Analysis of Continous data
Loading packages
library(readr)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(ggplot2)Variable Selection: The two variables I would be comparing is between Partyidentifcation and ft_police_2017. I hypothesis that there will be a huge difference between Partyidentification and ft_police_2017.
Importing data
voterdata<- read.csv("C:/Users/jammi/Downloads/(Data)Abbreviated Labeled Voter 2017 Dataset.csv")
head(voterdata)## gender race education familyincome children region
## 1 Female White 4-year Prefer not to say No West
## 2 Female White Some College $60K-$69,999 No West
## 3 Male White High School Graduate $50K-$59,999 No Midwest
## 4 Male White Some College $70K-$79,999 No South
## 5 Male White 4-year $40K-$49,999 No South
## 6 Female White 2-year $30K-$39,999 No West
## urbancity Vote2012 Vote2016 TrumpSanders
## 1 Suburb Barack Obama Hillary Cinton Bernie Sanders
## 2 Rural Area Mitt Romney Donald Trump Donald Trump
## 3 City Mitt Romney Hillary Cinton Bernie Sanders
## 4 City Barack Obama Gary Johnson Bernie Sanders
## 5 Suburb Mitt Romney Donald Trump Donald Trump
## 6 Suburb Barack Obama Hillary Cinton Bernie Sanders
## PartyRegistration PartyIdentification PartyIdentification2
## 1 <NA> Democrat Not very strong Democrat
## 2 Republican Republican Strong Republican
## 3 <NA> Republican Strong Republican
## 4 Decline/No Party/Independent Independent Independent
## 5 <NA> Republican Strong Republican
## 6 Democrat Democrat Strong Democrat
## PartyIdentification3 NewsPublicAffairs DemPrimary RepPrimary
## 1 Moderate Most of the time Hillary Clinton <NA>
## 2 Conservative Most of the time <NA> Donald Trump
## 3 Moderate Most of the time Hillary Clinton <NA>
## 4 Moderate Most of the time Someone Else <NA>
## 5 Conservative Most of the time <NA> Marco Rubio
## 6 Very Liberal Most of the time Hillary Clinton <NA>
## ImmigrantContributions ImmigrantNaturalization ImmigrationShouldBe
## 1 Mostly Contribute Favor Slightly Easier
## 2 Mostly a Drain Not Sure No change
## 3 Mostly Contribute Favor Much Easier
## 4 Mostly Contribute Favor Much Easier
## 5 Mostly a Drain Not Sure Slightly Easier
## 6 Mostly Contribute Favor Slightly Harder
## Abortion GayMarriage DeathPenalty
## 1 Legal in all cases Favor Oppose
## 2 Legal in some cases and Illegal in others Oppose Favor
## 3 Legal in all cases Favor Favor
## 4 Legal in some cases and Illegal in others Favor Favor
## 5 Illegal in all cases Oppose Favor
## 6 Legal in all cases Favor Not Sure
## DeathPenaltyFreq TaxWealthy Healthcare GlobWarmExist
## 1 Too Often Favor Yes Definitely is happening
## 2 Not Often Enough Oppose No Definitely not happening
## 3 Not Often Enough Favor Yes Definitely is happening
## 4 About Right Favor Yes Definitely is happening
## 5 Not Often Enough Oppose No Definitely not happening
## 6 Not Sure Favor Yes Definitely is happening
## GlobWarmingSerious AffirmativeAction Religion
## 1 Very Serious Favor Roman Catholic
## 2 <NA> Oppose Mormon
## 3 Very Serious Favor Agnostic
## 4 Somewhat Serious Favor Nothing in Particular
## 5 <NA> Oppose Mormon
## 6 Very Serious Favor Agnostic
## ReligiousImportance ChurchAttendance PrayerFrequency NumChildren
## 1 Somewhat Important Seldom Once a day 0
## 2 Very Important More than once a week Several times a day 0
## 3 Not at all Important Seldom Never 0
## 4 Not at all Important Seldom A few times a month 0
## 5 Very Important Once a week A few times a week 0
## 6 Not at all Important Never Never 0
## areatype GunOwnership EconomyBetterWorse Immigr_Economy_GiveTake
## 1 Suburb No Gun in Household Getting Better 7
## 2 Rural Area Gun in Household About the Same 10
## 3 City Gun in Household Getting Better 8
## 4 City No Gun in Household Getting Better NA
## 5 Suburb No Gun in Household Getting Worse 7
## 6 Suburb Gun in Household About the Same 10
## ft_fem_2017 ft_immig_2017 ft_police_2017 ft_dem_2017 ft_rep_2017
## 1 99 95 76 88 21
## 2 65 96 95 86 96
## 3 74 77 78 91 20
## 4 NA NA NA NA NA
## 5 25 91 94 22 83
## 6 100 100 28 99 NA
## ft_evang_2017 ft_muslim_2017 ft_jew_2017 ft_christ_2017 ft_gays_2017
## 1 50 50 50 50 50
## 2 96 61 100 98 82
## 3 2 49 25 50 77
## 4 NA NA NA NA NA
## 5 70 80 91 94 71
## 6 NA 100 100 28 100
## ft_unions_2017 ft_altright_2017 ft_black_2017 ft_white_2017 ft_hisp_2017
## 1 80 1 51 50 79
## 2 62 50 98 90 95
## 3 100 0 87 90 91
## 4 NA NA NA NA NA
## 5 20 50 90 85 90
## 6 100 NA 100 50 100voterdata%>%
select(PartyIdentification,ft_police_2017)%>%
filter(voterdata$PartyIdentification %in% c("democrat" , "Republican"),
!is.na(ft_police_2017))## PartyIdentification ft_police_2017
## 1 Republican 95
## 2 Republican 78
## 3 Republican 94
## 4 Republican 98
## 5 Republican 100
## 6 Republican 53
## 7 Republican 85
## 8 Republican 41
## 9 Republican 100
## 10 Republican 84
## 11 Republican 0
## 12 Republican 100
## 13 Republican 99
## 14 Republican 99
## 15 Republican 80
## 16 Republican 69
## 17 Republican 41
## 18 Republican 100
## 19 Republican 79
## 20 Republican 89
## 21 Republican 80
## 22 Republican 30
## 23 Republican 99
## 24 Republican 60
## 25 Republican 75
## 26 Republican 100
## 27 Republican 100
## 28 Republican 100
## 29 Republican 85
## 30 Republican 100
## 31 Republican 78
## 32 Republican 100
## 33 Republican 81
## 34 Republican 60
## 35 Republican 92
## 36 Republican 99
## 37 Republican 99
## 38 Republican 65
## 39 Republican 95
## 40 Republican 50
## 41 Republican 100
## 42 Republican 85
## 43 Republican 100
## 44 Republican 96
## 45 Republican 92
## 46 Republican 95
## 47 Republican 90
## 48 Republican 80
## 49 Republican 80
## 50 Republican 91
## 51 Republican 53
## 52 Republican 86
## 53 Republican 95
## 54 Republican 61
## 55 Republican 94
## 56 Republican 91
## 57 Republican 82
## 58 Republican 88
## 59 Republican 90
## 60 Republican 89
## 61 Republican 90
## 62 Republican 87
## 63 Republican 98
## 64 Republican 99
## 65 Republican 97
## 66 Republican 98
## 67 Republican 100
## 68 Republican 85
## 69 Republican 85
## 70 Republican 89
## 71 Republican 95
## 72 Republican 100
## 73 Republican 96
## 74 Republican 81
## 75 Republican 100
## 76 Republican 94
## 77 Republican 75
## 78 Republican 99
## 79 Republican 100
## 80 Republican 100
## 81 Republican 95
## 82 Republican 80
## 83 Republican 90
## 84 Republican 90
## 85 Republican 90
## 86 Republican 100
## 87 Republican 90
## 88 Republican 99
## 89 Republican 94
## 90 Republican 100
## 91 Republican 100
## 92 Republican 100
## 93 Republican 51
## 94 Republican 96
## 95 Republican 97
## 96 Republican 98
## 97 Republican 97
## 98 Republican 100
## 99 Republican 100
## 100 Republican 73
## 101 Republican 90
## 102 Republican 90
## 103 Republican 100
## 104 Republican 0
## 105 Republican 89
## 106 Republican 79
## 107 Republican 100
## 108 Republican 100
## 109 Republican 96
## 110 Republican 88
## 111 Republican 75
## 112 Republican 98
## 113 Republican 100
## 114 Republican 100
## 115 Republican 72
## 116 Republican 97
## 117 Republican 97
## 118 Republican 95
## 119 Republican 80
## 120 Republican 100
## 121 Republican 94
## 122 Republican 100
## 123 Republican 75
## 124 Republican 98
## 125 Republican 78
## 126 Republican 97
## 127 Republican 85
## 128 Republican 76
## 129 Republican 100
## 130 Republican 90
## 131 Republican 98
## 132 Republican 75
## 133 Republican 63
## 134 Republican 100
## 135 Republican 97
## 136 Republican 92
## 137 Republican 80
## 138 Republican 94
## 139 Republican 100
## 140 Republican 41
## 141 Republican 100
## 142 Republican 90
## 143 Republican 65
## 144 Republican 99
## 145 Republican 79
## 146 Republican 75
## 147 Republican 97
## 148 Republican 99
## 149 Republican 100
## 150 Republican 85
## 151 Republican 80
## 152 Republican 64
## 153 Republican 77
## 154 Republican 95
## 155 Republican 89
## 156 Republican 100
## 157 Republican 100
## 158 Republican 99
## 159 Republican 91
## 160 Republican 100
## 161 Republican 99
## 162 Republican 75
## 163 Republican 99
## 164 Republican 98
## 165 Republican 100
## 166 Republican 88
## 167 Republican 94
## 168 Republican 90
## 169 Republican 100
## 170 Republican 100
## 171 Republican 79
## 172 Republican 99
## 173 Republican 38
## 174 Republican 95
## 175 Republican 100
## 176 Republican 79
## 177 Republican 92
## 178 Republican 100
## 179 Republican 100
## 180 Republican 95
## 181 Republican 51
## 182 Republican 100
## 183 Republican 25
## 184 Republican 97
## 185 Republican 98
## 186 Republican 98
## 187 Republican 100
## 188 Republican 95
## 189 Republican 95
## 190 Republican 96
## 191 Republican 75
## 192 Republican 92
## 193 Republican 100
## 194 Republican 90
## 195 Republican 88
## 196 Republican 80
## 197 Republican 99
## 198 Republican 97
## 199 Republican 72
## 200 Republican 100
## 201 Republican 99
## 202 Republican 80
## 203 Republican 89
## 204 Republican 100
## 205 Republican 100
## 206 Republican 60
## 207 Republican 90
## 208 Republican 97
## 209 Republican 86
## 210 Republican 61
## 211 Republican 50
## 212 Republican 80
## 213 Republican 100
## 214 Republican 93
## 215 Republican 91
## 216 Republican 100
## 217 Republican 99
## 218 Republican 70
## 219 Republican 69
## 220 Republican 100
## 221 Republican 96
## 222 Republican 96
## 223 Republican 80
## 224 Republican 99
## 225 Republican 80
## 226 Republican 45
## 227 Republican 95
## 228 Republican 91
## 229 Republican 100
## 230 Republican 100
## 231 Republican 90
## 232 Republican 98
## 233 Republican 98
## 234 Republican 100
## 235 Republican 100
## 236 Republican 95
## 237 Republican 72
## 238 Republican 100
## 239 Republican 99
## 240 Republican 100
## 241 Republican 99
## 242 Republican 91
## 243 Republican 100
## 244 Republican 100
## 245 Republican 97
## 246 Republican 96
## 247 Republican 96
## 248 Republican 50
## 249 Republican 90
## 250 Republican 80
## 251 Republican 80
## 252 Republican 100
## 253 Republican 80
## 254 Republican 100
## 255 Republican 100
## 256 Republican 71
## 257 Republican 67
## 258 Republican 99
## 259 Republican 95
## 260 Republican 59
## 261 Republican 80
## 262 Republican 95
## 263 Republican 98
## 264 Republican 99
## 265 Republican 55
## 266 Republican 50
## 267 Republican 94
## 268 Republican 94
## 269 Republican 96
## 270 Republican 81
## 271 Republican 98
## 272 Republican 79
## 273 Republican 73
## 274 Republican 50
## 275 Republican 91
## 276 Republican 79
## 277 Republican 90
## 278 Republican 91
## 279 Republican 81
## 280 Republican 80
## 281 Republican 55
## 282 Republican 9
## 283 Republican 100
## 284 Republican 89
## 285 Republican 100
## 286 Republican 99
## 287 Republican 100
## 288 Republican 100
## 289 Republican 100
## 290 Republican 60
## 291 Republican 85
## 292 Republican 90
## 293 Republican 92
## 294 Republican 82
## 295 Republican 99
## 296 Republican 82
## 297 Republican 70
## 298 Republican 80
## 299 Republican 47
## 300 Republican 90
## 301 Republican 98
## 302 Republican 50
## 303 Republican 100
## 304 Republican 56
## 305 Republican 50
## 306 Republican 97
## 307 Republican 60
## 308 Republican 88
## 309 Republican 91
## 310 Republican 99
## 311 Republican 93
## 312 Republican 100
## 313 Republican 97
## 314 Republican 100
## 315 Republican 99
## 316 Republican 93
## 317 Republican 89
## 318 Republican 42
## 319 Republican 100
## 320 Republican 81
## 321 Republican 97
## 322 Republican 78
## 323 Republican 92
## 324 Republican 97
## 325 Republican 84
## 326 Republican 55
## 327 Republican 80
## 328 Republican 99
## 329 Republican 99
## 330 Republican 99
## 331 Republican 89
## 332 Republican 42
## 333 Republican 78
## 334 Republican 96
## 335 Republican 100
## 336 Republican 95
## 337 Republican 100
## 338 Republican 98
## 339 Republican 100
## 340 Republican 70
## 341 Republican 95
## 342 Republican 84
## 343 Republican 72
## 344 Republican 99
## 345 Republican 81
## 346 Republican 98
## 347 Republican 90
## 348 Republican 78
## 349 Republican 12
## 350 Republican 96
## 351 Republican 100
## 352 Republican 91
## 353 Republican 96
## 354 Republican 97
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## 356 Republican 100
## 357 Republican 90
## 358 Republican 81
## 359 Republican 89
## 360 Republican 95
## 361 Republican 83
## 362 Republican 81
## 363 Republican 96
## 364 Republican 94
## 365 Republican 80
## 366 Republican 100
## 367 Republican 96
## 368 Republican 100
## 369 Republican 90
## 370 Republican 78
## 371 Republican 99
## 372 Republican 75
## 373 Republican 90
## 374 Republican 100
## 375 Republican 98
## 376 Republican 90
## 377 Republican 74
## 378 Republican 93
## 379 Republican 95
## 380 Republican 79
## 381 Republican 94
## 382 Republican 100
## 383 Republican 84
## 384 Republican 96
## 385 Republican 98
## 386 Republican 100
## 387 Republican 60
## 388 Republican 97
## 389 Republican 100
## 390 Republican 99
## 391 Republican 96
## 392 Republican 100
## 393 Republican 70
## 394 Republican 90
## 395 Republican 100
## 396 Republican 100
## 397 Republican 100
## 398 Republican 89
## 399 Republican 90
## 400 Republican 96
## 401 Republican 69
## 402 Republican 97
## 403 Republican 50
## 404 Republican 72
## 405 Republican 90
## 406 Republican 94
## 407 Republican 99
## 408 Republican 96
## 409 Republican 99
## 410 Republican 91
## 411 Republican 90
## 412 Republican 88
## 413 Republican 90
## 414 Republican 95
## 415 Republican 98
## 416 Republican 100
## 417 Republican 96
## 418 Republican 99
## 419 Republican 96
## 420 Republican 88
## 421 Republican 98
## 422 Republican 80
## 423 Republican 100
## 424 Republican 75
## 425 Republican 89
## 426 Republican 99
## 427 Republican 98
## 428 Republican 96
## 429 Republican 91
## 430 Republican 62
## 431 Republican 75
## 432 Republican 98
## 433 Republican 100
## 434 Republican 99
## 435 Republican 99
## 436 Republican 87
## 437 Republican 79
## 438 Republican 79
## 439 Republican 90
## 440 Republican 72
## 441 Republican 93
## 442 Republican 99
## 443 Republican 100
## 444 Republican 97
## 445 Republican 100
## 446 Republican 83
## 447 Republican 70
## 448 Republican 88
## 449 Republican 100
## 450 Republican 81
## 451 Republican 85
## 452 Republican 99
## 453 Republican 95
## 454 Republican 100
## 455 Republican 95
## 456 Republican 95
## 457 Republican 93
## 458 Republican 95
## 459 Republican 91
## 460 Republican 100
## 461 Republican 97
## 462 Republican 91
## 463 Republican 83
## 464 Republican 90
## 465 Republican 94
## 466 Republican 90
## 467 Republican 100
## 468 Republican 90
## 469 Republican 99
## 470 Republican 99
## 471 Republican 99
## 472 Republican 81
## 473 Republican 94
## 474 Republican 93
## 475 Republican 100
## 476 Republican 90
## 477 Republican 89
## 478 Republican 100
## 479 Republican 81
## 480 Republican 99
## 481 Republican 81
## 482 Republican 97
## 483 Republican 97
## 484 Republican 97
## 485 Republican 95
## 486 Republican 98
## 487 Republican 92
## 488 Republican 99
## 489 Republican 50
## 490 Republican 100
## 491 Republican 77
## 492 Republican 77
## 493 Republican 56
## 494 Republican 100
## 495 Republican 95
## 496 Republican 84
## 497 Republican 98
## 498 Republican 89
## 499 Republican 100
## 500 Republican 75
## 501 Republican 93
## 502 Republican 29
## 503 Republican 87
## 504 Republican 81
## 505 Republican 90
## 506 Republican 77
## 507 Republican 55
## 508 Republican 90
## 509 Republican 96
## 510 Republican 53
## 511 Republican 96
## 512 Republican 98
## 513 Republican 81
## 514 Republican 93
## 515 Republican 50
## 516 Republican 97
## 517 Republican 84
## 518 Republican 89
## 519 Republican 80
## 520 Republican 98
## 521 Republican 89
## 522 Republican 88
## 523 Republican 98
## 524 Republican 97
## 525 Republican 97
## 526 Republican 91
## 527 Republican 100
## 528 Republican 78
## 529 Republican 92
## 530 Republican 53
## 531 Republican 40
## 532 Republican 100
## 533 Republican 99
## 534 Republican 92
## 535 Republican 100
## 536 Republican 73
## 537 Republican 85
## 538 Republican 90
## 539 Republican 100
## 540 Republican 100
## 541 Republican 91
## 542 Republican 95
## 543 Republican 91
## 544 Republican 100
## 545 Republican 90
## 546 Republican 51
## 547 Republican 31
## 548 Republican 90
## 549 Republican 100
## 550 Republican 99
## 551 Republican 97
## 552 Republican 99
## 553 Republican 99
## 554 Republican 100
## 555 Republican 100
## 556 Republican 89
## 557 Republican 100
## 558 Republican 90
## 559 Republican 99
## 560 Republican 55
## 561 Republican 63
## 562 Republican 97
## 563 Republican 85
## 564 Republican 84
## 565 Republican 78
## 566 Republican 90
## 567 Republican 55
## 568 Republican 90
## 569 Republican 50
## 570 Republican 99
## 571 Republican 66
## 572 Republican 97
## 573 Republican 50
## 574 Republican 20
## 575 Republican 98
## 576 Republican 99
## 577 Republican 99
## 578 Republican 93
## 579 Republican 93
## 580 Republican 99
## 581 Republican 96
## 582 Republican 75
## 583 Republican 91
## 584 Republican 75
## 585 Republican 100
## 586 Republican 50
## 587 Republican 100
## 588 Republican 72
## 589 Republican 95
## 590 Republican 99
## 591 Republican 45
## 592 Republican 67
## 593 Republican 100
## 594 Republican 100
## 595 Republican 91
## 596 Republican 90
## 597 Republican 100
## 598 Republican 80
## 599 Republican 100
## 600 Republican 74
## 601 Republican 78
## 602 Republican 60
## 603 Republican 97
## 604 Republican 96
## 605 Republican 96
## 606 Republican 86
## 607 Republican 93
## 608 Republican 90
## 609 Republican 98
## 610 Republican 81
## 611 Republican 69
## 612 Republican 79
## 613 Republican 99
## 614 Republican 51
## 615 Republican 90
## 616 Republican 91
## 617 Republican 91
## 618 Republican 99
## 619 Republican 89
## 620 Republican 90
## 621 Republican 90
## 622 Republican 99
## 623 Republican 100
## 624 Republican 91
## 625 Republican 100
## 626 Republican 63
## 627 Republican 84
## 628 Republican 97
## 629 Republican 90
## 630 Republican 80
## 631 Republican 100
## 632 Republican 58
## 633 Republican 94
## 634 Republican 99
## 635 Republican 80
## 636 Republican 75
## 637 Republican 95
## 638 Republican 90
## 639 Republican 96
## 640 Republican 100
## 641 Republican 84
## 642 Republican 50
## 643 Republican 100
## 644 Republican 100
## 645 Republican 100
## 646 Republican 50
## 647 Republican 100
## 648 Republican 100
## 649 Republican 99
## 650 Republican 80
## 651 Republican 90
## 652 Republican 100
## 653 Republican 88
## 654 Republican 81
## 655 Republican 91
## 656 Republican 88
## 657 Republican 100
## 658 Republican 51
## 659 Republican 75
## 660 Republican 77
## 661 Republican 99
## 662 Republican 75
## 663 Republican 100
## 664 Republican 100
## 665 Republican 93
## 666 Republican 97
## 667 Republican 72
## 668 Republican 100
## 669 Republican 99
## 670 Republican 63
## 671 Republican 100
## 672 Republican 100
## 673 Republican 91
## 674 Republican 97
## 675 Republican 99
## 676 Republican 91
## 677 Republican 80
## 678 Republican 97
## 679 Republican 70
## 680 Republican 6
## 681 Republican 100
## 682 Republican 61
## 683 Republican 61
## 684 Republican 90
## 685 Republican 100
## 686 Republican 95
## 687 Republican 100
## 688 Republican 95
## 689 Republican 91
## 690 Republican 99
## 691 Republican 72
## 692 Republican 100
## 693 Republican 96
## 694 Republican 95
## 695 Republican 100
## 696 Republican 100
## 697 Republican 94
## 698 Republican 86
## 699 Republican 95
## 700 Republican 98
## 701 Republican 78
## 702 Republican 79
## 703 Republican 100
## 704 Republican 100
## 705 Republican 75
## 706 Republican 100
## 707 Republican 90
## 708 Republican 100
## 709 Republican 89
## 710 Republican 100
## 711 Republican 92
## 712 Republican 96
## 713 Republican 100
## 714 Republican 50
## 715 Republican 96
## 716 Republican 90
## 717 Republican 100
## 718 Republican 90
## 719 Republican 100
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## 721 Republican 90
## 722 Republican 82
## 723 Republican 100
## 724 Republican 45
## 725 Republican 81
## 726 Republican 81
## 727 Republican 96
## 728 Republican 75
## 729 Republican 77
## 730 Republican 81
## 731 Republican 100
## 732 Republican 100
## 733 Republican 91
## 734 Republican 90
## 735 Republican 100
## 736 Republican 98
## 737 Republican 95
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## 739 Republican 73
## 740 Republican 100
## 741 Republican 92
## 742 Republican 99
## 743 Republican 81
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## 751 Republican 90
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## 757 Republican 98
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## 759 Republican 40
## 760 Republican 92
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## 1027 Republican 100
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## 1029 Republican 89
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## 1033 Republican 81
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## 1052 Republican 99
## 1053 Republican 94
## 1054 Republican 96
## 1055 Republican 5
## 1056 Republican 80
## 1057 Republican 100
## 1058 Republican 100
## 1059 Republican 93
## 1060 Republican 78
## 1061 Republican 91
## 1062 Republican 96
## 1063 Republican 90
## 1064 Republican 100
## 1065 Republican 39
## 1066 Republican 99
## 1067 Republican 68
## 1068 Republican 94
## 1069 Republican 77
## 1070 Republican 99
## 1071 Republican 100
## 1072 Republican 98
## 1073 Republican 98
## 1074 Republican 100
## 1075 Republican 100
## 1076 Republican 75
## 1077 Republican 55
## 1078 Republican 96
## 1079 Republican 100
## 1080 Republican 82
## 1081 Republican 82
## 1082 Republican 90
## 1083 Republican 100
## 1084 Republican 74
## 1085 Republican 92
## 1086 Republican 100
## 1087 Republican 100
## 1088 Republican 100
## 1089 Republican 96
## 1090 Republican 95
## 1091 Republican 100
## 1092 Republican 100
## 1093 Republican 53
## 1094 Republican 26
## 1095 Republican 86
## 1096 Republican 97
## 1097 Republican 50
## 1098 Republican 91
## 1099 Republican 100
## 1100 Republican 100
## 1101 Republican 85
## 1102 Republican 68
## 1103 Republican 71
## 1104 Republican 96
## 1105 Republican 94
## 1106 Republican 100
## 1107 Republican 99
## 1108 Republican 98
## 1109 Republican 81
## 1110 Republican 81
## 1111 Republican 99
## 1112 Republican 84
## 1113 Republican 100
## 1114 Republican 48
## 1115 Republican 100
## 1116 Republican 100
## 1117 Republican 99
## 1118 Republican 95
## 1119 Republican 99
## 1120 Republican 90
## 1121 Republican 4
## 1122 Republican 100
## 1123 Republican 78
## 1124 Republican 100
## 1125 Republican 100
## 1126 Republican 100
## 1127 Republican 91
## 1128 Republican 91
## 1129 Republican 85
## 1130 Republican 99
## 1131 Republican 93
## 1132 Republican 100
## 1133 Republican 73
## 1134 Republican 100
## 1135 Republican 100
## 1136 Republican 54
## 1137 Republican 70
## 1138 Republican 88
## 1139 Republican 98
## 1140 Republican 91
## 1141 Republican 95
## 1142 Republican 100
## 1143 Republican 100
## 1144 Republican 87
## 1145 Republican 52
## 1146 Republican 84
## 1147 Republican 100
## 1148 Republican 90
## 1149 Republican 69
## 1150 Republican 89
## 1151 Republican 100
## 1152 Republican 51
## 1153 Republican 97
## 1154 Republican 99
## 1155 Republican 99
## 1156 Republican 100
## 1157 Republican 89
## 1158 Republican 84
## 1159 Republican 92
## 1160 Republican 98
## 1161 Republican 69
## 1162 Republican 99
## 1163 Republican 98
## 1164 Republican 28
## 1165 Republican 94
## 1166 Republican 28
## 1167 Republican 5
## 1168 Republican 80
## 1169 Republican 100
## 1170 Republican 98
## 1171 Republican 99
## 1172 Republican 98
## 1173 Republican 100
## 1174 Republican 100
## 1175 Republican 99
## 1176 Republican 98
## 1177 Republican 81
## 1178 Republican 100
## 1179 Republican 89
## 1180 Republican 95
## 1181 Republican 99
## 1182 Republican 98
## 1183 Republican 96
## 1184 Republican 91
## 1185 Republican 75
## 1186 Republican 86
## 1187 Republican 89
## 1188 Republican 76
## 1189 Republican 85
## 1190 Republican 81
## 1191 Republican 100
## 1192 Republican 79
## 1193 Republican 79
## 1194 Republican 97
## 1195 Republican 80
## 1196 Republican 99
## 1197 Republican 95
## 1198 Republican 12
## 1199 Republican 85
## 1200 Republican 69
## 1201 Republican 71
## 1202 Republican 99
## 1203 Republican 68
## 1204 Republican 90
## 1205 Republican 99
## 1206 Republican 98
## 1207 Republican 96
## 1208 Republican 100
## 1209 Republican 98
## 1210 Republican 81
## 1211 Republican 91
## 1212 Republican 71
## 1213 Republican 95
## 1214 Republican 95
## 1215 Republican 80
## 1216 Republican 92
## 1217 Republican 97
## 1218 Republican 78
## 1219 Republican 100
## 1220 Republican 95
## 1221 Republican 100
## 1222 Republican 100
## 1223 Republican 85
## 1224 Republican 100
## 1225 Republican 41
## 1226 Republican 100
## 1227 Republican 99
## 1228 Republican 100
## 1229 Republican 87
## 1230 Republican 95
## 1231 Republican 99
## 1232 Republican 100
## 1233 Republican 97
## 1234 Republican 80
## 1235 Republican 80
## 1236 Republican 100
## 1237 Republican 100
## 1238 Republican 76
## 1239 Republican 100
## 1240 Republican 90
## 1241 Republican 88
## 1242 Republican 95
## 1243 Republican 92
## 1244 Republican 100
## 1245 Republican 100
## 1246 Republican 84
## 1247 Republican 95
## 1248 Republican 99
## 1249 Republican 100
## 1250 Republican 87
## 1251 Republican 100
## 1252 Republican 28
## 1253 Republican 69
## 1254 Republican 50
## 1255 Republican 66
## 1256 Republican 67
## 1257 Republican 96
## 1258 Republican 95
## 1259 Republican 80
## 1260 Republican 100
## 1261 Republican 100
## 1262 Republican 88
## 1263 Republican 100
## 1264 Republican 93
## 1265 Republican 100
## 1266 Republican 94
## 1267 Republican 80
## 1268 Republican 60
## 1269 Republican 74
## 1270 Republican 82
## 1271 Republican 100
## 1272 Republican 92
## 1273 Republican 93
## 1274 Republican 98
## 1275 Republican 80
## 1276 Republican 91
## 1277 Republican 77
## 1278 Republican 92
## 1279 Republican 87
## 1280 Republican 82
## 1281 Republican 64
## 1282 Republican 99
## 1283 Republican 70
## 1284 Republican 51
## 1285 Republican 90
## 1286 Republican 96
## 1287 Republican 92
## 1288 Republican 90
## 1289 Republican 75
## 1290 Republican 95
## 1291 Republican 82
## 1292 Republican 72
## 1293 Republican 82
## 1294 Republican 83
## 1295 Republican 90
## 1296 Republican 100
## 1297 Republican 99
## 1298 Republican 59
## 1299 Republican 30
## 1300 Republican 90
## 1301 Republican 100
## 1302 Republican 69
## 1303 Republican 75
## 1304 Republican 92
## 1305 Republican 99
## 1306 Republican 94
## 1307 Republican 94
## 1308 Republican 100
## 1309 Republican 100
## 1310 Republican 24
## 1311 Republican 97
## 1312 Republican 99
## 1313 Republican 93
## 1314 Republican 9
## 1315 Republican 36
## 1316 Republican 100
## 1317 Republican 100
## 1318 Republican 100
## 1319 Republican 100
## 1320 Republican 78
## 1321 Republican 81
## 1322 Republican 90
## 1323 Republican 98
## 1324 Republican 90
## 1325 Republican 77
## 1326 Republican 91
## 1327 Republican 83
## 1328 Republican 90
## 1329 Republican 81
## 1330 Republican 100
## 1331 Republican 52
## 1332 Republican 89
## 1333 Republican 100
## 1334 Republican 100
## 1335 Republican 69
## 1336 Republican 80
## 1337 Republican 100
## 1338 Republican 80
## 1339 Republican 94
## 1340 Republican 99
## 1341 Republican 100
## 1342 Republican 88
## 1343 Republican 80
## 1344 Republican 75
## 1345 Republican 100
## 1346 Republican 85
## 1347 Republican 100
## 1348 Republican 99
## 1349 Republican 15
## 1350 Republican 98
## 1351 Republican 100
## 1352 Republican 89
## 1353 Republican 100
## 1354 Republican 99
## 1355 Republican 100
## 1356 Republican 100
## 1357 Republican 58
## 1358 Republican 100
## 1359 Republican 99
## 1360 Republican 50
## 1361 Republican 100
## 1362 Republican 91
## 1363 Republican 15
## 1364 Republican 100
## 1365 Republican 46
## 1366 Republican 100
## 1367 Republican 50
## 1368 Republican 28
## 1369 Republican 79
## 1370 Republican 90
## 1371 Republican 79
## 1372 Republican 50
## 1373 Republican 57
## 1374 Republican 100
## 1375 Republican 100
## 1376 Republican 100
## 1377 Republican 100
## 1378 Republican 90
## 1379 Republican 79
## 1380 Republican 90
## 1381 Republican 80
## 1382 Republican 59
## 1383 Republican 77
## 1384 Republican 98
## 1385 Republican 47
## 1386 Republican 98
## 1387 Republican 97
## 1388 Republican 50
## 1389 Republican 100
## 1390 Republican 100
## 1391 Republican 73
## 1392 Republican 97
## 1393 Republican 66
## 1394 Republican 90
## 1395 Republican 95
## 1396 Republican 80str(voterdata)## 'data.frame': 8000 obs. of 53 variables:
## $ gender : chr "Female" "Female" "Male" "Male" ...
## $ race : chr "White" "White" "White" "White" ...
## $ education : chr "4-year" "Some College" "High School Graduate" "Some College" ...
## $ familyincome : chr "Prefer not to say" "$60K-$69,999" "$50K-$59,999" "$70K-$79,999" ...
## $ children : chr "No" "No" "No" "No" ...
## $ region : chr "West" "West" "Midwest" "South" ...
## $ urbancity : chr "Suburb" "Rural Area" "City" "City" ...
## $ Vote2012 : chr "Barack Obama" "Mitt Romney" "Mitt Romney" "Barack Obama" ...
## $ Vote2016 : chr "Hillary Cinton" "Donald Trump" "Hillary Cinton" "Gary Johnson" ...
## $ TrumpSanders : chr "Bernie Sanders" "Donald Trump" "Bernie Sanders" "Bernie Sanders" ...
## $ PartyRegistration : chr NA "Republican" NA "Decline/No Party/Independent" ...
## $ PartyIdentification : chr "Democrat" "Republican" "Republican" "Independent" ...
## $ PartyIdentification2 : chr "Not very strong Democrat" "Strong Republican" "Strong Republican" "Independent" ...
## $ PartyIdentification3 : chr "Moderate" "Conservative" "Moderate" "Moderate" ...
## $ NewsPublicAffairs : chr "Most of the time" "Most of the time" "Most of the time" "Most of the time" ...
## $ DemPrimary : chr "Hillary Clinton" NA "Hillary Clinton" "Someone Else" ...
## $ RepPrimary : chr NA "Donald Trump" NA NA ...
## $ ImmigrantContributions : chr "Mostly Contribute" "Mostly a Drain" "Mostly Contribute" "Mostly Contribute" ...
## $ ImmigrantNaturalization: chr "Favor" "Not Sure" "Favor" "Favor" ...
## $ ImmigrationShouldBe : chr "Slightly Easier" "No change" "Much Easier" "Much Easier" ...
## $ Abortion : chr "Legal in all cases" "Legal in some cases and Illegal in others" "Legal in all cases" "Legal in some cases and Illegal in others" ...
## $ GayMarriage : chr "Favor" "Oppose" "Favor" "Favor" ...
## $ DeathPenalty : chr "Oppose" "Favor" "Favor" "Favor" ...
## $ DeathPenaltyFreq : chr "Too Often" "Not Often Enough" "Not Often Enough" "About Right" ...
## $ TaxWealthy : chr "Favor" "Oppose" "Favor" "Favor" ...
## $ Healthcare : chr "Yes" "No" "Yes" "Yes" ...
## $ GlobWarmExist : chr "Definitely is happening" "Definitely not happening" "Definitely is happening" "Definitely is happening" ...
## $ GlobWarmingSerious : chr "Very Serious" NA "Very Serious" "Somewhat Serious" ...
## $ AffirmativeAction : chr "Favor" "Oppose" "Favor" "Favor" ...
## $ Religion : chr "Roman Catholic" "Mormon" "Agnostic" "Nothing in Particular" ...
## $ ReligiousImportance : chr "Somewhat Important" "Very Important" "Not at all Important" "Not at all Important" ...
## $ ChurchAttendance : chr "Seldom" "More than once a week" "Seldom" "Seldom" ...
## $ PrayerFrequency : chr "Once a day" "Several times a day" "Never" "A few times a month" ...
## $ NumChildren : int 0 0 0 0 0 0 1 0 0 0 ...
## $ areatype : chr "Suburb" "Rural Area" "City" "City" ...
## $ GunOwnership : chr "No Gun in Household" "Gun in Household" "Gun in Household" "No Gun in Household" ...
## $ EconomyBetterWorse : chr "Getting Better" "About the Same" "Getting Better" "Getting Better" ...
## $ Immigr_Economy_GiveTake: int 7 10 8 NA 7 10 8 4 9 10 ...
## $ ft_fem_2017 : int 99 65 74 NA 25 100 73 50 100 100 ...
## $ ft_immig_2017 : int 95 96 77 NA 91 100 100 1 90 80 ...
## $ ft_police_2017 : int 76 95 78 NA 94 28 24 95 60 16 ...
## $ ft_dem_2017 : int 88 86 91 NA 22 99 53 1 90 84 ...
## $ ft_rep_2017 : int 21 96 20 NA 83 NA 4 50 10 5 ...
## $ ft_evang_2017 : int 50 96 2 NA 70 NA 53 50 25 6 ...
## $ ft_muslim_2017 : int 50 61 49 NA 80 100 100 1 69 71 ...
## $ ft_jew_2017 : int 50 100 25 NA 91 100 100 50 71 71 ...
## $ ft_christ_2017 : int 50 98 50 NA 94 28 100 95 70 51 ...
## $ ft_gays_2017 : int 50 82 77 NA 71 100 54 1 100 71 ...
## $ ft_unions_2017 : int 80 62 100 NA 20 100 80 1 90 81 ...
## $ ft_altright_2017 : int 1 50 0 NA 50 NA 4 50 0 0 ...
## $ ft_black_2017 : int 51 98 87 NA 90 100 98 10 56 72 ...
## $ ft_white_2017 : int 50 90 90 NA 85 50 70 50 41 70 ...
## $ ft_hisp_2017 : int 79 95 91 NA 90 100 99 26 56 71 ...Mean:
voterdata%>%
summarize(Avg_ft_police = mean(ft_police_2017, na.rm = TRUE))## Avg_ft_police
## 1 75.7228The mean is 75.7228 which is round to 75.72 between Partyidentification and ft_police_2017.
voterdata%>%
ggplot()+
geom_histogram(aes(x=ft_police_2017))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Removed 3101 rows containing non-finite values (stat_bin).
Interpretation: The graph shows the mean between ft_police_2017. There are a few outliers because there are a few at 100 while others are at 0. So this will cause the mean to be different because of the one or two outliers in the graph.
camparison of Distriubtions:
voterdata%>%
ggplot()+
geom_histogram(aes(x=ft_police_2017))+
facet_wrap(~PartyIdentification)## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Removed 3101 rows containing non-finite values (stat_bin).
Interpretation:
There is no correlation between PartyIdentification and ft_police_2017 because of the amoung of outliers
sampling Distribution and T-test:
library(readr)
library(dplyr)
library(ggplot2)
library(knitr)
data<- read.csv("C:/Users/jammi/Downloads/(Data)Abbreviated Labeled Voter 2017 Dataset.csv")
head(data)## gender race education familyincome children region
## 1 Female White 4-year Prefer not to say No West
## 2 Female White Some College $60K-$69,999 No West
## 3 Male White High School Graduate $50K-$59,999 No Midwest
## 4 Male White Some College $70K-$79,999 No South
## 5 Male White 4-year $40K-$49,999 No South
## 6 Female White 2-year $30K-$39,999 No West
## urbancity Vote2012 Vote2016 TrumpSanders
## 1 Suburb Barack Obama Hillary Cinton Bernie Sanders
## 2 Rural Area Mitt Romney Donald Trump Donald Trump
## 3 City Mitt Romney Hillary Cinton Bernie Sanders
## 4 City Barack Obama Gary Johnson Bernie Sanders
## 5 Suburb Mitt Romney Donald Trump Donald Trump
## 6 Suburb Barack Obama Hillary Cinton Bernie Sanders
## PartyRegistration PartyIdentification PartyIdentification2
## 1 <NA> Democrat Not very strong Democrat
## 2 Republican Republican Strong Republican
## 3 <NA> Republican Strong Republican
## 4 Decline/No Party/Independent Independent Independent
## 5 <NA> Republican Strong Republican
## 6 Democrat Democrat Strong Democrat
## PartyIdentification3 NewsPublicAffairs DemPrimary RepPrimary
## 1 Moderate Most of the time Hillary Clinton <NA>
## 2 Conservative Most of the time <NA> Donald Trump
## 3 Moderate Most of the time Hillary Clinton <NA>
## 4 Moderate Most of the time Someone Else <NA>
## 5 Conservative Most of the time <NA> Marco Rubio
## 6 Very Liberal Most of the time Hillary Clinton <NA>
## ImmigrantContributions ImmigrantNaturalization ImmigrationShouldBe
## 1 Mostly Contribute Favor Slightly Easier
## 2 Mostly a Drain Not Sure No change
## 3 Mostly Contribute Favor Much Easier
## 4 Mostly Contribute Favor Much Easier
## 5 Mostly a Drain Not Sure Slightly Easier
## 6 Mostly Contribute Favor Slightly Harder
## Abortion GayMarriage DeathPenalty
## 1 Legal in all cases Favor Oppose
## 2 Legal in some cases and Illegal in others Oppose Favor
## 3 Legal in all cases Favor Favor
## 4 Legal in some cases and Illegal in others Favor Favor
## 5 Illegal in all cases Oppose Favor
## 6 Legal in all cases Favor Not Sure
## DeathPenaltyFreq TaxWealthy Healthcare GlobWarmExist
## 1 Too Often Favor Yes Definitely is happening
## 2 Not Often Enough Oppose No Definitely not happening
## 3 Not Often Enough Favor Yes Definitely is happening
## 4 About Right Favor Yes Definitely is happening
## 5 Not Often Enough Oppose No Definitely not happening
## 6 Not Sure Favor Yes Definitely is happening
## GlobWarmingSerious AffirmativeAction Religion
## 1 Very Serious Favor Roman Catholic
## 2 <NA> Oppose Mormon
## 3 Very Serious Favor Agnostic
## 4 Somewhat Serious Favor Nothing in Particular
## 5 <NA> Oppose Mormon
## 6 Very Serious Favor Agnostic
## ReligiousImportance ChurchAttendance PrayerFrequency NumChildren
## 1 Somewhat Important Seldom Once a day 0
## 2 Very Important More than once a week Several times a day 0
## 3 Not at all Important Seldom Never 0
## 4 Not at all Important Seldom A few times a month 0
## 5 Very Important Once a week A few times a week 0
## 6 Not at all Important Never Never 0
## areatype GunOwnership EconomyBetterWorse Immigr_Economy_GiveTake
## 1 Suburb No Gun in Household Getting Better 7
## 2 Rural Area Gun in Household About the Same 10
## 3 City Gun in Household Getting Better 8
## 4 City No Gun in Household Getting Better NA
## 5 Suburb No Gun in Household Getting Worse 7
## 6 Suburb Gun in Household About the Same 10
## ft_fem_2017 ft_immig_2017 ft_police_2017 ft_dem_2017 ft_rep_2017
## 1 99 95 76 88 21
## 2 65 96 95 86 96
## 3 74 77 78 91 20
## 4 NA NA NA NA NA
## 5 25 91 94 22 83
## 6 100 100 28 99 NA
## ft_evang_2017 ft_muslim_2017 ft_jew_2017 ft_christ_2017 ft_gays_2017
## 1 50 50 50 50 50
## 2 96 61 100 98 82
## 3 2 49 25 50 77
## 4 NA NA NA NA NA
## 5 70 80 91 94 71
## 6 NA 100 100 28 100
## ft_unions_2017 ft_altright_2017 ft_black_2017 ft_white_2017 ft_hisp_2017
## 1 80 1 51 50 79
## 2 62 50 98 90 95
## 3 100 0 87 90 91
## 4 NA NA NA NA NA
## 5 20 50 90 85 90
## 6 100 NA 100 50 100data<- data%>%
select(ft_immig_2017, PartyIdentification)%>%
filter(PartyIdentification %in% c("Democrat","Republican"))dem_data<-data%>%
filter(PartyIdentification=="Democrat")
sample(dem_data$ft_immig_2017,40)%>%
mean(na.rm=TRUE)## [1] 69.61538replicate(10000,
sample(dem_data$ft_immig_2017,40)%>%
mean(na.rm=TRUE))%>%
data.frame()%>%
rename("mean" = 1)## mean
## 1 64.28000
## 2 72.84000
## 3 67.39286
## 4 74.82143
## 5 74.54545
## 6 65.09091
## 7 66.77273
## 8 76.65217
## 9 72.45455
## 10 74.75000
## 11 73.70833
## 12 78.24000
## 13 77.07143
## 14 69.57143
## 15 70.92857
## 16 71.68182
## 17 72.80000
## 18 77.33333
## 19 65.88462
## 20 70.55556
## 21 73.06897
## 22 66.80000
## 23 79.76190
## 24 74.55172
## 25 78.00000
## 26 76.19231
## 27 71.52632
## 28 71.96296
## 29 64.12000
## 30 69.21739
## 31 73.50000
## 32 73.90909
## 33 70.17647
## 34 70.25000
## 35 77.95833
## 36 74.03448
## 37 67.17391
## 38 67.74194
## 39 66.79167
## 40 70.13043
## 41 73.44000
## 42 66.53846
## 43 73.50000
## 44 75.71429
## 45 72.73913
## 46 74.13043
## 47 73.70833
## 48 63.50000
## 49 59.95238
## 50 70.50000
## 51 72.60000
## 52 67.20833
## 53 65.65385
## 54 73.61538
## 55 74.39130
## 56 62.30769
## 57 65.60000
## 58 62.22727
## 59 67.08000
## 60 69.40741
## 61 61.22727
## 62 78.21429
## 63 69.33333
## 64 79.23810
## 65 67.00000
## 66 65.11111
## 67 76.16000
## 68 72.64000
## 69 74.51724
## 70 67.36364
## 71 71.62963
## 72 71.54167
## 73 67.54167
## 74 65.57143
## 75 72.25926
## 76 73.83333
## 77 75.07143
## 78 61.91304
## 79 70.33333
## 80 71.14286
## 81 71.00000
## 82 72.83871
## 83 67.18750
## 84 60.50000
## 85 71.03846
## 86 68.80952
## 87 70.00000
## 88 71.26316
## 89 66.18519
## 90 67.00000
## 91 77.52000
## 92 72.00000
## 93 76.31579
## 94 63.11538
## 95 61.55556
## 96 73.65385
## 97 70.92593
## 98 72.09091
## 99 67.86957
## 100 76.83333
## 101 70.25926
## 102 75.73913
## 103 64.38462
## 104 65.80769
## 105 70.00000
## 106 63.85185
## 107 74.20833
## 108 69.12500
## 109 73.12000
## 110 69.42857
## 111 65.44000
## 112 82.31579
## 113 69.08333
## 114 74.66667
## 115 68.08000
## 116 73.64286
## 117 63.28571
## 118 71.54167
## 119 70.33333
## 120 66.84000
## 121 74.28571
## 122 74.67742
## 123 64.09091
## 124 83.41667
## 125 69.78261
## 126 63.28571
## 127 75.31818
## 128 68.79167
## 129 70.86957
## 130 73.36364
## 131 66.83333
## 132 62.95833
## 133 71.47619
## 134 64.75000
## 135 66.69231
## 136 67.07143
## 137 62.24138
## 138 76.07692
## 139 78.78571
## 140 68.52174
## 141 74.03704
## 142 68.68421
## 143 78.34483
## 144 67.54545
## 145 70.37037
## 146 62.61111
## 147 70.05000
## 148 65.54545
## 149 69.36842
## 150 80.50000
## 151 65.80000
## 152 75.85185
## 153 69.85000
## 154 62.79167
## 155 71.50000
## 156 70.95238
## 157 76.48148
## 158 73.58333
## 159 67.64000
## 160 68.23810
## 161 79.86207
## 162 74.10000
## 163 60.50000
## 164 62.79167
## 165 68.28571
## 166 68.45833
## 167 58.37037
## 168 67.31250
## 169 66.16667
## 170 66.23077
## 171 75.28000
## 172 70.75000
## 173 60.11111
## 174 72.93103
## 175 73.89286
## 176 63.15789
## 177 65.13636
## 178 71.15385
## 179 66.87500
## 180 70.33333
## 181 73.85185
## 182 73.71429
## 183 70.68182
## 184 75.22727
## 185 77.00000
## 186 68.76471
## 187 73.37931
## 188 69.29167
## 189 66.17391
## 190 65.57143
## 191 67.68750
## 192 68.04762
## 193 65.31579
## 194 70.15000
## 195 71.60000
## 196 73.50000
## 197 70.04762
## 198 68.84000
## 199 64.20833
## 200 70.11538
## 201 75.20690
## 202 69.07692
## 203 61.36364
## 204 70.45833
## 205 78.72000
## 206 75.22727
## 207 65.88462
## 208 61.95652
## 209 76.38462
## 210 58.70588
## 211 67.41667
## 212 77.75000
## 213 68.68000
## 214 71.44828
## 215 71.08000
## 216 67.07692
## 217 65.18519
## 218 64.58621
## 219 68.89474
## 220 71.12500
## 221 72.39130
## 222 65.04167
## 223 62.57692
## 224 75.07407
## 225 65.21053
## 226 68.34615
## 227 69.48000
## 228 79.87500
## 229 77.09091
## 230 77.95833
## 231 64.09524
## 232 70.61538
## 233 72.78947
## 234 70.63158
## 235 65.65517
## 236 76.91304
## 237 64.21739
## 238 74.82609
## 239 76.73913
## 240 72.56522
## 241 71.78261
## 242 73.42857
## 243 70.20000
## 244 61.52632
## 245 65.66667
## 246 69.54545
## 247 74.00000
## 248 68.37037
## 249 72.72727
## 250 75.55556
## 251 60.78261
## 252 76.78261
## 253 75.00000
## 254 79.50000
## 255 64.88000
## 256 67.46154
## 257 67.15385
## 258 65.14286
## 259 67.08696
## 260 63.79167
## 261 75.81818
## 262 75.94737
## 263 70.65385
## 264 70.70833
## 265 66.65217
## 266 72.08000
## 267 67.63636
## 268 71.84615
## 269 73.48148
## 270 77.93103
## 271 67.62500
## 272 66.51852
## 273 71.03846
## 274 72.43333
## 275 82.85185
## 276 68.00000
## 277 68.19231
## 278 66.00000
## 279 73.19048
## 280 71.25000
## 281 65.00000
## 282 64.96000
## 283 69.79167
## 284 64.09091
## 285 65.45455
## 286 66.03704
## 287 69.43478
## 288 70.27778
## 289 70.73913
## 290 77.59375
## 291 71.84615
## 292 77.95833
## 293 68.00000
## 294 74.68182
## 295 70.57692
## 296 73.03704
## 297 79.65385
## 298 76.37037
## 299 68.91667
## 300 64.62069
## 301 55.65000
## 302 72.73077
## 303 70.50000
## 304 74.42857
## 305 68.55000
## 306 69.72414
## 307 74.59091
## 308 69.14286
## 309 70.38095
## 310 76.03571
## 311 68.96429
## 312 76.63636
## 313 68.08000
## 314 72.91304
## 315 69.59091
## 316 73.07407
## 317 63.38095
## 318 77.76000
## 319 70.73077
## 320 73.05000
## 321 68.14286
## 322 71.31034
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## 9455 74.53846
## 9456 61.45833
## 9457 59.33333
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## 9459 69.61538
## 9460 73.92000
## 9461 73.00000
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## 9779 65.95652
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## 9788 67.39130
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## 9790 72.40741
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## 9792 73.30000
## 9793 69.50000
## 9794 72.95455
## 9795 72.00000
## 9796 73.19048
## 9797 56.38095
## 9798 76.86957
## 9799 69.34615
## 9800 73.20833
## 9801 72.39286
## 9802 67.72000
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## 9804 59.57692
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## 9806 72.41667
## 9807 71.41176
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## 9809 65.20000
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## 9811 57.17391
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## 9813 70.13043
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## 9892 70.95000
## 9893 70.50000
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## 9895 71.17391
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## 9897 61.36000
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## 9899 76.56522
## 9900 77.54167
## 9901 72.96000
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## 9903 68.95652
## 9904 69.63636
## 9905 73.83333
## 9906 62.66667
## 9907 68.36842
## 9908 68.11111
## 9909 72.66667
## 9910 69.09524
## 9911 71.48000
## 9912 71.12000
## 9913 69.47826
## 9914 67.00000
## 9915 67.33333
## 9916 68.80000
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## 9918 70.59091
## 9919 61.45833
## 9920 62.21053
## 9921 66.41667
## 9922 61.45000
## 9923 77.26087
## 9924 70.12000
## 9925 70.69565
## 9926 61.81818
## 9927 70.61905
## 9928 58.08696
## 9929 76.90476
## 9930 70.69565
## 9931 66.09524
## 9932 71.92000
## 9933 72.74074
## 9934 75.09091
## 9935 66.78571
## 9936 73.00000
## 9937 70.13043
## 9938 81.60870
## 9939 62.20000
## 9940 68.76190
## 9941 68.69231
## 9942 66.19355
## 9943 73.08333
## 9944 66.30435
## 9945 70.08696
## 9946 66.96154
## 9947 77.06667
## 9948 68.95455
## 9949 64.50000
## 9950 77.66667
## 9951 76.84000
## 9952 63.86364
## 9953 76.87500
## 9954 67.00000
## 9955 72.51613
## 9956 62.69565
## 9957 55.63636
## 9958 68.16000
## 9959 76.48148
## 9960 61.76190
## 9961 73.61905
## 9962 75.66667
## 9963 75.08333
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## 9966 65.82609
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## 9968 75.47826
## 9969 79.04000
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## 9973 65.70370
## 9974 70.34615
## 9975 73.48148
## 9976 69.97222
## 9977 72.68421
## 9978 63.47826
## 9979 73.69565
## 9980 78.14286
## 9981 59.31034
## 9982 73.38095
## 9983 67.00000
## 9984 74.90909
## 9985 73.42857
## 9986 62.40000
## 9987 70.73333
## 9988 71.04762
## 9989 70.44444
## 9990 63.77778
## 9991 66.92308
## 9992 83.42857
## 9993 78.04348
## 9994 64.77778
## 9995 66.26087
## 9996 64.55556
## 9997 61.15789
## 9998 73.76190
## 9999 68.53571
## 10000 72.91304replicate(10000,
sample(dem_data$ft_immig_2017,40)%>%
mean(na.rm=TRUE))%>%
data.frame()%>%
rename("mean"=1)%>%
ggplot()+
geom_histogram(aes(x=mean), fill= "blue")## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
data<-data%>%
select(ft_immig_2017, PartyIdentification)%>%
filter(PartyIdentification %in% c("Democrat","Republican"))rep_data<-data%>%
filter(PartyIdentification=="Republican")
sample(rep_data$ft_immig_2017,40)%>%
mean(na.rm= TRUE)## [1] 42.44444replicate(10000,
sample(rep_data$ft_immig_2017,40)%>%
mean(na.rm=TRUE))%>%
data.frame()%>%
rename("mean"= 1)## mean
## 1 49.75000
## 2 56.76471
## 3 59.17857
## 4 41.65217
## 5 57.04000
## 6 47.50000
## 7 51.92593
## 8 53.17857
## 9 48.77778
## 10 58.85714
## 11 55.78571
## 12 55.12500
## 13 52.26923
## 14 52.65385
## 15 49.41176
## 16 60.59091
## 17 53.21739
## 18 48.55556
## 19 53.86364
## 20 60.30769
## 21 45.34615
## 22 50.82609
## 23 54.47059
## 24 60.08000
## 25 60.75000
## 26 46.00000
## 27 46.84615
## 28 55.74074
## 29 46.26087
## 30 59.69231
## 31 44.29167
## 32 47.15000
## 33 49.82609
## 34 52.43478
## 35 45.42857
## 36 48.95652
## 37 55.37500
## 38 51.91667
## 39 61.59091
## 40 52.88462
## 41 48.90909
## 42 53.04000
## 43 53.45000
## 44 54.31034
## 45 47.34783
## 46 49.51515
## 47 48.79167
## 48 53.08333
## 49 61.40909
## 50 44.28000
## 51 51.56522
## 52 52.53846
## 53 53.57692
## 54 56.40000
## 55 51.05263
## 56 57.54167
## 57 49.08333
## 58 56.43478
## 59 54.00000
## 60 56.71429
## 61 56.28571
## 62 64.08000
## 63 43.73913
## 64 52.06667
## 65 56.56522
## 66 49.52000
## 67 57.66667
## 68 43.92000
## 69 46.56000
## 70 53.87500
## 71 52.04000
## 72 48.75000
## 73 50.57692
## 74 51.74074
## 75 54.89655
## 76 59.85000
## 77 57.14286
## 78 61.10714
## 79 44.28000
## 80 55.69565
## 81 59.12500
## 82 50.09524
## 83 60.85714
## 84 55.40000
## 85 55.36364
## 86 61.35714
## 87 49.75000
## 88 49.13043
## 89 48.03846
## 90 44.76667
## 91 57.76923
## 92 48.95652
## 93 41.73913
## 94 47.59259
## 95 42.47826
## 96 51.40000
## 97 44.44000
## 98 50.57895
## 99 58.23077
## 100 52.84615
## 101 52.07407
## 102 54.39130
## 103 54.16000
## 104 53.36364
## 105 48.52174
## 106 53.55172
## 107 65.26087
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## 110 45.37500
## 111 52.08000
## 112 48.82759
## 113 51.90000
## 114 47.56000
## 115 56.04762
## 116 52.06452
## 117 56.84615
## 118 60.45455
## 119 49.04167
## 120 44.77273
## 121 52.07407
## 122 49.25000
## 123 44.91667
## 124 48.50000
## 125 45.00000
## 126 56.12000
## 127 58.95652
## 128 50.62069
## 129 53.61290
## 130 50.50000
## 131 56.60000
## 132 46.80000
## 133 50.55000
## 134 64.35294
## 135 53.60000
## 136 58.05556
## 137 45.05556
## 138 48.21429
## 139 50.58333
## 140 55.54545
## 141 58.45833
## 142 56.04348
## 143 55.00000
## 144 48.21053
## 145 61.22727
## 146 41.18182
## 147 46.58333
## 148 48.00000
## 149 46.78571
## 150 57.17241
## 151 56.76190
## 152 48.00000
## 153 50.00000
## 154 57.36000
## 155 55.16667
## 156 46.50000
## 157 48.70833
## 158 56.36364
## 159 51.66667
## 160 49.22222
## 161 55.26087
## 162 44.70968
## 163 54.77778
## 164 45.72414
## 165 59.33333
## 166 54.12000
## 167 49.37931
## 168 55.42857
## 169 45.51852
## 170 59.92857
## 171 50.11538
## 172 44.76923
## 173 52.64000
## 174 55.85000
## 175 48.34783
## 176 57.11111
## 177 54.39130
## 178 54.96296
## 179 44.00000
## 180 55.04348
## 181 52.39130
## 182 50.76000
## 183 51.53846
## 184 47.69231
## 185 53.89655
## 186 61.54167
## 187 49.34615
## 188 55.56522
## 189 49.65217
## 190 61.45833
## 191 56.91667
## 192 60.79167
## 193 58.28000
## 194 56.44444
## 195 53.04545
## 196 51.90000
## 197 56.45455
## 198 52.28000
## 199 53.57895
## 200 50.11538
## 201 54.96429
## 202 53.70833
## 203 53.73684
## 204 49.92000
## 205 56.83333
## 206 51.20833
## 207 51.68182
## 208 57.92000
## 209 50.50000
## 210 56.31034
## 211 56.57143
## 212 52.91667
## 213 57.68000
## 214 60.53846
## 215 43.61538
## 216 51.12000
## 217 47.73077
## 218 47.78261
## 219 53.84615
## 220 48.37037
## 221 50.80000
## 222 65.85000
## 223 60.80000
## 224 57.78261
## 225 50.59259
## 226 52.08000
## 227 50.47368
## 228 43.96154
## 229 50.76190
## 230 48.05263
## 231 58.40000
## 232 41.85714
## 233 60.66667
## 234 50.55000
## 235 54.57143
## 236 61.13043
## 237 56.71429
## 238 57.05000
## 239 49.04348
## 240 53.03448
## 241 54.50000
## 242 38.66667
## 243 54.18182
## 244 49.00000
## 245 50.16667
## 246 55.51852
## 247 53.03846
## 248 50.26316
## 249 50.31579
## 250 52.18182
## 251 60.72000
## 252 50.25926
## 253 60.92000
## 254 56.30769
## 255 48.44444
## 256 52.36364
## 257 48.18750
## 258 52.34615
## 259 46.52381
## 260 57.66667
## 261 51.10714
## 262 58.31818
## 263 63.85000
## 264 48.27778
## 265 63.13636
## 266 57.33333
## 267 51.78261
## 268 58.79167
## 269 49.65217
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## 271 57.10000
## 272 55.35714
## 273 45.35000
## 274 56.91304
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## 276 50.50000
## 277 42.90909
## 278 58.20000
## 279 50.13636
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## 281 41.73077
## 282 41.17391
## 283 55.13793
## 284 56.57143
## 285 49.40741
## 286 50.05556
## 287 55.00000
## 288 54.54545
## 289 42.31579
## 290 57.51852
## 291 54.23810
## 292 56.65217
## 293 44.82609
## 294 57.38095
## 295 48.61905
## 296 53.57143
## 297 55.38462
## 298 49.62500
## 299 51.57895
## 300 55.13636
## 301 54.39130
## 302 55.90000
## 303 56.64286
## 304 46.21739
## 305 53.25000
## 306 54.62500
## 307 55.44828
## 308 49.84211
## 309 50.58333
## 310 41.07692
## 311 58.80952
## 312 48.76190
## 313 53.48000
## 314 57.15385
## 315 55.65217
## 316 46.18182
## 317 46.20000
## 318 55.16000
## 319 48.32000
## 320 55.52174
## 321 51.80000
## 322 64.00000
## 323 45.25000
## 324 54.73077
## 325 55.72000
## 326 57.43478
## 327 48.95652
## 328 54.73913
## 329 50.38710
## 330 50.08696
## 331 42.33333
## 332 49.03448
## 333 52.25926
## 334 42.68966
## 335 44.17391
## 336 52.03571
## 337 55.00000
## 338 58.95000
## 339 57.60000
## 340 56.91304
## 341 48.04545
## 342 58.76923
## 343 56.35000
## 344 53.15385
## 345 41.33333
## 346 59.92308
## 347 51.60000
## 348 54.04000
## 349 60.43478
## 350 52.04762
## 351 48.46667
## 352 49.76190
## 353 49.93333
## 354 56.29630
## 355 47.04167
## 356 53.64000
## 357 59.84000
## 358 54.76000
## 359 47.38095
## 360 50.92308
## 361 47.13043
## 362 41.95238
## 363 49.00000
## 364 44.12000
## 365 65.45833
## 366 52.95455
## 367 53.07692
## 368 54.62963
## 369 57.75000
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## 9998 59.90476
## 9999 62.30000
## 10000 55.40741replicate(10000,
sample(rep_data$ft_immig_2017,40)%>%
mean(na.rm=TRUE))%>%
data.frame()%>%
rename("mean"= 1)%>%
ggplot()+
geom_histogram(aes(x=mean), fill="red")## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
t.test(ft_immig_2017~PartyIdentification, data = data)##
## Welch Two Sample t-test
##
## data: ft_immig_2017 by PartyIdentification
## t = 19.157, df = 2790.3, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## 16.08346 19.75134
## sample estimates:
## mean in group Democrat mean in group Republican
## 70.23849 52.32109Interpretation:
The mean between Democrat and Republican is different base on ft_immig_2017.