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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 that’s the way u feel. That’s 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

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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

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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

[More Information Needed]

Licensing Information

[More Information Needed]

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.

Models trained or fine-tuned on sms_spam