| SMS spam classification | |
| # Source | |
| https://github.com/awasthiabhijeet/Learning-From-Rules/blob/master/data/SMS/ | |
| # Labels | |
| 0 HAM | |
| 1 SPAM | |
| # Labeling Functions | |
| 73 rules total, as shown below. | |
| ham ( |^)(thanks\.|thanks)[^\w]*( |$) Thanks. It was only from tescos but quite nice. All gone now. Speak soon | |
| spam ( |^)(call|ringtone|ringtone)[^\w]* ([^\s]+ )*(free|free)[^\w]*( |$) Ringtone Club: Get the UK singles chart on your mobile each week and choose any top quality ringtone! This message is free of charge. | |
| ham ( |^)(thats|thats)[^\w]* (\w+ ){0,1}(nice\.|nice)[^\w]*( |$) Well thats nice. Too bad i cant eat it | |
| spam ( |^)(won|won)[^\w]* ([^\s]+ )*(cash|cash)[^\w]* ([^\s]+ )*(prize!|prize)[^\w]*( |$) Please call our customer service representative on FREEPHONE 0808 145 4742 between 9am-11pm as you have WON a guaranteed ??1000 cash or ??5000 prize! | |
| spam ( |^)(winner!|winner)[^\w]* ([^\s]+ )*(reward!|reward)[^\w]*( |$) WINNER! As a valued network customer you hvae been selected to receive a ??900 reward! To collect call 09061701444. Valid 24 hours only. ACL03530150PM | |
| spam ( |^)(guaranteed|guaranteed)[^\w]* ([^\s]+ )*(free|free)[^\w]*( |$) Congratulations ur awarded 500 of CD vouchers or 125gift guaranteed & Free entry 2 100 wkly draw txt MUSIC to 87066 TnCs www.Ldew.com1win150ppmx3age16 | |
| spam ( |^)(dating|dating)[^\w]* ([^\s]+ )*(call|call)[^\w]*( |$) Someone has conacted our dating service and entered your phone because they fancy you!To find out who it is call from landline 09111030116. PoBox12n146tf15 | |
| ham ( |^)(i)[^\w]* (\w+ ){0,1}(can|can)[^\w]* ([^\s]+ )*(did|did)[^\w]*( |$) Oh yes I can speak txt 2 u no! Hmm. Did u get email? | |
| spam ( |^)(guranteed|guaranteed|guaranteed)[^\w]* ([^\s]+ )*(gift\.|gift)[^\w]*( |$) Great News! Call FREEFONE 08006344447 to claim your guaranteed ??1000 CASH or ??2000 gift. Speak to a live operator NOW! | |
| spam ( |^)(call|call)[^\w]* ([^\s]+ )*(for|for)[^\w]* ([^\s]+ )*(offer|offers|offers\.)[^\w]*( |$) Double Mins & Double Txt & 1/2 price Linerental on Latest Orange Bluetooth mobiles. Call MobileUpd8 for the very latest offers. 08000839402 or call2optout/LF56 | |
| ham ( |^)(can't|can't)[^\w]* (\w+ ){0,1}(talk|talk)[^\w]*( |$) sry can't talk on phone, with parents | |
| ham ( |^)(i)[^\w]*( |$) Don know. I did't msg him recently. | |
| ham ( |^)(u)[^\w]* ([^\s]+ )*(how|how)[^\w]* (\w+ ){0,1}(2)[^\w]*( |$) Do u noe how 2 send files between 2 computers? | |
| ham ( |^)(should|should)[^\w]* (\w+ ){0,1}(i)[^\w]*( |$) Nah, Wednesday. When should I bring the mini cheetos bag over? | |
| ham ( |^)(your|your)[^\w]* ([^\s]+ )*(i)[^\w]*( |$) is your hamster dead? Hey so tmr i meet you at 1pm orchard mrt? | |
| ham ( |^)(i)[^\w]* ([^\s]+ )*(miss|miss)[^\w]*( |$) Goodnight da thangam I really miss u dear. | |
| ham ( |^)(that's|that's)[^\w]* (\w+ ){0,1}(fine!|fine)[^\w]*( |$) Yeah, that's fine! It's ??6 to get in, is that ok? | |
| spam ( |^)(won|won)[^\w]* ([^\s]+ )*(claim,|claim)[^\w]*( |$) 449050000301 You have won a ??2,000 price! To claim, call 09050000301. | |
| spam ( |^)(welcome!|welcome)[^\w]* ([^\s]+ )*(reply|reply)[^\w]*( |$) Welcome! Please reply with your AGE and GENDER to begin. e.g 24M | |
| ham ( |^)(mine\.|mine)[^\w]*( |$) 4 oclock at mine. Just to bash out a flat plan. | |
| ham ( |^)(we|we)[^\w]* (\w+ ){0,1}(will|will)[^\w]*( |$) At 7 we will go ok na. | |
| spam ( |^)(alert|urgent|urgent!)[^\w]* ([^\s]+ )*(award|awarded|awarded)[^\w]* ([^\s]+ )*(guaranteed\.|guaranteed)[^\w]*( |$) URGENT! Your Mobile number has been awarded with a ??2000 prize GUARANTEED. Call 09058094455 from land line. Claim 3030. Valid 12hrs only | |
| ham ( |^)(do|do)[^\w]* (\w+ ){0,1}(you|you)[^\w]*( |$) Where do you need to go to get it? | |
| spam ( |^)(no|no)[^\w]* (\w+ ){0,1}(extra|extra)[^\w]*( |$) SMS SERVICES. for your inclusive text credits, pls goto www.comuk.net login= 3qxj9 unsubscribe with STOP, no extra charge. help 08702840625.COMUK. 220-CM2 9AE | |
| spam ( |^)(unlimited|unlimited)[^\w]* ([^\s]+ )*(calls|calls)[^\w]*( |$) Freemsg: 1-month unlimited free calls! Activate SmartCall Txt: CALL to No: 68866. Subscriptn3gbp/wk unlimited calls Help: 08448714184 Stop?txt stop landlineonly | |
| spam ( |^)(important|important)[^\w]* ([^\s]+ )*(lucky|lucky)[^\w]*( |$) IMPORTANT INFORMATION 4 ORANGE USER 0796XXXXXX. TODAY IS UR LUCKY DAY!2 FIND OUT WHY LOG ONTO http://www.urawinner.com THERE'S A FANTASTIC PRIZEAWAITING YOU! | |
| ham ( |^)(i)[^\w]* ([^\s]+ )*(it|it)[^\w]*( |$) I re-met alex nichols from middle school and it turns out he's dealing! | |
| ham ( |^)(where|where)[^\w]* ([^\s]+ )*(are|are)[^\w]* (\w+ ){0,1}(you|you)[^\w]*( |$) Where in abj are you serving. Are you staying with dad or alone. | |
| ham ( |^)(my|my)[^\w]* ([^\s]+ )*(kids|kids)[^\w]*( |$) my ex-wife was not able to have kids. Do you want kids one day? | |
| ham ( |^)(i)[^\w]* (\w+ ){0,1}(used|use|use)[^\w]* (\w+ ){0,1}(to|to)[^\w]*( |$) Normally i use to drink more water daily:) | |
| spam ( |^)(new|new)[^\w]* (\w+ ){0,1}(mobiles|mobiles)[^\w]* ([^\s]+ )*(only|only)[^\w]*( |$) 500 New Mobiles from 2004, MUST GO! Txt: NOKIA to No: 89545 & collect yours today!From ONLY ??1 www.4-tc.biz 2optout 087187262701.50gbp/mtmsg18 | |
| ham ( |^)(did|did)[^\w]* (\w+ ){0,1}(u)[^\w]* (\w+ ){0,1}(got|got)[^\w]*( |$) Did u got that persons story | |
| spam ( |^)(chat|chat)[^\w]* (\w+ ){0,1}(to|to)[^\w]*( |$) Dear U've been invited to XCHAT. This is our final attempt to contact u! Txt CHAT to 86688 | |
| spam ( |^)(won|won)[^\w]* ([^\s]+ )*(call|call)[^\w]*( |$) RGENT! This is the 2nd attempt to contact U!U have WON ??1250 CALL 09071512433 b4 050703 T&CsBCM4235WC1N3XX. callcost 150ppm mobilesvary. max??7. 50 | |
| spam ( |^)(latest|latest)[^\w]* (\w+ ){0,1}(offer|offers|offers\.)[^\w]*( |$) Double Mins & Double Txt & 1/2 price Linerental on Latest Orange Bluetooth mobiles. Call MobileUpd8 for the very latest offers. 08000839402 or call2optout/LF56 | |
| spam ( |^)(expires|expires)[^\w]* ([^\s]+ )*(now!|now)[^\w]*( |$) IMPORTANT MESSAGE. This is a final contact attempt. You have important messages waiting out our customer claims dept. Expires 13/4/04. Call 08717507382 NOW! | |
| spam ( |^)(win|win)[^\w]* ([^\s]+ )*(shopping|shopping)[^\w]*( |$) WIN a ??200 Shopping spree every WEEK Starting NOW. 2 play text STORE to 88039. SkilGme. TsCs08714740323 1Winawk! age16 ??1.50perweeksub. | |
| ham ( |^)(i'll|i'll)[^\w]*( |$) Yar else i'll thk of all sorts of funny things. | |
| spam ( |^)(chat|chat)[^\w]* ([^\s]+ )*(date|date)[^\w]*( |$) Bored housewives! Chat n date now! 0871750.77.11! BT-national rate 10p/min only from landlines! | |
| spam ( |^)(please|please)[^\w]* (\w+ ){0,1}(call|call)[^\w]* ([^\s]+ )*(service|service)[^\w]*( |$) Please call our customer service representative on FREEPHONE 0808 145 4742 between 9am-11pm as you have WON a guaranteed ??1000 cash or ??5000 prize! | |
| spam ( |^)(free\.|free)[^\w]* ([^\s]+ )*(sex|sex)[^\w]*( |$) This message is free. Welcome to the new & improved Sex & Dogging club! To unsubscribe from this service reply STOP. msgs@150p 18 only | |
| spam ( |^)(free|free)[^\w]* ([^\s]+ )*(price|price)[^\w]* ([^\s]+ )*(call|call)[^\w]*( |$) Free video camera phones with Half Price line rental for 12 mths and 500 cross ntwk mins 100 txts. Call MobileUpd8 08001950382 or Call2OptOut/674 | |
| spam ( |^)(cash|cash)[^\w]* ([^\s]+ )*(prize|prize|prize!)[^\w]*( |$) You have won ?1,000 cash or a ?2,000 prize! To claim, call09050000327. T&C: RSTM, SW7 3SS. 150ppm | |
| ham ( |^)(fb|fb)[^\w]*( |$) Friends that u can stay on fb chat with | |
| spam ( |^)(free|free)[^\w]* ([^\s]+ )*(phone|phones|phones)[^\w]*( |$) Free video camera phones with Half Price line rental for 12 mths and 500 cross ntwk mins 100 txts. Call MobileUpd8 08001950382 or Call2OptOut/674& | |
| ham ( |^)(noisy\.|noisy)[^\w]*( |$) Mine here like all fr china then so noisy. | |
| ham ( |^)(adventuring|adventuring)[^\w]*( |$) happened here while you were adventuring | |
| spam ( |^)(password|password)[^\w]*( |$) Send me your id and password | |
| ham ( |^)(maggi|maggi)[^\w]*( |$) No need to buy lunch for me.. I eat maggi mee.. | |
| ham ( |^)(wtf\.|wtf)[^\w]*( |$) <#> ISH MINUTES WAS 5 MINUTES AGO. WTF. | |
| spam ( |^)(won|won)[^\w]* ([^\s]+ )*(cash|cash)[^\w]*( |$) Please call our customer service representative on FREEPHONE 0808 145 4742 between 9am-11pm as you have WON a guaranteed ??1000 cash or ??5000 prize! | |
| ham ( |^)(amrita|amrita)[^\w]*( |$) Staff of placement training in Amrita college. | |
| ham ( |^)(praying|praying\.will|praying\.will)[^\w]*( |$) I am joining today formally.Pls keep praying.will talk later. | |
| spam ( |^)(childporn|childporn)[^\w]*( |$) Ic. There are a lotta childporn cars then. | |
| ham ( |^)(shit|shit)[^\w]*( |$) Just wanted to say holy shit you guys weren't kidding about this bud | |
| spam ( |^)(credits|credits)[^\w]*( |$) SMS SERVICES For your inclusive text credits pls gotto www.comuk.net login 3qxj9 unsubscribe with STOP no extra charge help 08702840625 comuk.220cm2 9AE | |
| ham ( |^)(goodo!|goodo)[^\w]* ([^\s]+ )*(we|we)[^\w]*( |$) Goodo! Yes we must speak friday - egg-potato ratio for tortilla needed! | |
| spam ( |^)(latest|latest)[^\w]*( |$) Double Mins & Double Txt & 1/2 price Linerental on Latest Orange Bluetooth mobiles. Call MobileUpd8 for the very latest offers. 08000839402 or call2optout/LF56 | |
| spam ( |^)(\?\?5000|\?\?5000)[^\w]* ([^\s]+ )*(09050090044|09050090044)[^\w]*( |$) WELL DONE! Your 4* Costa Del Sol Holiday or ??5000 await collection. Call 09050090044 Now toClaim. SAE, TCs, POBox334, Stockport, SK38xh, Cost??1.50/pm, Max10mins | |
| spam ( |^)(hard|hard)[^\w]* (\w+ ){0,1}(live|live)[^\w]* ([^\s]+ )*(girl|girl)[^\w]*( |$) Hard LIVE 121 chat just 60p/min. Choose your girl and connect LIVE. Call 09094646899 now! Cheap Chat UK's biggest live service. VU BCM1896WC1N3XX | |
| ham ( |^)(link|link)[^\w]*( |$) A link to your picture has been sent. You can also use http://alto18.co.uk/wave/wave.asp?o=44345 | |
| spam ( |^)(urgent|urgent)[^\w]* ([^\s]+ )*(prize|prize)[^\w]*( |$) URGENT This is our 2nd attempt to contact U. Your ??900 prize from YESTERDAY is still awaiting collection. To claim CALL NOW 09061702893. ACL03530150PM | |
| spam ( |^)(sms\.|sms)[^\w]* ([^\s]+ )*(reply|reply)[^\w]*( |$) SMS. ac Sptv: The New Jersey Devils and the Detroit Red Wings play Ice Hockey. Correct or Incorrect? End? Reply END SPTV | |
| spam ( |^)(direct|direct)[^\w]*( |$) Call Germany for only 1 pence per minute! Call from a fixed line via access number 0844 861 85 85. No prepayment. Direct access! | |
| spam ( |^)(voucher|voucher)[^\w]* ([^\s]+ )*(claim|claim)[^\w]*( |$) Dear Voucher Holder, To claim this weeks offer, at you PC please go to http://www.e-tlp.co.uk/reward. Ts&Cs apply. | |
| spam ( |^)(\?\?1\.50|\?\?1\.50)[^\w]*( |$) Oh my god! I've found your number again! I'm so glad, text me back xafter this msgs cst std ntwk chg ??1.50 | |
| ham ( |^)(hee|hee)[^\w]*( |$) They can try! They can get lost, in fact. Tee hee | |
| ham ( |^)(jus|jus)[^\w]*( |$) Jus finished avatar nigro | |
| spam ( |^)(free|free)[^\w]* ([^\s]+ )*(tone|tone)[^\w]*( |$) FREE RING TONE just text \POLYS\" to 87131. Then every week get a new tone. 0870737910216yrs only ??1.50/wk." | |
| spam ( |^)(message\.|message)[^\w]* ([^\s]+ )*(call|call)[^\w]*( |$) You have 1 new message. Please call 08715205273 | |
| spam ( |^)(fantasies\.|fantasies)[^\w]* (\w+ ){0,1}(call|call)[^\w]*( |$) I'd like to tell you my deepest darkest fantasies. Call me 09094646631 just 60p/min. To stop texts call 08712460324 (nat rate) | |
| spam ( |^)(\?\?500|\?\?500)[^\w]*( |$) Ur HMV Quiz cash-balance is currently ??500 - to maximize ur cash-in now send HMV1 to 86688 only 150p/msg | |
| spam ( |^)(inviting|inviting)[^\w]* ([^\s]+ )*(friend\.|friend)[^\w]*( |$) Natalie (20/F) is inviting you to be her friend. Reply YES-165 or NO-165 See her: www.SMS.ac/u/natalie2k9 STOP? Send STOP FRND to 62468 |