library(tidyverse)
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## ✔ readr   2.1.2     ✔ forcats 0.5.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag()    masks stats::lag()
library(magrittr)
## 
## Attaching package: 'magrittr'
## The following object is masked from 'package:purrr':
## 
##     set_names
## The following object is masked from 'package:tidyr':
## 
##     extract
library(forcats)
library(knitr)
tweet_classifications <-
  readRDS("../storage/MMc_TwitterLeicester2018-2019_all-en_clr-emo-lemm-multi_no-spam_with-all-tweet-classif-v0-2-0.rds")

The re-classification of the sentiment values used below is based on the distributions illustrated in the MMc-compare-classifications-plots analysis document.

tweet_classifications <-
  tweet_classifications %>% 
  mutate(
    tweet_sentimentr_class = ordered(
      case_when(
        tweet_sentimentr_sentiment <= -0.1 ~ "Negative",
        tweet_sentimentr_sentiment >= 0.1 ~ "Positive",
        TRUE ~ "Neutral"
      ),
      levels = c("Negative", "Neutral", "Positive")
    ),
    tweet_flair_sentiment_class = ordered(
      case_when(
        tweet_flair_sentiment_confidence < 0.95 ~ "Neutral",
        tweet_flair_sentiment_value == "NEGATIVE" ~ "Negative",
        tweet_flair_sentiment_value == "POSITIVE" ~ "Positive"
      ),
      levels = c("Negative", "Neutral", "Positive")
    )
  )

tweet_classifications <-
  tweet_classifications %>% 
  left_join(
    tweet_classifications %>% 
      select(tweet_id_str, tweet_flair_e6c11m2_admiration:tweet_flair_e6c11m2_top_emotion) %>% 
      pivot_longer(
        cols = tweet_flair_e6c11m2_admiration:tweet_flair_e6c11m2_sadness,
        names_to = "emotion",
        values_to = "tweet_flair_e6c11m2_top_emotion_confidence"
      ) %>% 
      mutate(
        emotion = str_remove(emotion, "tweet_flair_e6c11m2_")
      ) %>% 
      filter(
        emotion == tweet_flair_e6c11m2_top_emotion
      ) %>%
      select(-emotion)
  ) %>% 
  relocate(
    tweet_flair_e6c11m2_top_emotion_confidence,
    .after = tweet_flair_e6c11m2_top_emotion
  ) %>% 
  left_join(
    tweet_classifications %>%
      select(tweet_id_str, tweet_flair_c6c12m1_commercial:tweet_flair_c6c12m1_top_context) %>%
      pivot_longer(
        cols = tweet_flair_c6c12m1_commercial:tweet_flair_c6c12m1_place_character,
        names_to = "context",
        values_to = "tweet_flair_c6c12m1_top_context_confidence"
      ) %>%
      mutate(
        context = str_remove(context, "tweet_flair_c6c12m1_")
      ) %>%
      filter(
        context == (tweet_flair_c6c12m1_top_context %>% 
          str_replace_all(" and ", "_") %>% 
          str_replace_all(", ", "_") %>% 
          str_replace_all(" ", "_"))
      ) %>%
      select(-context)
  ) %>%
  relocate(
    tweet_flair_c6c12m1_top_context_confidence,
    .after = tweet_flair_c6c12m1_top_context
  ) %>%
  mutate(
    tweet_flair_e6c11m2_top_emotion = if_else(
      tweet_flair_e6c11m2_top_emotion_confidence < 0.95,
      "uncertain", tweet_flair_e6c11m2_top_emotion
    ),
    tweet_flair_c6c12m1_top_context = if_else(
      tweet_flair_c6c12m1_top_context_confidence < 0.95,
      "uncertain", tweet_flair_c6c12m1_top_context
    )
  )
## Joining, by = c("tweet_id_str", "tweet_flair_e6c11m2_top_emotion")
## Joining, by = c("tweet_id_str", "tweet_flair_c6c12m1_top_context")

Counts

Sentiment analysis

tweet_classifications %>% 
  count(tweet_sentimentr_class) %>% 
  ungroup() %>% 
  mutate(perc = (n / sum(n)) * 100) %>% 
  kable()
tweet_sentimentr_class n perc
Negative 158949 18.70015
Neutral 304884 35.86921
Positive 386155 45.43064
tweet_classifications %>% 
  count(tweet_flair_sentiment_class) %>% 
  ungroup() %>% 
  mutate(perc = (n / sum(n)) * 100) %>% 
  kable()
tweet_flair_sentiment_class n perc
Negative 329944 38.81749
Neutral 272979 32.11563
Positive 247065 29.06688
tweet_classifications %>% 
  count(tweet_sentimentr_class, tweet_flair_sentiment_class) %>% 
  ungroup() %>% 
  mutate(perc = (n / sum(n)) * 100) %>% 
  kable()
tweet_sentimentr_class tweet_flair_sentiment_class n perc
Negative Negative 117571 13.832078
Negative Neutral 30496 3.587815
Negative Positive 10882 1.280253
Neutral Negative 136843 16.099404
Neutral Neutral 112252 13.206304
Neutral Positive 55789 6.563504
Positive Negative 75530 8.886008
Positive Neutral 130231 15.321510
Positive Positive 180394 21.223123

Topic modelling

tweet_classifications %>% 
  count(btm200bg_topic_sum_b, btm200bg_token10_sum_b) %>% 
  ungroup() %>% 
  mutate(perc = (n / sum(n)) * 100) %>% 
  arrange(-n) %>% 
  kable()
btm200bg_topic_sum_b btm200bg_token10_sum_b n perc
170 joy + tear + day + eye + smile + laugh + people + leave + roll + home 69916 8.2255279
188 day + smile + heart + eye + morning + love + hand + night + lovely + happy 40645 4.7818322
-1 31234 3.6746401
100 people + life + feel + love + lot + change + live + day + world + hard 29479 3.4681666
196 joy + tear + laugh + roll + floor + fuck + cry + skin + eye + tone 27065 3.1841626
38 fan + game + win + team + city + league + joy + play + club + tear 21332 2.5096825
28 laugh + cry + girl + loudly + loud + people + guy + gonna + mad + boy 19908 2.3421507
52 skin + tone + light + medium + hand + heart + smile + eye + sign + person 18274 2.1499127
25 smile + eye + heart + beam + grin + 3 + hand + slightly + roll + love 17933 2.1097945
74 tear + joy + cry + loudly + laugh + heart + loud + love + funny + skull 17345 2.0406170
13 joy + tear + laugh + loud + roll + floor + cry + loudly + person + wink 15240 1.7929665
104 cry + loudly + tear + joy + heart + smile + feel + weary + day + eye 14931 1.7566130
11 love + watch + play + live + night + song + fuck + life + people + wait 13974 1.6440232
37 goal + player + fuck + play + game + score + ball + world + win + penalty 13669 1.6081404
141 feel + bite + eye + hope + walk + head + leave + home + morning + day 13447 1.5820223
56 heart + love + red + smile + eye + xx + hand + hug + hope + blow 13353 1.5709634
89 team + amaze + award + proud + congratulation + fantastic + win + night + support + tonight 11749 1.3822548
95 event + day + meet + talk + forward + business + conference + support + team + excite 10739 1.2634296
197 change + learn + research + datum + plan + question + agree + uk + system + issue 10407 1.2243702
154 people + agree + brexit + lie + party + tory + absolutely + country + totally + bad 9990 1.1753107
5 people + read + word + tweet + question + bite + wrong + lot + opinion + answer 9758 1.1480162
50 heart + red + blue + green + purple + love + black + smile + eye + yellow 9680 1.1388396
102 lcfc + play + vardy + game + puel + player + season + start + team + goal 9047 1.0643680
8 skin + tone + medium + person + light + people + sign + day + female + feel 8859 1.0422500
73 win + game + league + final + cup + play + team + ball + world + season 8714 1.0251909
42 pay + people + uk + tax + sign + government + nhs + house + job + percent 8529 1.0034259
23 people + police + kill + law + child + stop + crime + call + woman + attack 8495 0.9994259
41 sign + person + skin + tone + medium + male + female + light + facepalming + shrug 8347 0.9820139
18 watch + film + movie + episode + love + series + tv + season + night + game 7676 0.9030716
107 smile + ball + soccer + blue + beer + mug + heart + clink + weekend + lovely 7376 0.8677770
55 twenty + thousand + saturday + friday + 7 + 8 + day + join + 2 + march 7345 0.8641298
30 thumb + skin + tone + light + medium + smile + eye + wink + hand + hope 7135 0.8394236
173 twitter + tweet + people + follow + account + remember + post + join + send + reply 7099 0.8351883
123 skin + tone + hand + light + medium + raise + fold + heart + victory + red 6939 0.8163645
34 sleep + night + tire + hour + bed + wake + day + morning + feel + shift 6834 0.8040114
164 vote + brexit + eu + leave + tory + union + labour + custom + deal + people 6829 0.8034231
15 music + song + album + listen + love + play + tune + hear + video + track 6463 0.7603637
191 amaze + love + beautiful + meet + day + absolutely + lovely + watch + hear + lady 6032 0.7096571
17 people + trump + labour + anti + racist + party + leave + corbyn + tory + wing 5946 0.6995393
157 fuck + mate + absolute + bite + love + call + proper + cunt + lad + watch 5927 0.6973040
117 cry + loudly + heart + red + laugh + god + break + love + miss + guy 5921 0.6965981
129 smile + chicken + cheese + salad + fry + potato + tomato + cook + food + eat 5802 0.6825979
26 roll + floor + laugh + eye + loud + cry + loudly + grin + fuck + dead 5655 0.6653035
53 laugh + loud + ass + xx + tweet + funny + fuck + lcfc + imagine + joke 4567 0.5373017
76 day + twenty + hour + week + ten + month + ago + minute + start + thirty 4523 0.5321252
54 kiss + mark + blow + heart + rise + smile + sweetie + babe + red + eye 4455 0.5241250
172 video + post + follow + link + check + youtube + instagram + love + page + photo 4449 0.5234192
118 send + call + service + phone + numb + customer + message + account + dm + receive 4258 0.5009482
149 buy + store + ticket + sale + free + offer + percent + shop + online + price 4075 0.4794185
2 mum + baby + dad + family + love + friend + child + day + kid + parent 4067 0.4784773
189 john + james + smith + tom + steve + chris + sir + paul + david + love + talk 4051 0.4765950
35 win + chance + prize + competition + love + awesome + enter + giveaway + fab + cash 4030 0.4741243
69 birthday + happy + day + cake + balloon + hope + party + gift + popper + shortcake 4008 0.4715361
78 box + fitness + professional + boxer + workout + kelton + boxercise4health + mckenzie + glove + active 3820 0.4494181
96 walk + centre + city + park + house + build + st + museum + beautiful + day 3815 0.4488299
93 chocolate + ice + bar + cream + cake + coffee + eat + tea + soft + milk 3669 0.4316532
21 book + read + write + love + theatre + story + art + film + brilliant + performance 3585 0.4217707
193 heart + sparkle + grow + beat + love + smile + revolve + eye + purple + blue 3549 0.4175353
162 hand + clap + skin + tone + light + medium + call + heart + dark + black 3535 0.4158882
136 train + service + london + east + station + midlands + shire + bus + city + morning 3534 0.4157706
110 phone + app + iphone + apple + video + laptop + samsung + computer + play + galaxy 3455 0.4064763
16 week + wait + book + day + holiday + excite + tomorrow + airplane + ticket + forward 3442 0.4049469
132 skin + tone + medium + dark + hand + raise + clap + fold + fist + oncoming 3315 0.3900055
97 hundred + thousand + sixty + million + twenty + forty + fifty + eighty + call + ninety 3282 0.3861231
10 fuck + shit + ass + people + bitch + real + im + unamused + gonna + talk 3245 0.3817701
83 wear + dress + store + shirt + shoe + colour + style + heart + top + naqshonline 3242 0.3814171
142 game + cricket + play + england + day + win + bat + bowl + match + county 3183 0.3744759
51 world + unite + england + cup + kingdom + uk + france + country + flag + live 2963 0.3485932
119 pout + fuck + angry + cunt + hell + shit + people + bastard + disgust + bloody 2900 0.3411813
40 write + read + start + book + exam + word + learn + finish + paper + day 2862 0.3367106
169 fox + blue + lcfc + heart + hand + soccer + ball + city + king + power 2834 0.3334165
67 god + fold + bless + jesus + family + prayer + day + hand + life + lord + peace 2820 0.3317694
128 tear + joy + im + fuck + bro + guy + nah + funny + life + joke 2817 0.3314164
82 sad + relieve + pensive + break + news + rip + hear + fold + family + heart 2724 0.3204751
200 school + session + day + centre + free + child + week + train + class + learn 2682 0.3155339
165 drink + beer + ale + pint + mug + nice + ipa + tropical + festival + pub 2676 0.3148280
29 2 + 1 + 3 + 0 + 4 + 5 + 6 + keycap + half + win 2647 0.3114162
64 girl + boy + sex + sexy + love + woman + lady + call + feel + naughty 2647 0.3114162
57 christmas + tree + santa + claus + merry + light + skin + xmas + tone + gift 2630 0.3094161
44 food + savor + eat + vegan + meal + restaurant + lunch + love + dinner + delicious 2590 0.3047102
20 listen + bbc + radio + news + parent + hear + talk + watch + tv + live 2488 0.2927100
7 road + lane + warn + traffic + close + park + flood + police + light + car 2410 0.2835334
152 car + drive + driver + bus + road + park + bike + ride + vehicle + taxi 2319 0.2728274
19 health + mental + people + issue + experience + valproate + call + support + autism + awareness + care 2282 0.2684744
75 player + play + maguire + start + sign + unite + transfer + season + arsenal + team 2179 0.2563566
58 glass + clink + bottle + pop + cork + wine + cocktail + beer + drink + mug 2170 0.2552977
59 nurse + nhs + care + hospital + staff + patient + day + team + doctor + service 2152 0.2531800
181 horn + sign + light + skin + tone + medium + smile + black + heart + eye 2106 0.2477682
31 party + popper + birthday + heart + happy + confetti + balloon + ball + eye + red 2026 0.2383563
143 student + graduation + cap + university + graduate + dmu + uni + degree + proud + congratulation 1902 0.2237679
156 album + today’s + song + gary + love + live + numan + play + vinyl + darshan 1899 0.2234149
85 loveisland + love + jack + alex + georgia + fuck + girl + laura + loveisiand + megan 1879 0.2210619
146 free + unitedkingdom + foodwaste + pret + chicken + baguette + sandwich + cheese + salad + ham 1870 0.2200031
72 snowflake + cold + snow + weather + winter + morning + warm + day + snowman + ice 1817 0.2137677
139 tongue + squint + wink + grin + ghost + zany + eye + smile + excite + happy 1792 0.2108265
114 water + plastic + air + clean + lot + love + oil + save + plant + fresh 1788 0.2103559
166 weight + gym + body + workout + muscle + leg + lose + exercise + lift + core + train 1768 0.2080029
79 smile + pig + moose + eye + heart + palette + shade + lip + lipstick + purple 1700 0.2000028
151 click + job + england + link + view + late + hire + engineer + apply + detail + force 1665 0.1958851
134 hot + beverage + mornin + wink + earlycrew + coffee + morning + tea + blow + kiss 1660 0.1952969
194 king + power + stadium + city + lcfc + shire + unite + algeria + football + ball 1583 0.1862379
199 sun + rain + umbrella + drop + cloud + weather + beach + day + summer + sunshine 1537 0.1808261
198 art + paint + artist + numb + gallery + contractor + artwork + piece + design + sketch 1533 0.1803555
175 monkey + evil + speak + heart + hear + smile + eye + red + love + blow 1507 0.1772966
108 tiger + rugby + football + clock + round + game + italy + pushpin + road + calendar 1506 0.1771790
147 woman + dance + tone + skin + light + medium + hand + heart + red + dark 1495 0.1758848
115 run + park + person + sign + morning + male + swim + victoria + walk + bike 1490 0.1752966
90 black + flag + white + lion + rainbow + square + triangular + england + ball + soccer 1452 0.1708259
33 mark + exclamation + double + ticket + speaker + volume + sell + fire + low + car 1389 0.1634141
92 vomit + nauseate + mask + medical + sneeze + feel + sick + bad + thermometer + confound 1384 0.1628258
120 box + fight + glove + british + tony + mckenzie + ballot + 90s + archive + light + night 1368 0.1609434
88 support + donate + raise + charity + uk + hospital + baby + donation + tweet + fundraising 1364 0.1604729
94 rise + shamrock + blossom + bouquet + tulip + cherry + fold + hand + hibiscus + india 1361 0.1601199
135 finger + cross + skin + tone + light + middle + medium + luck + christmas + hope 1358 0.1597670
125 percent + 100 + syringe + 10 + 50 + 20 + 19 + 18 + london + 22 1314 0.1545904
167 camera + photo + flash + shoot + photography + post + portrait + photographer + movie + model 1306 0.1536492
183 war + bush + hundred + oil + eleven + yemen + trump + american + company + bomb 1278 0.1503551
68 musical + note + score + microphone + headphone + guitar + hand + keyboard + song + music 1275 0.1500021
36 fire + collision + graffitiart + hot + urbanart + streetart + voltage + spraycanart + sprayart + fuck 1274 0.1498845
-1 joy + tear + heart + smile + eye + skin + tone + hand + love + laugh 1247 0.1467080
6 mark + check + heavy + white + cross + exclamation + heart + sign + win + box 1243 0.1462374
137 hair + colour + heart + wig + cut + mua + beautiful + balayage + lash + sparkle 1228 0.1444726
39 kadiri + news + highfields + evington + sweet + launderette + candy + unite + strawberry + chocolate 1172 0.1378843
81 star + strike + glow + day + amaze + war + review + sparkle + wow + pass 1165 0.1370608
63 royal + mix + match + range + collection + set + shop + gold + bag + earring 1161 0.1365902
144 sweat + grin + poo + pile + droplet + anxious + downcast + eye + shit + sky 1160 0.1364725
133 boris + johnson + minister + prime + tory + pm + michael + gove + sell + cabinet 1145 0.1347078
177 story + ship + file + love + toy + folder + character + sea + park + fall 1133 0.1332960
22 trophy + medal + tennis + basketball + 1st + sport + field + ball + rider + hockey 1131 0.1330607
186 flex + bicep + skin + tone + light + medium + day + gym + dark + wink 1093 0.1285901
121 thousand + eighteen + snooker + nineteen + photo + shoot + pro + mmandmp + twenty + seventeen 1080 0.1270606
70 dog + hamburger + pooch + spin + thepoochery + dry + puppy + love + boy + cow 1080 0.1270606
112 rocket + globe + moon + space + europe + africa + national + centre + americas + asia 1073 0.1262371
46 slightly + plead + frown + break + average + smile + miss + extremely + feel + greatly 1073 0.1262371
159 gt + lt + friend + 3 + live + girl + vibronics + people + whatsthebigmistry + takeover 1069 0.1257665
158 head + explode + bandage + speak + day + brain + mind + haq + overthink + hurt 1060 0.1247076
163 tonight + live + night + comedy + direct + 10pm + 8 + 8pm + hit + gmt 1059 0.1245900
91 print + paw + miniature + cute + fimo + pig + pet + guinea + unicorn + jar 1039 0.1222370
14 boutique + nims + online + percent + shop + sale + twelve + store + jewellery + 6pm 1021 0.1201193
130 hundredth + mile + endorphin + endomondo + finish + run + thirty + walk + twenty + fifty 1003 0.1180017
160 jack + lantern + skull + halloween + ghost + clown + spider + happy + crossbones + web 969 0.1140016
187 mouth + symbol + hand + fuck + zipper + frown + expressionless + pout + hate + nose 969 0.1140016
61 leaf + dash + green + clover + wind + tree + fall + easter + chick + hand 961 0.1130604
84 mi + ah + dem + di + fi + yuh + nuh + gyal + ting + life 957 0.1125898
116 race + horse + chequer + flag + crown + spain + winner + god + motorcycle + congratulation 913 0.1074133
43 key + snake + lock + kill + gameofthrones + san + battle + king + jon + call 904 0.1063544
45 tattoo + ring + bride + veil + wed + dragon + piece + studio + bell + start 896 0.1054133
60 love + list + ant + dead + watch + hero + im + anne + dec + numb 886 0.1042368
195 test + pass + congratulation + drive + attempt + ooh + wowowow + fault + minor + tube 864 0.1016485
178 de + montfort + hall + university + dmu + town + statue + thousand + otd + joseph 861 0.1012955
127 road + pizza + london + le2 + blend + forty + passion + hindbar + takeaway + hind 858 0.1009426
99 cat + call + dog + kitty + animal + thousand + eleven + iphone + mtkitty + love 856 0.1007073
124 live + uk + tour + ticket + concert + arena + thousand + birmingham + night + london 850 0.1000014
77 button + music + gig + night + cafe + drum + play + bright + band + guitar 844 0.0992955
3 golf + hole + club + flag + hat + junior + day + play + height + captain 842 0.0990602
138 india + pm + fold + hand + pakistan + sri + create + indian + congratulation + hindu 821 0.0965896
106 car + police + light + alert + ticket + collision + officer + voltage + fire + day 814 0.0957661
185 circle + red + blue + white + black + ball + soccer + 0to100returns + diamond + djfestlei 814 0.0957661
48 sign + bin + litter + petition + stop + save + wastebasket + share + trash + ni 814 0.0957661
190 fish + line + electric + pole + plug + wash + machine + picket + catch + chip 809 0.0951778
71 fear + scream + god + call + worry + black + wow + luck + purple + rainbow 809 0.0951778
131 excuse + gesture + wat + person + ju + ah + guy + love + yoh + coz 800 0.0941190
80 read + article + daily + pro + mail + academic + paper + news + survey + eu 786 0.0924719
161 index + backhand + tone + skin + medium + light + dark + leave + fox + lcfc 782 0.0920013
111 japan + retweet + support + dan + follow + attempt + banzai + inspirationnation + pc + idol 737 0.0867071
87 south + west + africa + african + nigeria + zimbabwe + jamaica + north + ham + country 729 0.0857659
168 tower + resort + family + romance + alton + ride + love + story + park + read 714 0.0840012
109 ambulance + harry + prince + royal + antigua + barbuda + meghan + potter + nightshift + princess 711 0.0836482
180 gift + wrap + christmas + im + love + santa + ive + box + deer + list 711 0.0836482
113 design + shop + retail + store + hammer + cbd + print + net + tech + brand 699 0.0822365
98 upside + banknote + flush + pound + grimace + dollar + spaghetti + euro + bag + yen 677 0.0796482
4 smile + sunglass + smirk + hand + cool + sun + yonex + eye + fire + awesome 675 0.0794129
150 pride + rainbow + lgbt + parade + lgbtq + gay + white + victoria + park + shire 672 0.0790599
182 trade + close + short + sell + loss + profit + buy + price + stop + forex 670 0.0788246
101 hug + wed + venue + decor + hundred + dj + thevenue + repost + image + event 657 0.0772952
171 ha + holistic + simply + health + heal + bulldog + magickal + smp + therapy + wink 652 0.0767070
65 ho + whoop + route + en + jane + leo + hey + sing + bet + xfactor 648 0.0762364
153 reminder + friday + tribute + findom + night + quick + stevie + rt + paypig + cashmaster 642 0.0755305
140 zany + gin + pub + ukpubs + low + tonic + alcohol + revolution + ultra + beer 636 0.0748246
179 nose + steam + zzz + fuck + whyisthat + ffs + day + sleep + sleepy + bowl 629 0.0740010
27 original + poster + kit + ready + monster + nike + mutant + post + fanatic + buy 605 0.0711775
176 arrow + craft + card + curve + cute + decorate + greet + bear + embellishment + cardmaking 598 0.0703539
66 weary + astonish + cat + super + god + treat + fold + chance + amaze + win 592 0.0696480
86 fist + oncoming + collision + skin + tone + light + medium + sunglass + bro + smile 588 0.0691774
148 la + soul + tenth + london + minus + el + hiphop + jazz + rnb + patriot 583 0.0685892
9 kitchen + knife + wave + water + architecture + fork + bye + interiordesign + plate + buildingibd 577 0.0678833
126 perform + dance + dizzy + art + ear + burlesque + skytribe + bunny + belly + night 563 0.0662362
49 oadby + meet + cyclone + community + detail + morning + dementia + wigston + ganga + support 537 0.0631774
174 wall + print + video + 3d + bespeak + mural + wallpaper + amaze + art + photo 532 0.0625891
155 goat + allah + muslim + sha + islam + ma + adam + al + salah + fast 531 0.0624715
12 duck + bounce + bob + dylan + golden + lebron + trident + jet + era + step 502 0.0590597
145 beard + barber + pole + fine + thebeardedrapscallion + ayston + massage + road + cut + scissor + shave 461 0.0542361
184 stone + gem + head + spot + doo + speed + photo + location + shark + knot 451 0.0530596
47 12pm + lunch + till + menu + restaurant + tawa + chinese + late + 4pm + indo 440 0.0517654
103 stick + drool + sticky + gimme + head + pum + tenth + tongue + upd + tooth 433 0.0509419
192 djing + djrupz + stunt + party + highlight + david + birthday + readytorock + surprise + rock 418 0.0491772
32 orange + diamond + nail + biking + polish + gelnails + cycle + minibikers + tangerine + letsride 416 0.0489419
62 nottingham + thousand + fair + goose + exposure + seventeen + eighteen + longexposure + goosefair + photography 414 0.0487066
122 lorry + articulate + wink + mornin + truck + honk + option + phase + alignment + delivery 410 0.0482360
24 suit + week + cocktail + shooter + island + fantasy + geekycocktails + drink + giffardliqueurs + tropical 387 0.0455301
105 reddeadonline + reddeadredemption2 + rdr2⁠ + rdo + wolf + ps4share + flower + vgpunite + wilt + rise 347 0.0408241
tweet_classifications %>% 
  count(trans_umap_hdbscan, trans_umap_hdbscan_tfidf10) %>% 
  ungroup() %>% 
  mutate(perc = (n / sum(n)) * 100) %>% 
  arrange(-n) %>% 
  kable()
trans_umap_hdbscan trans_umap_hdbscan_tfidf10 n perc
-1 NA 358431 42.1689483
1016 laughing + people + loud + fuck + shit + brexit + feel + life + agree + yeah 61392 7.2226902
906 question + fuck + happened + surely + people + whats + hey + tickets + hell + laughing 26885 3.1629858
543 lcfc + league + players + goal + game + player + liverpool + season + win + fans 23676 2.7854511
765 sleep + tired + feel + wanna + laughing + hate + bed + cold + loud + imagine 12819 1.5081389
458 laughing + loud + funny + fuck + ha + guy + laugh + bro + nah + wat 12138 1.4280202
362 bro + mate + congrats + luck + congratulations + cheers + legend + birthday + topman + happy 11955 1.4064904
504 agree + people + eu + brexit + labour + understand + yeah + wh + vote + opinion 11526 1.3560191
346 laughing + loud + funny + ass + imagine + laugh + fucking + literally + haha + mate 8672 1.0202497
802 liverpool + league + lcfc + goal + arsenal + game + spurs + player + win + season 7603 0.8944832
984 hope + xx + congratulations + luck + forward + glad + mate + lovely + xxx + enjoy 6863 0.8074232
633 sweetie + lovely + happy + love + awesome + hope + amazing + congratulations + enjoy + xx 5827 0.6855391
1283 king + newprofilepic + post + filmsthatarecriminal + link + found + animal + goat + legend + video 5708 0.6715389
333 laughing + loud + people + girls + guess + fuck + ffs + wrong + shit + stop 5701 0.6707154
527 mate + yeah + laughing + crapfactor + agree + cunt + fuck + loud + true + shite 4960 0.5835376
510 congratulations + luck + forward + wait + hope + brilliant + amazing + xx + congrats + haha 4383 0.5156543
835 fuck + laughing + loud + happened + hell + wrong + tf + whats + people + actual 4057 0.4773009
0 choose + lord + question + visit + person 3777 0.4443592
251 boxer + kelton + boxing + fitness + boxercise4health + workouts + professional + mckenzie + workout + active 3727 0.4384768
374 ket + laughing + loud + girl + bitch + guy + words + gonna + fuck + shut 3335 0.3923585
456 god + laughing + loud + crying + nah + heart + soo + cry + sad + fuck 2958 0.3480049
869 laughing + true + sounds + loud + waiting + bit + yah + ass + damn + wee 2795 0.3288282
722 laughing + loud + ass + funny + crying + triggered + fam + honestly + mad + nah 2593 0.3050631
520 agree + mate + true + yeah + bot + sadly + read + cheers + wrong + beef 2525 0.2970630
726 tea + chicken + milk + chocolate + cheese + juice + drink + water + coffee + chips 2469 0.2904747
1196 fucking + forreal + fuck + blimey + hat + britishmovielocations + legend + bit + boy + correct 2391 0.2812981
1480 kingdom + united + park + abbey + victoria + city + cathedral + leicestercity + leicestershire + highcross 2303 0.2709450
779 cute + beautiful + smile + sexy + love + m’a + baby + cutie + boy + god 2269 0.2669449
175 ha + doo + aww + cute + ah + love + god + babe + baby + myoddballs 1956 0.2301209
911 naqshonline + store + dresses + womenswear + colours + dress + nims + boutique + glitter + online 1863 0.2191796
831 pay + buy + expensive + afford + spend + sleep + awake + spent + paid + cash 1844 0.2169442
856 announce + deffo + hushhush + bants + stop + yeah + gary + kremmos + bottom + fuck 1808 0.2127089
600 beautiful + babe + gorgeous + sweetie + cute + soo + god + love + sexy + wow 1658 0.1950616
535 thousand + hundred + nineteen + eighteen + twenty + ninety + thirty + seventy + forty + hundredths 1541 0.1812967
612 laughing + loud + haha + funny + mate + yeah + tears + nah + people + tweet 1529 0.1798849
514 explain + question + fancy + proof + surely + tickets + uk + talking + mate + erm 1524 0.1792966
3 aigust + pride + leicesterpride + lgbtq + victoria + nineteen + kingdom + park + thirty + united 1423 0.1674141
1380 road + fire + lane + police + collision + traffic + rtc + closed + officers + junction 1312 0.1543551
627 awesome + bewitchingly + blair + stunningly + beautiful + weird + wow + wcw + final + eurovision 1300 0.1529433
615 word + doo + words + phrase + called + fuckmice + knobbing + kill + nah + fuck 1242 0.1461197
16 consulte + recycles + curious + insufficient + refilled + transferwindow + meaning + shocked + begins + search 1226 0.1442373
459 sweetie + gorgeous + babe + boo + stunning + xx + birthday + mornin + love + happy 1202 0.1414138
433 laughing + loud + laugh + ass + dead + fuck + hilarious + funny + loveisland + funniest 1180 0.1388255
1569 parcel + customer + delivery + service + delivered + refund + received + account + card + app 1154 0.1357666
1311 niggas + disgusting + mad + tweet + funny + town + thread + pregnant + scary + shit 986 0.1160016
941 investment + findom + offering + nt + people + failing + app + frds + read + cashmaster 980 0.1152957
486 love + beautiful + heart + bro + proud + stunning + baby + rip + girl + hearts 955 0.1123545
405 hiring + laughing + loud + haha + creeps + tatws + manufacturing + god + england + liftgate + skybynumbers 940 0.1105898
613 ha + haha + blue + yeah + loud + laughing + beep + bet + game + greeny 908 0.1068250
577 ff + followfriday + posted + photo + practiceing + practice + tonight + eighth + derby + atm 873 0.1027073
1462 store + preorder + grab + win + sale + copy + chance + pop + enter + edition 868 0.1021191
616 someone’s + everyone’s + somebody’s + ha + destiny’s + daughter + man’s + nje + tryna + mcm 855 0.1005897
1590 whyisthat + unhelpful + government + people + system + society + poor + reported + poverty + evidence 838 0.0985896
1718 donate + fundraising + raising + charity + event + congratulations + justgiving + team + graduate + student 819 0.0963543
258 gt + lt + friends + girls + sex + cte + knowing + energy + smalling + babes 796 0.0936484
798 weather + cold + snow + middle + rain + wind + o’clock + snowing + england + hot 791 0.0930601
1008 ha + fyha + eurovision + nigga + kane + nom + yeah + willetts + wait + jeremykyle 782 0.0920013
1632 cookie + details + tickets + evening + duffys + saturday + thursday + friday + camp + event 780 0.0917660
62 england + threelions + coming + home + itscominghome + wales + scotland + worldcup2018 + george’s + lads 778 0.0915307
1037 goosebumps + limbs + pum + bin + beauty + respect + dick + yh + childish + milner 742 0.0872954
354 goam + spain + motorcycle + topman + king + congrats + mate + luck + god + bud 720 0.0847071
17 awesome + awespome + spooner + mvouchercodes + chillaxing + cx + nin + loll + medium + 10pm 708 0.0832953
1140 cute + nice + meow + sounds + gorgeous + awesome + heh + amazing + retweet + wow 704 0.0828247
540 lcfc + liverpool + spurs + goal + league + penalty + players + player + arsenal + chelsea 684 0.0804717
438 moose + pig + 30daysofhappiness + morning + happy + lips + lippy + anniversarykudos + breakie + wakey 680 0.0800011
1271 7daybookchallenge + video + plough + stunts + simplymagickal + magickal + polarv800 + check + stuntman + truppr 643 0.0756481
678 winitwednesday + beautiful + yummy + freebiefriday + giveaway + forever + competition + sunday + horny + love 595 0.0700010
1577 pay + moneym + income + people + nhs + system + eu + buying + cuts + data 579 0.0681186
1074 wait + excited + tomorrow + awesome + night + tour + vote + haha + rebelhearttour + gonna 578 0.0680010
689 loveisland + loveisiand + corrupt + georgia + establishment + laura + alex + megan + immigration + dani 578 0.0680010
269 awesome + kev + cheers + brilliant + cool + mate + inspirationnation + nice + spot + call 556 0.0654127
1653 meeting + fantastic + students + event + session + support + forward + wonderful + charity + lots 552 0.0649421
1064 ting + atozquiz + sh + iconic + innit + putafilmonabudget + shurrup + wimp + chaldish + anyting + farst + forzaferrari + gursimrans11 + heatradiospringclean + kicky + labrawn + quim 547 0.0643538
400 hows + evenin + hey + morning + coping + feeling + britsliampayne + how’re + salamz + buddy 546 0.0642362
423 merry + christmas + xmas + eve + christmasjumperday + happy + 12daysofchristmas + wishing + guys + santa 545 0.0641186
337 mood + nims + boutique + thread + breathes + brain + current + rasier + lucy + year’s 544 0.0640009
1444 agree + ilovegodbecause + tweet + loud + laughing + spiritual + honest + dont + pisses + milf 537 0.0631774
1230 posted + photo + fridayreads + woolaston + takeacartothemovies + soundcloud + au + photos + filmswithbodyparts + couldnt 532 0.0625891
1066 chicken + garlic + salad + cheese + fried + rice + spinach + potatoes + potato + salmon 523 0.0615303
611 question + innit + ei + coronationstreet + dying + adam + hush + ya + song + unis 516 0.0607067
1221 attacked + confused + sick + feel + life + personally + im + identify + gonna + wanna 514 0.0604714
644 theon + fuming + fuck + sparking + ffs + disrespected + galoob + haikyuu + downsides + loudness 507 0.0596479
720 laughing + loud + ass + brilliant + hilarious + fucking + lool + init + cap + yeah 504 0.0592950
1465 highcross + troupers + 9 + 6 + racecourse + djrupz + lcfc + montfort + academy + city 500 0.0588244
250 gym + strong + leg + training + abs + nffc + stronger + bro + body + session 498 0.0585891
1115 loud + laughing + jeremykyle + boom + cbb + ryan + yoots + fuck + worse + ronnie 495 0.0582361
567 xx + congratulations + enjoy + wishing + fab + congrats + hope + day + enjoyed + glad 493 0.0580008
1356 account + app + parcel + delivered + mobile + online + contact + delivery + payment + received 491 0.0577655
1148 books + shook + mars + triggered + birds + salty + harsh + stylish + recycling + teamwork 485 0.0570596
746 christmas + sad + rip + news + peace + hear + family + prayers + passing + rest 484 0.0569420
1353 sleep + gym + hair + bed + wanna + wait + tomorrow + wake + hours + tired 475 0.0558831
1362 hate + people + arsed + friends + laughing + feel + watch + loud + videos + wanna 472 0.0555302
290 zim + oohnice + pdl + 5’7 + laughing + bathong + yoh + loveisland + fell + gyal 466 0.0548243
690 congratulations + congrats + malawithewarmheartofafrica + bless + morning + highflyingbirds + love + aww + aw + wowowow 466 0.0548243
687 brexit + tories + election + labour + leave + deal + tory + vote + eu + remainers 464 0.0545890
685 alright + hun + horny + mate + babe + wanna + xxx + xx + pls + fancy 459 0.0540008
481 love + yourii + heart + selfievirgin + babe + baby + bro + beautiful + follow + promise 451 0.0530596
898 shoes + wears + hope + wear + understand + pants + socks + shirt + jeans + hair 445 0.0523537
1532 otd + morning + yesterday + morningmotivation + meeting + amazing + evening + fantastic + students + day 439 0.0516478
547 merry + christmas + mother’s + happy + mubarak + father’s + eid + ramadan + mothers + allah 435 0.0511772
737 dm + send + xx + message + txtin + rose + tree + factory + msg + details 433 0.0509419
185 del + britain’s + whoop + info + luck + mornin + theory + pic + buddy + cheers 427 0.0502360
378 birthday + happy + xx + anniversary + xxx + bday + bro + pride + lanky + xo 421 0.0495301
1200 jeremykyle + rip + david + beckham + george + harry + cody + neil + cramer + wanker 420 0.0494125
569 birthday + happy + smashing + boo + b’day + day + belated + aliaarmy + congratulations + queen 416 0.0489419
513 xx + xxx + count + babe + awesome + congratulations + earlycrew + chance + thankyou + happy 412 0.0484713
209 weekend + lovely + wonderful + brill + xx + hope + heike + caitlin + christine + gilbert 410 0.0482360
321 dearest + morning + jai + bhai + har + bless + sister + shree + mahadev + family 404 0.0475301
1468 official + video + music + ft + feat + 2funky + forward + museum + prod + audio 395 0.0464712
985 dal + kev + luck + snow + chips + enjoy + rain + awesome + onepiece + brilliant 391 0.0460006
747 commented + rg18 + thankss + cunts + bro + scumbag + yeah + heart + 21.48 + ancestral + chatrier’s + fuckk + hailtothekingbaby + lookfabinwhite + manspreader + moocs + petti + prerecording + ripharley + ripharleyrace + scottland + shxtting + teejayx + thickems + tunnelbhands + yaard 390 0.0458830
49 awesome + prize + treat + won + super + chance + crayfish + foodwaste + avocado + unitedkingdom 388 0.0456477
322 birthday + enjoy + happy + bhai + sweetie + sis + love + roommates + lovely + shree 387 0.0455301
1650 click + view + morrison’s + charade + bus + heels + surgery + ohuaye + sigmundfreud + vet’s + worricker 386 0.0454124
1483 kingdom + united + boxed + park + abbey + cathedral + bar + venue + city + funs 385 0.0452948
431 ffs + westlife + god + pls + keto + presale + netflix + shift + mornin + weeks 384 0.0451771
253 fucking + preferential + hell + fuckin + hiring + treatment + eu + recommend + push + wake 382 0.0449418
36 darshan + today’s + yesterday’s + inlaws + pakistan’s + generosity + camrgb + 3eh’s + bhud + dipti + freestone + humbostem + imparts + notdrunk + partha + pujari + putfootballinafilm + say’zindagi + suryanamskar + swastikas + unibond + younge 381 0.0448242
775 beautiful + stunning + xx + babe + pic + awesome + gorgeous + xxx + ha + congratulations 381 0.0448242
284 win + love + oooh + wow + xx + prize + nephews + xxx + copy + nieces 380 0.0447065
350 congratulations + congrats + clap + rl + quality + yey + goal + team + luck + effort 373 0.0438830
884 geekycocktails + giffardliqueurs + nims + boutique + shooter + cocktail + cocktails + leicestercocktails + bluecuracao + decor 365 0.0429418
407 kadiri_news + highfields + evington + kadiri + sweets + leicesterhairstylist + kadiri_newsagents + leicesterhairdresser + darissa_hair_mua + tagyourtalent 355 0.0417653
1057 album + song + funniest + whitest + mathematicalsongs + bangers + relatable + tune + music + slaps 348 0.0409418
1546 details + afda + ales + apply + welford + gallery + rfc + art + stadium + join 347 0.0408241
1322 rollercoaster + bredrin + unborn + sums + weak + sorta + life + yeah + wallah + meant 346 0.0407065
230 wink + caribbeans + swaminarayan + percent + shree + girlfriends + ffs + bidded + bignosed + chatsh + coram + dearmetenyearsago + did’nt + edgeley + flocons + granville + hatefuck + high15 + igy + intaking + leer + martinique + nodss + nomoretweetingforme + puricia + shaan + t’is + tgetbanged + toiletry + toothpicky + transiti + unlungu + usury + zonefacelift 346 0.0407065
1288 crying + dying + attacked + heartbroken + feel + gonna + dead + atm + tears + jug 340 0.0400006
507 ahem + yep + ha + gobble + honk + demarai + cowboy + nice + im + ht 340 0.0400006
1692 people + question + daudia + tweet + ashwin + blatantly + chucked + excuse + mediate + sensed 337 0.0396476
1399 picit + friends + trust + disagree + amount + highly + mums + yeah + captured + kmt 336 0.0395300
262 sigh + laughs + hugs + shakes + insert + sighs + mutes + grunt + deletes + waves 336 0.0395300
390 fuck + ha + yeah + tlof + moggy + guy + 7️⃣ + bayfield + clairvoyant + cout + ellas + geert + lg’s + maracana + mathanda + mthande + prewarned + ramazan + rimmo + spursday + taqqiya + today.brilliant + wiggo + witherspoon’s 336 0.0395300
351 drinking + boar + wetherspoon + ale + beer + stout + plantagenet + porter + camra + humberstone 334 0.0392947
60 posted + kingdom + united + photo + photographs + granite + driveway + qatar + photos + image 333 0.0391770
843 luck + news + pinkmagazine + ruti + xx + thankyou + 60m + cinamoncat + woohoo + johnny 328 0.0385888
1297 umar + vigil + masjid + otd + fog + reel + lid + night + 50shadesofgrey + gbkburgers 327 0.0384711
1400 heard + remember + watched + cried + dashboard + people + jarring + moto + leifle + understanding 325 0.0382358
1486 ams + property + wadkinbursgreen + brett_pruce + tigers + moulders + kingdom + stadium + leicester’s + united 325 0.0382358
1093 cunts + nigga + thearchers + worldmapsongs + thechase + wankers + bastards + mare + braindead + fuck 323 0.0380005
716 dms + dm + check + gardening + 8yearsofonedirection + link + send + 8yearsof1d + 8yearsonedirection + bedding 323 0.0380005
752 trump + government + tax + fisa + president + claims + eu + costofbrexit + fiasco.and + uk 322 0.0378829
463 jesus + christ + wept + win + lord + cute + sweet + xx + fucking + gabriel 320 0.0376476
711 yummy + delicious + tasty + incoming + dilly + tryna + snooze + nice + evenin + bank 319 0.0375299
530 otd + thousand + hundred + nineteen + twenty + jingly + seventy + eighteen + eighty + sixty 318 0.0374123
1104 amazing + ha + nekkid + fantasticbeasts + cute + hero + wow + liar + abbasback + andrewlincoln + canthandlethetruth + dudeperfect + fieryfriday + goodlad + gotmykeys + grosbeak + henson + holz + johnnfinnemore + loadofbollox + loveyourgarden + notanewmanager + notaplonkeranymore + oversocks + perdoobliable + personauknumber1 + phooey + pinni + practicaltheology + reincarnate + rickgrimes + seductionvalentine + sh1thousery + shooked + standardsstandards + topboynetflix + troublefollowsme + universeboss + vellos + wallisweekend + wokeup 316 0.0371770
1730 elected + labour + government + political + eu + brexit + people + party + tory + racist 316 0.0371770
1674 hospital + drunk + memories + kuli + wisp + kindness + coursework + creates + heigh + wi 313 0.0368240
1087 mondayiscoming + enjoy + aural + image + images + love + fab + dice + photos + sax 312 0.0367064
164 trade + closed + usdcad + usdchf + profit + forex + trading + audusd + eurchf + loss 311 0.0365888
1310 hilarious + stan + funny + funnier + jokes + lit + finest + hahaha + laura + dead 310 0.0364711
1278 pooper + riddems + suppl + pubs + 3gs + mbc + rent + offering + investigation + masked 308 0.0362358
491 cutie + count + prize + xx + luck + wow + oooh + yummy + thankyou + xxx 308 0.0362358
1332 attacked + cry + feel + life + wanna + rt + bcoz + flexible + people + violated 304 0.0357652
144 brill + weekend + lovely + hope + steve + craig + jak + ray + karl + david 303 0.0356476
1169 shadders + makemenervousin5words + uta + caught + worse + incoming + nowt + whoop + a’brewin + barnacles + brokenvows + bullys + carvwol + chatshit + clockey + coolasfuck + disconnects + don‘t + ejaculatory + electrically + glovlei + gownage + gradations + halamadridynadamas + hfq + honezly + ipods + lovage + meloney + nightcrawler + orangearmy + phewmin + poznan + punya + putafootballerinasong + soutot + supportstaff + t’county + thebay + thwiate + tm’s + townie + travellight 301 0.0354123
1654 students + meeting + workshop + team + session + fantastic + insight + britian + username’s + event 300 0.0352946
659 love + exciting + pies + proud + delicious + cake + fine + xx + pricilla + tomorrow 300 0.0352946
1361 hate + life + cry + swear + wanna + ive + feelings + pain + conversations + feel 297 0.0349417
413 petition + sign + parliament + uk + government + stop + save + mp + ban + sekondawatches 297 0.0349417
496 wren + teamuhl + forward + sweetie + wait + pleasure + lovely + aww + amusez + at’cha + bellas + cherrington + eastmidlandsengine + hmos + k9 + kward + ladiesinred + my2faves + nixie + raakhee + smili + sofiane + twab + vsphere 296 0.0348240
1075 ratings + cool + boom + ales + beauty + jump + controller + awesome + ag2r + autumncolour + boabie + busyliving + chccyafest + clumpy + cometigers + desmonds + exfactor + flywithbrookside + funkier + greatline + greenasabean + hammbo + hehehehehe + hellotohalifax + howtotrainyourdragon + interpreter + lavercup2018 + norestforthewicked + onepiece20 + originaljam + partyanimal + rapidcharge + slurm + snakepass + takeheraway + tanx + tee’s + thass + translater + uncis + whayy + worhol 295 0.0347064
1690 told + alcohole + fate + fear + cbd + ago + volume + ye + poisonous + snort 295 0.0347064
931 pray + account + leave + delete + tbf + agree + praying + tut + zimbabwe + heyy 294 0.0345887
553 hope + xx + xxx + love + recovery + feel + sorted + awh + glad + follow 292 0.0343534
1291 uni + wanna + walk + marry + excited + im + phone + library + laughing + baby 290 0.0341181
499 aw + amazing + congratulations + pleasure + appreciated + judith + girly + lovely + aww + miss 289 0.0340005
1624 agree + sense + bilal + zooming + puel + ds + fit + speak + person + makes 285 0.0335299
1386 women + trash + people + crazy + girls + mad + evil + boys + theory + freaks 283 0.0332946
1077 wakaze + bhutan + mamsha + flight + austere + wexmondays + marco’s + feedback + crypto + demolition 282 0.0331769
1614 dsusummerball + noms + team + britishbasketball + award + forward + blend + siren + luck + event 282 0.0331769
705 xx + sexy + babe + nipples + gorgeous + nice + tempting + wow + darling + cheers 282 0.0331769
1364 laughing + loud + watching + assaulting + mumford + love + watch + swear + watched + unironically 281 0.0330593
1265 awake + nap + sleep + muff + weight + bed + eat + drinking + roast + nights 280 0.0329416
1331 plead + yeyi + hai + forgive + mum + diagnosed + dont + type + gut + feelings 279 0.0328240
1490 leicestershire + burlesque + artsy + chicas + tribalfusion + skytribe + locas + art + stadium + burlesquetroupe 278 0.0327063
888 luck + cinnamoncat + yay + aww + johnny + proud + xx + team + xxx + congratulations 277 0.0325887
206 foodwaste + unitedkingdom + free + chicken + pret + baguette + protein + salmon + avo + salad 275 0.0323534
444 fearless + lcfc + foxesneverquit + foreverfearless + befearless + foxes + foxesunleashed + fox + filbert + ricky 275 0.0323534
1425 echo + understood + read + heard + honest + sis + inappropriate + idea + blame + louder 272 0.0320005
446 fire + word + applicable + ggas + griggs + lit + nigga + hebraic + omfds + omds 270 0.0317652
1348 uni + wanna + life + breathe + psfour + boyfriend + tweeting + car + feel + honestly 269 0.0316475
841 pink + colours + rf + calmed + agree + gifs + rebecca + answercto + autoco + barbrawl + batti + britainslostmasterpieces + burin + crumby + drakefell + goust + hallers + ihearttattyteddy + kuffar + meninist + mosli + novelist’s + rembrandt + spamforbrains + tweetit + whishaw 269 0.0316475
847 poptart + blue + horny + read + controversy + nets + badrhino + btwx + filtresàselfiecanadiens + fuckedontherocks + fums + happyfinaltransferday + kind.x + lokso + makeasongdrunk + megapixel + orangeade + shitall + somelovelyquotes + teamedward + tolateraled + trademarked + unbanned + witt 269 0.0316475
1015 n’night + blooms + bed + enjoy + snow + forward + glad + hues + day + beautiful 267 0.0314122
1198 guy + morata + bring + omds + overpowered + bloke + boku + neymar + 2k18 + roddy + strain 267 0.0314122
1506 forge + dragons + kingdom + united + koi + tattoo + sarangichillout2 + studio + sleeve + leicestershire 267 0.0314122
91 cheers + capes + losange + wear + hero’s + foodwaste + heroes + baked + unitedkingdom + stone 267 0.0314122
1304 bbc + news + police + petition + jailed + pensioners + deepfake + deforestation + xkam.billa.toorx + yangyang 265 0.0311769
1052 changer + tvormoviesynonyms + watermusic + beggy + ere + weirdo + boy + ntas + truth + naughty 264 0.0310593
1626 exhibition + rcslt + event + apply + join + hall + art + ninth + local + assista 264 0.0310593
574 birthday + happy + hope + xx + day + xxx + lots + boo + blessings + belated 264 0.0310593
1409 harrassed + people + spielberg + laughing + love + masturbate + loud + age + hate + names 263 0.0309416
537 thousand + hundred + nineteen + eighteen + hundredths + twenty + ninety + thirty + eighty + seventy 262 0.0308240
1164 ha + ready + hai + pooch + curve + brilliant + haha + agree + verse + fabulous 261 0.0307063
1560 disrupts + macan + partri + health + people + conversation + excerpts + academics + 20m + thefts 261 0.0307063
381 moose + pig + necklaces + earrings + tikkas + royal + tigers + collection + tigersfamily + velvet 261 0.0307063
1091 nigga + thearchers + surbhi + guy + nosurbhinoishabaz + gravy + imaceleb + keef + lil + bitch 260 0.0305887
1502 awards + luck + congratulations + winning + juniors + junior + women’s + teams + cricketers + night 259 0.0304710
1616 toy + ago + watched + meds + hip + months + story + days + frankel + watchi 259 0.0304710
397 mi + nuh + dem + di + yuh + fi + ah + mek + seh + inna 259 0.0304710
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1109 uni + assignments + antarctic + badluckcharm + brutalist + dankest + laminitic + rich + biochemistry + shibden + unnaturally + wdyd 51 0.0060001
1199 5ft8s + bnard + gurlez + heartbreaks + huhne + intead + itvin + llloris + ooft + playerpower + screenwriting + soat 51 0.0060001
1228 ashley + applicable + criminalresponsibility + davro + grizzly + idrees + laminators + member’s + sanderful + zeitgeist 51 0.0060001
1246 foreals + sugalumps + revengeissweet + mood + gassed + habitat + confront + minnie + followthefoxes + morning 51 0.0060001
1260 alliancesurge + anglicised + bolloks + crypt + lyles + cranes + kem + facists + varda + blusher + shoehorn 51 0.0060001
1274 ezone + glutenfree + vegan + coffee + free + store + highcross + gluten + iced + stocking 51 0.0060001
1285 choking + uou + jambalaya + annoyed + kickstarting + ugh + irritable + shakers + iccworldcup2019 + squealing + wager 51 0.0060001
1337 wait + sleep + divisionala + mywinterinparisregion + waris + amsterdam + weeks + cheesefest + gopats + nighters 51 0.0060001
1378 wave + sea + bastard + 3xa + serums + taxidermists + theroar + surprised + pandoras + sandown 51 0.0060001
1383 alisons + maam + the100 + weekend.come + odaat + crapping + earpers + hideout + quitter + cite + oman + perm 51 0.0060001
1395 paranoia + gsm + ridens + yall + courtoisthesnake + ascertain + deaded + prostituting + slums + davidattenborough 51 0.0060001
1455 centre + city + art + tigers + 2bs + 68thmissworld + advantageous + bitchass + bythethroat + charlt + craigtatt1975 + diagcon + dialectquiz + diggininthecrates + djabilities + eyedeaandabilities + imaround + instablogger + lancers + loughboroughsport + michaellarson + mixtapedjs + mr_granger1 + multifaith + northernlass + opentothepublic + philwarrington + pierreliggett + rceinengland + revl + scotty_g_18 + sept2018 + thisisreal + truhiphophead + uclfinal2019 + wallysofwigston + watercolours + watercooler + wheelerd80 51 0.0060001
1464 knowingly + earnings + resolved + 360p + appts + clarifications + consen + customers.took + eureftwo + facebookgate + leicswin20one8 + passworded + practioner + reafy + virginrail 51 0.0060001
207 foodwaste + unitedkingdom + bacon + free + baguettes + caesar + chicken + olives + tomatoes + avocado 51 0.0060001
246 mornin + coffee + ave + souds + drinkin + fluids + 5.30am + plenty + gud + warm 51 0.0060001
261 amazing + amstelgoldrace + mammamiaherewegoagain + liveve + jhb + mammamia2 + shots + goal + player + victory 51 0.0060001
326 yummy + hm + tasty + mmm + yum + yummyness + overt + stews + hmm + gingers + injected 51 0.0060001
406 sharks + 0 + converts + mcknight + wicket + cc2 + scores + bernardini + hampton + alexander 51 0.0060001
472 beautiful + couse + scucces + stunning + goldsmiths + saddened + love + og + glam + faye 51 0.0060001
485 heart + pogboom + cannonball + dris + farewall + fluxys + grettle + matt_lecointe + ravenstone + rhymegame 51 0.0060001
488 kingdom + united + 4ward + priz + poundland + comps + babysrus + fencers + toysrus + coaches 51 0.0060001
565 awat + tidoq + lagi + gregory + oki + accent + partly + tak + bb + abt 51 0.0060001
573 birthday + happy + pele + day + coyb + blessed + dday75years + dispastico + girthday + letitshine + t’celebrations + thankyousir 51 0.0060001
582 inna + skating + amazingthank + bestfriendsday + getvoting + goofball + josza + lillahi + mbcca19 + mbcca2019 + stripeyhoney + tbchmakeschristmas + timesupacademia + tutland + weareuol 51 0.0060001
641 rail + wages + arbitrary + deutzer + freiheit + futureequalityequalpayrespect + lecker + rgds + twatsontheroad + voteone 51 0.0060001
665 nap + britney + dolly + icon + cagou + dolemite + frustra + krispies + mariya’s + recommende + relevan + sissorh + treas + whereisourchuffingsummer 51 0.0060001
667 unfit + cunt + prick + loud + laughing + pulises + sharif’s + sharpened + bastards + borisjohnsonlies + kiddin + livpsg + rihad + riyadh 51 0.0060001
69 correct + emerson + electric + hiring + join + england + engineering + job + businessmgmt + team 51 0.0060001
712 blah + dom + statistics + 0.0001 + arranges + bankruptcies + catholic’s + discrediting + fumour + heisenberg’s + kiwa + marb + transph 51 0.0060001
715 thurmaston + cte + stadium + king + power + augustintoseptember + britishlgbtawards + captaincorelli + fridayplay + happyjuly + justtheone + latesummerseve + littlefluffballs + mauveroselips + mondayisj + neededmuchley + newbuilding + pastlesontheeyes + tks 51 0.0060001
783 pic + xx + nice + cum + cheape + lovelyvxx + xcxx + carlings + babe + um 51 0.0060001
799 gea + lloris + goal + de + header + lukaku + eurovision2019 + hibshearts + tottenham + argnga + arsnew + beepbeep + veron 51 0.0060001
886 panoramic + influences + soulful + rating + flavours + enterprise + arthroscopy + bhaktirasamrta + colby_richardson + excusethesliders + idm2019 + invitee + meniscustear + nathanie + nrhbcf18 + prayerful + premere + samiya + team.they + topa + wonderdog 51 0.0060001
90 honestly + truthfully + portsmouth + eats + sucks + uber + bin + hun + honest 51 0.0060001
945 durnig + 1.4 + allnighter + extricate + quails + tommorrow + coke + tomorrow + policy + noose 51 0.0060001
965 frizzy + suturing + puel + 60 + defecto + drucker + kaptuska + oppositions + rowdiness + thouhts 51 0.0060001
1185 traffic + 30yrs + fuckarff + rotd3 + umbre + wip’s + unclean + decided + drivers + facebook 50 0.0058824
1252 dmxenzwzeqzmssuzwszzwwzwsjz + howbowda + snjxwmndnskxkmd + henchmen + beanies + dese + aot + conceived + sucha + properly + ugly 50 0.0058824
1417 booty + loyalty + settling + capote + flavor + pedometer + sharking + tourer + corolla + ewe + hanuman + metaphorical + nass + pragmatism + selflessness + vigorous 50 0.0058824
1583 cutka + airforce + lier + committee + eu + modi + labour + rahul + taxes + nhs 50 0.0058824
1601 chippy + thesis + mh + a.m.excuse + adagioforstrings + barreiro + coffeehouses + d.j + hellspaw + hoodle + hoodledoodle + kingston’s + phoene + puffy’s + redgrouse + sips2018 + twen + wheelchairing + wolfies 50 0.0058824
1604 1080ti + 2080ti + aldershot + changin + compcraze + dobe + finland’s + gaultier + healer + masuku + may’ve + o’level + odenkirk + ourself + quotability + ryland + shamans + sounness + st.matthews + suffereing + unebviable + zimsec 50 0.0058824
1620 african + concerns + knob + alphas + cockhead + gaini + liveing + nimekumislead + parents + crocodiles + eissh + everyb + frustation + humdrum + inaccessible 50 0.0058824
1637 shonas + towering + dome + korea + palestine + mosque + racist + offensive + alansugar + biloor + confus + firdos + firstlyiy + janatul + nationaltreeweek + ndebeles + organisa + teamate’s + thirdly + underlies 50 0.0058824
1729 undocumented + bullyin + campaign’s + derecognise + erupt + incel’s + increasin + looter + narrato + nativeamerican + newsquiz + notor + occupa + perpetua + pilgrims + pref + prevarica + rightwing’s + risible + rmt + servative 50 0.0058824
238 freelancephotographer + autosport + mistress + thankyou + average + eighteen + thousand + nurse + tenkyou + whebyou 50 0.0058824
271 nice + redolent + sexy + cool + coil + ukspace2019 + yorkshireman + naughty + jody + respectfully 50 0.0058824
274 surveys + retweeting + gove + pro + imply + immigration + academics + tryin + eu + subsidy 50 0.0058824
352 drinking + stout + bitter + sour + pale + porter + photo + ipa + beer + fruity 50 0.0058824
382 hours + boi + sad + nigga + asthetics + jeremih + lonely + shut + veins + cud + sizes 50 0.0058824
442 market + holders + buys + stock + biddies + changeable + daily’s + gyrations + immigrate + pge + volitality 50 0.0058824
583 lunch + oops + brunch + alunacoconut + inthedeep + mcindians + nicu + warr + winitwednesday + matchday 50 0.0058824
587 betterthansexin3words + awful + incredible + noel + accabuster + viversection + cureheartachein4words + dignityin5words + electrocuting + fulla 50 0.0058824
631 blessings + awkss + blathered + checkyourballs + cliffhangers + dianne’s + ladysings + lovetoread + monsterenergy + peariscope + testicularcancer 50 0.0058824
642 sad + died + poignant + hear + 12.7km + 48.6km + councillo + defuzzed + funn + spacewalk + visio + youbare 50 0.0058824
68 supportindiefilm + actorslife + christmaslights + highcross + britvoteharrystyles + prettystreets + leicesterguildhall + follow + leicestercathedral + christmas 50 0.0058824
697 synapses + pimples + bonsoirair + coursee + dancecomigo + diggory + itsasign + jp’s + lovemyclients + masterofscience + nomakeupgang + oldgirls2018 + pieceofme 50 0.0058824
717 laughing + cometh + loud + neek + comedian + baddaz + irewal + sugababes + ass + francesca 50 0.0058824
750 gea + franco + goal + lacazette + de + baresi + finish + courtois + ball + kick 50 0.0058824
761 lilia + taila + teampixie + xx + beginnings + gent + sweetest + fiona + glenn + david 50 0.0058824
816 lending + proved + barbecuing + boycot + copyrights + fashi + fucku + guaidó + leeson + opprobrium + ugl + venomous 50 0.0058824
853 courier + le2 + bev’s + bitdegree + datacentre + destructions + euparliament + gsme + kamall + kt2 + mccains + movingon + ng21 + pshychiatry + steemit + stromness + syed + syedkamall + ultrafast + visu + xlwb + you’scunext + zuckerberghearing 50 0.0058824
900 login + account + dm + darran + le39qb + so’d + mercury + avios + deta + diddnt + perce + timotei 50 0.0058824
905 jamaican + tl + fuck + jesus + ahistorical + anthropomorphic + chandock + cheeran + inouarashi + jilo + nek + propanganda + swordsman + tyson’s + waja + zoo’s 50 0.0058824

Emotion and context

tweet_classifications %>% 
  count(tweet_flair_e6c11m2_top_emotion) %>% 
  ungroup() %>% 
  mutate(perc = (n / sum(n)) * 100) %>% 
  kable()
tweet_flair_e6c11m2_top_emotion n perc
admiration 73547 8.6527104
annoyance 38992 4.5873589
anticipation 40162 4.7250079
excitement 37889 4.4575923
gratitude 10959 1.2893123
interest 39486 4.6454773
joy 579108 68.1313148
sadness 29222 3.4379309
uncertain 623 0.0732952
tweet_classifications %>% 
  count(tweet_flair_c6c12m1_top_context) %>% 
  ungroup() %>% 
  mutate(perc = (n / sum(n)) * 100) %>% 
  kable()
tweet_flair_c6c12m1_top_context n perc
commercial 55849 6.5705633
community events 29706 3.4948729
connecting and sharing 194357 22.8658522
family, friendship and relationships 19574 2.3028560
health, fitness and wellbeing 28137 3.3102820
leisure, hobbies and interests 493237 58.0287016
local environment 7490 0.8811889
place character 9964 1.1722518
uncertain 11674 1.3734312
tweet_classifications %>% 
  count(tweet_flair_e6c11m2_top_emotion, tweet_flair_c6c12m1_top_context) %>% 
  ungroup() %>% 
  mutate(perc = (n / sum(n)) * 100) %>% 
  kable()
tweet_flair_e6c11m2_top_emotion tweet_flair_c6c12m1_top_context n perc
admiration commercial 7971 0.9377779
admiration community events 6979 0.8210704
admiration connecting and sharing 8920 1.0494266
admiration family, friendship and relationships 1747 0.2055323
admiration health, fitness and wellbeing 9177 1.0796623
admiration leisure, hobbies and interests 37151 4.3707676
admiration local environment 809 0.0951778
admiration place character 525 0.0617656
admiration uncertain 268 0.0315299
annoyance commercial 4046 0.4760067
annoyance community events 321 0.0377652
annoyance connecting and sharing 10868 1.2786063
annoyance family, friendship and relationships 218 0.0256474
annoyance health, fitness and wellbeing 784 0.0922366
annoyance leisure, hobbies and interests 20634 2.4275637
annoyance local environment 704 0.0828247
annoyance place character 1087 0.1278842
annoyance uncertain 330 0.0388241
anticipation commercial 9305 1.0947213
anticipation community events 2198 0.2585919
anticipation connecting and sharing 4964 0.5840082
anticipation family, friendship and relationships 325 0.0382358
anticipation health, fitness and wellbeing 2251 0.2648273
anticipation leisure, hobbies and interests 20302 2.3885043
anticipation local environment 81 0.0095295
anticipation place character 103 0.0121178
anticipation uncertain 633 0.0744716
excitement commercial 969 0.1140016
excitement community events 584 0.0687069
excitement connecting and sharing 6393 0.7521283
excitement family, friendship and relationships 682 0.0802364
excitement health, fitness and wellbeing 483 0.0568243
excitement leisure, hobbies and interests 28486 3.3513414
excitement local environment 57 0.0067060
excitement place character 30 0.0035295
excitement uncertain 205 0.0241180
gratitude commercial 1182 0.1390608
gratitude community events 584 0.0687069
gratitude connecting and sharing 1612 0.1896497
gratitude family, friendship and relationships 387 0.0455301
gratitude health, fitness and wellbeing 849 0.0998838
gratitude leisure, hobbies and interests 6135 0.7217749
gratitude local environment 122 0.0143531
gratitude place character 49 0.0057648
gratitude uncertain 39 0.0045883
interest commercial 4711 0.5542431
interest community events 1902 0.2237679
interest connecting and sharing 7991 0.9401309
interest family, friendship and relationships 273 0.0321181
interest health, fitness and wellbeing 2979 0.3504755
interest leisure, hobbies and interests 16562 1.9484981
interest local environment 835 0.0982367
interest place character 3332 0.3920055
interest uncertain 901 0.1060015
joy commercial 24422 2.8732170
joy community events 16679 1.9622630
joy connecting and sharing 147179 17.3154209
joy family, friendship and relationships 15786 1.8572027
joy health, fitness and wellbeing 10258 1.2068406
joy leisure, hobbies and interests 348028 40.9450486
joy local environment 4547 0.5349487
joy place character 3421 0.4024763
joy uncertain 8788 1.0338969
sadness commercial 3210 0.3776524
sadness community events 451 0.0530596
sadness connecting and sharing 6261 0.7365986
sadness family, friendship and relationships 154 0.0181179
sadness health, fitness and wellbeing 1342 0.1578846
sadness leisure, hobbies and interests 15675 1.8441437
sadness local environment 323 0.0380005
sadness place character 1416 0.1665906
sadness uncertain 390 0.0458830
uncertain commercial 33 0.0038824
uncertain community events 8 0.0009412
uncertain connecting and sharing 169 0.0198826
uncertain family, friendship and relationships 2 0.0002353
uncertain health, fitness and wellbeing 14 0.0016471
uncertain leisure, hobbies and interests 264 0.0310593
uncertain local environment 12 0.0014118
uncertain place character 1 0.0001176
uncertain uncertain 120 0.0141178

Topics re-ordered

Topics alphabetically

BTM

tweet_classifications %>% 
  count(btm200bg_topic_sum_b, btm200bg_token10_sum_b) %>% 
  ungroup() %>% 
  mutate(perc = (n / sum(n)) * 100) %>% 
  arrange(btm200bg_token10_sum_b) %>% 
  kable()
btm200bg_topic_sum_b btm200bg_token10_sum_b n perc
-1 31234 3.6746401
47 12pm + lunch + till + menu + restaurant + tawa + chinese + late + 4pm + indo 440 0.0517654
29 2 + 1 + 3 + 0 + 4 + 5 + 6 + keycap + half + win 2647 0.3114162
156 album + today’s + song + gary + love + live + numan + play + vinyl + darshan 1899 0.2234149
191 amaze + love + beautiful + meet + day + absolutely + lovely + watch + hear + lady 6032 0.7096571
109 ambulance + harry + prince + royal + antigua + barbuda + meghan + potter + nightshift + princess 711 0.0836482
176 arrow + craft + card + curve + cute + decorate + greet + bear + embellishment + cardmaking 598 0.0703539
198 art + paint + artist + numb + gallery + contractor + artwork + piece + design + sketch 1533 0.1803555
145 beard + barber + pole + fine + thebeardedrapscallion + ayston + massage + road + cut + scissor + shave 461 0.0542361
69 birthday + happy + day + cake + balloon + hope + party + gift + popper + shortcake 4008 0.4715361
90 black + flag + white + lion + rainbow + square + triangular + england + ball + soccer 1452 0.1708259
21 book + read + write + love + theatre + story + art + film + brilliant + performance 3585 0.4217707
133 boris + johnson + minister + prime + tory + pm + michael + gove + sell + cabinet 1145 0.1347078
14 boutique + nims + online + percent + shop + sale + twelve + store + jewellery + 6pm 1021 0.1201193
120 box + fight + glove + british + tony + mckenzie + ballot + 90s + archive + light + night 1368 0.1609434
78 box + fitness + professional + boxer + workout + kelton + boxercise4health + mckenzie + glove + active 3820 0.4494181
77 button + music + gig + night + cafe + drum + play + bright + band + guitar 844 0.0992955
149 buy + store + ticket + sale + free + offer + percent + shop + online + price 4075 0.4794185
167 camera + photo + flash + shoot + photography + post + portrait + photographer + movie + model 1306 0.1536492
152 car + drive + driver + bus + road + park + bike + ride + vehicle + taxi 2319 0.2728274
106 car + police + light + alert + ticket + collision + officer + voltage + fire + day 814 0.0957661
99 cat + call + dog + kitty + animal + thousand + eleven + iphone + mtkitty + love 856 0.1007073
197 change + learn + research + datum + plan + question + agree + uk + system + issue 10407 1.2243702
93 chocolate + ice + bar + cream + cake + coffee + eat + tea + soft + milk 3669 0.4316532
57 christmas + tree + santa + claus + merry + light + skin + xmas + tone + gift 2630 0.3094161
185 circle + red + blue + white + black + ball + soccer + 0to100returns + diamond + djfestlei 814 0.0957661
151 click + job + england + link + view + late + hire + engineer + apply + detail + force 1665 0.1958851
117 cry + loudly + heart + red + laugh + god + break + love + miss + guy 5921 0.6965981
104 cry + loudly + tear + joy + heart + smile + feel + weary + day + eye 14931 1.7566130
188 day + smile + heart + eye + morning + love + hand + night + lovely + happy 40645 4.7818322
76 day + twenty + hour + week + ten + month + ago + minute + start + thirty 4523 0.5321252
178 de + montfort + hall + university + dmu + town + statue + thousand + otd + joseph 861 0.1012955
113 design + shop + retail + store + hammer + cbd + print + net + tech + brand 699 0.0822365
192 djing + djrupz + stunt + party + highlight + david + birthday + readytorock + surprise + rock 418 0.0491772
70 dog + hamburger + pooch + spin + thepoochery + dry + puppy + love + boy + cow 1080 0.1270606
165 drink + beer + ale + pint + mug + nice + ipa + tropical + festival + pub 2676 0.3148280
12 duck + bounce + bob + dylan + golden + lebron + trident + jet + era + step 502 0.0590597
95 event + day + meet + talk + forward + business + conference + support + team + excite 10739 1.2634296
131 excuse + gesture + wat + person + ju + ah + guy + love + yoh + coz 800 0.0941190
38 fan + game + win + team + city + league + joy + play + club + tear 21332 2.5096825
71 fear + scream + god + call + worry + black + wow + luck + purple + rainbow 809 0.0951778
141 feel + bite + eye + hope + walk + head + leave + home + morning + day 13447 1.5820223
135 finger + cross + skin + tone + light + middle + medium + luck + christmas + hope 1358 0.1597670
36 fire + collision + graffitiart + hot + urbanart + streetart + voltage + spraycanart + sprayart + fuck 1274 0.1498845
190 fish + line + electric + pole + plug + wash + machine + picket + catch + chip 809 0.0951778
86 fist + oncoming + collision + skin + tone + light + medium + sunglass + bro + smile 588 0.0691774
186 flex + bicep + skin + tone + light + medium + day + gym + dark + wink 1093 0.1285901
44 food + savor + eat + vegan + meal + restaurant + lunch + love + dinner + delicious 2590 0.3047102
169 fox + blue + lcfc + heart + hand + soccer + ball + city + king + power 2834 0.3334165
146 free + unitedkingdom + foodwaste + pret + chicken + baguette + sandwich + cheese + salad + ham 1870 0.2200031
157 fuck + mate + absolute + bite + love + call + proper + cunt + lad + watch 5927 0.6973040
10 fuck + shit + ass + people + bitch + real + im + unamused + gonna + talk 3245 0.3817701
142 game + cricket + play + england + day + win + bat + bowl + match + county 3183 0.3744759
180 gift + wrap + christmas + im + love + santa + ive + box + deer + list 711 0.0836482
64 girl + boy + sex + sexy + love + woman + lady + call + feel + naughty 2647 0.3114162
58 glass + clink + bottle + pop + cork + wine + cocktail + beer + drink + mug 2170 0.2552977
37 goal + player + fuck + play + game + score + ball + world + win + penalty 13669 1.6081404
155 goat + allah + muslim + sha + islam + ma + adam + al + salah + fast 531 0.0624715
67 god + fold + bless + jesus + family + prayer + day + hand + life + lord + peace 2820 0.3317694
3 golf + hole + club + flag + hat + junior + day + play + height + captain 842 0.0990602
159 gt + lt + friend + 3 + live + girl + vibronics + people + whatsthebigmistry + takeover 1069 0.1257665
171 ha + holistic + simply + health + heal + bulldog + magickal + smp + therapy + wink 652 0.0767070
137 hair + colour + heart + wig + cut + mua + beautiful + balayage + lash + sparkle 1228 0.1444726
162 hand + clap + skin + tone + light + medium + call + heart + dark + black 3535 0.4158882
158 head + explode + bandage + speak + day + brain + mind + haq + overthink + hurt 1060 0.1247076
19 health + mental + people + issue + experience + valproate + call + support + autism + awareness + care 2282 0.2684744
56 heart + love + red + smile + eye + xx + hand + hug + hope + blow 13353 1.5709634
50 heart + red + blue + green + purple + love + black + smile + eye + yellow 9680 1.1388396
193 heart + sparkle + grow + beat + love + smile + revolve + eye + purple + blue 3549 0.4175353
65 ho + whoop + route + en + jane + leo + hey + sing + bet + xfactor 648 0.0762364
181 horn + sign + light + skin + tone + medium + smile + black + heart + eye 2106 0.2477682
134 hot + beverage + mornin + wink + earlycrew + coffee + morning + tea + blow + kiss 1660 0.1952969
101 hug + wed + venue + decor + hundred + dj + thevenue + repost + image + event 657 0.0772952
97 hundred + thousand + sixty + million + twenty + forty + fifty + eighty + call + ninety 3282 0.3861231
130 hundredth + mile + endorphin + endomondo + finish + run + thirty + walk + twenty + fifty 1003 0.1180017
161 index + backhand + tone + skin + medium + light + dark + leave + fox + lcfc 782 0.0920013
138 india + pm + fold + hand + pakistan + sri + create + indian + congratulation + hindu 821 0.0965896
160 jack + lantern + skull + halloween + ghost + clown + spider + happy + crossbones + web 969 0.1140016
111 japan + retweet + support + dan + follow + attempt + banzai + inspirationnation + pc + idol 737 0.0867071
189 john + james + smith + tom + steve + chris + sir + paul + david + love + talk 4051 0.4765950
170 joy + tear + day + eye + smile + laugh + people + leave + roll + home 69916 8.2255279
-1 joy + tear + heart + smile + eye + skin + tone + hand + love + laugh 1247 0.1467080
13 joy + tear + laugh + loud + roll + floor + cry + loudly + person + wink 15240 1.7929665
196 joy + tear + laugh + roll + floor + fuck + cry + skin + eye + tone 27065 3.1841626
39 kadiri + news + highfields + evington + sweet + launderette + candy + unite + strawberry + chocolate 1172 0.1378843
43 key + snake + lock + kill + gameofthrones + san + battle + king + jon + call 904 0.1063544
194 king + power + stadium + city + lcfc + shire + unite + algeria + football + ball 1583 0.1862379
54 kiss + mark + blow + heart + rise + smile + sweetie + babe + red + eye 4455 0.5241250
9 kitchen + knife + wave + water + architecture + fork + bye + interiordesign + plate + buildingibd 577 0.0678833
148 la + soul + tenth + london + minus + el + hiphop + jazz + rnb + patriot 583 0.0685892
28 laugh + cry + girl + loudly + loud + people + guy + gonna + mad + boy 19908 2.3421507
53 laugh + loud + ass + xx + tweet + funny + fuck + lcfc + imagine + joke 4567 0.5373017
102 lcfc + play + vardy + game + puel + player + season + start + team + goal 9047 1.0643680
61 leaf + dash + green + clover + wind + tree + fall + easter + chick + hand 961 0.1130604
20 listen + bbc + radio + news + parent + hear + talk + watch + tv + live 2488 0.2927100
124 live + uk + tour + ticket + concert + arena + thousand + birmingham + night + london 850 0.1000014
122 lorry + articulate + wink + mornin + truck + honk + option + phase + alignment + delivery 410 0.0482360
60 love + list + ant + dead + watch + hero + im + anne + dec + numb 886 0.1042368
11 love + watch + play + live + night + song + fuck + life + people + wait 13974 1.6440232
85 loveisland + love + jack + alex + georgia + fuck + girl + laura + loveisiand + megan 1879 0.2210619
6 mark + check + heavy + white + cross + exclamation + heart + sign + win + box 1243 0.1462374
33 mark + exclamation + double + ticket + speaker + volume + sell + fire + low + car 1389 0.1634141
84 mi + ah + dem + di + fi + yuh + nuh + gyal + ting + life 957 0.1125898
175 monkey + evil + speak + heart + hear + smile + eye + red + love + blow 1507 0.1772966
187 mouth + symbol + hand + fuck + zipper + frown + expressionless + pout + hate + nose 969 0.1140016
2 mum + baby + dad + family + love + friend + child + day + kid + parent 4067 0.4784773
15 music + song + album + listen + love + play + tune + hear + video + track 6463 0.7603637
68 musical + note + score + microphone + headphone + guitar + hand + keyboard + song + music 1275 0.1500021
179 nose + steam + zzz + fuck + whyisthat + ffs + day + sleep + sleepy + bowl 629 0.0740010
62 nottingham + thousand + fair + goose + exposure + seventeen + eighteen + longexposure + goosefair + photography 414 0.0487066
59 nurse + nhs + care + hospital + staff + patient + day + team + doctor + service 2152 0.2531800
49 oadby + meet + cyclone + community + detail + morning + dementia + wigston + ganga + support 537 0.0631774
32 orange + diamond + nail + biking + polish + gelnails + cycle + minibikers + tangerine + letsride 416 0.0489419
27 original + poster + kit + ready + monster + nike + mutant + post + fanatic + buy 605 0.0711775
31 party + popper + birthday + heart + happy + confetti + balloon + ball + eye + red 2026 0.2383563
42 pay + people + uk + tax + sign + government + nhs + house + job + percent 8529 1.0034259
154 people + agree + brexit + lie + party + tory + absolutely + country + totally + bad 9990 1.1753107
100 people + life + feel + love + lot + change + live + day + world + hard 29479 3.4681666
23 people + police + kill + law + child + stop + crime + call + woman + attack 8495 0.9994259
5 people + read + word + tweet + question + bite + wrong + lot + opinion + answer 9758 1.1480162
17 people + trump + labour + anti + racist + party + leave + corbyn + tory + wing 5946 0.6995393
125 percent + 100 + syringe + 10 + 50 + 20 + 19 + 18 + london + 22 1314 0.1545904
126 perform + dance + dizzy + art + ear + burlesque + skytribe + bunny + belly + night 563 0.0662362
110 phone + app + iphone + apple + video + laptop + samsung + computer + play + galaxy 3455 0.4064763
75 player + play + maguire + start + sign + unite + transfer + season + arsenal + team 2179 0.2563566
119 pout + fuck + angry + cunt + hell + shit + people + bastard + disgust + bloody 2900 0.3411813
150 pride + rainbow + lgbt + parade + lgbtq + gay + white + victoria + park + shire 672 0.0790599
91 print + paw + miniature + cute + fimo + pig + pet + guinea + unicorn + jar 1039 0.1222370
116 race + horse + chequer + flag + crown + spain + winner + god + motorcycle + congratulation 913 0.1074133
80 read + article + daily + pro + mail + academic + paper + news + survey + eu 786 0.0924719
105 reddeadonline + reddeadredemption2 + rdr2⁠ + rdo + wolf + ps4share + flower + vgpunite + wilt + rise 347 0.0408241
153 reminder + friday + tribute + findom + night + quick + stevie + rt + paypig + cashmaster 642 0.0755305
94 rise + shamrock + blossom + bouquet + tulip + cherry + fold + hand + hibiscus + india 1361 0.1601199
7 road + lane + warn + traffic + close + park + flood + police + light + car 2410 0.2835334
127 road + pizza + london + le2 + blend + forty + passion + hindbar + takeaway + hind 858 0.1009426
112 rocket + globe + moon + space + europe + africa + national + centre + americas + asia 1073 0.1262371
26 roll + floor + laugh + eye + loud + cry + loudly + grin + fuck + dead 5655 0.6653035
63 royal + mix + match + range + collection + set + shop + gold + bag + earring 1161 0.1365902
115 run + park + person + sign + morning + male + swim + victoria + walk + bike 1490 0.1752966
82 sad + relieve + pensive + break + news + rip + hear + fold + family + heart 2724 0.3204751
200 school + session + day + centre + free + child + week + train + class + learn 2682 0.3155339
118 send + call + service + phone + numb + customer + message + account + dm + receive 4258 0.5009482
48 sign + bin + litter + petition + stop + save + wastebasket + share + trash + ni 814 0.0957661
41 sign + person + skin + tone + medium + male + female + light + facepalming + shrug 8347 0.9820139
123 skin + tone + hand + light + medium + raise + fold + heart + victory + red 6939 0.8163645
52 skin + tone + light + medium + hand + heart + smile + eye + sign + person 18274 2.1499127
132 skin + tone + medium + dark + hand + raise + clap + fold + fist + oncoming 3315 0.3900055
8 skin + tone + medium + person + light + people + sign + day + female + feel 8859 1.0422500
34 sleep + night + tire + hour + bed + wake + day + morning + feel + shift 6834 0.8040114
46 slightly + plead + frown + break + average + smile + miss + extremely + feel + greatly 1073 0.1262371
107 smile + ball + soccer + blue + beer + mug + heart + clink + weekend + lovely 7376 0.8677770
129 smile + chicken + cheese + salad + fry + potato + tomato + cook + food + eat 5802 0.6825979
25 smile + eye + heart + beam + grin + 3 + hand + slightly + roll + love 17933 2.1097945
79 smile + pig + moose + eye + heart + palette + shade + lip + lipstick + purple 1700 0.2000028
4 smile + sunglass + smirk + hand + cool + sun + yonex + eye + fire + awesome 675 0.0794129
72 snowflake + cold + snow + weather + winter + morning + warm + day + snowman + ice 1817 0.2137677
87 south + west + africa + african + nigeria + zimbabwe + jamaica + north + ham + country 729 0.0857659
81 star + strike + glow + day + amaze + war + review + sparkle + wow + pass 1165 0.1370608
103 stick + drool + sticky + gimme + head + pum + tenth + tongue + upd + tooth 433 0.0509419
184 stone + gem + head + spot + doo + speed + photo + location + shark + knot 451 0.0530596
177 story + ship + file + love + toy + folder + character + sea + park + fall 1133 0.1332960
143 student + graduation + cap + university + graduate + dmu + uni + degree + proud + congratulation 1902 0.2237679
24 suit + week + cocktail + shooter + island + fantasy + geekycocktails + drink + giffardliqueurs + tropical 387 0.0455301
199 sun + rain + umbrella + drop + cloud + weather + beach + day + summer + sunshine 1537 0.1808261
88 support + donate + raise + charity + uk + hospital + baby + donation + tweet + fundraising 1364 0.1604729
144 sweat + grin + poo + pile + droplet + anxious + downcast + eye + shit + sky 1160 0.1364725
45 tattoo + ring + bride + veil + wed + dragon + piece + studio + bell + start 896 0.1054133
89 team + amaze + award + proud + congratulation + fantastic + win + night + support + tonight 11749 1.3822548
74 tear + joy + cry + loudly + laugh + heart + loud + love + funny + skull 17345 2.0406170
128 tear + joy + im + fuck + bro + guy + nah + funny + life + joke 2817 0.3314164
195 test + pass + congratulation + drive + attempt + ooh + wowowow + fault + minor + tube 864 0.1016485
121 thousand + eighteen + snooker + nineteen + photo + shoot + pro + mmandmp + twenty + seventeen 1080 0.1270606
30 thumb + skin + tone + light + medium + smile + eye + wink + hand + hope 7135 0.8394236
108 tiger + rugby + football + clock + round + game + italy + pushpin + road + calendar 1506 0.1771790
139 tongue + squint + wink + grin + ghost + zany + eye + smile + excite + happy 1792 0.2108265
163 tonight + live + night + comedy + direct + 10pm + 8 + 8pm + hit + gmt 1059 0.1245900
168 tower + resort + family + romance + alton + ride + love + story + park + read 714 0.0840012
182 trade + close + short + sell + loss + profit + buy + price + stop + forex 670 0.0788246
136 train + service + london + east + station + midlands + shire + bus + city + morning 3534 0.4157706
22 trophy + medal + tennis + basketball + 1st + sport + field + ball + rider + hockey 1131 0.1330607
55 twenty + thousand + saturday + friday + 7 + 8 + day + join + 2 + march 7345 0.8641298
173 twitter + tweet + people + follow + account + remember + post + join + send + reply 7099 0.8351883
98 upside + banknote + flush + pound + grimace + dollar + spaghetti + euro + bag + yen 677 0.0796482
172 video + post + follow + link + check + youtube + instagram + love + page + photo 4449 0.5234192
92 vomit + nauseate + mask + medical + sneeze + feel + sick + bad + thermometer + confound 1384 0.1628258
164 vote + brexit + eu + leave + tory + union + labour + custom + deal + people 6829 0.8034231
96 walk + centre + city + park + house + build + st + museum + beautiful + day 3815 0.4488299
174 wall + print + video + 3d + bespeak + mural + wallpaper + amaze + art + photo 532 0.0625891
183 war + bush + hundred + oil + eleven + yemen + trump + american + company + bomb 1278 0.1503551
18 watch + film + movie + episode + love + series + tv + season + night + game 7676 0.9030716
114 water + plastic + air + clean + lot + love + oil + save + plant + fresh 1788 0.2103559
83 wear + dress + store + shirt + shoe + colour + style + heart + top + naqshonline 3242 0.3814171
66 weary + astonish + cat + super + god + treat + fold + chance + amaze + win 592 0.0696480
16 week + wait + book + day + holiday + excite + tomorrow + airplane + ticket + forward 3442 0.4049469
166 weight + gym + body + workout + muscle + leg + lose + exercise + lift + core + train 1768 0.2080029
35 win + chance + prize + competition + love + awesome + enter + giveaway + fab + cash 4030 0.4741243
73 win + game + league + final + cup + play + team + ball + world + season 8714 1.0251909
147 woman + dance + tone + skin + light + medium + hand + heart + red + dark 1495 0.1758848
51 world + unite + england + cup + kingdom + uk + france + country + flag + live 2963 0.3485932
40 write + read + start + book + exam + word + learn + finish + paper + day 2862 0.3367106
140 zany + gin + pub + ukpubs + low + tonic + alcohol + revolution + ultra + beer 636 0.0748246

Tranformer-based

tweet_classifications %>% 
  count(trans_umap_hdbscan, trans_umap_hdbscan_tfidf10) %>% 
  ungroup() %>% 
  mutate(perc = (n / sum(n)) * 100) %>% 
  arrange(trans_umap_hdbscan_tfidf10) %>% 
  kable()
trans_umap_hdbscan trans_umap_hdbscan_tfidf10 n perc
329 ___ + ____ + morning + sheets + cornstarch + decomposable + faxing + therer + hugs + adc + epma + insipid + pairings 90 0.0105884
556 0 + 1 + 2 + 3 + thatlovingfeeling + nffc + tigers + coys + 5 + 4 245 0.0288239
936 0 + u12s + final + finalists + cup + won + finals + bogeys + congratulations + win 84 0.0098825
672 07894509206 + glitz + ents + decor + blinds + mandap + pizza + domino’s + contact + dj 57 0.0067060
700 0to100 + avaliable + christine’s + eversograteful + grammy2019 + grammyawards2019 + internationaldogday + loveasnapchatfilter + mygorgeousgranddaughter + octavia + remus + shadeson + valantine 75 0.0088237
364 0to100returns + fantastic + lit + representing + 0toone00returns + derful + labourbellend + takingthepisstuesday + catch + rave 73 0.0085884
879 0to100xmas + tickets + wizards + hallway + wizardswonderland + boutique + madfriday + wonderland + motivation + thecurryshow 87 0.0102354
1071 1000000000000000000000000000000000 + brambles + hpindigo12000 + longpigs + the2019 + ttgtravelhero + tunage + 1988 + idles + outkast 55 0.0064707
492 104.9fm + commentary + lyrical + femaleempowerment + jhasikirani + kanganaranaut + manikarnikathequeenofjhansi + manikarnika + thousand + dab 79 0.0092942
1604 1080ti + 2080ti + aldershot + changin + compcraze + dobe + finland’s + gaultier + healer + masuku + may’ve + o’level + odenkirk + ourself + quotability + ryland + shamans + sounness + st.matthews + suffereing + unebviable + zimsec 50 0.0058824
1299 10g + doppler + monofilament + patriarch + flyover + simulate + ultrasound + handheld + sanofi + police 57 0.0067060
960 11.35pm + ayeartaughtme + beyondlimits + burfield + doaba + hartnell + powertothepeople + spiceless + timeslip + tooting + turnandrun 58 0.0068236
234 12daysofjones + 24rs + headfuck + isatim + battleofwinterfell + stressed + unbelievable + alcacer + hermione + breakingbad + gameofthronesseason8 + gaucho 61 0.0071766
1023 12daysofjones + daystogo + yay + cheers + giveaway + 2date + crisp + donated + apriciado + chh + ells + hardbacks + mileys + stylistlive2018 + thoughtsandprayers + twerky 88 0.0103531
1098 12min + cf97 + eggman’s + jeresey + marti + moulting + purplerain + sonna + syer + munda + nuthin + pellow 62 0.0072942
79 12pm + indo + tawa + hire + grill + 4pm + menu + restaurant + venue + chinese 126 0.0148237
1281 14grandkids + casemates + flirted + gedit + wye + kenzo + stripy + tellum + ibro + smoker 80 0.0094119
1670 1844 + refusing + museums + friedrich + onthisday + benz + tower + entrepreneur + karl + toaster 84 0.0098825
1491 2019hopes + nomorecrimps + happynewyear + digit + socialclimbing_leicester + bouldering + gabrielle + bxrod + filipinavocalist + moneypcm + pinay 97 0.0114119
82 20mm + lense + preach + nikon + ass + 22 + fireworks + badly + london + 10 65 0.0076472
197 24hoursinpolicecustody + weekend + lovely + brill + wonderful + hope + day + vpu + wanker + castrated + sain 63 0.0074119
232 2556161 + unreal + buffet + iftar + forreal + 10pm + 6pm + real + details + sixteen 73 0.0085884
59 30daysofshadow + prompts + prompt + asktwice + _________________ + swipe + dreams + challenge + sweet + night 123 0.0144708
1731 35a + labour + assad + patriot + cosplay + democratic + establishment + political + voting + leader 61 0.0071766
570 3lb + sleep + aches + hours + awake + mums + asnaps + ineedcoffee + planenerd + reyt + spazzin 65 0.0076472
1710 40m + uninspiring + killin + blah + statements + reasons + deny + 236b + afams + boniface + borno + carnets + cheerier + datetime + dgnb + epsteins + exageratting + famo + gael.conrad + internalisi + jpa + justifi + lemaitre + maiduguri + maybank + nigeri + occurre + offen + particulars + rhotic + whichev 94 0.0110590
1248 41 + school + girls + forwarding + secondary + people + grew + sense + mainstream + loud 173 0.0203532
780 50pus6753 + 5a + basketcase + cherrygoodnight + dangerdanger + genoristy + gsadventday13 + icefesto + kwayet + kxipvsrh + mougthly + neighbourhoodplan + reimbursement + upperedenvalley + whychangeofheart 58 0.0068236
1280 57mins + 5secs + guenwhozi + sheltered + boning + compare + bopped + bye + mcsauce + giftbetter 52 0.0061177
437 5fl + gwendolen + lehngas + le5 + readymade + weddingphotography + chumke + partylehnga + bridesmaiddress + bridesmaiddresses 66 0.0077648
1199 5ft8s + bnard + gurlez + heartbreaks + huhne + intead + itvin + llloris + ooft + playerpower + screenwriting + soat 51 0.0060001
106 5lbs + fitness + classes + loseweight + receive + punch + boxercise4health + lose + offers + weight 104 0.0122355
162 5lbs + gear + weight + punch + lose + fitness + resolutions + gym + sign + slowing 60 0.0070589
1639 60fps + 99s + aquate + communicative + environm + heari + humanizing + itmustbetheonions + jayday32 + obrees + overlong + pampas + pastu + sneerin + swingi + witc 54 0.0063530
1271 7daybookchallenge + video + plough + stunts + simplymagickal + magickal + polarv800 + check + stuntman + truppr 643 0.0756481
78 8️⃣ + luckiest + inspirationnation + hoping + babe + favourite + advent + day + adv + cola 72 0.0084707
1192 900k + casio + castrate + deathrow + farfan + forefather + grobellar + ilness + rapistinthewhitehouse + surviorseries + wheww 92 0.0108237
1112 91yrds + dhibaato + fjb + notbuyingit + preserving + rember + gratuity + politicising + 53s + hunnid + rustler 53 0.0062354
1554 aaarsenal + possibility + stem + expectancy + clinicians + mats + medicine + buttons + devices + valproate 127 0.0149414
1609 abo + ordinary + occupants + people + hairstyle + change + wear + human + hitler + helmet 156 0.0183532
1661 absence + destroy + 1john + beachlive + blatently + coulysee + detach + dontchan + famine + florrie + multiplesclerosis + multitudes + p’rhaps + profaned + seagal + successe + wishe + yonce 77 0.0090590
1448 abulam + crazyabdkdndndhd + escherichia + felinhedonia + finallygotthere + fuckidhdhdyingsjsjsj + hayleys + lowheresyouracomol + skskkskss + skskskksks + speckle 95 0.0111766
1356 account + app + parcel + delivered + mobile + online + contact + delivery + payment + received 491 0.0577655
776 actress + 16.12.2018 + biancaandreescu + fankoo + fluffballs + hibaag + jackanddani + renesmae’s + shethenorth + shorthair + teyanaandiman + theconjuring + usopenfinals + yussuf + zane 64 0.0075295
971 actual + brothers + gameofthrones + anywh + freat + glennout + sevond + trickles + whitechicks + thearchers 91 0.0107060
1166 adama + attic + polling + battlestar + cim + confederates + contributio + fa_wpl + floorboa + galactica + houska + iunno + janetjackson + marcus’s + nocontextdnd + purpurea + redrafting + sarracenia + scrend + ukbffnationals2018 + walsh’s 53 0.0062354
182 addasupervillainruinanything + cute + wow + hey + read + follow + cutehh + shek + villian + darkseid + xz 78 0.0091766
203 addisu + thankyou.lins + honourable + kiran + curriculum + sir + gentleman + praise + neil + purpose 78 0.0091766
609 adeola + corpses + devvy + thebloomalbum + zombs + bomfunk + engerland + swelled + callmebyyourname + chika + freestyler + torment 83 0.0097648
1537 adultlearning + pompeii + freud + event + meeko + conference + panel + business + virtual + 0416 + acquaintance + afterrnoo + alaica + aleksa + alyarmouk + archeology + arnaud + attenbor + auditworldcup + bradleylightbody + breakingnews + brightfuturesuol + chrystal + coffeeandnatter + conceptualising + craned + drapier + duk2019 + dutchess + ericrobone2 + frcpath + goingtheextramile + greatlessons + healthybody + healthymind + higgett + hra + inniative + ivoted + jacq + lals + leicestershospitals + lookafter + lowerbackpain + lwfa + meldrum + napier + nathaniel + nevertoldtolearn + overawed + pathway2grow + produc + providin + rateliff + s.whelan + soon.the + spon + staffband + yself 93 0.0109413
1130 aee + airbender + amita + balard + bezee + drumonds + humperdink + inej + mbj + teenagecrush 84 0.0098825
1708 aeo + vlog + check + creatives + video + radar + share + glen + raise + acribatic + aiethics + alison’s + artis + awesomefoursome + babysdayout + bambinos + boscombe + criminologycommunity + csi + debutradar + dontclang2019 + equalopportunities + estimat + fantasticfour + fenderprecision + findyourniche + fitgotreal + helpin + iop + itsyounotserato + kartar + knacke + marchbabies + millionmakers + nebulae + neurodiversity + neverendingsupport + niches + oldjrum + partridge’s + safespace + skydog + slt’s + talesfromthewilderness + tryingtobeabassplayer + twoteams + vipeventsxm 92 0.0108237
1374 aew + thelogansshow + assure + blows + spooky + avacados + bohoihoi + boirs + bowfoot + broods + cardus + magsaysay + messers + qell + remainhere + thow + unsuspected + whaleslovkia 145 0.0170591
1044 af + den + suck + classy + scots + ahl + bumfriend + catchit + deek + fker + forkie + hae + imovie + inhad + mebee + nestor + real’n’proper + salaah + scrievin + thawto + toffeefilled + watermelown + waveh + woff + wuo 121 0.0142355
1620 african + concerns + knob + alphas + cockhead + gaini + liveing + nimekumislead + parents + crocodiles + eissh + everyb + frustation + humdrum + inaccessible 50 0.0058824
606 afsaanah + alahumabarik + buffness + farfromhome + funiest + hindrance + wayhay + twin + jake + csnt + defin + everlasting + leicestee + pallete + rheumatoid + ukhti 77 0.0090590
969 again.yes + allbeauty + chockful + crete.might + everytimeitrainsi + favre + happen.ashes2019 + julien + rastafarians + swooner + trafficker 57 0.0067060
1229 aged + cyrille + regis + bluebirds + gypsies + stan + 2lb + kmt + chavs + tramps 219 0.0257651
699 agenda2030 + unga + sdg + owed + combat + zoo + rates + pensions + akabusi + apauling + criminological + fansites + fotoshop + imoral + jihadis + mciroy + oceand + rebalance + redrow + repossessed + screengrab + snatche + sociological 54 0.0063530
170 agree + avarice + ropey + consuming + nominations + agrees + strong + innit + absolutely + statement 56 0.0065883
930 agree + concur + icecream + pree + blocked + vic + helmet + naturally + 44mm + 47mm + apogise + awnser + conceit + deafen + dsq + hacienda + hallucination + listicle + rmbr + slapper + tbrvqh 226 0.0265886
1571 agree + considers + detail + eligible + buying + frailty + wrongly + widely + services + farmers 190 0.0223533
1444 agree + ilovegodbecause + tweet + loud + laughing + spiritual + honest + dont + pisses + milf 537 0.0631774
520 agree + mate + true + yeah + bot + sadly + read + cheers + wrong + beef 2525 0.2970630
504 agree + people + eu + brexit + labour + understand + yeah + wh + vote + opinion 11526 1.3560191
1624 agree + sense + bilal + zooming + puel + ds + fit + speak + person + makes 285 0.0335299
806 agree + suits + charege + dhhdhsjs + electi + magique + makehimgoaway + oxjin + s0ns + selasi + tweethandle + verire 143 0.0168238
171 agree + totally + 100 + wholeheartedly + fay’s + lynwen + tripit + walts + percent + totaly 81 0.0095295
913 agree + totally + smoke + lecturer + 18mnths + brawling + gaswork + sensatori + styrene + surre 63 0.0074119
1711 agree + tragedy + banjir + canai + destinies + differentials + emasculate + hijra + irregulars + mrs.potatohead + noticeab + pbuhing + shari + treacl + tuggi 62 0.0072942
398 agree + vitty + deader + happened + mls + veteran + prouder + clocks + nicer + bangers 52 0.0061177
1440 ahahha + bookstore + evelina + frebyoull + jedgarhoover + kasbah + know.has + lolx + northernpoorhouse + trumpprotests + ungood + wankwise + whattwittermeanstome 125 0.0147061
507 ahem + yep + ha + gobble + honk + demarai + cowboy + nice + im + ht 340 0.0400006
1027 aide + aggy + moron + bolton + novels + boasted + goldenballs + teakshi + teyana + vinlands 53 0.0062354
3 aigust + pride + leicesterpride + lgbtq + victoria + nineteen + kingdom + park + thirty + united 1423 0.1674141
1236 akata + bankdrain + bellaroma + chimamanda + doers + gallardo + maxandjanine + princenaseem + skated + tineye + v.r 74 0.0087060
1060 albania’s + bestintravel + cathal + ds620 + feltbad + hbr + latelateshow + lidington + phdlove + phun + rastafarian + senzo + shabba + shabbascores + spawns + ulo + whathappensnext 88 0.0103531
1058 album + banger + song + looku + songs + tiller + bangers + track + bryson + days 128 0.0150590
1057 album + song + funniest + whitest + mathematicalsongs + bangers + relatable + tune + music + slaps 348 0.0409418
907 algebra + kleeneze + barbies + gt + ticket + webcam + replacement + bands + restrictions + scotland 155 0.0182356
1383 alisons + maam + the100 + weekend.come + odaat + crapping + earpers + hideout + quitter + cite + oman + perm 51 0.0060001
1260 alliancesurge + anglicised + bolloks + crypt + lyles + cranes + kem + facists + varda + blusher + shoehorn 51 0.0060001
845 allium + roof + vanish + middle + england + 1.01 + 11yr + consu + contect + culldungsroman + fab2019 + futurejobs + pantone + polytechnic + snapcha + swebsite + upt + yourholidayisover 116 0.0136473
1103 allthebest + babe_ruthl3ss + blusterustery + loverikmayall + lvd + phonicsbootcamp + reggatone + scrumplicious + stoofie + hell 99 0.0116472
1344 almohandes + dailygratitude + darlek + krays + piston + susah + chronically + dermatologist + gila + phdmusic + supping 62 0.0072942
1157 alpedzwift + apoliticalcampusmyarse + b.excuse + bringbacksummer + cantsay + deice + isover + me.f + stonker + ushamba 56 0.0065883
685 alright + hun + horny + mate + babe + wanna + xxx + xx + pls + fancy 459 0.0540008
429 alright + jingle + oooh + ooh + lovely + fatteh + kahba + shortstuff + streambig + tanwir + zoomer 88 0.0103531
1101 amanhecer + anoitecer + feedback + ___________ + teething + ao + pj’s + customers + cancer + ants 129 0.0151767
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1222 vegans + channel + 5k + 01524831807 + 07976733666 + assassinscreedorigins + bargethedoor + blockworkbrickworkstone + chinaadtalks + feigel + habbits + heyeveryone + housemartins + hwtl + ingvareggertsigurðsson + innovateuk + jackhaslam + lessing + lotstodo + lunt + makeyourmark + mashupmix + neversleepnevertire + notimetodoitin + peititon + puppin + rickshawchallenge + sharethewarmth + smallachievement + spluttering + spn + stebbins + swingseat + tailoring + tgr + v2g + vesta + volume13 + widescreen 99 0.0116472
358 veins + inject + crying + kcvslar + directly + oui + tears + annas + callejon + capitano + croix + crossaints + noght 55 0.0064707
755 venezuelan + affinit + usa + threat + patriotic + russia + eu + government + muslim + direct 68 0.0080001
652 verry + wray + henny + morty + krept + mf + gunna + doom + slaps + jd 112 0.0131767
89 version + fireworks + imma + start 78 0.0091766
1279 vexed + feeling + feel + heaping + masclunist + basis + worst + comfort + dead + tongue 111 0.0130590
594 vichaisrivaddhanaprabha + theboss + lcfc + wowowow + vichai + thankyou + ooh + footballfamily + gudhi + padwa 64 0.0075295
1542 volvoxc40 + volvoxc40launch + 2️⃣0️⃣1️⃣9️⃣ + national + space + applicants + dgpconf18 + talk + forward + students 146 0.0171767
493 wagons + pose + shit + honkhonk + stuff + roll + perfect + canceledt + corton + fblock + hegotknockedthefuckout + lawrences 92 0.0108237
604 wah + cbb + comedian + 400th + blackiron + candy’s + carr’s + clugston + etive + gallic + itselioyefeso + jenson + lem + lundun + middled + orrin + ripniphussle + ron’s + satcheleaster + speedo’s + stressawarenessmonth + theoutlaws + wizz + yosserllyes 76 0.0089413
470 wait + chillis + neck + bottle + 750mlburgundy + constellations + eyess + meze + needit + ice 71 0.0083531
767 wait + dinner + absolutefavrestaurant + alotclosertohome + arsholes + babbas + bustling + cannes2019 + foxtonlocks + greas + hellospring + snowfall 92 0.0108237
1074 wait + excited + tomorrow + awesome + night + tour + vote + haha + rebelhearttour + gonna 578 0.0680010
306 wait + pause + aguer + tirednhsstaff + psh + huh + samatta + backflip + siding + aew + pencho 117 0.0137649
1337 wait + sleep + divisionala + mywinterinparisregion + waris + amsterdam + weeks + cheesefest + gopats + nighters 51 0.0060001
990 wait + sleeps + adaduk19 + bcmepencilsforrobaloumeracy + gatprimaryathletics + liveshows + mackems + manship + oneofthoseweeks + schofe + thankyouander + unbelievablejeff 74 0.0087060
375 waiting + chori + aur + karo + bas + kay + ki + patiently + actives + akhhbsnoh + banayee + beguman + behter + bevkufo + bhabi + bhagya + bhi + bkre + bukkake + choro + cina + dakoo + ffifa19 + gainwithtrevor + gfro + gushing + hmly + hoty + huwee + ihc + jata + jiysee + jori + kaha + kaltay + khaney + laey + lagal + larkay + leaue + mahlay + mazakh + mjh + nabe + nahe + nisar + oookimm + paise + phir + pizzay + salo + sangawi + shakal + she3re + steveweisers + suno + trapadrive + uperse + wileyfox + wirelessfestivallineup 53 0.0062354
224 waits + mutes + insert + problematic + not + casquette + improver + nimh + saod + sickdeep + splurts + squeaking + tters + twittersh + vassels + wryly 128 0.0150590
1077 wakaze + bhutan + mamsha + flight + austere + wexmondays + marco’s + feedback + crypto + demolition 282 0.0331769
1330 wanna + uni + library + fass + jetlag + phone + travelling + home + car + abbformulae + beardlife + fibro + hinching + itsahardlife + journaling + selfemployed + skyscanner + waitingh 146 0.0171767
1677 warrington + tours + forward + tonight’s + apcr + artclass + blackhistorymonth⁠ + bpsa + bpsaontheway + colm + humangeog + madprofessor + mthemahirakhan + palf + phillimore + pullman + rehearsa + rhinocup + shabana + slinger’s + spacegeek + weareacademicvenues 61 0.0071766
1427 warwick + divorce + childsplaymovie + glassess + haved + leggins + ndbdjfjd + pretentiously + swarms + uxurious 69 0.0081178
915 watch + gotchu + gamble + forgotten + cockrock + dooleys + hhm + mashaka + smack’s + vax 86 0.0101178
1346 watched + bothers + rtd + happening + kid + mccann + netflix + lorraine + 19ish + desperatehousewives + guncle + hashtagged + istandwithmermaids + maddymccann + mocharie + shhshsbs + t’aime + tayla + thethinning2 + thewitchernetflix 105 0.0123531
1355 watched + puff + soft + awight + blindsi + bromides + canrana + castlerock + doggedly + evrrytime + glassiyan + hirai + lawsonhisside + shaak + shownwas + studentlyf + teammaura + unsexy 132 0.0155296
1410 watched + relations + genuinely + novelist + remember + fell + screamed + died + abboandoned + birmz + feellikeayoyo + forthesakeofmybloodpressure + greenleafs + jojk + lactosing + laughjijinhgghh + lpl + molby + oneofthelastreasonswhythesundoesnotsetontheunionjack + pulledinalldirections + scummiest + sorter + sporadically + sweerie + thab + weatherspoon 183 0.0215297
809 waterfall + brit + 352 + anthisan + dews + hamletbbctwo + jwp + mafalda + mcclaren’s + mindbending + mrissed + reattached + rigg + righr + russellhowardwho 91 0.0107060
1378 wave + sea + bastard + 3xa + serums + taxidermists + theroar + surprised + pandoras + sandown 51 0.0060001
1065 wavy + tweedle + ferocious + allergicfilms + brotherly + detecter + doonstairs + gettinghelpineed + idan + isports + kral + masego + morco + overrule + shuffler + tumbleweed 57 0.0067060
1586 wayne’s + ajax + tub + draw + mosaic + juventus + dave + husband + cpd + disability 66 0.0077648
1010 weaknesses + sexism + americans + war + species + celeb + ansen + electionfraud + madmen + sargwani + sgirl + sounder + states.strength + sweepers 63 0.0074119
798 weather + cold + snow + middle + rain + wind + o’clock + snowing + england + hot 791 0.0930601
713 weather + winter + frost + morning + benjart + buging + fräulein + thawed + bucket + sunday 65 0.0076472
41 weddingparty + venueleicester + venue + partytime + decor + wedding + wow + fun + family + hallhireleicester 69 0.0081178
180 weekend + brill + lovely + follow + steve + garin + shihab + rick + barry + keith 92 0.0108237
187 weekend + keeping + brill + alls + hope + lovely + ty + wonderful + bud + paul 94 0.0110590
84 weekend + lovely + brill + hope + goodluck + daire + rob + simon + wonderful + craig 91 0.0107060
43 weekend + lovely + brill + insid + squishy + wetter + ian + ben + repost + ash 110 0.0129414
359 weekend + lovely + brill + wonderful + sherlock + morning + andrew + christofer + bud + shit 111 0.0130590
168 weekend + lovely + bud + wonderful + nads + hny + pat + rob + rich 118 0.0138825
365 weekend + lovely + hasan + nadeem + wonderful + salman + noah + eep + soumya + arberora + leeyah + zurich 56 0.0065883
145 weekend + lovely + hope + brill + wonderful 55 0.0064707
298 weekend + lovely + playwhatami + brill + teenchoice + rebrand + xx + mee + lynn + ministers 193 0.0227062
209 weekend + lovely + wonderful + brill + xx + hope + heike + caitlin + christine + gilbert 410 0.0482360
80 weekend + wonderful + glory + hope + xx + lovely + femmes + conformity + femininity + brill 243 0.0285886
186 weekend + wonderful + lovely + hny + brill + xx + hope + day + karen + morning 192 0.0225886
1181 welshman + chatterley’s + endviolence + iamthesudanrevolution + justiceforuyghur + sudanuprising + thuram’s + ygz + worzel + gummidge + kosher + kruger + puth 55 0.0064707
770 wemberley + god + freak + 000192 + 180718 + chitting + ermal + haha.what + mine.xx + refrence 62 0.0072942
620 whaat + blogger + erm + german + ahaha + hungover + farage + accents + nigel + brexit 159 0.0187061
929 whale + thanksgiving + bruno + proud + amitji + beasties + bloodborne + bodie’s + dawdling + flightschool + flightskillstest + pfco + ringchromosome6 + timetotalkday2018 65 0.0076472
1698 whinging + faggot + animals + chancellor + elected + behav + deeming + delyth + elnemy + emancipated + mansour’s + weakn 61 0.0071766
357 whoop + bella + saluti + whoopee + 2p + copypasta + pit + kelly + crisis + ave 93 0.0109413
450 whoop + fight + ah + frenchy + gettingwhooped + kahn + plaice + sixnations2019 + 1v1 + leiwol 53 0.0062354
155 whoop + whoopee + xx + landscaping + paving + bella + gain + loss + win + pics 54 0.0063530
324 whowantstobeamillionaire + stutter + congratulations + wwtbam + askthehost + friands + nissy + phosphorus + screeaming + whowantstobamillionaire 65 0.0076472
1590 whyisthat + unhelpful + government + people + system + society + poor + reported + poverty + evidence 838 0.0985896
954 wicker + wrestlemania + bicentenary + biggardenbirdwatch + blingy + chertseypanto + cocoaworld + daresay + eccleshall + hl + instragammable + shoreham + ttm + tumbet + wolfrun2018 82 0.0096472
1125 wilding + fucked + ovie + bathony + bundah + chanpsionship + chimps + deniers + doorty + jaq + usband 84 0.0098825
307 wimbledon + djokovic + frenchopen + ausopen + tennis + 6 + rg18 + nadal + quarterfinals + federer 212 0.0249415
758 win + game + shirley + uno + henderson + india + worse + bollix + burghley + d.silva + danial + germanygp + gokhan + inler + legolas + ljunberg + reekz + strictlyblackpool 109 0.0128237
8 win + love + hm + pizza + xx + favourite + guys 57 0.0067060
284 win + love + oooh + wow + xx + prize + nephews + xxx + copy + nieces 380 0.0447065
325 win + rocknroll + twitter + bartoli + blackdog + land.thats + lestar + penitentiary + sojealous + soyas + vitesse + wideawakeclub 111 0.0130590
678 winitwednesday + beautiful + yummy + freebiefriday + giveaway + forever + competition + sunday + horny + love 595 0.0700010
230 wink + caribbeans + swaminarayan + percent + shree + girlfriends + ffs + bidded + bignosed + chatsh + coram + dearmetenyearsago + did’nt + edgeley + flocons + granville + hatefuck + high15 + igy + intaking + leer + martinique + nodss + nomoretweetingforme + puricia + shaan + t’is + tgetbanged + toiletry + toothpicky + transiti + unlungu + usury + zonefacelift 346 0.0407065
71 winner + love + xxx + xx + worthy + wow + giveaway + ace + gin + win 64 0.0075295
1436 wipe + sadnessinhiseyes + supanatural + creating + honest + stainless + niagra + preferences + puzzled + tasteless 55 0.0064707
1273 wittertainment + accounts + lambert + parlour + reflecting + strength + leigh + progress + journalism + 15yrsaflo + 20minute + ande + behal + benetton + bers + borderlines + burkina + burkinabé + designstudio + elefun + ephemera + excess’s + f.u.n + faso + funnies + gheeze + haddad + individu + izorb + jamiehughes30 + lastresort + legibil + newtome + nqn + pilsbury + regr + starti + tuisova 64 0.0075295
1386 women + trash + people + crazy + girls + mad + evil + boys + theory + freaks 283 0.0332946
595 women’s + shopped + test + international + cannock + supported + internationalwomensday + nets + passed + grandson 87 0.0102354
1030 wonderful + reflector + sheepie + warfury + yesu + yupp + dietitian + dovi + halfpintfull + instilled + kaa + minerals 121 0.0142355
92 wonderfully + ff + artists + talented + dedicatedly + ks2 + talents + sixty + genuinely + count 53 0.0062354
38 woo + wit + projectmgmt + extremism + recommend + advertising + scrim + wing + england + hiring 64 0.0075295
615 word + doo + words + phrase + called + fuckmice + knobbing + kill + nah + fuck 1242 0.1461197
348 word + hands + lustrino + sonido + truth + amen + compensated + fives + grigg + leifle + ruben 61 0.0071766
1633 workshop + research + augustin + displaced + students + conference + artificialinteligence + machinelearning + session + botswana 137 0.0161179
219 wow + disgusting + wowzers + awesome + embarrassing + fab + aphrodisiac + owsome + wamhat + disgraceful 68 0.0080001
1705 wowser + pushti + raising + tune + cricketers + excited + antonio + launch + trad + conte 105 0.0123531
1243 wrecker + hugging + pls + haunt + minutes + cba + bout + murdered + miami + cats 161 0.0189414
496 wren + teamuhl + forward + sweetie + wait + pleasure + lovely + aww + amusez + at’cha + bellas + cherrington + eastmidlandsengine + hmos + k9 + kward + ladiesinred + my2faves + nixie + raakhee + smili + sofiane + twab + vsphere 296 0.0348240
1377 writers + confirmedbrummie + cuppy + earnshaws + freund + helwani + hindleys + lintons + timettes + clairey + dwane + emos + nonutnovember + safechuck + steffen + urselfs 58 0.0068236
1416 wrong + arsed + birdhouse + denist + feudal + longlost + primarni + sherrif + srry + urfjfgfgnitfghghd 119 0.0140002
1530 xie + hath + variation + wonderful + parkrun + choir + ho + enjoyed + sun + piano 110 0.0129414
1581 xmp + issue + exclusion + cost + 23.9 + ecommerce + environmen + fromabanker + herbies + housingforall + ironica + itgs + neen + populat + processi + sard + shrinks + stasi + tonhrt + transhumanism + unanswerable + youbrokeityoufixit 78 0.0091766
784 xx + ace + spiritridingfreetoys + shared + retweeted + jo3official + babe + pls + xxx + photographer 197 0.0231768
97 xx + adverse + experiences + papers + childhood + morning + ace + international + conference + xxx 113 0.0132943
728 xx + babe + darling + greeat + sanawich93 + wintery + manicure + anytime + greg’s + reposted + smithy 54 0.0063530
740 xx + babe + horny + underwear + lippy + bum + nice + bra + lea_ldn + misho + nac’s 75 0.0088237
435 xx + care + xxx + allah + luke + babes + ladies + 2.8k + actrice + reasonstobecheerful + rollonsunday + shakeywakey + whello + yr3 173 0.0203532
567 xx + congratulations + enjoy + wishing + fab + congrats + hope + day + enjoyed + glad 493 0.0580008
682 xx + message + xxx + xoxo + babe + xox + chains + names + cba + pls 190 0.0223533
705 xx + sexy + babe + nipples + gorgeous + nice + tempting + wow + darling + cheers 282 0.0331769
201 xx + xxx + awesome + oooh + wow + fab + super + babe + gorgeous + brilliant 183 0.0215297
295 xx + xxx + babe + hun + jude + lovely + roar + hunny + cootie + lovelybx + patootie + shantell + zeibun + zlegro 125 0.0147061
513 xx + xxx + count + babe + awesome + congratulations + earlycrew + chance + thankyou + happy 412 0.0484713
296 xx + xxx + darling + lovely + lolli + xxxyou + lady + xoxo + rehana + saru 67 0.0078825
742 xxx + babe + anais + dressedbyjess + giveaway + chen + signing + allcrossed + lena + xx 56 0.0065883
785 xxx + babe + xoxo + comp + xx + id + steamin + shirt + shared + edinburgh 249 0.0292945
894 xxx + bravi + dingy’s + l.o.l + ragazzi + spreed + donel + sweeties + ya + sammie + tomasz 77 0.0090590
216 xxx + count + queer + gentleman + masters + degree + completed + ladies + performance + xx 62 0.0072942
154 xxx + fab + hamper + jessie + bored + fine + stay + xx + excited + love 53 0.0062354
448 xxx + follow + idol + birthday + xx + tweet + happiest + wait + pix + meet 59 0.0069413
116 xxx + lin + wehearyou + weseeyou + cxx + bronte + lj + xx + austen + haw 117 0.0137649
899 yah + 22g + dullness + every.single.year + rosd + shellz + spina + vechile + clammy + kneading + overdosed + pager 55 0.0064707
1308 yas + builder’s + excitedd + inmad + midafternoon + moisturized + owmayn + preg + drunk + numbed + trimester 90 0.0105884
231 yawn + whispers + pineapple + likier + saynotobergs + tireder + ashlawn + citations + doffs + litfic + ody + polishes + pore + tiph 95 0.0111766
704 yeah + halved + lidl + dictionary + charm + chill + helps + ouhh + rivetz + uhuh 73 0.0085884
411 yeah + stfu + burberry + cutee + pickup + stoped + pretended + fuller + scarborough + claus 68 0.0080001
1535 yesterday + team + bhaji + deser + forward + logs + mukesh + game + ivory + wowsers 172 0.0202356
1045 yeyi + dashed + clarity + 2mnths + cedr + hbe + jalesh + spongerob + squirted + th3 + toliver + twitterniece 71 0.0083531
1035 yh + bin + ah + absabloodylutely + anx + grrrl + nobe + pineappleciti + sweart + virtuous + yeaas 81 0.0095295
64 yikes + bodyconfidence + bodypositive + desperately + sleepy + theknickerfairy + click + cress + lost + yuck 113 0.0132943
575 yogabunny + marksandspencer + dark + merky + cheery + samosa + youu + bunny + yoga + trick 102 0.0120002
33 yougov + poll 68 0.0080001
1231 yuh + heyzos + twitterer + wetbandits + earth + marry + 61min + desailly + bawl + bevs + teetotal + whisk 53 0.0062354
710 yuk + apocalypse + zombie + kettle + avatars + brandambassador + doneouthere + dsharp + excitedandscared + grandcanaria + hobknobs + kangdaniel + lavalamp + madlad + nomo + sadnotsad + strangly + trolliewallie + waec + 강다니엘 106 0.0124708
65 yule + offline + click + view + break + christmas + days + rew + lock + calpe 107 0.0125884
711 yummy + delicious + tasty + incoming + dilly + tryna + snooze + nice + evenin + bank 319 0.0375299
326 yummy + hm + tasty + mmm + yum + yummyness + overt + stews + hmm + gingers + injected 51 0.0060001
395 yummy + yum + luck + yumyum + goodluck + yumy + banana + peppasecretsurprise + dosas + eurghh + hala_madrid + mjk + swail + yumminess 162 0.0190591
503 zaha + 12g + 9g + advan + allerdice + artifici + mubepa + semunhu + stimmos + vakapinda + zvinotobuda 77 0.0090590
1006 zeph + diaz + nate + liam + cunt + scouse + ebele + effusive + erman + handwaver + hatt + jameis + koo + malace + neglects 58 0.0068236
140 zerowaste + unitedkingdom + free + persperant + hangers + conditioner + shampoo + spray + bubblewraps + matress 112 0.0131767
290 zim + oohnice + pdl + 5’7 + laughing + bathong + yoh + loveisland + fell + gyal 466 0.0548243
242 zip + apply + click + mornin + address + engineer + hiring + england + manufacturing + job 114 0.0134120
1099 zoo + bacon’s + buggar + cookbooks + gekko + goodtemptation + mdem + stretchingit + strum + stucktoweightwatchers + thealarm + thepowerofthetowers + three0dayswild 84 0.0098825
795 ॐ + outdated + car + brake + realise + pad + cars + cards + urge + 21december + 70.61 + 90x40cm + advisories + baes + bhagavadgita + daltrey + elena + ffstechconf + gotthatfridayfeeling + kayak + kayaks + kwikfit + letsjustcrackonnowalready + nelis + papped 97 0.0114119
-1 NA 358431 42.1689483

Topics by code

BTM

tweet_classifications %>% 
  count(btm200bg_topic_sum_b, btm200bg_token10_sum_b) %>% 
  ungroup() %>% 
  mutate(perc = (n / sum(n)) * 100) %>% 
  arrange(btm200bg_topic_sum_b) %>% 
  kable()
btm200bg_topic_sum_b btm200bg_token10_sum_b n perc
-1 31234 3.6746401
-1 joy + tear + heart + smile + eye + skin + tone + hand + love + laugh 1247 0.1467080
10 fuck + shit + ass + people + bitch + real + im + unamused + gonna + talk 3245 0.3817701
100 people + life + feel + love + lot + change + live + day + world + hard 29479 3.4681666
101 hug + wed + venue + decor + hundred + dj + thevenue + repost + image + event 657 0.0772952
102 lcfc + play + vardy + game + puel + player + season + start + team + goal 9047 1.0643680
103 stick + drool + sticky + gimme + head + pum + tenth + tongue + upd + tooth 433 0.0509419
104 cry + loudly + tear + joy + heart + smile + feel + weary + day + eye 14931 1.7566130
105 reddeadonline + reddeadredemption2 + rdr2⁠ + rdo + wolf + ps4share + flower + vgpunite + wilt + rise 347 0.0408241
106 car + police + light + alert + ticket + collision + officer + voltage + fire + day 814 0.0957661
107 smile + ball + soccer + blue + beer + mug + heart + clink + weekend + lovely 7376 0.8677770
108 tiger + rugby + football + clock + round + game + italy + pushpin + road + calendar 1506 0.1771790
109 ambulance + harry + prince + royal + antigua + barbuda + meghan + potter + nightshift + princess 711 0.0836482
11 love + watch + play + live + night + song + fuck + life + people + wait 13974 1.6440232
110 phone + app + iphone + apple + video + laptop + samsung + computer + play + galaxy 3455 0.4064763
111 japan + retweet + support + dan + follow + attempt + banzai + inspirationnation + pc + idol 737 0.0867071
112 rocket + globe + moon + space + europe + africa + national + centre + americas + asia 1073 0.1262371
113 design + shop + retail + store + hammer + cbd + print + net + tech + brand 699 0.0822365
114 water + plastic + air + clean + lot + love + oil + save + plant + fresh 1788 0.2103559
115 run + park + person + sign + morning + male + swim + victoria + walk + bike 1490 0.1752966
116 race + horse + chequer + flag + crown + spain + winner + god + motorcycle + congratulation 913 0.1074133
117 cry + loudly + heart + red + laugh + god + break + love + miss + guy 5921 0.6965981
118 send + call + service + phone + numb + customer + message + account + dm + receive 4258 0.5009482
119 pout + fuck + angry + cunt + hell + shit + people + bastard + disgust + bloody 2900 0.3411813
12 duck + bounce + bob + dylan + golden + lebron + trident + jet + era + step 502 0.0590597
120 box + fight + glove + british + tony + mckenzie + ballot + 90s + archive + light + night 1368 0.1609434
121 thousand + eighteen + snooker + nineteen + photo + shoot + pro + mmandmp + twenty + seventeen 1080 0.1270606
122 lorry + articulate + wink + mornin + truck + honk + option + phase + alignment + delivery 410 0.0482360
123 skin + tone + hand + light + medium + raise + fold + heart + victory + red 6939 0.8163645
124 live + uk + tour + ticket + concert + arena + thousand + birmingham + night + london 850 0.1000014
125 percent + 100 + syringe + 10 + 50 + 20 + 19 + 18 + london + 22 1314 0.1545904
126 perform + dance + dizzy + art + ear + burlesque + skytribe + bunny + belly + night 563 0.0662362
127 road + pizza + london + le2 + blend + forty + passion + hindbar + takeaway + hind 858 0.1009426
128 tear + joy + im + fuck + bro + guy + nah + funny + life + joke 2817 0.3314164
129 smile + chicken + cheese + salad + fry + potato + tomato + cook + food + eat 5802 0.6825979
13 joy + tear + laugh + loud + roll + floor + cry + loudly + person + wink 15240 1.7929665
130 hundredth + mile + endorphin + endomondo + finish + run + thirty + walk + twenty + fifty 1003 0.1180017
131 excuse + gesture + wat + person + ju + ah + guy + love + yoh + coz 800 0.0941190
132 skin + tone + medium + dark + hand + raise + clap + fold + fist + oncoming 3315 0.3900055
133 boris + johnson + minister + prime + tory + pm + michael + gove + sell + cabinet 1145 0.1347078
134 hot + beverage + mornin + wink + earlycrew + coffee + morning + tea + blow + kiss 1660 0.1952969
135 finger + cross + skin + tone + light + middle + medium + luck + christmas + hope 1358 0.1597670
136 train + service + london + east + station + midlands + shire + bus + city + morning 3534 0.4157706
137 hair + colour + heart + wig + cut + mua + beautiful + balayage + lash + sparkle 1228 0.1444726
138 india + pm + fold + hand + pakistan + sri + create + indian + congratulation + hindu 821 0.0965896
139 tongue + squint + wink + grin + ghost + zany + eye + smile + excite + happy 1792 0.2108265
14 boutique + nims + online + percent + shop + sale + twelve + store + jewellery + 6pm 1021 0.1201193
140 zany + gin + pub + ukpubs + low + tonic + alcohol + revolution + ultra + beer 636 0.0748246
141 feel + bite + eye + hope + walk + head + leave + home + morning + day 13447 1.5820223
142 game + cricket + play + england + day + win + bat + bowl + match + county 3183 0.3744759
143 student + graduation + cap + university + graduate + dmu + uni + degree + proud + congratulation 1902 0.2237679
144 sweat + grin + poo + pile + droplet + anxious + downcast + eye + shit + sky 1160 0.1364725
145 beard + barber + pole + fine + thebeardedrapscallion + ayston + massage + road + cut + scissor + shave 461 0.0542361
146 free + unitedkingdom + foodwaste + pret + chicken + baguette + sandwich + cheese + salad + ham 1870 0.2200031
147 woman + dance + tone + skin + light + medium + hand + heart + red + dark 1495 0.1758848
148 la + soul + tenth + london + minus + el + hiphop + jazz + rnb + patriot 583 0.0685892
149 buy + store + ticket + sale + free + offer + percent + shop + online + price 4075 0.4794185
15 music + song + album + listen + love + play + tune + hear + video + track 6463 0.7603637
150 pride + rainbow + lgbt + parade + lgbtq + gay + white + victoria + park + shire 672 0.0790599
151 click + job + england + link + view + late + hire + engineer + apply + detail + force 1665 0.1958851
152 car + drive + driver + bus + road + park + bike + ride + vehicle + taxi 2319 0.2728274
153 reminder + friday + tribute + findom + night + quick + stevie + rt + paypig + cashmaster 642 0.0755305
154 people + agree + brexit + lie + party + tory + absolutely + country + totally + bad 9990 1.1753107
155 goat + allah + muslim + sha + islam + ma + adam + al + salah + fast 531 0.0624715
156 album + today’s + song + gary + love + live + numan + play + vinyl + darshan 1899 0.2234149
157 fuck + mate + absolute + bite + love + call + proper + cunt + lad + watch 5927 0.6973040
158 head + explode + bandage + speak + day + brain + mind + haq + overthink + hurt 1060 0.1247076
159 gt + lt + friend + 3 + live + girl + vibronics + people + whatsthebigmistry + takeover 1069 0.1257665
16 week + wait + book + day + holiday + excite + tomorrow + airplane + ticket + forward 3442 0.4049469
160 jack + lantern + skull + halloween + ghost + clown + spider + happy + crossbones + web 969 0.1140016
161 index + backhand + tone + skin + medium + light + dark + leave + fox + lcfc 782 0.0920013
162 hand + clap + skin + tone + light + medium + call + heart + dark + black 3535 0.4158882
163 tonight + live + night + comedy + direct + 10pm + 8 + 8pm + hit + gmt 1059 0.1245900
164 vote + brexit + eu + leave + tory + union + labour + custom + deal + people 6829 0.8034231
165 drink + beer + ale + pint + mug + nice + ipa + tropical + festival + pub 2676 0.3148280
166 weight + gym + body + workout + muscle + leg + lose + exercise + lift + core + train 1768 0.2080029
167 camera + photo + flash + shoot + photography + post + portrait + photographer + movie + model 1306 0.1536492
168 tower + resort + family + romance + alton + ride + love + story + park + read 714 0.0840012
169 fox + blue + lcfc + heart + hand + soccer + ball + city + king + power 2834 0.3334165
17 people + trump + labour + anti + racist + party + leave + corbyn + tory + wing 5946 0.6995393
170 joy + tear + day + eye + smile + laugh + people + leave + roll + home 69916 8.2255279
171 ha + holistic + simply + health + heal + bulldog + magickal + smp + therapy + wink 652 0.0767070
172 video + post + follow + link + check + youtube + instagram + love + page + photo 4449 0.5234192
173 twitter + tweet + people + follow + account + remember + post + join + send + reply 7099 0.8351883
174 wall + print + video + 3d + bespeak + mural + wallpaper + amaze + art + photo 532 0.0625891
175 monkey + evil + speak + heart + hear + smile + eye + red + love + blow 1507 0.1772966
176 arrow + craft + card + curve + cute + decorate + greet + bear + embellishment + cardmaking 598 0.0703539
177 story + ship + file + love + toy + folder + character + sea + park + fall 1133 0.1332960
178 de + montfort + hall + university + dmu + town + statue + thousand + otd + joseph 861 0.1012955
179 nose + steam + zzz + fuck + whyisthat + ffs + day + sleep + sleepy + bowl 629 0.0740010
18 watch + film + movie + episode + love + series + tv + season + night + game 7676 0.9030716
180 gift + wrap + christmas + im + love + santa + ive + box + deer + list 711 0.0836482
181 horn + sign + light + skin + tone + medium + smile + black + heart + eye 2106 0.2477682
182 trade + close + short + sell + loss + profit + buy + price + stop + forex 670 0.0788246
183 war + bush + hundred + oil + eleven + yemen + trump + american + company + bomb 1278 0.1503551
184 stone + gem + head + spot + doo + speed + photo + location + shark + knot 451 0.0530596
185 circle + red + blue + white + black + ball + soccer + 0to100returns + diamond + djfestlei 814 0.0957661
186 flex + bicep + skin + tone + light + medium + day + gym + dark + wink 1093 0.1285901
187 mouth + symbol + hand + fuck + zipper + frown + expressionless + pout + hate + nose 969 0.1140016
188 day + smile + heart + eye + morning + love + hand + night + lovely + happy 40645 4.7818322
189 john + james + smith + tom + steve + chris + sir + paul + david + love + talk 4051 0.4765950
19 health + mental + people + issue + experience + valproate + call + support + autism + awareness + care 2282 0.2684744
190 fish + line + electric + pole + plug + wash + machine + picket + catch + chip 809 0.0951778
191 amaze + love + beautiful + meet + day + absolutely + lovely + watch + hear + lady 6032 0.7096571
192 djing + djrupz + stunt + party + highlight + david + birthday + readytorock + surprise + rock 418 0.0491772
193 heart + sparkle + grow + beat + love + smile + revolve + eye + purple + blue 3549 0.4175353
194 king + power + stadium + city + lcfc + shire + unite + algeria + football + ball 1583 0.1862379
195 test + pass + congratulation + drive + attempt + ooh + wowowow + fault + minor + tube 864 0.1016485
196 joy + tear + laugh + roll + floor + fuck + cry + skin + eye + tone 27065 3.1841626
197 change + learn + research + datum + plan + question + agree + uk + system + issue 10407 1.2243702
198 art + paint + artist + numb + gallery + contractor + artwork + piece + design + sketch 1533 0.1803555
199 sun + rain + umbrella + drop + cloud + weather + beach + day + summer + sunshine 1537 0.1808261
2 mum + baby + dad + family + love + friend + child + day + kid + parent 4067 0.4784773
20 listen + bbc + radio + news + parent + hear + talk + watch + tv + live 2488 0.2927100
200 school + session + day + centre + free + child + week + train + class + learn 2682 0.3155339
21 book + read + write + love + theatre + story + art + film + brilliant + performance 3585 0.4217707
22 trophy + medal + tennis + basketball + 1st + sport + field + ball + rider + hockey 1131 0.1330607
23 people + police + kill + law + child + stop + crime + call + woman + attack 8495 0.9994259
24 suit + week + cocktail + shooter + island + fantasy + geekycocktails + drink + giffardliqueurs + tropical 387 0.0455301
25 smile + eye + heart + beam + grin + 3 + hand + slightly + roll + love 17933 2.1097945
26 roll + floor + laugh + eye + loud + cry + loudly + grin + fuck + dead 5655 0.6653035
27 original + poster + kit + ready + monster + nike + mutant + post + fanatic + buy 605 0.0711775
28 laugh + cry + girl + loudly + loud + people + guy + gonna + mad + boy 19908 2.3421507
29 2 + 1 + 3 + 0 + 4 + 5 + 6 + keycap + half + win 2647 0.3114162
3 golf + hole + club + flag + hat + junior + day + play + height + captain 842 0.0990602
30 thumb + skin + tone + light + medium + smile + eye + wink + hand + hope 7135 0.8394236
31 party + popper + birthday + heart + happy + confetti + balloon + ball + eye + red 2026 0.2383563
32 orange + diamond + nail + biking + polish + gelnails + cycle + minibikers + tangerine + letsride 416 0.0489419
33 mark + exclamation + double + ticket + speaker + volume + sell + fire + low + car 1389 0.1634141
34 sleep + night + tire + hour + bed + wake + day + morning + feel + shift 6834 0.8040114
35 win + chance + prize + competition + love + awesome + enter + giveaway + fab + cash 4030 0.4741243
36 fire + collision + graffitiart + hot + urbanart + streetart + voltage + spraycanart + sprayart + fuck 1274 0.1498845
37 goal + player + fuck + play + game + score + ball + world + win + penalty 13669 1.6081404
38 fan + game + win + team + city + league + joy + play + club + tear 21332 2.5096825
39 kadiri + news + highfields + evington + sweet + launderette + candy + unite + strawberry + chocolate 1172 0.1378843
4 smile + sunglass + smirk + hand + cool + sun + yonex + eye + fire + awesome 675 0.0794129
40 write + read + start + book + exam + word + learn + finish + paper + day 2862 0.3367106
41 sign + person + skin + tone + medium + male + female + light + facepalming + shrug 8347 0.9820139
42 pay + people + uk + tax + sign + government + nhs + house + job + percent 8529 1.0034259
43 key + snake + lock + kill + gameofthrones + san + battle + king + jon + call 904 0.1063544
44 food + savor + eat + vegan + meal + restaurant + lunch + love + dinner + delicious 2590 0.3047102
45 tattoo + ring + bride + veil + wed + dragon + piece + studio + bell + start 896 0.1054133
46 slightly + plead + frown + break + average + smile + miss + extremely + feel + greatly 1073 0.1262371
47 12pm + lunch + till + menu + restaurant + tawa + chinese + late + 4pm + indo 440 0.0517654
48 sign + bin + litter + petition + stop + save + wastebasket + share + trash + ni 814 0.0957661
49 oadby + meet + cyclone + community + detail + morning + dementia + wigston + ganga + support 537 0.0631774
5 people + read + word + tweet + question + bite + wrong + lot + opinion + answer 9758 1.1480162
50 heart + red + blue + green + purple + love + black + smile + eye + yellow 9680 1.1388396
51 world + unite + england + cup + kingdom + uk + france + country + flag + live 2963 0.3485932
52 skin + tone + light + medium + hand + heart + smile + eye + sign + person 18274 2.1499127
53 laugh + loud + ass + xx + tweet + funny + fuck + lcfc + imagine + joke 4567 0.5373017
54 kiss + mark + blow + heart + rise + smile + sweetie + babe + red + eye 4455 0.5241250
55 twenty + thousand + saturday + friday + 7 + 8 + day + join + 2 + march 7345 0.8641298
56 heart + love + red + smile + eye + xx + hand + hug + hope + blow 13353 1.5709634
57 christmas + tree + santa + claus + merry + light + skin + xmas + tone + gift 2630 0.3094161
58 glass + clink + bottle + pop + cork + wine + cocktail + beer + drink + mug 2170 0.2552977
59 nurse + nhs + care + hospital + staff + patient + day + team + doctor + service 2152 0.2531800
6 mark + check + heavy + white + cross + exclamation + heart + sign + win + box 1243 0.1462374
60 love + list + ant + dead + watch + hero + im + anne + dec + numb 886 0.1042368
61 leaf + dash + green + clover + wind + tree + fall + easter + chick + hand 961 0.1130604
62 nottingham + thousand + fair + goose + exposure + seventeen + eighteen + longexposure + goosefair + photography 414 0.0487066
63 royal + mix + match + range + collection + set + shop + gold + bag + earring 1161 0.1365902
64 girl + boy + sex + sexy + love + woman + lady + call + feel + naughty 2647 0.3114162
65 ho + whoop + route + en + jane + leo + hey + sing + bet + xfactor 648 0.0762364
66 weary + astonish + cat + super + god + treat + fold + chance + amaze + win 592 0.0696480
67 god + fold + bless + jesus + family + prayer + day + hand + life + lord + peace 2820 0.3317694
68 musical + note + score + microphone + headphone + guitar + hand + keyboard + song + music 1275 0.1500021
69 birthday + happy + day + cake + balloon + hope + party + gift + popper + shortcake 4008 0.4715361
7 road + lane + warn + traffic + close + park + flood + police + light + car 2410 0.2835334
70 dog + hamburger + pooch + spin + thepoochery + dry + puppy + love + boy + cow 1080 0.1270606
71 fear + scream + god + call + worry + black + wow + luck + purple + rainbow 809 0.0951778
72 snowflake + cold + snow + weather + winter + morning + warm + day + snowman + ice 1817 0.2137677
73 win + game + league + final + cup + play + team + ball + world + season 8714 1.0251909
74 tear + joy + cry + loudly + laugh + heart + loud + love + funny + skull 17345 2.0406170
75 player + play + maguire + start + sign + unite + transfer + season + arsenal + team 2179 0.2563566
76 day + twenty + hour + week + ten + month + ago + minute + start + thirty 4523 0.5321252
77 button + music + gig + night + cafe + drum + play + bright + band + guitar 844 0.0992955
78 box + fitness + professional + boxer + workout + kelton + boxercise4health + mckenzie + glove + active 3820 0.4494181
79 smile + pig + moose + eye + heart + palette + shade + lip + lipstick + purple 1700 0.2000028
8 skin + tone + medium + person + light + people + sign + day + female + feel 8859 1.0422500
80 read + article + daily + pro + mail + academic + paper + news + survey + eu 786 0.0924719
81 star + strike + glow + day + amaze + war + review + sparkle + wow + pass 1165 0.1370608
82 sad + relieve + pensive + break + news + rip + hear + fold + family + heart 2724 0.3204751
83 wear + dress + store + shirt + shoe + colour + style + heart + top + naqshonline 3242 0.3814171
84 mi + ah + dem + di + fi + yuh + nuh + gyal + ting + life 957 0.1125898
85 loveisland + love + jack + alex + georgia + fuck + girl + laura + loveisiand + megan 1879 0.2210619
86 fist + oncoming + collision + skin + tone + light + medium + sunglass + bro + smile 588 0.0691774
87 south + west + africa + african + nigeria + zimbabwe + jamaica + north + ham + country 729 0.0857659
88 support + donate + raise + charity + uk + hospital + baby + donation + tweet + fundraising 1364 0.1604729
89 team + amaze + award + proud + congratulation + fantastic + win + night + support + tonight 11749 1.3822548
9 kitchen + knife + wave + water + architecture + fork + bye + interiordesign + plate + buildingibd 577 0.0678833
90 black + flag + white + lion + rainbow + square + triangular + england + ball + soccer 1452 0.1708259
91 print + paw + miniature + cute + fimo + pig + pet + guinea + unicorn + jar 1039 0.1222370
92 vomit + nauseate + mask + medical + sneeze + feel + sick + bad + thermometer + confound 1384 0.1628258
93 chocolate + ice + bar + cream + cake + coffee + eat + tea + soft + milk 3669 0.4316532
94 rise + shamrock + blossom + bouquet + tulip + cherry + fold + hand + hibiscus + india 1361 0.1601199
95 event + day + meet + talk + forward + business + conference + support + team + excite 10739 1.2634296
96 walk + centre + city + park + house + build + st + museum + beautiful + day 3815 0.4488299
97 hundred + thousand + sixty + million + twenty + forty + fifty + eighty + call + ninety 3282 0.3861231
98 upside + banknote + flush + pound + grimace + dollar + spaghetti + euro + bag + yen 677 0.0796482
99 cat + call + dog + kitty + animal + thousand + eleven + iphone + mtkitty + love 856 0.1007073

Tranformer-based

tweet_classifications %>% 
  count(trans_umap_hdbscan, trans_umap_hdbscan_tfidf10) %>% 
  ungroup() %>% 
  mutate(perc = (n / sum(n)) * 100) %>% 
  arrange(trans_umap_hdbscan) %>% 
  kable()
trans_umap_hdbscan trans_umap_hdbscan_tfidf10 n perc
-1 NA 358431 42.1689483
0 choose + lord + question + visit + person 3777 0.4443592
1 huge 192 0.0225886
10 inspirationnation + follow + ammunition + remoaners + davis + ore + inspiratinnation + adrift + distracts + javid 105 0.0123531
100 chance + win + awesome + prize + competition + nationalbestfriendday + vivienne + repondez + s’il + plait 64 0.0075295
1000 orthopaedics + physio + copywriting + haematology + sanitarium + victorian + bakineering + bivvy + committmentanddedication + congresswomen + darters + epidural + gastroenterologist + iems + majoring + meer + melodic + neurosurgery + onlinelearning + politcs + postlethwaite + pugwash + raisingawareness + retrosunday + roadrunner + shipmates + stoptober + thedays + tijuana + toobin 79 0.0092942
1001 cctv + haven + antivax + arthropod + barrow’s + busymorning + luther⁠ + makingthewordsrain + mercury’s + profiled + sl700 + st6 + winwithradian 64 0.0075295
1002 pep + 10ball + alors + anthonyjoshuavsalexanderpovetkin + bringmethanos + dommage + freemahrez + garros + grigg’s + knifepoint + r92vuls + thamographe 52 0.0061177
1003 jeremykyle + wildly + jermaine + goat + klaxon + walsh + thechase + bradley + 5.7m + arronbanks + asazi + boikot + bronsons + commoner + cuckhold + dayumn + financials + fuuking + hammy + hussies + inners + jazz’a + kimak + michaelmcintyre + orthoptist + pedalling + policeman’s + unimaginable 98 0.0115296
1004 charlatan + jeremykyle + cunt + bla + fucking + jayda + kurtha + mustbewalkers + outrages + starks + unprincipled + unwashed 82 0.0096472
1005 institch + 12daysofjones + spiritridingfreetoys + stitching + bestquoteever + classmeet2018 + crackdown3boomquetsweepstakes + fyreuk + getactive + greatshow + laserpointers + martinshottap + massivecongrats + munbae + perseverence + saddltastic + schoolisfun + soundsdodgy + webbtelescope + webbuk 59 0.0069413
1006 zeph + diaz + nate + liam + cunt + scouse + ebele + effusive + erman + handwaver + hatt + jameis + koo + malace + neglects 58 0.0068236
1007 europeday + luxembourg + detail + mock + photoshoot + sing + 12mb + 18mb + antholo + blueprints + bryam + budgie’s + daysinthesun + godblessournhs + gujara + indesign + joviality + magicmail + mentalhealthday2018 + mpcastleford + needencouragement + nitefreak + quay + quillette + talbles + trundle + typeset + wmhday 55 0.0064707
1008 ha + fyha + eurovision + nigga + kane + nom + yeah + willetts + wait + jeremykyle 782 0.0920013
1009 memes + dalalai + heysiri + mofos + organises + patronized + peopleshapingp3 + qualityfiction + abegi + acquainted + addi + fifa’s + grotbags + manche + powercut + reimburse + toplads + twittertunes + verymerewards 95 0.0111766
101 prize + chance + fab + awesome + fantastic + giveaway + competition + win + bashthebookies + guys 60 0.0070589
1010 weaknesses + sexism + americans + war + species + celeb + ansen + electionfraud + madmen + sargwani + sgirl + sounder + states.strength + sweepers 63 0.0074119
1011 morning + beige + rain + loved + slides + forward + brum + cold + snow + 1h10 + 5.7c + alove + beautifulasyouare + certaint + englishtourismweek + flowerworks + honeymakers + inhabited + leicesterrailwaystation + missef + naturalbody + recurved + waterlilies + youlgreave 150 0.0176473
1012 arsonist + chugged + fentanyl + fluster + fucc + lovetowin + badder + 7up + chrysanthemum + honeslty + icicles + sksksksks 58 0.0068236
1013 delboy + wiggle + yay + leopard + exciting + whoop + ackn + actfast + bayahlupha + bovary + camlephat + corrine’s + edhuddle + fastscan + isee + jeanna + karenina + kenyon + lavo + mmmp4 + oldcorn + rebecka + sath + textbooks + thisgirlneedsnewclothes 109 0.0128237
1014 rogerfederer + salute + bukem + chrissymus + craigdavid + diffident + flamingle + humbleone + lifelounge + ltj + m2 + mysterybox + nixtape + oosh + sherman + skulduggery + thatvoice + weg2018 + whataguy + woojins 111 0.0130590
1015 n’night + blooms + bed + enjoy + snow + forward + glad + hues + day + beautiful 267 0.0314122
1016 laughing + people + loud + fuck + shit + brexit + feel + life + agree + yeah 61392 7.2226902
1017 hate + uni + medieval + armour + uniform + allthatmatters + commuterlife + quadratic + streetb + gc 84 0.0098825
1018 data + gcseresultsday2019 + carbon + 11.59pm + bizi + desertislanddiscs + devopsagainsthumanity + dynamit + hsj + maggie’s + onyourfeet + opposable + ourhouse + typesetting + vfr 53 0.0062354
1019 enjoy + yum + delish + chickenandmushroom + cnosummit + espana + holiyays + letterboxd + marais + nationaltoastday + pracatan + tasteofbella19 + youcanmakeit 88 0.0103531
102 true + honey + amazing + xx + hurt + amaazing + implications + donna + wont + inspiration 78 0.0091766
1020 respeck + onky + pizzatime + sprog + steamroll + trumpy + sauvage + toilet + corfu + cozzie + orthodoxy 54 0.0063530
1021 dontletindiaburn + herewwe + cloe + goddammit + holts + incitement + searingly + buckfast + ddd + faceless 61 0.0071766
1022 lancomegwp + wait + haha + butts + vegan + birding + water + warmth + beer + pokemon 203 0.0238827
1023 12daysofjones + daystogo + yay + cheers + giveaway + 2date + crisp + donated + apriciado + chh + ells + hardbacks + mileys + stylistlive2018 + thoughtsandprayers + twerky 88 0.0103531
1024 cartoon + jersey + 90hz + ambulanceservice + animating + babearslife + bestofboth + bischoff + cartograms + castleman + churner + conten + educa + harb + ivortheengine:bagpuss’s + retes + wreford 52 0.0061177
1025 notty + carwash + kno + notinterested + secondreferendum + tizin + primed + wondurfull + bouff + calms + queenie 94 0.0110590
1026 newcomerfairytale + spider + walaalo + banger + fucke + impala + iwe + zeph + mangled + ctrl 51 0.0060001
1027 aide + aggy + moron + bolton + novels + boasted + goldenballs + teakshi + teyana + vinlands 53 0.0062354
1028 uni + msg + friends + sand + bloviate + breate + comimg + disembodied + fieldtrip + gdprcompliance + gdprjokes + gdprready + jokermovie + jonghyun + marshawn + notajust + pokestops + reappl + showup + wishme 78 0.0091766
1029 ep2 + wait + stoked + thexfiles + brexipocolypse + cfwm + cuthberts + experimentar + fuellerlife + greatplayers + guiz + helpfindhugo + icannotwait + inacative + personable + shezness + theband + thefuelstore + urlike + vou + whatapic + wize 138 0.0162355
103 competition + brilliant + macro + compressed + lens + flower + wind + gif + photos + eighteen 59 0.0069413
1030 wonderful + reflector + sheepie + warfury + yesu + yupp + dietitian + dovi + halfpintfull + instilled + kaa + minerals 121 0.0142355
1031 ethnography + dagr + build + a’rushden + algorithm’s + asthmaplusme + avalable + badaction + benin + capstick + curlies + customizations + defaults + dhconf18 + earlydiagnosis + excavators + expo18nhs + ferroscanning + financed + funi + greenspace + halfin + herstory + iothub + kashmirstillundercurfew + killall + loggist’s + lovelyday + nicaraguan + o’gaunt + osbournes + philbeerband + puregold + shoplcfc + smsports + systemuiserver + thebiggestweekend + theron + wearepeople + wishihadasociallife + zaxis 86 0.0101178
1032 glasgow + inspirational + confidence + apr + driveway + leicinnovation + blog + diana + building + rehearsals 117 0.0137649
1033 aquaphrase + bashmore + bbm’ing + bigga + channeled + cheetah + earthists + gussets + margret + quotables + scherzomfishrnwner + uste 52 0.0061177
1034 fucker + bastard + twat + truer + fucking + fuck + bastards + absolute + shoot + motherfucking 210 0.0247062
1035 yh + bin + ah + absabloodylutely + anx + grrrl + nobe + pineappleciti + sweart + virtuous + yeaas 81 0.0095295
1036 snort + learnt + 11.44am + burntthehouses + grandson’s + izabo + mohdaziz + noneofmybusiness + pokusaj + shalford + swayze + themakingofme 86 0.0101178
1037 goosebumps + limbs + pum + bin + beauty + respect + dick + yh + childish + milner 742 0.0872954
1038 ashtray + goldberg + ackers + dampening + omelet + samuraj’s + shippinguptoboston + teprosteakgrill + wholelottalove + cheaper 90 0.0105884
1039 pulp + impressive + fiction + wavey + abdallah + babyspice + barbaros + boozin + catline + delajore + fishponds + madderz + nextdoir + nocafetraining + raceready + zoomers 99 0.0116472
104 rdr2⁠ + reddeadonline + rdo + reddeadredemption2 + ps4share + vgpunite + ps4pro + photomode + virtualphotography + rdr2 214 0.0251768
1040 mirror + bitch + shit + real + lifes + fork + snitch + damp + ja + forever 153 0.0180003
1041 foldedarmsbrigade + hellraiser + pinhead + stemcafedakar + teamplants + trilog + verka + birmingham + adr + psyched + tedu2020 63 0.0074119
1042 scrooge + numpties + messi + lilac + meow + truth + poor + nigga + 25c + 60b + alkada + alwaystimeforyourfans + bbcapprentice + brexit50p + crumbie + currencys + dutch578 + enticed + flameswhetstone + fuguring + gymsharkblackout + hunnit + lanvyor + lonsdales + motorsports + muhfucka + ock + popstarsinrhymingcars + progenitor + prometheus + rx7 + showpony + unforgettablegig + vxqe 145 0.0170591
1043 gynae + nicu + fries + stella + pint + season + 13reasonswhyseasontwo + condor + antihistamines + makeashowormoviecold 53 0.0062354
1044 af + den + suck + classy + scots + ahl + bumfriend + catchit + deek + fker + forkie + hae + imovie + inhad + mebee + nestor + real’n’proper + salaah + scrievin + thawto + toffeefilled + watermelown + waveh + woff + wuo 121 0.0142355
1045 yeyi + dashed + clarity + 2mnths + cedr + hbe + jalesh + spongerob + squirted + th3 + toliver + twitterniece 71 0.0083531
1046 taller + memes + 96l’s + ahain + besmircher + carparks + defendant + dolezal + grapefruits + karamizov + kokkaro + malory + miming + neoteric + rhimes + s3eed + sameera + stairwells + tanvi + winnerforme + wyipippo 112 0.0131767
1047 mood + mane + worldcupofthedecade + broad’s + harryrednap + irtgtfasap + longeatoninvaders + maddsion + peaksandtroughs + rematchakimbo + swingsandroundabouts + wollop 57 0.0067060
1048 thugga + versatile + betrayer + cucks + demandbetter + deuxpoints + edgware + haahhaa + ikpeazuhasfailed + irritayting + kurewa + swantonbomb + trrc + twirraa + whitesnakes 72 0.0084707
1049 thugs + cape + rat + anticlimactic + flashly + freddys + gleu + muddascunt + napm + oystons + partings + teggies + tweewtmy 53 0.0062354
105 true + dear + bto + nkng + trueb + truee + sigh + indeedy + omgg + github + occurring 138 0.0162355
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11 competition + fab + cool + win 54 0.0063530
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116 xxx + lin + wehearyou + weseeyou + cxx + bronte + lj + xx + austen + haw 117 0.0137649
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86 morning + a2z + atz + tz + hey + 7books + read + lot + nomination + kpop 258 0.0303534
860 novelist + shoes + ima + accentchallenge + desd + gutho + haemostasis + oddaa + oluwa + scosmr + sunlit + thatwhitefriend 129 0.0151767
861 trousers + biffers + deniys + fifalife + krokodil + portaloos + ryanaircyberweek + slappers + harvesting + strains 78 0.0091766
862 bhoy + congratulations + superstars + proud + congrats + deserved + achievement + infirmary + batleyandspen + bryers + gishmeme + lydo + muchas 75 0.0088237
863 mascriding + islam + charlatans + illiterate + prisoners + 80 + rooted + loveisland + monty + europe 52 0.0061177
864 luck + booyaka + dadgoals + fundads + giveakidthebestlife + greenings + shr + tgtconf18 + tinguk + valueeducation + voteeducation + youreonlyyoungonce 57 0.0067060
865 sceptre + healthpsychology + msc + toda + leicestershire + acapellas + audisq7 + beavertown + blockley + bovver + cdj + curdling + dailycalm + edibl + eqpmnt + fisher’s + iamrare + kulwinder + mindmatters + norrie + numtraining + occupationaltherapy + onepintlighter + otstudent + phdsupervisorlife + pretender + revalidation + wellnesswednesday + yearofcalm + zootropolis 61 0.0071766
866 reasons + watched + thirteen + swati + unbreakable + police + binged + episodes + translate + african 126 0.0148237
867 brexit + voted + labour + eu + leave + vote + rudd + tories + 17.4m + extension 83 0.0097648
868 election + brexit + voters + referendum + vote + voted + pigs + eu + dickdicks + easyer + mayoutnow + uinon + whatsthepoint 58 0.0068236
869 laughing + true + sounds + loud + waiting + bit + yah + ass + damn + wee 2795 0.3288282
87 precisely + painting + contact + loadofballs + confusion + aha + coys + gary + kmt + bro 52 0.0061177
870 slave + pain + amoeba + amoebas + bharata + catthorpe + disfuctional + free’d + lintels + natyam + psychotical + spellbound 80 0.0094119
871 asksrk + designers + gon + injuries + infirmary + 4thvisit + febreze + habon + my1stquestioninheaven + rerferemdum + rhetoricalquestion + winwin 58 0.0068236
872 confortable + logos + universal + 1954 + 2ltr + analysise + anusface + banchees + bestsellers + brummies + burr + cindere + denbies + devinya + doctored + gahh + hardcore.the + neworleans + soiuxsie + sphincter + stanhope 54 0.0063530
873 kev + enjoy + 3thousand + onbut + pikapika + see.sound + summerxs + unmute + yourll + admins + busybusy + furman + tinks + tryanuary + tuffers + walnutgate 72 0.0084707
874 reasons + thirteen + tam + netflix + amsterdam + 15million + bbcimpartiality + disseration + goodnotes + illumination + imbasicallyanticipatingabasicallykkaxonbasically + ittchy + msisrubbish + netflixs + notability + nt’s + thatinsulttho 69 0.0081178
875 dat + tonsills + birth + dis + asthma + fave + birdingloveit + feartwd + realsupport + xxc 70 0.0082354
876 photo + budd + pic + roxy + marathon + pictures + film + gary + brilliant + aqp + bettina + cozzy + damaris + diction’s + ess + fakery + freshersflu + isthisthereallife + kadar + larksintransit + mâché + mosthaunted + panzers + patrickwolf’s + saheb + unhurt + willie’s + winsbury + wow.gorgeous 177 0.0208238
877 tunnel + george’s + ir + enjoyed + walk + gig + mile + busy + inspiration + gb 122 0.0143531
878 cooked + goddess + chrome + declined + aliens + breakfast + narrative + sell + alibis + asalamualaikum + domme + horizont + kubernetes + malp + recogniti + riseyourwallet + sayimg + shitstor + surpost + telli + truecaller + umthakathi + waktu 81 0.0095295
879 0to100xmas + tickets + wizards + hallway + wizardswonderland + boutique + madfriday + wonderland + motivation + thecurryshow 87 0.0102354
88 stevie + tribute + reminder + rt + quick + friday + night + ch + chee + che 70 0.0082354
880 timepm + boxing + activities + association + unity + spinalgraps + round + bringing + earlybird + tickets 62 0.0072942
881 fake + fuels + fossil + justsaying + greedier + infantilism + kust + nosuprise + nuf + peculiarly + redistribution + replapsed + sorry.i + that.he 52 0.0061177
882 nestle + crushed + factory + hundreds + jordanova + ludmilla + quirks + prof + engines + chocolat 122 0.0143531
883 ayston + le3 + 7b + 0to100xmas + 2ga + giffardliqueurs + boutique + shooter + 15.5cm + aystonroadbarbers 160 0.0188238
884 geekycocktails + giffardliqueurs + nims + boutique + shooter + cocktail + cocktails + leicestercocktails + bluecuracao + decor 365 0.0429418
885 awesome + yuh + 3grams + bootie + emblazoned + lickeble + marsexit + minipip + shawty’s + stearing 119 0.0140002
886 panoramic + influences + soulful + rating + flavours + enterprise + arthroscopy + bhaktirasamrta + colby_richardson + excusethesliders + idm2019 + invitee + meniscustear + nathanie + nrhbcf18 + prayerful + premere + samiya + team.they + topa + wonderdog 51 0.0060001
887 luck + wellocksadvent + congratulations + wherehistorybegins + congrats + proud + xx + bb + beth + baith + dontleavepls + glocalization + jack_mrengland + keanan + nitesh + scottishteacheroftheyear + sharethehobbylove + syuhrah’s + winnersanyway 108 0.0127061
888 luck + cinnamoncat + yay + aww + johnny + proud + xx + team + xxx + congratulations 277 0.0325887
889 luck + yay + deacy + harries + thegrinch + guys + pinkmagazine + cheers + aw + awesome 220 0.0258827
89 version + fireworks + imma + start 78 0.0091766
890 eos + canon + sigma + mki + 5d + morningside + 50mm + mercure + 1.7 + 50iso + nine0 + rhul 64 0.0075295
891 hyst + janet + developed + madonna + adl + heartbr + northside + sadowitz + situates + unabashedly 57 0.0067060
892 gutterball + kirkwood + pi’s + shjt + smooch + sugarmums + charleston + shittin + stupidquestionsfortheschoolnurse + tassimo 56 0.0065883
893 chelshit + pum + classic + dickhead + sack + continue + 3wordweather + 43yr + celled + davounii + smoocher + thebiglearnersrally 79 0.0092942
894 xxx + bravi + dingy’s + l.o.l + ragazzi + spreed + donel + sweeties + ya + sammie + tomasz 77 0.0090590
895 netflix + heinz + loved + 03.45 + anerican + cyberverse + doerr + likevthe + mayitlastforever + mfl + najeeb’s + roadtorecovery + sjp + tardigrade + tawny 99 0.0116472
896 krypton + syfy + watched + luther + bulimia + carbonation + endofthefxingworld + jefferies + qnd + thearchitec 53 0.0062354
897 prav + understatement + bib + 22st + ascension + lifeofastudent + swilling + cocksucka + islamaphobes + labourpains + sixnationsrugby 97 0.0114119
898 shoes + wears + hope + wear + understand + pants + socks + shirt + jeans + hair 445 0.0523537
899 yah + 22g + dullness + every.single.year + rosd + shellz + spina + vechile + clammy + kneading + overdosed + pager 55 0.0064707
9 leicestershire + manger + highcross + roundhill + adult + nixon + learning + bees + knees + court 98 0.0115296
90 honestly + truthfully + portsmouth + eats + sucks + uber + bin + hun + honest 51 0.0060001
900 login + account + dm + darran + le39qb + so’d + mercury + avios + deta + diddnt + perce + timotei 50 0.0058824
901 gangs + cats + operating + ayite + gridlock + groml + polistick + unconventionaldarkness + behave + washy + wishy 72 0.0084707
902 cutie + afresh + fuck + booties + cancel + hope + 100 + beginnings + mm + sauce 195 0.0229415
903 laughing + loud + huh + reo + speedwagon + tobacconist + cudnt + franz + lfcvcity + whats 87 0.0102354
904 potato + tastes + beetroot + strawberry + badtimesattheelroyale + bide + esomeprazole + feldman + freche + marigoldhotel + northbankclockendhighbury + restarau + rmb + spatz + summermia + v4 89 0.0104707
905 jamaican + tl + fuck + jesus + ahistorical + anthropomorphic + chandock + cheeran + inouarashi + jilo + nek + propanganda + swordsman + tyson’s + waja + zoo’s 50 0.0058824
906 question + fuck + happened + surely + people + whats + hey + tickets + hell + laughing 26885 3.1629858
907 algebra + kleeneze + barbies + gt + ticket + webcam + replacement + bands + restrictions + scotland 155 0.0182356
908 broken + relatable + banger + annoying + sexiest + hardest + crap + worst + accurate + trash 235 0.0276474
909 brexit + corrupt + eu + tory + centrist + poorer + democracy + tories + negative + conflict 74 0.0087060
91 cheers + capes + losange + wear + hero’s + foodwaste + heroes + baked + unitedkingdom + stone 267 0.0314122
910 mathswwc + coq10 + edema + macular + rvo + sweepstake + fireleicester + numeracy + algorithms + department 95 0.0111766
911 naqshonline + store + dresses + womenswear + colours + dress + nims + boutique + glitter + online 1863 0.2191796
912 sdgs + spate + year11 + year8 + presttitut + today’s + mumbai + improving + abortio + accoutrements + aspley + book’s + deputising + eastmidlandsgateway + facu + firebug’s + hhpapp + indianapolis + ioan + juntendo + kinmonth + lesley’s + longlister + machynlleth + marfan + n.robinson + ng_supereagles + plou + pwei + radiolink + selfmanagement + sustainabledevelopment + wmcna + worksmart + ypf 81 0.0095295
913 agree + totally + smoke + lecturer + 18mnths + brawling + gaswork + sensatori + styrene + surre 63 0.0074119
914 fly + bro + ayamm + junkets + mashreport + teaam + yungers + administer + derisory + idiosyncratic + midline 94 0.0110590
915 watch + gotchu + gamble + forgotten + cockrock + dooleys + hhm + mashaka + smack’s + vax 86 0.0101178
916 singaporeans + meghan + articles + hole + news + harry + police + prince + cyclist + street 149 0.0175297
917 teemo + lord + rush + alertness + balne + blessedness + calcio + ewok + freud’s + hatoofficers + niv + strobes + tweetdeck + unacknowledged + visiblemaths 53 0.0062354
918 lynda + comm + eaton + cllr + sunday’s + 1963 + 260st + althusser + brigden’s + cambria’s + disadvantages + freego + gen2 + gene1 + hallvard + jmasouri + kalamazoo + onlyonepxg + oscarprincemusic + otmoor + pilotlife + segamastersystem + sidebottom + steffens + sundaygolf + unheavenly + usernamelondon + wined + wmn + wotsapp 78 0.0091766
919 donald + mornin + song + december + game + trump + ft + boom + michael + mavado 241 0.0283533
92 wonderfully + ff + artists + talented + dedicatedly + ks2 + talents + sixty + genuinely + count 53 0.0062354
920 citg + kuvunyelwe + sheals + prayers + notifs + recipient + transsexual + feedbacks + freespeech + lantern + moaner 63 0.0074119
921 digestives + rewatched + yum + bagainsciously + bbvalentines + dubh + foundobjectpuppetry + laidley + longneededbreak + panc + saúde + toolstuesday + venom2 + vinho + zeo 107 0.0125884
922 duff + pancakes + cheers + cheese + coker + derrygirls + gangrel + its_happening.gif + macandcheese + macdonald’s + oneshow + ørsted + spall + tetleys + wankered 95 0.0111766
923 delete + lemme + tommyrobinson + learn + everyday + lame + plank + dry + header + draupadi + gaggle + gofgi + grc + hemorrhoid + impersonat + moshpitting + origintes + ormrod + perhapps + publicty + sanbizzle3333333 + skieoner + smugmarcel + wew 232 0.0272945
924 americans + somalians + rah + africans + grooming + rafa + nob + pokemon + altooki + carribbeans + delusia + fantasist + inbreeding + kebbell + lacasadelasflores + northernness + romanians + shur + tase + yoplait 81 0.0095295
925 rap + mumble + music + song + rappers + assurance + katy + genre + album + anthem 83 0.0097648
926 spell + products + bundle + weird + anstrad + attslamdunk + bankruptcybands + dafs + ddp + fuckjng + hellbound + hitmarkers + idiotbaby + kellys + majotiry + muellerreport + naughtymuj + netanshit + newambassador + rainbowism + stringent 200 0.0235297
927 reload + pussy + brave + accurate + suck + banz + cbbnatalie + demn + diverter + gorgues + groins + makeliteraturesexy + murph + outbreaktour + preconception + rightlg + sexymenuitems + truthing 174 0.0204709
928 cool + beautiful + harrison + afsgw18 + alanchambers + engvirl + ippo + massive.thanks + yes.yes + brudda’s + embodiment + hajime 69 0.0081178
929 whale + thanksgiving + bruno + proud + amitji + beasties + bloodborne + bodie’s + dawdling + flightschool + flightskillstest + pfco + ringchromosome6 + timetotalkday2018 65 0.0076472
93 sigh + sighs + bcc + aigh + sighh + phdchat + urgh + mufc + af + crap 57 0.0067060
930 agree + concur + icecream + pree + blocked + vic + helmet + naturally + 44mm + 47mm + apogise + awnser + conceit + deafen + dsq + hacienda + hallucination + listicle + rmbr + slapper + tbrvqh 226 0.0265886
931 pray + account + leave + delete + tbf + agree + praying + tut + zimbabwe + heyy 294 0.0345887
932 snow + cheese + spaghetti + peri + lettuce + doom + watched + beautiful + songs + assigment + chancery + chaplin’s + crumbly + dredging + gripp + gudrun + horror’s + husk + kabob + psyllium + rehaul + s3 + slowcookerstuff + themummy + thicko’s + timefor + tomcruise 131 0.0154120
933 didlo + yoghurt + cheers + tasted + donotsuffer + feelers + gesture.well + halloweenkills + paypacket + pengo + smockington 89 0.0104707
934 inject + chop + town + impeachmenthearings + obsessional + suckling + teet + onel + winslet + hazza 56 0.0065883
935 stress + dead + miguna + cigs + edging + cannabis + ahaha + bra + ima + 48min + boggled + conultant + delts + dissociation + frienships + glawsfamily + glawstowin + iwilltrytorememberallofyoulittlepeople + liveeverydayasifitisyourlast + metronomy + mincer + petitioning + sub8ten + sukali + suppin + urrm + whenthereisnochanceofsex 222 0.0261180
936 0 + u12s + final + finalists + cup + won + finals + bogeys + congratulations + win 84 0.0098825
937 montfort + university + de + dmu + djing + kingdom + united + djrupz + iphonegraphy + thevenueleicester 200 0.0235297
938 sis + energy + collect + abam + attactive + boastfully + consults + manis + meins + numismatists + rollover + shano + testittuesday + turmbun + uncircumcised 113 0.0132943
939 goat + trippier + muscle + thug + 30rain + 8️⃣0️⃣th + ampesi + ariza + chards + deadlocs + deathtoyoghurtmonsters + engarg + justiceleague + kingsto + pyb10 + spearing + superbowl2019 + waam 102 0.0120002
94 chunni + newdupattas + dupatta + foodwaste + pastries + unitedkingdom + crayfish + floraldupatta + mix + online 67 0.0078825
940 plated + scooters + sources + whilst + 21.04.2018 + atlant + attacted + bbcmotd + bejeezus + brollies + escor + findalan + fookin’bastid + holohoax + huhuhuh + kitorang + mortgageprisoners + nopressure + outposts + phills + poundlandbandit + radia + sciencecommunication + thankslet + untainted + weloveir7 + wingmaned + zuckberg 102 0.0120002
941 investment + findom + offering + nt + people + failing + app + frds + read + cashmaster 980 0.1152957
942 intercourse + downloading + theo + acceptability + arsacm + bulging + cluehq + deities + dol + immigrantsongs + ls1277 + mismanagement + morphology + piloted + rf2 + ridiculouskeeper + shrugging + sinatras + statisti + superhuman + weeknigh + wheelbarrows 91 0.0107060
943 doggy + focka + setlement + suspence + sxc + sledges + yard + tiddies + sprain + altered + blouses + ghosting 55 0.0064707
944 swollen + fromaggi + hambledon + quattro + zaflora + drunk + kilos + horny + asbestos + kgs + martinis + vibepayfriday + zoflora 61 0.0071766
945 durnig + 1.4 + allnighter + extricate + quails + tommorrow + coke + tomorrow + policy + noose 51 0.0060001
946 luck + hugs + tomorrow + taping + download + xmas + wait + scotland + hang + sharing 188 0.0221180
947 funniest + ttt + doubling + lovethedarts + nigeria + fav + tunisian + shite + robert + daudia 176 0.0207062
948 couldnt + champion + johnson + boris + control + spot + 5so + doidge + paprika’s + sigala + spiceupmusic + theemmys 58 0.0068236
949 outcome + 8c + braverman + estée + freako + gainsbourg + o’reilly + pharoah + poyser + selector + sisu + winx 75 0.0088237
95 getgarytosingwithemma + relightmyfire + gbsolo2018 + foodwaste + unitedkingdom + desire + baguette + 32ff + faketits + flatbreads 72 0.0084707
950 nyc + annualcamp2019 + cumwhitton + itshersnow + missher + omnes + samme + summerlivesonitv + summersolstice + unem + wtestlecon 56 0.0065883
951 service + 20ft + hundred + phone + brands + hundredths + ladders + micro + hey + sheffield 112 0.0131767
952 statesidesix + submitted + maythe4thbewithyou + starwarsday + entry + enter + steamin + brockshill + crownedbyemiliehair + grwm + irishracing7 190 0.0223533
953 brexit + voters + generalelectionnow + remainparty + eu + brexitparty + doo + tories + voted + electbhupen 168 0.0197650
954 wicker + wrestlemania + bicentenary + biggardenbirdwatch + blingy + chertseypanto + cocoaworld + daresay + eccleshall + hl + instragammable + shoreham + ttm + tumbet + wolfrun2018 82 0.0096472
955 song + 70 + rap + muslim + rihanna + listening + portuguese + america + 32yrs + bangerss + cacuasians + colman’s + dontcare + faught + flemish + hongkongers + jhad + memorized + pamela’s + pokemonthepowerofus + seenwhat + tyndall + wringing + you.the 83 0.0097648
956 song + mv + gameofthrones + island + listening + rap + jamming + listened + history + language 110 0.0129414
957 massage + glasses + eaten + 9am + inches + weather + 13p + batchelors + disappointingly + mrsa + sorento + umbria 78 0.0091766
958 muslim + 1950 + fascism + globalist + eu + album + hip + song + sculpture + johns 89 0.0104707
959 lasvegas + sportsman + playground + wrestlemania + vote + 1.25 + bebrilliant + bumbaclause + for610 + granddaughter’s + moni + thepaway + waterbridge 66 0.0077648
96 taas + knots + prize + gbp + spotted + location + speed + fab + heading + hotels 181 0.0212944
960 11.35pm + ayeartaughtme + beyondlimits + burfield + doaba + hartnell + powertothepeople + spiceless + timeslip + tooting + turnandrun 58 0.0068236
961 imagine + oasis + imsorry + ndabananiyeland + cóques + 28m + burmese + macaulay + ms19 + relies + xg 53 0.0062354
962 netflix + film + raped + riverdale + episode + 0130 + 0230 + edginess + escapetoathena + ishmael + kenya’s + leftenant + lootenant + mashin + me.r.o + migingo + montesquieus + mumbo + photocopied + rogermoore + slr’s + statement.have + storks + tgsalearningisfun + treks + uganda’s + way.this + win.they 130 0.0152943
963 bang + overrated + 18c + crazeh + evver + foodsecurity + ikara + maccaodyssey + madu + moshpit + tremble 59 0.0069413
964 stressed + nervous + cba + followingourdream + movingtowhitby + skimpy + sleighgiveaway + ultram + wotlessness + 3,4 + aaand + gatts + omdz + sores 120 0.0141178
965 frizzy + suturing + puel + 60 + defecto + drucker + kaptuska + oppositions + rowdiness + thouhts 51 0.0060001
966 raheem + stormzy + albrighton + harsha + lothbrok + medicals + skandalous + walshie + gareth + bosch + feltz + sjoberg + uppa 83 0.0097648
967 evil + effigies + filipino + issa + accent + jennifer + catchy + asf + showman + live 81 0.0095295
968 english + spanish + forntite + galicia + galician + guys.he + lonliest + mainlander + methodological + ned’s + song.happy 72 0.0084707
969 again.yes + allbeauty + chockful + crete.might + everytimeitrainsi + favre + happen.ashes2019 + julien + rastafarians + swooner + trafficker 57 0.0067060
97 xx + adverse + experiences + papers + childhood + morning + ace + international + conference + xxx 113 0.0132943
970 songs + racist + nukes + trash + northern + pulls + music + atmospherics + critisism + feminazis + mandatary + mansions + marority + nationalsmileday + nezu + pulip + reclaiming + rockson + saxobeat + vcountry 132 0.0155296
971 actual + brothers + gameofthrones + anywh + freat + glennout + sevond + trickles + whitechicks + thearchers 91 0.0107060
972 country + religion + music + listening + islam + song + tommyrobinson + traitors + british + sighted 239 0.0281180
973 gto + howl’s + anpr + gcses2018 + radio + testify + sabras + 4.30pm + ferrari + increases 99 0.0116472
974 guy + hey + norm + surprises + deliciousness + drugg + kiss’n’tell + lifekeepsmoving + makemusicmanly + dating 100 0.0117649
975 rtc + lane + traffic + causing + junction + tailbacks + road + nearside + blocking + inbound 187 0.0220003
976 rasprclub + dialysis + pd + infants + dhikr + membrane + vans + fire + mortality + overcoming + statutory 86 0.0101178
977 hassle + caused + pain + emotional + bravest + feel + destination + sand + psalms + san 118 0.0138825
978 proud + supported + team + fantastic + congratulations + attended + graduation + amazing + winning + huge 91 0.0107060
979 proud + fantastic + aminatakamara + day1mate + hote + oldhow + saymashaallah + u14s + bonbons + welcomi + yourselve 53 0.0062354
98 har + tweeter + dearest + weekend + mahadev + lovely + india + surprise + shree + wonderful 73 0.0085884
980 laughing + loud + appeased + barma + greenbelt + hott + out’s + tinderbox + cladding + suckin 66 0.0077648
981 canavese + hornseyroad + m’colleague + mate.this + raf.but + rosso + sexyfying + suports + thankyou.i + wadvreallybloved 59 0.0069413
982 kabhi + juicy + aang + bryllcreem + coords + galz + gham + khushi + mastrepieces + tesoro 53 0.0062354
983 congratulations + xxx + proud + congrats + xx + digitalchallenge + rhinoceroses + chuffed + beautif + celia + coley + lils + sportforall 80 0.0094119
984 hope + xx + congratulations + luck + forward + glad + mate + lovely + xxx + enjoy 6863 0.8074232
985 dal + kev + luck + snow + chips + enjoy + rain + awesome + onepiece + brilliant 391 0.0460006
986 proud + demonlove + gostarsgo + improvlove + lborograd2018 + mariya + shandy’s + stocky + zombiemusic + bullseye + crystalball + enforcer + gotoams + ingrid 85 0.0100001
987 pent + bhetke + definitel + detangle + devasted + extraverted + lydon + meonce + winaldjum + buying 57 0.0067060
988 boris + adulterer + ashes.engaus + balvin + belcher + chibu + crus + gangstas + heathcliffe + mortez + privilage + titoff + wynonnaearp 73 0.0085884
989 sylvaniansleigh + hear + eliot + steven + 31.03.18 + bluesy + dakar + dua’s + fuckknifes + proudmummoment + sheenie’s + sluggy + sundaybloodysunday + trishalive + vogueitalia + worldcup2018maths 90 0.0105884
99 cool + jacks + quran + foodwaste + verse + focaccia + toasting + unitedkingdom + nominated + tl 84 0.0098825
990 wait + sleeps + adaduk19 + bcmepencilsforrobaloumeracy + gatprimaryathletics + liveshows + mackems + manship + oneofthoseweeks + schofe + thankyouander + unbelievablejeff 74 0.0087060
991 scarefest + gals + hayley + dawkes + evolution:man + hozier + kenan + mzungu + owlandpussycat + sewnn + teambecky + wrestlemania35 + ymas 67 0.0078825
992 totally + software + 22minutes + agree.never + dedirable + detori + downsized + ebikers + ecclesial + flawlessly + henryhoover + mael + mefuckinow + motocross + nguru + nitpick + obl + paper’s + prevaricating + reichsparteitagsgelände + rti + shiko + suzhou + that.s + wagers 81 0.0095295
993 chitty + mh + mis + junction + les + 180cals + adapts + contin’d + dilute + doomsdayclock + enhanc + fom19 + form.a + fragmenting + img2 + joo + lectu + lucis + mba’s + menstruation + monoxid + nehitv + parliam + plantbasedmag + rejoined + valentinoremz + viewi + walvaus + weshallnotsurrender + xamarin 78 0.0091766
994 coronary + dldk + fourpm + frit + klf + labrynthitis + lookig + nettleship + nonethe + 2ds + boswell + gappy + inverary + kis + loosies + slinky 60 0.0070589
995 tickets + batch + grab + behindcloseddoors + leicesterracecourse + cop + carvery + moneypp + sold + stalls 78 0.0091766
996 song + banger + bop + repeat + songs + album + 1x + tune + albums + track 75 0.0088237
997 beardage + fergoose + preciate + teammall + ucustrikeback + yayuh + callister + disneyemoji + luck + disneybloggerschat + ffed 63 0.0074119
998 giggy + soups + wiggy + news + mrsbs + forward + buffy + dill + shetland + lunch 207 0.0243533
999 auchinleck + bcce + blackbur + consert + grammable + icce + linn + loth + outground + saturdayfootball + venetia 74 0.0087060

Other

Clusters and replies

trans_clusters_and_replies <-
  tweet_classifications %>% 
    mutate(
      cluter_or_not = if_else(
        trans_umap_hdbscan == "-1", "Not cluster", "Cluster"
      ),
      reply_or_not = if_else(
        is.na(tweet_in_reply_to_url), "Not reply", "Reply"
      )
    ) 

trans_clusters_and_replies %>% 
  count(cluter_or_not, reply_or_not) %>%
  left_join(
    trans_clusters_and_replies %>% 
      count(cluter_or_not) %>% 
      rename(tot = n)
  ) %>% 
  mutate(
    prop = (n / tot) * 100
  )
## Joining, by = "cluter_or_not"
## # A tibble: 4 × 5
##   cluter_or_not reply_or_not      n    tot  prop
##   <chr>         <chr>         <int>  <int> <dbl>
## 1 Cluster       Not reply    265141 491557  53.9
## 2 Cluster       Reply        226416 491557  46.1
## 3 Not cluster   Not reply    217602 358431  60.7
## 4 Not cluster   Reply        140829 358431  39.3
trans_clusters_and_replies %>% 
  filter(trans_umap_hdbscan == "1016") %>% 
  count(trans_umap_hdbscan, reply_or_not) %>%
  left_join(
    trans_clusters_and_replies %>% 
      filter(trans_umap_hdbscan == "1016") %>% 
      count(trans_umap_hdbscan) %>% 
      rename(tot = n)
  ) %>% 
  mutate(
    prop = (n / tot) * 100
  )
## Joining, by = "trans_umap_hdbscan"
## # A tibble: 2 × 5
##   trans_umap_hdbscan reply_or_not     n   tot  prop
##   <chr>              <chr>        <int> <int> <dbl>
## 1 1016               Not reply    30401 61392  49.5
## 2 1016               Reply        30991 61392  50.5

Geolocated tweets

tweet_classifications %>% 
  filter(
    !is.na(tweet_geo_long) &
    !is.na(tweet_geo_lat)
  ) %>% 
  select(
    tweet_sentimentr_class, tweet_flair_sentiment_class,
    btm200bg_topic_sum_b, trans_umap_hdbscan,
    tweet_flair_e6c11m2_top_emotion, tweet_flair_c6c12m1_top_context
  ) %>% 
  pivot_longer(
    cols = everything(),
    names_to = "classification",
    values_to = "class"
  ) %>% 
  count(classification, class, sort = TRUE) %>% 
  group_by(classification) %>% 
  slice_max(order_by = n, n = 20)
## # A tibble: 64 × 3
## # Groups:   classification [6]
##    classification       class     n
##    <chr>                <chr> <int>
##  1 btm200bg_topic_sum_b 188    3648
##  2 btm200bg_topic_sum_b 170    2217
##  3 btm200bg_topic_sum_b 146    1533
##  4 btm200bg_topic_sum_b 52     1468
##  5 btm200bg_topic_sum_b 96     1141
##  6 btm200bg_topic_sum_b 165    1013
##  7 btm200bg_topic_sum_b 95     1003
##  8 btm200bg_topic_sum_b 79      988
##  9 btm200bg_topic_sum_b 55      939
## 10 btm200bg_topic_sum_b 129     923
## # … with 54 more rows

-1 and -1

tweet_classifications %>% 
  filter(btm200bg_topic_sum_b == "-1") %>% 
  count()
## # A tibble: 1 × 1
##       n
##   <int>
## 1 32481
tweet_classifications %>% 
  filter(trans_umap_hdbscan == "-1") %>% 
  count()
## # A tibble: 1 × 1
##        n
##    <int>
## 1 358431
tweet_classifications %>% 
  filter(btm200bg_topic_sum_b == "-1" & trans_umap_hdbscan == "-1") %>% 
  count()
## # A tibble: 1 × 1
##       n
##   <int>
## 1  9832
trans_clusters_and_replies %>% 
  filter(btm200bg_topic_sum_b == "-1" & trans_umap_hdbscan == "-1") %>% 
  count(cluter_or_not, reply_or_not) %>% 
  left_join(
    trans_clusters_and_replies %>% 
      filter(btm200bg_topic_sum_b == "-1" & trans_umap_hdbscan == "-1") %>% 
      count(cluter_or_not) %>% 
      rename(tot = n)
  ) %>% 
  mutate(
    prop = (n / tot) * 100
  )
## Joining, by = "cluter_or_not"
## # A tibble: 2 × 5
##   cluter_or_not reply_or_not     n   tot  prop
##   <chr>         <chr>        <int> <int> <dbl>
## 1 Not cluster   Not reply     3374  9832  34.3
## 2 Not cluster   Reply         6458  9832  65.7
tweet_classifications %>% 
  filter(btm200bg_topic_sum_b == "-1" & trans_umap_hdbscan == "-1") %>% 
  count() %>% 
  pull(n) %>% 
  `/`(
    tweet_classifications %>% 
      count() %>% 
      pull(n)
  ) %>% 
  `*`(100)
## [1] 1.156722