Context and words inside categories for Wordclouds

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
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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
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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
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women	0	375	0
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2	0	311	0
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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
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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
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read	250	232	133
team	247	156	93
day	212	232	86
de	225	0	103
love	206	202	73
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ng	170	0	0
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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
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worth	124	92	45
time	117	123	59
sharlene	104	0	0
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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
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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
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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
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life	0	0	297
hey	0	0	260
trans	0	0	241
yang	0	0	216
1	0	0	207
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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
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la	0	0	10
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@iyahvillanueva3	0	0	9
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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
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people	11	13	2
ive	11	4	4
lol	11	5	0
pa	11	0	0
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bc	9	0	4
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ko	9	0	0
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sharcci	9	0	0
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1	0	4	2
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