Train my own dataset

[NazaninSal]

Hi, If I want to train the model based on only my own dataset. What should I do? I found in "data>lightweight" you mentioned required format for model. Should I only obey this format and put my dataset in data directory or there are some other things I have to do with train files? I think I have to change "availableCorpus", in this part also : chatbot>textdata.py (line52)

availableCorpus = collections.OrderedDict([  # OrderedDict because the first element is the default choice
    ('cornell', CornellData),
    ('opensubs', OpensubsData),
    ('scotus', ScotusData),
    ('ubuntu', UbuntuData),
    ('lightweight', LightweightData),
])

Would you please help me if need to change any other parts?

Thanks Naz

[shubhamsonawane21]

put your data set in text file of 1st line question and then 2nd line answer, 3rd line question 4th line answer and so on. And then in lightweightdata.py file at 59th position there will be this line "with open(filename, 'r') as f" here instead of filename put your data set location. And before running main.py in chatbot repository chatbot_tutorial-master>save>model in model folder delete everything .......then after that in command promt for running main.py........type "python main.py --corpus lightweight --datasetTag xxx" (instead of xxx put your data set filename only without file extension .txt )

[NazaninSA]

Thank you very much for your reply. I will try and inform you the result.

[NazaninSA]

Would you please help me on KeyError: 'CHATBOT_SECRET_KEY'? I don't know how to find it on windows10!

[shubhamsonawane21]

are you trying to run it on web interface?

[shubhamsonawane21]

Thank you very much for your reply. I will try and inform you the result.

did you get result?

[NazaninSal]

Hi, Thanks again for your reply. Actually l finished training, now l want to interact with chatbot, l thought the only way is using web interface! Would you please let me know if l can interact with chatbot through command prompt or something other than web interface?

[shubhamsonawane21]

Run from command prompt.....type " python main.py --test interactive" with this chatbot will go in interactive mode.

[NazaninSA]

Thank you, it run. I receive same answers for different questions. I guess maybe that's because of small dataset or short training (small number of epochs). Would you please let me know your opinion? Thanks

[shubhamsonawane21]

how many questions and answers are there in your dataset?

[NazaninSal]

Total length of my dataset is 21,648 tweets ( including both questions and answers).

[shubhamsonawane21]

it is more that enough, because my data set is just of 800 lines (400 questions and 400 answers) and it is working fine. Can you show me sample of your data set?

[NazaninSA]

Sure, My dataset is Hate Speech tweets with their replies. In attachment, I attached two files, first file is chat_origin.txt which are initial tweets and replies I extracted from twitter and the other is chat.txt which are my cleaned data and I fed to your algorithm. Thank you

---

From: shubhamsonawane21 notifications@github.com Sent: Friday, June 28, 2019 9:01:56 PM To: llSourcell/chatbot_tutorial Cc: Salehabadi, Nazanin; Comment Subject: Re: [llSourcell/chatbot_tutorial] Train my own dataset (#6)

it is more that enough, because my data set is just of 800 lines (400 questions and 400 answers) and it is working fine. Can you show me sample of your data set?

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1141869283666014209@nianoel74 i really don’t know why shit is being dragged on. regardless if you say it’s bout me or not, cause i’m o… https://t.co/AouD0c9B9p 1141870401536086016@hartley_lillian nah you didn’t hurt me. just fake to me. shocked me, yeah. but i’m not hurt now. because it’s happ… https://t.co/HDLxbv7QXS

1141870401536086016@hartley_lillian nah you didn’t hurt me. just fake to me. shocked me, yeah. but i’m not hurt now. because it’s happ… https://t.co/HDLxbv7QXS 1141870448566788096@hartley_lillian cause i’m really tired of it when i haven’t said anything since.

1141869296542519298@PogmojiMindsett @_simonbryson @TheManUtdWay It’s cunts like you that we really don’t need on our planet 1141870076364304384@matty_smythe @_simonbryson @TheManUtdWay Come say it to my face if you feel so strongly

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1141869340360187905Motha' fucken Mullahs, here's your bill for a $220 million UAV. Cash only bitches or we comin' ta collect!… https://t.co/axAYfDhq3A 1141870718642114560@RkSyrus @WIRED If you want war honestly you should be the first one to go!!

1141869412791644162Oh shit it’s cancer season bitches 🦀 I guess this explains why I sensed my power growing steadily today. 1141877034043396096@lizkhalifa69 🦀🦀🦀🦀

1141869447449387008LMMMFFFAAAOOOO oh wowww I’ve missed Syracuse so much with the dusty ass white bitches 😂😂😂 https://t.co/YeEPTmi5B8 1141888031907098626@_jharee Yooooo chill k.yonceeeee 😂😂😂

1141869482551447553 CONANGELA2 lilgotitties At this rate that u2019s the only person who will date you I love bullying stick figure ass u2026 https t co ee1x5Z0JdD display_text_range 26 140 source u003ca href http twitter com download iphone rel nofollow u003eTwitter for iPhone u003c a u003e 1141869881115082752@Delicious_Drea @CONANGELA2 Could be worse i could be easy bc I’m insecure about bein fat n cry myself to sleep for… https://t.co/kY0HjzdpzL

1141869722725564417 Peak of being in public school was when I got made fun of for having facial structure what were those bitches trying to prove source u003ca href http twitter com download iphone rel nofollow u003eTwitter for iPhone u003c a u003e 1142033621240483840@JESUSCHRlSTVEVO That you shouldn’t have called me a goat-

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1141869798483271681I’m shtty I can’t move bc I haven’t been graduated for 12 months bitch what if I was one of these slow bitches who… https://t.co/XV4JgXl15I 1141875667514068992@UNV_DAE Huh ft me

1141869802887307265saw a Tesla almost get into an accident ... y’all better start actually driving them hoes, they’re getting tired 1141889197260849153@intuneothrwlrd AKSKSKSJSJ

1141869802887307265saw a Tesla almost get into an accident ... y’all better start actually driving them hoes, they’re getting tired 1141880206304538625@intuneothrwlrd LMAAODKFNDNFNF

1141869283666014209@nianoel74 i really don’t know why shit is being dragged on. regardless if you say it’s bout me or not, cause i’m o… https://t.co/AouD0c9B9p 1141870401536086016@hartley_lillian nah you didn’t hurt me. just fake to me. shocked me, yeah. but i’m not hurt now. because it’s happ… https://t.co/HDLxbv7QXS

1141870401536086016@hartley_lillian nah you didn’t hurt me. just fake to me. shocked me, yeah. but i’m not hurt now. because it’s happ… https://t.co/HDLxbv7QXS 1141870448566788096@hartley_lillian cause i’m really tired of it when i haven’t said anything since.

1141869296542519298@PogmojiMindsett @_simonbryson @TheManUtdWay It’s cunts like you that we really don’t need on our planet 1141870076364304384@matty_smythe @_simonbryson @TheManUtdWay Come say it to my face if you feel so strongly

1141869340360187905Motha' fucken Mullahs, here's your bill for a $220 million UAV. Cash only bitches or we comin' ta collect!… https://t.co/axAYfDhq3A 1141884788929781760@RkSyrus @WIRED So is that you who’s going to collect it and pay for collection fees or is it going to cost thousan… https://t.co/96Y679ZBrv

1141869340360187905Motha' fucken Mullahs, here's your bill for a $220 million UAV. Cash only bitches or we comin' ta collect!… https://t.co/axAYfDhq3A 1141870718642114560@RkSyrus @WIRED If you want war honestly you should be the first one to go!!

1141869412791644162Oh shit it’s cancer season bitches 🦀 I guess this explains why I sensed my power growing steadily today. 1141877034043396096@lizkhalifa69 🦀🦀🦀🦀

1141869447449387008LMMMFFFAAAOOOO oh wowww I’ve missed Syracuse so much with the dusty ass white bitches 😂😂😂 https://t.co/YeEPTmi5B8 1141888031907098626@_jharee Yooooo chill k.yonceeeee 😂😂😂

1141869482551447553>>NO-TWEET>> 1141869881115082752@Delicious_Drea @CONANGELA2 Could be worse i could be easy bc I’m insecure about bein fat n cry myself to sleep for… https://t.co/kY0HjzdpzL

1141869722725564417 Peak of being in public school was when I got made fun of for having facial structure what were those bitches trying to prove source u003ca href http twitter com download iphone rel nofollow u003eTwitter for iPhone u003c a u003e 1142033621240483840@JESUSCHRlSTVEVO That you shouldn’t have called me a goat-

1141869775058014208This how i wanted to be today , it was too damn hot https://t.co/bADmiWEl91 1141930154194870274@aintshit_ke STOP PLAYING BITCH 😂😂

1141869798483271681I’m shtty I can’t move bc I haven’t been graduated for 12 months bitch what if I was one of these slow bitches who… https://t.co/XV4JgXl15I 1141875667514068992@UNV_DAE Huh ft me

1141869802887307265saw a Tesla almost get into an accident ... y’all better start actually driving them hoes, they’re getting tired 1141889197260849153@intuneothrwlrd AKSKSKSJSJ

1141869802887307265saw a Tesla almost get into an accident ... y’all better start actually driving them hoes, they’re getting tired 1141880206304538625@intuneothrwlrd LMAAODKFNDNFNF

1141869952569348096Old photo books came out today my dudes, and oh fucking boy haha. That rare Trowback Thursday coming at you bitches… https://t.co/HYXbzLFYc5 1141870266139783168https://t.co/ltQf5hmdFd

1141870266139783168https://t.co/ltQf5hmdFd 1141870745854849024https://t.co/9ZpRe4KOVb

1141870745854849024https://t.co/9ZpRe4KOVb 1141913545262735361Don't worry dudes, I didn't hold back on the embarrassing ones! Obviously Haha. 🤣

1141869959800377344I'm in a whole ass mood today and not with the shits you corny ass bitches 1141870071284940806tune in next week for my forest pictures sweet thang 🤪🤪🤪

1141870032743366656my dog got attacc’d for looking like a snacc. lol jk he tried to pull a ghost & lose an ear. bitches dig it. co… https://t.co/9K71YnXoxi 1141989505785892864@justinipanini Oh noooo. Not the cone!

1141870032743366656my dog got attacc’d for looking like a snacc. lol jk he tried to pull a ghost & lose an ear. bitches dig it. co… https://t.co/9K71YnXoxi 1141870877073653760@justinipanini Leia thought she would eat a cat. She was wrong.... Dead wrong....Hope her beloved is okay 💙💙💙 https://t.co/yjMHkI6ktm

1141870040809013248bitches will claim to not like you but still follow you lmaoo 1141870437992812544@xjanaeariana weirrrrrd 😳

1141870050619678720Hoes maddd hooesss mad . Hoes maddd plays through my head all day 1141886977534545920@bell__216 https://t.co/il2RJ8qGRI

1141870086069903361@Radio_Raheem__ Y'all Mfs suck anyways....making posts for your chi-town hoes 😂 1141870474881916929@MauriceT_20 Who u a fan of again Miami or Golden State or you on the Toronto wave now 🤔

1141870474881916929@MauriceT_20 Who u a fan of again Miami or Golden State or you on the Toronto wave now 🤔 1141871263348121600@Radio_Raheem__ Warriors now since wade gone. Don't mention Toronto to me. Man I almost unfollowed your ass lol

1141871263348121600@Radio_Raheem__ Warriors now since wade gone. Don't mention Toronto to me. Man I almost unfollowed your ass lol 1141871340833714176@MauriceT_20 😂😂😂😂😂😂😂😂😂

1141870107188088832I hate niggas that act like bitches , SO BITCH MADE !!! 1141916837128691712@bbbabykayy @adoreyanns Follow back

1141870134023393281@Kaaaiitttt Im dead i miss yall hoes 1141930903364653056@EboneFranklin Miss you too😂

1141870148359299072@Jaileannnn @DuchessLiz bitches this is us. https://t.co/QnlJ9hokEX 1141870379784232960@heatheruroff @DuchessLiz Who is who though is the real question

1141870186456158210bitches listen to this and think they know oldies https://t.co/vQIcx5CJzt 1141871637941239808@melissaaa760 Lmao I feel exposed https://t.co/5UhHaPyn9I

1141870193326657542@GetEmDot Na lol, I’m dead chilling. I’m just listening to all the shit bitches b doing to get to me and it’s like… https://t.co/KauiOwdX2A 1141871833316319233@Renealexis_v Lmao I feel you on that

1141870209571205121gaige just said “y’all bitches from hale center break hearts. Hale Center Heartbreakers”🤣💀💀 1142082041833504769@daeee_07 Couldn’t be me😔

1141870211546714113Im so depressed i want weed and anime son not even these hoes 1141874391455866882@w4yn3sw0rld I hope you feel better soon man. Brighter days are always around the corner

1141870211546714113Im so depressed i want weed and anime son not even these hoes 1141870914075877383@w4yn3sw0rld I'm depressed too

1141870235190026244“Pit bull puppy looking ”TM” look like my shit, all types of pickles, dragon breath, eating every snack in sight, t… https://t.co/TWF1ndAV6t 1141870237756928006THIS THIS TOOK ME OUT!!! GREATEST THING I EVER READ!!

1141870237756928006THIS THIS TOOK ME OUT!!! GREATEST THING I EVER READ!! 1141871190170099713@rejoyce4l https://t.co/iWZPmQKFvi

1141870272930123777 ChillaZo lovelyniik MikoSuave206 Bitch you a whole ass weirdo ain u2019t nobody touch your punk ass I got bitches that would do that with ease display_text_range 36 140 source u003ca href http twitter com download iphone rel nofollow u003eTwitter for iPhone u003c a u003e 1141871363562414080@SneakBFinessin @lovelyniik @MikoSuave206 With ease yeah okay talk to your gf or whatever and yeah you did that’s w… https://t.co/oOyHUfvkRA

1141870282518487040Bitches dead be fans 1142087083034599424@OwwKimberly Word! I just keep giving them more to Hate On.... I mean Love me for!

1141870282518487040Bitches dead be fans 1141893248044216320@OwwKimberly 🙇🏽‍♀️

1141870296024174592@nikki20n It’s always bitches with an extra ass name “sidneigh” https://t.co/yaXtCgXs06 1141963484730707969@PastelJules @nikki20n I can’t pronounce any of these names lmaoo

1141870298674937858 These bitches for EVERYBODYYY gabreeyla https t co FvDa7nxbYy display_textrange 0 43 source u003ca href http twitter com download iphone rel nofollow u003eTwitter for iPhone u003c a u003e 1141884458183856128@jasfine @gabreeyla @

1141870298674937858 These bitches for EVERYBODYYY gabreeyla https t co FvDa7nxbYy display_textrange 0 43 source u003ca href http twitter com download iphone rel nofollow u003eTwitter for iPhone u003c a u003e 1141871265197821953@jasfine LMFAOO 😂😂😂😂😂😂😂😂

1141870312730050560"that's called gaslighting. learn that term, coin that term, because bitches will try to do that to you." 1141870314114207745"i think if people had to be me, they would see how hard it is."

1141870313275133952Girl you’re not even a dyke shut up https://t.co/fVMiLyyplB 1141870393315201024@ChySilverss That’s what ppl still call me 🤕

1141870393315201024@ChySilverss That’s what ppl still call me 🤕 1141871242762260480@swavey_cathaay Girl fuck dem ppl .

1141870318576738304Some bitches do the most on Instagram, I can't 😂😂😂 1141870656658632704@jxocy @ her smh

1141870368988250112But they will fuck a nigga RAW knowing he got a whole gf 😩 https://t.co/6mIIYM9sjE 1141870801513328645@Doneishaaaaaa Yup yup dey better gtf

1141870396745998336i dont trust bitches w/o a bitmoji PERIOD. 1141880335841615873@tinytokoyami i’m fucking sorry, alright?

1141870696865288192Ooof my side hoes are mad cute 🤩🤩🤪❤️ https://t.co/ezreLCkya1 1141917380290859008@melaniejpacheco OMG ES EL MANCEBO ?🥺

1141870764456460288Which one of you hoes did this?? https://t.co/ngbMlSGJNs 1141895285511217153@SogoneRios @supahotjosh Women ain’t shit

1141870764456460288Which one of you hoes did this?? https://t.co/ngbMlSGJNs 1141870935026200576@SogoneRios It was me sorry

1141870835977740288@kiszkafam this one of those bitches from twilight 1141871242032615432@coleprestn hmm excuse me???

1141870904152117254Who Finna Argue With Somebody Miles Away 😂 like who has the energy for that 😭 bitches be all Cap 🤫 1141915716901376000@sakiaaah 👀

1141915716901376000@sakiaaah 👀 1141915967712387072@_ILickBalls Girl A Nobody I show you this girl you gone be like tf 😭

1141915967712387072@_ILickBalls Girl A Nobody I show you this girl you gone be like tf 😭 1141916083408031744@sakiaaah Bitch I wanna see😂😂🤣🤣

1141916083408031744@sakiaaah Bitch I wanna see😂😂🤣🤣 1141917409365909504@_ILickBalls That same hoe that’s mad lmao girl still can’t sleep 💀 text me

1141917409365909504@_ILickBalls That same hoe that’s mad lmao girl still can’t sleep 💀 text me 1141919512956194817@sakiaaah Bet

1141870955121315841u booster bitches got sum fuckin nerve! Tnis ho tried to charge me $250 for a Nike suit 1142132629485031424@_quezl22 🤣🤣 bro I stg

1142132629485031424@quezl22 🤣🤣 bro I stg 1142133125386035201@Carmeyy shit wasn’t even $250 when she stole it 😭

1142133125386035201@Carmeyy_ shit wasn’t even $250 when she stole it 😭 1142133249524846594@_quezl22 Rightt🙄 might as well go get that bitch your self .

1141871049866383365@alexiscliftonn @kaleb725 1) not lying. 2) was the truth 3) better go play with them lil hoes you hang with cause I will knock you 1141871459276664833@donniemark_ @kaleb725 You cant knock me if you tried boy. Imma hit you with that 1 2 and you gonna be seeing tweetie bird 😂😂

1141871123870748677Hoes want the pitty party but I ain’t got the violin 1141874653469794304@JessiEffinBaby so you want me to mash these fruits up like sauce and get a spoon or you want me to lob them too yo… https://t.co/S644K9Hn60

1141871266602688512Ok hoes share this so everyone can reply! Reply to this with #MegatronOutTONIGHT #MegatronStreamingParty… https://t.co/PGcM634yv5 1141875842898960384@NickiNation2 #Megatron #Megatron #Megatron #Megatron #Megatron #Megatron #Megatron #Megatron #Megatron #Megatron… https://t.co/sLfps2EJus

1141871266602688512Ok hoes share this so everyone can reply! Reply to this with #MegatronOutTONIGHT #MegatronStreamingParty… https://t.co/PGcM634yv5 1141873730769104903@NickiNation2 #MegatronOutTONIGHT #MegatronStreamingParty #Megatron To get these trending! Aaand follow everyone that retweets this

1141871266602688512Ok hoes share this so everyone can reply! Reply to this with #MegatronOutTONIGHT #MegatronStreamingParty… https://t.co/PGcM634yv5 1141871707847909377@NickiNation2 @Nyatron477 #MegatronOutTONIGHT

1141871267030675456got to oil up all the thick bitches at magic city on set yesterday. 1141881334069125120@SaveAsia Yes prosper boo

1141871280091799555Level 2 bitches! How am I gonna play 2 ARGs now?!?Add me! https://t.co/pph2q3RbpU 1142038034415869955@ChaoticGoodish What game is this?

1142038034415869955@ChaoticGoodish What game is this? 1142067563138039809@ChaoticGoodish Oh yea, how do you like it?

1142067563138039809@ChaoticGoodish Oh yea, how do you like it? 1142067909981814787@lleggster A little like PGO but more involved. Nothing to catch per se but spells to cast and things to collect.

1141871285678542848Started added a bunch of Kenzie’s and Mackenzies just to see if we were all bitches or if it was just me. So far so good 🤷🏻‍♀️ 1141917801919275008@mastlouis2015 Do they drive Jeeps too lmao

1141917801919275008@mastlouis2015 Do they drive Jeeps too lmao 1142030457976082432@TrustTheKhakis Oh you hush Mr. I’m in the army let me get a challenger starter pack 🙄

1142030457976082432@TrustTheKhakis Oh you hush Mr. I’m in the army let me get a challenger starter pack 🙄 1142030835689938944@mastlouis2015 GASP! Oh no you didn’t! Ms. I’m a Caucasian woman, coffee or i riot 😈

1142030835689938944@mastlouis2015 GASP! Oh no you didn’t! Ms. I’m a Caucasian woman, coffee or i riot 😈 1142030987661938688@TrustTheKhakis Ok, touché. Can’t even come back from that one 😂

1141871288970928128All my hgs are the same. I sent out this girl chain message someone sent to me and all these bitches responded sayi… https://t.co/dGnbRwDze0 1141874814459641856@LilMessyco LMFAOOOO I literally just looked at that shit https://t.co/BKR57l129A

1141871299981139968@goldiejayy_ 🤣🤣 it ain't nothing but a thing. They some goofy looking hoes anyways 🌚 1141871820838187008@kortnee Shorty gone have to build a bridge and walk tf over it 😂🤷🏽‍♀️

1141871316909338625And bitches think this is OKAY 🤦🏾‍♀️ https://t.co/vvXqkaw6O2 1141951236981362688@ShordieeBhadd You better call me IMMEDIATELY

1141871484928954368@TyMoneyD1 Oh ok go hang w yo other bitches 🙄 1141872116431761408@annah_kessler You keep blowing me off boo

1141871508068941826 conroe hoes source u003ca href http twitter com download iphone rel nofollow u003eTwitter for iPhone u003c a u003e 1141872456090705924@MarylinGaleas rt💀😂

1141871562347253760@AUVIIIX Damnnnnnn its ok make dat money dawg. But I hope your day gets better fuck dem hoes 1141873508676337664@SupremeKAJ Good lookin family ❤️

1141871563756703747@zaraplesuski The wildfire hoes 1141901722698207232@puc_dani @zaraplesuski Ufffff

1141871595826360320She Ain’t Shit , Bitches Be Greedy Asl . She Definitely Could’ve Paid That Tip https://t.co/LbJzd8VHjU 1141871667888775169@xxjanaee_ right the tip don’t be shit

1141871667888775169@xxjanaee_ right the tip don’t be shit 1141872018650009601@bbigbosst Exactly Lil Shit . Bitches Just Be Greedy & Selfish Sometimes

1141871666751873025What’s it like dating bitches? 🤔 1141885962676576256@LiteMy_Blunt Bruh 😂😂

1141871666751873025What’s it like dating bitches? 🤔 1141875173601267713@LiteMy_Blunt Amazing 😋

1141871670786871297Even tho you you got these fake bitches on your shit 😂🙄 my sissy is so pretty 💓💓 https://t.co/SlbZcjVxse 1141890058682654721@Zariaa_Mariee You kill me 😂😂 you give 0 fucks this is why we’re bffs

1141890058682654721@Zariaa_Mariee You kill me 😂😂 you give 0 fucks this is why we’re bffs 1141890996805857280@sierrraaaa7 Well why tf are these bitches commenting on my little sisters shit after talking shit bout me for no… https://t.co/5RYLYV0MQH

1141871783374663680Look who's plus now you broke bitches https://t.co/9PI2MhblNW 1141871788475002881Anghami gave it to me for free I don't actually have money lol

1141871816274862080Just wait until I’m blonde again bitches https://t.co/yZsHMAGJJs 1141891683887570946@jjjtizzle We can both go back to blonde together

1141871818069946368@Ohhhhhh_ASHLEY shid, alll the hoes gonna be like “Pull up onnnn meeee. “ 1141871939285393409@MykeahJohnson right

1141871834935255040@_raqueeelllll DEADASS LIKE BITCHES NEVER B SINGLE IM JUST LIKE DIME SIS 1141872469478903808@ingrid_d0e I’m dying omg 😂

1141871897963094022Bitches like drinking beer on Thursdays It’s me I’m bitches https://t.co/dAAjWruRLW 1141939415700430849@KrisTRN15 That sounds perfect, actually.

114187190050478899430+ lmao don’t let these bitches with small ass butterflies on they neck tell u it don’t hurt ... That shit had me… https://t.co/wPNtDmOaGS 1141878024163463168@Na_toria Oh my God 😩

1141871930619904003I got hoes B https://t.co/9V04QwxDzq 1141872896706523141This is going to be the guy that draft David Johnson this year

1141872896706523141This is going to be the guy that draft David Johnson this year 1141878119860711424@dharmik8184 you can draft him twice, join the league we got a spot for you

1141878119860711424@dharmik8184 you can draft him twice, join the league we got a spot for you 1141878311506927616@mikethu chill Mike I don't want to be in your fascist League

1141872896706523141This is going to be the guy that draft David Johnson this year 1141877764670332931@dharmik8184 price choppa

1141871947585921027havin hoes don’t excite me 1141883322387353601@xyadiraaa you straight? your profile picture all black

1141883322387353601@xyadiraaa you straight? your profile picture all black 1141883906863616000@Carter_tyg yes ,, i just don’t have any good pictures😂

1141883906863616000@Carter_tyg yes ,, i just don’t have any good pictures😂 1141884015386996747@xyadiraaa lmao i feel that💀💀

1141872050476371968Fuck it. I'm losing 100 lbs and clearing my skin and it's OVER for you bitches 1141909106225221639@FairyDrunkMom omg queen i need your motivation

1141909106225221639@FairyDrunkMom omg queen i need your motivation 1141914211011969025@itismaycie Spite. My motivation is pure spite

1141914211011969025@itismaycie Spite. My motivation is pure spite 1141914584422506497@FairyDrunkMom nothin wrong w that

1141872116951916550y’all praising bitches who be doing the minimum 1141873538221187072@thaliaaaaaaa__ they put that check in my hand, now I’m killin em

1141872183473520640Bitches Be Having Unbreakable Bonds With 75 Different Niggas🤷🏾‍♂️😂😂😂 1142100689948160000@DreShotThis That Meg Thee Stallion diet will do that to you

1141872183473520640Bitches Be Having Unbreakable Bonds With 75 Different Niggas🤷🏾‍♂️😂😂😂 1141953646164238336@DreShotThis Having like 6 best friends and shit

1141953646164238336@DreShotThis Having like 6 best friends and shit 1141956950835585024@CZDRAE 6 brothers 😭😭

1141872183473520640Bitches Be Having Unbreakable Bonds With 75 Different Niggas🤷🏾‍♂️😂😂😂 1141944119670927360@DreShotThis Lmaoookxnakxkwndorr hold on now

1141944119670927360@DreShotThis Lmaoookxnakxkwndorr hold on now 1141944218690183168@PrettimuchAMAZN 😂😂😭😂

1141872201676836866these bitches out here free loading wtf https://t.co/7CK7SZoXCh 1141872659678007296@maleniejm10 LOOK AT THIS WITTLE BABY https://t.co/lbidkWTfU7

1141872659678007296@maleniejm10 LOOK AT THIS WITTLE BABY https://t.co/lbidkWTfU7 1141873077153873920@_lovedenisse2 he’s extra smOL https://t.co/lgdxBM9XJ3

1141873077153873920@_lovedenisse2 he’s extra smOL https://t.co/lgdxBM9XJ3 1141873287234031616@maleniejm10 Omgggggg🥺🥺🥺❤️

1141873287234031616@maleniejm10 Omgggggg🥺🥺🥺❤️ 1141946251270918145@_lovedenisse2 @maleniejm10 That one is Bella’s!!!!!

1141872201676836866these bitches out here free loading wtf https://t.co/7CK7SZoXCh 1141872538190077952@maleniejm10 I WANT ONE 🥺🥺

1141872210707173379I'm back bitches. 1141909531481579521@PichuTRS Como si a alguien le importara jajaja

1141909531481579521@PichuTRS Como si a alguien le importara jajaja 1141916832187789314@EzequielMontaa Por eso fracasas en todo lo que te propones.

1141872254663442432jada and lakeeva..... i love them bitches😂❤️ 1141873057147084800only 2 friends i done made in gump that haven’t crossed me.... and ain’t gotta worry bout them doing it 😂🥳

1141872256328486913@stephyslays @babyybry @breanaramos_ Welp. I guess Only fat bitches can be proud of thier bodies I guess 🤷🏽‍♂️ 1141924257636802560@bryan_campssr @stephyslays @babyybry @breanaramos https://t.co/V034Qw6oGS

1141872323320061953Bitch asked me to come to OC & scoop, I’m looking for gas money she offer some pussy 🤦🏾‍♂️😂🤔 you damn right I drove… https://t.co/m8r0ZMhooR 1141873394385862656@lique_pgm Fuck dat lol. Pussy not a bribe for me 😂 her ass woulda still been in OC

1141872369088155649Sounds like when I said that about my high school junior year and some bitches mom showed up to the front office ca… https://t.co/PGFqxzzNID 1141878136293994496@diabolicalgirl_ AHAHAHAHHA

1141878136293994496@diabolicalgirl_ AHAHAHAHHA 1142077229985406976@Trill_Jillll Good times

1141872420023877633@JayMarie_ Listen! We should definitely link up, get some food (you pay), drinks & be hoes😝 1141874460338925571@Davi_Bish What I look like paying for your food? 😂 but I’m down to be a hoe for the night

1141874460338925571@DaviBish What I look like paying for your food? 😂 but I’m down to be a hoe for the night 1141875854760402945@JayMarie Lmao😂, I just thought I’ll add that in there haha. But yes whenever you are free!

1141875854760402945@JayMarie_ Lmao😂, I just thought I’ll add that in there haha. But yes whenever you are free! 1141887682261524480@Davi_Bish You taking me to Scorchers?

1141872449610559488@HumanoidDuality @vanilla_sugatae @ddaenggukie I know right? He pretty as fuck but have you seen Jin? Or RM? This… https://t.co/pFw8gcGeAS 1141885432097099776@SmileSquishy @vanilla_sugatae @ddaenggukie All of them can get it any which way. IJS

1141872473572401152hey bitchesguess who's back 1142177262592151553@lgbtbvky hi I missed you uwu

1141872556762423297You hoes wanna be pregnant so bad 🙄 1141874435202461697@_teshira Girl sooo bad. It’s nasty 😷

1141872733279514624Bitches out here are weirdos 1141884705861582849@darrianreney Preach!

1141872799977312257How tf do these bitches afford all this plastic surgery 1141927086556426241@brandymestas Financing boo. 💁🏻‍♀️ lol

1141872833284456448Never thought I’d be calling corporate on chick fil la but that bitch gotta get fired 🤷🏽‍♀️ 1141877231108665345@CindaGee_ Lordttt what happened ?

1141872833284456448Never thought I’d be calling corporate on chick fil la but that bitch gotta get fired 🤷🏽‍♀️ 1141875621288656896@CindaGee_ 😂😂😂wat did she do

1141872877387448320Still baffles me that bitches out here sucking dick for $40 https://t.co/0dJYQiymN0 1141879513648734210@AyeBeeCiCi Lmao just $40 😭

1141872917053149184Hoes like this be the main ones boo boo crying when the same shit happens to them 😭🤦🏿‍♀️ https://t.co/ZmwGlHPbYY 1142080497008422912@nyokiaa 😂😂

1141872918999240704tbh I love you & your so gorgeous 😍 lil dyke ass 😜 sideways most definitely 😭 & last week 😩😋 https://t.co/EAMBpXbGj0 1141874829655728129@Priinncceesst i love you more 😘 & mbn 🙄

1141872971209818112This is why I hate pb lol. And all those white bitches can never say excuse me. https://t.co/3jcHFPF7ln 1141941978835193856@njlx0 rude ass people everywhere there

1141873081209774080How would you take it if your significant other came home almost everyday saying how bitches was biting at them. In… https://t.co/rE9Shx2vw5 1141873865200754690@_Lakieya that she wanna get her and then bitches beat up

1141873865200754690@_Lakieya that she wanna get her and then bitches beat up 1141874184303370241@_Lakieya But nah on some rs I would feel a type of way cos is you entertaining them or what why you so happy that they be on you

1141874184303370241@Lakieya But nah on some rs I would feel a type of way cos is you entertaining them or what why you so happy that they be on you 1141874474712752129@Devenae That’s what I’m saying wtf but in her eyes it’s nothing like that. As she would say

1141873865200754690@Lakieya that she wanna get her and then bitches beat up 1141874064493076481@Devenae nah rs 😂 it ain’t about to be uh airport 👌🏾

1141873107185078272Starting July 1st I will be a full time stylist 💇🏻‍♀️ sweep your own hair bitches!! 1141895179705757697@CallystaCobb I wanna chop and donate my hair, can u help👀

1141895179705757697@CallystaCobb I wanna chop and donate my hair, can u help👀 1141912922261794818@asaptashie YAS!!!! Dm me!!

1141873124507553798My friends are bitches 1141873176961589248@jilliannbree @McKennaYedinak

1141873253457256448Well i do to and my nigga you like FUCKING PAUL GEORGE come on now there is no debate who’s better https://t.co/50MsQNkbhL 1141873440565202944@inmy_duffy That’s not what this conversation is about . 😂😂 it’s about why lebron get to much credit for being ass

1141873262126882816Baby shoulda walked out after seeing that bitches back goooooodniiight 😴 https://t.co/AOngGa9VXi 1141877741597483008@youngjackiemoon 💀💀💀

1141873374651723777You niggas only getting bitches cos I don't come out..😂😂😂🔥🔥🔥-Kwesi Arthur 1142361002002046976@kobywale @Braa_RaYan 😂

1141873383459758081mr dyke would never smh https://t.co/yD6VK3jcHR 1142084220862574592@_nigelm @MARIAHGEEZ Omg 😭😂😂 so NOBODY liked Mr. Dyke?

1142084220862574592@_nigelm @MARIAHGEEZ Omg 😭😂😂 so NOBODY liked Mr. Dyke? 1142084846564651009@SimplyYours_Joh @_nigelm @MARIAHGEEZ NOBODY ❗️

1142084846564651009@SimplyYours_Joh @_nigelm @MARIAHGEEZ NOBODY ❗️ 1142086852398198785@oh_thatserica @SimplyYours_Joh @MARIAHGEEZ 😂at all yo

1142086852398198785@oh_thatserica @SimplyYours_Joh @MARIAHGEEZ 😂at all yo 1142160481127473152@_nigelm @oh_thatserica @MARIAHGEEZ I like his Boston sass tho 😭

1142160481127473152@_nigelm @oh_thatserica @MARIAHGEEZ I like his Boston sass tho 😭 1142164590119325696@SimplyYours_Joh @_nigelm @MARIAHGEEZ Lol he can kiss my ass AND square up

1142164590119325696@SimplyYours_Joh @_nigelm @MARIAHGEEZ Lol he can kiss my ass AND square up 1142165186121543680@oh_thatserica @SimplyYours_Joh @_nigelm @MARIAHGEEZ Lmao let that hurt go sis

1142165186121543680@oh_thatserica @SimplyYours_Joh @_nigelm @MARIAHGEEZ Lmao let that hurt go sis 1142165406653865984@mikeya_j @SimplyYours_Joh @_nigelm @MARIAHGEEZ Nope. Lol

1142165406653865984@mikeya_j @SimplyYours_Joh @_nigelm @MARIAHGEEZ Nope. Lol 1142168218985029633@oh_thatserica 😂 ayo not gonna like if I see Luddric on the street I’d still wanna scrap

1142168218985029633@oh_thatserica 😂 ayo not gonna like if I see Luddric on the street I’d still wanna scrap 1142168516189184000@mikeya_j Wait a minuteeeee I saw her twin sister in Walmart and I swore it was her with them small ass eyes. 😂😭😭😭😭😭 Fat ass glasses

1142168516189184000@mikeya_j Wait a minuteeeee I saw her twin sister in Walmart and I swore it was her with them small ass eyes. 😂😭😭😭😭😭 Fat ass glasses 1142169288268271616@oh_thatserica 😭😂😂😂 yooo I hate you. her ass used to kick me out soon as I walked through the door. Didn’t even giv… https://t.co/3LrURHillb

1142169288268271616@oh_thatserica 😭😂😂😂 yooo I hate you. her ass used to kick me out soon as I walked through the door. Didn’t even giv… https://t.co/3LrURHillb 1142173809967009793@mikeya_j Yoooooooooooo I used to ALWAYS get in trouble in her class. I had her for cultural traditions like wtf is that? 😭😂🤦🏽‍♀️

1142173809967009793@mikeya_j Yoooooooooooo I used to ALWAYS get in trouble in her class. I had her for cultural traditions like wtf is that? 😭😂🤦🏽‍♀️ 1142175029184147457@oh_thatserica Any fuckin class 😭 I had the worst Spanish teachers yo. Just my luck to have Mr. P. I don’t remember… https://t.co/F5exKNnfZX

1142175029184147457@oh_thatserica Any fuckin class 😭 I had the worst Spanish teachers yo. Just my luck to have Mr. P. I don’t remember… https://t.co/F5exKNnfZX 1142179135416090625@mikeya_j Didn’t they used to beat him up and took his computer? Lol the one that wore adidas track suits all the time?

1142179135416090625@mikeya_j Didn’t they used to beat him up and took his computer? Lol the one that wore adidas track suits all the time? 1142184758509785088@oh_thatserica Yesss they did everything to that man 😭😂

1142184758509785088@oh_thatserica Yesss they did everything to that man 😭😂 1142184909328539654@mikeya_j Omg that poor man

1142184909328539654@mikeya_j Omg that poor man 1142185414045904897@oh_thatserica I know. I hope he stopped teaching lol

1142185414045904897@oh_thatserica I know. I hope he stopped teaching lol 1142186374633787393@mikeya_j Me too smh

1142086852398198785@oh_thatserica @SimplyYours_Joh @MARIAHGEEZ 😂at all yo 1142121900438634499@_nigelm @oh_thatserica @SimplyYours_Joh @MARIAHGEEZ Except me lol

1142121900438634499@_nigelm @oh_thatserica @SimplyYours_Joh @MARIAHGEEZ Except me lol 1142664172238528512@jai_ischilln @_nigelm @oh_thatserica @SimplyYours_Joh @MARIAHGEEZ Bro you remember we when that girl came in talmb… https://t.co/UDi1ZFOiQn

1141873383459758081mr dyke would never smh https://t.co/yD6VK3jcHR 1142052208101470208@nigelm @187benj I couldn’t stand that bitch but Mr. Aichele held it down in AP Bio 🤷🏽‍♀️

1141873383459758081mr dyke would never smh https://t.co/yD6VK3jcHR 1142047225259921408@nigelm @mayajanae With his evil ass 🥴🥴 couldn’t stand him

1142047225259921408@nigelm @mayajanae With his evil ass 🥴🥴 couldn’t stand him 1142058160729001984@deja__lisa @_nigelm Argued with him everyday

1141873383459758081mr dyke would never smh https://t.co/yD6VK3jcHR 1141919412989177856@_nigelm Hated him so fucking bad, Kanopka was it!

1141873383459758081mr dyke would never smh https://t.co/yD6VK3jcHR 1141903043199455232@_nigelm james spent his days getting smart with people who couldn’t follow his unclear instructions

1141903043199455232@_nigelm james spent his days getting smart with people who couldn’t follow his unclear instructions 1142664262369849345@_jtamia @_nigelm “James” 😂😂😂😂😂😂😂😂😂😂

1141873394855624704@UnrulyP6 @Dj_Sutton18 You have no hoes 1141873599948759040@Pierresbot @Dj_Sutton18 I know, you have all the females

1141873401679794176@bayleyprince_ *new castle and surrounding area bitches are trash 1141873527622111232@sydturney Yessssssssss

1141873402837393408Ew bitches still SMOKE 🥴 1141873529035591680The wééđ is okay but the CANCER STICK bitchhhh nah

1141873410127126528Because we don’t be the problem! Well I don’t be the problem can’t speak for these bitches https://t.co/j22w9nPwYx 1141877749910515713@Kiskanicole Then don’t 😂

1141873476954808322Wow. Bitches aint shit. https://t.co/hBT3JxMZx6 1141874167634993152@SHEDSDED Lol me

1141873488468291590@jBoogieee We are bitches 😂😂😂 1141873937988620293@bbekah RIGHT 🤣

1141873528553267200Bitches ain’t shit. 1141874990004023297@ShelleyMaxi Motto I live by👏🏽

1141873533162795008Sup, Bitches. #NewProfilePic https://t.co/siP9gFPR5q 1141922882420977665@alfonsoirai Menkantas

1141922882420977665@alfonsoirai Menkantas 1142148372083748864@mayesaurio_ @alfonsoirai Me acordé de mi pulsera en el pié que me duró aprox 2 horas antes de que se la llevara el mar u.u

1141873553018707968Wish my bitches were here with me to whore out :/ 1141882706847883264@Simplyy_Val RT, I mith you, cant wait till we all go together🙈😘

1141873568092848128 btbtbtsssssss_ TeenVogue Twitter The fact that trash Alex whatever called ARMYs as cunts really showed how rep u2026 https t co iYfOMyG63K display_textrange 36 140 source u003ca href http twitter com download android rel nofollow u003eTwitter for Android u003c a u003e 1141987097886130177@DinaDeeno @btbtbtsssssss @TeenVogue @Twitter okay maybe not rape but how about being called c unt every time oth… https://t.co/RRMr3L0V3K

1141987097886130177@DinaDeeno @btbtbtsssssss @TeenVogue @Twitter okay maybe not rape but how about being called c unt every time oth… https://t.co/RRMr3L0V3K 1142084902931726336@kinantae @btbtbtsssssss @TeenVogue @Twitter He probably being called that lots of time already

1142084902931726336@kinantae @btbtbtsssssss @TeenVogue @Twitter He probably being called that lots of time already 1142117092247760897@DinaDeeno @btbtbtsssssss @TeenVogue @Twitter Ahh okay then I'm down with the gang rape :)

1142117092247760897@DinaDeeno @btbtbtsssssss_ @TeenVogue @Twitter Ahh okay then I'm down with the gang rape :) 1142132782824656897@kinantae @DinaDeeno @TeenVogue @Twitter Rape jokes aren't appropriate ever. He's an a**hole, but we shouldn't say… https://t.co/6S4mocCXiV

1141873568092848128 btbtbtsssssss_ TeenVogue Twitter The fact that trash Alex whatever called ARMYs as cunts really showed how rep u2026 https t co iYfOMyG63K display_textrange 36 140 source u003ca href http twitter com download android rel nofollow u003eTwitter for Android u003c a u003e 1141934113533788160@DinaDeeno @btbtbtsssssss @TeenVogue @Twitter I hate him, but no one deserves rape.

1141934113533788160@DinaDeeno @btbtbtsssssss @TeenVogue @Twitter I hate him, but no one deserves rape. 1141973131348697088@YuzuZoro @btbtbtsssssss @TeenVogue @Twitter Okay. How about mauled in savage wolf attack?

1141973131348697088@YuzuZoro @btbtbtsssssss @TeenVogue @Twitter Okay. How about mauled in savage wolf attack? 1141974926355599360@DinaDeeno @btbtbtsssssss @TeenVogue @Twitter personally I don't support any kind of violence

1141873594118672384british hoes ain’t got nothin on me https://t.co/yrh142RQm0 1142418464461774853@moonlightczk we do

1141873594118672384british hoes ain’t got nothin on me https://t.co/yrh142RQm0 1141873917411418112@moonlightczk report report report

1141873594118672384british hoes ain’t got nothin on me https://t.co/yrh142RQm0 1141873887157903360@moonlightczk this is disgusting

1141873637051555840@manotas1994 @Jockinjoc They lil bitches lol😂😂 1141873813862440960@Mritaxo @Jockinjoc Facts, ain’t nothing wrong with knowing who you are and know why you feel the way you do. Lol.

1141873813862440960@Mritaxo @Jockinjoc Facts, ain’t nothing wrong with knowing who you are and know why you feel the way you do. Lol. 1141875357122998273@manotas1994 @Mritaxo https://t.co/h7xlpbdspa

1141875357122998273@manotas1994 @Mritaxo https://t.co/h7xlpbdspa 1141875739236732935@Jockinjoc @Mritaxo Ya wey porfa live your life and enjoy it all!

1141875739236732935@Jockinjoc @Mritaxo Ya wey porfa live your life and enjoy it all! 1141876228925861888@manotas1994 @Mritaxo I am lol I’m eating and watching master chef. https://t.co/COpsA7Knoc

1141873668915703808@peter_lampreich like all the bitches 1141873985375932416@sonovthedawn Ooo word, I thought you thought straight bitches was a combination

1141873985375932416@sonovthedawn Ooo word, I thought you thought straight bitches was a combination 1141874033786597388@sonovthedawn I rescind my meme

1141873688578576385A bunch of nothing ass hoes, not doing shit with themselves but talking about the next bitch who has PLENTY going on .... 1141873756446572545Gtfoh & shut the fuck up while you at it 😂

1141873763912429574@Get_after_it_88 @BleedCubBlue311 @darrenrovell Yall some hoes 1141881583605112838@BolicKB @BleedCubBlue311 @darrenrovell You went to UNC as well ?

114187380318375526611- hell no12- nope 😇13- again...child of God14- too many15- yuh, y'all hoes fake16- yep 😕17- no wtf 18- NO… https://t.co/u5yx0bvAPj 1141940700549795840@officiallyJadie 😋

114187380318375526611- hell no12- nope 😇13- again...child of God14- too many15- yuh, y'all hoes fake16- yep 😕17- no wtf 18- NO… https://t.co/u5yx0bvAPj 1141936374154780672@officiallyJadie 🤪

114187380318375526611- hell no12- nope 😇13- again...child of God14- too many15- yuh, y'all hoes fake16- yep 😕17- no wtf 18- NO… https://t.co/u5yx0bvAPj 1141879847326797824@officiallyJadie 👀

114187380318375526611- hell no12- nope 😇13- again...child of God14- too many15- yuh, y'all hoes fake16- yep 😕17- no wtf 18- NO… https://t.co/u5yx0bvAPj 1141876999247544321@officiallyJadie 😬

1141873810163019778y’all gotta stop flexin them ugly ass hoes, nobody wanna see that shit and uont needs be gassing they dirty ass 1142123810566500352@itsdaveamigo Dirty vans rule https://t.co/KKWL31X4KO

1141873816638906368We don’t need to be drunk for this shit 😩💕 @chakramamiii hit em with the shove real quick https://t.co/mzKyrIJM1q 1141875106882342912@nturangelbaby 🤷🏽‍♀️bitches need to be checked. We love a well mannered queen

1141873816894787584@emtaysav @Mad_dogggie You bitches are stuck WITH ME 1141877050971529216@ahhhhlexgi @emtaysav 💕👻

1141873865200754690@_Lakieya that she wanna get her and then bitches beat up 1141874184303370241@_Lakieya But nah on some rs I would feel a type of way cos is you entertaining them or what why you so happy that they be on you

1141874184303370241@Lakieya But nah on some rs I would feel a type of way cos is you entertaining them or what why you so happy that they be on you 1141874474712752129@Devenae That’s what I’m saying wtf but in her eyes it’s nothing like that. As she would say

1141873865200754690@Lakieya that she wanna get her and then bitches beat up 1141874064493076481@Devenae nah rs 😂 it ain’t about to be uh airport 👌🏾

1141873867788627968I’m home from Italy bitches. https://t.co/jUYi0CxnzX 1141874546850578432@mellohead143 Tennessee missed ya

1141873956275793920 You like somebody u2014 I don u2019t love these hoes ud83d ude14 u261d ufe0f https t co qwVhoWLgXX source u003ca href https curiouscat me rel nofollow u003eCurious Cat u003c a u003e 1141882433807273989@laurenbrooke_h You love this one 🥺

1141873985375932416@sonovthedawn Ooo word, I thought you thought straight bitches was a combination 1141874033786597388@sonovthedawn I rescind my meme

1141873989381287937@ChicksInTheOff @bellathorne This chick tries to hard to look like shit 1141955483332481025@brewdall @ChicksInTheOff @bellathorne She isn't trying. She's a mess.

1141874107837034496@BandB_CBS So much for equality in the workplace, all the bitches (Xander included) in the room are being bullied a… https://t.co/5WJOPdQSTY 1141894860045266944@chuckrivenburgh @BandB_CBS Who gives a shit. Get rid of all of the darkies.

1141874114027806720Bitches who fake pregnancies are DELUSIONAL AF — and yessss I’m calling you out shorty 🤣 1141874326821593088@SerenaMailes Of course ur talking ab me saying I’m faking it 🙄🙄

1141874116896493568come and get it bitches!! at hawthorne only https://t.co/C1zoPQAWqe 1141912381372526592@classicgeri who is “geri” and why are they stealing credit for jenny’s work

1141874152095309825@sunmiddeulgi Those are the same bitches that think they glow, but bitch be looking like saran wrap Shiny and smoo… https://t.co/ShOhoZfcGM 1141874369741934593@loonafeed KFLELDLDNKD I CANT I CANT https://t.co/N1XPW4QKwF

1141874256159969280@ all my friends yall can’t tell me shit about not having a license now bc guess what I GOT IT HOES 1141874297201278976Now I just need a car LMAOO

1141874305908690945let's not forget that life is completely subjective. your idea of "living" could be someone else's hell.... i'm tal… https://t.co/0gRK2BNLLk 1141875522680438785@buurnz @ me next time ;)

1141874380357681152Bitches are brave saying the new song of skz is bad when the new song of their favs is literally https://t.co/HZmE9IyGWG 1141882190931910656So I’m looking for new moots, If you don’t care about my bad jokes and ugly personality please follow me 🤠/ Estoy e… https://t.co/dveK9vVwuw

1141874427837263872Once I figure out how to get rid of my armpit fat without a medical procedure it’s over for u hoes 1141886233964163073@15Marieeeee Same but for my love handles

1141874575292039168Bout to choke some bitches... 1141875062254919680@landry199_tyler Freaky

1141874590471245824Y’all better report rats those bitches have so many disease and can’t bite ur face off 1141874656648937473Can*

1141874599858077696@jojojozy_ Fighting is for the baddest bitches , many can’t relate to you boo 🥰 1141876415891038214@alinaarubio ilysm 💘

1141874670578405378Bitches* https://t.co/yu81PxbJIV 1141874754346979328@glockkelvo Mann the world is evil

1141874694703976449@scottsimonsWVLA hangovers & also me i fuckin love those bland ass bitches 1141884787554021382@jessehall Yeah you do

1141874702635241472I tend to panic every time I cross the border without my parents. As I got to my hotel, these bitches tell me what… https://t.co/flWRSaG2iN 1141907167051542529@14love__ I know where this is going 😂

1141907167051542529@14love__ I know where this is going 😂 1141914910772912128@Michaelrrosales I trust that you know 😂

1141874712315695104@hannahclarkiee archive those hoes 1141875934640758784@Staasss_ HOW DO U DO THAT?

1141875934640758784@Staasss_ HOW DO U DO THAT? 1141878176194281479>>NO-TWEET>>

1141878176194281479>>NO-TWEET>> 1141937940001460224@Staasss_ Thanks so babe babe 💜

1141874730137505792Hoes mad... cuz they saw I was the only dude in a group chat😂😂😂 don’t go through my phone...#FindingDory🐟 1141906904714817536@Baby8ggg i’m weakkk

1141874738391867392@northsidejane 😂😂😂😂 I saw it today I was like “oh so u b texting lil groupie hoes?!” 1141888522233630720@actuphigher Lmfao girl idk. I’m glad mine only play shooting games. But lemme checc dem messages too tho 😂😂😂

1141874766913187840@mercurialmami You’re literally one of the most beautiful people I’ve ever seen and it’s been over for us hoes 😓 1141875280971206663@basementmanners Thank you my love omg

1141874779135401985Bitches like this deserve to get their ass beat, dumb ass girl https://t.co/yTpYlcXdfC 1141875174742077440@BetsQtro Not like you could do it alone.

1141874799112835072@itslinlashes Have hoes TRY to jump me* 1141876495708643328@derikaaaa45 Lmaoooo why does this sound like my life? Literally 😂😂😂😂😫

1141874950149742595@agustrivias Lmao ateez didn't raise no broke ass bitches.... I mean I ain't any different but gotta speak up for my bois 1141876237918281729@MOONCHILD_MAI damn you right

1141874951747543040Lol , u deserved it bro . U and your friends came to pick a fight with me, saying shit about me and my girlf , maki… https://t.co/wjKTsnRb5n 1141960528392146944@axexlild @KimiKimiKimi Dio oyk gpo tuuu ko eby?

1141874951747543040Lol , u deserved it bro . U and your friends came to pick a fight with me, saying shit about me and my girlf , maki… https://t.co/wjKTsnRb5n 1141938882709094400@axexlild @nabxlahadnan What goes around comes around?

1141938882709094400@axexlild @nabxlahadnan What goes around comes around? 1141940130942316544@strompooper1 @axexlild Yes. Ada hati nak sembang pasal herd mentality, lol he is a joke.

1141874951747543040Lol , u deserved it bro . U and your friends came to pick a fight with me, saying shit about me and my girlf , maki… https://t.co/wjKTsnRb5n 1141875335522205697@axexlild Kecam diaaaa , dalam dunia ni memang ada dia dgn awek dia je

1141875335522205697@axexlild Kecam diaaaa , dalam dunia ni memang ada dia dgn awek dia je 1141875444947419137@dublindecker tu psl , ingat dia sorang ada awek menyampah aku

1141875444947419137@dublindecker tu psl , ingat dia sorang ada awek menyampah aku 1141875860082843648@axexlild Ramai lagi yang backup dia . Anjayyyyyyyy

1141875860082843648@axexlild Ramai lagi yang backup dia . Anjayyyyyyyy 1141876100747759616@dublindecker yang backup tu tknmpk lg dia sape jat , geng hipokrit je dia ni

1141876100747759616@dublindecker yang backup tu tknmpk lg dia sape jat , geng hipokrit je dia ni 1141887082719092736@axexlild 2r2 hahahaha mereka semua anjayyyyyyy

1141874966008401920STANKING BITCH I BEEN WONDERING WHERE THE FUCK THAT CHAIN AT https://t.co/iUp4qKJ94B 1141875269332086785@trbljiaerr i BEEN had it

1141875015312445445only bad bitches in my circle https://t.co/D2AhCJrJot 1141880938223362054@dreamwvvr Real hot girl shit 🔥🔥🔥

1141875015312445445only bad bitches in my circle https://t.co/D2AhCJrJot 1141878676486807552@dreamwvvr My nigga lmao

1141878676486807552@dreamwvvr My nigga lmao 1141879142335619078@entropeaa hot girl summer 2k19 https://t.co/jUD1c7iNIU

1141879142335619078@entropeaa hot girl summer 2k19 https://t.co/jUD1c7iNIU 1141890074713513989@dreamwvvr But hey

1141879142335619078@entropeaa hot girl summer 2k19 https://t.co/jUD1c7iNIU 1141890038235639808@dreamwvvr https://t.co/xdt7lCiUkR

1141875194212114432Nets house?? Nah i dont think so!! #Knicks country bitches!! https://t.co/c6RMqiFWxC 1142205159772250117@CHuLLev Settle down Leo we suck!!! Pay attention.

1142205159772250117@CHuLLev Settle down Leo we suck!!! Pay attention. 1142220869084897280@isuckinfantasy Raf?? Where u been man!! Miss u!

1142220869084897280@isuckinfantasy Raf?? Where u been man!! Miss u! 1142222457883025408@CHuLLev Who??

1142222457883025408@CHuLLev Who?? 1142222530226348033@isuckinfantasy Who the hell is this lol?

1142222530226348033@isuckinfantasy Who the hell is this lol? 1142222706315792384@CHuLLev U sent me a message.

1141875194212114432Nets house?? Nah i dont think so!! #Knicks country bitches!! https://t.co/c6RMqiFWxC 1142129004859875328@CHuLLev 😹, te pasas d verdad! Speechless

1142129004859875328@CHuLLev 😹, te pasas d verdad! Speechless 1142181488768815106@natis_rod Its god dammn facts! 💪🙌

1141875200017014784trash ass taco bell https://t.co/D7IY38qbun 1141876596632150016@kyrapatricee just chill

1141875207109521409Upon learning wut a reply guy is and realizing i am one on ig.. i’m like.. why the fuk u post if u dont want reply bitches 1141942933618331648@d_4nish Lmao me to 😂😂 #replyguy

1141875220162199552@syddddmel hoes mad? 1141875343055360000@AngelleJonas it’s me. i’m the hoes.

1141875285551386625AND I went to a softball camp and these bitches were HYPE asf for no reason, I literally did nothing there, my gran… https://t.co/P61oAtnmQP 1141875287019405313I’m glad I don’t play it anymore, it was a waste of money

1141875287149424640I’m allowing myself ONE (1) salty tweet about how y’all bitches better have a GOOD excuse for not wanting to take m… https://t.co/HRcsWnjVid 1142079903589916673@shelbreeeze https://t.co/QWLdRQz3OV

1141875323614703627I haven't even posted alday smh.... It's my mfn 🗣 BIRTHDAY BITCHES 🎂😜😎♊👑 1142033981187059712@SBZ_SoTAsteEy Happy birthday 🎂

1141875391252062208used to save hoes but now I’m like I’m good love go away 1141875620588265472@chyne22 😂😂 oh hush

1141875620588265472@chyne22 😂😂 oh hush 1141879042498539522@_legsnlips 😂😂

1141875392560664577I’m about to start working out fr and you hoes gonna be maaad pressed!🏋️‍♀️😜🍑 1141896684454236160@tristonjanise If you look like that NOT working out.......😱 Whew chile!!!!!!!!!Don’t even do that to ‘em. 😂😂😂😂😂

1141896684454236160@tristonjanise If you look like that NOT working out.......😱 Whew chile!!!!!!!!!Don’t even do that to ‘em. 😂😂😂😂😂 1141902479216599042@brittawildcat I had em sweating in the gym today already.. 🤣🤣🤣🤣💀

1141875392560664577I’m about to start working out fr and you hoes gonna be maaad pressed!🏋️‍♀️😜🍑 1141875993696768000https://t.co/LyJ8zAfBlG

1141875447338168320Hoes mad hoes mad 1141875817414189056@JoshuaOrito @alizaacorona they BIG mad

1141875467915530240Bitches always tryna blame WHO? https://t.co/s5wIfOHkk3 1141875799835979776@shikorina_ Damn Ididnt know u can’t read

1141875527042514944damn i feel so bad for the dudes who get those psycho bitches pregnant :( 1141893120017088512@samchav6 Is this a subtweet for work? 😂

1141875577114234880@vampinthelight Canadian bitches hold it down when they out of state I hope this don’t goto my P.O 1141877421383278592@MrPolandSpring Lmfao you’re extra

1141877421383278592@MrPolandSpring Lmfao you’re extra 1141879841526046721@vampinthelight Always🤣🤣🤣

1141875582311043072@baileymacm Gimme all them crazy bitches 😂😂 1141900700886212609@tavi_05 this is the support I need 😂

1141875609594978304Bitches blind 🤣 https://t.co/WhWn62zigw 1141875782349971456@_Blxck_Rose 😂🤣 Rescheduled my appt

1141875701257330689Straight white males: Oh my fucking goodness, I mine coal to fuel the climate change, create policies to further… https://t.co/klWBfvuz2k 1141877323630882823@Ayyyyyyyyngel Do you know a single straight white male around you that mines coal lol

1141875733964500992bitches dye their hair black and say im fine. im bitches 1141876524838268931@krissyypooo Same sis sameeee

1141875857436397568Bitches really hit up my po LMFAOOOOO I’m dead y’all bitches have nothing better to do but I ain’t doing shit wrong y’all so weak 😭🤣 1141882093728915456@iixel_ Weirdo shit 🤦🏻‍♂️

1141875860854718464I love it when people tell me that my grocery bill is to high. Well bitches the money you waste on alcohol, drugs a… https://t.co/GhUnxLJWCF 1141876074428739586@KotaConnell https://t.co/DclOQXSIbz

1141876074428739586@KotaConnell https://t.co/DclOQXSIbz 1141876148231688192@Eric__Stacy 😂

1141875886846648320lmao just kidding........ i don’t got hoes............. 1141894247622168576@fcknjaii MHMMM https://t.co/NnKmJpok4e

1141894247622168576@fcknjaii MHMMM https://t.co/NnKmJpok4e 1141933555896877056@AbigailMakana AHAHAHHA https://t.co/aAN28DVV3b

1141875926919200773bitches really don’t even have a literal explanation on why they don’t like me lmao it’s weird 🥴 1142103891322052613@_zareenamarie I just hate you 😉😂

1141875952265437184@CountessLuann Love you, keep up the good work and hold your head up high, the other ladies are just jealous bitches!!! 1141976563929485312@rlstewart72 @CountessLuann https://t.co/BLnUIGJAyY

1141875952265437184@CountessLuann Love you, keep up the good work and hold your head up high, the other ladies are just jealous bitches!!! 1141918271203098624@rlstewart72 @CountessLuann What are they jealous of??

1141875960398131202@LibertyLou4 lol. What if i have to tell her the truth tho......? (The chick they are trying to hook me up with) 1141877316152451072@TacoSalad85 Going to come to the light sooner or later https://t.co/9WLGqx6WPM

1141875972112822282@nicolethegorg got all the hoes, like mann!🤣 1141876171040333830@Tip2times Lmao negative 😭

1141876005117800448I’m going to start posting booty pics so my baby daddy can click like just how he likes them other bitches booty pics 1142160613214306305@SavageSin__ Girl you better get your body back after this baby....I have a free booty workout app!!! GLOW UP🤪🤪

1142160613214306305@SavageSin__ Girl you better get your body back after this baby....I have a free booty workout app!!! GLOW UP🤪🤪 1142229453378129920@bri_lynnilianna My glow up is going to be real af !! My booty already a little juicy so I just gotta work on it 😜

1141876005117800448I’m going to start posting booty pics so my baby daddy can click like just how he likes them other bitches booty pics 1141885431673495553@SavageSin__ That’s how it is , then get mad when you do the same

1141885431673495553@SavageSin__ That’s how it is , then get mad when you do the same 1141904272424091649@gissellemmarie If he don’t give a shit about them putting them he shouldn’t trip when I post mine #petty

1141876031554502657I’m getting tired of bitches saying they getting money but they hair fucked up 😭😭 1141904354523459584@CJtoocold2 They saving

1141876065981390849@katiakdavis LMAOO HYY, & alot of bitches intimidated by white girls that’s why they always got some rude shh to sa… https://t.co/AGfUv0sKxp 1141876343619170306@slxvmm man they bring rude af to that girl i hope she ok and i hope her hair don't fall out bc she gone feel stupid as fuck 😭

1141876096759152640To bad I have one friend and her ass is flat sooo ... 😂 @SaaangNikki https://t.co/xish3WnEFv 1141877232450842624@LittleLeee1 It got a lil jiggle to it though so f you. 😂

1141877232450842624@LittleLeee1 It got a lil jiggle to it though so f you. 😂 1141878022875877376@SaaangNikki 😂😂😂 fuck you lol

1141876102043975680@sierramartinn these hoes out here and these niggas tired of faking it 🤣🤣 1141876613774270464@kamryn__greenn Bro shorty ate his ass too tho.. they both stains, shorty ran thru & dude gay 😂😂🤷🏻‍♀️

1141876613774270464@kamryn__greenn Bro shorty ate his ass too tho.. they both stains, shorty ran thru & dude gay 😂😂🤷🏻‍♀️ 1141877726523088897@sierramartinn 🤣🤣🤣🤣 it’s the porn industry if you don’t do it all don’t do nothing 🤣

1141876118653325315lol im actually not coming back nice knowing u cunts 1141929504140431360@grebnesornivek good

1141876178288091136Yea fucking hoes is fun but the feeling of turning some pussy down >>> 1141883788944977920😭😂😂

1141876178288091136Yea fucking hoes is fun but the feeling of turning some pussy down >>> 1141882463393914881@Trap_Chavez https://t.co/oBJEdLT5fg

1141876221367767040You wannabe carti hoes ain’t even lettting yo kid take a nap smh https://t.co/3OcTkhXKAN 1141880493476069376@dylan_penafiel who’s kid is that cuz it ain’t hers for sure

1141876249138216966hell nawl https://t.co/y5ZdVtQkP3 1141899712917901313@404Terrion yess fr

1141876374522793985@saintgarrette I literally just used two of them bitches! The r+r followed by the jet lag is a hydration duo!💦 lol. 1141876492772814850@domhpkns lmao yesss

1141876491581632512@reb3lboytroy Lmao. Gurl... I’m talking bout the new girls. When is she gonna embrace the other R&B hoes? 1141877542498000901@crunkprince001 You have to earn that! It’s not gonna just be given!!!!!

1141876491581632512@reb3lboytroy Lmao. Gurl... I’m talking bout the new girls. When is she gonna embrace the other R&B hoes? 1141877468636299265@crunkprince001 She’s embraced Normani, Justine Sky, and many others! She doesn’t have to jump on their tracks to s… https://t.co/iQqwDBrrLo

1141876555641212930Pet Peeve : Broke Hoes 1141877111864643584@KnowMill No respect for em 🥵

1141876558745022466@ava_rawtuna More like the coochie no crabs dance. I know those pinchie bitches had been bothering you for a while.… https://t.co/N8wGJfWTto 1141877286062514176@juliajbogart I’m feeling bad for evicting them so imma grow out the lawn and let my friends back home!!

1141876575970955264@tmotive2wavy 😂😂😂shitty mouth bitches 1141878131156033537@Luechii_ Frfr 😂😂😭

1141876605733576704@Jaasminep_ Bitches from hs that always thought they were better than everybody selln pussy like a mf 😂😂😂😂🤦🏾‍♀️ shit is crazy 1141876869978980353>>NO-TWEET>>

1141876869978980353>>NO-TWEET>> 1141908386977423360@Jaasminep_ 🤦🏻‍♀️😂

1141876611211505670@bigdawgpalmer As long as she feeding her hoes, I can’t even judge 1141876847900352512@MulattoRaw You bet not be doin that tho 😂

1141876847900352512@MulattoRaw You bet not be doin that tho 😂 1141876930402295809@bigdawgpalmer Oh na ive retired.

1141876930402295809@bigdawgpalmer Oh na ive retired. 1141877240365539328@MulattoRaw ❤️❤️❤️

1141876632874975232 Out of all these videos I see I can tell none of you bitches can suck dick ud83d ude02 source u003ca href http twitter com download iphone rel nofollow u003eTwitter for iPhone u003c a u003e 1141880378753347584@alien_kisses Oop😂😂

1141876732561113089Put where da hoes at on my tombstone 1141878873627475968@BIGstevesquad I got u

1141876799208599552You are absolutely right, people love to talk shit but DANCE to MJ. Being two faced liers.. TO THEMSELVES. You can… https://t.co/pbPjYhiCpJ 1141884085918474240@CityOfDiamonds exactly and some people are just so petty and childish its DISGUSTING

1141876826425516033I should clarify that some straight white men are okay, but to anyIncelsRacistsTerfsHomophobes Racists Misogy… https://t.co/jlL2JEjeOt 1141877553696821251Has you ever been:TorturedKilledShot atEnslavedYelled atGropedRapedKidnappedRansomed orTeased Due to yo… https://t.co/Kj1KgjA8Hr

1141877553696821251Has you ever been:TorturedKilledShot atEnslavedYelled atGropedRapedKidnappedRansomed orTeased Due to yo… https://t.co/Kj1KgjA8Hr 1141877967095832576The red on the flag should not be for bloodshed. The white on the flag is not to be used to bandage wounds. The… https://t.co/tTNqd8zI7H

1141876844175736832this why you don't go places with hoes beneath you when you're the top bitch 1141878138064035840"because she's a jealous fucking bitch!"a word

1141876853491343360@publicsenemy90 Hoes will 😍😍 all yo pics, find something to say on every post, then boom if them of they friend fuc… https://t.co/fVKA99CXss 1141879507034529792@Jussronnie Don’t I supposed to get ghost? 🤔 like why would you be mad that I stop speaking to you once I start fuc… https://t.co/y23C8ITPTq

1141876930909745152hoes mad 1143247028819877888@HastyHam O h boy

1143247028819877888@HastyHam O h boy 1143247347599720448@byReconz anime

1141876930909745152hoes mad 1142597185600729088@HastyHam I like black men

1142597185600729088@HastyHam I like black men 1142597670479028224@spiffynicole Same bruv

1141876930909745152hoes mad 1142159868503187456@HastyHam https://t.co/hRmb6k44Pd

1141876930909745152hoes mad 1142142967387320320@HastyHam ye

1141876930909745152hoes mad 1141946883100815360@HastyHam you mad.

1141946883100815360@HastyHam you mad. 1142074438810312704@fatymaemily tbh

1141876930909745152hoes mad 1141895173846253579@HastyHam x2

1141876930909745152hoes mad 1141890336345776128@HastyHam Im mad that you haven’t come back yet 😤

1141876930909745152hoes mad 1141879002421850112@HastyHam Comeback?

1141876933925511168@JayLamuzindah Bitches be weird 1141881128162385920@BaddAzzLyssa Soooooo weird

1141877000497270784@leslyramirez588 all the bitches hated me because of it too 🤪 1141877085633302528@lyseeeetttee Oh yeah I forgot lmaoooooooooo

1141877085633302528@lyseeeetttee Oh yeah I forgot lmaoooooooooo 1141878159140216832@leslyramirez588 “guys when we all die can we meet up in heaven”

1141878159140216832@leslyramirez588 “guys when we all die can we meet up in heaven” 1141878252090212353@lyseeeetttee 😂😂😂😂😂 funniest shit I’ve ever heard

1141877005765533696call me fake cause I’m not sleeping on the floor, the couch? Yea but not the floor with no nigga, fuck ya! https://t.co/0jNuCIPdOi 1141877438890348545@MS_teex2 Spits juice out!

1141877005765533696call me fake cause I’m not sleeping on the floor, the couch? Yea but not the floor with no nigga, fuck ya! https://t.co/0jNuCIPdOi 1141877086107459584@MS_teex2 Omg 😂😂😂😂

1141877098660937728Feel like a magician, all these bitches that I juggle 1141891342806724614@Juansosa710 I’m sure @GracieKessler11 appreciates this tweet.

1141891342806724614@Juansosa710 I’m sure @GracieKessler11 appreciates this tweet. 1141891506556538880@_jaydonp @Juansosa710 For sure 🤩🤩

1141877098660937728Feel like a magician, all these bitches that I juggle 1141882426077122560@Juansosa710 You must be a magician...because Abracadamn yah look good 😍

1141882426077122560@Juansosa710 You must be a magician...because Abracadamn yah look good 😍 114189230351205

[NazaninSA]

I attached and sent the dataset through email. I don't know if you can find it correctly here or not. If you don't find here may I have your email to send the dataset?

[shubhamsonawane21]

see this is sample of my data set, in your data set there are some numbers and @some names before every line, I think you should remove that before training.

[NazaninSA]

Actually l cleaned the data before feeding to algorithm, l removed all numbers and usernames from tweets. I think sentences in my dataset are longer and that makes training complicated. I guess maybe l can resolve it by more epochs. Would you please let me know your opinion? I will try with more epochs and let you know the result. Thanks

Sent from my iPhone

On Jun 28, 2019, at 22:31, shubhamsonawane21 notifications@github.com<mailto:notifications@github.com> wrote:

[Screenshot (32)]https://nam05.safelinks.protection.outlook.com/?url=https%3A%2F%2Fuser-images.githubusercontent.com%2F48475699%2F60379186-25919280-9a4c-11e9-9c01-9cdbbdeb2994.png&data=02%7C01%7Cnazanin.salehabadi%40mavs.uta.edu%7Cef4ea08fe0164098c1aa08d6fc424605%7C5cdc5b43d7be4caa8173729e3b0a62d9%7C0%7C0%7C636973758904502287&sdata=sQhInHtsYHZwL9aEbDn0Lgr9s1633Ij37S9wUrSgfkg%3D&reserved=0

see this is sample of my data set, in your data set there are some numbers and @somehttps://nam05.safelinks.protection.outlook.com/?url=https%3A%2F%2Fgithub.com%2Fsome&data=02%7C01%7Cnazanin.salehabadi%40mavs.uta.edu%7Cef4ea08fe0164098c1aa08d6fc424605%7C5cdc5b43d7be4caa8173729e3b0a62d9%7C0%7C0%7C636973758904502287&sdata=UJq%2FYSk%2FZIjYHiRHU8KRPMrrDlYHP3%2Fu5U04HrG3WnI%3D&reserved=0 names before every line, I think you should remove that before training.

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[shubhamsonawane21]

i think sentence limit is 10 here. And actually I got good output with 30 epoch itself, and I am also new to this so I can say try only :P

[NazaninSA]

Thank you very much for your replies and feedbacks. It was really helpful. I will try with more epochs and let you know the result :)

Sent from my iPhone

On Jun 28, 2019, at 23:44, shubhamsonawane21 notifications@github.com<mailto:notifications@github.com> wrote:

i think sentence limit is 10 here. And actually I got good output with 30 epoch itself, and I am also new to this so I can say try only :P

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[shubhamsonawane21]

okay... welcome 👍 :)

[NazaninSA]

Hi, I increased epochs to 140 and then loss improved to 0.12 and perplexity 1.13. Now I get better result. Thanks again for help.

[shubhamsonawane21]

Nice ♥ :)

how did you calculate perplexity?

[Brianjoroge]

how can i increase the number of words allowed in a question/reply?

[Brianjoroge]

it is more that enough, because my data set is just of 800 lines (400 questions and 400 answers) and it is working fine. Can you show me sample of your data set?

it did well with 30 epochs?

[shubhamsonawane21]

it is more that enough, because my data set is just of 800 lines (400 questions and 400 answers) and it is working fine. Can you show me sample of your data set?

it did well with 30 epochs?

for me it did well with 150 epochs.

[shubhamsonawane21]

how can i increase the number of words allowed in a question/reply?

in chatbot.py file, as per screenshot maxLength's default value is 10, change it to value you want.