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metrics_score.txt
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metrics_score.txt
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F-beta0.5, accuracy, its prediction and trining time for the mentioned supervised learning models, training on three different sizes of the training data:
1% of the training data
10% of the training data
100% of the training data
{'RandomForestClassifier': {1%: {'train_time': 0.02082681655883789,
'pred_time': 0.016976356506347656,
'acc_train': 0.97999999999999998,
'acc_test': 0.80829187396351576,
'f_train': 0.98214285714285721,
'f_test': 0.60351290564421123},
10%: {'train_time': 0.05517911911010742,
'pred_time': 0.02207803726196289,
'acc_train': 0.99333333333333329,
'acc_test': 0.83360972913211717,
'f_train': 0.99431818181818166,
'f_test': 0.66474297317516295},
100%: {'train_time': 0.7751872539520264,
'pred_time': 0.03856801986694336,
'acc_train': 0.97333333333333338,
'acc_test': 0.84311774461028188,
'f_train': 0.96726190476190466,
'f_test': 0.68417868306947671}},
'AdaBoostClassifier': {1%: {'train_time': 0.09183359146118164,
'pred_time': 0.09256982803344727,
'acc_train': 0.89333333333333331,
'acc_test': 0.82067440574903261,
'f_train': 0.80128205128205132,
'f_test': 0.63275676732141106},
10%: {'train_time': 0.2426002025604248,
'pred_time': 0.09264326095581055,
'acc_train': 0.83999999999999997,
'acc_test': 0.84986180210060802,
'f_train': 0.68014705882352933,
'f_test': 0.7018820838099199},
100%: {'train_time': 2.052886486053467,
'pred_time': 0.09284353256225586,
'acc_train': 0.84999999999999998,
'acc_test': 0.85760088446655613,
'f_train': 0.71153846153846156,
'f_test': 0.72455089820359275}},
'SVC': {1%: {'train_time': 0.012530088424682617,
'pred_time': 0.2474668025970459,
'acc_train': 0.76000000000000001,
'acc_test': 0.75621890547263682,
'f_train': 0.0,
'f_test': 0.0},
10%: {'train_time': 0.9751691818237305,
'pred_time': 2.1276473999023438,
'acc_train': 0.83333333333333337,
'acc_test': 0.83261470425649531,
'f_train': 0.67129629629629628,
'f_test': 0.67125645438898451},
100%: {'train_time': 130.73565769195557,
'pred_time': 19.179858922958374,
'acc_train': 0.85333333333333339,
'acc_test': 0.83714759535655059,
'f_train': 0.71969696969696972,
'f_test': 0.67447717069966051}},
'BaggingClassifier': {1%: {'train_time': 0.026034832000732422,
'pred_time': 0.035512447357177734,
'acc_train': 0.98333333333333328,
'acc_test': 0.80939745715865119,
'f_train': 0.98529411764705876,
'f_test': 0.60743925607439253},
10%: {'train_time': 0.19279766082763672,
'pred_time': 0.039498090744018555,
'acc_train': 0.99333333333333329,
'acc_test': 0.83427307904919845,
'f_train': 0.99431818181818166,
'f_test': 0.66634605108474942},
100%: {'train_time': 3.237135410308838,
'pred_time': 0.057181358337402344,
'acc_train': 0.97333333333333338,
'acc_test': 0.8436705362078496,
'f_train': 0.95930232558139539,
'f_test': 0.68497948563994793}},
'DecisionTreeClassifier': {1%: {'train_time': 0.0027065277099609375,
'pred_time': 0.004361629486083984,
'acc_train': 1.0,
'acc_test': 0.75522388059701495,
'f_train': 1.0,
'f_test': 0.50952263170912693},
10%: {'train_time': 0.028049945831298828,
'pred_time': 0.005248069763183594,
'acc_train': 0.9966666666666667,
'acc_test': 0.80276395798783862,
'f_train': 0.99719101123595499,
'f_test': 0.59647893492160819},
100%: {'train_time': 0.4677562713623047,
'pred_time': 0.006086111068725586,
'acc_train': 0.96999999999999997,
'acc_test': 0.8189054726368159,
'f_train': 0.96385542168674709,
'f_test': 0.62863472722237612}},
'GradientBoostingClassifier': {1%: {'train_time': 0.10229611396789551,
'pred_time': 0.02184581756591797,
'acc_train': 0.93999999999999995,
'acc_test': 0.83139856274184631,
'f_train': 0.9375,
'f_test': 0.65990673462748073},
10%: {'train_time': 0.8462955951690674,
'pred_time': 0.02400660514831543,
'acc_train': 0.8833333333333333,
'acc_test': 0.85594250967385299,
'f_train': 0.81349206349206349,
'f_test': 0.72160405420293039},
100%: {'train_time': 10.901087999343872,
'pred_time': 0.024120569229125977,
'acc_train': 0.85666666666666669,
'acc_test': 0.86301824212271971,
'f_train': 0.73412698412698407,
'f_test': 0.7395338561802719}},
'KNeighborsClassifier': {1%: {'train_time': 0.0017685890197753906,
'pred_time': 0.8725688457489014,
'acc_train': 0.87,
'acc_test': 0.80740740740740746,
'f_train': 0.75704225352112664,
'f_test': 0.60004524375070689},
10%: {'train_time': 0.01457071304321289,
'pred_time': 4.427218198776245,
'acc_train': 0.86333333333333329,
'acc_test': 0.81956882255389718,
'f_train': 0.73630136986301375,
'f_test': 0.63083861269193597},
100%: {'train_time': 2.914114236831665,
'pred_time': 37.28270649909973,
'acc_train': 0.8833333333333333,
'acc_test': 0.82354892205638475,
'f_train': 0.77160493827160481,
'f_test': 0.63916413224762081}},
'SGDClassifier': {1%: {'train_time': 0.002375364303588867,
'pred_time': 0.0032825469970703125,
'acc_train': 0.79000000000000004,
'acc_test': 0.78584853510226649,
'f_train': 0.43103448275862072,
'f_test': 0.42502118045749782},
10%: {'train_time': 0.007756233215332031,
'pred_time': 0.0033516883850097656,
'acc_train': 0.81333333333333335,
'acc_test': 0.82321724709784416,
'f_train': 0.60483870967741926,
'f_test': 0.64235890932149664},
100%: {'train_time': 0.14167165756225586,
'pred_time': 0.006178617477416992,
'acc_train': 0.83999999999999997,
'acc_test': 0.83405196241017132,
'f_train': 0.67073170731707321,
'f_test': 0.65891128674185251}},
'LogisticRegression': {1%: {'train_time': 0.0030908584594726562,
'pred_time': 0.0031299591064453125,
'acc_train': 0.85999999999999999,
'acc_test': 0.81868435599778888,
'f_train': 0.73863636363636354,
'f_test': 0.62886019090398648},
10%: {'train_time': 0.03507208824157715,
'pred_time': 0.0035631656646728516,
'acc_train': 0.84666666666666668,
'acc_test': 0.8385848535102266,
'f_train': 0.703125,
'f_test': 0.67750677506775059},
100%: {'train_time': 0.3815455436706543,
'pred_time': 0.006763935089111328,
'acc_train': 0.84666666666666668,
'acc_test': 0.841901603095633,
'f_train': 0.69852941176470584,
'f_test': 0.68316522824165538}},
'GaussianNB': {1%: {'train_time': 0.0018870830535888672,
'pred_time': 0.020066261291503906,
'acc_train': 0.40000000000000002,
'acc_test': 0.35179657269209508,
'f_train': 0.33333333333333331,
'f_test': 0.31013434666826251},
10%: {'train_time': 0.006028890609741211,
'pred_time': 0.016057491302490234,
'acc_train': 0.38333333333333336,
'acc_test': 0.3660585959093422,
'f_train': 0.3250915750915751,
'f_test': 0.32025811848355396},
100%: {'train_time': 0.0960383415222168,
'pred_time': 0.02445363998413086,
'acc_train': 0.59333333333333338,
'acc_test': 0.59767827529021555,
'f_train': 0.41249999999999998,
'f_test': 0.42089895957560558}}}