I took this dataset from Tidyverse packages consists of many different uses. These are the few I looked up: ggplot dplyr tidyr readr purrr tibble stringr forcats
I wanted to focus on dplyr because of the package’s abiltiy to dtransform and summarize tabular data with row. I also wanted to focus more on having descriptive data with some numerical data to play around with.
One set of data I took was the Thanksgiving choice/poll for 2015. https://fivethirtyeight.com/features/heres-what-your-part-of-america-eats-on-thanksgiving/ Let’s get started on using DPLYR functions.
thanksgiving = read.csv('https://raw.githubusercontent.com/Wilchau/Data_607_tidyverse_create_Thanksgiving/main/thanksgiving-2015-poll-data.csv')Important dplyr verbs to remember: select() select columns filter() filter rows arrange() re-order or arrange rows mutate() create new columns summarise() summarise values group_by() allows for group operations in the “split-apply-combine” concept
I focus on the columns that talks about celebrating Thanksgiving
##Question 1: Can you select and view the following columns: Age group, Household income, and US region? Answer: use select()
thanksgiving_info <- select(thanksgiving, Age, How.much.total.combined.money.did.all.members.of.your.HOUSEHOLD.earn.last.year., US.Region )
head(thanksgiving_info)## Age
## 1 18 - 29
## 2 18 - 29
## 3 18 - 29
## 4 30 - 44
## 5 30 - 44
## 6 18 - 29
## How.much.total.combined.money.did.all.members.of.your.HOUSEHOLD.earn.last.year.
## 1 $75,000 to $99,999
## 2 $50,000 to $74,999
## 3 $0 to $9,999
## 4 $200,000 and up
## 5 $100,000 to $124,999
## 6 $0 to $9,999
## US.Region
## 1 Middle Atlantic
## 2 East South Central
## 3 Mountain
## 4 Pacific
## 5 Pacific
## 6 Pacific#Question 2: Can you find the number of particpants over the age of 30? A: Use filter() follow by operator >
thanksgiving_info %>%
filter(Age > 30)## Age
## 1 30 - 44
## 2 30 - 44
## 3 30 - 44
## 4 30 - 44
## 5 30 - 44
## 6 30 - 44
## 7 60+
## 8 30 - 44
## 9 30 - 44
## 10 30 - 44
## 11 30 - 44
## 12 30 - 44
## 13 30 - 44
## 14 30 - 44
## 15 30 - 44
## 16 30 - 44
## 17 30 - 44
## 18 30 - 44
## 19 30 - 44
## 20 30 - 44
## 21 30 - 44
## 22 30 - 44
## 23 30 - 44
## 24 30 - 44
## 25 30 - 44
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## 27 30 - 44
## 28 45 - 59
## 29 45 - 59
## 30 45 - 59
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## 36 45 - 59
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## 94 30 - 44
## 95 45 - 59
## 96 30 - 44
## 97 30 - 44
## 98 30 - 44
## 99 30 - 44
## 100 60+
## 101 60+
## 102 60+
## 103 60+
## 104 60+
## 105 30 - 44
## 106 60+
## 107 60+
## 108 30 - 44
## 109 30 - 44
## 110 60+
## 111 30 - 44
## 112 30 - 44
## 113 30 - 44
## 114 60+
## 115 60+
## 116 60+
## 117 45 - 59
## 118 45 - 59
## 119 30 - 44
## 120 30 - 44
## 121 60+
## 122 60+
## 123 45 - 59
## 124 60+
## 125 30 - 44
## 126 30 - 44
## 127 45 - 59
## 128 30 - 44
## 129 60+
## 130 30 - 44
## 131 30 - 44
## 132 45 - 59
## 133 60+
## 134 30 - 44
## 135 60+
## 136 60+
## 137 30 - 44
## 138 60+
## 139 45 - 59
## 140 30 - 44
## 141 30 - 44
## 142 60+
## 143 60+
## 144 30 - 44
## 145 45 - 59
## 146 45 - 59
## 147 60+
## 148 30 - 44
## 149 60+
## 150 45 - 59
## 151 60+
## 152 30 - 44
## 153 60+
## 154 30 - 44
## 155 30 - 44
## 156 60+
## 157 45 - 59
## 158 45 - 59
## 159 60+
## 160 30 - 44
## 161 30 - 44
## 162 30 - 44
## 163 30 - 44
## 164 30 - 44
## 165 30 - 44
## 166 45 - 59
## 167 60+
## 168 60+
## 169 60+
## 170 30 - 44
## 171 30 - 44
## 172 30 - 44
## 173 60+
## 174 45 - 59
## 175 30 - 44
## 176 60+
## 177 60+
## 178 60+
## 179 60+
## 180 60+
## 181 45 - 59
## 182 30 - 44
## 183 60+
## 184 60+
## 185 60+
## 186 60+
## 187 60+
## 188 60+
## 189 60+
## 190 60+
## 191 30 - 44
## 192 45 - 59
## 193 60+
## 194 30 - 44
## 195 30 - 44
## 196 60+
## 197 45 - 59
## 198 30 - 44
## 199 30 - 44
## 200 30 - 44
## 201 60+
## 202 30 - 44
## 203 45 - 59
## 204 60+
## 205 60+
## 206 60+
## 207 30 - 44
## 208 45 - 59
## 209 30 - 44
## 210 30 - 44
## 211 30 - 44
## 212 45 - 59
## 213 30 - 44
## 214 60+
## 215 30 - 44
## 216 60+
## 217 30 - 44
## 218 60+
## 219 60+
## 220 45 - 59
## 221 30 - 44
## 222 45 - 59
## 223 60+
## 224 60+
## 225 45 - 59
## 226 60+
## 227 30 - 44
## 228 60+
## 229 60+
## 230 30 - 44
## 231 60+
## 232 30 - 44
## 233 60+
## 234 30 - 44
## 235 60+
## 236 30 - 44
## 237 30 - 44
## 238 30 - 44
## 239 60+
## 240 30 - 44
## 241 60+
## 242 60+
## 243 30 - 44
## 244 30 - 44
## 245 30 - 44
## 246 60+
## 247 30 - 44
## 248 45 - 59
## 249 45 - 59
## 250 30 - 44
## 251 60+
## 252 30 - 44
## 253 45 - 59
## 254 30 - 44
## 255 45 - 59
## 256 30 - 44
## 257 45 - 59
## 258 60+
## 259 30 - 44
## 260 45 - 59
## 261 45 - 59
## 262 45 - 59
## 263 60+
## 264 45 - 59
## 265 30 - 44
## 266 45 - 59
## 267 30 - 44
## 268 30 - 44
## 269 30 - 44
## 270 60+
## 271 60+
## 272 60+
## 273 30 - 44
## 274 45 - 59
## 275 45 - 59
## 276 30 - 44
## 277 30 - 44
## 278 45 - 59
## 279 45 - 59
## 280 45 - 59
## 281 45 - 59
## 282 30 - 44
## 283 60+
## 284 60+
## 285 45 - 59
## 286 30 - 44
## 287 60+
## 288 45 - 59
## 289 45 - 59
## 290 60+
## 291 45 - 59
## 292 60+
## 293 30 - 44
## 294 60+
## 295 30 - 44
## 296 45 - 59
## 297 30 - 44
## 298 30 - 44
## 299 30 - 44
## 300 45 - 59
## 301 60+
## 302 45 - 59
## 303 45 - 59
## 304 60+
## 305 60+
## 306 30 - 44
## 307 45 - 59
## 308 45 - 59
## 309 30 - 44
## 310 30 - 44
## 311 45 - 59
## 312 45 - 59
## 313 60+
## 314 30 - 44
## 315 45 - 59
## 316 45 - 59
## 317 60+
## 318 45 - 59
## 319 60+
## 320 30 - 44
## 321 45 - 59
## 322 60+
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## 324 30 - 44
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## 328 45 - 59
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## 332 45 - 59
## 333 30 - 44
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## 338 45 - 59
## 339 30 - 44
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## 341 30 - 44
## 342 60+
## 343 45 - 59
## 344 30 - 44
## 345 60+
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## 347 60+
## 348 45 - 59
## 349 45 - 59
## 350 30 - 44
## 351 30 - 44
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## 356 45 - 59
## 357 30 - 44
## 358 60+
## 359 30 - 44
## 360 45 - 59
## 361 45 - 59
## 362 45 - 59
## 363 60+
## 364 60+
## 365 60+
## 366 45 - 59
## 367 30 - 44
## 368 30 - 44
## 369 60+
## 370 45 - 59
## 371 45 - 59
## 372 45 - 59
## 373 45 - 59
## 374 45 - 59
## 375 45 - 59
## 376 45 - 59
## 377 60+
## 378 60+
## 379 60+
## 380 30 - 44
## 381 45 - 59
## 382 30 - 44
## 383 45 - 59
## 384 30 - 44
## 385 60+
## 386 45 - 59
## 387 60+
## 388 60+
## 389 60+
## 390 45 - 59
## 391 45 - 59
## 392 60+
## 393 30 - 44
## 394 45 - 59
## 395 45 - 59
## 396 60+
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## 398 45 - 59
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## 400 45 - 59
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## 402 45 - 59
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## 405 45 - 59
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## 408 45 - 59
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## 410 45 - 59
## 411 45 - 59
## 412 45 - 59
## 413 45 - 59
## 414 60+
## 415 60+
## 416 60+
## 417 60+
## 418 60+
## 419 45 - 59
## 420 60+
## 421 30 - 44
## 422 60+
## 423 45 - 59
## 424 45 - 59
## 425 45 - 59
## 426 45 - 59
## 427 60+
## 428 60+
## 429 30 - 44
## 430 60+
## 431 60+
## 432 45 - 59
## 433 45 - 59
## 434 60+
## 435 45 - 59
## 436 45 - 59
## 437 45 - 59
## 438 60+
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## 440 45 - 59
## 441 45 - 59
## 442 45 - 59
## 443 60+
## 444 30 - 44
## 445 45 - 59
## 446 60+
## 447 60+
## 448 45 - 59
## 449 60+
## 450 60+
## 451 45 - 59
## 452 60+
## 453 45 - 59
## 454 30 - 44
## 455 45 - 59
## 456 45 - 59
## 457 60+
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## 459 60+
## 460 60+
## 461 30 - 44
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## 463 45 - 59
## 464 45 - 59
## 465 45 - 59
## 466 60+
## 467 30 - 44
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## 470 60+
## 471 30 - 44
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## 473 45 - 59
## 474 45 - 59
## 475 45 - 59
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## 481 30 - 44
## 482 60+
## 483 45 - 59
## 484 30 - 44
## 485 30 - 44
## 486 45 - 59
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## 490 60+
## 491 45 - 59
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## 507 60+
## 508 45 - 59
## 509 30 - 44
## 510 60+
## 511 60+
## 512 45 - 59
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## 514 60+
## 515 30 - 44
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## 517 60+
## 518 45 - 59
## 519 30 - 44
## 520 45 - 59
## 521 30 - 44
## 522 30 - 44
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## 524 60+
## 525 30 - 44
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## 527 30 - 44
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## 530 60+
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## 532 45 - 59
## 533 30 - 44
## 534 30 - 44
## 535 30 - 44
## 536 60+
## 537 30 - 44
## 538 45 - 59
## 539 60+
## 540 60+
## 541 45 - 59
## 542 60+
## 543 45 - 59
## 544 45 - 59
## 545 45 - 59
## 546 60+
## 547 45 - 59
## 548 60+
## 549 60+
## 550 30 - 44
## 551 45 - 59
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## 554 45 - 59
## 555 45 - 59
## 556 30 - 44
## 557 60+
## 558 30 - 44
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## 561 60+
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## 564 45 - 59
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## 577 45 - 59
## 578 45 - 59
## 579 60+
## 580 30 - 44
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## 583 60+
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## 586 45 - 59
## 587 45 - 59
## 588 30 - 44
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## 594 45 - 59
## 595 60+
## 596 30 - 44
## 597 45 - 59
## 598 60+
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## 600 30 - 44
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## 602 30 - 44
## 603 30 - 44
## 604 60+
## 605 60+
## 606 60+
## 607 45 - 59
## 608 60+
## 609 30 - 44
## 610 60+
## 611 30 - 44
## 612 45 - 59
## 613 60+
## 614 45 - 59
## 615 30 - 44
## 616 45 - 59
## 617 45 - 59
## 618 45 - 59
## 619 60+
## 620 45 - 59
## 621 60+
## 622 30 - 44
## 623 45 - 59
## 624 30 - 44
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## 626 45 - 59
## 627 60+
## 628 60+
## 629 45 - 59
## 630 45 - 59
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## 633 45 - 59
## 634 45 - 59
## 635 60+
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## 637 45 - 59
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## 642 60+
## 643 30 - 44
## 644 30 - 44
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## 646 30 - 44
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## 649 30 - 44
## 650 60+
## 651 60+
## 652 30 - 44
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## 656 60+
## 657 45 - 59
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## 664 30 - 44
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## 668 60+
## 669 30 - 44
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## 675 30 - 44
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## 680 30 - 44
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## 684 30 - 44
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## 687 30 - 44
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## 689 30 - 44
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## 692 60+
## 693 45 - 59
## 694 30 - 44
## 695 60+
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## 697 30 - 44
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## 699 60+
## 700 30 - 44
## 701 45 - 59
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## 707 30 - 44
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## 710 45 - 59
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## 717 30 - 44
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## 722 30 - 44
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## 729 30 - 44
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## 740 30 - 44
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## 744 30 - 44
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## 746 30 - 44
## 747 30 - 44
## 748 60+
## 749 60+
## 750 60+
## 751 30 - 44
## 752 60+
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## 754 60+
## 755 30 - 44
## 756 30 - 44
## 757 60+
## 758 45 - 59
## 759 60+
## 760 45 - 59
## 761 45 - 59
## 762 60+
## 763 45 - 59
## 764 60+
## 765 30 - 44
## 766 60+
## 767 30 - 44
## 768 60+
## 769 45 - 59
## 770 60+
## 771 45 - 59
## 772 30 - 44
## 773 60+
## 774 30 - 44
## 775 45 - 59
## 776 30 - 44
## 777 60+
## 778 45 - 59
## 779 60+
## 780 60+
## 781 60+
## 782 45 - 59
## 783 45 - 59
## 784 60+
## 785 45 - 59
## 786 60+
## 787 60+
## 788 60+
## 789 45 - 59
## 790 45 - 59
## 791 30 - 44
## 792 30 - 44
## 793 30 - 44
## 794 30 - 44
## 795 30 - 44
## 796 60+
## 797 30 - 44
## 798 45 - 59
## 799 45 - 59
## 800 45 - 59
## 801 60+
## 802 30 - 44
## 803 30 - 44
## 804 60+
## 805 60+
## 806 60+
## 807 30 - 44
## 808 60+
## 809 60+
## How.much.total.combined.money.did.all.members.of.your.HOUSEHOLD.earn.last.year.
## 1 $200,000 and up
## 2 $100,000 to $124,999
## 3 $75,000 to $99,999
## 4 $25,000 to $49,999
## 5 $25,000 to $49,999
## 6 $25,000 to $49,999
## 7 $50,000 to $74,999
## 8 $200,000 and up
## 9 $200,000 and up
## 10 $25,000 to $49,999
## 11 $75,000 to $99,999
## 12 $75,000 to $99,999
## 13 $50,000 to $74,999
## 14 $50,000 to $74,999
## 15 Prefer not to answer
## 16 $75,000 to $99,999
## 17 $25,000 to $49,999
## 18 Prefer not to answer
## 19 $50,000 to $74,999
## 20 $25,000 to $49,999
## 21 $25,000 to $49,999
## 22 $50,000 to $74,999
## 23 $75,000 to $99,999
## 24 Prefer not to answer
## 25 $25,000 to $49,999
## 26 $75,000 to $99,999
## 27 $150,000 to $174,999
## 28 $75,000 to $99,999
## 29 $200,000 and up
## 30 $10,000 to $24,999
## 31 $100,000 to $124,999
## 32 $25,000 to $49,999
## 33 $25,000 to $49,999
## 34 $50,000 to $74,999
## 35 $75,000 to $99,999
## 36 $175,000 to $199,999
## 37 $175,000 to $199,999
## 38 $175,000 to $199,999
## 39 Prefer not to answer
## 40 $25,000 to $49,999
## 41 Prefer not to answer
## 42 $75,000 to $99,999
## 43 $25,000 to $49,999
## 44 $75,000 to $99,999
## 45 Prefer not to answer
## 46 Prefer not to answer
## 47 $75,000 to $99,999
## 48 Prefer not to answer
## 49 $75,000 to $99,999
## 50 $175,000 to $199,999
## 51 $50,000 to $74,999
## 52 $150,000 to $174,999
## 53 $25,000 to $49,999
## 54 $50,000 to $74,999
## 55 Prefer not to answer
## 56 $150,000 to $174,999
## 57 $125,000 to $149,999
## 58 $25,000 to $49,999
## 59 $10,000 to $24,999
## 60 $0 to $9,999
## 61 $100,000 to $124,999
## 62 Prefer not to answer
## 63 $100,000 to $124,999
## 64 $75,000 to $99,999
## 65 $50,000 to $74,999
## 66 $125,000 to $149,999
## 67 $100,000 to $124,999
## 68 $10,000 to $24,999
## 69 $75,000 to $99,999
## 70 $75,000 to $99,999
## 71 $25,000 to $49,999
## 72 $10,000 to $24,999
## 73 $10,000 to $24,999
## 74 $10,000 to $24,999
## 75 Prefer not to answer
## 76 $50,000 to $74,999
## 77 $175,000 to $199,999
## 78 $200,000 and up
## 79 $100,000 to $124,999
## 80 $10,000 to $24,999
## 81 $10,000 to $24,999
## 82 $75,000 to $99,999
## 83 $75,000 to $99,999
## 84 $125,000 to $149,999
## 85 $25,000 to $49,999
## 86 $50,000 to $74,999
## 87 $75,000 to $99,999
## 88 $100,000 to $124,999
## 89 $100,000 to $124,999
## 90 $25,000 to $49,999
## 91 $125,000 to $149,999
## 92 $50,000 to $74,999
## 93 $75,000 to $99,999
## 94 $125,000 to $149,999
## 95 $0 to $9,999
## 96 $75,000 to $99,999
## 97 $0 to $9,999
## 98 $25,000 to $49,999
## 99 $25,000 to $49,999
## 100 $200,000 and up
## 101 $25,000 to $49,999
## 102 $100,000 to $124,999
## 103 $25,000 to $49,999
## 104 $75,000 to $99,999
## 105 $50,000 to $74,999
## 106 $200,000 and up
## 107 Prefer not to answer
## 108 Prefer not to answer
## 109 $100,000 to $124,999
## 110 $75,000 to $99,999
## 111 $50,000 to $74,999
## 112 $100,000 to $124,999
## 113 $25,000 to $49,999
## 114 $50,000 to $74,999
## 115 $75,000 to $99,999
## 116 Prefer not to answer
## 117 $100,000 to $124,999
## 118 $100,000 to $124,999
## 119 $75,000 to $99,999
## 120 $75,000 to $99,999
## 121 $100,000 to $124,999
## 122 $50,000 to $74,999
## 123 $200,000 and up
## 124 $75,000 to $99,999
## 125 Prefer not to answer
## 126 $75,000 to $99,999
## 127 $125,000 to $149,999
## 128 $100,000 to $124,999
## 129 $25,000 to $49,999
## 130 $100,000 to $124,999
## 131 $50,000 to $74,999
## 132 $75,000 to $99,999
## 133 $200,000 and up
## 134 $75,000 to $99,999
## 135 $75,000 to $99,999
## 136 Prefer not to answer
## 137 $25,000 to $49,999
## 138 $25,000 to $49,999
## 139 $25,000 to $49,999
## 140 $25,000 to $49,999
## 141 $25,000 to $49,999
## 142 $200,000 and up
## 143 $200,000 and up
## 144 $50,000 to $74,999
## 145 $10,000 to $24,999
## 146 $25,000 to $49,999
## 147 $200,000 and up
## 148 $25,000 to $49,999
## 149 $100,000 to $124,999
## 150 $150,000 to $174,999
## 151 $25,000 to $49,999
## 152 $0 to $9,999
## 153 $50,000 to $74,999
## 154 $25,000 to $49,999
## 155 $200,000 and up
## 156 $25,000 to $49,999
## 157 $75,000 to $99,999
## 158 $125,000 to $149,999
## 159 $50,000 to $74,999
## 160 $100,000 to $124,999
## 161 Prefer not to answer
## 162 $50,000 to $74,999
## 163 $175,000 to $199,999
## 164 $50,000 to $74,999
## 165 $75,000 to $99,999
## 166 $100,000 to $124,999
## 167 $10,000 to $24,999
## 168 $175,000 to $199,999
## 169 $100,000 to $124,999
## 170 $100,000 to $124,999
## 171 $75,000 to $99,999
## 172 $50,000 to $74,999
## 173 $10,000 to $24,999
## 174 $25,000 to $49,999
## 175 $25,000 to $49,999
## 176 $50,000 to $74,999
## 177 $25,000 to $49,999
## 178 $100,000 to $124,999
## 179 $75,000 to $99,999
## 180 $200,000 and up
## 181 $50,000 to $74,999
## 182 $200,000 and up
## 183 $10,000 to $24,999
## 184 $25,000 to $49,999
## 185 $0 to $9,999
## 186 $125,000 to $149,999
## 187 $150,000 to $174,999
## 188 Prefer not to answer
## 189 $25,000 to $49,999
## 190 $175,000 to $199,999
## 191 $75,000 to $99,999
## 192 $125,000 to $149,999
## 193 $50,000 to $74,999
## 194 $50,000 to $74,999
## 195 $0 to $9,999
## 196 $50,000 to $74,999
## 197 $100,000 to $124,999
## 198 $100,000 to $124,999
## 199 $25,000 to $49,999
## 200 $200,000 and up
## 201 $150,000 to $174,999
## 202 $50,000 to $74,999
## 203 $150,000 to $174,999
## 204 $25,000 to $49,999
## 205 $10,000 to $24,999
## 206 $25,000 to $49,999
## 207 $75,000 to $99,999
## 208 $200,000 and up
## 209 Prefer not to answer
## 210 Prefer not to answer
## 211 Prefer not to answer
## 212 $25,000 to $49,999
## 213 $25,000 to $49,999
## 214 $200,000 and up
## 215 $75,000 to $99,999
## 216 $50,000 to $74,999
## 217 $25,000 to $49,999
## 218 $100,000 to $124,999
## 219 $200,000 and up
## 220 $100,000 to $124,999
## 221 $200,000 and up
## 222 $200,000 and up
## 223 $75,000 to $99,999
## 224 $150,000 to $174,999
## 225 $75,000 to $99,999
## 226 $175,000 to $199,999
## 227 $200,000 and up
## 228 $100,000 to $124,999
## 229 $200,000 and up
## 230 $50,000 to $74,999
## 231 $200,000 and up
## 232 $100,000 to $124,999
## 233 $50,000 to $74,999
## 234 $50,000 to $74,999
## 235 $75,000 to $99,999
## 236 $25,000 to $49,999
## 237 $25,000 to $49,999
## 238 $25,000 to $49,999
## 239 $25,000 to $49,999
## 240 $50,000 to $74,999
## 241 $75,000 to $99,999
## 242 $175,000 to $199,999
## 243 $25,000 to $49,999
## 244 $75,000 to $99,999
## 245 $10,000 to $24,999
## 246 $0 to $9,999
## 247 Prefer not to answer
## 248 $150,000 to $174,999
## 249 $200,000 and up
## 250 $75,000 to $99,999
## 251 $10,000 to $24,999
## 252 $100,000 to $124,999
## 253 $75,000 to $99,999
## 254 $75,000 to $99,999
## 255 $100,000 to $124,999
## 256 $100,000 to $124,999
## 257 $100,000 to $124,999
## 258 Prefer not to answer
## 259 $10,000 to $24,999
## 260 $200,000 and up
## 261 $10,000 to $24,999
## 262 $75,000 to $99,999
## 263 $75,000 to $99,999
## 264 $25,000 to $49,999
## 265 $50,000 to $74,999
## 266 $50,000 to $74,999
## 267 $50,000 to $74,999
## 268 $75,000 to $99,999
## 269 $100,000 to $124,999
## 270 $25,000 to $49,999
## 271 $50,000 to $74,999
## 272 $75,000 to $99,999
## 273 $50,000 to $74,999
## 274 $50,000 to $74,999
## 275 $100,000 to $124,999
## 276 $25,000 to $49,999
## 277 $50,000 to $74,999
## 278 $75,000 to $99,999
## 279 $150,000 to $174,999
## 280 $200,000 and up
## 281 $50,000 to $74,999
## 282 $25,000 to $49,999
## 283 $75,000 to $99,999
## 284 $200,000 and up
## 285 $175,000 to $199,999
## 286 $175,000 to $199,999
## 287 $50,000 to $74,999
## 288 $75,000 to $99,999
## 289 $200,000 and up
## 290 Prefer not to answer
## 291 Prefer not to answer
## 292 $25,000 to $49,999
## 293 Prefer not to answer
## 294 $125,000 to $149,999
## 295 Prefer not to answer
## 296 $100,000 to $124,999
## 297 Prefer not to answer
## 298 $150,000 to $174,999
## 299 $50,000 to $74,999
## 300 $25,000 to $49,999
## 301 $25,000 to $49,999
## 302 $50,000 to $74,999
## 303 $100,000 to $124,999
## 304 $200,000 and up
## 305 $175,000 to $199,999
## 306 $50,000 to $74,999
## 307 $200,000 and up
## 308 Prefer not to answer
## 309 $25,000 to $49,999
## 310 $100,000 to $124,999
## 311 $25,000 to $49,999
## 312 Prefer not to answer
## 313 $25,000 to $49,999
## 314 $75,000 to $99,999
## 315 $10,000 to $24,999
## 316 $125,000 to $149,999
## 317 Prefer not to answer
## 318 $100,000 to $124,999
## 319 $50,000 to $74,999
## 320 $0 to $9,999
## 321 $10,000 to $24,999
## 322 $75,000 to $99,999
## 323 $200,000 and up
## 324 $10,000 to $24,999
## 325 $25,000 to $49,999
## 326 $100,000 to $124,999
## 327 $25,000 to $49,999
## 328 $100,000 to $124,999
## 329 $200,000 and up
## 330 $75,000 to $99,999
## 331 $25,000 to $49,999
## 332 $150,000 to $174,999
## 333 Prefer not to answer
## 334 Prefer not to answer
## 335 Prefer not to answer
## 336 $50,000 to $74,999
## 337 Prefer not to answer
## 338 $50,000 to $74,999
## 339 $100,000 to $124,999
## 340 $10,000 to $24,999
## 341 $75,000 to $99,999
## 342 $25,000 to $49,999
## 343 $125,000 to $149,999
## 344 $100,000 to $124,999
## 345 $175,000 to $199,999
## 346 $75,000 to $99,999
## 347 $100,000 to $124,999
## 348 $100,000 to $124,999
## 349 $200,000 and up
## 350 $75,000 to $99,999
## 351 $50,000 to $74,999
## 352 Prefer not to answer
## 353 $25,000 to $49,999
## 354 $200,000 and up
## 355 $50,000 to $74,999
## 356 $25,000 to $49,999
## 357 $25,000 to $49,999
## 358 $100,000 to $124,999
## 359 $0 to $9,999
## 360 $25,000 to $49,999
## 361 $200,000 and up
## 362 $100,000 to $124,999
## 363 $100,000 to $124,999
## 364 Prefer not to answer
## 365 $50,000 to $74,999
## 366 $50,000 to $74,999
## 367 $10,000 to $24,999
## 368 $50,000 to $74,999
## 369 Prefer not to answer
## 370 $25,000 to $49,999
## 371 $150,000 to $174,999
## 372 Prefer not to answer
## 373 $25,000 to $49,999
## 374 Prefer not to answer
## 375 $150,000 to $174,999
## 376 $75,000 to $99,999
## 377 Prefer not to answer
## 378 $75,000 to $99,999
## 379 $50,000 to $74,999
## 380 $200,000 and up
## 381 $150,000 to $174,999
## 382 $125,000 to $149,999
## 383 $150,000 to $174,999
## 384 $100,000 to $124,999
## 385 $100,000 to $124,999
## 386 $200,000 and up
## 387 $25,000 to $49,999
## 388 $100,000 to $124,999
## 389 $50,000 to $74,999
## 390 Prefer not to answer
## 391 $50,000 to $74,999
## 392 $75,000 to $99,999
## 393 Prefer not to answer
## 394 $75,000 to $99,999
## 395 $25,000 to $49,999
## 396 $25,000 to $49,999
## 397 Prefer not to answer
## 398 $100,000 to $124,999
## 399 Prefer not to answer
## 400 $175,000 to $199,999
## 401 $25,000 to $49,999
## 402 $100,000 to $124,999
## 403 $75,000 to $99,999
## 404 $50,000 to $74,999
## 405 $150,000 to $174,999
## 406 $175,000 to $199,999
## 407 $10,000 to $24,999
## 408 $125,000 to $149,999
## 409 $75,000 to $99,999
## 410 $25,000 to $49,999
## 411 $100,000 to $124,999
## 412 Prefer not to answer
## 413 $25,000 to $49,999
## 414 $100,000 to $124,999
## 415 $125,000 to $149,999
## 416 $75,000 to $99,999
## 417 $200,000 and up
## 418 $25,000 to $49,999
## 419 $25,000 to $49,999
## 420 Prefer not to answer
## 421 $75,000 to $99,999
## 422 $10,000 to $24,999
## 423 $100,000 to $124,999
## 424 $200,000 and up
## 425 Prefer not to answer
## 426 $25,000 to $49,999
## 427 $200,000 and up
## 428 $100,000 to $124,999
## 429 $10,000 to $24,999
## 430 $100,000 to $124,999
## 431 $100,000 to $124,999
## 432 $50,000 to $74,999
## 433 $75,000 to $99,999
## 434 $25,000 to $49,999
## 435 $25,000 to $49,999
## 436 $200,000 and up
## 437 $25,000 to $49,999
## 438 $175,000 to $199,999
## 439 $25,000 to $49,999
## 440 $125,000 to $149,999
## 441 $25,000 to $49,999
## 442 Prefer not to answer
## 443 $25,000 to $49,999
## 444 $50,000 to $74,999
## 445 $200,000 and up
## 446 $100,000 to $124,999
## 447 $125,000 to $149,999
## 448 $100,000 to $124,999
## 449 $100,000 to $124,999
## 450 $200,000 and up
## 451 $100,000 to $124,999
## 452 $75,000 to $99,999
## 453 $150,000 to $174,999
## 454 Prefer not to answer
## 455 $0 to $9,999
## 456 $25,000 to $49,999
## 457 $10,000 to $24,999
## 458 $25,000 to $49,999
## 459 $50,000 to $74,999
## 460 $100,000 to $124,999
## 461 Prefer not to answer
## 462 $125,000 to $149,999
## 463 $175,000 to $199,999
## 464 $75,000 to $99,999
## 465 $100,000 to $124,999
## 466 Prefer not to answer
## 467 Prefer not to answer
## 468 $75,000 to $99,999
## 469 $125,000 to $149,999
## 470 $75,000 to $99,999
## 471 $25,000 to $49,999
## 472 $50,000 to $74,999
## 473 $125,000 to $149,999
## 474 $0 to $9,999
## 475 $200,000 and up
## 476 $150,000 to $174,999
## 477 $25,000 to $49,999
## 478 $125,000 to $149,999
## 479 $125,000 to $149,999
## 480 $25,000 to $49,999
## 481 $50,000 to $74,999
## 482 $25,000 to $49,999
## 483 $200,000 and up
## 484 $75,000 to $99,999
## 485 $150,000 to $174,999
## 486 $150,000 to $174,999
## 487 $75,000 to $99,999
## 488 $150,000 to $174,999
## 489 $100,000 to $124,999
## 490 $150,000 to $174,999
## 491 $150,000 to $174,999
## 492 $25,000 to $49,999
## 493 $100,000 to $124,999
## 494 $100,000 to $124,999
## 495 $50,000 to $74,999
## 496 $150,000 to $174,999
## 497 $125,000 to $149,999
## 498 $100,000 to $124,999
## 499 Prefer not to answer
## 500 $75,000 to $99,999
## 501 $100,000 to $124,999
## 502 $25,000 to $49,999
## 503 $50,000 to $74,999
## 504 $25,000 to $49,999
## 505 $75,000 to $99,999
## 506 $75,000 to $99,999
## 507 $200,000 and up
## 508 $200,000 and up
## 509 $0 to $9,999
## 510 $25,000 to $49,999
## 511 $200,000 and up
## 512 $25,000 to $49,999
## 513 Prefer not to answer
## 514 Prefer not to answer
## 515 $75,000 to $99,999
## 516 $25,000 to $49,999
## 517 $25,000 to $49,999
## 518 $25,000 to $49,999
## 519 $150,000 to $174,999
## 520 $25,000 to $49,999
## 521 $100,000 to $124,999
## 522 Prefer not to answer
## 523 Prefer not to answer
## 524 $25,000 to $49,999
## 525 Prefer not to answer
## 526 $25,000 to $49,999
## 527 Prefer not to answer
## 528 $200,000 and up
## 529 $125,000 to $149,999
## 530 $175,000 to $199,999
## 531 $50,000 to $74,999
## 532 $125,000 to $149,999
## 533 $25,000 to $49,999
## 534 $75,000 to $99,999
## 535 $125,000 to $149,999
## 536 $150,000 to $174,999
## 537 Prefer not to answer
## 538 $75,000 to $99,999
## 539 Prefer not to answer
## 540 $100,000 to $124,999
## 541 Prefer not to answer
## 542 $125,000 to $149,999
## 543 $10,000 to $24,999
## 544 $125,000 to $149,999
## 545 $25,000 to $49,999
## 546 $50,000 to $74,999
## 547 $75,000 to $99,999
## 548 $10,000 to $24,999
## 549 $200,000 and up
## 550 $200,000 and up
## 551 Prefer not to answer
## 552 $75,000 to $99,999
## 553 $200,000 and up
## 554 $50,000 to $74,999
## 555 $25,000 to $49,999
## 556 $125,000 to $149,999
## 557 $25,000 to $49,999
## 558 $200,000 and up
## 559 $50,000 to $74,999
## 560 $200,000 and up
## 561 $10,000 to $24,999
## 562 $175,000 to $199,999
## 563 $100,000 to $124,999
## 564 $150,000 to $174,999
## 565 $200,000 and up
## 566 $25,000 to $49,999
## 567 $25,000 to $49,999
## 568 $25,000 to $49,999
## 569 $50,000 to $74,999
## 570 $200,000 and up
## 571 $50,000 to $74,999
## 572 Prefer not to answer
## 573 Prefer not to answer
## 574 $10,000 to $24,999
## 575 $25,000 to $49,999
## 576 $75,000 to $99,999
## 577 $125,000 to $149,999
## 578 $200,000 and up
## 579 $50,000 to $74,999
## 580 $25,000 to $49,999
## 581 $100,000 to $124,999
## 582 Prefer not to answer
## 583 $75,000 to $99,999
## 584 $200,000 and up
## 585 $50,000 to $74,999
## 586 $75,000 to $99,999
## 587 $50,000 to $74,999
## 588 $0 to $9,999
## 589 $200,000 and up
## 590 $75,000 to $99,999
## 591 $0 to $9,999
## 592 $100,000 to $124,999
## 593 $75,000 to $99,999
## 594 $25,000 to $49,999
## 595 $25,000 to $49,999
## 596 $50,000 to $74,999
## 597 $125,000 to $149,999
## 598 $50,000 to $74,999
## 599 $75,000 to $99,999
## 600 $75,000 to $99,999
## 601 Prefer not to answer
## 602 $10,000 to $24,999
## 603 $25,000 to $49,999
## 604 $50,000 to $74,999
## 605 $200,000 and up
## 606 Prefer not to answer
## 607 $0 to $9,999
## 608 $175,000 to $199,999
## 609 $100,000 to $124,999
## 610 $125,000 to $149,999
## 611 $75,000 to $99,999
## 612 $75,000 to $99,999
## 613 $175,000 to $199,999
## 614 $200,000 and up
## 615 $100,000 to $124,999
## 616 $75,000 to $99,999
## 617 $75,000 to $99,999
## 618 $125,000 to $149,999
## 619 $10,000 to $24,999
## 620 $75,000 to $99,999
## 621 Prefer not to answer
## 622 Prefer not to answer
## 623 $125,000 to $149,999
## 624 Prefer not to answer
## 625 $125,000 to $149,999
## 626 $10,000 to $24,999
## 627 $0 to $9,999
## 628 $100,000 to $124,999
## 629 $200,000 and up
## 630 $25,000 to $49,999
## 631 $100,000 to $124,999
## 632 $125,000 to $149,999
## 633 $25,000 to $49,999
## 634 $25,000 to $49,999
## 635 $25,000 to $49,999
## 636 Prefer not to answer
## 637 Prefer not to answer
## 638 Prefer not to answer
## 639 $200,000 and up
## 640 $25,000 to $49,999
## 641 $25,000 to $49,999
## 642 $100,000 to $124,999
## 643 $0 to $9,999
## 644 $200,000 and up
## 645 $50,000 to $74,999
## 646 $100,000 to $124,999
## 647 $50,000 to $74,999
## 648 $25,000 to $49,999
## 649 $10,000 to $24,999
## 650 $125,000 to $149,999
## 651 Prefer not to answer
## 652 $25,000 to $49,999
## 653 Prefer not to answer
## 654 $50,000 to $74,999
## 655 $200,000 and up
## 656 $125,000 to $149,999
## 657 $75,000 to $99,999
## 658 $25,000 to $49,999
## 659 $175,000 to $199,999
## 660 Prefer not to answer
## 661 $125,000 to $149,999
## 662 $25,000 to $49,999
## 663 $50,000 to $74,999
## 664 $150,000 to $174,999
## 665 $50,000 to $74,999
## 666 Prefer not to answer
## 667 $75,000 to $99,999
## 668 $50,000 to $74,999
## 669 $0 to $9,999
## 670 $75,000 to $99,999
## 671 $75,000 to $99,999
## 672 $100,000 to $124,999
## 673 $50,000 to $74,999
## 674 Prefer not to answer
## 675 $25,000 to $49,999
## 676 $100,000 to $124,999
## 677 $100,000 to $124,999
## 678 $50,000 to $74,999
## 679 Prefer not to answer
## 680 $50,000 to $74,999
## 681 $100,000 to $124,999
## 682 $175,000 to $199,999
## 683 Prefer not to answer
## 684 $10,000 to $24,999
## 685 $10,000 to $24,999
## 686 $100,000 to $124,999
## 687 $50,000 to $74,999
## 688 $10,000 to $24,999
## 689 $25,000 to $49,999
## 690 $25,000 to $49,999
## 691 $25,000 to $49,999
## 692 $25,000 to $49,999
## 693 $100,000 to $124,999
## 694 $50,000 to $74,999
## 695 $50,000 to $74,999
## 696 $50,000 to $74,999
## 697 $75,000 to $99,999
## 698 Prefer not to answer
## 699 $200,000 and up
## 700 $0 to $9,999
## 701 $50,000 to $74,999
## 702 $0 to $9,999
## 703 $200,000 and up
## 704 $150,000 to $174,999
## 705 $100,000 to $124,999
## 706 $75,000 to $99,999
## 707 $25,000 to $49,999
## 708 $25,000 to $49,999
## 709 $200,000 and up
## 710 $150,000 to $174,999
## 711 $75,000 to $99,999
## 712 $150,000 to $174,999
## 713 $50,000 to $74,999
## 714 $10,000 to $24,999
## 715 $150,000 to $174,999
## 716 $25,000 to $49,999
## 717 $25,000 to $49,999
## 718 $25,000 to $49,999
## 719 $75,000 to $99,999
## 720 $125,000 to $149,999
## 721 $200,000 and up
## 722 $10,000 to $24,999
## 723 Prefer not to answer
## 724 Prefer not to answer
## 725 $125,000 to $149,999
## 726 $75,000 to $99,999
## 727 $100,000 to $124,999
## 728 $50,000 to $74,999
## 729 $0 to $9,999
## 730 $25,000 to $49,999
## 731 $75,000 to $99,999
## 732 Prefer not to answer
## 733 $50,000 to $74,999
## 734 $10,000 to $24,999
## 735 $100,000 to $124,999
## 736 $50,000 to $74,999
## 737 $50,000 to $74,999
## 738 $200,000 and up
## 739 $50,000 to $74,999
## 740 $50,000 to $74,999
## 741 $50,000 to $74,999
## 742 $50,000 to $74,999
## 743 $100,000 to $124,999
## 744 $100,000 to $124,999
## 745 $125,000 to $149,999
## 746 $0 to $9,999
## 747 $0 to $9,999
## 748 $25,000 to $49,999
## 749 $100,000 to $124,999
## 750 Prefer not to answer
## 751 $200,000 and up
## 752 $200,000 and up
## 753 $150,000 to $174,999
## 754 $75,000 to $99,999
## 755 $10,000 to $24,999
## 756 $50,000 to $74,999
## 757 $50,000 to $74,999
## 758 $100,000 to $124,999
## 759 $25,000 to $49,999
## 760 $200,000 and up
## 761 $100,000 to $124,999
## 762 $100,000 to $124,999
## 763 $150,000 to $174,999
## 764 $25,000 to $49,999
## 765 $10,000 to $24,999
## 766 $50,000 to $74,999
## 767 $50,000 to $74,999
## 768 $50,000 to $74,999
## 769 $100,000 to $124,999
## 770 $125,000 to $149,999
## 771 $100,000 to $124,999
## 772 $50,000 to $74,999
## 773 $10,000 to $24,999
## 774 $25,000 to $49,999
## 775 $175,000 to $199,999
## 776 $125,000 to $149,999
## 777 $50,000 to $74,999
## 778 $75,000 to $99,999
## 779 $25,000 to $49,999
## 780 Prefer not to answer
## 781 Prefer not to answer
## 782 $10,000 to $24,999
## 783 $100,000 to $124,999
## 784 $75,000 to $99,999
## 785 $175,000 to $199,999
## 786 $75,000 to $99,999
## 787 Prefer not to answer
## 788 $50,000 to $74,999
## 789 $10,000 to $24,999
## 790 $75,000 to $99,999
## 791 $75,000 to $99,999
## 792 Prefer not to answer
## 793 $25,000 to $49,999
## 794 $50,000 to $74,999
## 795 $10,000 to $24,999
## 796 $100,000 to $124,999
## 797 $50,000 to $74,999
## 798 $25,000 to $49,999
## 799 $125,000 to $149,999
## 800 $75,000 to $99,999
## 801 $25,000 to $49,999
## 802 $75,000 to $99,999
## 803 $25,000 to $49,999
## 804 $75,000 to $99,999
## 805 $125,000 to $149,999
## 806 $125,000 to $149,999
## 807 $100,000 to $124,999
## 808 $50,000 to $74,999
## 809 $100,000 to $124,999
## US.Region
## 1 Pacific
## 2 Pacific
## 3 Middle Atlantic
## 4 East South Central
## 5 Mountain
## 6 Middle Atlantic
## 7 West North Central
## 8 Pacific
## 9 Pacific
## 10 Mountain
## 11 East North Central
## 12 Pacific
## 13 West South Central
## 14 South Atlantic
## 15 Pacific
## 16 Pacific
## 17 Pacific
## 18 West South Central
## 19 Middle Atlantic
## 20 South Atlantic
## 21 New England
## 22 East South Central
## 23 Middle Atlantic
## 24 Mountain
## 25 South Atlantic
## 26 South Atlantic
## 27 Middle Atlantic
## 28 West South Central
## 29 Middle Atlantic
## 30 East South Central
## 31 West South Central
## 32 New England
## 33 East North Central
## 34 South Atlantic
## 35 East South Central
## 36 East North Central
## 37 Middle Atlantic
## 38 East South Central
## 39 South Atlantic
## 40
## 41 Pacific
## 42 Middle Atlantic
## 43 Middle Atlantic
## 44 West South Central
## 45 East North Central
## 46 East North Central
## 47 South Atlantic
## 48 West North Central
## 49 Pacific
## 50 Middle Atlantic
## 51 East South Central
## 52 Middle Atlantic
## 53 Pacific
## 54 New England
## 55 East North Central
## 56 East South Central
## 57 West South Central
## 58 West North Central
## 59 South Atlantic
## 60 Pacific
## 61 West South Central
## 62 Pacific
## 63 West South Central
## 64 East North Central
## 65 South Atlantic
## 66 Pacific
## 67 East South Central
## 68 Pacific
## 69 Middle Atlantic
## 70 West South Central
## 71 East South Central
## 72
## 73 Pacific
## 74 South Atlantic
## 75 West South Central
## 76 South Atlantic
## 77 New England
## 78 South Atlantic
## 79 East North Central
## 80 Pacific
## 81 Pacific
## 82 Mountain
## 83 West North Central
## 84 West South Central
## 85 West North Central
## 86 East North Central
## 87 Middle Atlantic
## 88 Middle Atlantic
## 89 South Atlantic
## 90 West South Central
## 91 Middle Atlantic
## 92 Middle Atlantic
## 93 Mountain
## 94 West South Central
## 95 Middle Atlantic
## 96 New England
## 97 East North Central
## 98 New England
## 99 Pacific
## 100 West North Central
## 101 East North Central
## 102 East North Central
## 103 South Atlantic
## 104 Middle Atlantic
## 105 Middle Atlantic
## 106 Pacific
## 107 East North Central
## 108 West South Central
## 109 East South Central
## 110 Mountain
## 111 West North Central
## 112 New England
## 113 South Atlantic
## 114 South Atlantic
## 115 South Atlantic
## 116 New England
## 117 West South Central
## 118 Pacific
## 119 West South Central
## 120 West North Central
## 121 West South Central
## 122 Middle Atlantic
## 123 East South Central
## 124 East North Central
## 125 New England
## 126 East North Central
## 127 East North Central
## 128 East North Central
## 129 West North Central
## 130 South Atlantic
## 131 East North Central
## 132 South Atlantic
## 133 West South Central
## 134 East North Central
## 135 South Atlantic
## 136 South Atlantic
## 137 Middle Atlantic
## 138 East South Central
## 139 South Atlantic
## 140 South Atlantic
## 141 South Atlantic
## 142 East North Central
## 143 Middle Atlantic
## 144 West North Central
## 145 Middle Atlantic
## 146 Middle Atlantic
## 147 Pacific
## 148 East South Central
## 149 East North Central
## 150 Pacific
## 151 Middle Atlantic
## 152 South Atlantic
## 153 Mountain
## 154 Middle Atlantic
## 155 Mountain
## 156 Mountain
## 157 East North Central
## 158 South Atlantic
## 159 East South Central
## 160 East North Central
## 161 South Atlantic
## 162 Pacific
## 163 East North Central
## 164 West North Central
## 165 West South Central
## 166 South Atlantic
## 167 New England
## 168 East South Central
## 169 East North Central
## 170 Middle Atlantic
## 171 South Atlantic
## 172 South Atlantic
## 173 Pacific
## 174 South Atlantic
## 175 East North Central
## 176 New England
## 177 West North Central
## 178 South Atlantic
## 179 West South Central
## 180 East North Central
## 181 East North Central
## 182 South Atlantic
## 183 East South Central
## 184 West North Central
## 185 East South Central
## 186 Middle Atlantic
## 187 West South Central
## 188 Pacific
## 189 East North Central
## 190 Middle Atlantic
## 191 East South Central
## 192 Mountain
## 193 West South Central
## 194 East North Central
## 195 New England
## 196 East South Central
## 197 East South Central
## 198 Middle Atlantic
## 199 South Atlantic
## 200 Middle Atlantic
## 201 South Atlantic
## 202 West North Central
## 203 South Atlantic
## 204 South Atlantic
## 205 South Atlantic
## 206 Middle Atlantic
## 207 West South Central
## 208 Mountain
## 209 South Atlantic
## 210 New England
## 211 Middle Atlantic
## 212 Middle Atlantic
## 213 South Atlantic
## 214 East South Central
## 215 Mountain
## 216 Mountain
## 217 Middle Atlantic
## 218 South Atlantic
## 219 South Atlantic
## 220 Pacific
## 221 Middle Atlantic
## 222 Middle Atlantic
## 223
## 224 South Atlantic
## 225 Mountain
## 226 Middle Atlantic
## 227 South Atlantic
## 228 South Atlantic
## 229 Middle Atlantic
## 230 South Atlantic
## 231 Middle Atlantic
## 232 South Atlantic
## 233 Middle Atlantic
## 234 New England
## 235 East North Central
## 236 South Atlantic
## 237 South Atlantic
## 238 South Atlantic
## 239
## 240 Middle Atlantic
## 241 West North Central
## 242 New England
## 243 Middle Atlantic
## 244 East North Central
## 245 South Atlantic
## 246 East South Central
## 247 Mountain
## 248 Middle Atlantic
## 249 Pacific
## 250 West North Central
## 251 East South Central
## 252 Middle Atlantic
## 253 Pacific
## 254 South Atlantic
## 255 Pacific
## 256 West South Central
## 257 Middle Atlantic
## 258 West North Central
## 259 South Atlantic
## 260 New England
## 261 East North Central
## 262 West North Central
## 263 South Atlantic
## 264 South Atlantic
## 265 East North Central
## 266 South Atlantic
## 267 East South Central
## 268 East North Central
## 269 South Atlantic
## 270 Middle Atlantic
## 271 Middle Atlantic
## 272 East South Central
## 273 Middle Atlantic
## 274 South Atlantic
## 275 Mountain
## 276 East North Central
## 277 West South Central
## 278 Middle Atlantic
## 279 South Atlantic
## 280 East South Central
## 281 South Atlantic
## 282 South Atlantic
## 283 West North Central
## 284 East North Central
## 285 South Atlantic
## 286 Middle Atlantic
## 287 Pacific
## 288 East North Central
## 289 Middle Atlantic
## 290 New England
## 291 West North Central
## 292 South Atlantic
## 293
## 294 South Atlantic
## 295 West South Central
## 296 East North Central
## 297 New England
## 298 Middle Atlantic
## 299 Middle Atlantic
## 300 West North Central
## 301 East North Central
## 302 South Atlantic
## 303 South Atlantic
## 304 West North Central
## 305 East North Central
## 306 West North Central
## 307 East North Central
## 308 South Atlantic
## 309
## 310 South Atlantic
## 311 South Atlantic
## 312 East South Central
## 313 South Atlantic
## 314 East North Central
## 315 South Atlantic
## 316 South Atlantic
## 317 West North Central
## 318 Middle Atlantic
## 319 East North Central
## 320 Middle Atlantic
## 321 East South Central
## 322 South Atlantic
## 323 West South Central
## 324 East North Central
## 325 Middle Atlantic
## 326 East North Central
## 327 East South Central
## 328 Middle Atlantic
## 329 Middle Atlantic
## 330 East North Central
## 331 South Atlantic
## 332 South Atlantic
## 333 East North Central
## 334 New England
## 335 West North Central
## 336 South Atlantic
## 337 South Atlantic
## 338 Middle Atlantic
## 339 Middle Atlantic
## 340 East South Central
## 341 Middle Atlantic
## 342 East South Central
## 343 West North Central
## 344 East North Central
## 345 East North Central
## 346 South Atlantic
## 347 East North Central
## 348 South Atlantic
## 349 South Atlantic
## 350 East North Central
## 351 East North Central
## 352 East North Central
## 353
## 354 East South Central
## 355 New England
## 356 South Atlantic
## 357 South Atlantic
## 358 East South Central
## 359
## 360 Pacific
## 361 South Atlantic
## 362 East South Central
## 363 Pacific
## 364 South Atlantic
## 365 Middle Atlantic
## 366 Middle Atlantic
## 367 South Atlantic
## 368 East North Central
## 369 Mountain
## 370 West North Central
## 371 West South Central
## 372 Middle Atlantic
## 373 West North Central
## 374 South Atlantic
## 375 East South Central
## 376 Middle Atlantic
## 377 East North Central
## 378 South Atlantic
## 379 South Atlantic
## 380 New England
## 381 Middle Atlantic
## 382 East North Central
## 383 East North Central
## 384 West South Central
## 385 South Atlantic
## 386 West South Central
## 387 New England
## 388 New England
## 389 South Atlantic
## 390 Middle Atlantic
## 391 South Atlantic
## 392 South Atlantic
## 393 Middle Atlantic
## 394 New England
## 395 South Atlantic
## 396 East North Central
## 397 East North Central
## 398 East North Central
## 399 East North Central
## 400 Middle Atlantic
## 401 New England
## 402 New England
## 403 East North Central
## 404 East North Central
## 405 East North Central
## 406 East North Central
## 407 East North Central
## 408 New England
## 409 East South Central
## 410 East North Central
## 411 East South Central
## 412 Middle Atlantic
## 413 South Atlantic
## 414 East North Central
## 415 South Atlantic
## 416 East North Central
## 417 West South Central
## 418 East North Central
## 419 Mountain
## 420 West South Central
## 421 Middle Atlantic
## 422 South Atlantic
## 423 West South Central
## 424 Middle Atlantic
## 425 South Atlantic
## 426 South Atlantic
## 427 Middle Atlantic
## 428 East North Central
## 429 Middle Atlantic
## 430 South Atlantic
## 431 Middle Atlantic
## 432 East North Central
## 433 Middle Atlantic
## 434 South Atlantic
## 435 South Atlantic
## 436 Middle Atlantic
## 437 East South Central
## 438 East South Central
## 439 Middle Atlantic
## 440 Pacific
## 441 Pacific
## 442 Middle Atlantic
## 443 East North Central
## 444 Mountain
## 445 Middle Atlantic
## 446 East North Central
## 447 South Atlantic
## 448 South Atlantic
## 449 South Atlantic
## 450 Middle Atlantic
## 451 West North Central
## 452 West North Central
## 453 New England
## 454 South Atlantic
## 455 Middle Atlantic
## 456 East South Central
## 457 West South Central
## 458 South Atlantic
## 459 Middle Atlantic
## 460 East North Central
## 461 Middle Atlantic
## 462 South Atlantic
## 463 Middle Atlantic
## 464 Pacific
## 465 East North Central
## 466 East South Central
## 467 West North Central
## 468 South Atlantic
## 469 South Atlantic
## 470 New England
## 471 South Atlantic
## 472 East North Central
## 473 East North Central
## 474 South Atlantic
## 475 New England
## 476 Middle Atlantic
## 477 East North Central
## 478 South Atlantic
## 479 South Atlantic
## 480 South Atlantic
## 481 West North Central
## 482 East South Central
## 483 New England
## 484 Pacific
## 485 West North Central
## 486 West South Central
## 487 New England
## 488 Pacific
## 489 Middle Atlantic
## 490 South Atlantic
## 491 West North Central
## 492 Middle Atlantic
## 493 East North Central
## 494 East North Central
## 495 South Atlantic
## 496 Middle Atlantic
## 497 South Atlantic
## 498 South Atlantic
## 499 South Atlantic
## 500 West North Central
## 501 East North Central
## 502 South Atlantic
## 503 East North Central
## 504 East North Central
## 505 Mountain
## 506 South Atlantic
## 507 New England
## 508 Middle Atlantic
## 509
## 510 West South Central
## 511 Middle Atlantic
## 512 South Atlantic
## 513 South Atlantic
## 514 West North Central
## 515 East South Central
## 516 South Atlantic
## 517 Middle Atlantic
## 518 West South Central
## 519 West South Central
## 520 East North Central
## 521 South Atlantic
## 522 South Atlantic
## 523 South Atlantic
## 524 Middle Atlantic
## 525 New England
## 526 Middle Atlantic
## 527 West South Central
## 528 West North Central
## 529 South Atlantic
## 530 South Atlantic
## 531 South Atlantic
## 532 New England
## 533 South Atlantic
## 534 South Atlantic
## 535 East South Central
## 536 New England
## 537 West North Central
## 538 Mountain
## 539 South Atlantic
## 540 East North Central
## 541 New England
## 542 South Atlantic
## 543
## 544 New England
## 545 South Atlantic
## 546 South Atlantic
## 547 East North Central
## 548 West North Central
## 549 South Atlantic
## 550 East North Central
## 551 West North Central
## 552 Middle Atlantic
## 553 New England
## 554 East North Central
## 555 West South Central
## 556 South Atlantic
## 557 Middle Atlantic
## 558 West South Central
## 559 West South Central
## 560 East North Central
## 561 South Atlantic
## 562 Middle Atlantic
## 563 South Atlantic
## 564 West South Central
## 565 New England
## 566 Pacific
## 567 East North Central
## 568 South Atlantic
## 569 Pacific
## 570 South Atlantic
## 571 Middle Atlantic
## 572
## 573 Middle Atlantic
## 574 East North Central
## 575 New England
## 576 East North Central
## 577 West South Central
## 578 East North Central
## 579 South Atlantic
## 580 New England
## 581 East North Central
## 582 Middle Atlantic
## 583 East North Central
## 584 South Atlantic
## 585 East North Central
## 586 South Atlantic
## 587 East North Central
## 588 Pacific
## 589 South Atlantic
## 590 West South Central
## 591 Pacific
## 592 New England
## 593 East North Central
## 594 South Atlantic
## 595 Middle Atlantic
## 596 East North Central
## 597 East North Central
## 598 South Atlantic
## 599 Middle Atlantic
## 600 South Atlantic
## 601 Middle Atlantic
## 602 Middle Atlantic
## 603 Pacific
## 604 East North Central
## 605 East North Central
## 606 South Atlantic
## 607 East North Central
## 608 South Atlantic
## 609 West North Central
## 610 South Atlantic
## 611 East North Central
## 612 West North Central
## 613 Middle Atlantic
## 614 Mountain
## 615 South Atlantic
## 616 Pacific
## 617 Mountain
## 618 East North Central
## 619 Pacific
## 620 East South Central
## 621 Mountain
## 622 Middle Atlantic
## 623 Middle Atlantic
## 624 East North Central
## 625 Mountain
## 626 Middle Atlantic
## 627 West South Central
## 628 South Atlantic
## 629 South Atlantic
## 630 Pacific
## 631 East South Central
## 632 South Atlantic
## 633 South Atlantic
## 634 East North Central
## 635 East South Central
## 636 Middle Atlantic
## 637 Middle Atlantic
## 638 South Atlantic
## 639 South Atlantic
## 640 West South Central
## 641 New England
## 642 East North Central
## 643 East North Central
## 644 Mountain
## 645 East North Central
## 646 Middle Atlantic
## 647 East North Central
## 648 Mountain
## 649 Pacific
## 650 Middle Atlantic
## 651 South Atlantic
## 652 West North Central
## 653 South Atlantic
## 654 Pacific
## 655 South Atlantic
## 656 South Atlantic
## 657 West South Central
## 658 Pacific
## 659 Middle Atlantic
## 660 South Atlantic
## 661 Middle Atlantic
## 662 Pacific
## 663 Pacific
## 664 Pacific
## 665 Middle Atlantic
## 666 West South Central
## 667 South Atlantic
## 668 Middle Atlantic
## 669 West South Central
## 670 Pacific
## 671 West South Central
## 672 Mountain
## 673 Pacific
## 674 Mountain
## 675 Pacific
## 676 Pacific
## 677 New England
## 678 East North Central
## 679 South Atlantic
## 680 East North Central
## 681 East North Central
## 682 Pacific
## 683 West South Central
## 684 West North Central
## 685 South Atlantic
## 686 Pacific
## 687 Pacific
## 688 South Atlantic
## 689 Middle Atlantic
## 690
## 691 East North Central
## 692 Pacific
## 693 South Atlantic
## 694 Mountain
## 695 Pacific
## 696 Middle Atlantic
## 697 Pacific
## 698 Pacific
## 699 Middle Atlantic
## 700 Pacific
## 701 Middle Atlantic
## 702 Mountain
## 703 Pacific
## 704 Pacific
## 705 Pacific
## 706 Pacific
## 707 Middle Atlantic
## 708 West South Central
## 709 Pacific
## 710 Pacific
## 711 New England
## 712 Pacific
## 713 Pacific
## 714 West North Central
## 715 Pacific
## 716 New England
## 717 Middle Atlantic
## 718 Middle Atlantic
## 719 Middle Atlantic
## 720 West South Central
## 721 Mountain
## 722 Middle Atlantic
## 723 East South Central
## 724 South Atlantic
## 725 Pacific
## 726 West South Central
## 727 Pacific
## 728 West North Central
## 729 Middle Atlantic
## 730 East North Central
## 731 West North Central
## 732 Middle Atlantic
## 733 West South Central
## 734 West South Central
## 735 Pacific
## 736 Pacific
## 737 Pacific
## 738 Pacific
## 739 Pacific
## 740 Pacific
## 741 East South Central
## 742 Mountain
## 743 Middle Atlantic
## 744 West South Central
## 745 Pacific
## 746 Pacific
## 747 South Atlantic
## 748 Pacific
## 749 West South Central
## 750 Pacific
## 751 Pacific
## 752 Mountain
## 753 Pacific
## 754 Pacific
## 755 New England
## 756 East South Central
## 757 South Atlantic
## 758 West South Central
## 759 Pacific
## 760 West North Central
## 761 West South Central
## 762 Middle Atlantic
## 763 Pacific
## 764 East North Central
## 765 South Atlantic
## 766 East North Central
## 767 Pacific
## 768 Pacific
## 769 Pacific
## 770 Middle Atlantic
## 771 Mountain
## 772 West South Central
## 773 East South Central
## 774 Pacific
## 775 Pacific
## 776 Pacific
## 777 Pacific
## 778 Pacific
## 779 South Atlantic
## 780
## 781 Pacific
## 782 Pacific
## 783 West South Central
## 784 Pacific
## 785 East North Central
## 786 Middle Atlantic
## 787 Pacific
## 788 South Atlantic
## 789 Pacific
## 790 West North Central
## 791 East South Central
## 792 Pacific
## 793 East North Central
## 794 Pacific
## 795 Pacific
## 796 Pacific
## 797 New England
## 798 West South Central
## 799 Mountain
## 800 East North Central
## 801 West North Central
## 802 Pacific
## 803 Pacific
## 804 West North Central
## 805 South Atlantic
## 806 Pacific
## 807 Mountain
## 808 Pacific
## 809 Pacificthanksgiving_info %>%
filter(Age > 60) %>%
arrange(((How.much.total.combined.money.did.all.members.of.your.HOUSEHOLD.earn.last.year.)))## Age
## 1 60+
## 2 60+
## 3 60+
## 4 60+
## 5 60+
## 6 60+
## 7 60+
## 8 60+
## 9 60+
## 10 60+
## 11 60+
## 12 60+
## 13 60+
## 14 60+
## 15 60+
## 16 60+
## 17 60+
## 18 60+
## 19 60+
## 20 60+
## 21 60+
## 22 60+
## 23 60+
## 24 60+
## 25 60+
## 26 60+
## 27 60+
## 28 60+
## 29 60+
## 30 60+
## 31 60+
## 32 60+
## 33 60+
## 34 60+
## 35 60+
## 36 60+
## 37 60+
## 38 60+
## 39 60+
## 40 60+
## 41 60+
## 42 60+
## 43 60+
## 44 60+
## 45 60+
## 46 60+
## 47 60+
## 48 60+
## 49 60+
## 50 60+
## 51 60+
## 52 60+
## 53 60+
## 54 60+
## 55 60+
## 56 60+
## 57 60+
## 58 60+
## 59 60+
## 60 60+
## 61 60+
## 62 60+
## 63 60+
## 64 60+
## 65 60+
## 66 60+
## 67 60+
## 68 60+
## 69 60+
## 70 60+
## 71 60+
## 72 60+
## 73 60+
## 74 60+
## 75 60+
## 76 60+
## 77 60+
## 78 60+
## 79 60+
## 80 60+
## 81 60+
## 82 60+
## 83 60+
## 84 60+
## 85 60+
## 86 60+
## 87 60+
## 88 60+
## 89 60+
## 90 60+
## 91 60+
## 92 60+
## 93 60+
## 94 60+
## 95 60+
## 96 60+
## 97 60+
## 98 60+
## 99 60+
## 100 60+
## 101 60+
## 102 60+
## 103 60+
## 104 60+
## 105 60+
## 106 60+
## 107 60+
## 108 60+
## 109 60+
## 110 60+
## 111 60+
## 112 60+
## 113 60+
## 114 60+
## 115 60+
## 116 60+
## 117 60+
## 118 60+
## 119 60+
## 120 60+
## 121 60+
## 122 60+
## 123 60+
## 124 60+
## 125 60+
## 126 60+
## 127 60+
## 128 60+
## 129 60+
## 130 60+
## 131 60+
## 132 60+
## 133 60+
## 134 60+
## 135 60+
## 136 60+
## 137 60+
## 138 60+
## 139 60+
## 140 60+
## 141 60+
## 142 60+
## 143 60+
## 144 60+
## 145 60+
## 146 60+
## 147 60+
## 148 60+
## 149 60+
## 150 60+
## 151 60+
## 152 60+
## 153 60+
## 154 60+
## 155 60+
## 156 60+
## 157 60+
## 158 60+
## 159 60+
## 160 60+
## 161 60+
## 162 60+
## 163 60+
## 164 60+
## 165 60+
## 166 60+
## 167 60+
## 168 60+
## 169 60+
## 170 60+
## 171 60+
## 172 60+
## 173 60+
## 174 60+
## 175 60+
## 176 60+
## 177 60+
## 178 60+
## 179 60+
## 180 60+
## 181 60+
## 182 60+
## 183 60+
## 184 60+
## 185 60+
## 186 60+
## 187 60+
## 188 60+
## 189 60+
## 190 60+
## 191 60+
## 192 60+
## 193 60+
## 194 60+
## 195 60+
## 196 60+
## 197 60+
## 198 60+
## 199 60+
## 200 60+
## 201 60+
## 202 60+
## 203 60+
## 204 60+
## 205 60+
## 206 60+
## 207 60+
## 208 60+
## 209 60+
## 210 60+
## 211 60+
## 212 60+
## 213 60+
## 214 60+
## 215 60+
## 216 60+
## 217 60+
## 218 60+
## 219 60+
## 220 60+
## 221 60+
## 222 60+
## 223 60+
## 224 60+
## 225 60+
## 226 60+
## 227 60+
## 228 60+
## 229 60+
## 230 60+
## 231 60+
## 232 60+
## 233 60+
## 234 60+
## 235 60+
## 236 60+
## 237 60+
## 238 60+
## 239 60+
## 240 60+
## 241 60+
## 242 60+
## 243 60+
## 244 60+
## 245 60+
## 246 60+
## 247 60+
## 248 60+
## 249 60+
## 250 60+
## 251 60+
## 252 60+
## 253 60+
## 254 60+
## 255 60+
## 256 60+
## 257 60+
## 258 60+
## 259 60+
## 260 60+
## 261 60+
## 262 60+
## 263 60+
## 264 60+
## How.much.total.combined.money.did.all.members.of.your.HOUSEHOLD.earn.last.year.
## 1 $0 to $9,999
## 2 $0 to $9,999
## 3 $0 to $9,999
## 4 $10,000 to $24,999
## 5 $10,000 to $24,999
## 6 $10,000 to $24,999
## 7 $10,000 to $24,999
## 8 $10,000 to $24,999
## 9 $10,000 to $24,999
## 10 $10,000 to $24,999
## 11 $10,000 to $24,999
## 12 $10,000 to $24,999
## 13 $10,000 to $24,999
## 14 $10,000 to $24,999
## 15 $10,000 to $24,999
## 16 $10,000 to $24,999
## 17 $100,000 to $124,999
## 18 $100,000 to $124,999
## 19 $100,000 to $124,999
## 20 $100,000 to $124,999
## 21 $100,000 to $124,999
## 22 $100,000 to $124,999
## 23 $100,000 to $124,999
## 24 $100,000 to $124,999
## 25 $100,000 to $124,999
## 26 $100,000 to $124,999
## 27 $100,000 to $124,999
## 28 $100,000 to $124,999
## 29 $100,000 to $124,999
## 30 $100,000 to $124,999
## 31 $100,000 to $124,999
## 32 $100,000 to $124,999
## 33 $100,000 to $124,999
## 34 $100,000 to $124,999
## 35 $100,000 to $124,999
## 36 $100,000 to $124,999
## 37 $100,000 to $124,999
## 38 $100,000 to $124,999
## 39 $100,000 to $124,999
## 40 $100,000 to $124,999
## 41 $100,000 to $124,999
## 42 $100,000 to $124,999
## 43 $100,000 to $124,999
## 44 $100,000 to $124,999
## 45 $100,000 to $124,999
## 46 $100,000 to $124,999
## 47 $100,000 to $124,999
## 48 $100,000 to $124,999
## 49 $100,000 to $124,999
## 50 $100,000 to $124,999
## 51 $100,000 to $124,999
## 52 $100,000 to $124,999
## 53 $100,000 to $124,999
## 54 $125,000 to $149,999
## 55 $125,000 to $149,999
## 56 $125,000 to $149,999
## 57 $125,000 to $149,999
## 58 $125,000 to $149,999
## 59 $125,000 to $149,999
## 60 $125,000 to $149,999
## 61 $125,000 to $149,999
## 62 $125,000 to $149,999
## 63 $125,000 to $149,999
## 64 $125,000 to $149,999
## 65 $125,000 to $149,999
## 66 $125,000 to $149,999
## 67 $125,000 to $149,999
## 68 $150,000 to $174,999
## 69 $150,000 to $174,999
## 70 $150,000 to $174,999
## 71 $150,000 to $174,999
## 72 $150,000 to $174,999
## 73 $150,000 to $174,999
## 74 $150,000 to $174,999
## 75 $150,000 to $174,999
## 76 $175,000 to $199,999
## 77 $175,000 to $199,999
## 78 $175,000 to $199,999
## 79 $175,000 to $199,999
## 80 $175,000 to $199,999
## 81 $175,000 to $199,999
## 82 $175,000 to $199,999
## 83 $175,000 to $199,999
## 84 $175,000 to $199,999
## 85 $175,000 to $199,999
## 86 $175,000 to $199,999
## 87 $200,000 and up
## 88 $200,000 and up
## 89 $200,000 and up
## 90 $200,000 and up
## 91 $200,000 and up
## 92 $200,000 and up
## 93 $200,000 and up
## 94 $200,000 and up
## 95 $200,000 and up
## 96 $200,000 and up
## 97 $200,000 and up
## 98 $200,000 and up
## 99 $200,000 and up
## 100 $200,000 and up
## 101 $200,000 and up
## 102 $200,000 and up
## 103 $200,000 and up
## 104 $200,000 and up
## 105 $200,000 and up
## 106 $200,000 and up
## 107 $200,000 and up
## 108 $200,000 and up
## 109 $200,000 and up
## 110 $200,000 and up
## 111 $200,000 and up
## 112 $200,000 and up
## 113 $200,000 and up
## 114 $200,000 and up
## 115 $25,000 to $49,999
## 116 $25,000 to $49,999
## 117 $25,000 to $49,999
## 118 $25,000 to $49,999
## 119 $25,000 to $49,999
## 120 $25,000 to $49,999
## 121 $25,000 to $49,999
## 122 $25,000 to $49,999
## 123 $25,000 to $49,999
## 124 $25,000 to $49,999
## 125 $25,000 to $49,999
## 126 $25,000 to $49,999
## 127 $25,000 to $49,999
## 128 $25,000 to $49,999
## 129 $25,000 to $49,999
## 130 $25,000 to $49,999
## 131 $25,000 to $49,999
## 132 $25,000 to $49,999
## 133 $25,000 to $49,999
## 134 $25,000 to $49,999
## 135 $25,000 to $49,999
## 136 $25,000 to $49,999
## 137 $25,000 to $49,999
## 138 $25,000 to $49,999
## 139 $25,000 to $49,999
## 140 $25,000 to $49,999
## 141 $25,000 to $49,999
## 142 $25,000 to $49,999
## 143 $25,000 to $49,999
## 144 $25,000 to $49,999
## 145 $25,000 to $49,999
## 146 $25,000 to $49,999
## 147 $25,000 to $49,999
## 148 $25,000 to $49,999
## 149 $25,000 to $49,999
## 150 $25,000 to $49,999
## 151 $25,000 to $49,999
## 152 $25,000 to $49,999
## 153 $25,000 to $49,999
## 154 $25,000 to $49,999
## 155 $25,000 to $49,999
## 156 $25,000 to $49,999
## 157 $25,000 to $49,999
## 158 $25,000 to $49,999
## 159 $25,000 to $49,999
## 160 $25,000 to $49,999
## 161 $25,000 to $49,999
## 162 $25,000 to $49,999
## 163 $50,000 to $74,999
## 164 $50,000 to $74,999
## 165 $50,000 to $74,999
## 166 $50,000 to $74,999
## 167 $50,000 to $74,999
## 168 $50,000 to $74,999
## 169 $50,000 to $74,999
## 170 $50,000 to $74,999
## 171 $50,000 to $74,999
## 172 $50,000 to $74,999
## 173 $50,000 to $74,999
## 174 $50,000 to $74,999
## 175 $50,000 to $74,999
## 176 $50,000 to $74,999
## 177 $50,000 to $74,999
## 178 $50,000 to $74,999
## 179 $50,000 to $74,999
## 180 $50,000 to $74,999
## 181 $50,000 to $74,999
## 182 $50,000 to $74,999
## 183 $50,000 to $74,999
## 184 $50,000 to $74,999
## 185 $50,000 to $74,999
## 186 $50,000 to $74,999
## 187 $50,000 to $74,999
## 188 $50,000 to $74,999
## 189 $50,000 to $74,999
## 190 $50,000 to $74,999
## 191 $50,000 to $74,999
## 192 $50,000 to $74,999
## 193 $50,000 to $74,999
## 194 $50,000 to $74,999
## 195 $50,000 to $74,999
## 196 $50,000 to $74,999
## 197 $50,000 to $74,999
## 198 $50,000 to $74,999
## 199 $50,000 to $74,999
## 200 $50,000 to $74,999
## 201 $50,000 to $74,999
## 202 $50,000 to $74,999
## 203 $75,000 to $99,999
## 204 $75,000 to $99,999
## 205 $75,000 to $99,999
## 206 $75,000 to $99,999
## 207 $75,000 to $99,999
## 208 $75,000 to $99,999
## 209 $75,000 to $99,999
## 210 $75,000 to $99,999
## 211 $75,000 to $99,999
## 212 $75,000 to $99,999
## 213 $75,000 to $99,999
## 214 $75,000 to $99,999
## 215 $75,000 to $99,999
## 216 $75,000 to $99,999
## 217 $75,000 to $99,999
## 218 $75,000 to $99,999
## 219 $75,000 to $99,999
## 220 $75,000 to $99,999
## 221 $75,000 to $99,999
## 222 $75,000 to $99,999
## 223 $75,000 to $99,999
## 224 $75,000 to $99,999
## 225 $75,000 to $99,999
## 226 $75,000 to $99,999
## 227 $75,000 to $99,999
## 228 $75,000 to $99,999
## 229 $75,000 to $99,999
## 230 $75,000 to $99,999
## 231 $75,000 to $99,999
## 232 $75,000 to $99,999
## 233 $75,000 to $99,999
## 234 $75,000 to $99,999
## 235 $75,000 to $99,999
## 236 Prefer not to answer
## 237 Prefer not to answer
## 238 Prefer not to answer
## 239 Prefer not to answer
## 240 Prefer not to answer
## 241 Prefer not to answer
## 242 Prefer not to answer
## 243 Prefer not to answer
## 244 Prefer not to answer
## 245 Prefer not to answer
## 246 Prefer not to answer
## 247 Prefer not to answer
## 248 Prefer not to answer
## 249 Prefer not to answer
## 250 Prefer not to answer
## 251 Prefer not to answer
## 252 Prefer not to answer
## 253 Prefer not to answer
## 254 Prefer not to answer
## 255 Prefer not to answer
## 256 Prefer not to answer
## 257 Prefer not to answer
## 258 Prefer not to answer
## 259 Prefer not to answer
## 260 Prefer not to answer
## 261 Prefer not to answer
## 262 Prefer not to answer
## 263 Prefer not to answer
## 264 Prefer not to answer
## US.Region
## 1 East South Central
## 2 East South Central
## 3 West South Central
## 4 New England
## 5 Pacific
## 6 East South Central
## 7 South Atlantic
## 8 East South Central
## 9 South Atlantic
## 10 West South Central
## 11 West North Central
## 12 South Atlantic
## 13 Pacific
## 14 West North Central
## 15 West South Central
## 16 East South Central
## 17 East North Central
## 18 West South Central
## 19 East North Central
## 20 East North Central
## 21 South Atlantic
## 22 South Atlantic
## 23 South Atlantic
## 24 East North Central
## 25 East South Central
## 26 Pacific
## 27 South Atlantic
## 28 New England
## 29 East North Central
## 30 East North Central
## 31 South Atlantic
## 32 Middle Atlantic
## 33 East North Central
## 34 South Atlantic
## 35 East North Central
## 36 Middle Atlantic
## 37 East North Central
## 38 East North Central
## 39 South Atlantic
## 40 East North Central
## 41 South Atlantic
## 42 South Atlantic
## 43 East North Central
## 44 Mountain
## 45 East North Central
## 46 Pacific
## 47 Pacific
## 48 Pacific
## 49 Middle Atlantic
## 50 West South Central
## 51 Middle Atlantic
## 52 Pacific
## 53 Pacific
## 54 Middle Atlantic
## 55 South Atlantic
## 56 South Atlantic
## 57 South Atlantic
## 58 South Atlantic
## 59 South Atlantic
## 60 Middle Atlantic
## 61 South Atlantic
## 62 West South Central
## 63 Pacific
## 64 Pacific
## 65 Middle Atlantic
## 66 South Atlantic
## 67 Pacific
## 68 West South Central
## 69 South Atlantic
## 70 South Atlantic
## 71 Pacific
## 72 South Atlantic
## 73 New England
## 74 Pacific
## 75 Pacific
## 76 East South Central
## 77 Middle Atlantic
## 78 Middle Atlantic
## 79 New England
## 80 East North Central
## 81 East North Central
## 82 East North Central
## 83 East South Central
## 84 South Atlantic
## 85 South Atlantic
## 86 Middle Atlantic
## 87 West North Central
## 88 Pacific
## 89 West South Central
## 90 East North Central
## 91 Middle Atlantic
## 92 Pacific
## 93 East North Central
## 94 East South Central
## 95 South Atlantic
## 96 Middle Atlantic
## 97 Middle Atlantic
## 98 East North Central
## 99 West North Central
## 100 Middle Atlantic
## 101 West South Central
## 102 Middle Atlantic
## 103 Middle Atlantic
## 104 New England
## 105 Middle Atlantic
## 106 West North Central
## 107 South Atlantic
## 108 East North Central
## 109 Middle Atlantic
## 110 Pacific
## 111 Pacific
## 112 Mountain
## 113 Pacific
## 114 Mountain
## 115 East North Central
## 116 South Atlantic
## 117 West North Central
## 118 East South Central
## 119 Middle Atlantic
## 120 Mountain
## 121 West North Central
## 122 West North Central
## 123 East North Central
## 124 South Atlantic
## 125 Middle Atlantic
## 126
## 127 Middle Atlantic
## 128 South Atlantic
## 129 East North Central
## 130 South Atlantic
## 131 South Atlantic
## 132 East South Central
## 133 New England
## 134 East North Central
## 135 New England
## 136 East North Central
## 137 South Atlantic
## 138 Middle Atlantic
## 139 East North Central
## 140 South Atlantic
## 141 East North Central
## 142 East South Central
## 143 Middle Atlantic
## 144 South Atlantic
## 145 West South Central
## 146 South Atlantic
## 147 Middle Atlantic
## 148 Middle Atlantic
## 149 Middle Atlantic
## 150 East North Central
## 151 South Atlantic
## 152 Middle Atlantic
## 153 East South Central
## 154 New England
## 155 Pacific
## 156 Pacific
## 157 New England
## 158 Pacific
## 159 Pacific
## 160 East North Central
## 161 South Atlantic
## 162 West North Central
## 163 West North Central
## 164 South Atlantic
## 165 Middle Atlantic
## 166 Mountain
## 167 East South Central
## 168 New England
## 169 West South Central
## 170 East South Central
## 171 Mountain
## 172 Middle Atlantic
## 173 Middle Atlantic
## 174 Pacific
## 175 East North Central
## 176 South Atlantic
## 177 Middle Atlantic
## 178 South Atlantic
## 179 South Atlantic
## 180 East North Central
## 181 Middle Atlantic
## 182 East North Central
## 183 South Atlantic
## 184 South Atlantic
## 185 East North Central
## 186 South Atlantic
## 187 East North Central
## 188 Pacific
## 189 Middle Atlantic
## 190 East North Central
## 191 Pacific
## 192 Pacific
## 193 West North Central
## 194 Pacific
## 195 East South Central
## 196 Mountain
## 197 South Atlantic
## 198 East North Central
## 199 Pacific
## 200 Pacific
## 201 South Atlantic
## 202 Pacific
## 203 Middle Atlantic
## 204 Mountain
## 205 South Atlantic
## 206 East North Central
## 207 South Atlantic
## 208 West South Central
## 209
## 210 East North Central
## 211 West North Central
## 212 South Atlantic
## 213 East South Central
## 214 West North Central
## 215 South Atlantic
## 216 East North Central
## 217 South Atlantic
## 218 South Atlantic
## 219 South Atlantic
## 220 East North Central
## 221 East South Central
## 222 East North Central
## 223 West North Central
## 224 South Atlantic
## 225 New England
## 226 New England
## 227 Mountain
## 228 South Atlantic
## 229 East North Central
## 230 Middle Atlantic
## 231 New England
## 232 Pacific
## 233 Pacific
## 234 Middle Atlantic
## 235 West North Central
## 236 East North Central
## 237 New England
## 238 South Atlantic
## 239 Pacific
## 240 West North Central
## 241 New England
## 242 West North Central
## 243 West North Central
## 244 South Atlantic
## 245 Mountain
## 246 East North Central
## 247 East North Central
## 248 East North Central
## 249 West South Central
## 250 East South Central
## 251 South Atlantic
## 252 West North Central
## 253 South Atlantic
## 254 Middle Atlantic
## 255 South Atlantic
## 256 Mountain
## 257 South Atlantic
## 258 Mountain
## 259 South Atlantic
## 260 West South Central
## 261 Pacific
## 262
## 263 Pacific
## 264 PacificAnswer: Use group_by()
thanksgiving %>%
group_by(Do.you.celebrate.Thanksgiving., US.Region) %>%
summarize(count=n())## `summarise()` has grouped output by 'Do.you.celebrate.Thanksgiving.'. You can
## override using the `.groups` argument.## # A tibble: 20 × 3
## # Groups: Do.you.celebrate.Thanksgiving. [2]
## Do.you.celebrate.Thanksgiving. US.Region count
## <chr> <chr> <int>
## 1 No "" 10
## 2 No "East North Central" 5
## 3 No "East South Central" 4
## 4 No "Middle Atlantic" 14
## 5 No "Mountain" 6
## 6 No "New England" 3
## 7 No "Pacific" 16
## 8 No "South Atlantic" 11
## 9 No "West North Central" 3
## 10 No "West South Central" 6
## 11 Yes "" 49
## 12 Yes "East North Central" 145
## 13 Yes "East South Central" 56
## 14 Yes "Middle Atlantic" 145
## 15 Yes "Mountain" 41
## 16 Yes "New England" 55
## 17 Yes "Pacific" 130
## 18 Yes "South Atlantic" 203
## 19 Yes "West North Central" 71
## 20 Yes "West South Central" 85