Upload best predictive maintenance model and experiment artifacts
Browse files- README.md +3 -2
- all_model_tuning_results.csv +53 -53
- best_model_metrics.json +1 -1
- model_comparison.csv +6 -6
README.md
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## Best Model
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- **Algorithm:** Random Forest
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## Features Used
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- Engine rpm
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}
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## Test Performance
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- **
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- **Precision:** 0.7317
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- **Recall:** 0.6654
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- **F1 Score:** 0.6970
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- **ROC AUC:** 0.6700
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## Repository Contents
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- `best_model.joblib` : serialized trained model
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## Best Model
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- **Algorithm:** Random Forest
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- **Primary selection metric:** Test Recall (minimize missed faulty engines)
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## Features Used
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- Engine rpm
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}
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## Test Performance
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- **Recall (primary):** 0.6654
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- **Precision:** 0.7317
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- **F1 Score:** 0.6970
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- **ROC AUC:** 0.6700
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- **Accuracy:** 0.6353
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## Repository Contents
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- `best_model.joblib` : serialized trained model
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all_model_tuning_results.csv
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mean_fit_time,std_fit_time,mean_score_time,std_score_time,param_criterion,param_max_depth,param_min_samples_leaf,params,split0_test_accuracy,split1_test_accuracy,split2_test_accuracy,mean_test_accuracy,std_test_accuracy,rank_test_accuracy,split0_test_precision,split1_test_precision,split2_test_precision,mean_test_precision,std_test_precision,rank_test_precision,split0_test_recall,split1_test_recall,split2_test_recall,mean_test_recall,std_test_recall,rank_test_recall,split0_test_f1,split1_test_f1,split2_test_f1,mean_test_f1,std_test_f1,rank_test_f1,split0_test_roc_auc,split1_test_roc_auc,split2_test_roc_auc,mean_test_roc_auc,std_test_roc_auc,rank_test_roc_auc,split0_test_balanced_accuracy,split1_test_balanced_accuracy,split2_test_balanced_accuracy,mean_test_balanced_accuracy,std_test_balanced_accuracy,rank_test_balanced_accuracy,Model,param_max_features,param_max_samples,param_n_estimators,param_learning_rate
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mean_fit_time,std_fit_time,mean_score_time,std_score_time,param_criterion,param_max_depth,param_min_samples_leaf,params,split0_test_accuracy,split1_test_accuracy,split2_test_accuracy,mean_test_accuracy,std_test_accuracy,rank_test_accuracy,split0_test_precision,split1_test_precision,split2_test_precision,mean_test_precision,std_test_precision,rank_test_precision,split0_test_recall,split1_test_recall,split2_test_recall,mean_test_recall,std_test_recall,rank_test_recall,split0_test_f1,split1_test_f1,split2_test_f1,mean_test_f1,std_test_f1,rank_test_f1,split0_test_roc_auc,split1_test_roc_auc,split2_test_roc_auc,mean_test_roc_auc,std_test_roc_auc,rank_test_roc_auc,split0_test_balanced_accuracy,split1_test_balanced_accuracy,split2_test_balanced_accuracy,mean_test_balanced_accuracy,std_test_balanced_accuracy,rank_test_balanced_accuracy,Model,param_max_features,param_max_samples,param_n_estimators,param_learning_rate
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+
0.16470742225646973,0.001456796295824091,0.018821239471435547,0.00014820752953816486,gini,,1.0,"{'criterion': 'gini', 'max_depth': None, 'min_samples_leaf': 1}",0.5972602739726027,0.6174455777135028,0.6235347845943066,0.6127468787601374,0.011229301135668094,9,0.5966717095310136,0.6191653786707882,0.6228813559322034,0.6129061480446684,0.011579288036319224,9,0.6003044140030441,0.6099269183922046,0.6264840182648402,0.6122384502200297,0.010812039720279408,1,0.5984825493171472,0.6145114281331493,0.6246774927910154,0.612557156747104,0.010782954090833186,1,0.5972602739726027,0.6174444333209121,0.6235343355636017,0.6127463476190389,0.011228997731127852,11,0.5972602739726027,0.617444433320912,0.6235343355636016,0.6127463476190388,0.011228997731127802,9,Decision Tree,,,,
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0.25426069895426434,0.0057651307077867435,0.018758217493693035,0.0002148667189027726,entropy,,4.0,"{'criterion': 'entropy', 'max_depth': None, 'min_samples_leaf': 4}",0.6063926940639269,0.6095296087684579,0.6058760846399757,0.6072661291574536,0.001614357722915048,10,0.6111994909322304,0.6160051629557922,0.6017543859649123,0.6096530132843117,0.005919732879535618,10,0.584779299847793,0.5813032886723508,0.6264840182648402,0.5975222022616613,0.02052820422531631,2,0.5976975731176104,0.598151339495535,0.6138702460850112,0.6032397195660522,0.007519199715135969,9,0.6280351396620866,0.6318670200242122,0.6380980520840864,0.632666737256795,0.00414690345055016,10,0.6063926940639269,0.609525312524912,0.6058729470130535,0.6072636512006309,0.0016132510051724788,10,Decision Tree,,,,
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0.15164828300476074,0.00043123152714738495,0.0190889835357666,0.0003466137142017719,gini,,4.0,"{'criterion': 'gini', 'max_depth': None, 'min_samples_leaf': 4}",0.5983257229832573,0.606485005328056,0.608159537220277,0.6043234218438635,0.004295758216458334,12,0.6050065019505851,0.6163061564059901,0.6001126443255421,0.6071417675607057,0.006781198409043753,11,0.5665144596651446,0.5639464068209501,0.6487062404870624,0.5930557023243858,0.03936483644234869,4,0.5851281245087251,0.5889648592781046,0.6234640140433002,0.5991856659433766,0.017238692395663086,12,0.6231963470319635,0.6350912685832513,0.6431489700535968,0.6338121952229372,0.008195682312724276,9,0.5983257229832573,0.6064785306555283,0.6081533638488905,0.6043192058292254,0.00429283465207488,12,Decision Tree,,,,
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0.11428554852803548,0.0041200560710743924,0.017885843912760418,0.00015015529848292798,gini,10,1.0,"{'criterion': 'gini', 'max_depth': 10, 'min_samples_leaf': 1}",0.6249619482496195,0.6363221190439945,0.6347998173237935,0.6320279615391359,0.0050349285653686635,6,0.6448993999294035,0.648720505151213,0.6608569353667393,0.6514922801491186,0.006803077087500809,7,0.5561643835616439,0.5943970767356882,0.5540334855403348,0.5681983152792223,0.01854573640101514,5,0.597254004576659,0.6203718417289051,0.602748799470111,0.6067915485918918,0.009861252929037877,6,0.6513757242574405,0.6697397278813193,0.663730795684811,0.6616154159411902,0.007644836203575546,8,0.6249619482496195,0.6363157377590161,0.6348121142683404,0.6320299334256586,0.0050353769628473,6,Decision Tree,,,,
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0.16638755798339844,0.000301052150942137,0.017542123794555664,0.00026063771054940635,entropy,10,4.0,"{'criterion': 'entropy', 'max_depth': 10, 'min_samples_leaf': 4}",0.6322678843226789,0.6317552138833917,0.6340386664636931,0.6326872548899213,0.000978244235394257,5,0.6511304347826087,0.6485743730676743,0.6666666666666666,0.6554571581723164,0.007994713811276321,5,0.5698630136986301,0.5749086479902558,0.5363774733637747,0.5603830450175535,0.01709902939096717,11,0.6077922077922078,0.6095238095238096,0.5944669365721997,0.6039276512960724,0.00672698315017447,8,0.6691478956281609,0.6675659579122614,0.6700497499986096,0.6689212011796773,0.0010265958509499402,5,0.6322678843226788,0.6317465614380502,0.6340535357074659,0.632689327156065,0.0009878404447061927,5,Decision Tree,,,,
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19.93622310956319,0.08607719406164666,0.5307110945383707,0.002905983570871863,,,,"{'max_features': 1.0, 'max_samples': 1.0, 'n_estimators': 200}",0.6855403348554033,0.6963008068199117,0.6883848378748668,0.6900753265167273,0.004552673435168762,1,0.6978253813696852,0.7149049683227743,0.705238726790451,0.7059896921609701,0.006992902800355133,2,0.654490106544901,0.6528623629719854,0.6474885844748859,0.6516136846639241,0.0029916245265735257,1,0.6754633993088281,0.6824765239535254,0.6751309315981591,0.6776902849535041,0.003387102647657476,1,0.7515342326751596,0.7640069373763666,0.7634766229697236,0.7596725976737501,0.005758764160256575,1,0.6855403348554033,0.6962941951846229,0.688391064466432,0.6900751981688193,0.0045488905417129565,1,Bagging,1.0,1.0,200.0,
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17.1630646387736,0.13581987029045978,0.5055620670318604,0.006314834747581171,,,,"{'max_features': 1.0, 'max_samples': 0.8, 'n_estimators': 200}",0.6812785388127854,0.6937128938955701,0.6926472826914294,0.6892129051332616,0.005627285224109872,2,0.6944172380019589,0.7125668449197861,0.7075409836065574,0.7048416888427674,0.007651435681590654,3,0.6474885844748859,0.6492082825822169,0.6569254185692542,0.651207428542119,0.004103729836616361,2,0.6701323251417769,0.6794136392606756,0.6812943962115233,0.6769467868713254,0.004879342727229422,2,0.7462144010527071,0.7590532112711046,0.761475545841004,0.7555810527216051,0.006696643378439004,3,0.6812785388127853,0.6937061199821282,0.6926527214648951,0.6892124600866029,0.005626588202062185,2,Bagging,1.0,0.8,200.0,
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| 16 |
+
15.162382443745932,0.13457122919476674,0.5521535873413086,0.008667345980105772,,,,"{'max_features': 0.8, 'max_samples': 1.0, 'n_estimators': 200}",0.6765601217656012,0.6899071395950678,0.6891459887349672,0.6852044166985455,0.006120332987877459,4,0.6853035143769968,0.7073495177918191,0.7057265806024495,0.6994598709237551,0.010031959073858935,5,0.6529680365296804,0.6476857490864799,0.6490106544901065,0.6498881467020889,0.0022439748356752557,3,0.6687451286048324,0.676204101096805,0.6761814145258483,0.6737102147424953,0.0035108582935358605,4,0.7410776811715074,0.7564562835907503,0.7565371145927767,0.7513570264516782,0.007268669660694392,5,0.6765601217656012,0.6899007132038184,0.6891520994740423,0.685204311481154,0.006120000953592166,4,Bagging,0.8,1.0,200.0,
|
| 17 |
+
13.05282711982727,0.1342324990197587,0.528890053431193,0.004975581017252671,,,,"{'max_features': 0.8, 'max_samples': 0.8, 'n_estimators': 200}",0.6767123287671233,0.6857969249505252,0.6844268534023443,0.6823120357066642,0.0039989008796869376,6,0.6885352387138681,0.7,0.7009283819628647,0.6964878735589108,0.005636120060300627,7,0.6453576864535768,0.6501218026796589,0.643531202435312,0.6463368971895159,0.0027782660232874355,4,0.666247642991829,0.6741395642563941,0.6710046024440565,0.6704639365640932,0.003244466572164664,6,0.741175631126216,0.7548684920383317,0.7556577066613275,0.7505672766086251,0.006648707572690537,6,0.6767123287671233,0.6857914949471353,0.6844330799021872,0.6823123012054819,0.0039984239679626814,6,Bagging,0.8,0.8,200.0,
|
| 18 |
+
9.949259757995605,0.029604498654705862,0.27402329444885254,0.0022258318273182935,,,,"{'max_features': 1.0, 'max_samples': 1.0, 'n_estimators': 100}",0.6879756468797564,0.6908205206271884,0.6867103059826457,0.6885021578298635,0.0017187934608304326,3,0.7025254181698918,0.7118701386540413,0.7045681893964655,0.7063212487401328,0.004011305941006848,1,0.6520547945205479,0.6409866017052375,0.6432267884322679,0.6454227282193511,0.004777924005994922,5,0.6763498579096937,0.6745713827912193,0.6725015913430936,0.6744742773480022,0.0015725480368348691,3,0.7497572796415606,0.7597196499053572,0.7589566219315272,0.7561445171594817,0.004527188623930306,2,0.6879756468797564,0.690812935555815,0.686716926493844,0.6885018363098051,0.0017130828051903936,3,Bagging,1.0,1.0,100.0,
|
| 19 |
+
8.566872755686441,0.010910633504833428,0.25872039794921875,0.0036445178548985485,,,,"{'max_features': 1.0, 'max_samples': 0.8, 'n_estimators': 100}",0.6753424657534246,0.6889937585629472,0.6899071395950678,0.6847477879704799,0.006661012472211429,5,0.6912350597609562,0.7064891846921797,0.7052631578947368,0.7009958007826244,0.0069200112907454436,4,0.6337899543378995,0.6464677222898904,0.6526636225266362,0.644307099718142,0.007855149272835586,6,0.6612672701286327,0.6751470822070281,0.6779446640316206,0.6714530054557605,0.0072923941716488,5,0.7418182829104203,0.7553768374685065,0.7585349937059346,0.7519100380282872,0.0072514885241695935,4,0.6753424657534246,0.6889872858024795,0.6899128100452914,0.6847475205337318,0.006661103029100751,5,Bagging,1.0,0.8,100.0,
|
| 20 |
+
6.512834390004476,0.09277099887440247,0.273166020711263,0.0031892287056388144,,,,"{'max_features': 0.8, 'max_samples': 0.8, 'n_estimators': 100}",0.6750380517503806,0.6856446947785051,0.6838179327142639,0.6815002264143831,0.004629905755044829,7,0.6903973509933775,0.7025589896975739,0.7002652519893899,0.697740530893447,0.005276174526559685,6,0.634703196347032,0.643727161997564,0.6429223744292237,0.6404509109246065,0.004077506419899808,7,0.6613798572561459,0.6718576195773082,0.6703697825741946,0.6678690864692163,0.004628605734760186,7,0.734308014150386,0.7474663837581595,0.7481470975923115,0.7433071651669524,0.0063694260387796445,8,0.6750380517503805,0.6856383146365292,0.6838241591999956,0.6815001751956351,0.004629043785582398,7,Bagging,0.8,0.8,100.0,
|
| 21 |
+
7.574293216069539,0.0606173095360473,0.28428490956624347,0.0027450753888646332,,,,"{'max_features': 0.8, 'max_samples': 1.0, 'n_estimators': 100}",0.6721461187214612,0.6841223930583041,0.6783376465215406,0.678202052767102,0.004890233532086343,8,0.682596060703907,0.7023769668563776,0.6955941255006676,0.6935223843536508,0.008207319724424641,8,0.643531202435312,0.6388550548112059,0.6343987823439878,0.6389283465301686,0.00372865506924922,8,0.6624882481980571,0.6691117844044012,0.6635886005413151,0.6650628777145912,0.002898037020343261,8,0.7371142293854498,0.7461242832273817,0.7471921423367204,0.7434768849831839,0.004520148999084192,7,0.6721461187214612,0.6841155030524827,0.6783443363607881,0.6782019860449107,0.004887517299219057,8,Bagging,0.8,1.0,100.0,
|
| 22 |
+
11.747090021769205,0.23008758742322682,0.7445602416992188,0.014327120581331293,,,1.0,"{'max_depth': None, 'min_samples_leaf': 1, 'n_estimators': 300}",0.6866057838660579,0.6953874257877911,0.690363830111128,0.690785679921659,0.0035974784370323885,1,0.699025974025974,0.7106732348111658,0.707876370887338,0.705858526574826,0.00496443636960061,1,0.6554033485540335,0.658952496954933,0.6484018264840182,0.6542525573309949,0.0043834843200149225,1,0.6765121759622938,0.683836309053563,0.6768350810295519,0.679061188681803,0.0033790923677040484,1,0.7522304928309808,0.7628479116494901,0.7666398311447784,0.7605727452084164,0.006098608825588015,1,0.6866057838660579,0.6953818801365228,0.6903702189667351,0.6907859609897719,0.0035948664796165665,1,Random Forest,,,300.0,
|
| 23 |
+
6.830086549123128,0.021089899954644623,0.41898639996846515,0.001515351956987925,,,4.0,"{'max_depth': None, 'min_samples_leaf': 4, 'n_estimators': 200}",0.671689497716895,0.6885370680468869,0.6815344801339626,0.6805870152992481,0.0069105438143834816,3,0.6785940468651045,0.701628664495114,0.6949983654789147,0.6917403589463778,0.009681919825624321,3,0.6523592085235921,0.6559074299634592,0.6471841704718417,0.651816936319631,0.0035818392293080472,2,0.6652180661182678,0.6779981114258735,0.6702395964691047,0.671151924671082,0.00525716314991307,3,0.7360133812426299,0.7488567789587262,0.7493258212411267,0.7447319938141609,0.006167963145426723,4,0.671689497716895,0.6885321015875134,0.6815397100836675,0.6805871031293588,0.006908879373322945,3,Random Forest,,,200.0,
|
| 24 |
+
10.227593580881754,0.03472603126489077,0.6440809567769369,0.014338181042562282,,,4.0,"{'max_depth': None, 'min_samples_leaf': 4, 'n_estimators': 300}",0.6707762557077626,0.6862536154665855,0.6815344801339626,0.6795214504361035,0.006476953126244601,4,0.6783216783216783,0.6992505702183122,0.6942364050797786,0.6906028845399231,0.00892212540599344,4,0.6496194824961948,0.6534713763702802,0.6490106544901065,0.6507005044521939,0.001975004856547439,3,0.6636603949619033,0.6755863371635448,0.670862177470107,0.6700363031985184,0.004903643243112014,4,0.7370516322289639,0.749565718756315,0.7496939174670976,0.7454370894841255,0.005929644663944505,3,0.6707762557077626,0.6862486257802695,0.6815394319953578,0.6795214378277965,0.006475738529845334,4,Random Forest,,,300.0,
|
| 25 |
+
7.699158986409505,0.030521259406410026,0.5162106355031332,0.00042002516851839166,,,1.0,"{'max_depth': None, 'min_samples_leaf': 1, 'n_estimators': 200}",0.6791476407914764,0.6934084335515299,0.6912772111432486,0.6879444284954183,0.0062808243975642705,2,0.6913821138211382,0.7101257445400397,0.7091514143094841,0.7035530908902207,0.008615367740715507,2,0.6471841704718417,0.6534713763702802,0.6487062404870624,0.6497872624430614,0.0026781456089806912,4,0.6685534591194968,0.6806216301934666,0.67758346581876,0.6755861850439078,0.005125234052401609,2,0.7496196678319653,0.7625296859270629,0.7648388849029565,0.7589960795539948,0.006696811309039919,2,0.6791476407914765,0.6934023548518067,0.6912836927161257,0.6879445627864696,0.006280210174337979,2,Random Forest,,,200.0,
|
| 26 |
+
7.50875194867452,0.1308129720377926,0.3700118859608968,0.02056258419237074,,10,1.0,"{'max_depth': 10, 'min_samples_leaf': 1, 'n_estimators': 300}",0.6637747336377473,0.6670726137920536,0.6728573603288172,0.6679015692528726,0.0037540113895538404,6,0.6790945406125166,0.6844937773292971,0.6912457912457912,0.6849447030625351,0.004970963924018239,6,0.6210045662100456,0.6196711327649208,0.6249619482496195,0.6218792157415286,0.0022467667102563788,5,0.648751788837653,0.6504714719514144,0.6564348521183053,0.651886037635791,0.0032922244152131653,5,0.7187937421377091,0.7236952559988283,0.7310495794377796,0.724512859191439,0.00503671475050125,5,0.6637747336377473,0.6670653989547588,0.6728646525657355,0.6679015950527472,0.0037577541577443665,6,Random Forest,,,300.0,
|
| 27 |
+
7.285784165064494,0.01550058706352795,0.36682407061258954,0.004411281743326934,,10,4.0,"{'max_depth': 10, 'min_samples_leaf': 4, 'n_estimators': 300}",0.6616438356164384,0.666159232759933,0.6704216775764956,0.6660749153176223,0.003584034918193353,7,0.6771180787191461,0.6839797639123103,0.6879194630872483,0.6830057685729015,0.004463106261918413,7,0.6179604261796042,0.6175395858708892,0.624048706240487,0.6198495727636603,0.0029742022021057427,6,0.6461881266910712,0.6490638502160345,0.6544293695131684,0.6498937821400914,0.0034152707127565493,7,0.7168298316456194,0.7238460725588018,0.7300915652107817,0.7235891564717343,0.0054171270796233755,7,0.6616438356164384,0.666151832509265,0.6704287380167112,0.6660748020474715,0.003586834985017016,7,Random Forest,,,300.0,
|
| 28 |
+
4.9826804002126055,0.037694940822293854,0.24446813265482584,0.012532667203446942,,10,1.0,"{'max_depth': 10, 'min_samples_leaf': 1, 'n_estimators': 200}",0.6654490106544901,0.6658547724158929,0.6730095905008373,0.6681044578570733,0.0034724060190251013,5,0.6812270756918973,0.6845137241613013,0.6927772126144456,0.6861726708225481,0.004859046117024029,5,0.6219178082191781,0.6151035322777101,0.6219178082191781,0.6196463829053555,0.0032122804847255766,7,0.6502227880331,0.6479550922213312,0.6554379210779596,0.651205267110797,0.0031328507548218755,6,0.7183296613683804,0.7233529292895585,0.7315614473198776,0.7244146793259388,0.005453776961664576,6,0.6654490106544901,0.6658470477218079,0.6730173693958253,0.6681044759240411,0.0034777387361679623,5,Random Forest,,,200.0,
|
| 29 |
+
4.965055227279663,0.08542362800969737,0.2514975865681966,0.015593940228806875,,10,4.0,"{'max_depth': 10, 'min_samples_leaf': 4, 'n_estimators': 200}",0.6602739726027397,0.6658547724158929,0.6685949155122546,0.664907886843629,0.003462365948410868,8,0.6750914532756901,0.6836424957841484,0.686783546864464,0.6818391653081007,0.004940665523762512,8,0.6179604261796042,0.6172350791717418,0.6200913242009133,0.6184289431840865,0.0012122059930235823,8,0.6452638270820089,0.6487437990078413,0.6517357222844344,0.6485811161247615,0.0026446431603186077,8,0.7172331222822248,0.7231667028181469,0.7296165903777737,0.7233388051593819,0.0050569941619018005,8,0.6602739726027398,0.6658473721581692,0.668602300346498,0.6649078817024691,0.003464317392034318,8,Random Forest,,,200.0,
|
| 30 |
+
2.982626756032308,0.01822463959583218,0.1808191935221354,0.0007963440450486406,,,,"{'learning_rate': 0.5, 'n_estimators': 200}",0.6462709284627093,0.650022834525803,0.6586999543309484,0.6516645724398202,0.005205231249559145,1,0.6641612572599932,0.6633499170812603,0.6730833056754065,0.66686482667222,0.004409586455002339,7,0.5917808219178082,0.6090133982947625,0.617351598173516,0.6060486061286956,0.010647649005636453,1,0.6258853831294269,0.635021431973329,0.6440139726897428,0.6349735959308328,0.007401042993021106,1,0.6987692314820606,0.7026752095395414,0.712907051763358,0.70478383092832,0.005961219321440701,1,0.6462709284627093,0.6500165926024801,0.6587062497566727,0.6516645902739541,0.005208725126484888,1,AdaBoost,,,200.0,0.5
|
| 31 |
+
1.487688461939494,0.004221450507926103,0.10228784879048665,0.00039340757725345616,,,,"{'learning_rate': 0.5, 'n_estimators': 100}",0.64337899543379,0.6480438422895418,0.6535241284822652,0.6483156554018658,0.004146190453805299,2,0.6594448205822614,0.6617842876165113,0.6665566193463189,0.6625952425150307,0.0029594657514137976,9,0.5929984779299847,0.6053593179049939,0.6146118721461187,0.6043232226603658,0.00885399429268918,2,0.6244590479243468,0.6323155216284987,0.6395312005068102,0.6321019233532185,0.006155033930838868,2,0.6973702707523938,0.6988550177327645,0.710572500403228,0.702265929629462,0.005904826100381286,2,0.6433789954337898,0.6480373454060737,0.6535300530036319,0.6483154646144985,0.004148815507035945,2,AdaBoost,,,100.0,0.5
|
| 32 |
+
0.7446078459421793,0.0012244913671318873,0.060866753260294594,0.000147056318459593,,,,"{'learning_rate': 0.5, 'n_estimators': 50}",0.6426179604261796,0.6466737707413609,0.6509362155579236,0.646742648908488,0.003396262677378027,3,0.6592995579734784,0.6642784032753326,0.6750176429075512,0.6661985347187874,0.00655894946206018,8,0.5902587519025875,0.5928745432399513,0.5823439878234399,0.5884924276553262,0.004476834845803569,3,0.6228718278188243,0.6265486725663717,0.6252655662689982,0.6248953555513981,0.0015237210606409497,3,0.6953925527454019,0.6975664492016085,0.7055456370725087,0.6995015463398397,0.004364991870105337,3,0.6426179604261796,0.6466655821222587,0.6509466589543509,0.6467434005009297,0.003400622155658674,3,AdaBoost,,,50.0,0.5
|
| 33 |
+
2.9639832973480225,0.0016825504819584843,0.19171802202860513,0.0023744827421434203,,,,"{'learning_rate': 0.1, 'n_estimators': 200}",0.6366818873668189,0.6442380879890395,0.6536763586542853,0.6448654446700478,0.006952131370499976,4,0.6616270698344132,0.6631071305545987,0.6803571428571429,0.6683637810820516,0.008502085623932698,5,0.5595129375951293,0.5861753958587089,0.5799086757990868,0.5751990030843083,0.01138295313102089,4,0.6063005112980373,0.622272506869242,0.6261298274445357,0.6182342818706049,0.00858412839932543,4,0.6920862552675902,0.7001649527157178,0.7025237441068453,0.6982583173633844,0.0044692830963119256,4,0.6366818873668189,0.6442292504407701,0.6536875900310903,0.6448662426128932,0.006957145010558668,4,AdaBoost,,,200.0,0.1
|
| 34 |
+
1.490966002146403,0.0015611885997295148,0.10816748936971028,0.0001922541285336864,,,,"{'learning_rate': 0.1, 'n_estimators': 100}",0.6308980213089802,0.6436291673009591,0.6474349216014614,0.6406540367371335,0.007071342127428756,5,0.6608077786088258,0.6697875405113431,0.6719914802981896,0.6675289331394528,0.00483699468089002,6,0.5378995433789955,0.5663824604141291,0.5762557077625571,0.5601792371852272,0.016261587056114597,5,0.5930525255915422,0.6137601055931364,0.6204523107177975,0.609088313967492,0.011663512449410225,5,0.6856337904176774,0.6951514376238652,0.7000086207376015,0.6935979495930479,0.005970423238937747,5,0.6308980213089803,0.6436174098113263,0.6474457588751884,0.6406537299984983,0.007073163043728343,5,AdaBoost,,,100.0,0.1
|
| 35 |
+
3.0017710526784263,0.024735216602642784,0.19671758015950522,0.0007764104190842497,,,,"{'learning_rate': 0.05, 'n_estimators': 200}",0.6302891933028919,0.6434769371289389,0.6478916121175217,0.6405525808497842,0.007477752860629629,6,0.6606606606606606,0.6701589595375722,0.6749460043196545,0.6685885415059625,0.005936745486622139,4,0.5357686453576864,0.5648599269183922,0.5707762557077626,0.5571349426612803,0.015300103091921926,6,0.5916960833753572,0.6130204890945142,0.6185056902523504,0.6077407542407406,0.011564181922913072,6,0.686403814210157,0.69517674366005,0.6990714167857812,0.6935506582186628,0.005297807983843218,6,0.6302891933028919,0.6434649710695461,0.6479033531888387,0.640552505853759,0.007480039988609798,6,AdaBoost,,,200.0,0.05
|
| 36 |
+
0.7645306587219238,0.0065510845357101555,0.06415375073750813,0.000602879657487144,,,,"{'learning_rate': 0.1, 'n_estimators': 50}",0.6278538812785388,0.6411934845486376,0.6475871517734815,0.6388781725335526,0.008220745846212952,7,0.6636788776305534,0.6747078778741048,0.6767492711370262,0.6717120088805615,0.005741092803834885,3,0.5184170471841705,0.5450669914738124,0.5652968036529681,0.5429269474369837,0.01919831126259317,7,0.5821227140659716,0.6029981472123969,0.6160225576380826,0.600381139638817,0.013962721679136172,7,0.6807164154208627,0.6908591909113325,0.6946195937315187,0.6887317333545712,0.005871918966649049,7,0.6278538812785388,0.6411788534233598,0.6475996807546205,0.6388774718188397,0.008223803548424719,7,AdaBoost,,,50.0,0.1
|
| 37 |
+
1.5323414007822673,0.02859782713739763,0.11240331331888835,0.001319865964561454,,,,"{'learning_rate': 0.05, 'n_estimators': 100}",0.6266362252663622,0.6357131983559141,0.6472826914294413,0.6365440383505726,0.008449333803258706,8,0.6639085894405043,0.6855476884631404,0.6770299926847111,0.675495423529452,0.008900517906169534,2,0.512937595129376,0.5012180267965896,0.5634703196347032,0.5258753138535562,0.027010805433382478,8,0.5787394813669929,0.5790677220756376,0.6150523342747964,0.5909531792391424,0.017041202824626213,8,0.6816686242757426,0.6884563225231138,0.6945232361321995,0.6882160609770186,0.005250622547402635,8,0.6266362252663622,0.635692727249132,0.6472954521437828,0.636541468219759,0.00845541974986459,8,AdaBoost,,,100.0,0.05
|
| 38 |
+
0.7536868254343668,0.0015864697873019602,0.06567017237345378,0.0011026075667526498,,,,"{'learning_rate': 0.05, 'n_estimators': 50}",0.6167427701674277,0.6285583802709697,0.6337342061196529,0.6263451188526834,0.007111076735577082,9,0.6955634880163182,0.6837979094076655,0.7066290550070522,0.6953301508103453,0.009322236392406676,1,0.415220700152207,0.47807551766138856,0.4575342465753425,0.45027682146297937,0.026168488498883508,9,0.5200152497140679,0.5627240143369175,0.5554323725055432,0.5460572121855095,0.018653504892686957,9,0.6778305984723699,0.6805023943403468,0.686136046362883,0.6814896797252,0.003461807378510558,9,0.6167427701674277,0.6285354757256714,0.6337610331536883,0.6263464263489291,0.007118018059719665,9,AdaBoost,,,50.0,0.05
|
| 39 |
+
5.939294417699178,0.02062747814105159,0.04413104057312012,0.0004912256352191904,,5,,"{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 100}",0.6541856925418569,0.6617445577713503,0.6649413913837723,0.6602905472323265,0.004509757892998203,1,0.6656853123977756,0.6734160679294579,0.6793514228987425,0.6728176010753254,0.005595192340321038,2,0.619482496194825,0.6278928136419001,0.6249619482496195,0.6241124193621149,0.0034856500482380232,1,0.641753390097761,0.649858178380082,0.6510226732202314,0.6475447472326915,0.004122610431625108,1,0.7069255807380534,0.7166774194146426,0.7205643524157532,0.7147224508561498,0.005737040454661158,1,0.654185692541857,0.6617394052988801,0.6649474783879035,0.6602908587428802,0.0045112987038262034,1,Gradient Boosting,,,100.0,0.1
|
| 40 |
+
11.969346523284912,0.01730149789193025,0.0633222262064616,0.0014293424854385642,,5,,"{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 200}",0.6493150684931507,0.6559598112345867,0.6657025422438727,0.6569924739905367,0.006729889462108352,4,0.6597199609247802,0.6651612903225806,0.68,0.668293750415787,0.008570461905084549,7,0.6167427701674277,0.6278928136419001,0.6261796042617961,0.6236050626903746,0.004902520820821929,2,0.6375078665827565,0.6459899749373433,0.6519809825673534,0.6451596080291511,0.005937727032996384,3,0.7041646337649341,0.712727823847741,0.7175457965098062,0.7114794180408271,0.005533700804780384,4,0.6493150684931507,0.6559555392410414,0.6657085597435655,0.6569930558259192,0.006732704723575254,4,Gradient Boosting,,,200.0,0.1
|
| 41 |
+
7.293647448221843,0.016142421510925826,0.0470589796702067,0.00016127301138417916,,3,,"{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 200}",0.654490106544901,0.6558075810625666,0.659765565535089,0.656687751047519,0.002241820880608288,5,0.6655791190864601,0.6651598320955764,0.6754679144385026,0.668735621873513,0.004763526199546003,6,0.6210045662100456,0.6272838002436053,0.615220700152207,0.6211696888686193,0.004926123903777655,3,0.6425196850393701,0.6456668233819151,0.6439381870320217,0.6440415651511023,0.0012868916591041331,5,0.7049255761046591,0.7094950935952554,0.7174598672221018,0.710626845640672,0.005179302428797981,8,0.654490106544901,0.6558032395434161,0.6597723476400499,0.6566885645761223,0.0022454944603170802,5,Gradient Boosting,,,200.0,0.1
|
| 42 |
+
11.830263137817383,0.026049560135649553,0.06810061136881511,0.0006366575006805727,,5,,"{'learning_rate': 0.05, 'max_depth': 5, 'n_estimators': 200}",0.6541856925418569,0.6577865732988278,0.6652458517278125,0.6590727058561657,0.004605965915415418,3,0.6653607574273588,0.6700590938936309,0.6822147651006711,0.6725448721405535,0.007101582630309642,3,0.6203957382039574,0.6214981729598051,0.6188736681887367,0.6202558597841664,0.001076005205248469,4,0.6420919974795211,0.644865718799368,0.6490023942537909,0.6453200368442267,0.0028393895539796264,2,0.7065770568216305,0.7141274423105801,0.7207897429907841,0.7138314140409983,0.005806079376424123,3,0.654185692541857,0.6577810499502221,0.6652529120480833,0.6590732181800542,0.004609635629156944,3,Gradient Boosting,,,200.0,0.05
|
| 43 |
+
5.837539513905843,0.006209487569091726,0.049104531606038414,0.0004338264942856332,,5,,"{'learning_rate': 0.05, 'max_depth': 5, 'n_estimators': 100}",0.6541856925418569,0.6577865732988278,0.6657025422438727,0.6592249360281858,0.00481048315457052,2,0.6669963732278272,0.6703947368421053,0.6833950825193668,0.6735953975297665,0.0070669459804199655,1,0.6158295281582953,0.620584652862363,0.6176560121765601,0.6180233977324061,0.001958576327810916,5,0.6403925292814182,0.6445287792536369,0.6488647265749921,0.6445953450366824,0.0034590803207321203,4,0.70660564486423,0.7144940090508475,0.7216708658001435,0.7142568399050737,0.006152636690327788,2,0.654185692541857,0.6577809109060673,0.6657098574890108,0.6592254869789783,0.004814332383977554,2,Gradient Boosting,,,100.0,0.05
|
| 44 |
+
7.2478329340616865,0.022334202840939985,0.05150604248046875,0.0007921229243912777,,3,,"{'learning_rate': 0.05, 'max_depth': 3, 'n_estimators': 200}",0.6503805175038052,0.6559598112345867,0.6632668594915512,0.6565357294099811,0.005276565408473477,6,0.6623931623931624,0.666883963494133,0.6799731633679973,0.669750096418431,0.007457664827706116,4,0.6133942161339422,0.623020706455542,0.6170471841704719,0.6178207022533188,0.003967877404552031,6,0.6369527422159001,0.6442065491183879,0.6469837216725184,0.6427143376689354,0.004228881528425059,6,0.7055732782886096,0.7100824161053918,0.7179322465642191,0.7111959803194069,0.005106599857271723,5,0.6503805175038052,0.6559547976722154,0.6632738965919351,0.6565364039226519,0.005279741499383384,6,Gradient Boosting,,,200.0,0.05
|
| 45 |
+
3.624399741490682,0.0071714252979046345,0.03473766644795736,0.0003788153033708087,,3,,"{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 100}",0.6509893455098934,0.6529152077941848,0.6602222560511494,0.6547089364517426,0.003976996868527542,8,0.6624099541584807,0.6633051398828888,0.6774519716885743,0.6677223552433146,0.006889577466443894,8,0.6158295281582953,0.6208891595615104,0.6118721461187214,0.6161969446128425,0.003690336840557426,7,0.6382710206657202,0.6413966656181189,0.6429942418426103,0.6408873093754831,0.001961595848264021,7,0.704977794457997,0.7093845534921404,0.7182659061878356,0.7108760847126576,0.005526420020984152,6,0.6509893455098934,0.6529103332054127,0.6602296175173388,0.6547097654108817,0.003981132492934953,8,Gradient Boosting,,,100.0,0.1
|
| 46 |
+
3.6011443932851157,0.001895232803726062,0.037978172302246094,0.0001883141566735384,,3,,"{'learning_rate': 0.05, 'max_depth': 3, 'n_estimators': 100}",0.6497716894977169,0.6521540569340843,0.6634190896635713,0.6551149453651242,0.005951920029006887,7,0.6644385026737968,0.6631819666775564,0.6808080808080809,0.669476183386478,0.008029265016498881,5,0.6051750380517504,0.618148599269184,0.6155251141552511,0.6129495838253952,0.005600793992856717,8,0.6334236100047793,0.6398739164696612,0.6465227817745803,0.6399401027496735,0.00534791926711903,8,0.704680284212404,0.7095557631948268,0.7178363524454159,0.7106907999508824,0.005430577879999728,7,0.6497716894977169,0.6521488810653377,0.6634263816817669,0.6551156507482738,0.005956170269783586,7,Gradient Boosting,,,100.0,0.05
|
| 47 |
+
0.32352765401204425,0.008864288619047847,0.06403295199076335,0.0011316931816968514,,5,,"{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 200}",0.658599695585997,0.6608311767392298,0.6603744862231694,0.659935119516132,0.0009625173112721791,2,0.6668802049967969,0.6732283464566929,0.6754327563249002,0.6718471025927967,0.0036255950788455526,3,0.6337899543378995,0.6248477466504263,0.6176560121765601,0.6254312377216286,0.006599564065855225,1,0.6499141563914469,0.6481364497789008,0.645253617427254,0.6477680745325339,0.001920404662354973,1,0.7089948546156716,0.714761112872337,0.7177093124359238,0.7138217599746443,0.0036191372521676996,4,0.658599695585997,0.6608256998092314,0.6603809902539317,0.6599354618830534,0.0009618195767771194,2,XGBoost,,,200.0,0.1
|
| 48 |
+
0.18411405881245932,0.0010356705001957126,0.04287274678548177,7.173886110803629e-05,,3,,"{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 200}",0.6528158295281583,0.6530674379662049,0.6622012482874106,0.6560281719272579,0.0043662325875389405,6,0.6646981627296588,0.6627793974732751,0.6777851901267512,0.6684209167765617,0.0066677145789782455,8,0.6167427701674277,0.623020706455542,0.6185692541856925,0.6194442436028874,0.0026365793330952736,2,0.6398231485867677,0.6422853555171872,0.6468247652395352,0.6429777564478302,0.002900025657891582,6,0.7064716471021594,0.7110439064362613,0.7189229361676093,0.7121461632353433,0.005142624322670933,7,0.6528158295281583,0.6530628646432961,0.6622078914046612,0.6560288618587052,0.004370397478824672,6,XGBoost,,,200.0,0.1
|
| 49 |
+
0.3231801986694336,0.0022183288782087647,0.06738758087158203,0.003726941642968654,,5,,"{'learning_rate': 0.05, 'max_depth': 5, 'n_estimators': 200}",0.656468797564688,0.6582432638148881,0.662962399147511,0.6592248201756957,0.002740353389156427,3,0.6687458962573868,0.6725340418465626,0.6779661016949152,0.6730820132662881,0.0037840235715601547,2,0.6200913242009133,0.616626065773447,0.6210045662100456,0.6192406520614687,0.0018860096915523377,3,0.6435002369293951,0.6433677521842732,0.6482364156339371,0.6450348015825351,0.0022645290095327903,2,0.7085876719278859,0.7171453493438043,0.7213358620830297,0.7156896277849066,0.005305244700652748,1,0.656468797564688,0.6582369293859625,0.6629687873681166,0.6592248381062557,0.0027440164711474133,3,XGBoost,,,200.0,0.05
|
| 50 |
+
0.179577906926473,0.0029760264814188172,0.04233217239379883,0.0003714552790770817,,5,,"{'learning_rate': 0.1, 'max_depth': 5, 'n_estimators': 100}",0.6590563165905632,0.6562642715786269,0.6588521845029685,0.6580575908907195,0.0012708037072760225,4,0.6708074534161491,0.6696428571428571,0.6745819397993311,0.6716774167861125,0.002108121054506294,4,0.6246575342465753,0.616626065773447,0.6140030441400305,0.6184288813866843,0.004532633374328475,4,0.6469104665825978,0.6420418516169943,0.6428685258964143,0.6439402813653355,0.0021271808824037874,4,0.7092124388102371,0.7152085569626825,0.7189999202813513,0.714473638684757,0.004029373569449943,3,0.6590563165905632,0.6562582383661756,0.6588590129348142,0.6580578559638509,0.0012750685750291292,4,XGBoost,,,100.0,0.1
|
| 51 |
+
0.18740232785542807,0.0051953814995293795,0.04296104113260905,0.0005010038538151114,,3,,"{'learning_rate': 0.05, 'max_depth': 3, 'n_estimators': 200}",0.6531202435312025,0.6565687319226671,0.6622012482874106,0.6572967412470935,0.003742874120949234,5,0.6657877389584707,0.6679738562091503,0.6787391012743126,0.6708335654806445,0.005660853840023024,5,0.6149162861491628,0.6224116930572473,0.6161339421613394,0.6178206404559166,0.0032842040671611826,5,0.6393416679854408,0.6443883984867591,0.6459230891973832,0.6432177185565277,0.0028114818058023266,5,0.7059899594346333,0.7106716388856446,0.7202430677219189,0.7123015553473989,0.005931848768385572,5,0.6531202435312025,0.6565635329822005,0.6622082621890741,0.657297346234159,0.0037462765690765903,5,XGBoost,,,200.0,0.05
|
| 52 |
+
0.18632213274637857,0.0012133107565671958,0.04242420196533203,0.00032892473494013964,,5,,"{'learning_rate': 0.05, 'max_depth': 5, 'n_estimators': 100}",0.6578386605783866,0.6568731922667073,0.6657025422438727,0.6601381316963222,0.0039543251275435,1,0.672201926270342,0.6720106880427522,0.6827794561933535,0.6756640235021493,0.005031976404437009,1,0.6161339421613394,0.6126674786845311,0.6191780821917808,0.6159931676792171,0.0026598060829398544,6,0.6429479034307497,0.6409684612934056,0.6494252873563219,0.6444472173601591,0.0036115955346444715,3,0.7096147564340471,0.7152591226870005,0.7220879055686257,0.7156539282298912,0.005099788616265197,2,0.6578386605783866,0.6568664638475927,0.6657096257487527,0.660138250058244,0.003959500131282146,1,XGBoost,,,100.0,0.05
|
| 53 |
+
0.10728947321573894,0.003010228366928426,0.03219755490620931,0.0004093119695871153,,3,,"{'learning_rate': 0.1, 'max_depth': 3, 'n_estimators': 100}",0.6515981735159817,0.6558075810625666,0.6603744862231694,0.6559267469339058,0.0035839053709842967,7,0.6646825396825397,0.6673209028459274,0.6775606469002695,0.6698546964762455,0.005554367290617181,7,0.6118721461187214,0.6211936662606578,0.6121765601217656,0.6150807908337149,0.004324241857274211,7,0.6371849738468854,0.6434316353887399,0.643211258595874,0.6412759559438331,0.0028941599092964635,7,0.7058072646988641,0.7106615813584429,0.7203751596690378,0.7122813352421149,0.006056599318003213,6,0.6515981735159817,0.6558023125823838,0.6603818245188608,0.6559274368724087,0.0035870018400757896,7,XGBoost,,,100.0,0.1
|
| 54 |
+
0.13493522008260092,0.02955989611565123,0.03313740094502767,0.0003185933827059718,,3,,"{'learning_rate': 0.05, 'max_depth': 3, 'n_estimators': 100}",0.6506849315068494,0.6518495965900442,0.6631146293195311,0.6552163858054748,0.005605104765271387,8,0.6654411764705882,0.6633890527695837,0.6808367071524967,0.6698889787975562,0.007786414237684842,6,0.6060882800608828,0.6163215590742996,0.6143074581430746,0.6122390990927524,0.0044263289313227405,8,0.6343794806436196,0.6389897395422257,0.6458633381341015,0.639744186106649,0.004718519395555601,8,0.7047024318369786,0.7089375265342595,0.7179487001225442,0.7105295528312606,0.00552369542191054,8,0.6506849315068493,0.6518441889739839,0.663122060374826,0.6552170602852198,0.005609678498291059,8,XGBoost,,,100.0,0.05
|
best_model_metrics.json
CHANGED
|
@@ -11,6 +11,6 @@
|
|
| 11 |
"Test F1": 0.6970019136721242,
|
| 12 |
"Test ROC AUC": 0.6700048529876521,
|
| 13 |
"Test Balanced Accuracy": 0.6246218268602464,
|
| 14 |
-
"Tuning Time (seconds)":
|
| 15 |
"Model": "Random Forest"
|
| 16 |
}
|
|
|
|
| 11 |
"Test F1": 0.6970019136721242,
|
| 12 |
"Test ROC AUC": 0.6700048529876521,
|
| 13 |
"Test Balanced Accuracy": 0.6246218268602464,
|
| 14 |
+
"Tuning Time (seconds)": 212.38,
|
| 15 |
"Model": "Random Forest"
|
| 16 |
}
|
model_comparison.csv
CHANGED
|
@@ -1,7 +1,7 @@
|
|
| 1 |
Model,Best Parameters,CV Best Accuracy,CV Best Precision,CV Best Recall,CV Best F1,CV Best ROC AUC,CV Best Balanced Accuracy,Test Accuracy,Test Precision,Test Recall,Test F1,Test ROC AUC,Test Balanced Accuracy,Tuning Time (seconds),Tuning Log Path
|
| 2 |
-
Random Forest,"{""max_depth"": null, ""min_samples_leaf"": 1, ""n_estimators"": 300}",0.690785679921659,0.705858526574826,0.6542525573309949,0.679061188681803,0.7605727452084164,0.6907859609897719,0.6352700281545943,0.7316964285714286,0.6654486398700772,0.6970019136721242,0.6700048529876521,0.6246218268602464,
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| 3 |
-
Bagging,"{""max_features"": 1.0, ""max_samples"": 1.0, ""n_estimators"": 200}",0.6900753265167273,0.7059896921609701,0.6516136846639241,0.6776902849535041,0.7596725976737501,0.6900751981688193,0.6291272075761454,0.7259358288770054,0.6613885505481121,0.6921606118546845,0.6637432055361174,0.6177441367699009,
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| 4 |
-
Gradient Boosting,"{""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 100}",0.6602905472323265,0.6728176010753254,0.6241124193621149,0.6475447472326915,0.7147224508561498,0.6602908587428802,0.6370616841566419,0.7547537786445636,0.6285018270401949,0.6858661940629154,0.6881318584299714,0.6400819384508454,182.
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| 5 |
-
XGBoost,"{""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200}",0.659935119516132,0.6718471025927967,0.6254312377216286,0.6477680745325339,0.7138217599746443,0.6599354618830534,0.6316867161504991,0.7485436893203884,0.6260657734470159,0.6818483307539244,0.6839839036015579,0.6336700058370813,6.
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| 6 |
-
AdaBoost,"{""learning_rate"": 0.5, ""n_estimators"": 200}",0.6516645724398202,0.66686482667222,0.6060486061286956,0.6349735959308328,0.70478383092832,0.6516645902739541,0.6316867161504991,0.7549800796812749,0.6155095412099066,0.6781480653097741,0.6948422525960392,0.6373946598016292,54.
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| 7 |
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Decision Tree,"{""criterion"": ""gini"", ""max_depth"": null, ""min_samples_leaf"": 1}",0.6127468787601374,0.6129061480446684,0.6122384502200297,0.612557156747104,0.6127463476190389,0.6127463476190388,0.573841822370105,0.6808703535811423,0.6098254161591555,0.6433925894195759,0.5611453950601871,0.5611453950601872,6.
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| 1 |
Model,Best Parameters,CV Best Accuracy,CV Best Precision,CV Best Recall,CV Best F1,CV Best ROC AUC,CV Best Balanced Accuracy,Test Accuracy,Test Precision,Test Recall,Test F1,Test ROC AUC,Test Balanced Accuracy,Tuning Time (seconds),Tuning Log Path
|
| 2 |
+
Random Forest,"{""max_depth"": null, ""min_samples_leaf"": 1, ""n_estimators"": 300}",0.690785679921659,0.705858526574826,0.6542525573309949,0.679061188681803,0.7605727452084164,0.6907859609897719,0.6352700281545943,0.7316964285714286,0.6654486398700772,0.6970019136721242,0.6700048529876521,0.6246218268602464,212.38,/root/ashiravi/predictive_maintenance_project/model_experiments/tuning_logs/random_forest_cv_results.csv
|
| 3 |
+
Bagging,"{""max_features"": 1.0, ""max_samples"": 1.0, ""n_estimators"": 200}",0.6900753265167273,0.7059896921609701,0.6516136846639241,0.6776902849535041,0.7596725976737501,0.6900751981688193,0.6291272075761454,0.7259358288770054,0.6613885505481121,0.6921606118546845,0.6637432055361174,0.6177441367699009,334.81,/root/ashiravi/predictive_maintenance_project/model_experiments/tuning_logs/bagging_cv_results.csv
|
| 4 |
+
Gradient Boosting,"{""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 100}",0.6602905472323265,0.6728176010753254,0.6241124193621149,0.6475447472326915,0.7147224508561498,0.6602908587428802,0.6370616841566419,0.7547537786445636,0.6285018270401949,0.6858661940629154,0.6881318584299714,0.6400819384508454,182.23,/root/ashiravi/predictive_maintenance_project/model_experiments/tuning_logs/gradient_boosting_cv_results.csv
|
| 5 |
+
XGBoost,"{""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200}",0.659935119516132,0.6718471025927967,0.6254312377216286,0.6477680745325339,0.7138217599746443,0.6599354618830534,0.6316867161504991,0.7485436893203884,0.6260657734470159,0.6818483307539244,0.6839839036015579,0.6336700058370813,6.41,/root/ashiravi/predictive_maintenance_project/model_experiments/tuning_logs/xgboost_cv_results.csv
|
| 6 |
+
AdaBoost,"{""learning_rate"": 0.5, ""n_estimators"": 200}",0.6516645724398202,0.66686482667222,0.6060486061286956,0.6349735959308328,0.70478383092832,0.6516645902739541,0.6316867161504991,0.7549800796812749,0.6155095412099066,0.6781480653097741,0.6948422525960392,0.6373946598016292,54.74,/root/ashiravi/predictive_maintenance_project/model_experiments/tuning_logs/adaboost_cv_results.csv
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| 7 |
+
Decision Tree,"{""criterion"": ""gini"", ""max_depth"": null, ""min_samples_leaf"": 1}",0.6127468787601374,0.6129061480446684,0.6122384502200297,0.612557156747104,0.6127463476190389,0.6127463476190388,0.573841822370105,0.6808703535811423,0.6098254161591555,0.6433925894195759,0.5611453950601871,0.5611453950601872,6.08,/root/ashiravi/predictive_maintenance_project/model_experiments/tuning_logs/decision_tree_cv_results.csv
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