LP3/ML/spam_detection_dataset.csv

num_links,num_words,has_offer,sender_score,all_caps,is_spam
3,98,1,0.718607000019532,0,0
0,170,0,0.6989012256305066,1,0
0,38,0,0.6204655338427096,0,0
0,116,0,0.7017545121546982,0,0
3,89,1,0.5836211903463085,1,1
2,197,0,0.46620099439709684,0,0
0,166,1,1.0,0,0
0,113,0,0.6008125706241592,0,0
1,169,0,0.7531083349115334,0,0
1,150,1,1.0,0,0
1,143,1,0.6172605541061988,0,0
1,152,0,0.7920398530653683,0,0
2,86,1,1.0,1,0
2,58,1,0.3700088220664975,0,1
1,175,1,0.9667644867108409,0,0
0,148,0,0.7444248317281019,0,0
4,169,1,0.5989640277664063,1,1
2,128,1,0.7096956123369527,0,0
1,192,1,0.627632758915169,0,0
2,70,0,1.0,0,0
1,122,0,0.6967978881243121,0,0
1,100,1,0.8395641640232007,0,0
6,125,0,0.5942189762194714,1,1
0,70,1,0.7584742171892197,0,0
0,47,1,0.623438597940289,0,0
1,49,1,0.4160163426380044,0,0
2,27,0,0.9616815732485133,0,0
1,60,0,0.7696248172388661,0,0
0,172,0,0.8542449689833531,0,0
1,78,0,0.5543161499669553,0,0
2,53,0,0.9369426998899095,0,0
0,186,0,0.7935665938813619,0,0
4,90,0,0.7300464150096571,1,1
1,135,1,0.9058540961503873,0,0
2,193,0,0.6341502654789648,0,0
0,57,0,0.9589463895416415,0,0
1,128,0,0.5675495787922175,0,0
3,180,0,0.7066548155616572,0,0
0,136,0,0.5126999748411132,0,0
4,41,0,0.47035647106569534,0,0
2,174,0,0.6068478483474057,0,0
0,174,0,0.6678223423373711,0,0
0,40,1,0.8103555699996696,0,0
1,182,0,0.571390284455865,1,0
2,66,1,0.8173815910580857,1,0
2,69,1,0.6360103214079216,0,0
0,138,1,0.60118595090279,0,0
1,157,0,0.8258883883740826,0,0
5,130,0,0.591112380488978,0,0
4,47,1,1.0,0,0
0,56,0,0.7864663834702392,0,0
1,188,0,0.4264806823461203,0,0
2,70,0,0.676161709000912,0,0
1,27,0,0.570557629185698,0,0
0,133,0,0.37174127087672426,0,0
0,180,1,0.9115760373467809,0,0
2,38,0,0.9161803062386091,1,0
2,49,0,0.5550471017122471,0,0
3,161,0,0.8421244986459687,0,0
1,55,0,0.87539334461792,0,0
0,154,0,0.6974709457692487,0,0
2,135,0,0.8904560515565978,0,0
2,126,0,0.7589026534463216,1,0
0,53,0,0.9290887844595364,0,0
2,197,0,0.4655056415405697,0,0
2,51,0,0.7295936963409365,0,0
2,61,0,0.7403063882202384,0,0
2,180,1,0.4687024841977503,0,0
2,138,0,0.4878301348411126,0,0
0,33,0,0.3831899548802522,0,0
2,175,1,0.7090405841396492,0,0
1,133,0,0.611931304792617,0,0
1,186,0,0.44184707639587084,0,0
3,113,1,0.943451746603037,0,1
1,50,0,0.7800606431341096,0,0
2,171,1,0.5550901350931993,0,0
3,151,0,0.7406483919540723,0,0
1,28,1,0.652403451390673,0,0
3,119,0,0.387522827657808,0,0
3,89,1,0.754772952376467,0,1
2,43,1,1.0,1,1
0,117,0,0.9824014700505759,0,0
2,84,0,0.7206764978065621,0,0
0,164,0,0.6128018749723478,1,0
1,119,0,0.8125731069286083,0,0
0,184,0,0.753308560160506,0,0
3,69,0,0.6722775794244902,0,0
1,192,1,1.0,0,0
2,39,1,0.6207786454709298,0,0
3,78,0,0.8914237541252459,0,0
1,78,1,0.7287717049418446,0,0
2,109,0,0.7297373612383424,0,0
4,158,0,0.369814623331161,0,1
1,103,0,0.9202834499914675,0,0
1,84,1,0.8673510221686954,0,0
0,96,0,0.7376038153613234,0,0
1,77,0,0.9069598313270681,0,0
4,119,0,0.7831092165313038,0,0
5,142,0,0.44051923990681546,0,0
2,63,0,0.505881154859015,0,0
0,161,1,0.6878769590690995,0,0
3,144,0,0.36170959260879165,0,0
0,71,0,0.9244867553355935,0,0
2,181,1,0.6568899712679744,0,0
4,141,0,0.7273860341038363,0,0
1,174,1,0.5037021868997787,1,0
5,31,1,0.8292994772614847,0,1
5,57,1,0.6714571619043698,0,1
1,109,1,0.6347836195423704,0,0
1,187,1,0.9821906509820708,0,0
2,123,0,0.9618865722706613,0,0
1,168,1,0.8499433969210421,0,0
0,179,0,0.7418109926660225,0,0
2,108,1,0.5967820304228959,0,0
2,31,0,0.6422343409495357,0,0
1,108,0,0.6330494457745427,0,0
0,173,1,0.7784341172678639,0,0
2,55,0,0.6936545632852168,0,0
3,35,0,0.698639750881593,0,0
1,181,0,1.0,0,0
1,132,0,0.9287444730729992,1,0
0,171,0,0.5437612167819847,0,0
4,186,0,0.7593954005763041,0,1
0,176,0,0.5448541255272488,0,0
1,178,1,0.8205409869572782,0,0
2,82,1,1.0,0,0
4,62,0,0.6287880809270073,0,0
1,38,1,0.8581195537795999,0,0
1,157,0,1.0,0,0
0,75,0,0.6727535551186257,0,0
0,62,1,0.7988605154520984,0,0
0,67,0,1.0,1,0
3,59,1,0.5127878645851717,1,1
2,53,0,0.4926647857031944,0,0
1,129,1,0.4511470842116535,1,1
2,132,0,0.8509907729072964,0,0
2,132,1,0.497372463607483,0,0
2,148,0,0.8119695975540514,0,0
0,38,0,0.9719228508608506,0,0
1,20,0,0.5676243912742233,0,0
3,139,0,0.5475832123485792,0,0
2,107,0,0.8339840693597609,0,0
4,172,1,0.7095721412647451,0,1
0,122,1,0.22742035435163716,0,1
0,103,1,1.0,0,0
0,47,1,0.810399580894142,0,0
0,126,1,0.6239266207801608,0,0
1,64,1,0.615825929933504,0,0
2,43,1,0.8400542340331639,0,0
2,63,1,0.6910241887812956,0,0
5,149,0,0.711449789394578,0,0
0,170,0,0.7301419211454107,0,0
4,97,0,0.5361898707781401,0,0
3,81,0,0.6278498735420776,0,0
3,162,0,0.6623349052593971,1,1
3,179,1,0.5478723328781007,0,1
2,23,0,0.7549449194890241,0,0
1,145,0,0.7968660659171002,0,0
3,50,1,1.0,0,1
2,78,0,0.5478054304017931,0,0
1,20,0,0.8780914190153989,0,0
3,88,0,0.9849861051337643,0,0
1,33,0,0.8899177549898234,0,0
2,42,0,0.6003861330332269,0,0
1,127,0,0.63814528051292,0,0
0,133,0,1.0,0,0
2,137,1,0.6627020525179753,0,0
0,163,1,0.6939745651197421,0,0
1,156,0,0.6026583631472475,0,0
2,138,1,0.854763671681949,0,0
0,117,0,0.20783785047180575,0,0
2,178,0,0.5379987734217619,0,0
4,64,0,0.5040209491175205,0,0
0,145,1,1.0,0,0
2,154,0,0.7464427033519598,0,0
1,76,0,0.6596494266340645,0,0
1,83,0,0.659197472556054,1,0
1,21,1,0.42368762004542926,0,0
0,25,0,0.9712390093726535,0,0
0,127,1,0.6297265881834009,0,0
4,80,0,0.8186234109999435,0,1
2,181,0,0.5686978485372398,0,0
1,36,0,0.6880076450672841,0,0
1,45,0,0.5162256649258915,0,0
3,95,0,0.6503915927628631,0,0
3,167,0,0.9081564750775823,0,0
2,60,0,0.7211643134921449,0,0
2,129,0,0.7748249127224895,0,0
3,118,0,0.7125302762988897,0,0
1,118,0,1.0,0,0
0,73,0,0.5366921117300623,1,0
1,176,0,0.6723802497803641,0,0
1,67,0,0.7375815863602623,0,0
4,114,1,0.5008067243521308,0,1
2,109,0,0.7252927584913206,0,0
5,169,0,0.7059289985163167,0,0
2,91,0,0.7227824315643864,0,0
0,123,1,0.7236591388290671,0,0
3,152,0,0.5656801800596983,0,0
2,71,1,0.3750852553197617,1,1
3,20,0,0.7366163288527968,0,0
1,64,0,0.5213243944434386,0,0
8,137,0,0.681511005489199,0,0
1,59,0,0.5503115150155933,0,0
2,30,0,0.40384851593647786,0,0
2,145,1,0.7721268281512413,0,0
0,199,1,0.8400699732243715,0,0
3,115,0,0.9206576863329883,0,1
4,154,0,0.6105898130535213,0,0
0,198,0,0.7079380004971365,0,0
0,168,1,0.7681249588273078,1,1
3,58,0,0.9042444516031194,0,0
0,63,1,0.3499854030689106,0,1
0,76,0,0.4062560611131592,0,0
1,60,0,0.977657170330305,0,0
1,58,0,0.36298707156175697,0,0
2,167,0,0.8834738640631872,0,0
2,41,0,0.966202272577078,0,0
2,176,0,0.8606803263475316,0,0
2,65,1,0.49935526192912527,0,0
2,22,0,0.5216383018660389,0,0
1,152,0,0.6884832760458733,0,0
1,75,0,1.0,1,0
0,86,0,1.0,0,0
0,108,0,0.7597866595485896,0,0
0,179,0,0.3811225282229183,0,0
0,116,0,0.7324618755607856,0,0
1,128,0,0.6584500907031319,0,0
2,60,0,0.7045491894335344,0,0
1,48,0,0.36871388618156176,0,0
0,122,0,0.7487671616090142,0,0
0,130,0,0.39933755905429474,0,0
0,128,0,0.19400375488013422,0,0
1,30,0,0.7448805192063173,0,0
0,114,0,1.0,0,0
0,151,0,0.5328729932468006,1,0
1,112,0,0.6054435634262145,0,0
1,73,0,0.8791499370388162,0,0
1,140,0,0.9325270145505418,0,0
2,21,1,0.7211044989201105,0,0
2,119,1,0.5583168376215535,1,1
2,97,0,0.9652234164009342,0,0
0,67,0,0.45394836002532357,0,0
0,87,0,0.5957672171339911,0,0
1,63,0,0.8176560310598227,0,0
2,147,0,0.38626266102479095,0,0
1,113,1,0.7776672999391093,1,0
1,102,0,0.9277239584417758,0,0
3,38,0,1.0,0,0
2,191,0,0.6219863358023785,0,0
1,178,0,0.6119708501874214,0,0
0,81,1,0.842992009256344,0,0
1,162,0,0.576439248943772,0,0
1,176,0,0.638253182844755,0,0
4,86,0,0.7644208270097261,0,0
0,105,1,0.7744601125363859,0,0
3,194,0,0.31857691412285094,0,0
0,103,0,0.4667185068469649,0,0
1,144,0,0.33339734593874054,0,0
2,26,0,0.36644522477547503,0,0
2,148,0,0.4762579222843326,0,0
0,41,0,0.6555471964684796,0,0
0,76,0,0.6749057688839628,0,0
1,113,1,0.26964824171552576,0,0
0,144,0,0.513365098589483,0,0
1,92,1,0.3963592449363488,0,1
1,46,0,0.6599538467658769,0,0
1,57,0,0.5687480720992252,0,0
1,147,0,0.9517069786237649,0,0
4,95,0,0.6721066383180653,0,0
0,160,0,0.5786008650054014,0,0
3,116,0,0.6475420829493821,0,0
1,162,0,0.5712718503209474,0,0
0,99,1,0.9682884274642263,1,0
1,117,1,0.6329506002712597,0,0
1,67,0,0.79120947081512,0,0
0,34,1,0.8579330662545672,0,0
1,118,0,0.5678048791556427,0,0
1,59,0,0.33927255959330066,0,0
2,49,0,0.6038584047889177,0,0
1,131,0,0.827459995562576,0,0
0,42,0,0.36090264886597967,0,0
3,28,0,0.7505615676791733,0,0
3,179,0,0.8679464648869638,0,0
1,54,0,0.9783227157687409,1,0
3,68,0,0.8355642315253773,0,0
2,115,1,0.7585404412809359,0,0
0,192,0,0.7372159879237432,0,0
3,35,1,0.45841728811812554,0,1
1,51,0,0.5106897672609562,0,0
0,44,0,0.35355570100761907,1,1
0,113,0,0.7143889317038719,0,0
3,56,0,0.7881442107579621,0,0
3,56,0,0.7235416576644994,0,0
1,182,0,0.7567355754176935,0,0
2,64,0,0.8519331976457882,0,0
1,155,0,0.43457710151009565,0,0
1,194,0,0.7125690850037295,0,0
2,55,1,0.7493007795089007,0,0
2,137,0,0.6062174521285033,0,0
0,101,0,0.27485022816807225,0,0
4,122,1,0.4951600515976512,0,0
0,157,0,0.5983465238234011,0,0
1,20,1,0.7299194456459464,1,0
1,162,0,0.7066914689916146,0,0
3,115,0,1.0,0,0
1,111,1,0.8887342738157281,0,0
1,106,0,0.6953960409478492,0,0
2,150,1,0.724235970224997,0,0
1,134,0,0.9541354281225782,0,0
3,51,0,0.96181642086796,0,0
1,167,0,0.7668188801313284,0,0
0,75,1,1.0,0,0
2,97,0,0.5204008006463536,0,0
2,118,1,0.6942297466074563,0,0
2,123,0,1.0,0,0
0,61,0,0.8420565071327054,0,0
5,92,0,0.6718068721652863,0,0
0,79,1,0.7207873447383328,0,0
2,194,1,0.7359287500911863,0,0
4,171,0,1.0,0,0
2,60,1,0.8608396798785657,1,0
4,23,1,0.6842560652861748,0,1
0,95,0,0.364793916810233,0,0
2,198,0,0.55466135683026,0,0
1,20,0,0.7120130840624093,0,0
2,33,0,0.6740789820995723,0,0
2,157,0,0.919172461721947,0,0
1,116,1,0.6537293927703806,0,0
0,183,0,0.8677338472418947,0,0
0,61,1,0.40558508299436774,0,0
1,141,1,0.5951033108088312,0,0
2,67,1,0.8389359187389298,0,0
1,37,0,1.0,0,0
1,108,0,0.6715969758767867,0,0
1,95,1,0.8657584954647675,0,0
1,79,0,0.9672292446459514,0,0
3,175,1,0.8906403327110716,0,0
1,28,0,0.849654672365452,0,0
1,171,0,0.6292080251410456,1,0
0,167,1,1.0,0,0
0,46,0,0.4363932892271919,0,0
2,120,1,0.44661255191465676,0,0
2,187,0,1.0,0,0
1,102,0,0.77232397982212,0,0
1,73,0,0.4524040052995051,0,0
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3,101,0,0.40484276875004116,0,0
2,162,1,1.0,1,1
0,116,0,0.6837510016261829,0,0
2,122,0,0.5965389285188291,0,0
0,198,1,1.0,0,0
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0,49,0,0.6459564511474916,0,0
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3,120,0,0.49790619147229,0,0
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2,52,0,0.7015053777892313,0,0
0,28,0,0.7965616761217671,1,0
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0,95,0,0.4348913592250597,0,0
2,157,0,0.7836097659319864,0,0
2,73,0,0.5181037624352194,0,0
2,94,1,0.6513658803477647,0,0
2,116,0,0.5158527486490441,0,0
1,167,1,0.6264724452359336,0,0
2,24,0,0.4859418883901835,0,0
4,43,1,0.4998334169032785,0,1
0,179,1,0.8927528614532919,0,0
1,50,1,0.42211388141561773,0,0
1,125,0,0.8299915720540421,0,0
0,63,1,0.8703661115524588,0,0
3,166,0,0.8460828447214818,0,0
1,43,0,0.694674076040729,1,0
1,137,1,0.48158314674246727,0,0
1,31,1,0.39095633851722905,0,0
3,197,1,0.4639850387377666,1,1
0,104,1,0.46523586234833214,0,0
0,134,0,0.755000177664912,0,0
4,44,1,0.41689350381145934,0,1
0,198,0,0.6586543066426956,0,0
2,136,1,0.7080339746768972,0,0
1,161,0,0.6393871156091016,1,0
0,91,0,0.6458925487091687,0,0
1,48,1,0.9552738120265767,0,0
1,44,0,0.7999423500691928,0,0
1,106,0,0.8406086027356051,0,0
2,119,0,0.6256776411840315,1,0
2,159,0,0.8569053142211976,0,0
2,197,1,0.7607405177631482,0,0
0,159,0,0.7420353383040346,0,0
1,101,1,0.6217270506609756,0,0
0,119,0,0.7473592276914576,0,0
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