Box 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 Number Defective 1 0 0 0 0 1 0 0 2 0 0 0 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0 0 1 0 0 0 2 0 1 0 0 1 0 0 0 2 This isis fictitious fictitious data. data. This 43 44 45 46 47 48 49 50 3 0 2 0 0 2 0 0 Household 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 Family Size Location 2 2 6 2 3 4 1 1 3 3 4 1 1 1 1 1 3 2 6 1 1 1 3 4 1 1 2 4 4 4 3 1 2 3 4 1 2 1 4 4 1 1 1 3 2 2 4 2 1 2 3 1 2 2 4 4 3 2 3 1 3 4 3 1 4 2 2 4 5 3 3 2 4 1 2 2 3 1 3 4 7 3 3 1 Ownership 1 0 0 1 0 0 1 1 1 0 1 0 1 0 1 1 0 1 1 1 1 1 1 1 1 0 1 1 1 1 0 1 1 0 0 1 1 1 1 1 1 1 First Income $58,206 $48,273 $37,582 $56,610 $37,731 $30,434 $47,969 $55,487 $59,947 $36,970 $53,113 $27,350 $48,064 $29,692 $25,853 $49,728 $49,883 $46,265 $49,809 $43,640 $57,395 $52,847 $59,486 $57,577 $63,825 $66,868 $48,376 $33,646 $65,241 $34,531 $18,846 $49,181 $65,276 $23,597 $28,851 $62,276 $42,639 $35,592 $49,777 $21,451 $37,808 $56,375 Second Income $38,503 $29,197 $28,164 $21,454 $26,007 $31,838 $20,969 $20,617 $29,240 $52,088 $57,974 $39,894 $47,205 $21,536 $12,196 $35,091 $61,140 $20,798 $22,682 $31,231 $32,912 $23,074 $27,773 $13,309 $28,022 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 5 1 1 5 2 2 1 1 4 2 5 5 3 2 5 2 2 3 2 3 2 1 1 2 2 3 5 4 2 4 2 3 2 4 4 3 2 4 1 5 2 2 5 2 1 4 2 3 2 2 2 2 2 3 3 1 1 4 3 4 2 3 2 1 1 3 4 4 2 1 3 2 1 3 4 2 2 2 1 3 1 2 3 2 1 3 1 1 0 1 0 1 1 1 1 1 0 1 0 1 0 1 0 1 1 1 0 1 1 0 0 1 0 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 $67,798 $29,805 $35,289 $63,354 $30,693 $68,806 $66,770 $59,321 $49,954 $55,752 $43,436 $36,780 $64,489 $30,433 $20,234 $32,848 $16,252 $75,225 $38,838 $60,993 $31,051 $43,847 $39,862 $27,222 $27,651 $53,650 $42,168 $36,472 $66,346 $63,572 $50,233 $35,466 $77,892 $53,117 $56,310 $58,563 $33,105 $34,259 $26,910 $36,065 $56,330 $54,863 $48,304 $33,945 $52,656 $23,046 $30,758 $37,404 $21,855 $21,609 $43,448 $23,929 $17,507 $11,539 $71,930 $36,513 $44,220 $26,520 $17,215 $18,644 $50,636 $39,108 $33,832 $54,048 $39,539 $28,368 $74,072 $48,393 $41,558 $43,579 $28,438 $28,020 $54,315 $41,329 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 3 5 3 2 3 1 2 3 3 2 2 6 4 3 6 2 1 2 2 3 4 4 2 4 4 3 2 1 1 3 3 3 1 3 2 2 1 4 3 5 3 1 2 4 1 1 2 4 4 2 2 3 2 2 4 2 3 2 2 1 4 3 1 2 4 4 1 2 3 1 1 3 2 3 1 3 3 1 2 4 4 2 4 3 3 3 0 0 1 1 0 1 0 1 1 1 1 1 1 0 1 1 1 0 0 1 0 0 1 1 1 0 0 0 1 1 1 1 1 1 1 1 0 0 1 0 0 0 1 $36,373 $60,940 $53,249 $59,064 $32,061 $27,377 $48,232 $62,280 $37,184 $64,154 $86,398 $41,335 $62,522 $41,490 $45,391 $39,367 $75,865 $36,588 $48,726 $75,208 $38,740 $26,219 $32,806 $46,667 $65,115 $40,397 $65,601 $43,657 $37,523 $73,734 $58,580 $55,806 $31,400 $48,455 $40,858 $59,737 $24,478 $36,395 $42,843 $21,557 $37,186 $34,806 $35,479 $32,341 $57,432 $39,777 $53,545 $27,840 $30,728 $52,654 $27,569 $43,989 $55,855 $35,158 $30,121 $30,278 $48,694 $24,806 $16,165 $29,334 $53,755 $31,725 $54,278 $73,481 $51,488 $37,384 $31,331 $34,114 $59,510 $27,650 $36,965 $14,322 $24,577 $21,271 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 6 1 5 5 1 3 1 2 2 4 1 1 5 4 5 6 1 3 2 1 7 3 3 4 2 1 1 1 3 3 3 3 3 1 5 5 3 4 2 3 5 2 2 4 1 1 4 4 4 4 2 2 2 1 4 3 4 4 1 4 4 2 4 1 1 2 4 3 1 2 4 4 1 1 4 2 4 1 2 3 1 1 2 3 3 3 0 1 1 0 0 0 1 1 1 1 1 0 0 0 0 1 0 1 1 0 0 0 1 0 1 1 1 0 0 1 1 1 1 0 0 1 0 1 1 1 1 0 1 $30,584 $52,448 $39,096 $24,128 $46,342 $23,302 $39,578 $49,132 $56,838 $61,955 $71,211 $28,837 $34,354 $24,442 $22,259 $48,910 $25,713 $22,991 $84,820 $27,721 $39,602 $31,100 $58,451 $20,277 $33,963 $45,869 $62,071 $30,557 $30,482 $90,488 $61,174 $28,378 $39,847 $37,154 $42,841 $56,072 $33,442 $28,822 $33,018 $30,225 $42,178 $28,340 $43,027 $17,372 $37,336 $13,889 $20,987 $36,007 $32,021 $57,445 $22,543 $12,940 $19,683 $40,063 $14,387 $70,096 $32,198 $28,489 $29,753 $14,502 $33,168 $18,684 $68,619 $35,481 $32,802 $33,961 $55,593 $21,920 $22,936 $40,211 $18,533 $38,600 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 2 3 1 3 3 1 1 4 3 1 8 5 4 1 3 3 3 2 4 4 2 1 1 4 10 4 3 4 6 4 3 3 3 1 4 1 1 3 4 4 4 3 5 2 4 2 1 3 4 1 4 1 1 4 2 4 1 3 1 4 4 3 1 1 4 4 4 4 4 2 2 2 4 2 3 4 4 3 4 4 1 1 3 1 2 1 1 0 1 0 0 0 0 0 0 0 0 1 0 1 1 1 1 0 1 1 1 1 1 0 0 0 1 1 1 0 1 0 0 1 0 0 0 1 0 0 1 1 1 $76,547 $41,275 $59,708 $68,115 $25,755 $33,699 $36,384 $25,816 $30,415 $34,150 $31,484 $68,108 $26,788 $68,299 $36,015 $46,561 $52,434 $37,650 $34,308 $53,576 $46,249 $33,940 $37,924 $26,167 $33,456 $20,182 $65,699 $59,015 $81,366 $31,198 $40,383 $24,578 $30,002 $42,058 $25,835 $18,276 $22,380 $48,893 $60,953 $29,322 $36,170 $70,692 $36,742 $53,513 $35,920 $65,099 $20,267 $20,903 $17,213 $24,850 $57,895 $26,101 $26,631 $32,230 $25,247 $48,666 $16,259 $22,267 $16,653 $50,202 $34,549 $45,443 $20,115 $31,270 $23,269 $18,632 $15,362 $58,573 $17,787 $69,115 $19,478 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 4 3 4 4 4 2 2 1 1 1 2 1 4 4 3 9 2 6 4 3 1 4 2 3 2 1 4 3 4 3 2 3 5 5 6 2 4 2 5 2 1 1 3 3 1 2 4 2 3 3 2 4 1 4 1 4 3 2 1 1 1 4 4 1 3 1 3 3 2 4 2 1 1 4 3 4 3 1 4 1 2 4 4 2 2 4 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 1 1 0 1 0 1 1 1 1 1 1 1 1 0 1 1 0 1 1 0 1 0 1 0 $39,255 $43,737 $41,401 $23,779 $53,165 $34,756 $49,479 $72,949 $39,987 $34,204 $38,975 $39,991 $18,706 $52,965 $65,318 $32,630 $56,645 $40,270 $33,538 $37,599 $59,579 $32,271 $41,427 $37,235 $31,519 $73,980 $20,514 $81,612 $65,717 $50,155 $35,502 $40,874 $38,425 $30,045 $31,644 $34,052 $47,336 $38,007 $21,402 $39,353 $64,179 $67,184 $43,163 $36,234 $37,196 $33,059 $17,567 $33,644 $21,101 $48,203 $32,867 $9,549 $37,370 $58,628 $25,291 $47,472 $31,773 $26,083 $17,847 $20,488 $18,732 $33,446 $35,376 $25,054 $19,893 $17,805 $30,437 $21,144 $13,964 $22,622 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 1 5 4 3 2 4 3 4 1 1 2 4 3 2 3 3 3 2 5 1 2 2 3 4 3 3 1 2 4 5 3 1 10 3 4 1 1 3 5 2 2 2 5 2 4 4 3 1 2 3 4 4 1 2 4 2 4 4 3 2 2 1 3 1 3 3 3 1 4 3 1 3 2 3 3 3 3 2 3 1 1 4 1 2 4 2 0 0 0 0 1 0 1 0 0 0 1 1 1 1 0 1 1 1 1 1 1 1 0 0 1 0 0 1 1 1 0 1 0 0 1 0 0 1 0 1 1 1 1 $51,372 $23,763 $20,987 $49,819 $58,303 $71,130 $37,375 $21,701 $27,700 $32,420 $65,740 $37,552 $58,182 $34,662 $38,634 $27,085 $60,590 $98,881 $46,473 $54,374 $64,630 $39,320 $31,461 $38,389 $43,179 $31,721 $28,835 $65,852 $49,156 $57,772 $45,455 $46,890 $48,330 $50,724 $48,586 $29,289 $36,838 $39,080 $21,382 $42,390 $48,120 $35,343 $75,049 $21,360 $14,189 $36,911 $39,826 $20,331 $33,583 $22,103 $37,835 $22,798 $27,213 $74,825 $37,134 $62,321 $20,949 $21,554 $25,940 $44,595 $48,723 $37,997 $37,135 $38,092 $16,970 $26,173 $41,952 $55,657 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 1 3 2 3 3 4 2 3 5 1 4 3 4 2 4 3 2 4 3 2 3 1 6 3 3 3 2 4 8 3 2 1 4 5 6 2 5 3 5 5 5 3 3 3 3 4 3 3 3 4 4 4 4 2 1 4 1 1 3 4 3 1 1 2 4 1 3 3 3 3 4 1 2 2 4 1 1 1 3 3 2 2 3 4 4 4 1 0 0 1 1 0 1 1 0 0 1 0 0 1 1 1 0 1 1 0 1 0 1 1 0 0 1 0 1 0 1 0 1 1 1 0 1 1 1 0 0 0 0 $32,316 $46,289 $35,883 $37,904 $54,901 $32,649 $16,971 $34,431 $30,539 $32,697 $84,886 $29,386 $24,109 $36,493 $55,506 $39,627 $28,910 $24,493 $41,965 $69,615 $41,069 $22,091 $40,813 $40,742 $21,699 $24,430 $49,744 $19,316 $52,862 $83,859 $46,023 $26,351 $50,383 $36,630 $39,773 $38,891 $42,323 $43,891 $71,659 $35,241 $17,881 $35,310 $25,167 $42,421 $19,692 $23,890 $28,768 $24,742 $22,543 $17,430 $20,314 $32,221 $53,412 $21,831 $14,855 $36,335 $63,710 $21,383 $13,704 $20,987 $10,680 $42,294 $65,582 $30,393 $35,749 $22,871 $23,808 $28,427 $43,745 $70,436 $18,677 $10,509 $25,405 $19,673 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 1 4 5 3 1 4 4 5 5 2 2 4 3 2 2 3 2 2 2 3 1 6 4 3 3 1 5 2 4 2 3 7 2 4 1 4 4 1 3 4 3 3 3 4 1 3 2 4 1 4 2 3 4 3 2 1 3 1 1 2 3 2 4 2 1 2 2 3 4 2 3 2 2 3 1 3 3 2 1 2 3 2 1 1 4 1 0 0 1 1 1 1 0 1 0 0 0 0 1 0 0 0 1 0 1 0 1 1 1 1 0 1 1 0 1 1 0 0 1 0 1 0 0 0 0 1 1 0 0 $24,859 $38,993 $30,384 $56,967 $53,283 $44,436 $30,527 $95,583 $24,064 $28,950 $33,176 $37,297 $33,653 $33,723 $45,572 $46,672 $37,093 $36,588 $43,934 $28,068 $75,737 $37,107 $62,634 $63,946 $35,943 $24,992 $48,643 $27,160 $49,699 $47,659 $39,778 $31,090 $42,708 $31,238 $60,240 $37,117 $43,832 $35,105 $45,609 $41,914 $51,202 $22,393 $49,447 $26,866 $24,582 $37,901 $32,162 $27,055 $71,599 $18,095 $18,542 $23,897 $28,010 $26,704 $27,480 $23,213 $28,877 $18,561 $32,728 $41,731 $17,927 $30,047 $59,352 $62,523 $20,494 $36,651 $26,619 $26,827 $33,336 $21,586 $41,601 $29,402 $34,071 $32,996 $29,602 $38,478 $29,289 $11,802 $36,562 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 5 2 4 3 5 1 2 2 4 2 3 2 2 5 2 8 3 6 5 1 4 5 2 2 1 2 3 2 2 2 5 4 1 2 9 6 2 2 3 1 5 1 1 2 4 4 2 1 1 1 2 3 3 1 1 4 4 4 4 3 3 4 2 4 4 3 1 1 1 3 4 1 2 4 2 2 3 4 1 2 3 2 3 1 2 4 1 0 0 1 1 1 0 1 1 0 1 1 0 0 0 0 0 1 0 1 0 1 0 1 0 0 1 1 0 1 0 1 1 1 0 1 1 0 0 0 1 0 0 $83,363 $25,997 $46,656 $56,857 $49,943 $72,515 $53,248 $35,572 $32,425 $46,271 $85,621 $25,076 $38,697 $32,794 $26,101 $25,655 $44,158 $24,114 $24,503 $48,914 $23,695 $30,372 $24,306 $35,079 $25,886 $45,625 $39,341 $32,433 $64,570 $55,665 $31,657 $85,374 $76,800 $38,681 $26,380 $71,206 $69,863 $37,435 $42,419 $43,482 $48,439 $45,038 $33,087 $72,930 $13,295 $31,044 $49,696 $34,731 $44,398 $31,433 $31,348 $40,282 $81,979 $21,758 $24,277 $32,704 $13,983 $23,464 $32,616 $13,577 $16,321 $16,558 $15,467 $29,542 $40,583 $34,520 $22,666 $62,590 $31,596 $53,417 $33,853 $22,382 $56,268 $57,019 $21,724 $40,654 $44,434 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 1 3 1 3 4 4 2 3 2 4 1 2 5 6 4 5 2 5 3 2 1 3 2 5 3 4 1 3 3 3 4 4 2 4 3 1 8 3 2 1 3 3 1 2 3 3 3 2 3 2 3 1 3 2 4 2 3 2 2 4 1 4 2 1 4 2 1 1 3 1 2 3 1 3 1 3 3 3 3 2 1 2 3 4 1 2 1 1 0 1 1 1 1 0 0 0 1 0 1 0 1 1 0 1 0 1 0 0 1 0 0 0 0 1 0 1 0 1 0 1 0 0 1 1 0 1 0 1 1 $45,993 $45,220 $29,407 $34,933 $49,206 $61,764 $64,982 $20,844 $53,607 $38,481 $56,151 $31,118 $53,338 $25,246 $32,705 $79,696 $24,327 $84,098 $23,653 $58,305 $47,570 $20,435 $84,675 $42,603 $35,043 $18,782 $32,125 $38,157 $29,101 $37,869 $26,103 $55,264 $29,718 $34,884 $33,467 $18,119 $46,100 $48,369 $45,275 $35,430 $42,249 $84,823 $60,069 $25,914 $21,844 $37,614 $34,370 $11,948 $33,620 $31,892 $30,705 $15,707 $25,029 $42,497 $24,250 $60,049 $15,052 $18,013 $30,072 $18,189 $13,096 $27,643 $15,967 $30,059 $17,435 $46,778 $17,955 $30,032 $44,847 $29,055 $32,387 $44,388 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 2 4 3 1 1 3 2 3 3 3 2 1 3 3 3 1 5 2 3 5 3 1 2 3 5 2 4 1 4 4 1 3 3 3 1 3 4 2 4 3 3 4 1 3 2 3 4 1 4 3 1 1 2 2 4 4 1 1 1 0 1 1 1 0 0 1 1 0 0 1 1 0 1 1 0 1 0 1 1 0 1 1 1 1 $28,534 $30,433 $53,184 $49,358 $41,628 $46,389 $85,051 $46,703 $33,268 $76,435 $37,450 $47,244 $57,525 $33,919 $50,643 $26,610 $52,656 $49,255 $31,142 $39,189 $46,379 $42,313 $46,828 $42,758 $66,397 $43,599 $25,713 $39,187 $28,204 $41,624 $40,502 $17,587 $40,136 $21,464 $29,514 $31,371 $37,465 $30,422 $35,491 $18,969 $24,834 $26,253 $39,596 $34,067 $54,716 $33,364 Monthly Payment $1,585 $1,314 $383 $1,002 $743 $991 $849 $752 $1,498 $991 $1,163 $619 $1,434 $997 $948 $1,378 $902 $1,626 $834 $729 $1,473 $1,038 $933 $903 $1,346 $574 $1,407 $606 $699 $988 $746 $1,510 $1,091 $402 $696 $1,548 $919 $1,669 $1,049 $493 $722 $881 Utilities $252 $216 $207 $249 $217 $208 $243 $242 $256 $222 $251 $209 $250 $190 $254 $272 $201 $256 $253 $259 $248 $245 $251 $255 $250 $202 $257 $264 $254 $264 $214 $264 $261 $211 $225 $249 $258 $245 $256 $259 $286 $261 Debt $5,692 $4,267 $2,903 $3,896 $3,011 $3,718 $5,907 $2,783 $6,275 $4,845 $5,267 $2,256 $3,918 $879 $4,606 $5,427 $3,482 $6,658 $4,234 $5,393 $4,456 $3,999 $2,598 $6,261 $5,402 $3,911 $5,889 $4,275 $5,737 $5,538 $1,852 $7,020 $7,212 $1,796 $3,452 $6,428 $4,469 $5,516 $5,239 $3,731 $7,228 $3,441 This isisfictitious fictitious data. data. This $1,424 $1,161 $457 $1,458 $977 $1,453 $1,658 $1,664 $1,062 $1,660 $699 $573 $748 $1,318 $572 $720 $669 $1,272 $1,084 $1,476 $1,033 $847 $1,472 $520 $501 $1,292 $490 $1,435 $1,914 $1,123 $1,293 $776 $875 $1,534 $1,283 $1,138 $976 $1,302 $1,028 $640 $989 $1,751 $752 $264 $253 $192 $277 $199 $251 $257 $247 $260 $253 $215 $279 $207 $244 $223 $254 $206 $260 $247 $257 $195 $244 $250 $201 $195 $259 $221 $260 $247 $249 $259 $212 $246 $254 $261 $272 $249 $251 $244 $278 $254 $245 $265 $6,067 $5,462 $1,734 $6,153 $3,763 $4,930 $6,025 $5,314 $5,179 $5,768 $2,767 $5,311 $3,934 $4,648 $3,030 $4,113 $1,428 $6,434 $4,428 $6,675 $1,821 $4,264 $4,809 $3,705 $3,661 $7,043 $1,739 $5,895 $6,584 $6,165 $7,177 $3,949 $6,309 $6,956 $7,363 $4,848 $3,634 $5,235 $3,752 $5,430 $5,429 $6,172 $5,131 $428 $888 $1,469 $943 $577 $815 $1,134 $1,278 $1,014 $1,088 $1,137 $959 $831 $578 $1,040 $1,233 $1,078 $602 $622 $1,503 $568 $530 $771 $1,250 $1,300 $576 $992 $848 $1,829 $1,731 $670 $1,676 $1,030 $635 $1,049 $1,588 $989 $655 $1,500 $658 $689 $681 $964 $207 $218 $254 $255 $202 $254 $199 $259 $265 $259 $241 $278 $265 $205 $275 $245 $239 $202 $203 $254 $208 $211 $242 $255 $259 $214 $201 $191 $250 $264 $261 $257 $246 $270 $247 $254 $196 $215 $261 $217 $204 $207 $255 $3,187 $2,615 $7,415 $4,752 $983 $3,233 $3,285 $4,497 $5,736 $5,048 $6,145 $6,188 $7,345 $3,144 $5,991 $3,895 $5,288 $1,800 $3,120 $6,411 $2,584 $3,309 $4,410 $5,735 $5,481 $2,916 $2,671 $4,311 $5,117 $4,112 $3,671 $6,247 $4,726 $5,719 $5,212 $5,924 $2,871 $3,067 $4,963 $2,606 $2,759 $2,592 $3,933 $586 $1,121 $1,203 $762 $560 $626 $953 $2,171 $810 $1,460 $1,514 $569 $778 $558 $680 $1,007 $814 $1,252 $1,467 $723 $848 $1,083 $1,470 $500 $991 $1,377 $1,326 $601 $588 $1,537 $1,601 $644 $1,573 $657 $892 $1,248 $770 $959 $871 $1,117 $1,269 $627 $1,235 $223 $248 $263 $216 $201 $223 $239 $250 $252 $253 $253 $202 $228 $205 $223 $268 $191 $257 $245 $198 $237 $210 $257 $215 $243 $246 $255 $211 $208 $262 $261 $256 $253 $201 $213 $271 $201 $257 $249 $260 $278 $198 $251 $4,229 $5,412 $6,631 $2,812 $2,792 $2,961 $3,863 $6,796 $5,963 $6,727 $5,135 $1,552 $5,593 $2,013 $2,408 $6,810 $2,163 $4,661 $6,661 $2,082 $5,906 $2,072 $6,623 $2,794 $4,006 $6,206 $6,186 $1,185 $4,557 $7,904 $4,504 $4,375 $5,097 $1,348 $2,551 $6,969 $2,584 $8,190 $4,591 $4,560 $6,286 $1,854 $4,694 $926 $1,120 $1,070 $1,159 $847 $797 $601 $562 $728 $643 $644 $1,521 $1,059 $1,271 $1,150 $1,984 $1,093 $534 $963 $1,108 $1,133 $1,027 $653 $553 $405 $603 $1,065 $1,262 $1,800 $497 $1,086 $1,286 $349 $884 $797 $478 $746 $676 $1,186 $674 $1,185 $1,088 $1,304 $252 $206 $255 $205 $209 $208 $202 $209 $207 $205 $233 $275 $203 $246 $252 $255 $271 $201 $254 $257 $254 $247 $248 $212 $226 $218 $263 $254 $267 $213 $256 $207 $212 $254 $209 $196 $194 $254 $205 $212 $253 $252 $262 $7,161 $3,826 $3,274 $6,910 $2,171 $227 $2,391 $3,200 $2,781 $1,763 $3,688 $7,025 $3,864 $6,579 $3,073 $6,440 $5,594 $2,158 $5,121 $4,263 $3,931 $4,923 $4,017 $2,353 $4,354 $2,989 $4,977 $7,340 $7,850 $2,092 $5,276 $3,154 $2,808 $4,607 $3,136 $1,657 $854 $5,112 $3,374 $1,582 $5,467 $6,915 $5,697 $949 $797 $724 $784 $1,740 $801 $647 $1,522 $538 $838 $369 $796 $690 $766 $1,687 $1,391 $797 $854 $617 $1,058 $1,161 $818 $1,377 $745 $1,218 $823 $629 $1,787 $1,251 $1,068 $829 $1,217 $398 $924 $821 $585 $1,044 $840 $788 $495 $1,432 $756 $941 $207 $206 $205 $207 $199 $205 $201 $200 $204 $197 $192 $246 $214 $214 $219 $287 $197 $276 $215 $255 $254 $211 $249 $206 $245 $244 $266 $254 $263 $254 $253 $260 $224 $271 $266 $200 $261 $259 $222 $247 $199 $242 $208 $3,848 $3,273 $2,554 $2,954 $6,727 $3,163 $3,054 $3,729 $1,570 $1,855 $2,494 $3,657 $2,672 $5,498 $3,482 $7,930 $2,910 $6,545 $2,375 $5,605 $5,364 $3,191 $4,882 $2,100 $4,669 $3,831 $4,441 $6,863 $6,689 $4,262 $3,371 $6,199 $3,822 $6,338 $5,859 $2,030 $4,896 $4,505 $2,503 $4,631 $4,287 $4,742 $2,491 $887 $953 $355 $960 $1,266 $1,262 $985 $799 $728 $1,075 $1,044 $893 $1,576 $724 $549 $965 $1,167 $1,295 $1,489 $804 $1,585 $1,259 $888 $712 $909 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$254 $212 $279 $209 $245 $201 $266 $268 $272 $202 $279 $257 $267 $221 $217 $203 $210 $3,138 $2,395 $2,350 $6,846 $5,224 $4,999 $3,459 $5,426 $2,962 $1,340 $6,490 $2,334 $2,560 $5,504 $5,924 $5,137 $1,129 $4,678 $6,195 $4,300 $3,374 $2,562 $5,677 $4,857 $3,074 $2,269 $5,868 $3,452 $8,323 $5,906 $5,452 $2,097 $6,669 $7,437 $5,070 $1,664 $5,509 $6,445 $5,896 $3,903 $2,818 $2,738 $2,468 $509 $921 $1,432 $1,050 $974 $1,217 $765 $1,253 $755 $427 $711 $1,830 $1,055 $622 $931 $1,054 $1,287 $729 $1,802 $603 $1,596 $1,331 $1,355 $1,321 $568 $579 $1,439 $707 $1,516 $1,051 $812 $694 $753 $827 $989 $523 $760 $960 $991 $1,223 $1,619 $549 $854 $201 $208 $264 $268 $248 $264 $209 $262 $218 $205 $201 $212 $266 $192 $202 $215 $248 $199 $252 $206 $249 $271 $256 $251 $214 $242 $264 $201 $250 $257 $212 $231 $253 $216 $252 $206 $200 $201 $209 $270 $267 $213 $208 $2,119 $3,089 $6,805 $7,739 $3,745 $6,412 $2,204 $9,104 $3,874 $2,067 $3,032 $5,425 $3,773 $1,588 $4,325 $2,258 $3,511 $3,123 $5,914 $3,203 $5,542 $7,349 $4,343 $6,548 $3,001 $3,225 $6,628 $2,765 $5,072 $5,891 $2,326 $4,468 $6,474 $3,579 $4,161 $4,268 $3,188 $2,372 $3,848 $5,346 $6,031 $3,051 $4,042 $1,799 $566 $671 $1,533 $873 $1,085 $490 $914 $1,176 $941 $1,827 $1,081 $765 $405 $538 $493 $719 $925 $453 $1,153 $510 $799 $540 $961 $820 $887 $773 $780 $931 $1,048 $530 $1,103 $1,237 $956 $648 $1,009 $1,705 $996 $1,187 $735 $1,147 $984 $633 $267 $209 $210 $247 $267 $250 $192 $249 $253 $208 $260 $252 $203 $216 $204 $234 $225 $265 $218 $249 $211 $279 $199 $257 $205 $199 $270 $248 $202 $252 $213 $255 $258 $251 $232 $276 $245 $201 $206 $200 $262 $201 $211 $6,072 $1,817 $2,493 $7,728 $6,309 $6,349 $1,827 $3,566 $5,659 $1,490 $6,289 $3,388 $4,138 $3,187 $2,049 $3,826 $2,609 $4,894 $1,974 $5,167 $2,722 $4,205 $3,300 $5,067 $1,551 $3,250 $6,248 $3,482 $3,311 $6,545 $2,780 $6,845 $4,260 $5,524 $4,229 $6,647 $5,764 $4,289 $2,911 $1,783 $5,940 $2,030 $818 $1,689 $994 $857 $1,705 $980 $1,066 $1,700 $861 $831 $475 $1,128 $595 $793 $954 $1,142 $814 $628 $1,213 $474 $1,171 $918 $547 $1,068 $931 $930 $719 $597 $727 $500 $941 $934 $1,420 $1,240 $783 $1,286 $1,452 $820 $1,222 $1,076 $1,029 $615 $1,136 $1,434 $248 $257 $203 $256 $259 $250 $261 $216 $194 $210 $252 $204 $274 $222 $252 $273 $194 $267 $216 $247 $200 $215 $249 $220 $207 $206 $196 $264 $206 $262 $215 $265 $206 $251 $214 $211 $286 $259 $197 $259 $208 $254 $249 $4,652 $5,226 $2,685 $6,158 $5,567 $6,303 $5,562 $1,656 $2,489 $2,301 $3,816 $3,482 $5,444 $4,001 $4,802 $7,041 $1,675 $5,861 $1,623 $5,803 $2,689 $2,538 $4,130 $2,958 $2,340 $3,330 $1,597 $5,260 $3,447 $5,642 $2,932 $6,729 $2,851 $3,871 $3,210 $3,523 $6,840 $5,107 $1,686 $3,978 $2,658 $5,801 $3,578 $760 $584 $1,033 $562 $1,732 $1,780 $1,307 $1,078 $680 $1,009 $618 $638 $1,001 $713 $1,436 $999 $747 $1,280 $400 $1,067 $484 $883 $1,032 $1,184 $990 $1,603 $831 $948 $255 $260 $254 $205 $253 $258 $246 $205 $208 $259 $248 $196 $213 $259 $261 $197 $266 $253 $218 $275 $215 $248 $246 $197 $274 $253 $266 $251 $3,281 $4,823 $5,889 $2,962 $5,370 $6,341 $5,460 $3,606 $1,909 $6,806 $3,098 $2,896 $3,436 $4,619 $5,744 $1,629 $6,447 $4,684 $3,409 $6,570 $1,458 $3,132 $6,001 $3,194 $8,400 $5,675 $4,879 $3,278 Favorite search engine Google Bing Other Internet Explorer users 192 161 27 Firefox users 211 131 18 Other browser users 31 22 7 All users 434 314 52 This isis fictitious fictitious data. data. This Employee 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 Gender Female Male Male Male Male Male Male Male Male Male Male Male Female Male Male Male Female Male Female Male Male Male Female Male Male Male Male Male Female Male Male Male Male Male Male Male Female Male Male Female Male Male Male Male Female Years Experience Education Own PC 15 2 No 12 2 No 8 4 Yes 18 2 No 13 1 No 8 3 Yes 8 4 Yes 11 2 Yes 14 2 No 17 2 No 8 3 Yes 6 3 Yes 15 2 No 10 4 No 11 3 Yes 11 1 No 7 2 No 13 3 No 14 2 No 8 4 Yes 10 2 No 10 3 Yes 5 3 Yes 8 5 Yes 12 2 No 11 3 Yes 12 4 No 10 3 No 7 2 No 13 2 Yes 8 3 No 18 3 No 10 4 Yes 4 3 Yes 8 2 Yes 11 3 No 8 3 No 6 4 Yes 9 2 No 12 3 No 9 3 Yes 13 4 Yes 15 2 No 14 4 Yes 8 3 No PC Knowledge 1 3 3 2 2 3 4 2 2 1 4 4 2 3 3 2 3 3 2 4 3 2 3 5 2 3 4 3 2 3 4 2 4 5 4 3 2 5 3 1 4 3 2 3 3 Thisisis fictitious fictitiousdata. data. This 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 Female Male Female Female Female Female Male Male Male Female Male Male Male Female Female Female Female Female Male Male Male Male Male Female Female Male Female Female Female Male Female Male Male Female Male Male Male 13 9 8 4 10 8 8 11 6 7 8 9 7 10 9 9 9 8 12 8 11 7 11 11 12 12 9 9 10 5 9 11 8 5 10 11 11 2 3 3 3 4 3 3 2 5 3 3 3 3 3 3 2 3 2 5 4 1 3 4 3 5 2 3 3 1 2 4 2 3 4 4 2 2 No Yes No No No No Yes No Yes No Yes No Yes No No No Yes No Yes Yes No Yes Yes No No No No Yes No Yes No No No Yes Yes Yes No 1 4 3 4 4 3 4 2 5 2 4 3 4 2 4 3 3 3 4 5 2 5 2 2 4 2 2 2 2 3 3 3 3 3 3 3 3 Thisisis fictitious fictitiousdata. data. This Customer 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 City Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson Tucson SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego SanDiego Discount 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% 5% Items Purchased Total Paid 0 0 1 409 0 0 1 395 0 0 0 0 1 229 1 340 0 0 1 294 0 0 0 0 0 0 1 325 1 381 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 602 1 516 0 0 1 591 0 0 0 0 0 0 1 643 1 523 0 0 0 0 1 468 0 0 0 0 0 0 0 0 0 0 1 595 0 0 0 0 0 0 0 0 0 0 Thisisis fictitious fictitiousdata. data. This 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 SanDiego Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix Phoenix SantaFe SantaFe SantaFe SantaFe SantaFe SantaFe SantaFe SantaFe SantaFe SantaFe SantaFe SantaFe SantaFe SantaFe 5% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 10% 1 1 1 0 0 0 0 0 1 1 2 0 1 0 1 1 2 2 0 0 1 1 2 2 0 1 1 0 0 2 1 0 1 1 0 0 1 0 2 0 0 1 1 0 1 2 562 365 350 0 0 0 0 0 333 338 568 0 369 0 360 326 523 530 0 0 338 305 664 461 0 395 284 0 0 568 260 0 307 397 0 0 337 0 661 0 0 368 408 0 392 814 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 SantaFe SantaFe SantaFe SantaFe SantaFe Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Riverside Albuquerque Albuquerque Albuquerque Albuquerque Albuquerque Albuquerque Albuquerque Albuquerque Albuquerque Albuquerque Albuquerque Albuquerque Albuquerque Albuquerque Albuquerque Albuquerque 10% 10% 10% 10% 10% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 15% 1 0 1 1 0 0 0 0 2 1 1 0 0 1 2 1 0 1 0 0 1 1 1 1 1 2 1 0 0 1 2 1 0 1 0 0 2 2 1 1 1 2 2 0 1 1 386 0 387 310 0 0 0 0 1024 451 433 0 0 436 854 496 0 422 0 0 398 409 551 458 520 788 373 0 0 367 412 253 0 200 0 0 648 315 264 234 260 632 587 0 210 298 138 139 140 141 Albuquerque Albuquerque Albuquerque Albuquerque 15% 15% 15% 15% 1 1 1 1 244 284 239 201 ctitiousdata. data. ctitious 2.Refer to the data file P08_66.xlsx(Excel). SoftBus Company sells PC equipment and customized software to small companies to help them manage their day-to-day business activities. Although SoftBus spends time with all customers to understand their needs, the customers are eventually on their own to use the equipment and software intelligently. To understand its customers better, SoftBus recently sent questionnaires to a large number of prospective customers. Key personnelthose who would be using the software were asked to fill out the questionnaire. SoftBus received 82 usable responses, as shown in the file. You can assume that these employees represent a random sample of all of SoftBus's prospective customers. Calculate a 95% confidence interval for the mean value of PC Knowledge for the following SoftBus's prospective customers: (Round your answers to two decimal places.) Lower Limit Upper Limit All prospective customers All prospective customers who do not own a PC All prospective customers who own a The PC Knowledge variable obviously can't be exactly normally distributed because it has only five possible values. Do you think this invalidates the confidence intervals? (yes or No) 3. Refer to the data file P08_69.xlsx. Comfy Company sells medium priced patio furniture through a mail-order catalog. It has operated primarily in the East but is now expanding to the Southwest. To get off to a good start, it plans to send potential customers a catalog with a discount coupon. However, Comfy is not sure how large a discount is needed to entice customers to buy. It experiments by sending catalogs to selected residents in six cities. Tucson and San Diego receive coupons for 5% off any furniture within the next two months, Phoenix and Santa Fe receive coupons for 10% off, and Riverside and Albuquerque receive coupons for 15% off. Comfy wonders whether there are differences across pairs of cities that receive the same discount. a. Calculate a 95% confidence interval for the difference between the mean amount spent for the following pairs of cities: (These means should include the "0 purchases.") (Round your answers to one decimal place and if your answer is negative value, enter "minus" sign.) Lower Limit Upper Limit Tucson and San Diego Phoenix and Santa Fe Riverside and Albuquerque Does city appear to make a difference? (yes or no) Calculate a 95% confidence interval for the difference between the proportion of customers who purchase something for the following pairs of cities: (Round your answers to three decimal places and if your answer is negative value, enter "minus" sign.) b. Lower Limit Upper Limit Tucson and San Diego Phoenix and Santa Fe Riverside and Albuquerque Does city appear to make a difference? (yes or No) 4. Calculate the following quantities using Excel. (If you have Excel 2010 or later, we suggest using its new functions.) Round your answers to four decimal places, if necessary. a. P(2.00 t 1.00), where t has a t distribution with 10 degrees of freedom. 10 b. P(2.00 10 t 1.00), where degrees of freedom. t100 c. P(2.00 is a standard normal random variable. 100 Z 1.00), where Z has a t distribution with 100 Find the 68th percentile of the t distribution with 20 degrees of freedom. d. Find the 68th percentile of the t distribution with 3 degrees of freedom. e. 5.A lightbulb manufacturer wants to estimate the total number of defective bulbs contained in all of the boxes shipped by the company during the past week. Production personnel at this company have recorded the number of defective bulbs found in each of 50 randomly selected boxes shipped during the past week. These data are provided in the file P08_12.xlsx. Calculate a 95% confidence interval for the total number of defective bulbs contained in the 1000 boxes shipped by this company during the past week. (Round your answers to a whole number.) Low er Limit Upp er Limit 6. The file P08_26.xlsx contains data from a survey of 500 randomly selected households. a. Separate the households in the sample by the location of their residence within the given community. For each of the four locations, use the sample information to calculate a 90% confidence interval for the mean annual income (sum of first income and second income) of all relevant households. (Round your answers to two decimal places.) Total income SW Sector NW Sector NE Sector $ $ $ $ $ $ SE Sector $ Lower Limit Upper Limit $ 7. A company that advertises on the Web wants to know which search engine its customers prefer as their primary search engine: Google or Bing. Specifically, the company wants to know whether the preference depends on the browser being used. The file P08_28.xlsx contains counts of 800 customers' favorite search engine, broken down by the browser used. Round your answers to three decimal places and if your answer is negative value, enter "minus" sign. a. Calculate a 95% confidence interval for the difference between two proportions: the proportion of Internet Explorer users whose favorite search engine is Google and the similar proportion of Firefox users. Lower Limit Upper Limit Calculate a 95% confidence interval for the difference between two proportions: the proportion of Internet Explorer users whose favorite search engine is Bing and the similar proportion of Firefox users. Lower Limit Upper Limit b. 8. Elected officials in a California city are preparing the annual budget for their community. They would like to estimate how much their constituents living in this city are typically paying each year in real estate taxes. Given that there are over 100,000 homeowners in this city, the officials have decided to sample a representative subset of taxpayers and study their tax payments. What sample size is required to generate a 95% confidence interval for the mean annual real estate tax payment with a halflength of $100? Assume that the best estimate of the population standard deviation is $535. a. If a random sample of the size from part a is selected and a 95% confidence interval for the mean is calculated from this sample, will the halflength of the confidence interval be equal to $100? b. Now suppose that the officials want to construct a 95% confidence interval with a half-length of $75. What sample size is required to achieve this objective? c. 14. A market research consultant hired by a leading softdrink company wants to determine the proportion of consumers who favor its low-calorie brand over the leading low-calorie competitor in a particular geographic region. A random sample of 250 consumers from the market under investigation is provided in the fileP08_18.xlsx. Round your answers to three decimal places, if necessary. Calculate a 90% confidence interval for the proportion of all consumers in this market who prefer the company's brand. a. Lower Limit Upper Limit The file contains the gender and age group for each customer in the sample. Calculate a separate 90% confidence for each gender for the proportion who prefer the company's brand. b. P reference(F) Lower Limit Preference(M) Upper Limit Calculate a separate 90% confidence for each age group for the proportion who prefer the company's brand. Less than 20 Between 20 and 40 Between 40 and 60 Lower Limit Upper Limit 8. Elected officials in a California city are preparing the annual budget for their community. They would like to estimate how much their constituents living in this city are typically paying each year in real estate taxes. Given that there are over 100,000 homeowners in this city, the officials have decided to sample a representative subset of taxpayers and study their tax payments. a. What sample size is required to generate a 95% confidence interval for the mean annual real estate tax payment with a halflength of $100? Assume that the best estimate of the population standard deviation is $535. If a random sample of the size from part a is selected and a 95% confidence interval for the mean is calculated from this sample, will the halflength of the confidence interval be equal to $100? b. Now suppose that the officials want to construct a 95% confidence interval with a half-length of $75. What sample size is required to achieve this objective? c. Over 60 Box 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 Number Defective 1 0 0 0 0 1 0 0 2 0 0 0 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0 0 1 0 0 0 2 0 1 0 0 1 0 0 0 2 This isis fictitious fictitious data. data. This Sample mean = Sample Standard dev = Sample Size = Sample standard error = Population size = df = t-multiplier = Confidence interval 0.420 0.7583548 50 0.1072476 1000 49 2.0095752 204 to 43 44 45 46 47 48 49 50 3 0 2 0 0 2 0 0 636 Consumer 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 Gender F F M F M F F F F F F F F F F F F F F F M F F F F M M F F F F F F F F F F M F F M M F Age Over 60 Between 40 and 60 Between 40 and 60 Over 60 Between 20 and 40 Between 20 and 40 Between 20 and 40 Between 40 and 60 Between 20 and 40 Between 40 and 60 Over 60 Between 20 and 40 Over 60 Between 40 and 60 Between 40 and 60 Between 20 and 40 Between 20 and 40 Between 40 and 60 Over 60 Between 20 and 40 Over 60 Between 40 and 60 Between 40 and 60 Between 40 and 60 Between 20 and 40 Between 20 and 40 Between 20 and 40 Over 60 Between 20 and 40 Between 40 and 60 Between 20 and 40 Between 20 and 40 Between 20 and 40 Between 40 and 60 Between 20 and 40 Between 40 and 60 Between 40 and 60 Between 20 and 40 Between 20 and 40 Between 40 and 60 Less than 20 Less than 20 Between 40 and 60 Preference Our brand Our brand Our brand Competing brand Our brand Competing brand Our brand Competing brand Competing brand Competing brand Competing brand Our brand Competing brand Competing brand Competing brand Our brand Competing brand Competing brand Our brand Our brand Our brand Competing brand Competing brand Our brand Our brand Our brand Our brand Competing brand Competing brand Competing brand Our brand Our brand Competing brand Competing brand Competing brand Our brand Our brand Our brand Competing brand Competing brand Our brand Our brand Our brand Thisisis fictitious fictitiousdata. data. This Preference Competing brand Our brand Total Result Note: Z value for 90% confidence interva Proportion = Lower Limit = Upper Limit = Sum - Preference Preference Competing brand Our brand Total Result Proportion = Lower Limit = Upper Limit = Sum - Preference Preference Competing brand Our brand Total Result Proportion = Lower Limit = Upper Limit = 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 F M F M F F F F F F F F F F M F M F M F M M F F M F M F M F F F M F M F F M M F F M F Over 60 Less than 20 Between 20 and 40 Between 20 and 40 Over 60 Between 20 and 40 Between 20 and 40 Between 40 and 60 Between 20 and 40 Over 60 Between 40 and 60 Between 20 and 40 Over 60 Between 40 and 60 Between 40 and 60 Between 20 and 40 Over 60 Between 20 and 40 Between 20 and 40 Over 60 Between 40 and 60 Between 40 and 60 Between 20 and 40 Between 40 and 60 Over 60 Between 20 and 40 Between 20 and 40 Over 60 Over 60 Between 40 and 60 Between 20 and 40 Between 40 and 60 Between 40 and 60 Between 40 and 60 Between 20 and 40 Between 40 and 60 Between 20 and 40 Over 60 Between 40 and 60 Between 40 and 60 Between 20 and 40 Less than 20 Between 40 and 60 Competing brand Competing brand Competing brand Our brand Our brand Competing brand Our brand Our brand Our brand Competing brand Competing brand Competing brand Competing brand Competing brand Our brand Competing brand Our brand Our brand Competing brand Competing brand Our brand Our brand Competing brand Our brand Competing brand Our brand Competing brand Competing brand Competing brand Competing brand Our brand Our brand Competing brand Our brand Our brand Our brand Competing brand Our brand Competing brand Our brand Our brand Our brand Our brand 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 M M F M M M F F F F F F F F F F F F M F F M M F F F M M F M M F F F F F F F F F M M F Between 40 and 60 Between 20 and 40 Between 40 and 60 Between 40 and 60 Between 40 and 60 Between 20 and 40 Between 20 and 40 Over 60 Between 20 and 40 Between 20 and 40 Between 20 and 40 Over 60 Between 20 and 40 Between 20 and 40 Less than 20 Over 60 Less than 20 Between 20 and 40 Less than 20 Between 20 and 40 Between 20 and 40 Less than 20 Between 20 and 40 Between 40 and 60 Between 40 and 60 Between 20 and 40 Less than 20 Between 40 and 60 Between 20 and 40 Over 60 Over 60 Between 20 and 40 Between 20 and 40 Between 20 and 40 Over 60 Between 20 and 40 Between 40 and 60 Between 40 and 60 Between 20 and 40 Between 20 and 40 Between 40 and 60 Between 20 and 40 Between 40 and 60 Our brand Our brand Our brand Competing brand Competing brand Our brand Competing brand Competing brand Competing brand Our brand Competing brand Competing brand Competing brand Competing brand Competing brand Competing brand Competing brand Our brand Our brand Our brand Our brand Our brand Competing brand Competing brand Our brand Our brand Our brand Our brand Competing brand Competing brand Our brand Competing brand Competing brand Competing brand Competing brand Our brand Competing brand Our brand Our brand Competing brand Competing brand Our brand Our brand 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 F F M M F F F F F F F F M F F F F M F M M F F F F F M F F F F F F F F F F F M M F F M Between 20 and 40 Over 60 Over 60 Between 20 and 40 Between 20 and 40 Between 40 and 60 Over 60 Over 60 Between 20 and 40 Between 20 and 40 Between 40 and 60 Between 20 and 40 Over 60 Between 40 and 60 Between 20 and 40 Less than 20 Between 20 and 40 Between 20 and 40 Between 20 and 40 Over 60 Over 60 Between 20 and 40 Between 40 and 60 Between 20 and 40 Between 20 and 40 Between 40 and 60 Between 20 and 40 Between 40 and 60 Between 20 and 40 Over 60 Between 20 and 40 Over 60 Between 20 and 40 Between 20 and 40 Between 20 and 40 Between 20 and 40 Between 20 and 40 Between 40 and 60 Between 20 and 40 Less than 20 Between 40 and 60 Over 60 Over 60 Competing brand Our brand Competing brand Our brand Competing brand Our brand Competing brand Competing brand Competing brand Competing brand Our brand Our brand Our brand Competing brand Competing brand Competing brand Competing brand Competing brand Our brand Competing brand Our brand Competing brand Competing brand Our brand Competing brand Competing brand Our brand Our brand Our brand Our brand Our brand Our brand Competing brand Competing brand Competing brand Competing brand Competing brand Competing brand Our brand Our brand Our brand Our brand Our brand 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 F M F M F F F F M F F M F F F M M F F F F F M F M F F F F M F F F F F F M F F F F F M Between 20 and 40 Less than 20 Less than 20 Between 20 and 40 Between 20 and 40 Between 20 and 40 Between 20 and 40 Between 20 and 40 Less than 20 Between 20 and 40 Over 60 Between 20 and 40 Less than 20 Between 20 and 40 Between 40 and 60 Between 40 and 60 Between 40 and 60 Between 20 and 40 Less than 20 Less than 20 Over 60 Between 20 and 40 Between 40 and 60 Between 40 and 60 Over 60 Between 40 and 60 Over 60 Between 20 and 40 Between 40 and 60 Between 40 and 60 Over 60 Less than 20 Between 40 and 60 Between 20 and 40 Between 20 and 40 Between 20 and 40 Between 20 and 40 Over 60 Between 40 and 60 Between 20 and 40 Less than 20 Between 20 and 40 Over 60 Competing brand Competing brand Our brand Our brand Competing brand Our brand Our brand Our brand Our brand Our brand Competing brand Our brand Our brand Our brand Our brand Competing brand Competing brand Our brand Competing brand Our brand Our brand Our brand Competing brand Our brand Our brand Our brand Competing brand Our brand Our brand Our brand Competing brand Our brand Competing brand Our brand Our brand Our brand Competing brand Our brand Our brand Competing brand Our brand Our brand Our brand 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 F F M F F F F M F F M F M F F F F F M F F F F F F F F F F F M F F M M Between 20 and 40 Between 40 and 60 Between 40 and 60 Between 20 and 40 Less than 20 Between 20 and 40 Between 40 and 60 Between 40 and 60 Over 60 Between 20 and 40 Between 40 and 60 Over 60 Less than 20 Over 60 Between 20 and 40 Between 20 and 40 Over 60 Over 60 Between 40 and 60 Between 20 and 40 Between 40 and 60 Between 20 and 40 Between 40 and 60 Between 40 and 60 Between 40 and 60 Between 40 and 60 Between 20 and 40 Between 20 and 40 Over 60 Between 40 and 60 Between 40 and 60 Between 20 and 40 Between 40 and 60 Between 20 and 40 Over 60 Competing brand Our brand Our brand Our brand Our brand Our brand Our brand Competing brand Our brand Competing brand Competing brand Competing brand Our brand Competing brand Our brand Competing brand Our brand Our brand Competing brand Our brand Our brand Our brand Our brand Our brand Competing brand Our brand Our brand Competing brand Our brand Competing brand Competing brand Competing brand Our brand Competing brand Competing brand titiousdata. data. titious Sum - Preference ue for 90% confidence interval is 1.645 0.536 0.484 0.588 Gender F M F M 0.5108695652 0.450 0.571 Age Between 20 and 40 Total Result 0.6060606061 0.507 0.705 Between 40 and 60 Less than 20 Over 60 Between 20 and 40 Between 40 and 60 Less than 20 Over 60 0.5327102804 0.5405405405 0.7142857143 0.4583333333 0.453 0.445 0.552 0.340 0.612 0.636 0.876 0.577 Total Result Household 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 Family Size Location 2 2 6 2 3 4 1 1 3 3 4 1 1 1 1 1 3 2 6 1 1 1 3 4 1 1 2 4 4 4 3 1 2 3 4 1 2 1 4 4 1 1 1 3 2 2 4 2 1 2 3 1 2 2 4 4 3 2 3 1 3 4 3 1 4 2 2 4 5 3 3 2 4 1 2 2 3 1 3 4 7 3 3 1 Ownership 1 0 0 1 0 0 1 1 1 0 1 0 1 0 1 1 0 1 1 1 1 1 1 1 1 0 1 1 1 1 0 1 1 0 0 1 1 1 1 1 1 1 First Income $58,206 $48,273 $37,582 $56,610 $37,731 $30,434 $47,969 $55,487 $59,947 $36,970 $53,113 $27,350 $48,064 $29,692 $25,853 $49,728 $49,883 $46,265 $49,809 $43,640 $57,395 $52,847 $59,486 $57,577 $63,825 $66,868 $48,376 $33,646 $65,241 $34,531 $18,846 $49,181 $65,276 $23,597 $28,851 $62,276 $42,639 $35,592 $49,777 $21,451 $37,808 $56,375 Second Income $38,503 $29,197 $28,164 $21,454 $26,007 $31,838 $20,969 $20,617 $29,240 $52,088 $57,974 $39,894 $47,205 $21,536 $12,196 $35,091 $61,140 $20,798 $22,682 $31,231 $32,912 $23,074 $27,773 $13,309 $28,022 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 5 1 1 5 2 2 1 1 4 2 5 5 3 2 5 2 2 3 2 3 2 1 1 2 2 3 5 4 2 4 2 3 2 4 4 3 2 4 1 5 2 2 5 2 1 4 2 3 2 2 2 2 2 3 3 1 1 4 3 4 2 3 2 1 1 3 4 4 2 1 3 2 1 3 4 2 2 2 1 3 1 2 3 2 1 3 1 1 0 1 0 1 1 1 1 1 0 1 0 1 0 1 0 1 1 1 0 1 1 0 0 1 0 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 $67,798 $29,805 $35,289 $63,354 $30,693 $68,806 $66,770 $59,321 $49,954 $55,752 $43,436 $36,780 $64,489 $30,433 $20,234 $32,848 $16,252 $75,225 $38,838 $60,993 $31,051 $43,847 $39,862 $27,222 $27,651 $53,650 $42,168 $36,472 $66,346 $63,572 $50,233 $35,466 $77,892 $53,117 $56,310 $58,563 $33,105 $34,259 $26,910 $36,065 $56,330 $54,863 $48,304 $33,945 $52,656 $23,046 $30,758 $37,404 $21,855 $21,609 $43,448 $23,929 $17,507 $11,539 $71,930 $36,513 $44,220 $26,520 $17,215 $18,644 $50,636 $39,108 $33,832 $54,048 $39,539 $28,368 $74,072 $48,393 $41,558 $43,579 $28,438 $28,020 $54,315 $41,329 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 3 5 3 2 3 1 2 3 3 2 2 6 4 3 6 2 1 2 2 3 4 4 2 4 4 3 2 1 1 3 3 3 1 3 2 2 1 4 3 5 3 1 2 4 1 1 2 4 4 2 2 3 2 2 4 2 3 2 2 1 4 3 1 2 4 4 1 2 3 1 1 3 2 3 1 3 3 1 2 4 4 2 4 3 3 3 0 0 1 1 0 1 0 1 1 1 1 1 1 0 1 1 1 0 0 1 0 0 1 1 1 0 0 0 1 1 1 1 1 1 1 1 0 0 1 0 0 0 1 $36,373 $60,940 $53,249 $59,064 $32,061 $27,377 $48,232 $62,280 $37,184 $64,154 $86,398 $41,335 $62,522 $41,490 $45,391 $39,367 $75,865 $36,588 $48,726 $75,208 $38,740 $26,219 $32,806 $46,667 $65,115 $40,397 $65,601 $43,657 $37,523 $73,734 $58,580 $55,806 $31,400 $48,455 $40,858 $59,737 $24,478 $36,395 $42,843 $21,557 $37,186 $34,806 $35,479 $32,341 $57,432 $39,777 $53,545 $27,840 $30,728 $52,654 $27,569 $43,989 $55,855 $35,158 $30,121 $30,278 $48,694 $24,806 $16,165 $29,334 $53,755 $31,725 $54,278 $73,481 $51,488 $37,384 $31,331 $34,114 $59,510 $27,650 $36,965 $14,322 $24,577 $21,271 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 6 1 5 5 1 3 1 2 2 4 1 1 5 4 5 6 1 3 2 1 7 3 3 4 2 1 1 1 3 3 3 3 3 1 5 5 3 4 2 3 5 2 2 4 1 1 4 4 4 4 2 2 2 1 4 3 4 4 1 4 4 2 4 1 1 2 4 3 1 2 4 4 1 1 4 2 4 1 2 3 1 1 2 3 3 3 0 1 1 0 0 0 1 1 1 1 1 0 0 0 0 1 0 1 1 0 0 0 1 0 1 1 1 0 0 1 1 1 1 0 0 1 0 1 1 1 1 0 1 $30,584 $52,448 $39,096 $24,128 $46,342 $23,302 $39,578 $49,132 $56,838 $61,955 $71,211 $28,837 $34,354 $24,442 $22,259 $48,910 $25,713 $22,991 $84,820 $27,721 $39,602 $31,100 $58,451 $20,277 $33,963 $45,869 $62,071 $30,557 $30,482 $90,488 $61,174 $28,378 $39,847 $37,154 $42,841 $56,072 $33,442 $28,822 $33,018 $30,225 $42,178 $28,340 $43,027 $17,372 $37,336 $13,889 $20,987 $36,007 $32,021 $57,445 $22,543 $12,940 $19,683 $40,063 $14,387 $70,096 $32,198 $28,489 $29,753 $14,502 $33,168 $18,684 $68,619 $35,481 $32,802 $33,961 $55,593 $21,920 $22,936 $40,211 $18,533 $38,600 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 2 3 1 3 3 1 1 4 3 1 8 5 4 1 3 3 3 2 4 4 2 1 1 4 10 4 3 4 6 4 3 3 3 1 4 1 1 3 4 4 4 3 5 2 4 2 1 3 4 1 4 1 1 4 2 4 1 3 1 4 4 3 1 1 4 4 4 4 4 2 2 2 4 2 3 4 4 3 4 4 1 1 3 1 2 1 1 0 1 0 0 0 0 0 0 0 0 1 0 1 1 1 1 0 1 1 1 1 1 0 0 0 1 1 1 0 1 0 0 1 0 0 0 1 0 0 1 1 1 $76,547 $41,275 $59,708 $68,115 $25,755 $33,699 $36,384 $25,816 $30,415 $34,150 $31,484 $68,108 $26,788 $68,299 $36,015 $46,561 $52,434 $37,650 $34,308 $53,576 $46,249 $33,940 $37,924 $26,167 $33,456 $20,182 $65,699 $59,015 $81,366 $31,198 $40,383 $24,578 $30,002 $42,058 $25,835 $18,276 $22,380 $48,893 $60,953 $29,322 $36,170 $70,692 $36,742 $53,513 $35,920 $65,099 $20,267 $20,903 $17,213 $24,850 $57,895 $26,101 $26,631 $32,230 $25,247 $48,666 $16,259 $22,267 $16,653 $50,202 $34,549 $45,443 $20,115 $31,270 $23,269 $18,632 $15,362 $58,573 $17,787 $69,115 $19,478 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 4 3 4 4 4 2 2 1 1 1 2 1 4 4 3 9 2 6 4 3 1 4 2 3 2 1 4 3 4 3 2 3 5 5 6 2 4 2 5 2 1 1 3 3 1 2 4 2 3 3 2 4 1 4 1 4 3 2 1 1 1 4 4 1 3 1 3 3 2 4 2 1 1 4 3 4 3 1 4 1 2 4 4 2 2 4 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 1 1 0 1 0 1 1 1 1 1 1 1 1 0 1 1 0 1 1 0 1 0 1 0 $39,255 $43,737 $41,401 $23,779 $53,165 $34,756 $49,479 $72,949 $39,987 $34,204 $38,975 $39,991 $18,706 $52,965 $65,318 $32,630 $56,645 $40,270 $33,538 $37,599 $59,579 $32,271 $41,427 $37,235 $31,519 $73,980 $20,514 $81,612 $65,717 $50,155 $35,502 $40,874 $38,425 $30,045 $31,644 $34,052 $47,336 $38,007 $21,402 $39,353 $64,179 $67,184 $43,163 $36,234 $37,196 $33,059 $17,567 $33,644 $21,101 $48,203 $32,867 $9,549 $37,370 $58,628 $25,291 $47,472 $31,773 $26,083 $17,847 $20,488 $18,732 $33,446 $35,376 $25,054 $19,893 $17,805 $30,437 $21,144 $13,964 $22,622 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 1 5 4 3 2 4 3 4 1 1 2 4 3 2 3 3 3 2 5 1 2 2 3 4 3 3 1 2 4 5 3 1 10 3 4 1 1 3 5 2 2 2 5 2 4 4 3 1 2 3 4 4 1 2 4 2 4 4 3 2 2 1 3 1 3 3 3 1 4 3 1 3 2 3 3 3 3 2 3 1 1 4 1 2 4 2 0 0 0 0 1 0 1 0 0 0 1 1 1 1 0 1 1 1 1 1 1 1 0 0 1 0 0 1 1 1 0 1 0 0 1 0 0 1 0 1 1 1 1 $51,372 $23,763 $20,987 $49,819 $58,303 $71,130 $37,375 $21,701 $27,700 $32,420 $65,740 $37,552 $58,182 $34,662 $38,634 $27,085 $60,590 $98,881 $46,473 $54,374 $64,630 $39,320 $31,461 $38,389 $43,179 $31,721 $28,835 $65,852 $49,156 $57,772 $45,455 $46,890 $48,330 $50,724 $48,586 $29,289 $36,838 $39,080 $21,382 $42,390 $48,120 $35,343 $75,049 $21,360 $14,189 $36,911 $39,826 $20,331 $33,583 $22,103 $37,835 $22,798 $27,213 $74,825 $37,134 $62,321 $20,949 $21,554 $25,940 $44,595 $48,723 $37,997 $37,135 $38,092 $16,970 $26,173 $41,952 $55,657 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 1 3 2 3 3 4 2 3 5 1 4 3 4 2 4 3 2 4 3 2 3 1 6 3 3 3 2 4 8 3 2 1 4 5 6 2 5 3 5 5 5 3 3 3 3 4 3 3 3 4 4 4 4 2 1 4 1 1 3 4 3 1 1 2 4 1 3 3 3 3 4 1 2 2 4 1 1 1 3 3 2 2 3 4 4 4 1 0 0 1 1 0 1 1 0 0 1 0 0 1 1 1 0 1 1 0 1 0 1 1 0 0 1 0 1 0 1 0 1 1 1 0 1 1 1 0 0 0 0 $32,316 $46,289 $35,883 $37,904 $54,901 $32,649 $16,971 $34,431 $30,539 $32,697 $84,886 $29,386 $24,109 $36,493 $55,506 $39,627 $28,910 $24,493 $41,965 $69,615 $41,069 $22,091 $40,813 $40,742 $21,699 $24,430 $49,744 $19,316 $52,862 $83,859 $46,023 $26,351 $50,383 $36,630 $39,773 $38,891 $42,323 $43,891 $71,659 $35,241 $17,881 $35,310 $25,167 $42,421 $19,692 $23,890 $28,768 $24,742 $22,543 $17,430 $20,314 $32,221 $53,412 $21,831 $14,855 $36,335 $63,710 $21,383 $13,704 $20,987 $10,680 $42,294 $65,582 $30,393 $35,749 $22,871 $23,808 $28,427 $43,745 $70,436 $18,677 $10,509 $25,405 $19,673 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 1 4 5 3 1 4 4 5 5 2 2 4 3 2 2 3 2 2 2 3 1 6 4 3 3 1 5 2 4 2 3 7 2 4 1 4 4 1 3 4 3 3 3 4 1 3 2 4 1 4 2 3 4 3 2 1 3 1 1 2 3 2 4 2 1 2 2 3 4 2 3 2 2 3 1 3 3 2 1 2 3 2 1 1 4 1 0 0 1 1 1 1 0 1 0 0 0 0 1 0 0 0 1 0 1 0 1 1 1 1 0 1 1 0 1 1 0 0 1 0 1 0 0 0 0 1 1 0 0 $24,859 $38,993 $30,384 $56,967 $53,283 $44,436 $30,527 $95,583 $24,064 $28,950 $33,176 $37,297 $33,653 $33,723 $45,572 $46,672 $37,093 $36,588 $43,934 $28,068 $75,737 $37,107 $62,634 $63,946 $35,943 $24,992 $48,643 $27,160 $49,699 $47,659 $39,778 $31,090 $42,708 $31,238 $60,240 $37,117 $43,832 $35,105 $45,609 $41,914 $51,202 $22,393 $49,447 $26,866 $24,582 $37,901 $32,162 $27,055 $71,599 $18,095 $18,542 $23,897 $28,010 $26,704 $27,480 $23,213 $28,877 $18,561 $32,728 $41,731 $17,927 $30,047 $59,352 $62,523 $20,494 $36,651 $26,619 $26,827 $33,336 $21,586 $41,601 $29,402 $34,071 $32,996 $29,602 $38,478 $29,289 $11,802 $36,562 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 5 2 4 3 5 1 2 2 4 2 3 2 2 5 2 8 3 6 5 1 4 5 2 2 1 2 3 2 2 2 5 4 1 2 9 6 2 2 3 1 5 1 1 2 4 4 2 1 1 1 2 3 3 1 1 4 4 4 4 3 3 4 2 4 4 3 1 1 1 3 4 1 2 4 2 2 3 4 1 2 3 2 3 1 2 4 1 0 0 1 1 1 0 1 1 0 1 1 0 0 0 0 0 1 0 1 0 1 0 1 0 0 1 1 0 1 0 1 1 1 0 1 1 0 0 0 1 0 0 $83,363 $25,997 $46,656 $56,857 $49,943 $72,515 $53,248 $35,572 $32,425 $46,271 $85,621 $25,076 $38,697 $32,794 $26,101 $25,655 $44,158 $24,114 $24,503 $48,914 $23,695 $30,372 $24,306 $35,079 $25,886 $45,625 $39,341 $32,433 $64,570 $55,665 $31,657 $85,374 $76,800 $38,681 $26,380 $71,206 $69,863 $37,435 $42,419 $43,482 $48,439 $45,038 $33,087 $72,930 $13,295 $31,044 $49,696 $34,731 $44,398 $31,433 $31,348 $40,282 $81,979 $21,758 $24,277 $32,704 $13,983 $23,464 $32,616 $13,577 $16,321 $16,558 $15,467 $29,542 $40,583 $34,520 $22,666 $62,590 $31,596 $53,417 $33,853 $22,382 $56,268 $57,019 $21,724 $40,654 $44,434 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 1 3 1 3 4 4 2 3 2 4 1 2 5 6 4 5 2 5 3 2 1 3 2 5 3 4 1 3 3 3 4 4 2 4 3 1 8 3 2 1 3 3 1 2 3 3 3 2 3 2 3 1 3 2 4 2 3 2 2 4 1 4 2 1 4 2 1 1 3 1 2 3 1 3 1 3 3 3 3 2 1 2 3 4 1 2 1 1 0 1 1 1 1 0 0 0 1 0 1 0 1 1 0 1 0 1 0 0 1 0 0 0 0 1 0 1 0 1 0 1 0 0 1 1 0 1 0 1 1 $45,993 $45,220 $29,407 $34,933 $49,206 $61,764 $64,982 $20,844 $53,607 $38,481 $56,151 $31,118 $53,338 $25,246 $32,705 $79,696 $24,327 $84,098 $23,653 $58,305 $47,570 $20,435 $84,675 $42,603 $35,043 $18,782 $32,125 $38,157 $29,101 $37,869 $26,103 $55,264 $29,718 $34,884 $33,467 $18,119 $46,100 $48,369 $45,275 $35,430 $42,249 $84,823 $60,069 $25,914 $21,844 $37,614 $34,370 $11,948 $33,620 $31,892 $30,705 $15,707 $25,029 $42,497 $24,250 $60,049 $15,052 $18,013 $30,072 $18,189 $13,096 $27,643 $15,967 $30,059 $17,435 $46,778 $17,955 $30,032 $44,847 $29,055 $32,387 $44,388 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 2 4 3 1 1 3 2 3 3 3 2 1 3 3 3 1 5 2 3 5 3 1 2 3 5 2 4 1 4 4 1 3 3 3 1 3 4 2 4 3 3 4 1 3 2 3 4 1 4 3 1 1 2 2 4 4 1 1 1 0 1 1 1 0 0 1 1 0 0 1 1 0 1 1 0 1 0 1 1 0 1 1 1 1 $28,534 $30,433 $53,184 $49,358 $41,628 $46,389 $85,051 $46,703 $33,268 $76,435 $37,450 $47,244 $57,525 $33,919 $50,643 $26,610 $52,656 $49,255 $31,142 $39,189 $46,379 $42,313 $46,828 $42,758 $66,397 $43,599 $25,713 $39,187 $28,204 $41,624 $40,502 $17,587 $40,136 $21,464 $29,514 $31,371 $37,465 $30,422 $35,491 $18,969 $24,834 $26,253 $39,596 $34,067 $54,716 $33,364 Monthly Payment $1,585 $1,314 $383 $1,002 $743 $991 $849 $752 $1,498 $991 $1,163 $619 $1,434 $997 $948 $1,378 $902 $1,626 $834 $729 $1,473 $1,038 $933 $903 $1,346 $574 $1,407 $606 $699 $988 $746 $1,510 $1,091 $402 $696 $1,548 $919 $1,669 $1,049 $493 $722 $881 Utilities $252 $216 $207 $249 $217 $208 $243 $242 $256 $222 $251 $209 $250 $190 $254 $272 $201 $256 $253 $259 $248 $245 $251 $255 $250 $202 $257 $264 $254 $264 $214 $264 $261 $211 $225 $249 $258 $245 $256 $259 $286 $261 Debt annual income $5,692 $96,709 $4,267 $77,470 $2,903 $65,746 $3,896 $56,610 $3,011 $59,185 $3,718 $56,441 $5,907 $47,969 $2,783 $55,487 $6,275 $59,947 $4,845 $68,808 $5,267 $53,113 $2,256 $48,319 $3,918 $48,064 $879 $50,309 $4,606 $25,853 $5,427 $49,728 $3,482 $79,123 $6,658 $46,265 $4,234 $49,809 $5,393 $43,640 $4,456 $57,395 $3,999 $52,847 $2,598 $59,486 $6,261 $109,665 $5,402 $63,825 $3,911 $124,842 $5,889 $88,270 $4,275 $33,646 $5,737 $112,446 $5,538 $56,067 $1,852 $31,042 $7,020 $84,272 $7,212 $126,416 $1,796 $44,395 $3,452 $51,533 $6,428 $93,507 $4,469 $75,551 $5,516 $58,666 $5,239 $77,550 $3,731 $34,760 $7,228 $65,830 $3,441 $56,375 This isis fictitious fictitious data. data. This Location 1 2 3 4 Total Result As sample sizes are large so using Z and t are equiva Location SW NW NE SE $1,424 $1,161 $457 $1,458 $977 $1,453 $1,658 $1,664 $1,062 $1,660 $699 $573 $748 $1,318 $572 $720 $669 $1,272 $1,084 $1,476 $1,033 $847 $1,472 $520 $501 $1,292 $490 $1,435 $1,914 $1,123 $1,293 $776 $875 $1,534 $1,283 $1,138 $976 $1,302 $1,028 $640 $989 $1,751 $752 $264 $253 $192 $277 $199 $251 $257 $247 $260 $253 $215 $279 $207 $244 $223 $254 $206 $260 $247 $257 $195 $244 $250 $201 $195 $259 $221 $260 $247 $249 $259 $212 $246 $254 $261 $272 $249 $251 $244 $278 $254 $245 $265 $6,067 $5,462 $1,734 $6,153 $3,763 $4,930 $6,025 $5,314 $5,179 $5,768 $2,767 $5,311 $3,934 $4,648 $3,030 $4,113 $1,428 $6,434 $4,428 $6,675 $1,821 $4,264 $4,809 $3,705 $3,661 $7,043 $1,739 $5,895 $6,584 $6,165 $7,177 $3,949 $6,309 $6,956 $7,363 $4,848 $3,634 $5,235 $3,752 $5,430 $5,429 $6,172 $5,131 $101,743 $29,805 $35,289 $116,010 $53,739 $68,806 $66,770 $59,321 $80,712 $93,156 $65,291 $58,389 $107,937 $54,362 $37,741 $32,848 $27,791 $147,155 $75,351 $105,213 $57,571 $43,847 $39,862 $44,437 $46,295 $104,286 $81,276 $70,304 $66,346 $117,620 $89,772 $63,834 $151,964 $101,510 $97,868 $102,142 $33,105 $62,697 $26,910 $64,085 $110,645 $96,192 $48,304 $428 $888 $1,469 $943 $577 $815 $1,134 $1,278 $1,014 $1,088 $1,137 $959 $831 $578 $1,040 $1,233 $1,078 $602 $622 $1,503 $568 $530 $771 $1,250 $1,300 $576 $992 $848 $1,829 $1,731 $670 $1,676 $1,030 $635 $1,049 $1,588 $989 $655 $1,500 $658 $689 $681 $964 $207 $218 $254 $255 $202 $254 $199 $259 $265 $259 $241 $278 $265 $205 $275 $245 $239 $202 $203 $254 $208 $211 $242 $255 $259 $214 $201 $191 $250 $264 $261 $257 $246 $270 $247 $254 $196 $215 $261 $217 $204 $207 $255 $3,187 $2,615 $7,415 $4,752 $983 $3,233 $3,285 $4,497 $5,736 $5,048 $6,145 $6,188 $7,345 $3,144 $5,991 $3,895 $5,288 $1,800 $3,120 $6,411 $2,584 $3,309 $4,410 $5,735 $5,481 $2,916 $2,671 $4,311 $5,117 $4,112 $3,671 $6,247 $4,726 $5,719 $5,212 $5,924 $2,871 $3,067 $4,963 $2,606 $2,759 $2,592 $3,933 $68,714 $118,372 $93,026 $112,609 $59,901 $27,377 $78,960 $114,934 $64,753 $64,154 $130,387 $41,335 $118,377 $76,648 $75,512 $39,367 $75,865 $66,866 $97,420 $75,208 $63,546 $42,384 $32,806 $76,001 $118,870 $72,122 $119,879 $43,657 $37,523 $147,215 $110,068 $93,190 $31,400 $79,786 $74,972 $119,247 $24,478 $64,045 $79,808 $35,879 $61,763 $34,806 $56,750 $586 $1,121 $1,203 $762 $560 $626 $953 $2,171 $810 $1,460 $1,514 $569 $778 $558 $680 $1,007 $814 $1,252 $1,467 $723 $848 $1,083 $1,470 $500 $991 $1,377 $1,326 $601 $588 $1,537 $1,601 $644 $1,573 $657 $892 $1,248 $770 $959 $871 $1,117 $1,269 $627 $1,235 $223 $248 $263 $216 $201 $223 $239 $250 $252 $253 $253 $202 $228 $205 $223 $268 $191 $257 $245 $198 $237 $210 $257 $215 $243 $246 $255 $211 $208 $262 $261 $256 $253 $201 $213 $271 $201 $257 $249 $260 $278 $198 $251 $4,229 $5,412 $6,631 $2,812 $2,792 $2,961 $3,863 $6,796 $5,963 $6,727 $5,135 $1,552 $5,593 $2,013 $2,408 $6,810 $2,163 $4,661 $6,661 $2,082 $5,906 $2,072 $6,623 $2,794 $4,006 $6,206 $6,186 $1,185 $4,557 $7,904 $4,504 $4,375 $5,097 $1,348 $2,551 $6,969 $2,584 $8,190 $4,591 $4,560 $6,286 $1,854 $4,694 $47,956 $52,448 $76,432 $38,017 $46,342 $44,289 $39,578 $85,139 $88,859 $119,400 $71,211 $28,837 $56,897 $37,382 $41,942 $88,973 $25,713 $37,378 $154,916 $27,721 $71,800 $59,589 $88,204 $34,779 $67,131 $45,869 $62,071 $30,557 $49,166 $159,107 $96,655 $28,378 $72,649 $37,154 $76,802 $111,665 $55,362 $51,758 $33,018 $30,225 $82,389 $46,873 $81,627 $926 $1,120 $1,070 $1,159 $847 $797 $601 $562 $728 $643 $644 $1,521 $1,059 $1,271 $1,150 $1,984 $1,093 $534 $963 $1,108 $1,133 $1,027 $653 $553 $405 $603 $1,065 $1,262 $1,800 $497 $1,086 $1,286 $349 $884 $797 $478 $746 $676 $1,186 $674 $1,185 $1,088 $1,304 $252 $206 $255 $205 $209 $208 $202 $209 $207 $205 $233 $275 $203 $246 $252 $255 $271 $201 $254 $257 $254 $247 $248 $212 $226 $218 $263 $254 $267 $213 $256 $207 $212 $254 $209 $196 $194 $254 $205 $212 $253 $252 $262 $7,161 $3,826 $3,274 $6,910 $2,171 $227 $2,391 $3,200 $2,781 $1,763 $3,688 $7,025 $3,864 $6,579 $3,073 $6,440 $5,594 $2,158 $5,121 $4,263 $3,931 $4,923 $4,017 $2,353 $4,354 $2,989 $4,977 $7,340 $7,850 $2,092 $5,276 $3,154 $2,808 $4,607 $3,136 $1,657 $854 $5,112 $3,374 $1,582 $5,467 $6,915 $5,697 $130,060 $77,195 $59,708 $133,214 $46,022 $33,699 $36,384 $46,719 $47,628 $34,150 $56,334 $126,003 $52,889 $68,299 $36,015 $73,192 $52,434 $69,880 $59,555 $102,242 $46,249 $33,940 $37,924 $42,426 $55,723 $36,835 $115,901 $93,564 $126,809 $51,313 $71,653 $47,847 $48,634 $42,058 $41,197 $18,276 $22,380 $48,893 $119,526 $47,109 $36,170 $139,807 $56,220 $949 $797 $724 $784 $1,740 $801 $647 $1,522 $538 $838 $369 $796 $690 $766 $1,687 $1,391 $797 $854 $617 $1,058 $1,161 $818 $1,377 $745 $1,218 $823 $629 $1,787 $1,251 $1,068 $829 $1,217 $398 $924 $821 $585 $1,044 $840 $788 $495 $1,432 $756 $941 $207 $206 $205 $207 $199 $205 $201 $200 $204 $197 $192 $246 $214 $214 $219 $287 $197 $276 $215 $255 $254 $211 $249 $206 $245 $244 $266 $254 $263 $254 $253 $260 $224 $271 $266 $200 $261 $259 $222 $247 $199 $242 $208 $3,848 $75,489 $3,273 $80,933 $2,554 $74,460 $2,954 $41,346 $6,727 $86,809 $3,163 $55,857 $3,054 $97,682 $3,729 $72,949 $1,570 $39,987 $1,855 $34,204 $2,494 $71,842 $3,657 $39,991 $2,672 $28,255 $5,498 $90,335 $3,482 $123,946 $7,930 $57,921 $2,910 $104,117 $6,545 $72,043 $2,375 $59,621 $5,605 $37,599 $5,364 $59,579 $3,191 $50,118 $4,882 $41,427 $2,100 $57,723 $4,669 $31,519 $3,831 $73,980 $4,441 $39,246 $6,863 $81,612 $6,689 $65,717 $4,262 $50,155 $3,371 $35,502 $6,199 $74,320 $3,822 $73,801 $6,338 $55,099 $5,859 $51,537 $2,030 $51,857 $4,896 $77,773 $4,505 $59,151 $2,503 $35,366 $4,631 $39,353 $4,287 $64,179 $4,742 $67,184 $2,491 $65,785 $887 $953 $355 $960 $1,266 $1,262 $985 $799 $728 $1,075 $1,044 $893 $1,576 $724 $549 $965 $1,167 $1,295 $1,489 $804 $1,585 $1,259 $888 $712 $909 $525 $793 $908 $838 $1,070 $732 $577 $616 $653 $679 $833 $621 $1,103 $557 $1,008 $1,317 $556 $1,380 $191 $226 $214 $211 $256 $216 $255 $206 $203 $203 $244 $260 $248 $245 $207 $268 $264 $249 $261 $252 $249 $254 $207 $222 $257 $210 $205 $246 $258 $269 $217 $244 $230 $201 $258 $206 $192 $259 $215 $247 $246 $239 $272 $1,789 $3,829 $3,635 $2,853 $4,910 $5,036 $3,616 $2,493 $555 $1,352 $4,646 $4,997 $8,318 $4,596 $2,706 $5,298 $6,004 $6,608 $7,121 $5,410 $7,559 $4,220 $2,621 $3,712 $5,218 $1,619 $1,003 $6,546 $5,598 $6,650 $2,263 $5,140 $4,681 $5,330 $4,678 $1,413 $2,365 $4,371 $2,265 $3,516 $5,620 $4,899 $5,384 $51,372 $45,123 $35,176 $86,730 $58,303 $110,956 $37,375 $42,032 $27,700 $32,420 $99,323 $59,655 $96,017 $57,460 $65,847 $27,085 $60,590 $173,706 $83,607 $54,374 $126,951 $39,320 $52,410 $59,943 $43,179 $57,661 $28,835 $110,447 $49,156 $106,495 $83,452 $46,890 $85,465 $88,816 $48,586 $29,289 $36,838 $39,080 $38,352 $68,563 $90,072 $35,343 $130,706 $790 $778 $895 $1,614 $1,306 $1,103 $807 $805 $334 $623 $1,141 $875 $389 $1,434 $1,112 $933 $490 $1,136 $1,242 $1,038 $1,493 $613 $1,039 $1,403 $418 $610 $1,734 $760 $1,042 $1,166 $1,589 $623 $614 $1,295 $853 $1,060 $866 $1,707 $1,138 $553 $558 $675 $519 $260 $208 $203 $267 $266 $212 $241 $258 $213 $202 $260 $205 $211 $248 $264 $264 $203 $268 $256 $205 $259 $208 $266 $258 $212 $214 $254 $212 $279 $209 $245 $201 $266 $268 $272 $202 $279 $257 $267 $221 $217 $203 $210 $3,138 $2,395 $2,350 $6,846 $5,224 $4,999 $3,459 $5,426 $2,962 $1,340 $6,490 $2,334 $2,560 $5,504 $5,924 $5,137 $1,129 $4,678 $6,195 $4,300 $3,374 $2,562 $5,677 $4,857 $3,074 $2,269 $5,868 $3,452 $8,323 $5,906 $5,452 $2,097 $6,669 $7,437 $5,070 $1,664 $5,509 $6,445 $5,896 $3,903 $2,818 $2,738 $2,468 $32,316 $88,710 $55,575 $61,794 $83,669 $57,391 $16,971 $34,431 $53,082 $32,697 $84,886 $46,816 $44,423 $68,714 $108,918 $61,458 $43,765 $24,493 $78,300 $133,325 $41,069 $22,091 $62,196 $40,742 $35,403 $45,417 $49,744 $29,996 $95,156 $149,441 $76,416 $26,351 $86,132 $59,501 $39,773 $62,699 $70,750 $87,636 $142,095 $53,918 $28,390 $60,715 $44,840 $509 $921 $1,432 $1,050 $974 $1,217 $765 $1,253 $755 $427 $711 $1,830 $1,055 $622 $931 $1,054 $1,287 $729 $1,802 $603 $1,596 $1,331 $1,355 $1,321 $568 $579 $1,439 $707 $1,516 $1,051 $812 $694 $753 $827 $989 $523 $760 $960 $991 $1,223 $1,619 $549 $854 $201 $208 $264 $268 $248 $264 $209 $262 $218 $205 $201 $212 $266 $192 $202 $215 $248 $199 $252 $206 $249 $271 $256 $251 $214 $242 $264 $201 $250 $257 $212 $231 $253 $216 $252 $206 $200 $201 $209 $270 $267 $213 $208 $2,119 $24,859 $3,089 $65,859 $6,805 $54,966 $7,739 $94,868 $3,745 $53,283 $6,412 $76,598 $2,204 $57,582 $9,104 $167,182 $3,874 $42,159 $2,067 $47,492 $3,032 $57,0