## 1644 0
## 1645 1
## 1646 0
## 1647 1
## 1648 0
## 1649 0
## 1650 0
## 1651 1
## 1652 1
## 1653 1
## 1654 1
## 1655 1
## 1656 0
## 1657 0
## 1658 0
## 1659 0
## 1660 0
## 1661 1
## 1662 0
## 1663 0
## 1664 0
## 1665 0
## 1666 0
## 1667 1
## 1668 0
## 1669 0
## 1670 1
## 1671 1
## 1672 1
## 1673 1
## 1674 0
## 1675 0
## 1676 1
## 1677 1
## 1678 0
## 1679 1
## 1680 0
## 1681 0
## 1682 0
## 1683 0
## 1684 0
## 1685 1
## 1686 0
## 1687 0
## 1688 0
## 1689 0
## 1690 0
## 1691 1
## 1692 1
## 1693 0
## 1694 1
## 1695 0
## 1696 0
## 1697 0
## 1698 0
## 1699 0
## 1700 1
## 1701 0
## 1702 0
## 1703 0
## 1704 0
## 1705 0
## 1706 0
## 1707 0
## 1708 0
## 1709 1
## 1710 0
## 1711 1
## 1712 0
## 1713 1
## 1714 0
## 1715 0
## 1716 0
## 1717 0
## 1718 1
## 1719 1
## 1720 1
## 1721 0
## 1722 1
## 1723 1
## 1724 0
## 1725 1
## 1726 0
## 1727 1
## 1728 0
## 1729 0
## 1730 1
## 1731 0
## 1732 0
## 1733 0
## 1734 0
## 1735 0
## 1736 0
## 1737 1
## 1738 0
## 1739 0
## 1740 0
## 1741 0
## 1742 0
## 1743 0
## 1744 1
## 1745 0
## 1746 0
## 1747 0
## 1748 1
## 1749 0
## 1750 0
## 1751 0
## 1752 0
## 1753 0
## 1754 1
## 1755 1
## 1756 0
## 1757 1
## 1758 0
## 1759 0
## 1760 0
## 1761 1
## 1762 0
## 1763 0
## 1764 0
## 1765 0
## 1766 1
## 1767 0
## 1768 1
## 1769 0
## 1770 0
## 1771 0
## 1772 1
## 1773 0
## 1774 0
## 1775 0
## 1776 1
## 1777 0
## 1778 0
## 1779 0
## 1780 1
## 1781 0
## 1782 0
## 1783 0
## 1784 1
## 1785 1
## 1786 0
## 1787 0
## 1788 0
## 1789 0
## 1790 0
## 1791 0
## 1792 0
## 1793 1
## 1794 1
## 1795 1
## 1796 0
## 1797 0
## 1798 0
## 1799 1
## 1800 1
## 1801 0
## 1802 0
## 1803 0
## 1804 1
## 1805 0
## 1806 0
## 1807 1
## 1808 0
## 1809 0
## 1810 0
## 1811 0
## 1812 0
## 1813 0
## 1814 1
## 1815 1
## 1816 1
## 1817 0
## 1818 1
## 1819 0
## 1820 1
## 1821 0
## 1822 1
## 1823 0
## 1824 1
## 1825 0
## 1826 0
## 1827 0
## 1828 1
## 1829 0
## 1830 1
## 1831 1
## 1832 0
## 1833 0
## 1834 0
## 1835 0
## 1836 0
## 1837 0
## 1838 0
## 1839 0
## 1840 0
## 1841 0
## 1842 0
## 1843 0
## 1844 0
## 1845 0
## 1846 0
## 1847 0
## 1848 1
## 1849 0
## 1850 0
## 1851 0
## 1852 1
## 1853 0
## 1854 0
## 1855 1
## 1856 1
## 1857 0
## 1858 0
## 1859 1
## 1860 0
## 1861 0
## 1862 0
## 1863 0
## 1864 0
## 1865 1
## 1866 1
## 1867 0
## 1868 1
## 1869 1
## 1870 1
## 1871 1
## 1872 1
## 1873 0
## 1874 0
## 1875 0
## 1876 1
## 1877 1
## 1878 0
## 1879 1
## 1880 0
## 1881 1
## 1882 1
## 1883 1
## 1884 0
## 1885 1
## 1886 0
## 1887 0
## 1888 0
## 1889 0
## 1890 0
## 1891 0
## 1892 1
## 1893 0
## 1894 0
## 1895 0
## 1896 0
## 1897 1
## 1898 1
## 1899 0
## 1900 0
## 1901 0
## 1902 0
## 1903 0
## 1904 1
## 1905 0
## 1906 0
## 1907 1
## 1908 1
## 1909 0
## 1910 0
## 1911 0
## 1912 1
## 1913 0
## 1914 0
## 1915 0
## 1916 0
## 1917 0
## 1918 1
## 1919 1
## 1920 0
## 1921 0
## 1922 0
## 1923 0
## 1924 0
## 1925 0
## 1926 0
## 1927 1
## 1928 1
## 1929 1
## 1930 1
## 1931 0
## 1932 0
## 1933 0
## 1934 0
## 1935 0
## 1936 0
## 1937 1
## 1938 0
## 1939 0
## 1940 0
## 1941 0
## 1942 1
## 1943 0
## 1944 0
## 1945 1
## 1946 1
## 1947 1
## 1948 0
## 1949 1
## 1950 1
## 1951 0
## 1952 0
## 1953 1
## 1954 1
## 1955 0
## 1956 0
## 1957 1
## 1958 0
## 1959 0
## 1960 0
## 1961 1
## 1962 0
## 1963 0
## 1964 1
## 1965 0
## 1966 1
## 1967 0
## 1968 0
## 1969 0
## 1970 0
## 1971 1
## 1972 0
## 1973 0
## 1974 1
## 1975 0
## 1976 1
## 1977 0
## 1978 1
## 1979 1
## 1980 0
## 1981 0
## 1982 1
## 1983 1
## 1984 0
## 1985 0
## 1986 1
## 1987 03. Data Wraling
## Rows: 1,987
## Columns: 10
## $ X <int> 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, …
## $ Age <int> 31, 31, 34, 28, 28, 25, 31, 31, 28, 33, 31, 26, 32…
## $ Employment.Type <fct> Government Sector, Private Sector/Self Employed, P…
## $ GraduateOrNot <fct> Yes, Yes, Yes, Yes, Yes, No, Yes, Yes, Yes, Yes, Y…
## $ AnnualIncome <int> 400000, 1250000, 500000, 700000, 700000, 1150000, …
## $ FamilyMembers <int> 6, 7, 4, 3, 8, 4, 4, 3, 6, 3, 9, 5, 6, 6, 3, 7, 4,…
## $ ChronicDiseases <int> 1, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1,…
## $ FrequentFlyer <fct> No, No, No, No, Yes, No, No, Yes, Yes, Yes, No, Ye…
## $ EverTravelledAbroad <fct> No, No, No, No, No, No, No, Yes, Yes, No, No, Yes,…
## $ TravelInsurance <int> 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0,…- Usia: Usia Pelanggan
- Jenis Pekerjaan: Industri tempat pelanggan bekerja
- Lulusan Atau Tidak : Apakah pelanggannya Lulusan Perguruan Tinggi Atau Bukan
- Pendapatan Tahunan: Pendapatan tahunan pelanggan dalam rupee India [dibulatkan ke 50 ribu rupee terdekat]
- Anggota Keluarga: Jumlah orang dalam keluarga pelanggan
- Penyakit Kronis: Apakah pelanggan mempunyai penyakit atau kondisi utama seperti diabetes, tekanan darah tinggi, atau asthama, dll.
- frequent flyer : data yang diperoleh dari riwayat pelanggan yang memesan tiket pesawat minimal empat kali dalam dua tahun terakhir [2017-2019]
- Pernah Bepergian ke Luar Negeri : Apakah Pelanggan pernah bepergian ke Luar Negeri[Tidak Menggunakan Jasa Perusahaan]
- Asuransi Perjalanan : Apakah Pelanggan membeli paket asuransi
perjalanan pada saat penawaran perkenalan yang
diselenggarakan pada tahun 2019 (Baik Pelanggan Membeli Asuransi Perjalanan Atau Tidak; 0: Ya, 1: Tidak)
Ubah tipe data dan hapus data yang tidak diperlukan
travel_ins$TravelInsurance <- factor(travel_ins$TravelInsurance,levels = c(0,1) , labels=c("Yes","No"))
library(dplyr)
travel_ins_clear <- travel_ins %>%
select(-X) %>%
mutate(ChronicDiseases = as.factor(ChronicDiseases))
glimpse(travel_ins_clear)## Rows: 1,987
## Columns: 9
## $ Age <int> 31, 31, 34, 28, 28, 25, 31, 31, 28, 33, 31, 26, 32…
## $ Employment.Type <fct> Government Sector, Private Sector/Self Employed, P…
## $ GraduateOrNot <fct> Yes, Yes, Yes, Yes, Yes, No, Yes, Yes, Yes, Yes, Y…
## $ AnnualIncome <int> 400000, 1250000, 500000, 700000, 700000, 1150000, …
## $ FamilyMembers <int> 6, 7, 4, 3, 8, 4, 4, 3, 6, 3, 9, 5, 6, 6, 3, 7, 4,…
## $ ChronicDiseases <fct> 1, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1,…
## $ FrequentFlyer <fct> No, No, No, No, Yes, No, No, Yes, Yes, Yes, No, Ye…
## $ EverTravelledAbroad <fct> No, No, No, No, No, No, No, Yes, Yes, No, No, Yes,…
## $ TravelInsurance <fct> Yes, Yes, No, Yes, Yes, Yes, Yes, No, No, Yes, Yes…Selanjutnya yaitu melakukan pengecekan terhadap missing value. Missing value perlu kita cek terlebih dahulu agar tidak mengganggu dalam melakukan pemodelan nantinya.
## Age Employment.Type GraduateOrNot AnnualIncome
## 0 0 0 0
## FamilyMembers ChronicDiseases FrequentFlyer EverTravelledAbroad
## 0 0 0 0
## TravelInsurance
## 0Summary data
## Age Employment.Type GraduateOrNot
## Min. :25.00 Government Sector : 570 No : 295
## 1st Qu.:28.00 Private Sector/Self Employed:1417 Yes:1692
## Median :29.00
## Mean :29.65
## 3rd Qu.:32.00
## Max. :35.00
## AnnualIncome FamilyMembers ChronicDiseases FrequentFlyer
## Min. : 300000 Min. :2.000 0:1435 No :1570
## 1st Qu.: 600000 1st Qu.:4.000 1: 552 Yes: 417
## Median : 900000 Median :5.000
## Mean : 932763 Mean :4.753
## 3rd Qu.:1250000 3rd Qu.:6.000
## Max. :1800000 Max. :9.000
## EverTravelledAbroad TravelInsurance
## No :1607 Yes:1277
## Yes: 380 No : 710
##
##
##
## 4. Pre-Processing Data
Sebelum melakukan pemodelan, kita perlu melihat terlebih dahulu proporsi dari target variabel yang kita miliki.
##
## Yes No
## 0.6426774 0.3573226##
## Yes No
## 1277 7105. Naive Bayes
Cross-Validation
Splitting Train-Test
Langkah selanjutnya yaitu melakukan splitting train test data. Tujuannya yaitu pada data train akan kita gunakan untuk modeling, sedangkan data test akan kita gunakan sebagai penguji model yang sudah kita buat jika dihadapkan dengan unseen data. Selain itu hal ini dapat digunakan untuk melihat kemampuan model yang kita buat dalam menghadapi unseen data.
Membuat Model
# Train Model
model_naive <- naiveBayes(formula = TravelInsurance ~ ., data = travelins_train, laplace = 1)
# Check model
model_naive##
## Naive Bayes Classifier for Discrete Predictors
##
## Call:
## naiveBayes.default(x = X, y = Y, laplace = laplace)
##
## A-priori probabilities:
## Y
## Yes No
## 0.6530201 0.3469799
##
## Conditional probabilities:
## Age
## Y [,1] [,2]
## Yes 29.51285 2.671502
## No 29.96518 3.347848
##
## Employment.Type
## Y Government Sector Private Sector/Self Employed
## Yes 0.3405128 0.6594872
## No 0.2100193 0.7899807
##
## GraduateOrNot
## Y No Yes
## Yes 0.1548718 0.8451282
## No 0.1387283 0.8612717
##
## AnnualIncome
## Y [,1] [,2]
## Yes 821377.2 329039.2
## No 1132785.3 372118.9
##
## FamilyMembers
## Y [,1] [,2]
## Yes 4.655704 1.547486
## No 4.982592 1.684887
##
## ChronicDiseases
## Y 0 1
## Yes 0.7323077 0.2676923
## No 0.7032755 0.2967245
##
## FrequentFlyer
## Y No Yes
## Yes 0.8574359 0.1425641
## No 0.6685934 0.3314066
##
## EverTravelledAbroad
## Y No Yes
## Yes 0.93641026 0.06358974
## No 0.58766859 0.41233141Model Prediksi
Prediksi class dari data pengujian dengan fungsi predict():
# predict
naive_predClass <- predict(object = model_naive, newdata = travelins_test, type = "class")
head(naive_predClass)## [1] Yes No No Yes Yes Yes
## Levels: Yes NoModel Evaluasi
Evaluasi model dengan confusion matrix:
confusionMatrix(data = naive_predClass, reference = travelins_test$TravelInsurance, positive = "Yes")## Confusion Matrix and Statistics
##
## Reference
## Prediction Yes No
## Yes 273 88
## No 31 105
##
## Accuracy : 0.7606
## 95% CI : (0.7206, 0.7974)
## No Information Rate : 0.6117
## P-Value [Acc > NIR] : 1.380e-12
##
## Kappa : 0.4673
##
## Mcnemar's Test P-Value : 2.844e-07
##
## Sensitivity : 0.8980
## Specificity : 0.5440
## Pos Pred Value : 0.7562
## Neg Pred Value : 0.7721
## Prevalence : 0.6117
## Detection Rate : 0.5493
## Detection Prevalence : 0.7264
## Balanced Accuracy : 0.7210
##
## 'Positive' Class : Yes
## Berdasarkan hasil Confusion Matrix dapat disimpulkan bahwa model yang dibuat adalah fairy well dengan nilai akurasi sebesar 75,65%. Lalu karena dalam hal ini, kami menawarkan investasi perjalanan kepada pelanggan kami, dan kami ingin memprediksi di mana pelanggan akan berinvestasi. Jadi, kami akan menggunakan Metrik Sensitivitas/Recall, yang memiliki tingkat keberhasilan 90,13%.
ROC
pred_naiveProb <- predict(model_naive, newdata = travelins_test, type = "raw")
df_roc_naive <- data.frame(prob = pred_naiveProb[,1],
label = as.numeric(travelins_test$TravelInsurance == "Yes"))
df_roc_naive## prob label
## 1 0.786119969 1
## 2 0.051503484 0
## 3 0.026754593 0
## 4 0.780723062 1
## 5 0.779050786 0
## 6 0.950320888 0
## 7 0.034899756 1
## 8 0.235433725 0
## 9 0.792626574 1
## 10 0.017041591 0
## 11 0.030927528 0
## 12 0.059551484 0
## 13 0.061495350 0
## 14 0.927726070 1
## 15 0.824651104 1
## 16 0.974433619 1
## 17 0.933385574 0
## 18 0.009630346 0
## 19 0.017807715 0
## 20 0.673602764 1
## 21 0.898334131 1
## 22 0.962966553 1
## 23 0.524634808 0
## 24 0.120074670 0
## 25 0.634755069 1
## 26 0.752379888 1
## 27 0.749371065 1
## 28 0.930231931 1
## 29 0.100679626 0
## 30 0.242987935 1
## 31 0.963477240 1
## 32 0.881507629 1
## 33 0.901344142 1
## 34 0.752379888 0
## 35 0.049630261 0
## 36 0.881633304 1
## 37 0.086274004 0
## 38 0.930231931 0
## 39 0.901989932 1
## 40 0.027461068 0
## 41 0.788403209 1
## 42 0.783821390 1
## 43 0.771415576 1
## 44 0.644732441 0
## 45 0.921059766 1
## 46 0.966533572 1
## 47 0.908087949 0
## 48 0.638422784 0
## 49 0.861580816 1
## 50 0.070390603 0
## 51 0.832135964 1
## 52 0.968238844 1
## 53 0.092856096 0
## 54 0.797410282 1
## 55 0.692146378 1
## 56 0.700971055 1
## 57 0.775873898 1
## 58 0.959750328 1
## 59 0.060707638 0
## 60 0.915122088 1
## 61 0.812323542 1
## 62 0.124403109 0
## 63 0.222497494 1
## 64 0.109535402 1
## 65 0.497294456 0
## 66 0.862531698 1
## 67 0.371551491 1
## 68 0.571764274 1
## 69 0.515176808 1
## 70 0.877765720 1
## 71 0.918343202 1
## 72 0.954509983 1
## 73 0.963895050 1
## 74 0.949785528 0
## 75 0.131698604 0
## 76 0.868895122 0
## 77 0.953835871 1
## 78 0.776474106 1
## 79 0.697554991 0
## 80 0.746388886 1
## 81 0.794244737 0
## 82 0.149490648 1
## 83 0.868624692 1
## 84 0.010346358 0
## 85 0.796816684 0
## 86 0.095333740 0
## 87 0.905439333 1
## 88 0.689125983 1
## 89 0.633547324 1
## 90 0.777352068 1
## 91 0.086527235 0
## 92 0.599703411 1
## 93 0.740010974 1
## 94 0.938730915 1
## 95 0.784138241 0
## 96 0.865368737 1
## 97 0.934818445 1
## 98 0.097466150 0
## 99 0.196242421 0
## 100 0.971297305 1
## 101 0.885165118 0
## 102 0.835768869 0
## 103 0.429926428 1
## 104 0.915473421 0
## 105 0.097466150 0
## 106 0.086065560 0
## 107 0.073122516 0
## 108 0.086782261 0
## 109 0.934818445 1
## 110 0.903690464 1
## 111 0.841276581 1
## 112 0.942421933 1
## 113 0.921286321 0
## 114 0.140093702 1
## 115 0.892041051 1
## 116 0.479338793 0
## 117 0.772759549 1
## 118 0.885672622 0
## 119 0.696577088 1
## 120 0.730589912 1
## 121 0.467783055 0
## 122 0.953835871 1
## 123 0.903553333 1
## 124 0.832830731 0
## 125 0.182487599 1
## 126 0.936006381 0
## 127 0.942421933 1
## 128 0.925183486 1
## 129 0.873464268 1
## 130 0.490245226 0
## 131 0.928472841 1
## 132 0.498634996 1
## 133 0.959794176 1
## 134 0.029628537 0
## 135 0.726009306 1
## 136 0.971975094 1
## 137 0.933385574 1
## 138 0.027379509 0
## 139 0.903755836 1
## 140 0.378914125 1
## 141 0.813603437 1
## 142 0.758656082 1
## 143 0.958557977 1
## 144 0.896018736 1
## 145 0.717890499 1
## 146 0.956200731 1
## 147 0.938984744 0
## 148 0.114551038 0
## 149 0.107098716 0
## 150 0.122870270 0
## 151 0.017127386 0
## 152 0.178712819 0
## 153 0.895800147 1
## 154 0.664993632 1
## 155 0.458010020 1
## 156 0.818086938 0
## 157 0.918337222 1
## 158 0.802024834 1
## 159 0.497936392 1
## 160 0.058340354 0
## 161 0.840992625 1
## 162 0.841299753 1
## 163 0.938730915 1
## 164 0.034960356 0
## 165 0.877568418 1
## 166 0.952886673 1
## 167 0.604704737 1
## 168 0.022379410 0
## 169 0.778331093 1
## 170 0.642545962 1
## 171 0.040108585 0
## 172 0.084355853 0
## 173 0.974083511 1
## 174 0.892041051 1
## 175 0.922928600 1
## 176 0.569389409 1
## 177 0.929826996 1
## 178 0.097466150 0
## 179 0.662070136 0
## 180 0.570507756 1
## 181 0.898334131 0
## 182 0.626053102 0
## 183 0.254430173 1
## 184 0.893190038 1
## 185 0.478173446 0
## 186 0.746388886 1
## 187 0.725448133 0
## 188 0.958557977 1
## 189 0.029628537 0
## 190 0.881507629 1
## 191 0.948415411 1
## 192 0.820864345 1
## 193 0.718373755 1
## 194 0.796381122 1
## 195 0.713912092 1
## 196 0.026180706 0
## 197 0.145948133 1
## 198 0.937496491 1
## 199 0.717890499 1
## 200 0.894813526 0
## 201 0.676860706 0
## 202 0.939368065 1
## 203 0.096205361 1
## 204 0.867738122 0
## 205 0.799212121 0
## 206 0.903137676 1
## 207 0.628498866 0
## 208 0.059012141 0
## 209 0.543202733 1
## 210 0.802024834 0
## 211 0.803795729 1
## 212 0.829786618 1
## 213 0.818844318 0
## 214 0.930877777 1
## 215 0.746388886 1
## 216 0.294937952 0
## 217 0.139325402 0
## 218 0.089235615 0
## 219 0.779050786 1
## 220 0.818844318 1
## 221 0.577480855 0
## 222 0.032409029 0
## 223 0.116215661 0
## 224 0.890538465 1
## 225 0.021798617 0
## 226 0.966148527 1
## 227 0.938091075 1
## 228 0.904813872 1
## 229 0.017041591 0
## 230 0.888390226 0
## 231 0.903137676 0
## 232 0.913899814 1
## 233 0.696577088 1
## 234 0.204306408 0
## 235 0.923809963 1
## 236 0.015446940 0
## 237 0.036256525 0
## 238 0.239208562 1
## 239 0.919416483 1
## 240 0.040108585 0
## 241 0.872011260 0
## 242 0.856598502 1
## 243 0.028509712 0
## 244 0.767093937 1
## 245 0.030927528 0
## 246 0.807133994 0
## 247 0.026970757 0
## 248 0.633583918 1
## 249 0.653646316 0
## 250 0.867857041 1
## 251 0.017127386 0
## 252 0.770362921 1
## 253 0.951846414 0
## 254 0.097252020 0
## 255 0.830611408 1
## 256 0.971330845 1
## 257 0.802717353 1
## 258 0.098949599 0
## 259 0.475334914 1
## 260 0.771347332 1
## 261 0.604704737 1
## 262 0.690202219 0
## 263 0.963477240 1
## 264 0.870294807 1
## 265 0.964551118 1
## 266 0.688468965 1
## 267 0.956945596 1
## 268 0.888367178 1
## 269 0.013410783 1
## 270 0.859524791 1
## 271 0.057786682 0
## 272 0.599703411 1
## 273 0.754387210 1
## 274 0.034899756 0
## 275 0.537103002 0
## 276 0.023451757 0
## 277 0.946188289 0
## 278 0.029761155 0
## 279 0.883520888 1
## 280 0.620528342 1
## 281 0.028898931 0
## 282 0.909229298 0
## 283 0.758656082 1
## 284 0.929423212 1
## 285 0.746388886 1
## 286 0.525071806 1
## 287 0.690202219 1
## 288 0.726414648 1
## 289 0.892041051 0
## 290 0.954509983 1
## 291 0.917040248 1
## 292 0.746061506 1
## 293 0.689465417 1
## 294 0.891608117 0
## 295 0.521175238 1
## 296 0.555540885 0
## 297 0.969830653 1
## 298 0.730589912 1
## 299 0.968648799 1
## 300 0.961434656 1
## 301 0.252713549 1
## 302 0.794244737 0
## 303 0.754909036 1
## 304 0.723777597 1
## 305 0.959937484 1
## 306 0.110949438 0
## 307 0.692982425 0
## 308 0.937070303 1
## 309 0.870328174 0
## 310 0.696153116 1
## 311 0.935258143 0
## 312 0.095470632 0
## 313 0.690560766 1
## 314 0.959750328 1
## 315 0.038196515 0
## 316 0.959109016 0
## 317 0.719309497 0
## 318 0.895800147 0
## 319 0.799212121 1
## 320 0.901344142 0
## 321 0.086065560 0
## 322 0.561873518 0
## 323 0.769177215 1
## 324 0.040108585 0
## 325 0.725849859 1
## 326 0.110949438 0
## 327 0.689258040 1
## 328 0.963477240 1
## 329 0.760030704 0
## 330 0.110590865 0
## 331 0.934960374 1
## 332 0.645558980 1
## 333 0.923839091 0
## 334 0.118623658 0
## 335 0.849674878 0
## 336 0.036256525 0
## 337 0.955005519 1
## 338 0.043879181 0
## 339 0.975065764 1
## 340 0.903217192 0
## 341 0.658977110 0
## 342 0.751737278 0
## 343 0.758656082 1
## 344 0.044931393 0
## 345 0.900195982 1
## 346 0.940075287 1
## 347 0.389314711 0
## 348 0.066490499 1
## 349 0.879378457 0
## 350 0.906565933 0
## 351 0.916012944 0
## 352 0.966996755 1
## 353 0.703279187 1
## 354 0.124326979 0
## 355 0.930877777 1
## 356 0.936713409 1
## 357 0.742963004 1
## 358 0.593230419 1
## 359 0.849274519 1
## 360 0.847001572 0
## 361 0.549290707 1
## 362 0.971330845 1
## 363 0.965882002 1
## 364 0.865948116 1
## 365 0.925794800 0
## 366 0.938395136 1
## 367 0.788620671 1
## 368 0.689465417 1
## 369 0.937979939 1
## 370 0.966148527 0
## 371 0.954043292 1
## 372 0.137617331 0
## 373 0.901344142 1
## 374 0.903217192 1
## 375 0.277396743 0
## 376 0.936673435 0
## 377 0.964551118 1
## 378 0.028481341 0
## 379 0.946188289 1
## 380 0.635835510 1
## 381 0.903217192 0
## 382 0.041663072 0
## 383 0.637537708 1
## 384 0.033894382 0
## 385 0.667587228 1
## 386 0.744264701 1
## 387 0.570800219 1
## 388 0.013059636 0
## 389 0.939368065 1
## 390 0.432302196 1
## 391 0.866686334 0
## 392 0.095333740 0
## 393 0.844996483 1
## 394 0.627324015 1
## 395 0.933411305 1
## 396 0.683895282 1
## 397 0.964377761 0
## 398 0.636911528 1
## 399 0.974083511 1
## 400 0.906285953 1
## 401 0.921089855 1
## 402 0.834598591 1
## 403 0.434557915 1
## 404 0.867697420 1
## 405 0.488427372 1
## 406 0.666202763 1
## 407 0.233269641 0
## 408 0.887182361 1
## 409 0.570800219 1
## 410 0.700238295 0
## 411 0.692402811 0
## 412 0.905456396 0
## 413 0.026875046 0
## 414 0.930877777 1
## 415 0.971571720 1
## 416 0.849844815 1
## 417 0.136294589 0
## 418 0.913876549 1
## 419 0.971330845 1
## 420 0.620060968 1
## 421 0.904813872 1
## 422 0.496037388 1
## 423 0.100679626 0
## 424 0.500734100 1
## 425 0.878926536 1
## 426 0.936673435 1
## 427 0.913876549 0
## 428 0.100788668 1
## 429 0.943466660 1
## 430 0.940945399 1
## 431 0.653918782 0
## 432 0.795654434 1
## 433 0.844626253 1
## 434 0.015465258 0
## 435 0.687569680 0
## 436 0.913876549 1
## 437 0.775605743 1
## 438 0.658731635 1
## 439 0.692371857 0
## 440 0.909747280 1
## 441 0.566363157 1
## 442 0.901791646 1
## 443 0.741595315 1
## 444 0.411449977 0
## 445 0.921261513 1
## 446 0.211663859 1
## 447 0.752604082 1
## 448 0.771415576 1
## 449 0.723777597 1
## 450 0.881633304 1
## 451 0.919872581 1
## 452 0.956987794 1
## 453 0.078159145 0
## 454 0.778056523 1
## 455 0.926859593 1
## 456 0.951074541 1
## 457 0.822291893 0
## 458 0.913700906 1
## 459 0.098949599 0
## 460 0.690864102 1
## 461 0.968648799 1
## 462 0.084748110 1
## 463 0.596341582 1
## 464 0.599703411 1
## 465 0.971297305 1
## 466 0.383959651 0
## 467 0.922928600 1
## 468 0.901699242 0
## 469 0.917675959 1
## 470 0.057601912 0
## 471 0.730589912 1
## 472 0.039842896 0
## 473 0.961254212 1
## 474 0.657600306 1
## 475 0.955112327 1
## 476 0.672392118 1
## 477 0.744015273 1
## 478 0.892041051 1
## 479 0.547290146 0
## 480 0.917584975 1
## 481 0.889349289 1
## 482 0.086782261 0
## 483 0.010346358 0
## 484 0.751547701 1
## 485 0.175663487 1
## 486 0.077491208 1
## 487 0.882406368 1
## 488 0.855218349 1
## 489 0.562316777 0
## 490 0.827805735 0
## 491 0.883206537 1
## 492 0.939368065 0
## 493 0.865688948 1
## 494 0.820687272 0
## 495 0.029985668 1
## 496 0.059030808 0
## 497 0.879378457 1# create object prediction
prediction_roc_naive <- prediction(predictions = df_roc_naive$prob,
labels = df_roc_naive$label)
# make plot of prediction object
plot(performance(prediction.obj = prediction_roc_naive,
measure = "tpr",
x.measure = "fpr")) 
6. Decision Tree
Cross-Validation
Splitting Train-Test
set.seed(100)
intrain <- sample(nrow(travel_ins_clear), nrow(travel_ins_clear)*0.75)
travelins_train <- travel_ins_clear[intrain, ]
travelins_test <- travel_ins_clear[-intrain, ]set.seed(100)
travel_train_down <- downSample(x = travelins_train %>% select(-TravelInsurance),
y = travelins_train$TravelInsurance,
yname = "TravelInsurance")
dim(travel_train_down)## [1] 1034 9## Age Employment.Type GraduateOrNot AnnualIncome FamilyMembers
## 1 28 Government Sector Yes 1200000 6
## 2 31 Private Sector/Self Employed Yes 1250000 4
## 3 34 Private Sector/Self Employed Yes 1750000 5
## 4 29 Private Sector/Self Employed Yes 900000 4
## 5 28 Private Sector/Self Employed Yes 550000 4
## 6 31 Private Sector/Self Employed Yes 1250000 3
## ChronicDiseases FrequentFlyer EverTravelledAbroad TravelInsurance
## 1 1 No No Yes
## 2 0 Yes Yes Yes
## 3 0 No No Yes
## 4 0 No No Yes
## 5 0 Yes No Yes
## 6 0 No No YesModel Fitting
##
## Model formula:
## TravelInsurance ~ Age + Employment.Type + GraduateOrNot + AnnualIncome +
## FamilyMembers + ChronicDiseases + FrequentFlyer + EverTravelledAbroad
##
## Fitted party:
## [1] root
## | [2] AnnualIncome <= 1300000
## | | [3] Age <= 32
## | | | [4] AnnualIncome <= 4e+05: Yes (n = 89, err = 10.1%)
## | | | [5] AnnualIncome > 4e+05: Yes (n = 498, err = 32.3%)
## | | [6] Age > 32
## | | | [7] FamilyMembers <= 5: Yes (n = 127, err = 33.1%)
## | | | [8] FamilyMembers > 5: No (n = 82, err = 6.1%)
## | [9] AnnualIncome > 1300000
## | | [10] EverTravelledAbroad in No
## | | | [11] Age <= 25: No (n = 27, err = 3.7%)
## | | | [12] Age > 25: No (n = 11, err = 45.5%)
## | | [13] EverTravelledAbroad in Yes: No (n = 200, err = 2.0%)
##
## Number of inner nodes: 6
## Number of terminal nodes: 7- Ketika seorang pelanggan memiliki pendapatan tahunan <= 1300000 dan usia <= 32, 607 orang dengan kesalahan 29,2% akan memilih untuk membeli asuransi perjalanan.
- Ketika seseorang memiliki pendapatan tahunan lebih dari >1300000, belum pernah bepergian ke luar negeri, dan berusia di atas <= 25 tahun, maka akan memilih untuk tidak membeli asuransi perjalanan, sebanyak 28 orang dengan tingkat kesalahan 3,6 persen.
Model Evaluasi
Evaluasi model dengan confusion matrix:
# prediksi kelas di data test
pred_test_travel <- predict(object = model_traveldt, newdata = travelins_test, type = "response")
# confusion matrix data test
confusionMatrix(pred_test_travel, travelins_test$TravelInsurance, positive = "Yes")## Confusion Matrix and Statistics
##
## Reference
## Prediction Yes No
## Yes 294 78
## No 10 115
##
## Accuracy : 0.8229
## 95% CI : (0.7865, 0.8555)
## No Information Rate : 0.6117
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.6017
##
## Mcnemar's Test P-Value : 9.183e-13
##
## Sensitivity : 0.9671
## Specificity : 0.5959
## Pos Pred Value : 0.7903
## Neg Pred Value : 0.9200
## Prevalence : 0.6117
## Detection Rate : 0.5915
## Detection Prevalence : 0.7485
## Balanced Accuracy : 0.7815
##
## 'Positive' Class : Yes
## Berdasarkan hasil Confusion Matrix dapat disimpulkan bahwa model yang dibuat sudah sangat baik dengan nilai akurasi sebesar 83,9%. Lalu karena dalam hal ini, kami menawarkan investasi perjalanan kepada pelanggan kami, dan kami ingin memprediksi di mana pelanggan akan berinvestasi. Jadi, kami akan menggunakan Metrik Sensitivitas/Recall, yang memiliki tingkat keberhasilan 97,13%.
7. Random Forest
Cross-Validation
Model Fitting
model_rf <- randomForest(TravelInsurance ~ ., data = travelins_train, importance=TRUE,
ntree = 100)
model_rf##
## Call:
## randomForest(formula = TravelInsurance ~ ., data = travelins_train, importance = TRUE, ntree = 100)
## Type of random forest: classification
## Number of trees: 100
## No. of variables tried at each split: 2
##
## OOB estimate of error rate: 16.44%
## Confusion matrix:
## Yes No class.error
## Yes 941 32 0.03288798
## No 213 304 0.41199226Hasilnya, berdasarkan observasi OOB (out-of-bag), tingkat kesalahan klasifikasi berkisar 17,32 persen dengan akurasi 82,68 persen.
Model Prediksi
Prediksi class dari data pengujian dengan fungsi predict():
Model Evaluasi
Evaluasi model dengan confusion matrix:
## Confusion Matrix and Statistics
##
## Reference
## Prediction Yes No
## Yes 297 81
## No 7 112
##
## Accuracy : 0.8229
## 95% CI : (0.7865, 0.8555)
## No Information Rate : 0.6117
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.5992
##
## Mcnemar's Test P-Value : 7.149e-15
##
## Sensitivity : 0.9770
## Specificity : 0.5803
## Pos Pred Value : 0.7857
## Neg Pred Value : 0.9412
## Prevalence : 0.6117
## Detection Rate : 0.5976
## Detection Prevalence : 0.7606
## Balanced Accuracy : 0.7786
##
## 'Positive' Class : Yes
## Berdasarkan hasil Confusion Matrix dapat disimpulkan bahwa model yang dibuat sudah sangat baik dengan nilai akurasi sebesar 82,7%. Lalu karena dalam hal ini, kami menawarkan investasi perjalanan kepada pelanggan kami, dan kami ingin memprediksi di mana pelanggan akan berinvestasi. Jadi, kami akan menggunakan Metrik Sensitivitas/Recall, yang memiliki tingkat keberhasilan 98,09%.
8. Kesimpulan
Jika dibandingkan dengan ketiga model lainnya yaitu Naive Bayes, Decision Tree dan Random Forest Model. Jadi model Random Forest memiliki nilai presisi sebesar 98,09%, sedangkan model Naive Bayes memiliki nilai presisi sebesar 90,13% dan model Decision Tree memiliki nilai presisi sebesar 97,13%. Perusahaan dapat memprediksi calon pelanggan dengan lebih baik dan mengurangi risiko penyediaan asuransi perjalanan dengan menggunakan model ini.