机器学习之朴素贝叶斯分类算法_lixinkuan的博客-CSDN博客

来自 : CSDN技术社区 发布时间：2021-03-26

# 不考虑词语出现的顺序 每个出现过的词汇单独作为一列特征 # 这些不重复的特征词汇集合为词表 # 每一个文本都可以在很长的词表上统计出一个很多列的特征向量 # CountVectorizer是将文本向量转换成稀疏表示数值向量 字符频率向量 vectorizer 将文档词块化,只考虑词汇在文本中出现的频率 # 词袋 vectorizer CountVectorizer() # 每行的词向量 fea_train是一个矩阵 fea_train vectorizer.fit_transform(corpus) print( vectorizer.get_feature_names is , vectorizer.get_feature_names()) print( fea_train is , fea_train.toarray()) # vocabulary vectorizer.vocabulary_ 只计算上面vectorizer中单词的tf(term frequency 词频) vectorizer2 CountVectorizer(vocabulary vectorizer.vocabulary_) fea_test vectorizer2.fit_transform(corpus_test) # print vectorizer2.get_feature_names() # print fea_test.toarray() # create the Multinomial Naive Bayesian Classifier # alpha 1 拉普拉斯估计给每个单词个数加1 clf MultinomialNB(alpha 1) clf.fit(fea_train, labels) pred clf.predict(fea_test); for p in pred: if p 0: print( 正常邮件 ) else: print( 垃圾邮件 )

测试结果

C:\\ProgramData\\Anaconda3\\python.exe F:/Python/001code/machinelearning/www/lxk/com/bayes.py*************************Naive Bayes*************************vectorizer.get_feature_names is [ 00 , 008704050406 , 0089 , 0121 , 01223585236 , 01223585334 , 0125698789 , 02 , 0207 , 02073162414 , 02085076972 , 021 , 03 , 04 , 0430 , 05 , 050703 , 0578 , 06 , 07 , 07008009200 , 07046744435 , 07090201529 , 07123456789 , 0721072 , 07732584351 , 07734396839 , 07742676969 , 07753741225 , 0776xxxxxxx , 07786200117 , 077xxx , 078 , 07801543489 , 07808 , 07808247860 , 07808726822 , 07815296484 , 07821230901 , 078498 , 07880867867 , 0789xxxxxxx , 07946746291 , 0796xxxxxx , 07973788240 , 07xxxxxxxxx , 08 , 0800 , 08000407165 , 08000776320 , 08000839402 , 08000930705 , 08000938767 , 08001950382 , 08002888812 , 08002986030 , 08002986906 , 08002988890 , 08006344447 , 0808 , 08081263000 , 08081560665 , 0825 , 083 , 0844 , 08448350055 , 08448714184 , 0845 , 08452810071 , 08452810073 , 08452810075over18 , 0870 , 08700435505150p , 08700621170150p , 08701213186 , 08701237397 , 08701417012 , 0870141701216 , 087016248 , 087018728737 , 08702490080 , 08702840625 , 08704439680 , 08706091795 , 0870737910216yrs , 08707500020 , 08707509020 , 0870753331018 , 08707808226 , 08708034412 , 08708800282 , 08709501522 , 0871212025016 , 08712300220 , 087123002209am , 08712317606 , 08712400200 , 08712400602450p , 08712402050 , 08712402578 , 08712402779 , 08712402902 , 08712402972 , 08712404000 , 08712405020 , 08712405022 , 08712460324 , 0871277810710p , 0871277810810 , 0871277810910p , 08714342399 , 087147123779am , 08714712379 , 08714712388 , 08714712394 , 08714712412 , 08715203028 , 08715203649 , 08715203652 , 08715203656 , 08715203677 , 08715203685 , 08715203694 , 08715205273 , 08715500022 , 08715705022 , 08717111821 , 08717168528 , 08717205546 , 0871750 , 08717507382 , 08717509990 , 08717890890 , 08717898035 , 08718711108 , 08718720201 , 08718723815 , 08718725756 , 08718726270 , 08718727868 , 08718727870 , 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1million , 1pm , 1st , 1st4terms , 1stchoice , 1stone , 1thing , 1tulsi , 1win150ppmx3 , 1winawk , 20 , 200 , 2000 , 2003 , 2004 , 2005 , 2006 , 2007 , 200p , 2025050 , 20m12aq , 20p , 21 , 21870000 , 21st , 22 , 220cm2 , 2309 , 23f , 23g , 24 , 24hrs , 24m , 24th , 25 , 250 , 250k , 255 , 25p , 26 , 2667 , 26th , 27 , 28 , 2814032 , 28days , 28th , 28thfeb , 29 , 2b , 2c , 2day , 2end , 2exit , 2find , 2getha , 2geva , 2go , 2kbsubject , 2lands , 2marrow , 2moro , 2morow , 2morro , 2morrow , 2morrowxxxx , 2mro , 2mrw , 2nd , 2nhite , 2nite , 2optout , 2p , 2price , 2rcv , 2stop , 2stoptx , 2stoptxt , 2u , 2u2 , 2waxsto , 2wks , 2wt , 2years , 2yr , 2yrs , 30 , 300 , 3000 , 300603 , 300603t , 300p , 3030 , 30ish , 30pm , 30s , 30th , 31 , 3100 , 310303 , 31p , 32 , 32000 , 3230 , 326 , 33 , 330 , 350 , 3510i , 3650 , 36504 , 3680 , 3750 , 37819 , 38 , 391784 , 3d , 3days , 3g , 3hrs , 3lions , 3lp , 3miles , 3mins , 3mobile , 3pound , 3qxj9 , 3rd , 3uz , 3wks , 3xx , 40 , 400 , 400mins 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absolutely , absolutly , abstract , abt , abta , abuse , ac , academic , acc , accent , accenture , accept , access , accessible , accidant , accident , accidentally , accommodation , accommodationvouchers , accomodations , accordin , accordingly , account , accounting , accounts , achan , ache , achieve , acl03530150pm , acnt , across , act , acted , actin , action , activate , active , activities , actor , actual , actually , ad , adam , add , added , addie , adding , address , adds , adewale , adi , admin , administrator , admirer , adore , adoring , adp , adress , adrian , ads , adsense , adult , adults , advance , adventuring , advice , aeronautics , aeroplane , afew , affair , affairs , affectionate , affidavit , afford , afghanistan , afraid , africa , african , aft , after , afternon , afternoon , afterwards , aftr , ag , again , against , agalla , age , age16 , agency , agent , agents , ages , agidhane , aging , ago , agree , ah , aha , ahead , ahhh , ahhhh , aids , aight , 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anyplaces , anythiing , anythin , anything , anythingtomorrow , anytime , anyway , anyways , anywhere , aom , apart , apartment , apes , aphex , apnt , apo , apologetic , apologise , apologize , apology , app , apparently , appeal , appear , appendix , applausestore , applebees , apples , application , apply , applyed , applying , appointment , appointments , appreciate , appreciated , approaches , approaching , appropriate , approve , approved , approx , apps , appt , appy , april , aptitude , aquarius , ar , arcade , archive , ard , are , area , aren , arent , arestaurant , aretaking , areyouunique , argh , argue , arguing , argument , arguments , arithmetic , arm , armand , arms , arng , arngd , arnt , around , arr , arrange , arranging , arrested , arrive , arrived , arrow , arsenal , art , artists , arts , arty , arun , as , asa , asap , ashes , ashley , ashwini , asia , asian , asjesus , ask , askd , asked , askin , asking , asks , aslamalaikkum , asleep , asp , aspects , ass , assessment , assistance , associate , assume , asthere , asthma , astne , astrology , astronomer , asus , asusual , at , ate , athletic , athome , atlanta , atlast , atleast , atm , attach , attached , attack , attempt , atten , attend , attended , attending , attention , attitude , attraction , attractive , attracts , attributed , atural , auction , audiitions , audition , audrey , audrie , august , aunt , auntie , aunties , aunts , aunty , australia , authorise , auto , autocorrect , av , available , avalarr , avatar , avble , ave , avenge , avent , avenue , avin , avo , avoid , avoiding , avoids , await , awaiting , awake , award , awarded , away , awesome , awkward , aww , awww , ax , axel , ay , ayn , ayo , b4 , b4280703 , b4u , b4utele , ba , baaaaaaaabe , baaaaabe , babe , babes , babies , baby , babygoodbye , babyjontet , babysit , babysitting , bac , back , backdoor , backwards , bad , badly , badrith , bag , bags , bahamas , baig , bailiff , bajarangabali , bak , bakra , balance , ball , balloon , balls , bambling , band , bandages , bang , bangbabes , bani , bank , banks , banned , banneduk , banter , bar , barbie , barcelona , bare , barely , bari , barkleys , barmed , barred , barrel , barring , bars , base , based , bash , basic , basically , basket , basketball , basq , bat , batch , bath , bathe , bathing , batsman , batt , battery , battle , bawling , bb , bbc , bbd , bbdeluxe , bbq , bc , bck , bcm1896wc1n3xx , bcm4284 , bcmsfwc1n3xx , bcoz , bcum , bcums , bcz , bday , be , beach , beads , bear , bears , beatings , beauties , beautiful , beauty , bec , becaus , because , becausethey , become , becomes , becoz , becz , bed , bedrm , bedroom , beeen , been , beendropping , beer , beerage , beers , befor , before , beforehand , beg , beggar , begging , begin , begun , behalf , behave , behind , bein , being , believe , belive , bell , bellearlier , belligerent , belly , belong , belongs , belovd , beloved , ben , beneath , beneficiary , bennys , beside , best , best1 , bet , beta , beth , betta , better , bettersn , bettr , between , beverage , bevies , beware , beyond , bf , bffs , bhaji , bhaskar , bhayandar , bian , biatch , bid , bids , big , bigger , biggest , bike , bill , billed , billing , billion , bilo , bimbo , bin , biola , bird , birds , birla , biro , birth , birthdate , birthday , bishan , bit , bite , bites , bits , biz , black , blackberry , blacko , blame , blank , blankets , blastin , bleh , bless , blessed , blessing , blessings , blind , block , blocked , blog , blogging , blogspot , bloke , blokes , bloo , blood , bloody , bloomberg , blow , blowing , blown , blu , blue , bluetooth , bluetoothhdset , bluff , blur , bluray , bmw , board , boat , boatin , body , boggy , bognor , bold , bold2 , bollox , boltblue , bomb , bone , bong , bonus , boo , boobs , book , booked , bookedthe , booking , books , bookshelf , boooo , booty , bootydelious , borderline , bored , borin , boring , born , borrow , boss , boston , bot , both , bother , bothering , bottle , bottom , bought , boundaries , bout , bowa , bowl , bowls , box , box1146 , box139 , box177 , box245c2150pm , box326 , box334sk38ch , box385 , box39822 , box403 , box42wr29c , boy , boye , boyf , boyfriend , boys , boytoy , bpo , brah , brain , braindance , brainless , brains , brainy , brand , brandy , brats , braved , brdget , breadstick , break , breaker , breakfast , breakin , breaks , breath , breathe , breathe1 , breather , breeze , breezy , brick , bridal , bridge , bridgwater , brief , bright , brilliant , brilliantly , brin , bring , bringing , brings , brisk , brison , bristol , british , britney , bro , broad , broadband , broke , broken , brolly , bros , broth , brothas , brother , brought , brown , brownie , brownies , browse , browser , bruce , brum , bruv , bslvyl , bsn , bsnl , bstfrnd , bt , btw , btwn , bubbletext , bucks , bud , buddy , budget , buen , buff , buffet , buffy , bugis , build , building , built , bulbs , bull , bunch , bundle , buns , burden , burger , burgundy , burial , burning , burns , burnt , burrito , bus , bus8 , buses , busetop , business , busty , busy , but , butt , buttheres , buttons , buy , buyer , buyers , buying , buzy , buzz , bw , bx526 , by , byatch , bye , c52 , cab , cabin , cable , cafe , cake , cal , calculated , calculation , cali , calicut , california , call , call2optout , callback , callcost , callcost150ppmmobilesvary , calld , called , caller , callers , callertune , callfreefone , callin , calling , callon , calls , calls1 , calm , cam , camcorder , came , camera , camp , campus , camry , can , canada , canal , canary , cancel , cancelled , cancer , canlove , cann , canname , cannot , cant , cantdo , canteen , capacity , capital , cappuccino , captain , captaining , car , card , cardiff , cardin , cards , care , careabout , cared , career , careers , careful , carefully , careless , cares , caring , carlie , carlin , carlos , carly , carolina , caroline , carpark , carry , carryin , cars , cartons , cartoon , case , cash , cashbin , cashed , cashto , casing , cast , casting , castor , casualty , cat , catch , catches , catching , categories , caught , cause , causes , causing , caveboy , cbe , cc , cc100p , ccna , cd , cdgt , cds , ceiling , celeb , celebrate , celebrated , celebrations , cell , census , center , centre , century , cer , cereals , ceri , certainly , certificate , cha , chachi , chad , chain , challenge , champ , champlaxigating , champneys , chance , chances , change , changed , changes , changing , channel , chapel , chaps , chapter , character , characters , charge , charged , charges , charity , charles , charlie , charming , chart , charts , chase , chasing , chastity , chat , chatlines , chatting , cheap , cheaper , cheat , cheating , chechi , check , checked , checkin , checking , checkmate , checkup , cheek , cheer , cheered , cheers , cheese , cheesy , chef , chennai , cheque , cherish , chess , chest , cheyyamo , chez , chgs , chic , chick , chicken , chickened , chief , chik , chikku , child , childish , childporn , children , chile , chill , chillaxin , chillin , china , chinatown , chinchillas , chinese , chinky , chinnu , chiong , chip , chit , chk , chloe , chocolate , choice , choices , choose , choosing , chop , chords , chosen , chrgd , christ , christians , christmas , chuckin , church , cine , cinema , citizen , city , citylink , cl , claim , claimcode , claims , claire , clarification , clarify , clark , clas , clash , class , classes , classic , classmates , cld , clean , cleaning , clear , cleared , clearer , clearing , clearly , clever , click , cliff , cliffs , clip , clock , clocks , clos1 , close , closed , closer , closes , closingdate04 , cloth , clothes , cloud , clover , club , club4 , club4mobiles , clubmoby , clubsaisai , clubzed , cm , cme , cmon , cn , cnl , co , coast , coat , coca , coco , code , coffee , coimbatore , coin , coincidence , coins , cola , colany , cold , colin , collages , collapsed , colleagues , collect , collected , collecting , collection , colleg , college , color , colour , colours , com , com1win150ppmx3age16 , com1win150ppmx3age16subscription , comb , combination , combine , come , comedy , comes , comfey , comfort , comin , coming , comingdown , command , comment , commercial , commit , common , community , como , comp , companies , companion , company , compare , compass , compensation , competition , complacent , complain , complaining , complaint , complementary , complete , completed , completely , completing , complexities , complimentary , compliments , comprehensive , compromised , computational , computer , computerless , computers , comuk , conacted , concentrate , concentrating , concentration , concerned , concert , conclusion , condition , conditions , conducts , conference , confidence , configure , confirm , confirmed , conform , confused , congrats , congratulation , congratulations , connect , connected , connection , connections , cons , consent , conserve , considering , consistently , console , constantly , contact , contacted , contacts , contains , content , contented , contention , contents , continent , continue , continued , contract , control , convenience , conversations , converted , converter , convey , conveying , convince , convinced , convincing , cook , cooked , cookies , cooking , cool , cooped , copied , copies , coping , copy , corect , cornwall , corporation , corrct , correct , correctly , corrupt , corvettes , cos , cosign , cost , costa , costing , costs , costume , costumes , coughing , could , coulda , couldn , count , countinlots , country , couple , courage , courageous , course , court , cousin , cover , coveragd , covers , coz , cozy , cps , crab , craigslist , cramps , crap , crash , crashed , crashing , crave , craving , craziest , crazy , crazyin , cream , created , creative , credit , credited , credits , creep , creepy , cricketer , crickiting , crisis , cro1327 , crore , cross , crossing , crowd , crucial , crucify , cruel , cruise , cruisin , cry , crying , cs , csbcm4235wc1n3xx , csc , ctagg , ctargg , cthen , cts , cttargg , ctter , cttergg , ctxt , cud , cuddle , cuddled , cuddling , culdnt , cultures , cum , cumin , cumming , cup , cupboard , cuppa , curious , current , currently , curry , curtsey , cusoon , cust , custcare , custom , customer , customercare , customers , customersqueries , cut , cute , cutefrnd , cutest , cutie , cutter , cutting , cuz , cw25wx , cya , cyclists , cysts , da , daaaaa , dabooks , dad , daddy , dads , dai , daily , dammit , damn , dan , dancce , dance , dancing , dane , dang , danger , dangerous , dao , dare , dark , darker , darkest , darkness , darlin , darling , darlings , darren , dartboard , das , dat , data , date , datebox1282essexcm61xn , dates , dating , dave , dawns , day , days , daytime , daywith , db , de , dead , deal , dealer , dealing , deals , dear , dear1 , dearer , dearly , death , debating , decades , december , decent , decide , decided , deciding , decimal , decision , decisions , deck , decking , declare , decorating , dedicate , dedicated , deduct , deep , deepak , deepest , deeraj , def , defeat , definite , definitely , definitly , degree , degrees , dehydrated , dehydration , del , delay , delayed , delete , deleted , delhi , deliver , delivered , deliveredtomorrow , delivery , deltomorrow , deluxe , dem , demand , den , dena , dengra , denis , dent , dental , dentist , dentists , denying , department , dependable , dependents , depends , deposited , depression , dept , der , derek , derp , describe , description , desert , deserve , designation , desires , desparate , desperate , despite , dessert , destination , detail , detailed , details , determined , detroit , deus , develop , developed , developer , device , devils , devouring , dey , dha , dhanush , dhina , dhoni , dhorte , di , dial , dialogue , diamonds , diapers , dice , dict , dictionary , did , diddy , didn , didnt , didntgive , die , died , diet , dieting , diff , difference , differences , different , difficult , difficulties , digi , digital , digits , dignity , dileep , dime , dimension , din , dine , dined , ding , dining , dinner , dint , dip , dippeditinadew , direct , directly , director , directors , dirt , dirtiest , dirty , dis , disappeared , disappointment , disaster , disastrous , disclose , disconnect , discount , discreet , discuss , discussed , diseases , disk , dislikes , dismay , dismissial , display , distance , distract , disturb , disturbing , ditto , divert , divorce , diwali , dizzamn , dl , dled , dnot , dnt , do , dob , dobby , doc , dock , docks , docs , doctor , doctors , documents , dodda , dodgey , does , doesn , doesnt , dog , dogbreath , doggin , dogging , doggy , dogs , dogwood , doin , doinat , doing , doit , doke , dokey , doll , dollar , dollars , dolls , dom , domain , don , donate , done , donno , dont , 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, edge , edhae , edison , edition , edrunk , edu , educational , edwards , ee , eek , eerie , eerulli , effect , effects , efficient , efreefone , eg , egbon , egg , eggs , ego , eh , eight , eighth , eightish , either , el , ela , elaborate , elaborating , elaine , elama , elaya , eldest , election , elections , electricity , elephant , eleven , elliot , ello , else , elsewhere , elvis , em , email , emailed , embarassed , embarrassed , embassy , emc1 , emergency , emerging , emigrated , emotion , employee , employer , empty , en , end , ended , ending , endless , endowed , ends , enemies , enemy , energy , eng , engagement , engalnd , engin , england , english , enjoy , enjoyed , enjoyin , enjoying , enketa , enna , ennal , enough , enter , entered , enters , entertain , entertaining , entey , entirely , entitled , entrepreneurs , entropication , entry , enufcredeit , enuff , envelope , environment , envy , epi , epsilon , equally , er , ere , ericson , ericsson , erm , erotic , err 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, possible , possibly , post , postal , postcard , postcode , posted , posting , postponed , posts , potato , potential , potter , pouch , pound , pounded , pounds , poured , pours , pouts , power , powerful , poyyarikatur , ppl , pple , ppm , ppt150x3 , prabha , prabu , pract , practical , practice , practicing , practicum , practising , praises , prakasam , prakasamanu , prakesh , praps , prasanth , prashanthettan , pray , prayers , praying , prayrs , pre , predict , prediction , prefer , preferably , premier , premium , prepaid , prepare , prepared , prepayment , preponed , prescribed , prescripiton , prescription , presence , present , presents , president , presleys , presnts , press , pressies , pressure , prestige , pretend , pretty , prevent , previous , prey , price , prices , pride , priest , prin , prince , princes , princess , print , printed , printer , printing , priority , privacy , private , prix , priya , prize , prizeawaiting , prizes , pro , prob , probably , problem , problematic , problems , problms , problum , probs , probthat , process , processed , prods , products , prof , professional , professors , profile , profiles , profit , program , programs , progress , project , projects , prolly , prometazine , prominent , promise , promised , promises , promo , promoting , promotion , promptly , prompts , prone , proof , proove , proper , properly , property , propose , props , propsd , pros , protect , proverb , provided , providing , proze , prsn , ps , ps3 , pshew , psychiatrist , psychologist , pt2 , ptbo , pthis , pub , publish , pubs , pudunga , pull , pulling , pulls , pump , punch , punj , punto , puppy , pura , purchase , purchases , pure , purity , purple , purpose , purse , push , pushbutton , pushes , put , puts , puttin , putting , puzzeles , puzzles , px3748 , qatar , qbank , qet , qi , qing , qlynnbv , quality , quarter , que , queen , queries , ques , question , questions , quick , quickly , quiet , quit , quite , quiteamuzing , quitting , quiz , quizzes , quote , quoting , racing , radiator , radio , raed , rael , rahul , raiden , railway , rain , raining , raise , raised , raj , rajas , raji , rajini , rajitha , rajnikant , rakhesh , rally , ramaduth , ramen , ran , random , randomlly , randomly , randy , rang , range , ranjith , ranju , raping , rate , rates , rather , ratio , rats , raviyog , rawring , rayan , rayman , rays , rcb , rct , rcv , rcvd , rd , rdy , re , reach , reache , reached , reaching , reacting , reaction , read , readiness , reading , ready , real , real1 , realise , realised , realising , reality , realize , realized , realizes , really , realy , reapply , rearrange , reason , reasonable , reasons , reassurance , reassuring , rebel , rebooting , rebtel , rec , recd , receipt , receipts , receive , receivea , received , receiving , recently , reception , recharge , recieve , reckon , recognise , recognises , record , recorded , recorder , records , recount , recovery , recpt , recycling , red , redeemable , redeemed , ree , reference , references , refilled , reflection , reflex , reformat , refreshed , refund , refunded , refused , reg , regalportfolio , regard , regarding , regards , register , registered , registration , regret , regular , relation , relationship , relatives , relax , relaxing , released , relieved , religiously , relocate , reltnship , rem , remain , remains , remb , remember , remembered , remembr , remembrs , remind , reminded , reminder , reminding , reminds , removal , remove , removed , renewal , renewed , renewing , rent , rental , renting , repair , repairs , repeat , repeating , repent , replacement , replacing , replied , reply , replying , replys150 , report , reppurcussions , representative , request , requests , require , required , requirements , requires , research , resend , resent , reservations , reserve , reserved , reserves , reset , residency , resizing , reslove , resolution , resolved , resort , respect , respectful , responce , respond , responding , response , responsibilities , rest , restaurant , restock , restrict , restrictions , resubbing , resubmit , result , results , resume , resuming , retard , retired , retrieve , return , returned , returning , returns , reunion , reveal , revealed , revealing , reverse , review , revision , reward , rg21 , rgds , rgent , rhode , rhythm , rich , riddance , ridden , ride , right , rightio , rightly , rights , rimac , ring , ringing , rings , ringtone , ringtoneking , ringtones , rinu , rip , ripped , risk , rite , river , road , roads , roast , rob , robinson , robs , rock , rocking , rocks , rodds1 , rodger , rofl , roger , role , roles , roller , romantic , romcapspam , ron , room , roomate , roommate , roommates , rooms , ros , rose , roses , rough , round , rounder , rounds , route , row , rowdy , rows , royal , rp176781 , rpl , rply , rr , rs , rstm , rt , rtf , rto , ru , rub , rubber , rude , rudi , ruin , ruining , rule , rules , rum , rumbling , rummer , rumour , run , running , runs , rupaul , rush , rushing , ruthful , rv , rvx , ryder , s89 , sabarish , sac , sachin , sack , sacked , sacrifice , sad , sae , safe , safely , safety , saibaba , said , sake , salad , salary , sale , sales , salesman , salmon , salon , salt , sam , samachara , samantha , sambar , same , samus , sandiago , sane , sang , sankatmochan , santa , santacalling , sao , sapna , sar , sarasota , sarcasm , sarcastic , saristar , sary , sashimi , sat , satanic , sathy , sathya , satisfied , satisfy , satsgettin , saturday , saucy , savamob , save , saved , savings , saw , say , sayin , saying , says , sayy , sc , scammers , scarcasim , scared , scary , scenario , scenery , sch , schedule , school , schools , science , scold , scool , scorable , score , scores , scoring , scotch , scotland , scotsman , scouse , scraped , scrappy , scratches , scratching , scream , screamed , screaming , screen , screwd , scrounge , scrumptious , sd , sday , sdryb8i , se , sea , search , searching , season , seat , sec , second , secondary , seconds , secret , secretly , secrets , secs , section , sections , secure , secured , sed , see , seeds , seeing , seekers , seeking , seem , seemed , seems , seen , sef , seh , sehwag , seing , select , selected , selection , self , selfindependence , selfish , selflessness , sell , selling , sells , sem , semester , semi , semiobscure , sen , send , sender , sending , sends , senor , senrd , sense , senses , sensitive , sent , sentence , senthil , sentiment , seperated , sept , september , serena , series , serious , seriously , server , service , services , serving , servs , set , setting , settings , settle , settled , settling , seven , seventeen , several , sex , sexiest , sextextuk , sexual , sexy , sez , sg , sh , sha , shade , shadow , shag , shagged , shah , shahjahan , shakara , shakespeare , shaking , shall , shame , shampain , shangela , shanghai , shanil , shant , shaping , share , sharing , shattered , shb , shd , she , sheet , sheets , sheffield , shelf , shelves , sherawat , shes , shesil , shhhhh , shifad , shijas , shijutta , shinco , shindig , shiny , ship , shipped , shirt , shirts , shld , shock , shocking , shoes , shola , shoot , shop , shoppin , shopping , shore , short , shortage , shortbreaks , shortcode , shorter , shortly , shorts , shot , shoul , should , shoulders , shouldn , shouted , shouting , shoving , show , shower , showered , showers , showing , showr , showrooms , shows , shrek , shrink , shsex , shud , shuhui , shun , shut , shy , si , sian , sib , sic , sick , sickness , side , sigh , sighs , sight , sign , significance , significant , signing , siguviri , silence , silent , silently , silly , silver , sim , simonwatson5120 , simple , simply , simpsons , simulate , since , sinco , sindu , sing , singing , single , singles , sip , sipix , sips , sir , sirji , sis , sister , sisters , sit , site , sitll , sitter , sitting , situation , situations , siva , six , size , sized , skateboarding , skilgme , skillgame , skinny , skint , skip , skirt , sky , skye , skype , skyped , skyving , slaaaaave , slacking , slave , sleep , sleepin , sleeping , sleeps , sleepwell , sleepy , slept , slice , slices , slide , slightly , slip , slippers , slippery , slo , slots , slovely , slow , slowing , slowly , slp , slurp , small , smaller , smart , smartcall , smash , smashed , smear , smell , smidgin , smile , smiled , smiles , smiley , smiling , smith , smoke , smoked , smokes , smoking , sms , smsco , smsservices , smth , sn , snake , snappy , snatch , snd , sneham , snickering , snoring , snot , snow , snowball , snowman , snuggles , so , soc , social , sofa , soft , software , soil , soiree , sol , soladha , sold , solihull , solve , solved , some , somebody , someday , someone , someonone , someplace , somerset , sometext , somethin , something , sometime , sometimes , sometme , somewhat , somewhere , somewheresomeone , somewhr , somone , somtimes , sonathaya , sonetimes , song , songs , sony , sonyericsson , soo , soon , sooner , soonlots , sooo , sooooo , sophas , sore , sorrows , sorry , sort , sorta , sorted , sorting , sorts , sory , soryda , sos , soul , sound , sounding , sounds , soundtrack , soup , source , sources , south , southern , soz , sozi , sp , space , spacebucks , spaces , spageddies , spam , spanish , spare , spares , spark , sparkling , spatula , speak , speaking , special , speciale , specialisation , specialise , specially , specific , specify , specs , speechless , speed , speedchat , speling , spell , spelling , spend , spending , spent , sphosting , spice , spider , spile , spin , spinout , spiral , spiritual , spjanuary , spk , spl , splash , splashmobile , splat , splendid , split , splleing , spoil , spoiled , spoilt , spoke , spoken , spontaneously , spook , spoon , spoons , sporadically , sport , sports , sportsx , spot , spotty , sppok , spree , spring , sprint , sptv , spun , spys , sq825 , squatting , squeeeeeze , squid , squishy , srs , srsly , srt , sry , st , stable , stadium , staff , stage , stagwood , stalk , stalking , stamped , stamps , stand , standard , standing , stands , stapati , star , starer , staring , starring , stars , starshine , start , started , starting , starts , starve , starving , stated , statement , station , status , stay , stayed , stayin , staying , stays , std , stdtxtrate , steak , steal , stealing , steam , steamboat , steering , step , steps , stereo , stereophonics , sterm , steve , stewartsize , steyn , sth , stick , sticky , stil , still , stink , stitch , stock , stolen , stomach , stomps , stone , stones , stool , stop , stopcs , stopped , stops , stopsms , stoptxtstop , store , stores , stories , storm , storming , story , str , str8 , straight , strain , strange , stranger , stream , street , stress , stressful , stressfull , strict , strike , strip , stripes , strips , strong , strongly , strt , strtd , struggling , sts , stu , stubborn , stuck , student , studentfinancial , students , studies , studio , study , studying , studyn , stuff , stuff42moro , stuffed , stuffing , stuffs , stunning , stupid , style , styles , styling , stylish , stylist , sub , subject , submitted , submitting , subpoly , subs , subs16 , subscribe6gbp , subscribed , subscriber , subscribers , subscription , subscriptions , subscriptn3gbp , subscrition , subtoitles , success , successful , successfully , such , sucker , suckers , sucks , sudden , suddenly , sudn , sue , suffers , sufficient , suganya , sugar , suggest , suggestion , suite , suite342 , suits , sum , sum1 , suman , sumfing , summer , summers , summon , sumthin , sun , sun0819 , sunday , sundayish , sunlight , sunny , sunoco , sunroof , sunscreen , sunshine , suntec , sup , super , superb , superior , supervisor , suply , supose , supplies , supply , support , supports , suppose , supposed , supreme , suprman , sura , sure , surely , surf , surfing , surgical , surly , surprise , surprised , surrender , survey , surya , sutra , sux , suzy , svc , swalpa , swan , swashbuckling , swat , swatch , swayze , swear , sweater , sweet , sweetest , sweetheart , sweetie , sweets , swell , swhrt , swimming , swimsuit , swing , swiss , switch , swoop , swt , swtheart , syd , syllabus , symbol , sympathetic , symptoms , synced , syria , syrup , system , systems , t4get2text , ta , table , tablet , tablets , tackle , tacos , tagged , tai , tait , taj , taka , take , taken , takes , takin , taking , talent , talents , talk , talkbut , talked , talking , talks , tall , tallahassee , tallent , tamilnadu , tampa , tank , tantrum , tap , tape , tariffs , tarot , taste , tasts , tat , tats , tau , taught , taunton , taxi , taxless , taylor , tb , tbs , tc , tcr , tcs , tddnewsletter , te , tea , teach , teacher , teaches , teaching , team , teams , tear , tears , tease , teasing , tech , technical , technologies , tee , teenager , teeth , teju , tel , telediscount , telephonic , teletext , tell , telling , tellmiss , tells , telly , telugu , temales , temper , temple , ten , tenants , tendencies , tenerife , tensed , tension , teresa , term , terminated , terms , ternal , terrible , terrific , terror , terry , tescos , tessy , test , testing , tests , tex , texas , text , text82228 , textand , textbook , textbuddy , textcomp , texted , texting , textoperator , textpod , texts , tgxxrz , th , than , thandiyachu , thangam , thank , thanks , thanks2 , thanksgiving , thanku , thankyou , thanx , thanx4 , thasa , that , that2worzels , thats , the , the4th , theacusations , theater , theatre , thedailydraw , their , theirs , thekingshead , them , themed , themes , themob , then , thenampet , theoretically , theory , theplace , there , theres , these , thesedays , thesis , thesmszone , thet , thew , they , theyre , thgt , thin , thing , things , think , thinked , thinkin , thinking , thinks , thinkthis , thinl , thirtyeight , thirunelvali , this , thk , thkin , thm , thnk , thnq , thnx , tho , those , thot , thou , though , thought , thoughts , thousands , thout , thread , threats , three , thriller , throat , through , throw , throwin , throwing , thrown , throws , thru , ths , tht , thts , thuglyfe , thurs , thursday , thus , thx , tick , ticket , tickets , tiempo , tiger , tight , tightly , tihs , tiime , til , till , tim , time , times , timi , timin , timing , timings , tired , tiring , tirunelvai , tirunelvali , tirupur , tis , title , titles , tiwary , tix , tiz , tkls , tkts , tlk , tm , tmr , tmrw , tms , tnc , tncs , to , toa , toaday , tobacco , tobed , tocall , toclaim , today , todays , todo , tog , together , tohar , toilet , tok , token , toking , tol , told , tolerance , toll , tom , tomarrow , tomo , tomorro , tomorrow , tone , tones , tones2u , tones2you , tonexs , tonght , tongued , tonight , tonights , tonite , tons , too , took , tookplace , tool , tooo , toot , tooth , toothpaste , tootsie , top , topic , toplay , topped , tops , tor , torch , torrents , tortilla , tosend , toshiba , toss , tot , total , totally , totes , touch , tough , toughest , tour , towards , town , toxic , toyota , tp , track , trackmarque , traffic , train , training , trainners , trains , tram , transaction , transcribing , transfer , transfered , transfr , transfred , transport , trash , trauma , trav , travel , traveling , travelled , treacle , treadmill , treasure , treat , treated , treatin , treats , trebles , tree , trek , trends , trial , tried , trip , triple , triumphed , trivia , tron , trouble , troubleshooting , trouser , truble , true , true18 , truffles , truly , truro , trust , truth , try , trying , ts , tscs , tscs08714740323 , tscs087147403231winawk , tsunami , tsunamis , tt , ttyl , tue , tues , tuesday , tui , tuition , tul , tulip , tunde , tunji , turkeys , turn , turned , turning , turns , tuth , tv , twat , twelve , twenty , twice , twiggs , twinks , twins , twittering , two , txt , txt250 , txt43 , txtauction , txtin , txting , txtno , txts , txtstop , txttowin , tyler , type , typical , tyrone , u4 , ubandu , ubi , ugh , ugo , uh , uhhhhrmm , uin , ujhhhhhhh , uk , ukp , uks , ultimate , ultimately , umma , ummma , ummmmmaah , un , unable , unbelievable , unbreakable , unclaimed , uncle , uncles , uncomfortable , unconditionally , unconscious , unconvinced , uncountable , under , understand , understanding , understood , underwear , undrstnd , undrstndng , uneventful , unfolds , unfortunately , unfortuntly , unhappiness , uni , unicef , uniform , unintentional , unintentionally , unique , units , univ , university , unknown , unless , unlike , unlimited , unnecessarily , unni , unrecognized , unredeemed , unsecured , unsold , unsub , unsubscribe , unsubscribed , until , up , up4 , upcharge , upd8 , updat , update , update_now , upgrade , upgrading , upgrdcentre , upload , uploaded , upping , ups , upset , upstairs , upto , uptown , ur , urawinner , ure , urfeeling , urgent , urgently , urgh , urgnt , urgoin , urination , url , urmom , urn , urself , us , usb , usc , use , used , useful , useless , user , uses , usf , usher , using , usual , usually , uterus , utter , uup , uv , uworld , va , vaazhthukkal , vague , vaguely , vale , valentine , valentines , valid , valid12hrs , valuable , value , valued , values , valuing , varaya , various , varma , vary , vasai , vat , vatian , vava , vco , vday , ve , vegas , veggie , velachery , velly , venaam , verify , verifying , version , versus , very , vettam , vewy , via , vic , victoria , victors , vid , video , videochat , videophones , videos , videosound , videosounds , view , vijay , vijaykanth , vikky , vilikkam , vill , villa , village , violated , violence , violet , vip , vipclub4u , virgin , virgins , virtual , visa , visit , visiting , vitamin , vivek , vl , voda , vodafone , vodka , voice , voicemail , voila , volcanoes , vomit , vomiting , vote , voted , vouch4me , voucher , vouchers , vpod , vry , vth , vu , w1 , w111wx , w1a , w1j6hl , w1jhl , w1t1jy , w4 , w45wq , w8in , wa , waaaat , wad , wadebridge , wah , wahala , wahay , waheed , waheeda , waht , wait , waited , waitin , waiting , wake , waking , wales , waliking , walk , walkabout , walked , walkin , walking , walks , wall , wallpaper , walls , walmart , walsall , wamma , wan , wan2 , wana , wanna , wannatell , want , want2come , wanted , wanting , wants , wap , waqt , warm , warned , warner , warning , warranty , was , washob , wasn , wasnt , waste , wasted , wasting , wat , watch , watched , watches , watchin , watching , watchng , water , watever , wating , watr , wats , watts , wave , wavering , waves , way , way2sms , waz , wc1n , wc1n3xx , we , weak , weakness , weaknesses , weapon , wear , wearing , weather , web , web2mobile , webadres , webeburnin , webpage , website , wed , weddin , wedding , weddingfriend , wednesday , wee , weed , week , weekdays , weekend , weekends , weekly , weeks , weigh , weighed , weight , weightloss , weird , weirdest , weirdo , weirdy , weiyi , welcome , welcomes , well , wellda , welp , wen , wendy , wenever , went , wenwecan , wer , were , werebored , weren , werethe , wesley , west , westlife , westonzoyland , westshore , wet , wetherspoons , wewa , whassup , what , whatever , whats , whatsup , wheellock , when , whenever , whenevr , whens , where , whereare , wherever , wherevr , wherre , whether , which , while , whilltake , whispers , white , whn , who , whole , whom , whore , whos , whose , whr , why , wi , wicked , wicket , wid , widelive , wif , wife , wifi , wihtuot , wil , wildlife , will , willing , willpower , win , win150ppmx3age16 , wind , window , windows , winds , windy , wine , wined , wings , wining , winner , winning , wins , winterstone , wipro , wire3 , wisdom , wise , wish , wisheds , wishes , wishin , wishing , wishlist , wiskey , wit , with , withdraw , wither , within , without , witot , witout , wiv , wizzle , wk , wkend , wkent , wkg , wkly , wknd , wld , wml , wn , wnevr , wnt , woah , wocay , woke , woken , woman , womdarfull , women , won , wondar , wondarfull , wonder , wonderful , wondering , wonders , wont , woo , woodland , woods , woohoo , woot , woould , word , words , work , workand , workin , working , workout , works , world , worlds , worms , worried , worries , worry , worrying , worse , worth , worthless , wot , wotu , would , woulda , wouldn , wow , wrc , wrench , wrenching , wright , write , writhing , wrk , wrkin , wrking , wrks , wrld , wrnog , wrong , wrongly , wrote , ws , wtc , wtf , wth , wud , wudn , wuld , wun , www , wylie , x2 , xam , xavier , xchat , xclusive , xin , xmas , xoxo , xt , xuhui , xx , xxuk , xxx , xxxmobilemovieclub , xxxx , xxxxx , xxxxxx , xxxxxxx , xxxxxxxx , xy , y87 , ya , yah , yahoo , yalrigu , yalru , yan , yar , yavnt , yaxx , yay , yck , yeah , year , years , yeesh , yeh , yelling , yellow , yelow , yep , yer , yes , yest , yesterday , yet , yetty , yetunde , yi , yifeng , yijue , ym , yo , yoga , yogasana , yor , yorge , you , youdoing , young , younger , youphone , your , youre , yourinclusive , yourjob , yours , yourself , youuuuu , youwanna , yoville , yowifes , yoyyooo , yr , yrs , ystrday , ything , yummmm , yummy , yun , yunny , yuo , yuou , yup , yupz , zaher , zed , zeros , zhong , zogtorius , zoom , zouk , zyada , œharry ]fea_train is [[0 0 0 ... 0 0 0] [0 0 0 ... 0 0 0] [0 0 0 ... 0 0 0] [0 0 0 ... 0 0 0] [0 0 0 ... 0 0 0] [0 0 0 ... 0 0 0]]正常邮件

四、Scala 贝叶斯案例

object Naive_bayes { def main(args: Array[String]) { //1 构建Spark对象 val conf new SparkConf().setAppName( Naive_bayes ).setMaster( local ) val sc new SparkContext(conf) //读取样本数据1 val data sc.textFile( sample_naive_bayes_data.txt ) val parsedData data.map { line  val parts line.split( , ) LabeledPoint(parts(0).toDouble, Vectors.dense(parts(1).split( 、 ).map(_.toDouble))) //样本数据划分训练样本与测试样本 val splits parsedData.randomSplit(Array(0.9, 0.1), seed 11L) val training splits(0) val test splits(1) //新建贝叶斯分类模型模型 并训练 ,lambda 拉普拉斯估计 val model NaiveBayes.train(training, lambda 1.0) //对测试样本进行测试 val predictionAndLabel test.map(p (model.predict(p.features), p.label)) val print_predict predictionAndLabel.take(10020) println( prediction \\t label ) for (i - 0 to print_predict.length - 1) { println(print_predict(i)._1 \\t print_predict(i)._2)val accuracy 1.0 * predictionAndLabel.filter(x x._1 x._2).count() / test.count() println(accuracy) //保存模型 val ModelPath naive_bayes_model  model.save(sc, ModelPath) val sameModel NaiveBayesModel.load(sc, ModelPath)}