library(tidyverse)
library(tidytext)

read_delim(here::here("data", "liwc", "LIWC2015_English_Flat.dic"),
           delim = "\t", skip = 1, col_names = c("number", "name"),
           n_max = 73) -> categories_name

to_filter <- c("female", "anx", "relig", "risk", "money", "we", "hear", "power", "body", "nonflu",
               "focusfuture", "relativ", "family", "negemo", "focuspresent", "informal", "work",
               "achiev", "social", "they", "focuspast", "health", "tentat", "negate", "ipron",
               "you", "differ", "posemo", "shehe", "affiliation", "see", "ingest", "filler", "friend")

categories_name %>%
  filter(name %in% to_filter) -> selected_categories

read_tsv(here::here("data", "liwc", "LIWC2015_English_Flat.dic"),
         skip = 86, col_names = paste0(c("x"), c("_"), 1:11),
         guess_max = 6000, col_types = "ccccccccccc") %>%
  mutate(x_1 = str_remove(x_1, "\\*")) -> words_dic

find_words <- function(category_number = NA) {
  words_dic %>%
    filter_at(vars(x_2:x_11), any_vars(.==category_number)) %>%
    pull(x_1) %>%
    paste(collapse = "|") -> words_in_we_category

  return(words_in_we_category)
}

final <- function(name, words_inside) {
  foo %>% 
    rename("category" = name) %>% 
    filter(category == name) %>% 
  # mutate(text = str_remove_all(text, words_inside)) %>%
    unnest_tokens(word, text, token = "tweets") %>% 
    filter(!word %in% stop_words$word,
         word != "rt",
         word != "amp") %>% 
  count(gender, word, sort = T) %>% 
  group_by(gender) %>%
  # mutate(total = sum(n)) %>%
  top_n(20, wt = n) %>% 
  ungroup() %>% 
  # ungroup() %>%
  arrange(desc(n)) %>% 
  pivot_wider(id_cols = word, names_from = gender, values_from = n) %>% 
  mutate(category = name) %>%
  select(category, word, any_of(c("u", "f", "m"))) %>%
  #   slice(1:20) %>% 
  mutate(
    across(everything(), ~replace_na(.x, 0))
  )
}

selected_categories %>%
  mutate(words_inside = map_chr(number, ~find_words(.))) -> words_in_categories 
neda_liwc <- read_rds("/Volumes/TOSHIBA EXT/neda_nine/data/neda_liwc.rds") %>%
  filter(abs(days_tweet) <= 15) %>%
  select(text, id_tweet, days_tweet)

neda_liwc_gender <- read_rds("/Volumes/TOSHIBA EXT/neda_nine/data/neda_liwc_gender.rds") %>%
  # select(-text, -created_at_tweet) %>%
  filter(abs(days_tweet) <= 15)

neda_liwc_gender %>% 
  filter(days_tweet >= 0) %>%   
  select(id_tweet, gender, to_filter) %>% 
  pivot_longer(cols = female:friend) %>% 
  filter(value > 0) %>%
  left_join(neda_liwc %>% 
              select(id_tweet, text)) -> foo
  
words_in_categories %>% 
  mutate(df = map2(name, words_inside, ~final(.x, .y))) %>% 
  select(df) %>% 
  unnest(df) %>% 
  write_csv("context_and_words_inside_categories_nineteen.csv") %>% 
  gt::gt(groupname_col = "category",
         rowname_col = "word") %>% 
  gt::tab_header(title = "2019")
2019
u f m
we
people 510 554 243
dont 399 547 241
week 537 467 220
day 509 518 250
join 461 313 290
love 411 458 273
time 395 425 213
health 361 267 0
women 338 356 179
im 0 313 0
weve 307 293 173
support 272 232 149
live 251 236 270
happy 268 258 169
check 253 0 165
watch 197 0 250
march 243 0 179
mental 234 0 0
world 0 223 0
#nedawareness 0 213 0
youre 207 204 0
talk 0 205 0
follow 201 0 0
apologize 196 0 0
life 0 195 0
@nedastaff 0 183 0
weeks 0 0 176
weekly 0 0 174
free 0 0 167
includes 0 0 152
report 0 0 151
you
youre 1759 2503 917
dont 1386 2043 784
love 1109 1520 701
im 954 1418 541
people 845 1165 450
day 855 910 434
time 701 843 390
life 555 773 446
feel 423 573 211
week 572 534 293
happy 472 570 286
tweet 554 0 0
post 514 0 0
ur 487 449 0
hey 476 0 0
god 0 464 242
hope 0 464 206
click 429 0 0
info 422 0 0
youve 0 420 0
health 418 0 0
stop 0 400 170
audience 399 0 0
psychology 395 0 0
person 0 384 0
support 0 377 218
eating 0 364 0
women 0 355 0
free 0 0 219
check 0 0 204
ya 0 0 202
read 0 0 189
2 0 0 182
shehe
hes 470 599 318
shes 328 526 183
im 279 441 177
trump 195 340 78
love 226 330 138
dont 188 287 143
time 198 284 103
girl 109 251 69
people 183 219 100
day 150 213 117
didnt 141 212 92
god 136 201 111
woman 149 192 0
life 149 191 101
doesnt 133 180 78
told 103 172 0
family 96 166 69
president 99 152 0
mom 0 136 0
dog 0 134 0
guy 100 0 0
friend 97 0 65
@imdb 0 0 81
home 0 0 74
birthday 0 0 66
watch 0 0 66
they
people 769 964 362
dont 484 688 257
theyre 395 593 190
love 249 363 116
im 254 354 113
women 224 342 141
time 166 253 71
kids 190 208 48
day 139 193 64
children 150 191 56
feel 113 179 66
parents 142 163 70
stop 93 152 52
life 95 149 59
friends 107 140 0
youre 92 139 0
girls 0 135 57
person 0 119 0
health 119 0 0
eating 0 118 0
mental 111 116 0
support 116 0 50
world 93 0 60
watch 0 0 59
talk 0 0 51
team 0 0 47
ipron
im 2144 3308 1161
people 2327 2884 1110
dont 1934 2808 1134
love 1282 1921 844
time 1463 1833 884
day 1325 1630 777
youre 905 1386 465
week 1136 1214 560
life 805 1169 581
ive 560 1010 343
women 804 979 403
feel 658 952 367
eating 540 756 0
happy 548 711 389
doesnt 462 690 0
hope 0 653 0
stop 0 635 0
health 619 0 0
🕯 0 594 0
isnt 0 576 0
world 0 562 330
mental 552 0 0
watch 520 0 545
check 518 0 399
god 449 0 286
live 0 0 357
morning 0 0 303
amazing 0 0 285
negate
im 915 1357 477
dont 671 860 301
people 745 839 327
youre 431 623 218
love 331 479 196
time 295 403 151
ive 170 360 0
life 211 348 141
day 251 329 163
feel 233 266 0
stop 176 263 0
eating 154 236 0
matter 153 224 0
person 136 220 0
de 163 211 189
women 177 211 0
god 174 206 0
white 0 185 0
trump 0 178 0
care 0 177 0
week 0 177 0
mental 152 0 0
2 142 0 0
da 0 0 141
health 136 0 0
la 0 0 126
os 0 0 125
em 0 0 123
política 0 0 121
brasil 0 0 120
momento 0 0 120
bastidores 0 0 118
coutinho 0 0 118
fala 0 0 118
foco 0 0 118
posemo
love 2944 3785 1705
im 2154 3170 1258
people 1686 2142 941
dont 1413 1945 834
happy 1450 1730 922
day 1546 1729 891
youre 942 1425 489
time 1186 1407 758
life 833 1084 585
hope 688 1016 446
support 994 947 579
women 763 938 416
week 884 892 472
care 751 874 0
free 854 655 829
health 843 733 0
amazing 656 799 569
feel 565 771 0
beautiful 0 764 0
ive 0 738 0
share 691 0 0
news 537 0 408
2019 0 0 458
de 0 0 434
watch 0 0 423
3 0 0 422
negemo
im 1623 2536 790
people 1405 1852 653
dont 1234 1732 763
youre 685 967 320
time 570 792 318
love 773 771 376
fucking 495 741 270
bad 521 733 310
fuck 498 684 298
feel 429 670 209
day 476 666 253
shit 508 663 333
life 401 629 252
women 449 568 198
hate 369 559 229
sad 0 499 0
ive 0 476 0
stop 0 475 0
miss 355 442 282
anxiety 0 431 0
health 394 0 0
mental 375 0 0
scared 363 0 0
eating 311 0 0
violence 311 0 0
wrong 0 0 200
risk 0 0 191
fight 0 0 183
news 0 0 179
anx
im 371 502 122
anxiety 206 431 62
dont 261 381 126
love 369 138 153
scared 363 142 145
people 290 353 110
risk 280 203 191
youre 203 260 65
struggling 219 245 62
stress 205 198 63
fear 152 197 70
feel 126 170 0
time 113 161 0
struggle 0 159 0
@swampmusicinfo 157 0 70
mental 126 155 0
@laurarjacobs 148 0 0
laura 145 0 65
jacobs 135 0 0
afraid 0 133 0
life 0 129 0
depression 0 123 0
health 121 0 0
eating 0 120 0
ft 117 0 0
shame 0 116 0
3 0 0 100
sixty 0 0 92
$safe 0 0 90
cse 0 0 90
solutions 0 0 90
news 0 0 86
@financialbuzz 0 0 84
pressure 0 0 63
buzz 0 0 62
featuring 0 0 62
otc 0 0 62
social
im 3505 5000 1911
people 3716 4450 1834
dont 2919 4139 1755
love 2944 3785 1705
day 2541 2836 1503
time 2201 2673 1415
youre 1759 2503 917
de 1708 1769 2134
life 1413 1853 971
women 1567 1829 832
week 1640 1651 826
happy 1312 1544 840
health 1498 1258 0
eating 1023 1307 0
feel 0 1296 0
la 0 0 1245
news 1048 0 1197
ive 0 1188 0
march 1167 0 821
2 1044 1112 0
trump 0 1081 0
@financialbuzz 0 0 1066
stop 0 1061 0
world 0 1052 0
watch 0 0 1043
mental 1012 0 0
1 990 0 0
2019 966 0 870
en 0 0 810
free 0 0 789
family
family 590 745 381
baby 378 501 236
parents 400 450 193
im 256 428 139
mom 251 413 147
dad 206 278 128
dont 0 274 106
love 160 261 79
son 239 252 168
bro 227 0 70
day 0 221 91
folks 199 219 0
ma 213 180 103
people 167 205 0
families 171 204 79
time 0 203 75
kids 0 202 0
de 172 0 201
daughter 157 193 70
apologize 192 0 0
mother 0 186 103
ur 170 0 0
da 169 0 0
children 165 160 0
father 0 163 83
4 162 0 0
la 0 0 112
life 0 0 87
wife 0 0 70
friend
friends 792 940 427
friend 498 637 329
guys 482 561 373
im 271 392 129
guy 306 371 188
followers 294 164 117
dont 199 275 138
love 208 262 145
dear 188 241 93
date 168 240 112
day 187 213 115
boyfriend 0 199 0
people 161 185 0
time 131 178 101
youre 0 158 0
dude 153 134 71
partner 132 138 96
happy 123 135 79
hey 106 124 87
family 0 120 0
mate 118 0 0
contact 116 0 0
guest 116 0 0
watch 0 0 96
news 0 0 92
crew 0 0 90
life 0 0 74
female
women 1567 1829 832
girl 511 810 355
woman 533 669 274
girls 403 621 276
im 386 548 199
day 455 529 234
shes 316 511 179
womens 480 476 244
love 278 414 135
mom 251 413 147
dont 220 404 153
happy 341 334 146
time 220 316 126
international 245 282 131
people 217 275 0
black 203 240 0
female 210 235 151
notre 228 0 0
dame 224 0 0
ma 214 0 0
lady 0 199 124
life 0 198 0
youre 0 196 0
de 0 0 151
queen 0 0 112
amazing 0 0 108
world 0 0 107
tentat
dont 1310 1985 711
im 1276 1863 670
people 1351 1653 626
youre 970 1299 461
hope 688 1016 445
time 767 959 400
love 614 907 309
day 618 756 363
lot 571 704 308
feel 427 625 217
life 405 613 298
🕯 323 586 0
ive 346 534 212
week 409 477 214
eating 339 471 0
women 355 458 190
doesnt 298 450 0
pretty 293 394 197
person 0 371 0
health 359 0 0
mental 343 358 0
chance 0 0 211
happy 0 0 195
2 0 0 189
check 0 0 165
talk 0 0 160
differ
im 1594 2374 815
dont 1321 1995 728
people 1507 1818 700
youre 1068 1418 539
love 659 1002 387
time 647 878 322
day 548 734 329
life 451 642 252
feel 452 613 229
women 459 561 183
ive 302 518 184
eating 326 465 0
doesnt 303 424 0
person 278 396 0
stop 272 386 0
week 316 377 0
didnt 261 365 149
isnt 0 365 0
health 359 353 0
mental 343 0 0
2 0 333 147
god 277 0 162
live 0 0 175
watch 0 0 175
bad 0 0 157
talk 0 0 155
world 0 0 155
night 0 0 139
see
watch 1003 920 1081
white 661 980 369
video 965 867 686
im 597 928 326
people 708 819 311
black 765 777 471
beautiful 521 764 377
dont 510 723 299
🕯 353 643 0
love 466 630 271
time 407 534 263
day 428 495 271
women 354 439 0
watching 302 417 255
@financialbuzz 0 0 397
ive 0 382 0
photo 317 378 286
live 0 0 368
youre 267 357 0
featuring 0 0 357
street 0 0 343
buzz 0 0 337
week 281 333 0
red 0 285 0
life 232 280 0
news 228 0 272
cse 0 0 237
check 229 0 0
image 228 0 0
hear
music 998 516 598
im 600 834 307
hear 509 635 315
people 533 601 227
dont 413 564 250
click 494 0 0
love 472 359 222
song 449 418 294
tweet 431 0 0
post 421 0 0
audience 391 0 0
info 391 0 0
psychology 389 0 0
#fiverr 385 0 0
#retweet 384 0 0
swamp 383 0 142
https://t.co/xnp2h41v8i 370 0 0
@swampmusicinfo 363 0 157
players 361 0 139
heard 0 352 181
listen 307 347 213
time 0 344 137
youre 0 275 0
speak 0 273 160
voice 0 238 134
day 0 234 0
phone 0 226 135
ive 0 210 0
hearing 0 208 0
trump 0 198 0
#music 0 0 196
listening 0 189 0
women 0 181 0
speaker 0 0 157
watch 0 0 144
video 0 0 140
body
body 678 824 237
heart 546 753 316
im 465 683 224
shit 508 663 333
dont 367 573 203
people 356 450 151
sleep 401 439 177
head 275 353 238
fat 217 349 87
love 258 338 142
brain 221 335 125
ass 232 332 150
day 254 321 138
time 231 316 152
#teamrpstrength 307 0 0
youre 0 303 0
#bodybuilding 299 0 0
#frontsquat 255 0 0
eyes 191 215 109
feel 0 213 0
skin 0 209 97
week 206 0 0
wear 0 205 110
wearing 0 204 0
#savagebarbell 158 0 0
health 158 0 0
blood 0 0 89
eye 0 0 85
hands 0 0 85
night 0 0 85
health
life 1526 2026 1052
health 1641 1406 486
mental 1017 981 292
people 733 936 286
live 853 867 820
im 603 858 256
digital 705 0 0
detox 699 0 0
dont 462 670 234
#fitness 659 0 0
#training 642 0 0
day 461 501 153
eating 305 405 0
youre 284 370 0
time 328 360 0
living 330 354 174
fat 0 349 0
women 300 335 0
dr 334 0 143
love 0 329 148
care 293 323 0
illness 323 273 0
watch 0 0 318
lives 0 313 177
tired 0 278 0
@financialbuzz 0 0 274
feel 0 260 0
medical 0 0 199
weeks 0 0 179
report 0 0 153
includes 0 0 148
floor 0 0 145
weekly 0 0 144
nyse 0 0 143
wrapup 0 0 143
ingest
eating 1133 1427 388
food 541 637 260
eat 398 552 197
disorders 462 539 163
im 335 500 187
week 440 475 151
people 319 461 104
disorder 324 427 131
weight 195 422 0
dont 296 415 138
water 271 389 193
fat 217 349 87
day 229 342 115
youre 0 260 83
#nedawareness 247 253 0
body 185 253 0
sweet 247 251 149
time 215 251 114
diet 0 249 0
awareness 245 246 0
national 224 0 0
#weightlosssupport 189 0 0
love 185 0 85
coffee 0 0 110
tea 0 0 93
drink 0 0 87
3 0 0 83
affiliation
love 2944 3784 1705
im 1100 1508 552
people 1322 1433 621
dont 979 1372 584
day 1064 1138 550
time 812 983 482
friends 792 940 427
week 855 768 398
tweet 850 0 0
join 793 577 513
youre 618 754 0
family 590 745 381
women 621 715 332
share 691 645 336
twitter 671 652 394
health 669 503 0
friend 0 637 0
happy 564 613 359
life 0 582 347
support 550 467 0
post 548 0 0
social 518 0 0
team 0 0 482
world 0 460 0
watch 0 0 422
live 0 0 379
free 0 0 369
game 0 0 333
achiev
im 884 1221 530
people 772 898 434
time 711 812 540
dont 595 798 389
day 693 766 434
🕯 323 610 0
youre 369 574 0
top 555 381 499
love 392 554 228
women 464 535 266
life 406 534 289
week 444 490 265
team 450 366 482
health 467 362 0
proud 445 457 257
win 388 401 390
ive 0 391 0
news 379 0 338
celebrate 367 0 232
2019 0 0 365
lost 0 364 0
wont 0 361 0
super 316 353 0
#teamrpstrength 341 0 0
@financialbuzz 0 0 266
breaking 0 0 244
3 0 0 243
world 0 0 227
power
im 1187 1656 676
people 1393 1585 640
dont 933 1348 607
god 846 1019 549
time 789 948 472
day 820 905 444
youre 569 880 279
love 612 811 389
health 743 592 0
trump 0 714 0
life 542 708 353
children 584 672 0
women 624 672 354
week 631 647 358
school 0 625 0
child 0 613 0
top 555 0 499
students 541 535 0
post 537 0 0
president 432 530 0
info 519 0 0
tweet 511 0 0
mental 499 0 0
ive 0 476 0
eating 0 460 0
de 0 0 403
2019 0 0 393
win 0 0 391
watch 0 0 386
live 0 0 362
free 0 0 320
world 0 0 301
news 0 0 285
risk
stop 813 1157 484
bad 521 733 310
people 458 623 252
dont 353 445 202
wrong 307 396 200
im 296 373 167
youre 188 303 0
safe 302 276 138
lose 186 298 98
risk 280 203 191
time 176 243 118
weight 0 238 0
loss 0 236 0
health 220 227 0
crisis 192 226 0
worst 132 226 0
life 0 202 0
trust 0 197 122
day 172 190 0
feel 0 183 99
3 0 0 173
difficult 164 0 0
$safe 0 0 153
mental 146 0 0
prevention 144 0 0
sixty 0 0 141
cse 0 0 139
women 138 0 0
news 0 0 136
safety 135 0 0
@financialbuzz 0 0 113
otc 0 0 112
secure 0 0 109
focuspast
im 1167 1649 619
ive 801 1342 527
people 1000 1192 496
time 795 1019 464
dont 602 952 394
day 711 923 517
remember 592 768 325
love 505 705 305
life 451 618 291
found 450 516 256
didnt 318 509 0
told 309 509 0
week 420 504 261
youre 317 498 0
women 409 484 220
ago 360 459 280
trump 0 456 0
called 353 452 222
feel 327 415 190
2 321 392 211
left 313 0 232
night 0 0 234
amazing 0 0 218
wont 0 0 191
focuspresent
im 3313 4668 1743
dont 2993 4103 1779
people 3271 3985 1628
love 1887 2481 1138
time 1977 2387 1147
day 2050 2348 1142
youre 1391 1954 677
life 1249 1661 837
feel 1051 1489 590
women 1234 1474 659
week 1389 1456 687
health 1313 1122 0
eating 909 1172 0
ive 0 1120 0
happy 879 1092 594
watch 1003 920 1081
hope 0 1016 0
support 994 947 579
mental 941 0 0
world 0 923 583
2 0 894 515
live 853 0 820
march 816 0 629
join 793 0 513
free 0 0 649
focusfuture
im 894 1251 452
hope 688 1016 445
people 539 698 292
dont 464 650 298
tonight 583 625 517
gonna 495 600 258
coming 558 588 422
🕯 0 587 0
day 548 569 315
tomorrow 525 513 403
youre 351 477 0
wanna 351 468 170
time 422 450 227
post 448 0 0
tweet 439 0 0
love 0 428 189
info 401 0 0
#fiverr 397 0 0
click 391 0 0
audience 387 0 0
psychology 387 0 0
#retweet 384 0 0
https://t.co/xnp2h41v8i 370 0 0
week 0 342 158
life 0 335 203
future 0 315 202
feel 0 283 0
happy 0 244 213
plan 0 240 162
march 0 0 178
ahead 0 0 168
night 0 0 149
relativ
im 3308 4832 1864
people 3010 3646 1480
dont 2441 3397 1476
day 2814 3145 1634
time 2466 2981 1539
love 1920 2437 1118
youre 1398 2030 0
week 1773 1855 895
life 1270 1705 885
women 1333 1529 0
happy 1261 1447 817
ive 0 1384 0
health 1345 1124 0
march 1333 968 862
eating 895 1208 0
feel 0 1183 0
stop 0 1157 0
world 935 1113 0
momento 0 0 1089
news 1083 0 1031
fala 0 0 1073
coutinho 0 0 1072
2 962 1066 0
check 1024 0 0
school 0 958 0
watch 0 0 933
2019 903 0 809
mental 882 0 0
@financialbuzz 0 0 880
de 0 0 837
por 0 0 824
bastidores 0 0 810
work
im 819 1167 473
people 1011 1131 538
@financialbuzz 612 0 1066
school 633 1031 421
news 704 0 933
dont 737 850 432
read 780 807 472
day 704 761 425
learn 746 537 387
health 745 594 0
time 690 735 450
breaking 463 0 684
cse 0 0 678
trump 0 628 0
book 499 622 436
march 600 0 0
🕯 0 595 0
week 531 558 0
love 492 544 0
students 541 535 0
president 0 530 0
post 520 0 0
psychology 504 0 0
women 0 503 0
college 0 501 0
youre 0 501 0
otc 0 0 498
team 0 0 482
info 464 0 0
job 0 447 0
de 0 0 401
buzz 0 0 393
3 0 0 373
2019 0 0 369
watch 0 0 367
money
@financialbuzz 612 206 1066
free 854 655 829
news 486 208 795
cse 369 0 679
breaking 381 0 628
buy 296 584 0
money 469 502 288
otc 281 0 477
people 406 441 209
im 282 439 0
buzz 216 0 392
time 312 345 0
business 286 269 344
otcqb 0 0 343
featuring 0 0 339
street 0 0 335
dont 299 332 0
pay 241 300 0
worth 215 297 0
watch 202 0 280
day 239 251 0
$wkulf 0 0 246
@financialbuzztv 0 0 239
live 0 0 229
bill 0 224 0
$pot 0 0 218
account 217 180 0
3 0 0 216
trump 0 213 0
health 209 184 0
cannabis 0 0 206
rich 0 199 0
tax 0 194 0
spend 0 179 0
relig
god 846 1019 549
im 235 315 111
dont 193 264 122
people 215 264 99
love 171 243 112
jesus 191 221 102
@gospelflava 0 0 208
hell 171 204 87
amen 195 0 0
soul 129 162 93
lord 130 160 149
church 141 156 0
muslim 0 156 65
holy 116 155 77
day 155 144 95
life 120 148 84
pray 124 143 0
youre 105 139 0
time 123 131 0
christ 123 0 0
faith 120 121 88
heart 0 117 71
christian 113 0 0
de 0 112 84
music 0 0 77
bless 0 0 72
angel 0 0 65
informal
im 3127 4300 1683
people 2970 3735 1532
dont 2448 3506 1509
love 2079 2581 1348
day 2124 2415 1378
time 1912 2243 1258
de 1744 1768 2202
youre 1405 1959 0
life 1183 1603 893
women 1273 1598 0
week 1293 1420 0
happy 1093 1276 765
la 928 1011 1222
news 902 0 1111
@financialbuzz 0 0 1066
health 1031 1058 0
trump 0 1049 0
eating 0 1046 0
feel 0 1043 0
watch 808 0 996
2 942 991 0
ive 0 972 0
coutinho 0 0 945
fala 0 0 945
stop 0 934 0
1 902 0 0
por 0 0 868
2019 867 0 828
march 862 0 770
momento 0 0 825
music 808 0 0
en 0 0 789
nonflu
im 159 212 80
god 100 135 40
um 135 92 42
dont 60 121 39
people 73 102 40
love 59 91 26
ugh 65 87 29
ah 70 83 27
@hmcyberclub 36 0 76
time 75 74 24
de 63 40 50
youre 37 61 0
0 60 24
day 49 59 29
hope 0 57 0
er 51 56 0
yeah 49 56 34
uh 38 52 0
life 44 0 52
wait 0 49 0
huh 36 47 0
hey 44 0 26
ive 0 43 0
didnt 0 40 0
detox 37 0 0
3 36 0 0
whats 0 0 33
true 0 0 28
pretty 0 0 25
2 0 0 24
night 0 0 24
filler
idk 132 167 62
im 56 65 35
hey 10 32 0
dont 16 30 0
hear 21 30 11
dunno 16 29 0
feel 19 24 8
love 23 20 14
gonna 8 19 7
whoa 17 19 0
blah 18 0 0
youre 0 17 0
rr 17 0 0
people 10 16 0
woah 10 16 0
5 0 0 16
#rrbc 0 0 15
#bookboost 0 0 14
#londonislovinit 0 0 14
bitch 0 13 0
girl 11 13 0
happy 13 0 10
time 9 12 0
ive 12 10 0
didnt 0 11 0
guys 11 0 11
life 0 10 0
white 0 10 0
@davepperlmutter 0 0 10
@themaxtshow 8 0 10
everythings 8 0 10
https://t.co/uzazxno… 8 0 10
#iartg 0 0 9
tao 9 0 0
25 8 0 0
bc 8 0 0
day 8 0 7
https://t.co/jeeibamkud 0 0 7
read 0 0 7
neda_liwc <- read_rds(here::here("data", "neda_liwc_twenty.rds")) %>%
  select(-created_at_tweet) %>%
  filter(abs(days_tweet) <= 15)

neda_liwc_gender <- read_rds(here::here("data",
                                        "neda_liwc_gender_twenty.rds")) %>%
  # select(-text, -created_at_tweet) %>%
  filter(abs(days_tweet) <= 15)

neda_liwc_gender %>% 
  filter(days_tweet >= 0) %>%   
  select(id_tweet, gender, to_filter) %>% 
  pivot_longer(cols = female:friend) %>% 
  filter(value > 0) %>%
  left_join(neda_liwc %>% 
              select(id_tweet, text)) -> foo

words_in_categories %>%
  mutate(df = map2(name, words_inside, ~final(.x, .y))) %>% 
  select(df) %>% 
  unnest(df) %>% 
  write_csv("context_and_words_inside_categories_twenty.csv") %>% 
  gt::gt(groupname_col = "category",
         rowname_col = "word") %>% 
  gt::tab_header(title = "2020")
2020
u f m
we
love 262 142 89
dont 260 184 97
sharlene 247 89 0
people 198 210 127
time 187 135 57
day 164 129 72
coronavirus 112 159 0
im 149 115 61
happy 139 87 0
weve 107 123 41
week 117 88 41
health 79 114 0
women 112 87 0
support 107 93 71
join 95 92 51
@sharsanpedro 92 0 0
trump 0 89 0
talk 89 0 38
world 88 70 0
god 0 0 83
#sharlenesanpedro 83 0 0
youre 83 0 76
president 0 78 0
@trevorproject 0 0 74
crisis 0 0 63
country 0 60 0
247 0 0 60
8664887386 0 0 60
public 0 59 0
textchat 0 0 52
life 0 0 48
live 0 0 40
@youversion 0 0 38
lot 0 0 38
you
youre 1197 673 503
love 1014 509 255
dont 867 463 342
im 801 400 219
people 520 313 256
ur 487 125 75
sharlene 426 211 0
day 367 194 112
time 350 204 139
happy 309 168 77
hope 290 118 83
life 239 148 127
feel 231 0 122
yall 221 134 0
guys 213 0 0
#sharlenesanpedro 203 0 0
@sharsanpedro 190 0 0
hey 0 0 186
youve 180 0 79
care 174 0 0
stop 172 119 81
coronavirus 0 165 0
hands 0 165 0
god 0 0 147
ya 0 133 107
support 0 131 107
wash 0 122 0
week 0 106 0
@arianagrande 0 0 75
@trevorproject 0 0 71
shehe
shes 460 242 102
hes 340 223 134
im 262 181 69
love 241 160 74
sharlene 207 87 0
dont 168 97 48
trump 97 150 0
people 143 93 66
time 127 105 55
girl 120 74 0
didnt 112 73 0
god 0 0 111
doesnt 98 67 31
coronavirus 0 92 0
president 0 91 0
day 89 66 0
biden 72 79 0
life 79 0 49
@harrymoonchild 78 0 0
literally 76 0 0
stop 75 0 0
told 74 68 36
woman 74 69 33
@youversion 0 0 68
bernie 0 54 0
guy 0 54 32
joe 0 54 0
lord 0 0 49
1 0 0 37
born 0 0 37
| 0 0 30
boy 0 0 30
jesus 0 0 29
they
people 402 274 218
theyre 344 176 126
dont 271 179 123
im 179 126 69
love 169 124 55
time 101 61 39
women 92 86 26
👏🏻 77 46 0
👏🏿 77 0 0
feel 75 39 26
life 73 0 24
youre 71 42 34
day 69 44 0
stop 62 0 0
support 62 41 0
coronavirus 60 55 28
lot 59 39 0
kids 54 44 29
hate 52 0 0
ive 50 0 0
care 0 47 0
children 0 47 0
arent 0 44 24
home 0 40 28
school 0 38 0
trans 0 0 31
god 0 0 30
1 0 0 29
@youversion 0 0 28
didnt 0 0 25
person 0 0 25
bad 0 0 24
ipron
im 1713 1021 547
dont 1257 729 482
people 1222 902 642
love 914 549 295
time 784 509 304
day 656 425 230
youre 612 330 285
sharlene 544 221 0
ive 455 268 175
feel 442 204 176
coronavirus 288 423 122
life 394 228 183
happy 375 253 0
week 360 365 0
yall 288 212 0
didnt 287 0 0
shit 286 0 0
eating 280 240 0
gonna 279 0 0
women 279 220 0
trump 0 262 0
health 0 221 0
doesnt 0 204 129
god 0 0 198
lot 0 0 133
trans 0 0 125
world 0 0 119
stop 0 0 115
bad 0 0 110
isnt 0 0 107
person 0 0 107
negate
im 812 420 207
dont 532 261 150
people 367 288 209
de 361 155 224
youre 305 163 119
sharlene 198 0 0
love 179 105 0
idk 174 75 0
time 170 112 65
ive 157 101 51
eating 156 114 0
la 154 89 145
day 142 81 69
life 141 84 75
feel 134 64 0
coronavirus 0 133 0
el 126 71 96
es 123 0 78
gonna 117 0 0
matter 111 67 59
se 111 0 60
en 0 0 103
trump 0 93 0
lo 0 0 89
stop 0 80 0
god 0 0 67
women 0 66 0
las 0 0 64
por 0 0 61
trans 0 0 59
posemo
sharlene 2425 668 0
love 2208 1286 588
im 1628 991 492
na 1373 264 0
happy 1133 682 227
sa 1033 0 0
#sharlenesanpedro 1012 257 0
ang 944 0 0
ko 901 0 0
people 889 642 391
dont 887 497 370
day 713 495 238
youre 697 374 296
sharcci 695 0 0
ng 681 0 0
shar 659 0 0
hahaha 619 0 0
time 606 390 226
lang 569 0 0
san 527 0 0
support 0 353 194
care 0 336 107
coronavirus 0 288 0
hope 0 268 185
week 0 253 0
beautiful 0 242 0
free 0 223 0
life 0 223 178
god 0 0 222
women 0 221 0
hey 0 0 207
de 0 0 167
feel 0 0 139
la 0 0 115
health 0 0 111
@youversion 0 0 108
ive 0 0 104
negemo
im 1508 810 368
dont 793 433 272
people 757 587 382
na 506 160 0
miss 453 264 107
sharlene 450 148 0
shit 450 208 133
fucking 432 259 125
youre 430 234 165
love 406 236 105
bad 404 263 169
fuck 397 214 148
sa 356 0 0
hate 350 207 102
feel 328 0 113
day 326 185 105
coronavirus 0 322 111
time 322 227 142
ang 291 0 0
ko 288 0 0
ng 256 0 0
trump 0 225 0
eating 0 159 0
week 0 157 0
health 0 155 76
god 0 0 118
de 0 0 103
ive 0 0 93
life 0 0 75
anx
im 278 162 65
dont 185 81 53
people 157 134 104
anxiety 131 72 36
coronavirus 92 108 42
scared 99 55 0
stress 93 52 30
youre 92 42 40
#anxiety 88 0 0
risk 57 87 54
feel 87 0 41
worry 85 0 21
panic 71 68 0
fear 61 55 23
time 61 41 26
avoid 60 59 29
#depression 59 0 0
health 0 52 27
love 52 0 0
shame 52 0 0
ive 48 40 27
upset 48 0 0
struggling 0 46 38
trump 0 44 0
threat 0 43 27
worried 0 43 20
hands 0 42 0
god 0 0 36
afraid 0 0 30
1 0 0 20
social
sharlene 5243 1378 0
im 2670 1551 886
na 2635 607 0
#sharlenesanpedro 2280 569 0
love 2208 1287 588
ang 2168 463 0
sa 1961 0 0
people 1937 1453 980
dont 1863 1095 725
de 1842 1048 970
ko 1456 0 0
sharcci 1304 0 0
shar 1255 0 0
ng 1239 0 0
shardon 1206 0 0
day 1197 820 397
youre 1197 673 503
san 1179 0 0
time 1147 774 437
pedro 1077 0 0
coronavirus 0 976 332
happy 0 620 0
la 0 607 574
trump 0 499 0
week 0 495 0
en 0 473 373
women 0 456 0
health 0 453 0
el 0 0 359
god 0 0 356
life 0 0 304
hey 0 0 260
trans 0 0 248
feel 0 0 230
yang 0 0 222
1 0 0 214
ive 0 0 212
family
pa 753 189 0
sharlene 565 141 0
na 457 114 0
baby 388 187 56
sa 360 91 0
ang 353 81 0
ko 268 0 0
family 246 211 87
im 226 114 45
ng 224 0 0
#sharlenesanpedro 223 0 0
shardon 211 0 0
si 188 0 0
ma 185 64 31
shar 178 0 0
yung 178 0 0
mom 176 155 46
lang 173 0 0
ako 166 0 0
ni 165 0 0
folks 0 111 88
parents 0 103 54
love 0 102 31
fam 0 88 0
bro 0 87 0
de 0 77 85
son 0 74 85
dont 0 81 52
families 0 80 0
dad 0 71 41
la 0 0 42
people 0 0 38
trans 0 0 34
father 0 0 33
en 0 0 32
las 0 0 31
los 0 0 31
kids 0 0 29
friend
guys 483 172 86
friends 366 308 132
sharlene 282 75 0
friend 276 161 96
im 214 114 70
guy 194 135 81
na 171 57 0
sa 156 0 0
love 143 83 46
dont 137 67 53
ang 126 37 0
date 123 74 46
#sharlenesanpedro 116 38 0
youre 114 49 28
dude 106 63 28
people 91 63 35
day 88 53 31
happy 86 41 0
ko 85 0 0
yung 77 0 0
dear 0 59 40
time 0 40 25
contact 0 38 0
followers 0 0 27
god 0 0 27
friendly 0 0 25
fellow 0 0 24
trans 0 0 22
family 0 0 20
female
women 585 456 198
sharlene 496 189 0
girl 493 253 85
shes 433 228 98
im 331 216 87
love 275 185 60
na 271 0 0
woman 234 247 104
day 231 194 51
madam 231 0 0
girls 215 176 64
happy 198 149 41
ko 186 0 0
ma 185 64 31
#sharlenesanpedro 183 63 0
womens 183 142 52
dont 180 102 56
ang 178 0 0
sa 178 0 0
mom 176 155 46
international 0 93 0
time 0 93 51
people 0 90 73
#internationalwomensday 0 76 0
queen 0 75 0
trans 0 0 68
youre 0 0 29
lady 0 0 27
daughter 0 0 26
life 0 0 26
tentat
im 1020 523 330
dont 769 451 341
people 645 467 397
youre 535 367 294
sharlene 521 156 0
hope 505 268 185
love 442 240 121
lot 440 249 197
na 436 0 0
time 414 286 166
day 318 196 118
sa 301 0 0
feel 281 126 119
pretty 262 144 68
coronavirus 0 254 94
ive 233 142 96
ko 232 0 0
life 227 114 118
ang 212 0 0
si 206 0 0
shar 202 0 0
trump 0 140 0
week 0 136 0
happy 0 125 0
eating 0 118 0
doesnt 0 112 73
ill 0 112 0
yall 0 112 0
god 0 0 98
support 0 0 98
@trevorproject 0 0 83
trans 0 0 77
health 0 0 68
person 0 0 68
differ
im 1346 737 393
dont 903 559 356
people 772 561 390
youre 606 395 314
love 426 247 125
time 324 245 144
coronavirus 197 299 79
day 295 182 107
feel 289 133 113
sharlene 261 0 0
ive 243 142 86
life 233 147 127
didnt 218 0 0
eating 205 150 0
lot 194 0 77
yall 191 146 0
gonna 184 0 0
person 181 0 80
women 176 136 71
doesnt 174 0 83
trump 0 172 0
vote 0 121 0
stop 0 119 0
week 0 119 0
health 0 117 0
isnt 0 114 0
god 0 0 111
support 0 0 94
trans 0 0 89
bad 0 0 81
@trevorproject 0 0 76
see
video 493 243 153
im 481 324 185
watch 418 271 100
sharlene 402 144 0
beautiful 366 242 61
people 338 208 178
love 335 223 79
dont 333 193 119
black 321 237 110
white 269 223 100
na 258 0 0
photo 221 0 0
sa 220 0 0
time 217 129 70
watching 214 148 69
picture 204 93 0
#sharlenesanpedro 198 0 0
happy 182 114 0
youre 181 96 72
ive 179 131 58
day 0 144 62
women 0 103 0
eating 0 92 0
coronavirus 0 86 0
eyes 0 0 52
life 0 0 49
trans 0 0 48
light 0 0 44
god 0 0 43
person 0 0 39
hear
im 386 240 124
people 259 199 125
dont 251 166 121
music 250 123 94
hear 241 179 100
song 240 133 56
listen 212 105 64
love 185 98 48
time 156 128 64
youre 141 65 65
coronavirus 0 120 0
voice 120 60 51
heard 115 92 47
harry 112 0 0
sounds 108 60 0
speak 106 60 32
sharlene 103 0 0
phone 101 73 53
video 100 0 0
trump 0 99 0
ive 98 66 45
sound 98 0 34
day 0 74 44
women 0 60 0
stop 0 0 38
god 0 0 33
happy 0 0 31
body
shit 450 208 133
im 392 220 106
heart 306 161 95
dont 268 163 87
hands 252 262 98
body 243 152 65
people 218 145 91
sleep 211 72 48
ass 189 125 54
hand 167 153 73
love 158 87 46
time 148 76 43
day 146 80 42
wash 111 145 52
head 145 109 65
youre 132 78 44
sharlene 128 0 0
feel 118 59 0
eyes 111 75 52
fat 109 0 33
coronavirus 0 89 33
eye 0 64 0
brain 0 59 35
god 0 0 33
health
life 713 420 321
im 538 268 122
health 457 479 192
live 446 284 163
people 361 326 211
coronavirus 212 282 90
dont 277 170 114
mental 256 171 123
hands 130 187 61
eating 170 129 0
day 165 0 56
wash 125 160 57
tired 158 0 0
time 152 108 71
sick 146 141 62
youre 144 0 65
love 133 0 65
@naturalnewshr 131 0 0
living 126 110 56
feel 120 0 0
public 0 118 0
week 0 117 0
care 0 110 0
dr 0 108 0
medical 0 102 46
hospital 0 98 0
lives 0 0 70
god 0 0 67
doctor 0 0 42
pain 0 0 42
ingest
eating 534 420 129
im 337 145 55
eat 335 132 48
food 293 171 66
disorders 211 223 60
dont 205 95 50
weight 190 93 29
week 164 174 50
people 170 137 61
sharlene 166 51 0
ate 154 0 0
water 152 98 40
sweet 133 79 38
time 130 56 41
day 116 65 31
disorder 114 112 39
fat 109 0 33
drink 106 0 27
na 106 0 0
youre 104 0 0
awareness 0 87 26
national 0 81 28
#nedawareness 0 73 0
anorexia 0 58 0
love 0 57 0
coffee 0 51 30
coronavirus 0 0 26
affiliation
love 2208 1286 588
sharlene 891 261 0
im 809 506 304
dont 560 414 241
people 557 450 299
sa 453 0 0
na 435 0 0
day 422 311 142
#sharlenesanpedro 417 0 0
twitter 394 218 183
time 380 280 151
happy 377 219 0
ang 370 0 0
friends 366 308 132
tweet 351 178 0
youre 343 209 183
ko 300 0 0
friend 276 161 96
coronavirus 0 275 82
@sharsanpedro 248 0 0
team 247 0 93
family 0 211 87
week 0 188 0
support 0 176 107
women 0 165 0
join 0 162 85
health 0 161 0
god 0 0 133
life 0 0 107
social 0 0 98
game 0 0 91
@trevorproject 0 0 89
achiev
im 671 397 246
time 374 256 138
people 370 316 191
dont 322 192 148
sharlene 313 0 0
day 303 214 111
love 296 183 81
super 263 111 0
team 247 156 93
proud 238 141 0
youre 227 159 96
coronavirus 174 219 66
top 217 156 69
wont 217 145 83
happy 193 124 0
na 192 0 0
priyanka 191 0 0
sa 190 0 0
ive 175 0 68
win 169 158 52
health 0 145 65
women 0 135 0
trump 0 128 0
week 0 119 0
workers 0 117 0
god 0 0 107
life 0 0 85
feel 0 0 66
lost 0 0 65
lose 0 0 56
ace 0 0 51
power
im 811 546 288
people 620 532 307
dont 530 359 266
coronavirus 300 440 124
sharlene 434 0 0
time 394 281 160
love 381 254 143
god 336 272 375
day 337 262 143
trump 223 324 0
president 204 317 0
na 295 0 0
youre 293 195 143
sa 257 0 0
health 227 252 0
madam 231 0 0
top 217 0 0
ko 211 0 0
ang 209 0 0
priyanka 208 0 0
women 0 204 0
children 0 201 82
child 0 198 0
campaign 0 185 0
care 0 172 0
week 0 168 0
students 0 162 0
government 0 158 0
win 0 158 0
life 0 0 152
lord 0 0 131
@youversion 0 0 126
de 0 0 111
feel 0 0 84
@michaleparish 0 0 83
la 0 0 82
1 0 0 79
world 0 0 79
ive 0 0 78
risk
stop 520 357 206
bad 404 263 169
people 250 188 129
safe 240 131 60
im 223 136 92
dont 197 103 71
coronavirus 124 194 59
wrong 177 89 72
crisis 0 151 99
youre 150 67 98
health 88 142 59
protect 129 90 0
lose 123 0 56
stay 120 64 0
trump 0 111 0
worst 105 64 0
feel 104 0 0
day 98 0 0
sharlene 94 0 0
love 89 0 0
risk 0 87 54
time 84 70 61
weight 83 0 0
president 0 77 0
safety 0 73 0
public 0 70 0
trust 0 65 54
security 0 64 58
@trevorproject 0 0 51
de 0 0 51
god 0 0 50
support 0 0 46
focuspast
im 923 544 287
ive 594 378 216
people 558 441 272
dont 450 269 162
time 433 314 188
day 395 267 141
love 354 182 106
remember 327 204 125
coronavirus 205 300 101
didnt 253 168 86
found 249 169 82
youre 237 138 126
wont 222 145 84
ago 213 160 97
told 196 185 96
trump 0 192 0
life 192 133 113
feel 190 0 71
#rwby 189 0 0
called 178 133 78
sharlene 178 0 0
week 0 156 0
yall 0 130 0
god 0 0 117
started 0 0 75
youve 0 0 71
focuspresent
im 2570 1511 769
dont 1866 1128 718
people 1670 1264 844
sharlene 1340 486 0
love 1212 730 341
time 967 685 384
day 949 605 335
youre 888 465 388
na 767 0 0
coronavirus 575 737 235
feel 704 338 258
happy 643 383 0
life 590 339 279
sa 561 0 0
#sharlenesanpedro 532 0 0
hope 506 0 185
ko 502 0 0
ive 499 0 176
support 480 353 194
women 466 358 0
week 0 460 0
trump 0 414 0
health 0 395 164
eating 0 368 0
care 0 336 0
yall 0 329 0
god 0 0 326
hey 0 0 230
stop 0 0 177
trans 0 0 175
lot 0 0 165
doesnt 0 0 163
live 0 0 163
focusfuture
im 754 403 210
hope 505 268 185
gonna 475 259 133
sharlene 416 128 0
na 372 0 0
wanna 339 155 76
dont 338 184 106
tomorrow 308 154 59
people 304 231 153
sa 302 0 0
day 291 162 112
love 258 141 58
time 248 150 82
coming 247 187 94
tonight 246 194 75
youre 199 134 93
ang 181 0 0
ko 180 0 0
coronavirus 0 179 53
happy 169 101 0
ng 158 0 0
god 0 0 122
plan 0 108 44
future 0 103 0
week 0 102 0
trump 0 96 0
life 0 0 85
@youversion 0 0 78
lord 0 0 48
live 0 0 43
relativ
im 2532 1545 793
sharlene 1799 623 0
people 1517 1184 774
dont 1435 877 570
day 1345 909 448
time 1301 857 493
love 1223 739 366
na 1139 0 0
sa 974 0 0
happy 916 571 191
youre 835 527 390
coronavirus 676 828 265
ang 783 0 0
#sharlenesanpedro 695 0 0
ko 617 0 0
ive 616 385 217
ng 614 0 0
life 584 355 279
week 581 560 167
feel 543 0 212
trump 0 409 0
health 0 380 0
women 0 375 0
world 0 358 187
stop 0 357 206
2 0 311 0
home 0 304 0
god 0 0 303
hey 0 0 226
de 0 0 167
1 0 0 162
lot 0 0 155
support 0 0 155
work
im 524 402 236
coronavirus 346 452 125
people 415 424 245
dont 358 305 166
sharlene 319 0 0
president 204 317 0
time 308 240 149
sa 293 0 0
health 200 290 90
na 281 0 0
school 276 251 121
trump 182 255 0
read 250 232 133
team 247 156 93
day 212 232 86
de 225 0 103
love 206 202 73
youre 186 140 129
ng 170 0 0
job 167 0 84
students 0 162 70
care 0 161 0
government 0 158 0
book 0 152 75
public 0 152 0
week 0 147 0
marketing 0 0 87
learn 0 0 81
@michaleparish 0 0 76
ive 0 0 74
la 0 0 70
money
free 205 223 87
people 184 195 97
money 168 136 85
im 139 152 85
coronavirus 101 148 57
account 136 66 46
pay 92 132 45
dont 128 119 71
worth 124 92 45
time 117 123 59
sharlene 104 0 0
paid 0 96 0
buy 88 94 50
bill 0 91 34
health 0 89 0
marketing 0 0 87
bet 84 0 0
👏🏻 77 0 0
poor 77 0 0
business 75 72 46
spent 73 74 36
trump 0 73 0
na 73 0 0
sales 0 0 72
care 0 70 0
spend 70 60 0
de 69 0 35
support 0 66 0
day 0 0 38
market 0 0 33
twitter 0 0 33
relig
god 336 272 375
im 147 69 37
lord 52 37 131
@youversion 0 0 130
hell 117 107 58
holy 103 56 0
jesus 0 36 102
love 95 66 72
life 0 28 83
angel 75 29 0
soul 74 51 0
bless 71 30 0
people 64 50 42
de 62 39 53
sin 61 47 52
shit 60 38 0
day 57 27 41
dont 57 34 37
sa 55 0 0
muslim 54 0 0
sharlene 52 25 0
la 50 0 0
@neilvermillion 0 0 48
blessed 44 0 37
@janayellis 0 0 43
1 0 0 41
psalm 0 0 37
christ 0 0 36
@bibleappforkids 0 0 35
pray 0 0 35
minister 0 30 0
coronavirus 0 24 0
en 0 24 0
fucking 0 24 0
praying 0 24 0
informal
sharlene 5255 1335 0
na 2796 614 0
im 2478 1392 828
#sharlenesanpedro 2271 546 0
ang 2207 442 0
de 2073 1116 963
sa 2003 0 0
love 1665 909 465
people 1657 1239 829
dont 1612 935 630
ko 1570 0 0
sharcci 1350 0 0
ng 1270 0 0
shar 1252 0 0
shardon 1202 0 0
san 1191 0 0
day 1109 725 361
pedro 1092 0 0
si 1063 0 0
time 1063 692 410
coronavirus 0 958 309
la 0 608 576
youre 0 541 426
happy 0 538 0
trump 0 483 0
en 0 474 374
el 0 451 354
week 0 445 0
health 0 408 0
god 0 0 347
life 0 0 297
hey 0 0 260
trans 0 0 241
yang 0 0 216
1 0 0 207
feel 0 0 205
es 0 0 199
nonflu
um 292 84 10
de 169 40 16
sharlene 159 48 0
na 146 33 0
ah 138 54 21
im 134 71 44
ang 100 20 0
eu 90 22 0
god 83 75 31
é 80 35 0
sa 71 0 0
ng 64 20 0
love 63 40 16
shar 61 0 0
ugh 60 37 21
ko 59 0 0
dont 57 33 18
#sharlenesanpedro 56 20 0
naman 56 0 0
youre 55 27 19
people 0 33 13
huh 0 29 10
não 0 22 0
wait 0 22 0
yeah 0 21 0
uh 0 20 14
fuck 0 0 15
time 0 0 14
hmmmmm 0 0 13
feel 0 0 11
ive 0 0 10
la 0 0 10
shit 0 0 10
@ilfanilyas 0 0 9
@iyahvillanueva3 0 0 9
fucking 0 0 9
life 0 0 9
tom 0 0 9
filler
idk 174 75 46
im 43 12 9
woah 35 0 2
sharlene 24 0 0
hear 21 7 10
dunno 19 13 5
dont 16 14 7
people 11 13 2
ive 11 4 4
lol 11 5 0
pa 11 0 0
whoa 11 0 0
youre 11 5 0
#rwby 10 4 3
life 10 0 0
sa 10 0 0
bc 9 0 4
feel 9 0 0
ko 9 0 0
makes 9 0 0
sharcci 9 0 0
start 0 7 0
😭 0 6 0
ppl 0 0 6
whats 0 5 0
autistic 0 0 5
1 0 4 2
antilgbt 0 4 0
day 0 4 3
doesnt 0 4 2
stan 0 4 0
stop 0 4 2
taxed 0 4 0
@rrinreen 0 0 3
art 0 0 3
bit 0 0 3
funny 0 0 3
ill 0 0 3
women 0 0 3
world 0 0 3
yknow 0 0 3
@cinnaworm 0 0 2
@crowleysnek 0 0 2
@ellleem 0 0 2
@kierab 0 0 2
@kitscarstairs 0 0 2
@rrhoover 0 0 2
@swheatpodcasts 0 0 2
@venomsdyke 0 0 2
😌 0 0 2
abt 0 0 2
ago 0 0 2
arent 0 0 2
artist 0 0 2
baby 0 0 2
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