mrm8488/bert-tiny-finetuned-sms-spam-detection
•
Updated
•
6.54k
•
13
Datasets:
Tasks:
Text Classification
Sub-tasks:
intent-classification
Languages:
English
Multilinguality:
monolingual
Size Categories:
1K<n<10K
Source Datasets:
extended|other-nus-sms-corpus
License:
unknown
Dataset Preview
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| sms (string) | label (class label) |
|---|---|
"Go until jurong point, crazy.. Available only in bugis n great world la e buffet... Cine there got amore wat...
"
| 0
(ham) |
"Ok lar... Joking wif u oni...
"
| 0
(ham) |
"Free entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's
"
| 1
(spam) |
"U dun say so early hor... U c already then say...
"
| 0
(ham) |
"Nah I don't think he goes to usf, he lives around here though
"
| 0
(ham) |
"FreeMsg Hey there darling it's been 3 week's now and no word back! I'd like some fun you up for it still? Tb ok! XxX std chgs to send, £1.50 to rcv
"
| 1
(spam) |
"Even my brother is not like to speak with me. They treat me like aids patent.
"
| 0
(ham) |
"As per your request 'Melle Melle (Oru Minnaminunginte Nurungu Vettam)' has been set as your callertune for all Callers. Press *9 to copy your friends Callertune
"
| 0
(ham) |
"WINNER!! As a valued network customer you have been selected to receivea £900 prize reward! To claim call 09061701461. Claim code KL341. Valid 12 hours only.
"
| 1
(spam) |
"Had your mobile 11 months or more? U R entitled to Update to the latest colour mobiles with camera for Free! Call The Mobile Update Co FREE on 08002986030
"
| 1
(spam) |
"I'm gonna be home soon and i don't want to talk about this stuff anymore tonight, k? I've cried enough today.
"
| 0
(ham) |
"SIX chances to win CASH! From 100 to 20,000 pounds txt> CSH11 and send to 87575. Cost 150p/day, 6days, 16+ TsandCs apply Reply HL 4 info
"
| 1
(spam) |
"URGENT! You have won a 1 week FREE membership in our £100,000 Prize Jackpot! Txt the word: CLAIM to No: 81010 T&C www.dbuk.net LCCLTD POBOX 4403LDNW1A7RW18
"
| 1
(spam) |
"I've been searching for the right words to thank you for this breather. I promise i wont take your help for granted and will fulfil my promise. You have been wonderful and a blessing at all times.
"
| 0
(ham) |
"I HAVE A DATE ON SUNDAY WITH WILL!!
"
| 0
(ham) |
"XXXMobileMovieClub: To use your credit, click the WAP link in the next txt message or click here>> http://wap. xxxmobilemovieclub.com?n=QJKGIGHJJGCBL
"
| 1
(spam) |
"Oh k...i'm watching here:)
"
| 0
(ham) |
"Eh u remember how 2 spell his name... Yes i did. He v naughty make until i v wet.
"
| 0
(ham) |
"Fine if thats the way u feel. Thats the way its gota b
"
| 0
(ham) |
"England v Macedonia - dont miss the goals/team news. Txt ur national team to 87077 eg ENGLAND to 87077 Try:WALES, SCOTLAND 4txt/ú1.20 POBOXox36504W45WQ 16+
"
| 1
(spam) |
"Is that seriously how you spell his name?
"
| 0
(ham) |
"I‘m going to try for 2 months ha ha only joking
"
| 0
(ham) |
"So ü pay first lar... Then when is da stock comin...
"
| 0
(ham) |
"Aft i finish my lunch then i go str down lor. Ard 3 smth lor. U finish ur lunch already?
"
| 0
(ham) |
"Ffffffffff. Alright no way I can meet up with you sooner?
"
| 0
(ham) |
"Just forced myself to eat a slice. I'm really not hungry tho. This sucks. Mark is getting worried. He knows I'm sick when I turn down pizza. Lol
"
| 0
(ham) |
"Lol your always so convincing.
"
| 0
(ham) |
"Did you catch the bus ? Are you frying an egg ? Did you make a tea? Are you eating your mom's left over dinner ? Do you feel my Love ?
"
| 0
(ham) |
"I'm back & we're packing the car now, I'll let you know if there's room
"
| 0
(ham) |
"Ahhh. Work. I vaguely remember that! What does it feel like? Lol
"
| 0
(ham) |
"Wait that's still not all that clear, were you not sure about me being sarcastic or that that's why x doesn't want to live with us
"
| 0
(ham) |
"Yeah he got in at 2 and was v apologetic. n had fallen out and she was actin like spoilt child and he got caught up in that. Till 2! But we won't go there! Not doing too badly cheers. You?
"
| 0
(ham) |
"K tell me anything about you.
"
| 0
(ham) |
"For fear of fainting with the of all that housework you just did? Quick have a cuppa
"
| 0
(ham) |
"Thanks for your subscription to Ringtone UK your mobile will be charged £5/month Please confirm by replying YES or NO. If you reply NO you will not be charged
"
| 1
(spam) |
"Yup... Ok i go home look at the timings then i msg ü again... Xuhui going to learn on 2nd may too but her lesson is at 8am
"
| 0
(ham) |
"Oops, I'll let you know when my roommate's done
"
| 0
(ham) |
"I see the letter B on my car
"
| 0
(ham) |
"Anything lor... U decide...
"
| 0
(ham) |
"Hello! How's you and how did saturday go? I was just texting to see if you'd decided to do anything tomo. Not that i'm trying to invite myself or anything!
"
| 0
(ham) |
"Pls go ahead with watts. I just wanted to be sure. Do have a great weekend. Abiola
"
| 0
(ham) |
"Did I forget to tell you ? I want you , I need you, I crave you ... But most of all ... I love you my sweet Arabian steed ... Mmmmmm ... Yummy
"
| 0
(ham) |
"07732584351 - Rodger Burns - MSG = We tried to call you re your reply to our sms for a free nokia mobile + free camcorder. Please call now 08000930705 for delivery tomorrow
"
| 1
(spam) |
"WHO ARE YOU SEEING?
"
| 0
(ham) |
"Great! I hope you like your man well endowed. I am <#> inches...
"
| 0
(ham) |
"No calls..messages..missed calls
"
| 0
(ham) |
"Didn't you get hep b immunisation in nigeria.
"
| 0
(ham) |
"Fair enough, anything going on?
"
| 0
(ham) |
"Yeah hopefully, if tyler can't do it I could maybe ask around a bit
"
| 0
(ham) |
"U don't know how stubborn I am. I didn't even want to go to the hospital. I kept telling Mark I'm not a weak sucker. Hospitals are for weak suckers.
"
| 0
(ham) |
"What you thinked about me. First time you saw me in class.
"
| 0
(ham) |
"A gram usually runs like <#> , a half eighth is smarter though and gets you almost a whole second gram for <#>
"
| 0
(ham) |
"K fyi x has a ride early tomorrow morning but he's crashing at our place tonight
"
| 0
(ham) |
"Wow. I never realized that you were so embarassed by your accomodations. I thought you liked it, since i was doing the best i could and you always seemed so happy about "the cave". I'm sorry I didn't and don't have more to give. I'm sorry i offered. I'm sorry your room was so embarassing.
"
| 0
(ham) |
"SMS. ac Sptv: The New Jersey Devils and the Detroit Red Wings play Ice Hockey. Correct or Incorrect? End? Reply END SPTV
"
| 1
(spam) |
"Do you know what Mallika Sherawat did yesterday? Find out now @ <URL>
"
| 0
(ham) |
"Congrats! 1 year special cinema pass for 2 is yours. call 09061209465 now! C Suprman V, Matrix3, StarWars3, etc all 4 FREE! bx420-ip4-5we. 150pm. Dont miss out!
"
| 1
(spam) |
"Sorry, I'll call later in meeting.
"
| 0
(ham) |
"Tell where you reached
"
| 0
(ham) |
"Yes..gauti and sehwag out of odi series.
"
| 0
(ham) |
"Your gonna have to pick up a $1 burger for yourself on your way home. I can't even move. Pain is killing me.
"
| 0
(ham) |
"Ha ha ha good joke. Girls are situation seekers.
"
| 0
(ham) |
"Its a part of checking IQ
"
| 0
(ham) |
"Sorry my roommates took forever, it ok if I come by now?
"
| 0
(ham) |
"Ok lar i double check wif da hair dresser already he said wun cut v short. He said will cut until i look nice.
"
| 0
(ham) |
"As a valued customer, I am pleased to advise you that following recent review of your Mob No. you are awarded with a £1500 Bonus Prize, call 09066364589
"
| 1
(spam) |
"Today is "song dedicated day.." Which song will u dedicate for me? Send this to all ur valuable frnds but first rply me...
"
| 0
(ham) |
"Urgent UR awarded a complimentary trip to EuroDisinc Trav, Aco&Entry41 Or £1000. To claim txt DIS to 87121 18+6*£1.50(moreFrmMob. ShrAcomOrSglSuplt)10, LS1 3AJ
"
| 1
(spam) |
"Did you hear about the new "Divorce Barbie"? It comes with all of Ken's stuff!
"
| 1
(spam) |
"I plane to give on this month end.
"
| 0
(ham) |
"Wah lucky man... Then can save money... Hee...
"
| 0
(ham) |
"Finished class where are you.
"
| 0
(ham) |
"HI BABE IM AT HOME NOW WANNA DO SOMETHING? XX
"
| 0
(ham) |
"K..k:)where are you?how did you performed?
"
| 0
(ham) |
"U can call me now...
"
| 0
(ham) |
"I am waiting machan. Call me once you free.
"
| 0
(ham) |
"Thats cool. i am a gentleman and will treat you with dignity and respect.
"
| 0
(ham) |
"I like you peoples very much:) but am very shy pa.
"
| 0
(ham) |
"Does not operate after <#> or what
"
| 0
(ham) |
"Its not the same here. Still looking for a job. How much do Ta's earn there.
"
| 0
(ham) |
"Sorry, I'll call later
"
| 0
(ham) |
"K. Did you call me just now ah?
"
| 0
(ham) |
"Ok i am on the way to home hi hi
"
| 0
(ham) |
"You will be in the place of that man
"
| 0
(ham) |
"Yup next stop.
"
| 0
(ham) |
"I call you later, don't have network. If urgnt, sms me.
"
| 0
(ham) |
"For real when u getting on yo? I only need 2 more tickets and one more jacket and I'm done. I already used all my multis.
"
| 0
(ham) |
"Yes I started to send requests to make it but pain came back so I'm back in bed. Double coins at the factory too. I gotta cash in all my nitros.
"
| 0
(ham) |
"I'm really not up to it still tonight babe
"
| 0
(ham) |
"Ela kano.,il download, come wen ur free..
"
| 0
(ham) |
"Yeah do! Don‘t stand to close tho- you‘ll catch something!
"
| 0
(ham) |
"Sorry to be a pain. Is it ok if we meet another night? I spent late afternoon in casualty and that means i haven't done any of y stuff42moro and that includes all my time sheets and that. Sorry.
"
| 0
(ham) |
"Smile in Pleasure Smile in Pain Smile when trouble pours like Rain Smile when sum1 Hurts U Smile becoz SOMEONE still Loves to see u Smiling!!
"
| 0
(ham) |
"Please call our customer service representative on 0800 169 6031 between 10am-9pm as you have WON a guaranteed £1000 cash or £5000 prize!
"
| 1
(spam) |
"Havent planning to buy later. I check already lido only got 530 show in e afternoon. U finish work already?
"
| 0
(ham) |
"Your free ringtone is waiting to be collected. Simply text the password "MIX" to 85069 to verify. Get Usher and Britney. FML, PO Box 5249, MK17 92H. 450Ppw 16
"
| 1
(spam) |
"Watching telugu movie..wat abt u?
"
| 0
(ham) |
"i see. When we finish we have loads of loans to pay
"
| 0
(ham) |
"Hi. Wk been ok - on hols now! Yes on for a bit of a run. Forgot that i have hairdressers appointment at four so need to get home n shower beforehand. Does that cause prob for u?"
"
| 0
(ham) |
"I see a cup of coffee animation
"
| 0
(ham) |
End of preview (truncated to 100
rows)
Dataset Card for [Dataset Name]
Dataset Summary
The SMS Spam Collection v.1 is a public set of SMS labeled messages that have been collected for mobile phone spam research. It has one collection composed by 5,574 English, real and non-enconded messages, tagged according being legitimate (ham) or spam.
Supported Tasks and Leaderboards
[More Information Needed]
Languages
English
Dataset Structure
Data Instances
[More Information Needed]
Data Fields
- sms: the sms message
- label: indicating if the sms message is ham or spam, ham means it is not spam
Data Splits
[More Information Needed]
Dataset Creation
Curation Rationale
[More Information Needed]
Source Data
Initial Data Collection and Normalization
[More Information Needed]
Who are the source language producers?
[More Information Needed]
Annotations
Annotation process
[More Information Needed]
Who are the annotators?
[More Information Needed]
Personal and Sensitive Information
[More Information Needed]
Considerations for Using the Data
Social Impact of Dataset
[More Information Needed]
Discussion of Biases
[More Information Needed]
Other Known Limitations
[More Information Needed]
Additional Information
Dataset Curators
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Licensing Information
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Citation Information
@inproceedings{Almeida2011SpamFiltering, title={Contributions to the Study of SMS Spam Filtering: New Collection and Results}, author={Tiago A. Almeida and Jose Maria Gomez Hidalgo and Akebo Yamakami}, year={2011}, booktitle = "Proceedings of the 2011 ACM Symposium on Document Engineering (DOCENG'11)", }
Contributions
Thanks to @czabo for adding this dataset.
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Homepage:
archive.ics.uci.edu
Repository:
Repository:
Paper:
Almeida, T.A., Gomez Hidalgo, J.M., Yamakami, A. Contributions to the study of SMS Spam Filtering: New Collection and Results. Proceedings of the 2011 ACM Symposium on Document Engineering (ACM DOCENG'11), Mountain View, CA, USA, 2011.
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