Frequency of curse words in Cardi B’s album vs. Megan thee Stallion’s album
Jasmyn Brown
2022-10-24
#Frequency of curse words in Cardi B’s album vs. Megan thee Stallion’s album
I plan on comparing the album “Invasion of Privacy” by Cardi B and “Good News” by Megan Thee Stallion. I will determine who cusses the most in each of their respective albums.
I expect that Megan Thee Stallion will curse more in her “Good News” album, as she is known for her profanity
Using the data sets invasion_df and goodnews_df
By Jasmyn Brown
library(tidyverse)## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.2 ──
## ✔ ggplot2 3.3.6 ✔ purrr 0.3.4
## ✔ tibble 3.1.8 ✔ dplyr 1.0.9
## ✔ tidyr 1.2.0 ✔ stringr 1.4.1
## ✔ readr 2.1.2 ✔ forcats 0.5.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()library(tidytext)
library(jsonlite)##
## Attaching package: 'jsonlite'
##
## The following object is masked from 'package:purrr':
##
## flattenlibrary(ggthemes)First I loaded all of my packages
invasion <- fromJSON("~/Desktop/R/Lyrics_InvasionofPrivacy.json")
goodnews <- fromJSON("~/Desktop/R/Lyrics_GoodNews.json")I then uploaded the song lyrics from “Invasion of Privacy” and “Good News”
as.data.frame(invasion$tracks$song) -> invasion_df
invasion_df %>%
mutate(album = "cardi") -> cardi_dfI titled the lyrics invasion_df and created a new variable and titled it cardi
as.data.frame(goodnews$tracks$song) -> goodnews_df
goodnews_df %>%
mutate(album = "meg") -> meg_dfI titled the lyrics goodnews_df and created a new variable and titled it meg
library(tidytext)
invasion_df %>%
unnest_tokens(word, lyrics) -> invasion_wordsI then made all of the lyrics a list of their own
invasion_words %>%
anti_join(stop_words) %>%
count(word, sort = TRUE) %>%
filter(!word %in% c('fuck', 'shit', 'thot', 'damn', 'bitch', 'dick', 'ass')) %>%
arrange(desc(n)) %>%
head(7) %>%
inner_join(get_sentiments('afinn')) %>%
ggplot(aes(reorder(word, n),n, fill = value)) + geom_col() + coord_flip() + theme_economist()## Joining, by = "word"
## Joining, by = "word"
I filtered seven cuss words and used anti join to return all values that
were not used back into the data and plotted the information
accordingly
invasion_words %>%
filter(word %in% c('fuck', 'shit', 'thot', 'damn', 'bitch', 'dick', 'ass')) %>%
inner_join(get_sentiments('afinn')) -> invasion_sentiment## Joining, by = "word"After I filtered seven cuss words, I titled the column invasion_sentiment
library(tidytext)
goodnews_df %>%
unnest_tokens(word, lyrics) -> goodnews_wordsI made all of the lyrics a list of their own
goodnews_words %>%
anti_join(stop_words) %>%
count(word,sort = TRUE) %>%
filter(word %in% c('fuck', 'shit', 'thot', 'damn', 'bitch', 'dick', 'ass')) %>%
arrange(desc(n)) %>%
head(7) %>%
inner_join(get_sentiments('afinn')) %>%
ggplot(aes(reorder(word, n),n, fill = value)) + geom_col() + coord_flip() + theme_economist()## Joining, by = "word"
## Joining, by = "word"
Then used anti join to return all values that were not used back into
the data and plotted the information accordingly after filtering the
seven cuss words
goodnews_words %>%
filter(!word %in% c('fuck', 'shit', 'thot', 'damn', 'bitch', 'dick', 'ass')) %>%
anti_join(stop_words) %>%
count(word, sort = TRUE)## Joining, by = "word"## word n
## 1 ody 172
## 2 yeah 162
## 3 ah 145
## 4 ayy 59
## 5 nigga 58
## 6 chorus 57
## 7 shake 57
## 8 baow 51
## 9 niggas 49
## 10 bad 48
## 11 megan 47
## 12 stallion 46
## 13 verse 45
## 14 thee 44
## 15 wanna 42
## 16 crazy 41
## 17 bitches 40
## 18 mmm 40
## 19 booty 37
## 20 bout 36
## 21 i'ma 36
## 22 pussy 36
## 23 real 36
## 24 hot 35
## 25 la 35
## 26 body 31
## 27 girl 31
## 28 lil 31
## 29 woah 30
## 30 hoes 29
## 31 uh 29
## 32 blah 28
## 33 mad 26
## 34 bow 24
## 35 bye 24
## 36 ooh 24
## 37 baby 23
## 38 hey 23
## 39 brr 22
## 40 em 21
## 41 2 20
## 42 gotta 20
## 43 happening 20
## 44 hmm 20
## 45 ice 20
## 46 fuckin 19
## 47 huh 19
## 48 talkin 19
## 49 tryna 19
## 50 wah 19
## 51 money 18
## 52 1 17
## 53 call 17
## 54 finna 17
## 55 lyrics 17
## 56 sexual 17
## 57 savage 16
## 58 spend 16
## 59 intro 15
## 60 lookin 15
## 61 love 15
## 62 nasty 15
## 63 buy 14
## 64 freak 14
## 65 gon 14
## 66 stupid 14
## 67 beat 13
## 68 feelings 13
## 69 hate 13
## 70 lick 13
## 71 ratchet 13
## 72 cry 12
## 73 hit 12
## 74 outfit 12
## 75 pop 12
## 76 rock 12
## 77 stop 12
## 78 thirsty 12
## 79 beyoncé 11
## 80 bougie 11
## 81 boy 11
## 82 mi 11
## 83 outro 11
## 84 pay 11
## 85 sleep 11
## 86 text 11
## 87 waist 11
## 88 y'all 11
## 89 cool 10
## 90 friends 10
## 91 hold 10
## 92 leave 10
## 93 moody 10
## 94 poke 10
## 95 titties 10
## 96 told 10
## 97 yuh 10
## 98 3 9
## 99 classy 9
## 100 comin 9
## 101 feelin 9
## 102 gettin 9
## 103 goin 9
## 104 hands 9
## 105 hurt 9
## 106 lullaby 9
## 107 play 9
## 108 quick 9
## 109 ride 9
## 110 scared 9
## 111 sing 9
## 112 til 9
## 113 acting 8
## 114 cat 8
## 115 cold 8
## 116 curvy 8
## 117 eat 8
## 118 feel 8
## 119 finger 8
## 120 ho 8
## 121 pre 8
## 122 prove 8
## 123 pull 8
## 124 sassy 8
## 125 takin 8
## 126 tellin 8
## 127 tongue 8
## 128 wavy 8
## 129 boys 7
## 130 broke 7
## 131 brrt 7
## 132 chain 7
## 133 freaky 7
## 134 middle 7
## 135 pictures 7
## 136 rich 7
## 137 street 7
## 138 switch 7
## 139 thinkin 7
## 140 woo 7
## 141 askin 6
## 142 business 6
## 143 crybaby 6
## 144 durk 6
## 145 gang 6
## 146 girls 6
## 147 har 6
## 148 head 6
## 149 hood 6
## 150 income 6
## 151 intercourse 6
## 152 mwah 6
## 153 neck 6
## 154 popcaan 6
## 155 pretty 6
## 156 rodeo 6
## 157 roof 6
## 158 snack 6
## 159 stick 6
## 160 streets 6
## 161 talk 6
## 162 time 6
## 163 trick 6
## 164 ugh 6
## 165 wan 6
## 166 wrong 6
## 167 bangin 5
## 168 boss 5
## 169 catch 5
## 170 city 5
## 171 clown 5
## 172 dababy 5
## 173 day 5
## 174 dead 5
## 175 di 5
## 176 diamonds 5
## 177 drop 5
## 178 goofy 5
## 179 guess 5
## 180 gyal 5
## 181 hater 5
## 182 havin 5
## 183 imagine 5
## 184 kin 5
## 185 mama 5
## 186 mouth 5
## 187 noise 5
## 188 people 5
## 189 player 5
## 190 pullin 5
## 191 red 5
## 192 shots 5
## 193 skrrt 5
## 194 suwoo 5
## 195 tight 5
## 196 waitin 5
## 197 watch 5
## 198 week 5
## 199 weh 5
## 200 attitude 4
## 201 bar 4
## 202 bought 4
## 203 bring 4
## 204 burr 4
## 205 buyin 4
## 206 cake 4
## 207 car 4
## 208 check 4
## 209 doin 4
## 210 dumb 4
## 211 expensive 4
## 212 flirt 4
## 213 haha 4
## 214 hair 4
## 215 kill 4
## 216 kiss 4
## 217 knees 4
## 218 knowin 4
## 219 lay 4
## 220 left 4
## 221 lotta 4
## 222 movie 4
## 223 num 4
## 224 patek 4
## 225 playin 4
## 226 sex 4
## 227 shakin 4
## 228 shot 4
## 229 should've 4
## 230 shut 4
## 231 sit 4
## 232 skip 4
## 233 song 4
## 234 sza 4
## 235 thang 4
## 236 thug 4
## 237 top 4
## 238 treat 4
## 239 trip 4
## 240 twerk 4
## 241 watchin 4
## 242 weak 4
## 243 wild 4
## 244 ate 3
## 245 bet 3
## 246 bird 3
## 247 bite 3
## 248 black 3
## 249 bless 3
## 250 blow 3
## 251 bounce 3
## 252 boyfriend 3
## 253 buddah 3
## 254 callin 3
## 255 chainz 3
## 256 chill 3
## 257 cocky 3
## 258 cream 3
## 259 cut 3
## 260 daddy 3
## 261 eighty 3
## 262 facetime 3
## 263 fat 3
## 264 fix 3
## 265 friend 3
## 266 fun 3
## 267 game 3
## 268 gangster 3
## 269 heard 3
## 270 heart 3
## 271 hype 3
## 272 i’m 3
## 273 inch 3
## 274 inna 3
## 275 jealous 3
## 276 jeans 3
## 277 jeweler 3
## 278 juicy 3
## 279 lean 3
## 280 legs 3
## 281 logic 3
## 282 low 3
## 283 match 3
## 284 miami 3
## 285 mind 3
## 286 mirror 3
## 287 nope 3
## 288 nothin 3
## 289 pants 3
## 290 party 3
## 291 payin 3
## 292 pics 3
## 293 poppin 3
## 294 repeat 3
## 295 run 3
## 296 sarah 3
## 297 save 3
## 298 send 3
## 299 serve 3
## 300 shh 3
## 301 shy 3
## 302 speakin 3
## 303 stuff 3
## 304 support 3
## 305 ten 3
## 306 thick 3
## 307 touch 3
## 308 tough 3
## 309 type 3
## 310 weave 3
## 311 whip 3
## 312 woii 3
## 313 women 3
## 314 yoii 3
## 315 4 2
## 316 account 2
## 317 act 2
## 318 add 2
## 319 air 2
## 320 anime 2
## 321 argue 2
## 322 ashley 2
## 323 astrogirl 2
## 324 attached 2
## 325 bag 2
## 326 bands 2
## 327 bank 2
## 328 bed 2
## 329 belt 2
## 330 bend 2
## 331 birkin 2
## 332 blisters 2
## 333 blue 2
## 334 boo 2
## 335 book 2
## 336 books 2
## 337 bread 2
## 338 breonna 2
## 339 carpet 2
## 340 cart 2
## 341 cash 2
## 342 caught 2
## 343 chains 2
## 344 chance 2
## 345 change 2
## 346 cheek 2
## 347 circles 2
## 348 classic 2
## 349 clean 2
## 350 clothes 2
## 351 clout 2
## 352 club 2
## 353 dance 2
## 354 dat 2
## 355 dealership 2
## 356 deep 2
## 357 deeper 2
## 358 demon 2
## 359 designer 2
## 360 doctor 2
## 361 doh 2
## 362 doll 2
## 363 don’t 2
## 364 double 2
## 365 dress 2
## 366 drink 2
## 367 evil 2
## 368 exclusive 2
## 369 eyelashes 2
## 370 fatty 2
## 371 feed 2
## 372 fifty 2
## 373 fight 2
## 374 fit 2
## 375 floor 2
## 376 fly 2
## 377 fore 2
## 378 forty 2
## 379 frame 2
## 380 g's 2
## 381 grown 2
## 382 hah 2
## 383 hahaha 2
## 384 hand 2
## 385 handcuff 2
## 386 hangin 2
## 387 hard 2
## 388 haters 2
## 389 hatin 2
## 390 hear 2
## 391 helluva 2
## 392 hips 2
## 393 hope 2
## 394 hopped 2
## 395 hottie 2
## 396 house 2
## 397 hundred 2
## 398 hydrogel 2
## 399 inside 2
## 400 intrigued 2
## 401 invest 2
## 402 invited 2
## 403 job 2
## 404 jt 2
## 405 keepin 2
## 406 lame 2
## 407 lettin 2
## 408 life 2
## 409 liquor 2
## 410 live 2
## 411 lock 2
## 412 lol 2
## 413 lyin 2
## 414 makin 2
## 415 mall 2
## 416 mask 2
## 417 mine 2
## 418 mixin 2
## 419 mom 2
## 420 months 2
## 421 mop 2
## 422 motherfuckin 2
## 423 move 2
## 424 nah 2
## 425 names 2
## 426 onlyfans 2
## 427 outlaw 2
## 428 ow 2
## 429 panties 2
## 430 past 2
## 431 period 2
## 432 phone 2
## 433 pimpin 2
## 434 pon 2
## 435 post 2
## 436 purse 2
## 437 puttin 2
## 438 queen 2
## 439 quit 2
## 440 readin 2
## 441 ready 2
## 442 redhead 2
## 443 remember 2
## 444 remix 2
## 445 respond 2
## 446 ridin 2
## 447 roll 2
## 448 round 2
## 449 rule 2
## 450 saiyan 2
## 451 salad 2
## 452 sayin 2
## 453 scar 2
## 454 scary 2
## 455 scream 2
## 456 sisters 2
## 457 slatt 2
## 458 sloppy 2
## 459 snatched 2
## 460 somethin 2
## 461 spazz 2
## 462 sperm 2
## 463 spit 2
## 464 squeeze 2
## 465 stand 2
## 466 star 2
## 467 stay 2
## 468 stirred 2
## 469 straight 2
## 470 suck 2
## 471 sugar 2
## 472 super 2
## 473 swang 2
## 474 switched 2
## 475 sympathy 2
## 476 taylor 2
## 477 teachin 2
## 478 team 2
## 479 texts 2
## 480 thots 2
## 481 thе 2
## 482 timin 2
## 483 tip 2
## 484 toes 2
## 485 toilet 2
## 486 trouble 2
## 487 usin 2
## 488 walnut 2
## 489 warmup 2
## 490 warnin 2
## 491 water 2
## 492 wear 2
## 493 wet 2
## 494 workin 2
## 495 world 2
## 496 wouldn't've 2
## 497 wow 2
## 498 ya 2
## 499 yung 2
## 500 2020 1
## 501 22 1
## 502 34embed 1
## 503 35embed 1
## 504 42 1
## 505 49embed 1
## 506 5'10 1
## 507 5embed 1
## 508 absent 1
## 509 ac 1
## 510 ace 1
## 511 acre 1
## 512 actin 1
## 513 actions 1
## 514 adore 1
## 515 adventure 1
## 516 ago 1
## 517 ah2embed 1
## 518 ah5embed 1
## 519 ah7embed 1
## 520 amazon 1
## 521 angel 1
## 522 annihilated 1
## 523 anxious 1
## 524 anytime 1
## 525 ap 1
## 526 apetamin 1
## 527 appétit 1
## 528 applyin 1
## 529 arm 1
## 530 asmr 1
## 531 attention 1
## 532 aware 1
## 533 ayo 1
## 534 azul 1
## 535 babies 1
## 536 background 1
## 537 backseat 1
## 538 backstabs 1
## 539 badder 1
## 540 baddest 1
## 541 badman 1
## 542 bae 1
## 543 baghdad 1
## 544 baguettes 1
## 545 bakery 1
## 546 ball 1
## 547 baller 1
## 548 ballin 1
## 549 bang 1
## 550 baow7embed 1
## 551 barbecue 1
## 552 bars 1
## 553 basic 1
## 554 baskins 1
## 555 bastard 1
## 556 beach 1
## 557 beatin 1
## 558 beef 1
## 559 beefing 1
## 560 beg 1
## 561 beggin 1
## 562 bein 1
## 563 belly 1
## 564 belong 1
## 565 bench 1
## 566 benefits 1
## 567 bentley 1
## 568 besties 1
## 569 biggity 1
## 570 birth 1
## 571 birthday 1
## 572 birthdays 1
## 573 blacked 1
## 574 blaow 1
## 575 bled 1
## 576 blessing 1
## 577 block 1
## 578 blonde 1
## 579 bodied 1
## 580 bodyin 1
## 581 bon 1
## 582 bond 1
## 583 bones 1
## 584 boobies 1
## 585 boosters 1
## 586 booth 1
## 587 boots 1
## 588 booty7embed 1
## 589 bop 1
## 590 bottles 1
## 591 boys5embed 1
## 592 brag 1
## 593 brain 1
## 594 breakin 1
## 595 breed 1
## 596 brick 1
## 597 brightest 1
## 598 bro 1
## 599 brought 1
## 600 brrr 1
## 601 bruise 1
## 602 bubble 1
## 603 buck 1
## 604 buffy 1
## 605 build 1
## 606 built 1
## 607 bullet 1
## 608 bullets 1
## 609 bum 1
## 610 bumper 1
## 611 businessembed 1
## 612 bust 1
## 613 by1embed 1
## 614 bе 1
## 615 cahoots 1
## 616 calm 1
## 617 cameras 1
## 618 cappin 1
## 619 caption 1
## 620 card 1
## 621 carnivore 1
## 622 carole 1
## 623 casper 1
## 624 cassius 1
## 625 cast 1
## 626 category 1
## 627 cats 1
## 628 chair 1
## 629 chanel 1
## 630 charm 1
## 631 chase 1
## 632 chaser 1
## 633 cheatin 1
## 634 checked 1
## 635 cheeks 1
## 636 chef's 1
## 637 chemistry 1
## 638 chest 1
## 639 chew 1
## 640 chicken 1
## 641 cho 1
## 642 choke 1
## 643 chose 1
## 644 christmas 1
## 645 chrome 1
## 646 circle 1
## 647 claimed 1
## 648 clap 1
## 649 classes 1
## 650 click 1
## 651 clique 1
## 652 cock 1
## 653 cockblockin 1
## 654 color 1
## 655 comparison 1
## 656 competition 1
## 657 concert 1
## 658 confused 1
## 659 content 1
## 660 control 1
## 661 convicted 1
## 662 coochie 1
## 663 cop 1
## 664 cost 1
## 665 could've 1
## 666 count 1
## 667 country 1
## 668 county 1
## 669 coupe 1
## 670 couple 1
## 671 crane 1
## 672 crash 1
## 673 crazyembed 1
## 674 creatin 1
## 675 creep 1
## 676 crook 1
## 677 crop 1
## 678 crosswords 1
## 679 crumb 1
## 680 cube 1
## 681 curves 1
## 682 d.a 1
## 683 d'ussé 1
## 684 d4l 1
## 685 dad 1
## 686 daddies 1
## 687 dancehall 1
## 688 daniel 1
## 689 date 1
## 690 dated 1
## 691 dawg 1
## 692 deadass 1
## 693 dealer 1
## 694 dealin 1
## 695 dealt 1
## 696 decline 1
## 697 deets 1
## 698 degree 1
## 699 demic 1
## 700 dessert 1
## 701 didn’t 1
## 702 died 1
## 703 discussions 1
## 704 disrespect 1
## 705 dj 1
## 706 dollars 1
## 707 dope 1
## 708 dough 1
## 709 down82embed 1
## 710 drag 1
## 711 dragon 1
## 712 drawers 1
## 713 drip 1
## 714 drive 1
## 715 dropoffs 1
## 716 drug 1
## 717 dry 1
## 718 easily 1
## 719 eatin 1
## 720 eating 1
## 721 ebony 1
## 722 elevated 1
## 723 elliot 1
## 724 energy 1
## 725 entangled 1
## 726 entertaining 1
## 727 epitome 1
## 728 excited 1
## 729 eyes 1
## 730 fairytales 1
## 731 farris 1
## 732 fashion 1
## 733 fast 1
## 734 favorite 1
## 735 february 1
## 736 fell 1
## 737 ferrari 1
## 738 fingers 1
## 739 fire 1
## 740 fired 1
## 741 flavor 1
## 742 flew 1
## 743 flex 1
## 744 flip 1
## 745 flyest 1
## 746 folk 1
## 747 followers 1
## 748 fool 1
## 749 foreplay 1
## 750 forget 1
## 751 forgiveness 1
## 752 found 1
## 753 fox 1
## 754 free 1
## 755 freed 1
## 756 freeze 1
## 757 friendly 1
## 758 froze 1
## 759 fuckboy 1
## 760 fuckboys 1
## 761 fucked 1
## 762 fur 1
## 763 future 1
## 764 gaggin 1
## 765 gainst 1
## 766 gianni 1
## 767 gifts 1
## 768 girlfriend 1
## 769 givin 1
## 770 glasses 1
## 771 glock 1
## 772 glow 1
## 773 goddamn 1
## 774 gold 1
## 775 gram 1
## 776 green 1
## 777 grimy 1
## 778 grindin 1
## 779 ground 1
## 780 groupie 1
## 781 guarantee 1
## 782 gun 1
## 783 guns 1
## 784 guy 1
## 785 habit 1
## 786 habits 1
## 787 hahahaha 1
## 788 handle 1
## 789 happened 1
## 790 happy 1
## 791 hatchback 1
## 792 hearts 1
## 793 heat 1
## 794 hectic 1
## 795 hellcat 1
## 796 hennessy 1
## 797 hide 1
## 798 hittin 1
## 799 hol 1
## 800 holler 1
## 801 holy 1
## 802 home 1
## 803 honey 1
## 804 hoodie 1
## 805 hook 1
## 806 horny 1
## 807 hotter 1
## 808 hottest 1
## 809 hundreds 1
## 810 identity 1
## 811 ignorant 1
## 812 ignore 1
## 813 incarcerated 1
## 814 included 1
## 815 indicted 1
## 816 indirectly 1
## 817 instagram 1
## 818 interlude 1
## 819 internet 1
## 820 intimidated 1
## 821 intrusive 1
## 822 intеrcourse 1
## 823 iphone 1
## 824 ivy 1
## 825 jas 1
## 826 jasmine 1
## 827 jawbreaker 1
## 828 jet 1
## 829 jonathan 1
## 830 jordan 1
## 831 journal 1
## 832 ju 1
## 833 jump 1
## 834 justice 1
## 835 kale 1
## 836 kei 1
## 837 keisha 1
## 838 keith 1
## 839 kellon 1
## 840 key 1
## 841 kick 1
## 842 kidding 1
## 843 kids 1
## 844 kiera 1
## 845 killer 1
## 846 killin 1
## 847 killing 1
## 848 knock 1
## 849 knocked 1
## 850 knot 1
## 851 lady 1
## 852 lamb 1
## 853 layers 1
## 854 layin 1
## 855 lazy 1
## 856 leader 1
## 857 leak 1
## 858 lickin 1
## 859 lie 1
## 860 lifestyle 1
## 861 lifetime 1
## 862 lisa 1
## 863 listed 1
## 864 lit 1
## 865 litty 1
## 866 lonely 1
## 867 looked 1
## 868 lose 1
## 869 loss 1
## 870 lot 1
## 871 loudest 1
## 872 m's 1
## 873 mackin 1
## 874 magnet 1
## 875 magnum 1
## 876 mamas 1
## 877 mango 1
## 878 mary 1
## 879 mayor 1
## 880 mayos 1
## 881 melt 1
## 882 messin 1
## 883 messy 1
## 884 mhm 1
## 885 mindgames 1
## 886 missing 1
## 887 moaning 1
## 888 mom's 1
## 889 monster 1
## 890 montego 1
## 891 mood 1
## 892 morticia 1
## 893 mother 1
## 894 motherfucker 1
## 895 motherfuckers 1
## 896 movin 1
## 897 moviе 1
## 898 ms 1
## 899 mustard 1
## 900 mwah73embed 1
## 901 nails 1
## 902 nap 1
## 903 nba 1
## 904 needy 1
## 905 nice 1
## 906 nicole 1
## 907 nigga's 1
## 908 night 1
## 909 notch 1
## 910 nut 1
## 911 nutted 1
## 912 o'shea 1
## 913 offered 1
## 914 opinions 1
## 915 outside5embed 1
## 916 outstandin 1
## 917 owe 1
## 918 oxtails 1
## 919 pain 1
## 920 pandemic 1
## 921 paper 1
## 922 park 1
## 923 pass 1
## 924 passion 1
## 925 passport 1
## 926 pathetic 1
## 927 patient 1
## 928 patty 1
## 929 payment 1
## 930 peanut 1
## 931 peeves 1
## 932 pellets 1
## 933 personal 1
## 934 personalities 1
## 935 persuaded 1
## 936 pet 1
## 937 pic 1
## 938 pick 1
## 939 picked 1
## 940 pickin 1
## 941 picture 1
## 942 piece 1
## 943 pimp 1
## 944 pinky 1
## 945 plane 1
## 946 plate 1
## 947 playoffs 1
## 948 police 1
## 949 politics 1
## 950 polygamy 1
## 951 popskull 1
## 952 pour 1
## 953 pray 1
## 954 prayin 1
## 955 pregnant 1
## 956 premature 1
## 957 pressed 1
## 958 pressure 1
## 959 price 1
## 960 prize 1
## 961 pro 1
## 962 profile 1
## 963 prom 1
## 964 psycho 1
## 965 psychopathic 1
## 966 public 1
## 967 pumpin 1
## 968 puss 1
## 969 pussy13embed 1
## 970 quarantine 1
## 971 quiet 1
## 972 rack 1
## 973 racks 1
## 974 radio 1
## 975 raise 1
## 976 raised 1
## 977 rap 1
## 978 rapper 1
## 979 ratio 1
## 980 raw 1
## 981 read 1
## 982 reaper 1
## 983 reckless 1
## 984 record 1
## 985 remind 1
## 986 reply 1
## 987 repo 1
## 988 rest 1
## 989 richer 1
## 990 rihanna 1
## 991 ring 1
## 992 rockin 1
## 993 rolls 1
## 994 rubber 1
## 995 rules 1
## 996 rumor 1
## 997 runnin 1
## 998 runway 1
## 999 sabotagin 1
## 1000 sad 1
## 1001 sasuke 1
## 1002 saucy 1
## 1003 scammers 1
## 1004 school 1
## 1005 script 1
## 1006 scrub 1
## 1007 seamstress 1
## 1008 sean 1
## 1009 seater 1
## 1010 seats 1
## 1011 sections 1
## 1012 secure 1
## 1013 seducin 1
## 1014 sellin 1
## 1015 sendin 1
## 1016 sextape 1
## 1017 sexy 1
## 1018 shakе 1
## 1019 share 1
## 1020 shawty 1
## 1021 sheep 1
## 1022 sheets 1
## 1023 shinin 1
## 1024 shitting 1
## 1025 shoes 1
## 1026 shoot 1
## 1027 shootin 1
## 1028 shop 1
## 1029 shouldn't've 1
## 1030 shout 1
## 1031 shrimp 1
## 1032 sick 1
## 1033 sierra 1
## 1034 simba 1
## 1035 simon 1
## 1036 simpin 1
## 1037 simps 1
## 1038 sip 1
## 1039 sittin 1
## 1040 sixteen 1
## 1041 ski 1
## 1042 skills 1
## 1043 skin 1
## 1044 skirt 1
## 1045 slick 1
## 1046 slid 1
## 1047 slide 1
## 1048 slurp 1
## 1049 smoke 1
## 1050 smokin 1
## 1051 snapchat 1
## 1052 snappin 1
## 1053 snitch 1
## 1054 soft 1
## 1055 softball 1
## 1056 somebody's 1
## 1057 sons 1
## 1058 sophisticated 1
## 1059 soufflé 1
## 1060 southpaw 1
## 1061 space 1
## 1062 spades 1
## 1063 spangle 1
## 1064 spank 1
## 1065 speaking 1
## 1066 special 1
## 1067 spot 1
## 1068 ssn 1
## 1069 stalli 1
## 1070 stallions 1
## 1071 stamps 1
## 1072 stank 1
## 1073 stars 1
## 1074 start 1
## 1075 stations 1
## 1076 stayin 1
## 1077 steak 1
## 1078 stomach 1
## 1079 stones 1
## 1080 stood 1
## 1081 story 1
## 1082 strand 1
## 1083 stress 1
## 1084 stressin 1
## 1085 stretch 1
## 1086 strictly 1
## 1087 strip 1
## 1088 succeed 1
## 1089 sucker 1
## 1090 suckin 1
## 1091 sugarcoat 1
## 1092 sun 1
## 1093 sweat 1
## 1094 sweep 1
## 1095 swept 1
## 1096 swervin 1
## 1097 symphony 1
## 1098 sеrve 1
## 1099 sеxual 1
## 1100 tagged 1
## 1101 tajín 1
## 1102 taking 1
## 1103 talking 1
## 1104 tall 1
## 1105 tangle 1
## 1106 tango 1
## 1107 tasted 1
## 1108 tay 1
## 1109 teach 1
## 1110 tearin 1
## 1111 tec 1
## 1112 teeth 1
## 1113 temperature 1
## 1114 tempt 1
## 1115 tendons 1
## 1116 tense 1
## 1117 texas 1
## 1118 thinking 1
## 1119 thirty 1
## 1120 threw 1
## 1121 throw 1
## 1122 throwback 1
## 1123 throwin 1
## 1124 thursday 1
## 1125 thеn 1
## 1126 thеre 1
## 1127 tick 1
## 1128 ticket 1
## 1129 tide 1
## 1130 tie 1
## 1131 timothy 1
## 1132 tina 1
## 1133 tiny 1
## 1134 title 1
## 1135 titty 1
## 1136 tock 1
## 1137 tommy 1
## 1138 toni 1
## 1139 toot 1
## 1140 toothless 1
## 1141 topic 1
## 1142 touchin 1
## 1143 town 1
## 1144 trinity 1
## 1145 triple 1
## 1146 trippin 1
## 1147 tunechi 1
## 1148 turks 1
## 1149 turnt 1
## 1150 twist 1
## 1151 tеa 1
## 1152 tеll 1
## 1153 uber 1
## 1154 unbothered 1
## 1155 undead 1
## 1156 upped 1
## 1157 vagina 1
## 1158 versace 1
## 1159 vibe 1
## 1160 videos 1
## 1161 vip 1
## 1162 wack 1
## 1163 walk 1
## 1164 walked 1
## 1165 war 1
## 1166 watches 1
## 1167 weed 1
## 1168 what’s 1
## 1169 whew 1
## 1170 white 1
## 1171 wholе 1
## 1172 whеn 1
## 1173 wide 1
## 1174 wife 1
## 1175 wifey 1
## 1176 wings 1
## 1177 woke 1
## 1178 woodgrain 1
## 1179 word 1
## 1180 words 1
## 1181 would've 1
## 1182 wounds 1
## 1183 wrists 1
## 1184 write 1
## 1185 writin 1
## 1186 yac 1
## 1187 yg 1
## 1188 yous 1
## 1189 yup 1
## 1190 z3n 1When I ran this line I got a series of words that are specific to each artist and are not commmonly used in other songs
goodnews_words %>%
select(word) %>%
filter(!word %in% c('ayy', 'megan', 'baow', 'stallion', 'mmm', 'blah', 'shake')) %>%
count(word, sort = TRUE)## word n
## 1 i 369
## 2 a 290
## 3 the 246
## 4 it 226
## 5 me 225
## 6 you 223
## 7 that 181
## 8 bitch 180
## 9 ody 172
## 10 like 162
## 11 yeah 162
## 12 my 154
## 13 i'm 153
## 14 ah 145
## 15 on 135
## 16 and 133
## 17 to 126
## 18 ain't 117
## 19 do 102
## 20 don't 94
## 21 with 92
## 22 he 83
## 23 in 83
## 24 shit 83
## 25 they 73
## 26 up 70
## 27 for 65
## 28 if 62
## 29 your 62
## 30 these 61
## 31 got 59
## 32 be 58
## 33 nigga 58
## 34 chorus 57
## 35 this 55
## 36 get 52
## 37 dick 51
## 38 niggas 49
## 39 bad 48
## 40 when 47
## 41 just 46
## 42 verse 45
## 43 thee 44
## 44 ass 43
## 45 him 43
## 46 so 43
## 47 out 42
## 48 wanna 42
## 49 crazy 41
## 50 what 41
## 51 bitches 40
## 52 but 40
## 53 them 40
## 54 go 39
## 55 know 39
## 56 it's 38
## 57 make 38
## 58 all 37
## 59 back 37
## 60 booty 37
## 61 fuck 37
## 62 bout 36
## 63 i'ma 36
## 64 pussy 36
## 65 real 36
## 66 hot 35
## 67 la 35
## 68 no 35
## 69 what's 35
## 70 cause 34
## 71 she 33
## 72 body 31
## 73 girl 31
## 74 her 31
## 75 keep 31
## 76 lil 31
## 77 we 31
## 78 woah 30
## 79 hoes 29
## 80 look 29
## 81 now 29
## 82 uh 29
## 83 big 28
## 84 of 28
## 85 mad 26
## 86 who 26
## 87 say 25
## 88 see 25
## 89 want 25
## 90 bow 24
## 91 bye 24
## 92 let 24
## 93 ooh 24
## 94 some 24
## 95 baby 23
## 96 hey 23
## 97 brr 22
## 98 by 22
## 99 come 22
## 100 okay 22
## 101 can't 21
## 102 em 21
## 103 might 21
## 104 then 21
## 105 2 20
## 106 at 20
## 107 gotta 20
## 108 happening 20
## 109 hmm 20
## 110 ice 20
## 111 off 20
## 112 fuckin 19
## 113 huh 19
## 114 never 19
## 115 talkin 19
## 116 tryna 19
## 117 wah 19
## 118 money 18
## 119 tell 18
## 120 1 17
## 121 also 17
## 122 call 17
## 123 finna 17
## 124 his 17
## 125 is 17
## 126 lyrics 17
## 127 oh 17
## 128 sexual 17
## 129 too 17
## 130 turn 17
## 131 savage 16
## 132 spend 16
## 133 think 16
## 134 why 16
## 135 give 15
## 136 intro 15
## 137 lookin 15
## 138 love 15
## 139 nasty 15
## 140 not 15
## 141 put 15
## 142 still 15
## 143 was 15
## 144 been 14
## 145 buy 14
## 146 freak 14
## 147 from 14
## 148 gon 14
## 149 good 14
## 150 how 14
## 151 mean 14
## 152 stupid 14
## 153 take 14
## 154 won't 14
## 155 work 14
## 156 any 13
## 157 beat 13
## 158 down 13
## 159 feelings 13
## 160 hate 13
## 161 lick 13
## 162 man 13
## 163 ratchet 13
## 164 really 13
## 165 can 12
## 166 cry 12
## 167 hit 12
## 168 one 12
## 169 outfit 12
## 170 pop 12
## 171 rock 12
## 172 stop 12
## 173 thirsty 12
## 174 way 12
## 175 around 11
## 176 beyoncé 11
## 177 bougie 11
## 178 boy 11
## 179 here 11
## 180 long 11
## 181 mi 11
## 182 new 11
## 183 outro 11
## 184 pay 11
## 185 sleep 11
## 186 text 11
## 187 waist 11
## 188 y'all 11
## 189 cool 10
## 190 friends 10
## 191 have 10
## 192 hold 10
## 193 leave 10
## 194 moody 10
## 195 poke 10
## 196 that's 10
## 197 titties 10
## 198 told 10
## 199 yuh 10
## 200 3 9
## 201 better 9
## 202 classy 9
## 203 comin 9
## 204 could 9
## 205 feelin 9
## 206 gettin 9
## 207 goin 9
## 208 hands 9
## 209 hurt 9
## 210 i'll 9
## 211 less 9
## 212 lullaby 9
## 213 need 9
## 214 outside 9
## 215 play 9
## 216 quick 9
## 217 ride 9
## 218 scared 9
## 219 show 9
## 220 since 9
## 221 sing 9
## 222 til 9
## 223 acting 8
## 224 cat 8
## 225 cold 8
## 226 curvy 8
## 227 eat 8
## 228 even 8
## 229 feel 8
## 230 finger 8
## 231 ho 8
## 232 made 8
## 233 only 8
## 234 pre 8
## 235 prove 8
## 236 pull 8
## 237 sassy 8
## 238 takin 8
## 239 tellin 8
## 240 tongue 8
## 241 two 8
## 242 wavy 8
## 243 about 7
## 244 boys 7
## 245 broke 7
## 246 brrt 7
## 247 chain 7
## 248 every 7
## 249 forth 7
## 250 freaky 7
## 251 middle 7
## 252 or 7
## 253 pictures 7
## 254 rich 7
## 255 right 7
## 256 same 7
## 257 street 7
## 258 switch 7
## 259 thinkin 7
## 260 while 7
## 261 woo 7
## 262 would 7
## 263 am 6
## 264 are 6
## 265 as 6
## 266 askin 6
## 267 business 6
## 268 crybaby 6
## 269 durk 6
## 270 ever 6
## 271 gang 6
## 272 girls 6
## 273 had 6
## 274 har 6
## 275 head 6
## 276 hood 6
## 277 income 6
## 278 intercourse 6
## 279 more 6
## 280 mwah 6
## 281 myself 6
## 282 name 6
## 283 neck 6
## 284 other 6
## 285 popcaan 6
## 286 pretty 6
## 287 probably 6
## 288 rodeo 6
## 289 roof 6
## 290 snack 6
## 291 stick 6
## 292 streets 6
## 293 talk 6
## 294 time 6
## 295 trick 6
## 296 ugh 6
## 297 wan 6
## 298 where 6
## 299 wrong 6
## 300 bangin 5
## 301 boss 5
## 302 both 5
## 303 came 5
## 304 catch 5
## 305 city 5
## 306 clown 5
## 307 dababy 5
## 308 day 5
## 309 dead 5
## 310 di 5
## 311 diamonds 5
## 312 drop 5
## 313 gave 5
## 314 goofy 5
## 315 guess 5
## 316 gyal 5
## 317 hater 5
## 318 havin 5
## 319 imagine 5
## 320 kin 5
## 321 let's 5
## 322 mama 5
## 323 mouth 5
## 324 noise 5
## 325 none 5
## 326 people 5
## 327 player 5
## 328 please 5
## 329 pullin 5
## 330 red 5
## 331 said 5
## 332 shots 5
## 333 skrrt 5
## 334 suwoo 5
## 335 tight 5
## 336 waitin 5
## 337 wasn't 5
## 338 watch 5
## 339 week 5
## 340 weh 5
## 341 you're 5
## 342 always 4
## 343 attitude 4
## 344 b 4
## 345 bar 4
## 346 bought 4
## 347 bring 4
## 348 burr 4
## 349 buyin 4
## 350 cake 4
## 351 car 4
## 352 check 4
## 353 doin 4
## 354 done 4
## 355 dumb 4
## 356 everything 4
## 357 expensive 4
## 358 flirt 4
## 359 full 4
## 360 haha 4
## 361 hair 4
## 362 kill 4
## 363 kiss 4
## 364 knees 4
## 365 knowin 4
## 366 lay 4
## 367 left 4
## 368 lotta 4
## 369 many 4
## 370 movie 4
## 371 num 4
## 372 number 4
## 373 old 4
## 374 over 4
## 375 part 4
## 376 patek 4
## 377 place 4
## 378 playin 4
## 379 sex 4
## 380 shakin 4
## 381 shot 4
## 382 should 4
## 383 should've 4
## 384 shut 4
## 385 sit 4
## 386 skip 4
## 387 sometimes 4
## 388 song 4
## 389 sza 4
## 390 thang 4
## 391 thing 4
## 392 thug 4
## 393 top 4
## 394 treat 4
## 395 trip 4
## 396 twerk 4
## 397 watchin 4
## 398 weak 4
## 399 well 4
## 400 whole 4
## 401 wild 4
## 402 wish 4
## 403 yourself 4
## 404 already 3
## 405 an 3
## 406 another 3
## 407 ate 3
## 408 before 3
## 409 best 3
## 410 bet 3
## 411 bird 3
## 412 bite 3
## 413 black 3
## 414 bless 3
## 415 blow 3
## 416 bounce 3
## 417 boyfriend 3
## 418 buddah 3
## 419 callin 3
## 420 chainz 3
## 421 chill 3
## 422 cocky 3
## 423 cream 3
## 424 cut 3
## 425 daddy 3
## 426 damn 3
## 427 e 3
## 428 eighty 3
## 429 facetime 3
## 430 fat 3
## 431 find 3
## 432 fix 3
## 433 friend 3
## 434 fun 3
## 435 game 3
## 436 gangster 3
## 437 gone 3
## 438 heard 3
## 439 heart 3
## 440 hype 3
## 441 i’m 3
## 442 inch 3
## 443 inna 3
## 444 jealous 3
## 445 jeans 3
## 446 jeweler 3
## 447 juicy 3
## 448 lean 3
## 449 legs 3
## 450 logic 3
## 451 low 3
## 452 match 3
## 453 miami 3
## 454 mind 3
## 455 mirror 3
## 456 much 3
## 457 next 3
## 458 nope 3
## 459 nothin 3
## 460 pants 3
## 461 party 3
## 462 payin 3
## 463 pics 3
## 464 poppin 3
## 465 repeat 3
## 466 room 3
## 467 run 3
## 468 sarah 3
## 469 save 3
## 470 send 3
## 471 serve 3
## 472 shh 3
## 473 shy 3
## 474 six 3
## 475 something 3
## 476 speakin 3
## 477 stuff 3
## 478 support 3
## 479 ten 3
## 480 than 3
## 481 there 3
## 482 thick 3
## 483 thought 3
## 484 through 3
## 485 touch 3
## 486 tough 3
## 487 type 3
## 488 weave 3
## 489 whip 3
## 490 woii 3
## 491 women 3
## 492 yoii 3
## 493 4 2
## 494 account 2
## 495 across 2
## 496 act 2
## 497 add 2
## 498 air 2
## 499 anime 2
## 500 anything 2
## 501 argue 2
## 502 ashley 2
## 503 ask 2
## 504 astrogirl 2
## 505 attached 2
## 506 bag 2
## 507 bands 2
## 508 bank 2
## 509 bed 2
## 510 believe 2
## 511 belt 2
## 512 bend 2
## 513 birkin 2
## 514 blisters 2
## 515 blue 2
## 516 boo 2
## 517 book 2
## 518 books 2
## 519 bread 2
## 520 breonna 2
## 521 c's 2
## 522 carpet 2
## 523 cart 2
## 524 cash 2
## 525 caught 2
## 526 chains 2
## 527 chance 2
## 528 change 2
## 529 cheek 2
## 530 circles 2
## 531 classic 2
## 532 clean 2
## 533 clothes 2
## 534 clout 2
## 535 club 2
## 536 dance 2
## 537 dat 2
## 538 dealership 2
## 539 deep 2
## 540 deeper 2
## 541 demon 2
## 542 designer 2
## 543 did 2
## 544 doctor 2
## 545 doh 2
## 546 doll 2
## 547 don’t 2
## 548 double 2
## 549 dress 2
## 550 drink 2
## 551 eight 2
## 552 enough 2
## 553 evil 2
## 554 ex 2
## 555 exclusive 2
## 556 eyelashes 2
## 557 facts 2
## 558 fatty 2
## 559 feed 2
## 560 felt 2
## 561 fifty 2
## 562 fight 2
## 563 fit 2
## 564 floor 2
## 565 fly 2
## 566 fore 2
## 567 forty 2
## 568 frame 2
## 569 g's 2
## 570 getting 2
## 571 grown 2
## 572 h 2
## 573 hah 2
## 574 hahaha 2
## 575 hand 2
## 576 handcuff 2
## 577 hangin 2
## 578 hard 2
## 579 haters 2
## 580 hatin 2
## 581 he'll 2
## 582 hear 2
## 583 helluva 2
## 584 hips 2
## 585 hope 2
## 586 hopped 2
## 587 hottie 2
## 588 house 2
## 589 hundred 2
## 590 hydrogel 2
## 591 inside 2
## 592 into 2
## 593 intrigued 2
## 594 invest 2
## 595 invited 2
## 596 job 2
## 597 jt 2
## 598 keepin 2
## 599 kept 2
## 600 lame 2
## 601 lettin 2
## 602 life 2
## 603 liquor 2
## 604 live 2
## 605 lock 2
## 606 lol 2
## 607 looking 2
## 608 looks 2
## 609 lyin 2
## 610 makin 2
## 611 mall 2
## 612 mask 2
## 613 mine 2
## 614 mixin 2
## 615 mom 2
## 616 months 2
## 617 mop 2
## 618 motherfuckin 2
## 619 move 2
## 620 nah 2
## 621 names 2
## 622 near 2
## 623 nobody 2
## 624 ones 2
## 625 onlyfans 2
## 626 open 2
## 627 order 2
## 628 outlaw 2
## 629 ow 2
## 630 panties 2
## 631 past 2
## 632 period 2
## 633 phone 2
## 634 pimpin 2
## 635 pon 2
## 636 post 2
## 637 purse 2
## 638 puttin 2
## 639 queen 2
## 640 quit 2
## 641 readin 2
## 642 ready 2
## 643 redhead 2
## 644 remember 2
## 645 remix 2
## 646 respond 2
## 647 ridin 2
## 648 roll 2
## 649 round 2
## 650 rule 2
## 651 saiyan 2
## 652 salad 2
## 653 sayin 2
## 654 scar 2
## 655 scary 2
## 656 scream 2
## 657 sent 2
## 658 she's 2
## 659 side 2
## 660 sides 2
## 661 sisters 2
## 662 slatt 2
## 663 sloppy 2
## 664 snatched 2
## 665 somethin 2
## 666 spazz 2
## 667 sperm 2
## 668 spit 2
## 669 squeeze 2
## 670 stand 2
## 671 star 2
## 672 stay 2
## 673 stirred 2
## 674 straight 2
## 675 suck 2
## 676 sugar 2
## 677 super 2
## 678 sure 2
## 679 swang 2
## 680 switched 2
## 681 sympathy 2
## 682 taylor 2
## 683 teachin 2
## 684 team 2
## 685 texts 2
## 686 thank 2
## 687 thots 2
## 688 three 2
## 689 thе 2
## 690 timin 2
## 691 tip 2
## 692 toes 2
## 693 toilet 2
## 694 took 2
## 695 tried 2
## 696 trouble 2
## 697 try 2
## 698 turned 2
## 699 twice 2
## 700 used 2
## 701 usin 2
## 702 walnut 2
## 703 warmup 2
## 704 warnin 2
## 705 water 2
## 706 wear 2
## 707 wet 2
## 708 whoever 2
## 709 without 2
## 710 workin 2
## 711 world 2
## 712 wouldn't've 2
## 713 wow 2
## 714 ya 2
## 715 yes 2
## 716 you'll 2
## 717 young 2
## 718 yung 2
## 719 2020 1
## 720 22 1
## 721 34embed 1
## 722 35embed 1
## 723 42 1
## 724 49embed 1
## 725 5'10 1
## 726 5embed 1
## 727 a's 1
## 728 absent 1
## 729 ac 1
## 730 ace 1
## 731 acre 1
## 732 actin 1
## 733 actions 1
## 734 adore 1
## 735 adventure 1
## 736 again 1
## 737 against 1
## 738 ago 1
## 739 ah2embed 1
## 740 ah5embed 1
## 741 ah7embed 1
## 742 almost 1
## 743 along 1
## 744 amazon 1
## 745 angel 1
## 746 annihilated 1
## 747 anxious 1
## 748 anytime 1
## 749 ap 1
## 750 apetamin 1
## 751 appétit 1
## 752 applyin 1
## 753 arm 1
## 754 asked 1
## 755 asmr 1
## 756 attention 1
## 757 aware 1
## 758 away 1
## 759 ayo 1
## 760 azul 1
## 761 babies 1
## 762 background 1
## 763 backseat 1
## 764 backstabs 1
## 765 badder 1
## 766 baddest 1
## 767 badman 1
## 768 bae 1
## 769 baghdad 1
## 770 baguettes 1
## 771 bakery 1
## 772 ball 1
## 773 baller 1
## 774 ballin 1
## 775 bang 1
## 776 baow7embed 1
## 777 barbecue 1
## 778 bars 1
## 779 basic 1
## 780 baskins 1
## 781 bastard 1
## 782 beach 1
## 783 beatin 1
## 784 beef 1
## 785 beefing 1
## 786 beg 1
## 787 beggin 1
## 788 behind 1
## 789 bein 1
## 790 being 1
## 791 belly 1
## 792 belong 1
## 793 bench 1
## 794 benefits 1
## 795 bentley 1
## 796 beside 1
## 797 besties 1
## 798 between 1
## 799 biggity 1
## 800 birth 1
## 801 birthday 1
## 802 birthdays 1
## 803 blacked 1
## 804 blaow 1
## 805 bled 1
## 806 blessing 1
## 807 block 1
## 808 blonde 1
## 809 bodied 1
## 810 bodyin 1
## 811 bon 1
## 812 bond 1
## 813 bones 1
## 814 boobies 1
## 815 boosters 1
## 816 booth 1
## 817 boots 1
## 818 booty7embed 1
## 819 bop 1
## 820 bottles 1
## 821 boys5embed 1
## 822 brag 1
## 823 brain 1
## 824 breakin 1
## 825 breed 1
## 826 brick 1
## 827 brightest 1
## 828 bro 1
## 829 brought 1
## 830 brrr 1
## 831 bruise 1
## 832 bubble 1
## 833 buck 1
## 834 buffy 1
## 835 build 1
## 836 built 1
## 837 bullet 1
## 838 bullets 1
## 839 bum 1
## 840 bumper 1
## 841 businessembed 1
## 842 bust 1
## 843 by1embed 1
## 844 bе 1
## 845 cahoots 1
## 846 calm 1
## 847 cameras 1
## 848 cappin 1
## 849 caption 1
## 850 card 1
## 851 carnivore 1
## 852 carole 1
## 853 case 1
## 854 casper 1
## 855 cassius 1
## 856 cast 1
## 857 category 1
## 858 cats 1
## 859 chair 1
## 860 chanel 1
## 861 charm 1
## 862 chase 1
## 863 chaser 1
## 864 cheatin 1
## 865 checked 1
## 866 cheeks 1
## 867 chef's 1
## 868 chemistry 1
## 869 chest 1
## 870 chew 1
## 871 chicken 1
## 872 cho 1
## 873 choke 1
## 874 chose 1
## 875 christmas 1
## 876 chrome 1
## 877 circle 1
## 878 claimed 1
## 879 clap 1
## 880 classes 1
## 881 click 1
## 882 clique 1
## 883 cock 1
## 884 cockblockin 1
## 885 color 1
## 886 comparison 1
## 887 competition 1
## 888 concert 1
## 889 confused 1
## 890 content 1
## 891 control 1
## 892 convicted 1
## 893 coochie 1
## 894 cop 1
## 895 cost 1
## 896 could've 1
## 897 couldn't 1
## 898 count 1
## 899 country 1
## 900 county 1
## 901 coupe 1
## 902 couple 1
## 903 crane 1
## 904 crash 1
## 905 crazyembed 1
## 906 creatin 1
## 907 creep 1
## 908 crook 1
## 909 crop 1
## 910 crosswords 1
## 911 crumb 1
## 912 cube 1
## 913 curves 1
## 914 d 1
## 915 d.a 1
## 916 d'ussé 1
## 917 d4l 1
## 918 dad 1
## 919 daddies 1
## 920 dancehall 1
## 921 daniel 1
## 922 date 1
## 923 dated 1
## 924 dawg 1
## 925 deadass 1
## 926 dealer 1
## 927 dealin 1
## 928 dealt 1
## 929 decline 1
## 930 deets 1
## 931 degree 1
## 932 demic 1
## 933 dessert 1
## 934 didn’t 1
## 935 died 1
## 936 different 1
## 937 discussions 1
## 938 disrespect 1
## 939 dj 1
## 940 dollars 1
## 941 dope 1
## 942 dough 1
## 943 down82embed 1
## 944 drag 1
## 945 dragon 1
## 946 drawers 1
## 947 drip 1
## 948 drive 1
## 949 dropoffs 1
## 950 drug 1
## 951 dry 1
## 952 during 1
## 953 easily 1
## 954 eatin 1
## 955 eating 1
## 956 ebony 1
## 957 elevated 1
## 958 elliot 1
## 959 end 1
## 960 energy 1
## 961 entangled 1
## 962 entertaining 1
## 963 epitome 1
## 964 everyone 1
## 965 everywhere 1
## 966 exactly 1
## 967 excited 1
## 968 eyes 1
## 969 face 1
## 970 fairytales 1
## 971 farris 1
## 972 fashion 1
## 973 fast 1
## 974 favorite 1
## 975 february 1
## 976 fell 1
## 977 ferrari 1
## 978 fingers 1
## 979 fire 1
## 980 fired 1
## 981 flavor 1
## 982 flew 1
## 983 flex 1
## 984 flip 1
## 985 flyest 1
## 986 folk 1
## 987 followers 1
## 988 fool 1
## 989 foreplay 1
## 990 forget 1
## 991 forgiveness 1
## 992 found 1
## 993 four 1
## 994 fox 1
## 995 free 1
## 996 freed 1
## 997 freeze 1
## 998 friendly 1
## 999 froze 1
## 1000 fuckboy 1
## 1001 fuckboys 1
## 1002 fucked 1
## 1003 fur 1
## 1004 future 1
## 1005 gaggin 1
## 1006 gainst 1
## 1007 gianni 1
## 1008 gifts 1
## 1009 girlfriend 1
## 1010 givin 1
## 1011 glasses 1
## 1012 glock 1
## 1013 glow 1
## 1014 goddamn 1
## 1015 going 1
## 1016 gold 1
## 1017 gram 1
## 1018 green 1
## 1019 grimy 1
## 1020 grindin 1
## 1021 ground 1
## 1022 groupie 1
## 1023 guarantee 1
## 1024 gun 1
## 1025 guns 1
## 1026 guy 1
## 1027 habit 1
## 1028 habits 1
## 1029 hahahaha 1
## 1030 handle 1
## 1031 happened 1
## 1032 happy 1
## 1033 hatchback 1
## 1034 hearts 1
## 1035 heat 1
## 1036 hectic 1
## 1037 hellcat 1
## 1038 help 1
## 1039 hennessy 1
## 1040 here's 1
## 1041 herself 1
## 1042 hide 1
## 1043 high 1
## 1044 hittin 1
## 1045 hol 1
## 1046 holler 1
## 1047 holy 1
## 1048 home 1
## 1049 honey 1
## 1050 hoodie 1
## 1051 hook 1
## 1052 horny 1
## 1053 hotter 1
## 1054 hottest 1
## 1055 however 1
## 1056 hundreds 1
## 1057 identity 1
## 1058 ignorant 1
## 1059 ignore 1
## 1060 ignored 1
## 1061 incarcerated 1
## 1062 included 1
## 1063 indicted 1
## 1064 indirectly 1
## 1065 instagram 1
## 1066 instead 1
## 1067 interlude 1
## 1068 internet 1
## 1069 intimidated 1
## 1070 intrusive 1
## 1071 intеrcourse 1
## 1072 iphone 1
## 1073 isn't 1
## 1074 ivy 1
## 1075 jas 1
## 1076 jasmine 1
## 1077 jawbreaker 1
## 1078 jet 1
## 1079 jonathan 1
## 1080 jordan 1
## 1081 journal 1
## 1082 ju 1
## 1083 jump 1
## 1084 justice 1
## 1085 kale 1
## 1086 kei 1
## 1087 keisha 1
## 1088 keith 1
## 1089 kellon 1
## 1090 key 1
## 1091 kick 1
## 1092 kidding 1
## 1093 kids 1
## 1094 kiera 1
## 1095 killer 1
## 1096 killin 1
## 1097 killing 1
## 1098 kind 1
## 1099 knew 1
## 1100 knock 1
## 1101 knocked 1
## 1102 knot 1
## 1103 l 1
## 1104 lady 1
## 1105 lamb 1
## 1106 last 1
## 1107 lately 1
## 1108 later 1
## 1109 layers 1
## 1110 layin 1
## 1111 lazy 1
## 1112 leader 1
## 1113 leak 1
## 1114 lickin 1
## 1115 lie 1
## 1116 lifestyle 1
## 1117 lifetime 1
## 1118 lisa 1
## 1119 listed 1
## 1120 lit 1
## 1121 little 1
## 1122 litty 1
## 1123 lonely 1
## 1124 looked 1
## 1125 lose 1
## 1126 loss 1
## 1127 lot 1
## 1128 loudest 1
## 1129 m's 1
## 1130 mackin 1
## 1131 magnet 1
## 1132 magnum 1
## 1133 mamas 1
## 1134 mango 1
## 1135 mary 1
## 1136 mayor 1
## 1137 mayos 1
## 1138 melt 1
## 1139 messin 1
## 1140 messy 1
## 1141 mhm 1
## 1142 mindgames 1
## 1143 missing 1
## 1144 moaning 1
## 1145 mom's 1
## 1146 monster 1
## 1147 montego 1
## 1148 mood 1
## 1149 morticia 1
## 1150 most 1
## 1151 mother 1
## 1152 motherfucker 1
## 1153 motherfuckers 1
## 1154 movin 1
## 1155 moviе 1
## 1156 mr 1
## 1157 ms 1
## 1158 mustard 1
## 1159 mwah73embed 1
## 1160 nails 1
## 1161 nap 1
## 1162 nba 1
## 1163 needed 1
## 1164 needy 1
## 1165 nice 1
## 1166 nicole 1
## 1167 nigga's 1
## 1168 night 1
## 1169 notch 1
## 1170 nut 1
## 1171 nutted 1
## 1172 o'shea 1
## 1173 offered 1
## 1174 once 1
## 1175 opinions 1
## 1176 our 1
## 1177 outside5embed 1
## 1178 outstandin 1
## 1179 owe 1
## 1180 own 1
## 1181 oxtails 1
## 1182 pain 1
## 1183 pandemic 1
## 1184 paper 1
## 1185 park 1
## 1186 pass 1
## 1187 passion 1
## 1188 passport 1
## 1189 pathetic 1
## 1190 patient 1
## 1191 patty 1
## 1192 payment 1
## 1193 peanut 1
## 1194 peeves 1
## 1195 pellets 1
## 1196 personal 1
## 1197 personalities 1
## 1198 persuaded 1
## 1199 pet 1
## 1200 pic 1
## 1201 pick 1
## 1202 picked 1
## 1203 pickin 1
## 1204 picture 1
## 1205 piece 1
## 1206 pimp 1
## 1207 pinky 1
## 1208 plane 1
## 1209 plate 1
## 1210 playoffs 1
## 1211 police 1
## 1212 politics 1
## 1213 polygamy 1
## 1214 popskull 1
## 1215 pour 1
## 1216 pray 1
## 1217 prayin 1
## 1218 pregnant 1
## 1219 premature 1
## 1220 present 1
## 1221 pressed 1
## 1222 pressure 1
## 1223 price 1
## 1224 prize 1
## 1225 pro 1
## 1226 profile 1
## 1227 prom 1
## 1228 psycho 1
## 1229 psychopathic 1
## 1230 public 1
## 1231 pumpin 1
## 1232 puss 1
## 1233 pussy13embed 1
## 1234 quarantine 1
## 1235 quiet 1
## 1236 r 1
## 1237 rack 1
## 1238 racks 1
## 1239 radio 1
## 1240 raise 1
## 1241 raised 1
## 1242 rap 1
## 1243 rapper 1
## 1244 ratio 1
## 1245 raw 1
## 1246 read 1
## 1247 reaper 1
## 1248 reckless 1
## 1249 record 1
## 1250 remind 1
## 1251 reply 1
## 1252 repo 1
## 1253 rest 1
## 1254 richer 1
## 1255 rihanna 1
## 1256 ring 1
## 1257 rockin 1
## 1258 rolls 1
## 1259 rubber 1
## 1260 rules 1
## 1261 rumor 1
## 1262 runnin 1
## 1263 runway 1
## 1264 sabotagin 1
## 1265 sad 1
## 1266 sasuke 1
## 1267 saucy 1
## 1268 saw 1
## 1269 says 1
## 1270 scammers 1
## 1271 school 1
## 1272 script 1
## 1273 scrub 1
## 1274 seamstress 1
## 1275 sean 1
## 1276 seater 1
## 1277 seats 1
## 1278 sections 1
## 1279 secure 1
## 1280 seducin 1
## 1281 seen 1
## 1282 sellin 1
## 1283 sendin 1
## 1284 sextape 1
## 1285 sexy 1
## 1286 shakе 1
## 1287 share 1
## 1288 shawty 1
## 1289 sheep 1
## 1290 sheets 1
## 1291 shinin 1
## 1292 shitting 1
## 1293 shoes 1
## 1294 shoot 1
## 1295 shootin 1
## 1296 shop 1
## 1297 shouldn't 1
## 1298 shouldn't've 1
## 1299 shout 1
## 1300 shrimp 1
## 1301 sick 1
## 1302 sierra 1
## 1303 simba 1
## 1304 simon 1
## 1305 simpin 1
## 1306 simps 1
## 1307 sip 1
## 1308 sittin 1
## 1309 sixteen 1
## 1310 ski 1
## 1311 skills 1
## 1312 skin 1
## 1313 skirt 1
## 1314 slick 1
## 1315 slid 1
## 1316 slide 1
## 1317 slurp 1
## 1318 smoke 1
## 1319 smokin 1
## 1320 snapchat 1
## 1321 snappin 1
## 1322 snitch 1
## 1323 soft 1
## 1324 softball 1
## 1325 somebody 1
## 1326 somebody's 1
## 1327 sons 1
## 1328 sophisticated 1
## 1329 soufflé 1
## 1330 southpaw 1
## 1331 space 1
## 1332 spades 1
## 1333 spangle 1
## 1334 spank 1
## 1335 speaking 1
## 1336 special 1
## 1337 spot 1
## 1338 ssn 1
## 1339 stalli 1
## 1340 stallions 1
## 1341 stamps 1
## 1342 stank 1
## 1343 stars 1
## 1344 start 1
## 1345 stations 1
## 1346 stayin 1
## 1347 steak 1
## 1348 stomach 1
## 1349 stones 1
## 1350 stood 1
## 1351 story 1
## 1352 strand 1
## 1353 stress 1
## 1354 stressin 1
## 1355 stretch 1
## 1356 strictly 1
## 1357 strip 1
## 1358 succeed 1
## 1359 such 1
## 1360 sucker 1
## 1361 suckin 1
## 1362 sugarcoat 1
## 1363 sun 1
## 1364 sweat 1
## 1365 sweep 1
## 1366 swept 1
## 1367 swervin 1
## 1368 symphony 1
## 1369 sеrve 1
## 1370 sеxual 1
## 1371 tagged 1
## 1372 tajín 1
## 1373 taking 1
## 1374 talking 1
## 1375 tall 1
## 1376 tangle 1
## 1377 tango 1
## 1378 tasted 1
## 1379 tay 1
## 1380 teach 1
## 1381 tearin 1
## 1382 tec 1
## 1383 teeth 1
## 1384 temperature 1
## 1385 tempt 1
## 1386 tendons 1
## 1387 tense 1
## 1388 texas 1
## 1389 thinking 1
## 1390 third 1
## 1391 thirty 1
## 1392 though 1
## 1393 threw 1
## 1394 throw 1
## 1395 throwback 1
## 1396 throwin 1
## 1397 thursday 1
## 1398 thеn 1
## 1399 thеre 1
## 1400 tick 1
## 1401 ticket 1
## 1402 tide 1
## 1403 tie 1
## 1404 timothy 1
## 1405 tina 1
## 1406 tiny 1
## 1407 title 1
## 1408 titty 1
## 1409 tock 1
## 1410 tommy 1
## 1411 toni 1
## 1412 toot 1
## 1413 toothless 1
## 1414 topic 1
## 1415 touchin 1
## 1416 town 1
## 1417 trinity 1
## 1418 triple 1
## 1419 trippin 1
## 1420 truly 1
## 1421 tunechi 1
## 1422 turks 1
## 1423 turnt 1
## 1424 twist 1
## 1425 tеa 1
## 1426 tеll 1
## 1427 uber 1
## 1428 unbothered 1
## 1429 undead 1
## 1430 under 1
## 1431 upped 1
## 1432 us 1
## 1433 use 1
## 1434 v 1
## 1435 vagina 1
## 1436 versace 1
## 1437 very 1
## 1438 vibe 1
## 1439 videos 1
## 1440 vip 1
## 1441 w 1
## 1442 wack 1
## 1443 walk 1
## 1444 walked 1
## 1445 wanted 1
## 1446 war 1
## 1447 watches 1
## 1448 weed 1
## 1449 went 1
## 1450 weren't 1
## 1451 what’s 1
## 1452 whatever 1
## 1453 whew 1
## 1454 which 1
## 1455 white 1
## 1456 wholе 1
## 1457 whеn 1
## 1458 wide 1
## 1459 wife 1
## 1460 wifey 1
## 1461 wings 1
## 1462 woke 1
## 1463 woodgrain 1
## 1464 word 1
## 1465 words 1
## 1466 would've 1
## 1467 wouldn't 1
## 1468 wounds 1
## 1469 wrists 1
## 1470 write 1
## 1471 writin 1
## 1472 yac 1
## 1473 years 1
## 1474 yg 1
## 1475 you'd 1
## 1476 yous 1
## 1477 yup 1
## 1478 z3n 1I chose seven unique lyrics for each artist
goodnews_words %>%
anti_join(stop_words) %>%
count(word, sort = TRUE) ## Joining, by = "word"## word n
## 1 bitch 180
## 2 ody 172
## 3 yeah 162
## 4 ah 145
## 5 shit 83
## 6 ayy 59
## 7 nigga 58
## 8 chorus 57
## 9 shake 57
## 10 baow 51
## 11 dick 51
## 12 niggas 49
## 13 bad 48
## 14 megan 47
## 15 stallion 46
## 16 verse 45
## 17 thee 44
## 18 ass 43
## 19 wanna 42
## 20 crazy 41
## 21 bitches 40
## 22 mmm 40
## 23 booty 37
## 24 fuck 37
## 25 bout 36
## 26 i'ma 36
## 27 pussy 36
## 28 real 36
## 29 hot 35
## 30 la 35
## 31 body 31
## 32 girl 31
## 33 lil 31
## 34 woah 30
## 35 hoes 29
## 36 uh 29
## 37 blah 28
## 38 mad 26
## 39 bow 24
## 40 bye 24
## 41 ooh 24
## 42 baby 23
## 43 hey 23
## 44 brr 22
## 45 em 21
## 46 2 20
## 47 gotta 20
## 48 happening 20
## 49 hmm 20
## 50 ice 20
## 51 fuckin 19
## 52 huh 19
## 53 talkin 19
## 54 tryna 19
## 55 wah 19
## 56 money 18
## 57 1 17
## 58 call 17
## 59 finna 17
## 60 lyrics 17
## 61 sexual 17
## 62 savage 16
## 63 spend 16
## 64 intro 15
## 65 lookin 15
## 66 love 15
## 67 nasty 15
## 68 buy 14
## 69 freak 14
## 70 gon 14
## 71 stupid 14
## 72 beat 13
## 73 feelings 13
## 74 hate 13
## 75 lick 13
## 76 ratchet 13
## 77 cry 12
## 78 hit 12
## 79 outfit 12
## 80 pop 12
## 81 rock 12
## 82 stop 12
## 83 thirsty 12
## 84 beyoncé 11
## 85 bougie 11
## 86 boy 11
## 87 mi 11
## 88 outro 11
## 89 pay 11
## 90 sleep 11
## 91 text 11
## 92 waist 11
## 93 y'all 11
## 94 cool 10
## 95 friends 10
## 96 hold 10
## 97 leave 10
## 98 moody 10
## 99 poke 10
## 100 titties 10
## 101 told 10
## 102 yuh 10
## 103 3 9
## 104 classy 9
## 105 comin 9
## 106 feelin 9
## 107 gettin 9
## 108 goin 9
## 109 hands 9
## 110 hurt 9
## 111 lullaby 9
## 112 play 9
## 113 quick 9
## 114 ride 9
## 115 scared 9
## 116 sing 9
## 117 til 9
## 118 acting 8
## 119 cat 8
## 120 cold 8
## 121 curvy 8
## 122 eat 8
## 123 feel 8
## 124 finger 8
## 125 ho 8
## 126 pre 8
## 127 prove 8
## 128 pull 8
## 129 sassy 8
## 130 takin 8
## 131 tellin 8
## 132 tongue 8
## 133 wavy 8
## 134 boys 7
## 135 broke 7
## 136 brrt 7
## 137 chain 7
## 138 freaky 7
## 139 middle 7
## 140 pictures 7
## 141 rich 7
## 142 street 7
## 143 switch 7
## 144 thinkin 7
## 145 woo 7
## 146 askin 6
## 147 business 6
## 148 crybaby 6
## 149 durk 6
## 150 gang 6
## 151 girls 6
## 152 har 6
## 153 head 6
## 154 hood 6
## 155 income 6
## 156 intercourse 6
## 157 mwah 6
## 158 neck 6
## 159 popcaan 6
## 160 pretty 6
## 161 rodeo 6
## 162 roof 6
## 163 snack 6
## 164 stick 6
## 165 streets 6
## 166 talk 6
## 167 time 6
## 168 trick 6
## 169 ugh 6
## 170 wan 6
## 171 wrong 6
## 172 bangin 5
## 173 boss 5
## 174 catch 5
## 175 city 5
## 176 clown 5
## 177 dababy 5
## 178 day 5
## 179 dead 5
## 180 di 5
## 181 diamonds 5
## 182 drop 5
## 183 goofy 5
## 184 guess 5
## 185 gyal 5
## 186 hater 5
## 187 havin 5
## 188 imagine 5
## 189 kin 5
## 190 mama 5
## 191 mouth 5
## 192 noise 5
## 193 people 5
## 194 player 5
## 195 pullin 5
## 196 red 5
## 197 shots 5
## 198 skrrt 5
## 199 suwoo 5
## 200 tight 5
## 201 waitin 5
## 202 watch 5
## 203 week 5
## 204 weh 5
## 205 attitude 4
## 206 bar 4
## 207 bought 4
## 208 bring 4
## 209 burr 4
## 210 buyin 4
## 211 cake 4
## 212 car 4
## 213 check 4
## 214 doin 4
## 215 dumb 4
## 216 expensive 4
## 217 flirt 4
## 218 haha 4
## 219 hair 4
## 220 kill 4
## 221 kiss 4
## 222 knees 4
## 223 knowin 4
## 224 lay 4
## 225 left 4
## 226 lotta 4
## 227 movie 4
## 228 num 4
## 229 patek 4
## 230 playin 4
## 231 sex 4
## 232 shakin 4
## 233 shot 4
## 234 should've 4
## 235 shut 4
## 236 sit 4
## 237 skip 4
## 238 song 4
## 239 sza 4
## 240 thang 4
## 241 thug 4
## 242 top 4
## 243 treat 4
## 244 trip 4
## 245 twerk 4
## 246 watchin 4
## 247 weak 4
## 248 wild 4
## 249 ate 3
## 250 bet 3
## 251 bird 3
## 252 bite 3
## 253 black 3
## 254 bless 3
## 255 blow 3
## 256 bounce 3
## 257 boyfriend 3
## 258 buddah 3
## 259 callin 3
## 260 chainz 3
## 261 chill 3
## 262 cocky 3
## 263 cream 3
## 264 cut 3
## 265 daddy 3
## 266 damn 3
## 267 eighty 3
## 268 facetime 3
## 269 fat 3
## 270 fix 3
## 271 friend 3
## 272 fun 3
## 273 game 3
## 274 gangster 3
## 275 heard 3
## 276 heart 3
## 277 hype 3
## 278 i’m 3
## 279 inch 3
## 280 inna 3
## 281 jealous 3
## 282 jeans 3
## 283 jeweler 3
## 284 juicy 3
## 285 lean 3
## 286 legs 3
## 287 logic 3
## 288 low 3
## 289 match 3
## 290 miami 3
## 291 mind 3
## 292 mirror 3
## 293 nope 3
## 294 nothin 3
## 295 pants 3
## 296 party 3
## 297 payin 3
## 298 pics 3
## 299 poppin 3
## 300 repeat 3
## 301 run 3
## 302 sarah 3
## 303 save 3
## 304 send 3
## 305 serve 3
## 306 shh 3
## 307 shy 3
## 308 speakin 3
## 309 stuff 3
## 310 support 3
## 311 ten 3
## 312 thick 3
## 313 touch 3
## 314 tough 3
## 315 type 3
## 316 weave 3
## 317 whip 3
## 318 woii 3
## 319 women 3
## 320 yoii 3
## 321 4 2
## 322 account 2
## 323 act 2
## 324 add 2
## 325 air 2
## 326 anime 2
## 327 argue 2
## 328 ashley 2
## 329 astrogirl 2
## 330 attached 2
## 331 bag 2
## 332 bands 2
## 333 bank 2
## 334 bed 2
## 335 belt 2
## 336 bend 2
## 337 birkin 2
## 338 blisters 2
## 339 blue 2
## 340 boo 2
## 341 book 2
## 342 books 2
## 343 bread 2
## 344 breonna 2
## 345 carpet 2
## 346 cart 2
## 347 cash 2
## 348 caught 2
## 349 chains 2
## 350 chance 2
## 351 change 2
## 352 cheek 2
## 353 circles 2
## 354 classic 2
## 355 clean 2
## 356 clothes 2
## 357 clout 2
## 358 club 2
## 359 dance 2
## 360 dat 2
## 361 dealership 2
## 362 deep 2
## 363 deeper 2
## 364 demon 2
## 365 designer 2
## 366 doctor 2
## 367 doh 2
## 368 doll 2
## 369 don’t 2
## 370 double 2
## 371 dress 2
## 372 drink 2
## 373 evil 2
## 374 exclusive 2
## 375 eyelashes 2
## 376 fatty 2
## 377 feed 2
## 378 fifty 2
## 379 fight 2
## 380 fit 2
## 381 floor 2
## 382 fly 2
## 383 fore 2
## 384 forty 2
## 385 frame 2
## 386 g's 2
## 387 grown 2
## 388 hah 2
## 389 hahaha 2
## 390 hand 2
## 391 handcuff 2
## 392 hangin 2
## 393 hard 2
## 394 haters 2
## 395 hatin 2
## 396 hear 2
## 397 helluva 2
## 398 hips 2
## 399 hope 2
## 400 hopped 2
## 401 hottie 2
## 402 house 2
## 403 hundred 2
## 404 hydrogel 2
## 405 inside 2
## 406 intrigued 2
## 407 invest 2
## 408 invited 2
## 409 job 2
## 410 jt 2
## 411 keepin 2
## 412 lame 2
## 413 lettin 2
## 414 life 2
## 415 liquor 2
## 416 live 2
## 417 lock 2
## 418 lol 2
## 419 lyin 2
## 420 makin 2
## 421 mall 2
## 422 mask 2
## 423 mine 2
## 424 mixin 2
## 425 mom 2
## 426 months 2
## 427 mop 2
## 428 motherfuckin 2
## 429 move 2
## 430 nah 2
## 431 names 2
## 432 onlyfans 2
## 433 outlaw 2
## 434 ow 2
## 435 panties 2
## 436 past 2
## 437 period 2
## 438 phone 2
## 439 pimpin 2
## 440 pon 2
## 441 post 2
## 442 purse 2
## 443 puttin 2
## 444 queen 2
## 445 quit 2
## 446 readin 2
## 447 ready 2
## 448 redhead 2
## 449 remember 2
## 450 remix 2
## 451 respond 2
## 452 ridin 2
## 453 roll 2
## 454 round 2
## 455 rule 2
## 456 saiyan 2
## 457 salad 2
## 458 sayin 2
## 459 scar 2
## 460 scary 2
## 461 scream 2
## 462 sisters 2
## 463 slatt 2
## 464 sloppy 2
## 465 snatched 2
## 466 somethin 2
## 467 spazz 2
## 468 sperm 2
## 469 spit 2
## 470 squeeze 2
## 471 stand 2
## 472 star 2
## 473 stay 2
## 474 stirred 2
## 475 straight 2
## 476 suck 2
## 477 sugar 2
## 478 super 2
## 479 swang 2
## 480 switched 2
## 481 sympathy 2
## 482 taylor 2
## 483 teachin 2
## 484 team 2
## 485 texts 2
## 486 thots 2
## 487 thе 2
## 488 timin 2
## 489 tip 2
## 490 toes 2
## 491 toilet 2
## 492 trouble 2
## 493 usin 2
## 494 walnut 2
## 495 warmup 2
## 496 warnin 2
## 497 water 2
## 498 wear 2
## 499 wet 2
## 500 workin 2
## 501 world 2
## 502 wouldn't've 2
## 503 wow 2
## 504 ya 2
## 505 yung 2
## 506 2020 1
## 507 22 1
## 508 34embed 1
## 509 35embed 1
## 510 42 1
## 511 49embed 1
## 512 5'10 1
## 513 5embed 1
## 514 absent 1
## 515 ac 1
## 516 ace 1
## 517 acre 1
## 518 actin 1
## 519 actions 1
## 520 adore 1
## 521 adventure 1
## 522 ago 1
## 523 ah2embed 1
## 524 ah5embed 1
## 525 ah7embed 1
## 526 amazon 1
## 527 angel 1
## 528 annihilated 1
## 529 anxious 1
## 530 anytime 1
## 531 ap 1
## 532 apetamin 1
## 533 appétit 1
## 534 applyin 1
## 535 arm 1
## 536 asmr 1
## 537 attention 1
## 538 aware 1
## 539 ayo 1
## 540 azul 1
## 541 babies 1
## 542 background 1
## 543 backseat 1
## 544 backstabs 1
## 545 badder 1
## 546 baddest 1
## 547 badman 1
## 548 bae 1
## 549 baghdad 1
## 550 baguettes 1
## 551 bakery 1
## 552 ball 1
## 553 baller 1
## 554 ballin 1
## 555 bang 1
## 556 baow7embed 1
## 557 barbecue 1
## 558 bars 1
## 559 basic 1
## 560 baskins 1
## 561 bastard 1
## 562 beach 1
## 563 beatin 1
## 564 beef 1
## 565 beefing 1
## 566 beg 1
## 567 beggin 1
## 568 bein 1
## 569 belly 1
## 570 belong 1
## 571 bench 1
## 572 benefits 1
## 573 bentley 1
## 574 besties 1
## 575 biggity 1
## 576 birth 1
## 577 birthday 1
## 578 birthdays 1
## 579 blacked 1
## 580 blaow 1
## 581 bled 1
## 582 blessing 1
## 583 block 1
## 584 blonde 1
## 585 bodied 1
## 586 bodyin 1
## 587 bon 1
## 588 bond 1
## 589 bones 1
## 590 boobies 1
## 591 boosters 1
## 592 booth 1
## 593 boots 1
## 594 booty7embed 1
## 595 bop 1
## 596 bottles 1
## 597 boys5embed 1
## 598 brag 1
## 599 brain 1
## 600 breakin 1
## 601 breed 1
## 602 brick 1
## 603 brightest 1
## 604 bro 1
## 605 brought 1
## 606 brrr 1
## 607 bruise 1
## 608 bubble 1
## 609 buck 1
## 610 buffy 1
## 611 build 1
## 612 built 1
## 613 bullet 1
## 614 bullets 1
## 615 bum 1
## 616 bumper 1
## 617 businessembed 1
## 618 bust 1
## 619 by1embed 1
## 620 bе 1
## 621 cahoots 1
## 622 calm 1
## 623 cameras 1
## 624 cappin 1
## 625 caption 1
## 626 card 1
## 627 carnivore 1
## 628 carole 1
## 629 casper 1
## 630 cassius 1
## 631 cast 1
## 632 category 1
## 633 cats 1
## 634 chair 1
## 635 chanel 1
## 636 charm 1
## 637 chase 1
## 638 chaser 1
## 639 cheatin 1
## 640 checked 1
## 641 cheeks 1
## 642 chef's 1
## 643 chemistry 1
## 644 chest 1
## 645 chew 1
## 646 chicken 1
## 647 cho 1
## 648 choke 1
## 649 chose 1
## 650 christmas 1
## 651 chrome 1
## 652 circle 1
## 653 claimed 1
## 654 clap 1
## 655 classes 1
## 656 click 1
## 657 clique 1
## 658 cock 1
## 659 cockblockin 1
## 660 color 1
## 661 comparison 1
## 662 competition 1
## 663 concert 1
## 664 confused 1
## 665 content 1
## 666 control 1
## 667 convicted 1
## 668 coochie 1
## 669 cop 1
## 670 cost 1
## 671 could've 1
## 672 count 1
## 673 country 1
## 674 county 1
## 675 coupe 1
## 676 couple 1
## 677 crane 1
## 678 crash 1
## 679 crazyembed 1
## 680 creatin 1
## 681 creep 1
## 682 crook 1
## 683 crop 1
## 684 crosswords 1
## 685 crumb 1
## 686 cube 1
## 687 curves 1
## 688 d.a 1
## 689 d'ussé 1
## 690 d4l 1
## 691 dad 1
## 692 daddies 1
## 693 dancehall 1
## 694 daniel 1
## 695 date 1
## 696 dated 1
## 697 dawg 1
## 698 deadass 1
## 699 dealer 1
## 700 dealin 1
## 701 dealt 1
## 702 decline 1
## 703 deets 1
## 704 degree 1
## 705 demic 1
## 706 dessert 1
## 707 didn’t 1
## 708 died 1
## 709 discussions 1
## 710 disrespect 1
## 711 dj 1
## 712 dollars 1
## 713 dope 1
## 714 dough 1
## 715 down82embed 1
## 716 drag 1
## 717 dragon 1
## 718 drawers 1
## 719 drip 1
## 720 drive 1
## 721 dropoffs 1
## 722 drug 1
## 723 dry 1
## 724 easily 1
## 725 eatin 1
## 726 eating 1
## 727 ebony 1
## 728 elevated 1
## 729 elliot 1
## 730 energy 1
## 731 entangled 1
## 732 entertaining 1
## 733 epitome 1
## 734 excited 1
## 735 eyes 1
## 736 fairytales 1
## 737 farris 1
## 738 fashion 1
## 739 fast 1
## 740 favorite 1
## 741 february 1
## 742 fell 1
## 743 ferrari 1
## 744 fingers 1
## 745 fire 1
## 746 fired 1
## 747 flavor 1
## 748 flew 1
## 749 flex 1
## 750 flip 1
## 751 flyest 1
## 752 folk 1
## 753 followers 1
## 754 fool 1
## 755 foreplay 1
## 756 forget 1
## 757 forgiveness 1
## 758 found 1
## 759 fox 1
## 760 free 1
## 761 freed 1
## 762 freeze 1
## 763 friendly 1
## 764 froze 1
## 765 fuckboy 1
## 766 fuckboys 1
## 767 fucked 1
## 768 fur 1
## 769 future 1
## 770 gaggin 1
## 771 gainst 1
## 772 gianni 1
## 773 gifts 1
## 774 girlfriend 1
## 775 givin 1
## 776 glasses 1
## 777 glock 1
## 778 glow 1
## 779 goddamn 1
## 780 gold 1
## 781 gram 1
## 782 green 1
## 783 grimy 1
## 784 grindin 1
## 785 ground 1
## 786 groupie 1
## 787 guarantee 1
## 788 gun 1
## 789 guns 1
## 790 guy 1
## 791 habit 1
## 792 habits 1
## 793 hahahaha 1
## 794 handle 1
## 795 happened 1
## 796 happy 1
## 797 hatchback 1
## 798 hearts 1
## 799 heat 1
## 800 hectic 1
## 801 hellcat 1
## 802 hennessy 1
## 803 hide 1
## 804 hittin 1
## 805 hol 1
## 806 holler 1
## 807 holy 1
## 808 home 1
## 809 honey 1
## 810 hoodie 1
## 811 hook 1
## 812 horny 1
## 813 hotter 1
## 814 hottest 1
## 815 hundreds 1
## 816 identity 1
## 817 ignorant 1
## 818 ignore 1
## 819 incarcerated 1
## 820 included 1
## 821 indicted 1
## 822 indirectly 1
## 823 instagram 1
## 824 interlude 1
## 825 internet 1
## 826 intimidated 1
## 827 intrusive 1
## 828 intеrcourse 1
## 829 iphone 1
## 830 ivy 1
## 831 jas 1
## 832 jasmine 1
## 833 jawbreaker 1
## 834 jet 1
## 835 jonathan 1
## 836 jordan 1
## 837 journal 1
## 838 ju 1
## 839 jump 1
## 840 justice 1
## 841 kale 1
## 842 kei 1
## 843 keisha 1
## 844 keith 1
## 845 kellon 1
## 846 key 1
## 847 kick 1
## 848 kidding 1
## 849 kids 1
## 850 kiera 1
## 851 killer 1
## 852 killin 1
## 853 killing 1
## 854 knock 1
## 855 knocked 1
## 856 knot 1
## 857 lady 1
## 858 lamb 1
## 859 layers 1
## 860 layin 1
## 861 lazy 1
## 862 leader 1
## 863 leak 1
## 864 lickin 1
## 865 lie 1
## 866 lifestyle 1
## 867 lifetime 1
## 868 lisa 1
## 869 listed 1
## 870 lit 1
## 871 litty 1
## 872 lonely 1
## 873 looked 1
## 874 lose 1
## 875 loss 1
## 876 lot 1
## 877 loudest 1
## 878 m's 1
## 879 mackin 1
## 880 magnet 1
## 881 magnum 1
## 882 mamas 1
## 883 mango 1
## 884 mary 1
## 885 mayor 1
## 886 mayos 1
## 887 melt 1
## 888 messin 1
## 889 messy 1
## 890 mhm 1
## 891 mindgames 1
## 892 missing 1
## 893 moaning 1
## 894 mom's 1
## 895 monster 1
## 896 montego 1
## 897 mood 1
## 898 morticia 1
## 899 mother 1
## 900 motherfucker 1
## 901 motherfuckers 1
## 902 movin 1
## 903 moviе 1
## 904 ms 1
## 905 mustard 1
## 906 mwah73embed 1
## 907 nails 1
## 908 nap 1
## 909 nba 1
## 910 needy 1
## 911 nice 1
## 912 nicole 1
## 913 nigga's 1
## 914 night 1
## 915 notch 1
## 916 nut 1
## 917 nutted 1
## 918 o'shea 1
## 919 offered 1
## 920 opinions 1
## 921 outside5embed 1
## 922 outstandin 1
## 923 owe 1
## 924 oxtails 1
## 925 pain 1
## 926 pandemic 1
## 927 paper 1
## 928 park 1
## 929 pass 1
## 930 passion 1
## 931 passport 1
## 932 pathetic 1
## 933 patient 1
## 934 patty 1
## 935 payment 1
## 936 peanut 1
## 937 peeves 1
## 938 pellets 1
## 939 personal 1
## 940 personalities 1
## 941 persuaded 1
## 942 pet 1
## 943 pic 1
## 944 pick 1
## 945 picked 1
## 946 pickin 1
## 947 picture 1
## 948 piece 1
## 949 pimp 1
## 950 pinky 1
## 951 plane 1
## 952 plate 1
## 953 playoffs 1
## 954 police 1
## 955 politics 1
## 956 polygamy 1
## 957 popskull 1
## 958 pour 1
## 959 pray 1
## 960 prayin 1
## 961 pregnant 1
## 962 premature 1
## 963 pressed 1
## 964 pressure 1
## 965 price 1
## 966 prize 1
## 967 pro 1
## 968 profile 1
## 969 prom 1
## 970 psycho 1
## 971 psychopathic 1
## 972 public 1
## 973 pumpin 1
## 974 puss 1
## 975 pussy13embed 1
## 976 quarantine 1
## 977 quiet 1
## 978 rack 1
## 979 racks 1
## 980 radio 1
## 981 raise 1
## 982 raised 1
## 983 rap 1
## 984 rapper 1
## 985 ratio 1
## 986 raw 1
## 987 read 1
## 988 reaper 1
## 989 reckless 1
## 990 record 1
## 991 remind 1
## 992 reply 1
## 993 repo 1
## 994 rest 1
## 995 richer 1
## 996 rihanna 1
## 997 ring 1
## 998 rockin 1
## 999 rolls 1
## 1000 rubber 1
## 1001 rules 1
## 1002 rumor 1
## 1003 runnin 1
## 1004 runway 1
## 1005 sabotagin 1
## 1006 sad 1
## 1007 sasuke 1
## 1008 saucy 1
## 1009 scammers 1
## 1010 school 1
## 1011 script 1
## 1012 scrub 1
## 1013 seamstress 1
## 1014 sean 1
## 1015 seater 1
## 1016 seats 1
## 1017 sections 1
## 1018 secure 1
## 1019 seducin 1
## 1020 sellin 1
## 1021 sendin 1
## 1022 sextape 1
## 1023 sexy 1
## 1024 shakе 1
## 1025 share 1
## 1026 shawty 1
## 1027 sheep 1
## 1028 sheets 1
## 1029 shinin 1
## 1030 shitting 1
## 1031 shoes 1
## 1032 shoot 1
## 1033 shootin 1
## 1034 shop 1
## 1035 shouldn't've 1
## 1036 shout 1
## 1037 shrimp 1
## 1038 sick 1
## 1039 sierra 1
## 1040 simba 1
## 1041 simon 1
## 1042 simpin 1
## 1043 simps 1
## 1044 sip 1
## 1045 sittin 1
## 1046 sixteen 1
## 1047 ski 1
## 1048 skills 1
## 1049 skin 1
## 1050 skirt 1
## 1051 slick 1
## 1052 slid 1
## 1053 slide 1
## 1054 slurp 1
## 1055 smoke 1
## 1056 smokin 1
## 1057 snapchat 1
## 1058 snappin 1
## 1059 snitch 1
## 1060 soft 1
## 1061 softball 1
## 1062 somebody's 1
## 1063 sons 1
## 1064 sophisticated 1
## 1065 soufflé 1
## 1066 southpaw 1
## 1067 space 1
## 1068 spades 1
## 1069 spangle 1
## 1070 spank 1
## 1071 speaking 1
## 1072 special 1
## 1073 spot 1
## 1074 ssn 1
## 1075 stalli 1
## 1076 stallions 1
## 1077 stamps 1
## 1078 stank 1
## 1079 stars 1
## 1080 start 1
## 1081 stations 1
## 1082 stayin 1
## 1083 steak 1
## 1084 stomach 1
## 1085 stones 1
## 1086 stood 1
## 1087 story 1
## 1088 strand 1
## 1089 stress 1
## 1090 stressin 1
## 1091 stretch 1
## 1092 strictly 1
## 1093 strip 1
## 1094 succeed 1
## 1095 sucker 1
## 1096 suckin 1
## 1097 sugarcoat 1
## 1098 sun 1
## 1099 sweat 1
## 1100 sweep 1
## 1101 swept 1
## 1102 swervin 1
## 1103 symphony 1
## 1104 sеrve 1
## 1105 sеxual 1
## 1106 tagged 1
## 1107 tajín 1
## 1108 taking 1
## 1109 talking 1
## 1110 tall 1
## 1111 tangle 1
## 1112 tango 1
## 1113 tasted 1
## 1114 tay 1
## 1115 teach 1
## 1116 tearin 1
## 1117 tec 1
## 1118 teeth 1
## 1119 temperature 1
## 1120 tempt 1
## 1121 tendons 1
## 1122 tense 1
## 1123 texas 1
## 1124 thinking 1
## 1125 thirty 1
## 1126 threw 1
## 1127 throw 1
## 1128 throwback 1
## 1129 throwin 1
## 1130 thursday 1
## 1131 thеn 1
## 1132 thеre 1
## 1133 tick 1
## 1134 ticket 1
## 1135 tide 1
## 1136 tie 1
## 1137 timothy 1
## 1138 tina 1
## 1139 tiny 1
## 1140 title 1
## 1141 titty 1
## 1142 tock 1
## 1143 tommy 1
## 1144 toni 1
## 1145 toot 1
## 1146 toothless 1
## 1147 topic 1
## 1148 touchin 1
## 1149 town 1
## 1150 trinity 1
## 1151 triple 1
## 1152 trippin 1
## 1153 tunechi 1
## 1154 turks 1
## 1155 turnt 1
## 1156 twist 1
## 1157 tеa 1
## 1158 tеll 1
## 1159 uber 1
## 1160 unbothered 1
## 1161 undead 1
## 1162 upped 1
## 1163 vagina 1
## 1164 versace 1
## 1165 vibe 1
## 1166 videos 1
## 1167 vip 1
## 1168 wack 1
## 1169 walk 1
## 1170 walked 1
## 1171 war 1
## 1172 watches 1
## 1173 weed 1
## 1174 what’s 1
## 1175 whew 1
## 1176 white 1
## 1177 wholе 1
## 1178 whеn 1
## 1179 wide 1
## 1180 wife 1
## 1181 wifey 1
## 1182 wings 1
## 1183 woke 1
## 1184 woodgrain 1
## 1185 word 1
## 1186 words 1
## 1187 would've 1
## 1188 wounds 1
## 1189 wrists 1
## 1190 write 1
## 1191 writin 1
## 1192 yac 1
## 1193 yg 1
## 1194 yous 1
## 1195 yup 1
## 1196 z3n 1I then filtered the top seven unusual words that Megan thee Stallion uses
invasion_words %>%
filter(!word %in% c('ody', 'thee', 'la', 'lil', 'em', 'ice', 'wah')) %>%
anti_join(stop_words) %>%
count(word, sort = TRUE)## Joining, by = "word"## word n
## 1 bag 137
## 2 cardi 115
## 3 money 98
## 4 bitch 95
## 5 drip 77
## 6 bad 74
## 7 yeah 60
## 8 ass 53
## 9 chorus 50
## 10 drippin 50
## 11 woo 45
## 12 skrrt 42
## 13 nigga 40
## 14 ring 39
## 15 guap 36
## 16 alright 34
## 17 verse 34
## 18 21 33
## 19 pussy 33
## 20 dat 32
## 21 fuck 32
## 22 uh 31
## 23 ayy 28
## 24 life 28
## 25 bitches 27
## 26 gon 25
## 27 killin 25
## 28 gucci 23
## 29 diamonds 22
## 30 hoes 22
## 31 offset 22
## 32 shit 21
## 33 gang 20
## 34 y'all 19
## 35 bout 18
## 36 wanna 18
## 37 chicken 17
## 38 hit 17
## 39 told 17
## 40 upset 17
## 41 body 16
## 42 nothin 16
## 43 wrist 16
## 44 check 15
## 45 livin 15
## 46 rich 15
## 47 1 13
## 48 brain 13
## 49 cartier 13
## 50 el 13
## 51 lyrics 13
## 52 2 12
## 53 cash 12
## 54 mad 12
## 55 niggas 12
## 56 night 12
## 57 phone 12
## 58 pop 12
## 59 savage 12
## 60 bentley 11
## 61 careful 11
## 62 dance 11
## 63 gotta 11
## 64 hey 11
## 65 intro 11
## 66 truck 11
## 67 baby 10
## 68 boy 10
## 69 call 10
## 70 drop 10
## 71 god 10
## 72 i'ma 10
## 73 lookin 10
## 74 sleepin 10
## 75 bloody 9
## 76 boss 9
## 77 chain 9
## 78 chance 9
## 79 huh 9
## 80 lane 9
## 81 rapper 9
## 82 bardi 8
## 83 care 8
## 84 ho 8
## 85 insane 8
## 86 louis 8
## 87 love 8
## 88 molly 8
## 89 pullin 8
## 90 ten 8
## 91 tryna 8
## 92 wuh 8
## 93 3 7
## 94 beat 7
## 95 blow 7
## 96 broke 7
## 97 de 7
## 98 feel 7
## 99 goza 7
## 100 hard 7
## 101 party 7
## 102 run 7
## 103 shinin 7
## 104 times 7
## 105 whip 7
## 106 yeh 7
## 107 ali 6
## 108 birkin 6
## 109 bread 6
## 110 checks 6
## 111 creepin 6
## 112 dapper 6
## 113 dick 6
## 114 dress 6
## 115 gettin 6
## 116 heart 6
## 117 hot 6
## 118 kehlani 6
## 119 knock 6
## 120 lick 6
## 121 moves 6
## 122 post 6
## 123 prada 6
## 124 pretty 6
## 125 real 6
## 126 shoes 6
## 127 talkin 6
## 128 tamposi 6
## 129 thot 6
## 130 time 6
## 131 top 6
## 132 worth 6
## 133 yg 6
## 134 actin 5
## 135 beyoncé 5
## 136 buy 5
## 137 cheese 5
## 138 como 5
## 139 coupe 5
## 140 couple 5
## 141 cut 5
## 142 en 5
## 143 expensive 5
## 144 fendi 5
## 145 fine 5
## 146 friends 5
## 147 fucked 5
## 148 fuckin 5
## 149 laurent 5
## 150 left 5
## 151 line 5
## 152 low 5
## 153 m's 5
## 154 mama 5
## 155 move 5
## 156 quick 5
## 157 racks 5
## 158 rari 5
## 159 read 5
## 160 red 5
## 161 saint 5
## 162 swag 5
## 163 ugh 5
## 164 watch 5
## 165 win 5
## 166 yo 5
## 167 bae 4
## 168 birthday 4
## 169 bridge 4
## 170 brrt 4
## 171 chill 4
## 172 ching 4
## 173 comin 4
## 174 cosa 4
## 175 dollars 4
## 176 dreams 4
## 177 dressed 4
## 178 es 4
## 179 fat 4
## 180 feelin 4
## 181 feelings 4
## 182 ferrari 4
## 183 flame 4
## 184 flex 4
## 185 front 4
## 186 glad 4
## 187 guess 4
## 188 home 4
## 189 hope 4
## 190 hype 4
## 191 jump 4
## 192 l's 4
## 193 lame 4
## 194 las 4
## 195 leave 4
## 196 lessons 4
## 197 mirror 4
## 198 miss 4
## 199 mothafuckin 4
## 200 ooh 4
## 201 park 4
## 202 play 4
## 203 raf 4
## 204 record 4
## 205 refrain 4
## 206 spend 4
## 207 started 4
## 208 te 4
## 209 texts 4
## 210 walkin 4
## 211 ya 4
## 212 50 3
## 213 act 3
## 214 bed 3
## 215 bone 3
## 216 bottoms 3
## 217 brains 3
## 218 bridesmaids 3
## 219 brrr 3
## 220 brrrt 3
## 221 bunny 3
## 222 caught 3
## 223 certified 3
## 224 cha 3
## 225 child 3
## 226 choose 3
## 227 church 3
## 228 close 3
## 229 club 3
## 230 comfortable 3
## 231 daddy 3
## 232 damn 3
## 233 diamond 3
## 234 dip 3
## 235 district 3
## 236 divine 3
## 237 driveway 3
## 238 dyin 3
## 239 entrée 3
## 240 filthy 3
## 241 fixed 3
## 242 fly 3
## 243 friday 3
## 244 girl 3
## 245 givenchy 3
## 246 grrr 3
## 247 hands 3
## 248 handsome 3
## 249 hear 3
## 250 hold 3
## 251 hookah 3
## 252 jacket 3
## 253 kill 3
## 254 label 3
## 255 laid 3
## 256 live 3
## 257 lose 3
## 258 magic 3
## 259 maybach 3
## 260 means 3
## 261 million 3
## 262 mind 3
## 263 monday 3
## 264 mouth 3
## 265 neck 3
## 266 outta 3
## 267 pa 3
## 268 patek 3
## 269 pay 3
## 270 pero 3
## 271 pictures 3
## 272 pin 3
## 273 plies 3
## 274 popped 3
## 275 poppin 3
## 276 pressed 3
## 277 price 3
## 278 rollie 3
## 279 saturday 3
## 280 se 3
## 281 set 3
## 282 shorty 3
## 283 sick 3
## 284 snack 3
## 285 sound 3
## 286 soy 3
## 287 speak 3
## 288 spit 3
## 289 step 3
## 290 stop 3
## 291 store 3
## 292 story 3
## 293 stove 3
## 294 straight 3
## 295 stressed 3
## 296 suck 3
## 297 swap 3
## 298 sweet 3
## 299 switchin 3
## 300 sza 3
## 301 talk 3
## 302 tellin 3
## 303 tengo 3
## 304 thick 3
## 305 threat 3
## 306 trickin 3
## 307 trunk 3
## 308 twins 3
## 309 type 3
## 310 versace 3
## 311 waist 3
## 312 wake 3
## 313 weave 3
## 314 wet 3
## 315 wild 3
## 316 worker 3
## 317 addicted 2
## 318 adore 2
## 319 ah 2
## 320 apartments 2
## 321 bake 2
## 322 balenciaga 2
## 323 balls 2
## 324 balvin 2
## 325 bangers 2
## 326 bank 2
## 327 beating 2
## 328 bebé 2
## 329 bills 2
## 330 blap 2
## 331 boobs 2
## 332 bother 2
## 333 bowl 2
## 334 bronx 2
## 335 bruisin 2
## 336 cabrón 2
## 337 cake 2
## 338 calls 2
## 339 carefully 2
## 340 ceilin 2
## 341 chambean 2
## 342 champagne 2
## 343 click 2
## 344 clique 2
## 345 cool 2
## 346 crazy 2
## 347 crib 2
## 348 culo 2
## 349 cum 2
## 350 curtains 2
## 351 danger 2
## 352 dash 2
## 353 day 2
## 354 decide 2
## 355 dial 2
## 356 dispose 2
## 357 dissed 2
## 358 dog 2
## 359 doin 2
## 360 dollar 2
## 361 driver 2
## 362 dropped 2
## 363 dud 2
## 364 ear 2
## 365 eat 2
## 366 eh 2
## 367 exes 2
## 368 eye 2
## 369 fake 2
## 370 fashion 2
## 371 fast 2
## 372 favorite 2
## 373 fear 2
## 374 fill 2
## 375 flooded 2
## 376 fore 2
## 377 fragile 2
## 378 free 2
## 379 gain 2
## 380 gift 2
## 381 gimme 2
## 382 glistenin 2
## 383 globe 2
## 384 goals 2
## 385 goin 2
## 386 gold 2
## 387 gs 2
## 388 gun 2
## 389 gustan 2
## 390 hair 2
## 391 hand 2
## 392 hang 2
## 393 hate 2
## 394 havin 2
## 395 head 2
## 396 headshot 2
## 397 heard 2
## 398 hell 2
## 399 hip 2
## 400 huncho 2
## 401 hurtin 2
## 402 jalan 2
## 403 jesus 2
## 404 job 2
## 405 kiss 2
## 406 knee 2
## 407 ksr 2
## 408 laced 2
## 409 laugh 2
## 410 learn 2
## 411 lightnin 2
## 412 lit 2
## 413 lo 2
## 414 losin 2
## 415 makin 2
## 416 mami 2
## 417 mario 2
## 418 met 2
## 419 mi 2
## 420 mine 2
## 421 minutes 2
## 422 mode 2
## 423 momma 2
## 424 moonwalkin 2
## 425 nah 2
## 426 naked 2
## 427 nasty 2
## 428 nervous 2
## 429 outro 2
## 430 pa'l 2
## 431 package 2
## 432 paid 2
## 433 pimp 2
## 434 piñatas 2
## 435 pound 2
## 436 pre 2
## 437 prolly 2
## 438 qué 2
## 439 ready 2
## 440 ride 2
## 441 rih 2
## 442 rings 2
## 443 rockin 2
## 444 roof 2
## 445 round 2
## 446 rrr 2
## 447 runnin 2
## 448 safe 2
## 449 sauce 2
## 450 send 2
## 451 showin 2
## 452 sideways 2
## 453 signin 2
## 454 slide 2
## 455 slippin 2
## 456 smack 2
## 457 smash 2
## 458 smell 2
## 459 splash 2
## 460 spot 2
## 461 squealin 2
## 462 takeoff 2
## 463 teeth 2
## 464 thinkin 2
## 465 throw 2
## 466 ti 2
## 467 tight 2
## 468 tongue 2
## 469 trap 2
## 470 trippin 2
## 471 trust 2
## 472 tu 2
## 473 tú 2
## 474 vroom 2
## 475 walk 2
## 476 warnin 2
## 477 wear 2
## 478 wearin 2
## 479 white 2
## 480 willy 2
## 481 wipe 2
## 482 word 2
## 483 world 2
## 484 would've 2
## 485 write 2
## 486 yuh 2
## 487 08 1
## 488 10 1
## 489 154embed 1
## 490 164embed 1
## 491 2pac 1
## 492 30 1
## 493 305 1
## 494 37embed 1
## 495 4 1
## 496 40 1
## 497 400 1
## 498 4hunnid 1
## 499 4pm 1
## 500 57 1
## 501 6 1
## 502 62embed 1
## 503 800 1
## 504 80k 1
## 505 90 1
## 506 911 1
## 507 abort 1
## 508 abraza 1
## 509 abrupt 1
## 510 account 1
## 511 accounts 1
## 512 acento 1
## 513 activos 1
## 514 airplane 1
## 515 alright46embed 1
## 516 amar 1
## 517 amén 1
## 518 andamos 1
## 519 andre 1
## 520 angelina 1
## 521 anger 1
## 522 anna 1
## 523 appétit 1
## 524 aquí 1
## 525 arose 1
## 526 arranca 1
## 527 arrogant 1
## 528 arrove 1
## 529 ash 1
## 530 ashamed 1
## 531 asscheeks 1
## 532 asses 1
## 533 assume 1
## 534 aston 1
## 535 ate 1
## 536 attack 1
## 537 attitude 1
## 538 audience 1
## 539 ayesha 1
## 540 azúca 1
## 541 azúcar 1
## 542 babe 1
## 543 background 1
## 544 backlash 1
## 545 bad24embed 1
## 546 badges 1
## 547 baggage 1
## 548 bags 1
## 549 baguettes 1
## 550 bajo 1
## 551 bald 1
## 552 balenciagas 1
## 553 ball 1
## 554 ballin 1
## 555 bands 1
## 556 bang 1
## 557 banging 1
## 558 banks 1
## 559 bape 1
## 560 bar 1
## 561 bartier 1
## 562 basic 1
## 563 bear 1
## 564 beast 1
## 565 beefin 1
## 566 belly 1
## 567 belt 1
## 568 bentayga 1
## 569 bet 1
## 570 bible 1
## 571 bickenhead 1
## 572 bike 1
## 573 bill 1
## 574 billboard 1
## 575 billetes 1
## 576 binderella 1
## 577 bitchy 1
## 578 blatant 1
## 579 blatt 1
## 580 bleach 1
## 581 bleedin 1
## 582 bleeding 1
## 583 blessings 1
## 584 bling 1
## 585 block 1
## 586 blood 1
## 587 blue 1
## 588 bo 1
## 589 bobby 1
## 590 bodak 1
## 591 bon 1
## 592 boo 1
## 593 booth 1
## 594 boricuas 1
## 595 bottom 1
## 596 boujee 1
## 597 boulders 1
## 598 boys 1
## 599 bracelet 1
## 600 brag 1
## 601 bras 1
## 602 break 1
## 603 breit 1
## 604 breitling 1
## 605 bricks 1
## 606 bron 1
## 607 bros 1
## 608 brother 1
## 609 bucks 1
## 610 buh 1
## 611 built 1
## 612 bully 1
## 613 burke 1
## 614 bust 1
## 615 busting 1
## 616 caesar's 1
## 617 caked 1
## 618 cal 1
## 619 car 1
## 620 cara 1
## 621 carajo 1
## 622 cardibissoproblematic 1
## 623 cardio 1
## 624 carpets 1
## 625 cars 1
## 626 casa 1
## 627 cassius 1
## 628 catch 1
## 629 celia 1
## 630 cereal 1
## 631 chains 1
## 632 champ 1
## 633 change 1
## 634 charges 1
## 635 charms 1
## 636 charts 1
## 637 charytín 1
## 638 chasin 1
## 639 cheap 1
## 640 cheat 1
## 641 checked 1
## 642 cheeze 1
## 643 chef 1
## 644 chew 1
## 645 chick 1
## 646 chillin 1
## 647 chingan 1
## 648 chosen 1
## 649 chrissy 1
## 650 cien 1
## 651 city 1
## 652 civilians 1
## 653 clack 1
## 654 claimin 1
## 655 claritín 1
## 656 climbed 1
## 657 closed 1
## 658 closet 1
## 659 clue 1
## 660 coat 1
## 661 coffee 1
## 662 coins 1
## 663 cold 1
## 664 collapse 1
## 665 collard 1
## 666 colombianas 1
## 667 commas 1
## 668 commentary 1
## 669 comments 1
## 670 competin 1
## 671 competition 1
## 672 compliment 1
## 673 compras 1
## 674 concrete 1
## 675 condoms 1
## 676 confused 1
## 677 conocen 1
## 678 contact 1
## 679 cookin 1
## 680 coordinates 1
## 681 cornbread 1
## 682 corny 1
## 683 could've 1
## 684 count 1
## 685 cover 1
## 686 covered 1
## 687 crack 1
## 688 crash 1
## 689 creep 1
## 690 crew 1
## 691 crippin 1
## 692 cruz 1
## 693 cubanas 1
## 694 currys 1
## 695 dante 1
## 696 deal 1
## 697 dealin 1
## 698 deals 1
## 699 dentro 1
## 700 departed 1
## 701 deposit 1
## 702 designer 1
## 703 devil 1
## 704 diablo 1
## 705 diaper 1
## 706 dieta 1
## 707 diles 1
## 708 dinner 1
## 709 dipper 1
## 710 dirt 1
## 711 disco 1
## 712 disrespect 1
## 713 dissin 1
## 714 diva 1
## 715 do83embed 1
## 716 dominicana 1
## 717 donde 1
## 718 dooney 1
## 719 dope 1
## 720 draco 1
## 721 drawers 1
## 722 dripping 1
## 723 drive 1
## 724 driving 1
## 725 droid 1
## 726 droppin 1
## 727 drown 1
## 728 dude 1
## 729 eatin 1
## 730 eating 1
## 731 eddie 1
## 732 egh 1
## 733 elevators 1
## 734 emergency 1
## 735 entrada 1
## 736 escuchado 1
## 737 everythin 1
## 738 evolved 1
## 739 excited 1
## 740 expect 1
## 741 eyes 1
## 742 fairy 1
## 743 fam 1
## 744 fame 1
## 745 fastin 1
## 746 father 1
## 747 fed 1
## 748 fee 1
## 749 field 1
## 750 fiend 1
## 751 fifteen 1
## 752 fight 1
## 753 figured 1
## 754 figures 1
## 755 fillin 1
## 756 finger 1
## 757 fingers 1
## 758 finished 1
## 759 finna 1
## 760 fit 1
## 761 fittin 1
## 762 flag 1
## 763 flakes 1
## 764 flawed 1
## 765 fleek 1
## 766 flexing 1
## 767 flight 1
## 768 flirt 1
## 769 floatin 1
## 770 floor 1
## 771 follow 1
## 772 fond 1
## 773 food 1
## 774 fool 1
## 775 footies 1
## 776 foreign 1
## 777 forget 1
## 778 forgot 1
## 779 forma 1
## 780 fortune 1
## 781 foxx 1
## 782 fragrance 1
## 783 frames 1
## 784 fraud 1
## 785 freakazoid 1
## 786 freezed 1
## 787 friend 1
## 788 frosted 1
## 789 fue 1
## 790 fur 1
## 791 gadgets 1
## 792 gaga 1
## 793 gangsta 1
## 794 gate 1
## 795 gente 1
## 796 gigglin 1
## 797 girls 1
## 798 glitter 1
## 799 glory 1
## 800 goofy 1
## 801 gram 1
## 802 grasa 1
## 803 greens 1
## 804 griffey 1
## 805 grind 1
## 806 grocery 1
## 807 guala 1
## 808 guerrero 1
## 809 gushy 1
## 810 gusta 1
## 811 guts 1
## 812 ha 1
## 813 hacer 1
## 814 hagas 1
## 815 halal 1
## 816 hangers 1
## 817 happen 1
## 818 harass 1
## 819 hashtag 1
## 820 hated 1
## 821 hatin 1
## 822 heartless 1
## 823 heel 1
## 824 heels 1
## 825 hol 1
## 826 holdin 1
## 827 honestly 1
## 828 hood 1
## 829 hoodie 1
## 830 hop 1
## 831 horse 1
## 832 hotter 1
## 833 hottest 1
## 834 hubo 1
## 835 hurt 1
## 836 igh 1
## 837 inches 1
## 838 inconsistent 1
## 839 indictments 1
## 840 inside 1
## 841 invasion 1
## 842 invest 1
## 843 involved 1
## 844 iyanla 1
## 845 jail 1
## 846 james 1
## 847 jamie 1
## 848 jeans 1
## 849 jeje 1
## 850 jelly 1
## 851 jerry 1
## 852 jesucristo 1
## 853 jet 1
## 854 jeva 1
## 855 jew 1
## 856 jeweler 1
## 857 jewels 1
## 858 jiffy 1
## 859 jimmy 1
## 860 jordan 1
## 861 jumpin 1
## 862 junk 1
## 863 karma 1
## 864 keepin 1
## 865 keisha 1
## 866 kemba 1
## 867 ken 1
## 868 keyed 1
## 869 kick 1
## 870 knack 1
## 871 knick 1
## 872 knowles 1
## 873 ladies 1
## 874 lady 1
## 875 lady's 1
## 876 lake 1
## 877 lam 1
## 878 lamborghini 1
## 879 lamp 1
## 880 lanes 1
## 881 laps 1
## 882 lasting 1
## 883 latino 1
## 884 lawyer 1
## 885 lay 1
## 886 layover 1
## 887 learned 1
## 888 legs 1
## 889 les 1
## 890 lesson 1
## 891 lie 1
## 892 light 1
## 893 lights 1
## 894 like54embed 1
## 895 likin 1
## 896 limit 1
## 897 lips 1
## 898 liquid 1
## 899 list 1
## 900 lives 1
## 901 llama 1
## 902 llego 1
## 903 lock 1
## 904 lord 1
## 905 louboutin 1
## 906 loves 1
## 907 lovin 1
## 908 lust 1
## 909 luxury 1
## 910 m.o 1
## 911 maaco 1
## 912 mac 1
## 913 mae 1
## 914 mail 1
## 915 main 1
## 916 makaveli 1
## 917 makeover 1
## 918 makeup 1
## 919 maletín 1
## 920 married 1
## 921 martian 1
## 922 mask 1
## 923 match 1
## 924 matter 1
## 925 mayor 1
## 926 me146embed 1
## 927 melt 1
## 928 mente 1
## 929 mess 1
## 930 message 1
## 931 messages 1
## 932 mí 1
## 933 michael 1
## 934 middle 1
## 935 mil 1
## 936 mill 1
## 937 milli 1
## 938 millions 1
## 939 minute 1
## 940 mira 1
## 941 mis 1
## 942 misfortunate 1
## 943 missed 1
## 944 mission 1
## 945 mixed 1
## 946 mixtapes 1
## 947 mj 1
## 948 mona 1
## 949 monsta 1
## 950 months 1
## 951 mood 1
## 952 moonrocks 1
## 953 moonwalk 1
## 954 motherfucker 1
## 955 motherfuckin 1
## 956 motín 1
## 957 moves304embed 1
## 958 mucha 1
## 959 mud 1
## 960 mudé 1
## 961 mueve 1
## 962 murda 1
## 963 mustard 1
## 964 mvp 1
## 965 myers 1
## 966 nails 1
## 967 news 1
## 968 ni 1
## 969 nose 1
## 970 nova 1
## 971 nudes 1
## 972 nuts 1
## 973 oh63embed 1
## 974 opera 1
## 975 opp 1
## 976 options 1
## 977 p's 1
## 978 packs 1
## 979 paddywhack 1
## 980 pajamas 1
## 981 paparazzi 1
## 982 pasar 1
## 983 passes 1
## 984 payola 1
## 985 peacefully 1
## 986 peak 1
## 987 pecho 1
## 988 peluca 1
## 989 pen 1
## 990 pep 1
## 991 perfect 1
## 992 perico 1
## 993 person 1
## 994 petroleum 1
## 995 piccadilly 1
## 996 picor 1
## 997 pics 1
## 998 piece 1
## 999 pilin 1
## 1000 pissed 1
## 1001 pissy 1
## 1002 pizza 1
## 1003 playoffs 1
## 1004 plaza 1
## 1005 podium 1
## 1006 pole 1
## 1007 pompeii 1
## 1008 poolside 1
## 1009 posture 1
## 1010 pots 1
## 1011 poured 1
## 1012 prayed 1
## 1013 preacher 1
## 1014 prerogative 1
## 1015 pressure 1
## 1016 pride 1
## 1017 privacy 1
## 1018 private 1
## 1019 prohibido 1
## 1020 prom 1
## 1021 protein 1
## 1022 proving 1
## 1023 provocative 1
## 1024 pues 1
## 1025 pull 1
## 1026 pulled 1
## 1027 pump 1
## 1028 punk 1
## 1029 putas 1
## 1030 quarter 1
## 1031 quavo 1
## 1032 queso 1
## 1033 questions 1
## 1034 quieras 1
## 1035 quit 1
## 1036 race 1
## 1037 rag 1
## 1038 raised 1
## 1039 random 1
## 1040 range 1
## 1041 rat 1
## 1042 ratchet 1
## 1043 raw 1
## 1044 raza 1
## 1045 reach 1
## 1046 reciben 1
## 1047 regalan 1
## 1048 relate 1
## 1049 religion 1
## 1050 remember 1
## 1051 remind 1
## 1052 repeat 1
## 1053 replied 1
## 1054 resentment 1
## 1055 rest 1
## 1056 retumbe 1
## 1057 returnin 1
## 1058 richer 1
## 1059 riches 1
## 1060 rico 1
## 1061 ring65embed 1
## 1062 ripken's 1
## 1063 risk 1
## 1064 road 1
## 1065 rob 1
## 1066 rock 1
## 1067 rocks 1
## 1068 rodeo 1
## 1069 roid 1
## 1070 role 1
## 1071 roll 1
## 1072 rolls 1
## 1073 roofless 1
## 1074 rookie 1
## 1075 rose 1
## 1076 rossa 1
## 1077 rrrah 1
## 1078 rubber 1
## 1079 sales 1
## 1080 salgo 1
## 1081 salty 1
## 1082 sandwiches 1
## 1083 scenarios 1
## 1084 school 1
## 1085 scott 1
## 1086 screenshotted 1
## 1087 screwed 1
## 1088 seal 1
## 1089 sec 1
## 1090 serve 1
## 1091 sex 1
## 1092 shape 1
## 1093 shawty 1
## 1094 sheesh 1
## 1095 shine 1
## 1096 shootin 1
## 1097 shots 1
## 1098 shoulders 1
## 1099 sideways30embed 1
## 1100 singer 1
## 1101 sis 1
## 1102 ski 1
## 1103 skirt 1
## 1104 slaved 1
## 1105 sleep 1
## 1106 slim 1
## 1107 slip 1
## 1108 slow 1
## 1109 slump 1
## 1110 smile 1
## 1111 smilin 1
## 1112 smoke 1
## 1113 smooth 1
## 1114 snap 1
## 1115 snatched 1
## 1116 sneak 1
## 1117 sneakers 1
## 1118 snuka 1
## 1119 socks 1
## 1120 sodium 1
## 1121 somali 1
## 1122 sounds 1
## 1123 speaker 1
## 1124 speakin 1
## 1125 special 1
## 1126 specially 1
## 1127 sperm 1
## 1128 spicy 1
## 1129 spillin 1
## 1130 spite 1
## 1131 spittin 1
## 1132 spoil 1
## 1133 spread 1
## 1134 sprinter 1
## 1135 stab 1
## 1136 stabbin 1
## 1137 stack 1
## 1138 stall 1
## 1139 stamp 1
## 1140 stand 1
## 1141 stay 1
## 1142 stayed 1
## 1143 steak 1
## 1144 steal 1
## 1145 steph 1
## 1146 steppin 1
## 1147 stereo 1
## 1148 stilts 1
## 1149 stink 1
## 1150 stock 1
## 1151 stomach 1
## 1152 stops 1
## 1153 street 1
## 1154 strip 1
## 1155 stripper 1
## 1156 strippin 1
## 1157 stu 1
## 1158 stuntin 1
## 1159 stunting 1
## 1160 stupid 1
## 1161 stutter 1
## 1162 style 1
## 1163 suckin 1
## 1164 sue's 1
## 1165 sufre 1
## 1166 support 1
## 1167 surprise 1
## 1168 swear 1
## 1169 sweat 1
## 1170 swim 1
## 1171 swipe 1
## 1172 switch 1
## 1173 tacks 1
## 1174 tag 1
## 1175 tailored 1
## 1176 taking 1
## 1177 tale 1
## 1178 talking 1
## 1179 tamale 1
## 1180 también 1
## 1181 tangerine 1
## 1182 tank 1
## 1183 target 1
## 1184 tay 1
## 1185 teach 1
## 1186 teaspoon 1
## 1187 teigen 1
## 1188 tenis 1
## 1189 testarossa 1
## 1190 text 1
## 1191 thighs 1
## 1192 threesome 1
## 1193 thumb 1
## 1194 tick 1
## 1195 tie 1
## 1196 til 1
## 1197 timid 1
## 1198 tinder 1
## 1199 tinted 1
## 1200 tippin 1
## 1201 tired 1
## 1202 titties 1
## 1203 tlc 1
## 1204 to'a 1
## 1205 toca 1
## 1206 tom 1
## 1207 tommy 1
## 1208 tone 1
## 1209 tongues 1
## 1210 tools 1
## 1211 touch 1
## 1212 tough 1
## 1213 towel 1
## 1214 town 1
## 1215 trainer 1
## 1216 trampoline 1
## 1217 tramps 1
## 1218 trappin 1
## 1219 traps 1
## 1220 trash 1
## 1221 trato 1
## 1222 treat 1
## 1223 tripled 1
## 1224 tumbar 1
## 1225 tuna 1
## 1226 tv 1
## 1227 twerk 1
## 1228 twitter 1
## 1229 unattractive 1
## 1230 understand 1
## 1231 unemployed 1
## 1232 unh 1
## 1233 unimportant 1
## 1234 vac 1
## 1235 vag 1
## 1236 valentín 1
## 1237 vamos 1
## 1238 venchy 1
## 1239 venezolanas 1
## 1240 viajes 1
## 1241 views 1
## 1242 villians 1
## 1243 vio 1
## 1244 vision 1
## 1245 visto 1
## 1246 viva 1
## 1247 vive 1
## 1248 vo'a 1
## 1249 vvss 1
## 1250 wait 1
## 1251 waited 1
## 1252 waitress 1
## 1253 walked 1
## 1254 wallet 1
## 1255 wannabe 1
## 1256 watches 1
## 1257 water 1
## 1258 weak 1
## 1259 week 1
## 1260 wept 1
## 1261 whew 1
## 1262 whispered 1
## 1263 whoa 1
## 1264 wic 1
## 1265 wide 1
## 1266 wig 1
## 1267 winnin 1
## 1268 wishlist 1
## 1269 women 1
## 1270 won 1
## 1271 workin 1
## 1272 worse 1
## 1273 wow 1
## 1274 wraith 1
## 1275 wrap 1
## 1276 wrong 1
## 1277 yellow 1
## 1278 yoncé 1
## 1279 you's 1
## 1280 yves 1I filtered the top seven unusual words that Cardi B uses, none of these words matched with Megan thee Stallion’s lyrics
goodnews_words<- goodnews_words %>%
mutate(is_swear = case_when(word %in% c('fuck', 'shit', 'thot', 'damn', 'bitch', 'dick', 'ass') ~ "TRUE"))
goodnews_words$is_swear[is.na(goodnews_words$is_swear)] <- "FALSE"Then filtered every lyric that is not the seven cuss words to make them false and made the cuss words true
goodnews_pie <- goodnews_words %>%
anti_join(stop_words) %>%
count(is_swear) %>%
ggplot(aes(x="", y=n, fill=is_swear)) + geom_bar(stat="identity") + coord_polar("y", start=0) + theme_economist() + ggtitle("Good News")## Joining, by = "word"I plotted the Good News cuss words as a pie chart and labeled the pie chart Good News
invasion_words<- invasion_words %>%
mutate(is_swear = case_when(word %in% c('fuck', 'shit', 'thot', 'damn', 'bitch', 'dick', 'ass') ~ "TRUE"))
invasion_words$is_swear[is.na(invasion_words$is_swear)] <- "FALSE" I set all curse words equal to true and any other lyric as false to place the data in two seperate columns
invasion_pie <- invasion_words %>%
anti_join(stop_words) %>%
count(is_swear) %>%
ggplot(aes(x="", y=n, fill=is_swear)) + geom_bar(stat="identity") + coord_polar("y", start=0) + theme_economist() + ggtitle("Invasion of Privacy")## Joining, by = "word"I created a pie chart to represent the data and titled it “Invasion of Privacy”
library(gridExtra)##
## Attaching package: 'gridExtra'## The following object is masked from 'package:dplyr':
##
## combinegrid.arrange(invasion_pie, goodnews_pie, ncol = 2, nrow = 1)
I downloaded the gridExtra package to display the two pie charts at the
same time
I can confirm that Megan Thee Stallion does in fact curse more than Cardi B