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@DonnieWahlberg what if we are in England? x
1
anxiety
I'm bored... need to fix some of my little gliders, and do some updates for HockeyPulse, but have no energy
0
depression
@riotlainie haha i was so frustrated i just looked it up. thanks, i was freaking out about that. and i still think you like coberst more
1
anxiety
dentist.. ug! errands and shopping for europe.. annd totally dreading the 5 hour rehearsal tmrw for orchestra. my back is going to die
1
anxiety
Happy Monday! What is your BIGGEST goal this week? Now make it even BIGGER
3
neutral
@romanmgarcia yeah I'm with amber right now.. but I work at 830 tomorrow
4
casual
I love anxietal insomnia. Work in 4 hours, have had 2 hours of broken sleep already...oh yeah, today is going to *rock* F.M.L. And how
0
depression
What could have been so bad that he would end it all in my pool poor squirrel
2
suicide
@ShaunAcland awesome! i favourited that update Symmetrical number of updates ftw haha.
0
depression
@allan_amazing Great minds! Ive been dreading 2012 since I was 18
1
anxiety
Starting to build a reference library, don't know what if any book wil result, may just end up with a need for mountains of shelves
1
anxiety
I was told I can't go on another cruise. have fun who ever goes.
2
suicide
My hand coordination damn bad. omg I'm gonna kill myself now
2
suicide
Nearly fell asleep, but was jolted out of bed by a massive panic attack and now I'm not sure if I can sleep at all.
1
anxiety
@Harley_Dude thank you. It was all however self-inflicted so I can't really feel sorry for myself
4
casual
@anoony made them talk about politics, 1 of the ladies is about to kill me
4
casual
@amyelizbeth I will call you later & get her number. I also have an idea I wanna talk to you about. pickle heaven!
0
depression
@TeeRibbzz Oh well, only about 4 inches to go and you'll have me too LOL j/k
4
casual
@elieberkowitz 14K WALKUP...I kind of want to die. I'm scared of the adds
2
suicide
thinking I shouldn't have been drinking wine on a school night
4
casual
Arrrgh! Thought the word would be magnetometer for clue 3 but I got the dreaded red cross #SearchForN
1
anxiety
I got a full day of work today. Can't wait in tell i get home for some beer and tv time but i got to make the money to get the beers
3
neutral
Amon Amarth/Goatwhore show the 27th! I can't wait.
3
neutral
@RebeccaHappy I didn't make it to changecamp -- had to be at the theatre mid-morning, and closing show in the aft... buggered up my day!
3
neutral
The New Moon trailer is breathtaking. Jacob looks so... dayyym! I can't wait. I can't breathe. Jacob is SO FREAKING FIIINE!
1
anxiety
well, it's true I'm soooooooooooooooo boring I need followers to give me ideas.. the weather is very hot 40 ??C in spain... exhausted!!!!
0
depression
@revolutiontour your tweet was just included in The Longest Poem in the World www.longestpoemintheworld.com/tweet/12274/
4
casual
soo..gimme a gun to kill myself
2
suicide
Found a tea company in Sweden with lots of flavors and they ship to Finland. Problem: They don't answer emails, making it a useless site.
0
depression
Kinda scared to get in the shower since im so dizzy. If i fall over, no one will be there to catch me! well...junior.....
1
anxiety
will start the summer school in 2 day, freakin terrified here, what if i dont hv any friends?! missing binusians
1
anxiety
@AnoopdoggDesai What if there were NO Tweets tonite from @AnoopDoggDesai????
1
anxiety
@AlanCarr can't wait for the new show!
3
neutral
T fow and I found an amazing 4 bedroom house. Yes yes! Party my butt off tonight.
4
casual
I'm a failure at baking. The things I baked got burned, and so did my fingers. It hurts to type
0
depression
is very sad no seriously..... i can't do this anymore
2
suicide
In bed DREADING goin up to the school for my last final!!! this shit is gonna b hard tho
1
anxiety
@deichmann yep, it's amazing
4
casual
@30SECONDSTOMARS Sorry to be so pushy guys. Just sleep deprived & anxious about MAYBE missing Saturday hope not. love 2 all & goodnight x
1
anxiety
@kristinnsmith SurveyUSA is coming out tomorrow. Numbers don't lie... usually.
0
depression
I have to go to a party which is had by my customer to even up the numbers tonight
0
depression
This is just like last time. I'll be dreading it, but still feel fine until the day of, then I'll go crazy
1
anxiety
@ohhmygroceries I will retract my previous tweet and tweet a correction, lol. But I dunno, I think it's legit
4
casual
Heading off to the gym to lift weights
4
casual
i want to die...the love of my life is not well
2
suicide
Aaah, I can't go on yet. They told me 5 minutes.
2
suicide
Pictures of A'Dam up on Facebook... McFly are THE worst to take pics of. though.. always moving! LOL! Or maybe I was too excited! haha
3
neutral
I'm exhausted and my feet hurt
0
depression
@Belovedless I have to work. I want to die.
2
suicide
Couldn't drive home to LA. Was feeling really anxious, almost had a panic attack the conditions were the same as the day of the accident
1
anxiety
lol todays WOW: write it on your heart that everyday is the best day of the year (i know i contradict myself lol)
4
casual
@jesssicababesss what if taylor is standing next to miley.. cus taylor is stunning too
1
anxiety
@jamiev1980 no way then I can't go on holiday!!
2
suicide
Just got back from dance team car wash. SUPER tired, but happy. idk...
3
neutral
@wesaysummerrr thanks yeahh its history, just dreading the 2 essays
1
anxiety
@SoulSistaNindy what did someone do? and good morning
4
casual
My bagel is gone
4
casual
I can't do this anymore
2
suicide
Everyone loves my hair. I dont wanna wash it later!
4
casual
up allll night emptying my bodyy. Musta been the tacos off to anther boring day at workkk
0
depression
@EpicNaushinFail You have made me a very happy person. I love Skyping with you. Nothing makes my day complete without a call to you
3
neutral
@theWynk Homemade butter with your bread? Fantastic idea!
3
neutral
why is it sooo horribly cold in my room!?? I'm freaking out! really..
1
anxiety
@MandyyJirouxx it wont let me ring ur saynow number
0
depression
@MsEhenry Sorry about the useless dick part, so rude of me, But okay cant wait, we still going to the towers right or no?
0
depression
I will kill myself if summer weather doesn't come soon. All of this rain is depressing me.
2
suicide
I am sick of being sick!!!! I can't sleep anymore but I can't sit up without feeling dizzy n pukey
1
anxiety
@DonnieWahlberg your a sweetheart love you Donnie!! can't wait to see you june 28th Noblesville Indiana !!
3
neutral
@_joblankenburg what??s a pity Jo
4
casual
@mayalabeeDC3 yayyyyyyyyyyyyy! what are you doing awake anyway?thought you were exhausted. my oh my somebody's still hyper.going out with
0
depression
Interview was postponed... interviewer hurt his back...
4
casual
@SM0KEAL0T That number turned out to be a hoax...too bad
0
depression
@terrellowens81 Then I will leave it. GoodNight.. god bless and protect us through the night and carry us through another day! Dream Big
4
casual
Oh, one last thing, HAPPY FATHER'S DAY DAD! I called him this mornin' . Haven't seen him 2 1/2 years now... He's busy working Abroad.
3
neutral
@dhewlett Well happy Birthday! lol.. You going to the Vancouver con next april? Celebrate your birthday with fans!
3
neutral
@filjedi as always - I do that but depends on how excited the session is. First Day and Last Day keynotes are exciting. No tweeting then.
3
neutral
Ahhhhhh! Totaly got the greasers guy number I am happy
0
depression
exhausted. i hate going downtown in a skirt, luckily I was with my boys
0
depression
Enjoying the peace and quiet before my children wake up for school
4
casual
The Rain Makes Me Sad. Its Like I Want To Kill myself,<-
2
suicide
ARG!! IT'S 81 DEGREES! Why must it be so hot? I found out i can't go on my Washington trip.
2
suicide
@mollybuckley We'll all find out about all things iPhone/Apple when the WWDC kicks off tomorrow! Can't wait! & the new DMB album = win.
3
neutral
My eyes hurt. I am such a failure. I can't even kill myself.
2
suicide
@fashionistaz me want to diet aswell, but foods r hard to resist
2
suicide
@KING_LE_313 thanks for the follow shout~
4
casual
@motionforce In fairness to them. I'd probably commit suicide if I was on a non-network reality tv show
2
suicide
@jackyjack84 OH HOLEY SHIT u are online!!! I am stoning in front of my pc............................................ i can't go on msn!!
2
suicide
Finally!! From my very own computer
4
casual
@Roddee Can't go on that long.. How about u?
2
suicide
Fuck me, I want to die. Earlyyyy
2
suicide
Dreading my b having to go to work Tommorow.
1
anxiety
@o_Dawn_o Home today. Watching Glee on Hulu. The camera is making e dizzy! STOP switching so much!
1
anxiety
Another new mix: http://bit.ly/AnaGT .... a bit more more up tempo rump shaking house! new kit inspiring new mixes at the mo
1
anxiety
Feeling dizzy, weak, achy, and feverish. Yay.
1
anxiety
@lizroz why miserable evening sis
0
depression
2 group presentations, 1 study session, Rainy day... all on 4/20
4
casual
WWDC is tomorrow.... I'm anxiously awaiting iPhone OS 3.0, the announcement/unveiling of new iPhones, and new Snow Leopard news!
1
anxiety
@smorgs87 shaking my head
1
anxiety
@JLSFORNUMBER1 I know cos I think once they follow one person everyone will start harrasing them ! x
0
depression
Is feeling yuk! Again. I hate being sick its so non productive. So much to do and no energy to do it grrrrrrrrrrrrr
0
depression
End of preview. Expand in Data Studio

📊 Final Balanced 5-Class Dataset

Overview

This dataset is a balanced text classification dataset prepared for mental health analysis. It contains labeled entries across 5 classes, ensuring equal representation of each category for training and evaluation purposes.

The dataset is stored as a CSV file:
final_balanced_5class_dataset.csv


Dataset Structure

  • Format: CSV
  • Rows: N (update with actual count)
  • Columns:
    • text: The input text (tweet, post, or sentence).
    • advanced_label: Numerical label (0–4).
    • label_name: Human-readable label (mapped from advanced_label).

Label Mapping

advanced_label label_name
0 Depression
1 Anxiety
2 Suicide
3 Neutral
4 Casual

Example Records

text,advanced_label,label_name
"I feel so down today, nothing excites me anymore",0,Depression
"My heart races and I can’t calm down before exams",1,Anxiety
"I don’t see a point in living anymore",2,Suicide
"Just chilling and watching Netflix",4,Casual
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Models trained or fine-tuned on vedabtpatil07/Mental-Health-Analysis