Electrocardiogram/lightgbm_tuning_results_no_x.csv

1	model	scaling_method	sampling_method	boosting_type	learning_rate	num_leaves	l2_reg	l1_reg	tree_subsample	subsample	k_neighbors	kmeans_estimator	accuracy	f1_macro	f2_macro	recall_macro	precision_macro	f1_class0	f2_class0	recall_class0	precision_class0	f1_class1	f2_class1	recall_class1	precision_class1	TP	TN	FP	FN
2	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9881849543494331	0.8761798360649788	0.8399864981305395	0.8197871846117641	0.9595825668905483	0.9939443189230804	0.9967070868186572	0.9985575760328217	0.9893739563072899	0.758415353206877	0.6832659094424218	0.6410167931907063	0.929791177473807	103.6	5399.8	7.8	58.0
3	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9880772279736538	0.8755597425778312	0.8401582264805038	0.8203381756087991	0.9566296325158377	0.9938884586503998	0.9965961802329308	0.998409653878437	0.9894085843953766	0.7572310265052625	0.6837202727280767	0.6422666973391611	0.9238506806362988	103.8	5399.0	8.6	57.8
4	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9878258234462189	0.8722851406960276	0.8365212128466958	0.8166006445336148	0.9551809993319686	0.9937603623772743	0.996522506707841	0.9983726716299165	0.9891913946711819	0.7508099190147808	0.6765199189855505	0.6348286174373131	0.9211706039927551	102.6	5398.8	8.8	59.0
5	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.987610351351883	0.8706042298067944	0.8355293337102492	0.8158908981219974	0.9508365422039677	0.9936492739314107	0.9963673457020088	0.9981877467079163	0.9891522589395396	0.747559185682178	0.6746913217184896	0.6335940495360785	0.9125208254683959	102.4	5397.8	9.8	59.2
6	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9881490477067041	0.8774577091759662	0.8440444543370151	0.8251923354809616	0.9529167191680059	0.9939237334882094	0.9964776210261871	0.9981877535476148	0.9896971452267926	0.760991684863723	0.6916112876478433	0.6521969174143087	0.9161362931092192	105.4	5397.8	9.8	56.2
7	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9884004199961766	0.8803823678245559	0.8475251035980177	0.8289068553456174	0.9539409840039681	0.994052204957895	0.9965513909753712	0.9982247221167387	0.989915469173807	0.7667125306912166	0.6984988162206645	0.6595889885744958	0.9179664988341292	106.6	5398.0	9.6	55.0
8	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9881490283639266	0.8773612738208023	0.8439857872830707	0.8251884945794583	0.9531520736778006	0.9939237932284366	0.9964775898375432	0.9981877398682182	0.9896976606399429	0.7607987544131682	0.6914939847285985	0.6521892492906984	0.9166064867156585	105.4	5397.8	9.8	56.2
9	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9885440723574623	0.8818376656161935	0.8484932809920889	0.8295987863978901	0.9563870139018948	0.9941259419245195	0.9966474214209219	0.9983356757019992	0.989952293650885	0.7695493893078675	0.7003391405632555	0.6608618970937811	0.9228217341529049	106.8	5398.6	9.0	54.8
10	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9883285938155337	0.8803372521410633	0.8483294005616949	0.8300827847374833	0.9510320495410225	0.9940145120515872	0.996447807463824	0.9980767726035612	0.9899858638027087	0.7666599922305395	0.7002109936595659	0.6620887968714055	0.9120782352793364	107.0	5397.2	10.4	54.6
11	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9882927065155824	0.8802666338750796	0.848686714225734	0.8306745954646935	0.9499968824015692	0.9939956863968662	0.9963959778495781	0.9980028217859163	0.9900215738616428	0.7665375813532929	0.7009774506018898	0.6633463691434706	0.9099721909414956	107.2	5396.8	10.8	54.4
12	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131281687903	0.8773653063685363	0.8444343006699695	0.8257726235036618	0.9509773398803787	0.993905008386758	0.9964259022952799	0.9981137616917802	0.9897323184000513	0.7608256043503145	0.692442699044659	0.6534314853155433	0.912222361360706	105.6	5397.4	10.2	56.0
13	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.882440120485289	0.8522584834609825	0.8349516085117996	0.9484559673647711	0.994068369700958	0.996358778502092	0.9978918682006558	0.990275419184807	0.77081187126962	0.7081581884198731	0.672011348822943	0.906636515544735	108.6	5396.2	11.4	53.0
14	lightgbm	standard_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9866407559415371	0.8546665330736074	0.8126730010096962	0.7901810145901905	0.9601930891408689	0.9931593366101316	0.9965016973084755	0.9987425214739167	0.9876385054740707	0.7161737295370834	0.6288443047109171	0.5816195077064642	0.9327476728076667	94.0	5400.8	6.8	67.6
15	lightgbm	standard_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9866766754794511	0.8562656039325315	0.8157208012971658	0.7938114193022212	0.9561674476952969	0.9931763205513544	0.996398065776716	0.9985575828725199	0.9878529875334605	0.7193548873137088	0.6350435368176157	0.5890652557319224	0.9244819078571332	95.2	5399.8	7.8	66.4
16	lightgbm	standard_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9866407623891297	0.85485183954347	0.813141177819694	0.7907836380585034	0.9596305506301259	0.9931590888887267	0.9964794763987621	0.9987055323856977	0.987674407032048	0.7165445901982129	0.6298028792406256	0.582861743731309	0.9315866942282037	94.2	5400.6	7.0	67.4
17	lightgbm	standard_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863534576665582	0.8524410610175085	0.8118841017723559	0.7900407297807739	0.9532261113685625	0.99301114416589	0.9962652483534293	0.9984466156078632	0.9876349687544448	0.7118709778691268	0.6275029551912825	0.5816348439536845	0.9188172539826802	94.0	5399.2	8.4	67.6
18	lightgbm	standard_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9877899103558974	0.8714052781878057	0.8346059949858393	0.8141831514619706	0.9571870047441049	0.9937426436247268	0.9965817523575563	0.998483625215177	0.9890469774271224	0.7490679127508842	0.6726302376141222	0.6298826777087646	0.9253270320610874	101.8	5399.4	8.2	59.8
19	lightgbm	standard_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462966801668	0.8695998735920025	0.8319443725944122	0.8111190534751007	0.9578692720049287	0.9936694608377754	0.9965744560269526	0.9985206006239993	0.9888653579636955	0.7455302863462296	0.6673142891618721	0.623717506326202	0.9268731860461619	100.8	5399.6	8.0	60.8
20	lightgbm	standard_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9878258427889964	0.8724485327957294	0.8362139231422093	0.8160171913743273	0.9560749963834774	0.9937602594085198	0.99654465147448	0.9984096607181355	0.9891542684628938	0.7511368061829391	0.6758831948099385	0.6336247220305192	0.9229957243040608	102.4	5399.0	8.6	59.2
21	lightgbm	standard_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9877180906228471	0.8707001184419794	0.8339432909549597	0.8135435354855897	0.9563510563367066	0.9937057809174661	0.9965448162958349	0.9984466292872597	0.9890101945198115	0.7476944559664926	0.6713417656140843	0.62864044168392	0.9236919181536019	101.6	5399.2	8.4	60.0
22	lightgbm	standard_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9880053953454185	0.8763238649159562	0.8432651737595419	0.8245118929347075	0.949940086104115	0.9938497322377776	0.9963816132484633	0.9980767726035612	0.9896586369846668	0.7587979975941346	0.6901487342706207	0.6509470132658537	0.9102215352235625	105.2	5397.2	10.4	56.4
23	lightgbm	standard_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9884004328913616	0.8807095163898977	0.8476959631018479	0.8289145234692274	0.9537631067371821	0.9940518989065807	0.9965513767258839	0.9982247221167387	0.9899139737723412	0.7673671338732146	0.698840549477812	0.6596043248217162	0.917612239702023	106.6	5398.0	9.6	55.0
24	lightgbm	standard_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131410639752	0.8770252049462333	0.8431245146880986	0.8239762381848926	0.9532208817917696	0.9939054940732314	0.9964924688637533	0.9982246947579458	0.989623906634497	0.7601449158192348	0.6897565605124437	0.6497277816118396	0.9168178569490422	105.0	5398.0	9.6	56.6
25	lightgbm	standard_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.881485361825737	0.8491640485208054	0.8307370611961687	0.9527894102125524	0.9940697428524142	0.996514280814605	0.9981507576196973	0.9900224250352128	0.7689009807990599	0.7018138162270058	0.6633233647726401	0.915556395389892	107.2	5397.6	10.0	54.4
26	lightgbm	standard_scaling	class_weight	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9881849543494331	0.8761798360649788	0.8399864981305395	0.8197871846117641	0.9595825668905483	0.9939443189230804	0.9967070868186572	0.9985575760328217	0.9893739563072899	0.758415353206877	0.6832659094424218	0.6410167931907063	0.929791177473807	103.6	5399.8	7.8	58.0
27	lightgbm	standard_scaling	class_weight	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9880772279736538	0.8755597425778312	0.8401582264805038	0.8203381756087991	0.9566296325158377	0.9938884586503998	0.9965961802329308	0.998409653878437	0.9894085843953766	0.7572310265052625	0.6837202727280767	0.6422666973391611	0.9238506806362988	103.8	5399.0	8.6	57.8
28	lightgbm	standard_scaling	class_weight	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9878258234462189	0.8722851406960276	0.8365212128466958	0.8166006445336148	0.9551809993319686	0.9937603623772743	0.996522506707841	0.9983726716299165	0.9891913946711819	0.7508099190147808	0.6765199189855505	0.6348286174373131	0.9211706039927551	102.6	5398.8	8.8	59.0
29	lightgbm	standard_scaling	class_weight	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.987610351351883	0.8706042298067944	0.8355293337102492	0.8158908981219974	0.9508365422039677	0.9936492739314107	0.9963673457020088	0.9981877467079163	0.9891522589395396	0.747559185682178	0.6746913217184896	0.6335940495360785	0.9125208254683959	102.4	5397.8	9.8	59.2
30	lightgbm	standard_scaling	class_weight	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9881490477067041	0.8774577091759662	0.8440444543370151	0.8251923354809616	0.9529167191680059	0.9939237334882094	0.9964776210261871	0.9981877535476148	0.9896971452267926	0.760991684863723	0.6916112876478433	0.6521969174143087	0.9161362931092192	105.4	5397.8	9.8	56.2
31	lightgbm	standard_scaling	class_weight	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9884004199961766	0.8803823678245559	0.8475251035980177	0.8289068553456174	0.9539409840039681	0.994052204957895	0.9965513909753712	0.9982247221167387	0.989915469173807	0.7667125306912166	0.6984988162206645	0.6595889885744958	0.9179664988341292	106.6	5398.0	9.6	55.0
32	lightgbm	standard_scaling	class_weight	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9881490283639266	0.8773612738208023	0.8439857872830707	0.8251884945794583	0.9531520736778006	0.9939237932284366	0.9964775898375432	0.9981877398682182	0.9896976606399429	0.7607987544131682	0.6914939847285985	0.6521892492906984	0.9166064867156585	105.4	5397.8	9.8	56.2
33	lightgbm	standard_scaling	class_weight	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9885440723574623	0.8818376656161935	0.8484932809920889	0.8295987863978901	0.9563870139018948	0.9941259419245195	0.9966474214209219	0.9983356757019992	0.989952293650885	0.7695493893078675	0.7003391405632555	0.6608618970937811	0.9228217341529049	106.8	5398.6	9.0	54.8
34	lightgbm	standard_scaling	class_weight	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9883285938155337	0.8803372521410633	0.8483294005616949	0.8300827847374833	0.9510320495410225	0.9940145120515872	0.996447807463824	0.9980767726035612	0.9899858638027087	0.7666599922305395	0.7002109936595659	0.6620887968714055	0.9120782352793364	107.0	5397.2	10.4	54.6
35	lightgbm	standard_scaling	class_weight	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9882927065155824	0.8802666338750796	0.848686714225734	0.8306745954646935	0.9499968824015692	0.9939956863968662	0.9963959778495781	0.9980028217859163	0.9900215738616428	0.7665375813532929	0.7009774506018898	0.6633463691434706	0.9099721909414956	107.2	5396.8	10.8	54.4
36	lightgbm	standard_scaling	class_weight	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131281687903	0.8773653063685363	0.8444343006699695	0.8257726235036618	0.9509773398803787	0.993905008386758	0.9964259022952799	0.9981137616917802	0.9897323184000513	0.7608256043503145	0.692442699044659	0.6534314853155433	0.912222361360706	105.6	5397.4	10.2	56.0
37	lightgbm	standard_scaling	class_weight	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.882440120485289	0.8522584834609825	0.8349516085117996	0.9484559673647711	0.994068369700958	0.996358778502092	0.9978918682006558	0.990275419184807	0.77081187126962	0.7081581884198731	0.672011348822943	0.906636515544735	108.6	5396.2	11.4	53.0
38	lightgbm	standard_scaling	class_weight	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9866407559415371	0.8546665330736074	0.8126730010096962	0.7901810145901905	0.9601930891408689	0.9931593366101316	0.9965016973084755	0.9987425214739167	0.9876385054740707	0.7161737295370834	0.6288443047109171	0.5816195077064642	0.9327476728076667	94.0	5400.8	6.8	67.6
39	lightgbm	standard_scaling	class_weight	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9866766754794511	0.8562656039325315	0.8157208012971658	0.7938114193022212	0.9561674476952969	0.9931763205513544	0.996398065776716	0.9985575828725199	0.9878529875334605	0.7193548873137088	0.6350435368176157	0.5890652557319224	0.9244819078571332	95.2	5399.8	7.8	66.4
40	lightgbm	standard_scaling	class_weight	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9866407623891297	0.85485183954347	0.813141177819694	0.7907836380585034	0.9596305506301259	0.9931590888887267	0.9964794763987621	0.9987055323856977	0.987674407032048	0.7165445901982129	0.6298028792406256	0.582861743731309	0.9315866942282037	94.2	5400.6	7.0	67.4
41	lightgbm	standard_scaling	class_weight	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863534576665582	0.8524410610175085	0.8118841017723559	0.7900407297807739	0.9532261113685625	0.99301114416589	0.9962652483534293	0.9984466156078632	0.9876349687544448	0.7118709778691268	0.6275029551912825	0.5816348439536845	0.9188172539826802	94.0	5399.2	8.4	67.6
42	lightgbm	standard_scaling	class_weight	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9877899103558974	0.8714052781878057	0.8346059949858393	0.8141831514619706	0.9571870047441049	0.9937426436247268	0.9965817523575563	0.998483625215177	0.9890469774271224	0.7490679127508842	0.6726302376141222	0.6298826777087646	0.9253270320610874	101.8	5399.4	8.2	59.8
43	lightgbm	standard_scaling	class_weight	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462966801668	0.8695998735920025	0.8319443725944122	0.8111190534751007	0.9578692720049287	0.9936694608377754	0.9965744560269526	0.9985206006239993	0.9888653579636955	0.7455302863462296	0.6673142891618721	0.623717506326202	0.9268731860461619	100.8	5399.6	8.0	60.8
44	lightgbm	standard_scaling	class_weight	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9878258427889964	0.8724485327957294	0.8362139231422093	0.8160171913743273	0.9560749963834774	0.9937602594085198	0.99654465147448	0.9984096607181355	0.9891542684628938	0.7511368061829391	0.6758831948099385	0.6336247220305192	0.9229957243040608	102.4	5399.0	8.6	59.2
45	lightgbm	standard_scaling	class_weight	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9877180906228471	0.8707001184419794	0.8339432909549597	0.8135435354855897	0.9563510563367066	0.9937057809174661	0.9965448162958349	0.9984466292872597	0.9890101945198115	0.7476944559664926	0.6713417656140843	0.62864044168392	0.9236919181536019	101.6	5399.2	8.4	60.0
46	lightgbm	standard_scaling	class_weight	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9880053953454185	0.8763238649159562	0.8432651737595419	0.8245118929347075	0.949940086104115	0.9938497322377776	0.9963816132484633	0.9980767726035612	0.9896586369846668	0.7587979975941346	0.6901487342706207	0.6509470132658537	0.9102215352235625	105.2	5397.2	10.4	56.4
47	lightgbm	standard_scaling	class_weight	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9884004328913616	0.8807095163898977	0.8476959631018479	0.8289145234692274	0.9537631067371821	0.9940518989065807	0.9965513767258839	0.9982247221167387	0.9899139737723412	0.7673671338732146	0.698840549477812	0.6596043248217162	0.917612239702023	106.6	5398.0	9.6	55.0
48	lightgbm	standard_scaling	class_weight	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131410639752	0.8770252049462333	0.8431245146880986	0.8239762381848926	0.9532208817917696	0.9939054940732314	0.9964924688637533	0.9982246947579458	0.989623906634497	0.7601449158192348	0.6897565605124437	0.6497277816118396	0.9168178569490422	105.0	5398.0	9.6	56.6
49	lightgbm	standard_scaling	class_weight	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.881485361825737	0.8491640485208054	0.8307370611961687	0.9527894102125524	0.9940697428524142	0.996514280814605	0.9981507576196973	0.9900224250352128	0.7689009807990599	0.7018138162270058	0.6633233647726401	0.915556395389892	107.2	5397.6	10.0	54.4
50	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9881849543494331	0.8761798360649788	0.8399864981305395	0.8197871846117641	0.9595825668905483	0.9939443189230804	0.9967070868186572	0.9985575760328217	0.9893739563072899	0.758415353206877	0.6832659094424218	0.6410167931907063	0.929791177473807	103.6	5399.8	7.8	58.0
51	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9880772279736538	0.8755597425778312	0.8401582264805038	0.8203381756087991	0.9566296325158377	0.9938884586503998	0.9965961802329308	0.998409653878437	0.9894085843953766	0.7572310265052625	0.6837202727280767	0.6422666973391611	0.9238506806362988	103.8	5399.0	8.6	57.8
52	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9878258234462189	0.8722851406960276	0.8365212128466958	0.8166006445336148	0.9551809993319686	0.9937603623772743	0.996522506707841	0.9983726716299165	0.9891913946711819	0.7508099190147808	0.6765199189855505	0.6348286174373131	0.9211706039927551	102.6	5398.8	8.8	59.0
53	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.987610351351883	0.8706042298067944	0.8355293337102492	0.8158908981219974	0.9508365422039677	0.9936492739314107	0.9963673457020088	0.9981877467079163	0.9891522589395396	0.747559185682178	0.6746913217184896	0.6335940495360785	0.9125208254683959	102.4	5397.8	9.8	59.2
54	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9881490477067041	0.8774577091759662	0.8440444543370151	0.8251923354809616	0.9529167191680059	0.9939237334882094	0.9964776210261871	0.9981877535476148	0.9896971452267926	0.760991684863723	0.6916112876478433	0.6521969174143087	0.9161362931092192	105.4	5397.8	9.8	56.2
55	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9884004199961766	0.8803823678245559	0.8475251035980177	0.8289068553456174	0.9539409840039681	0.994052204957895	0.9965513909753712	0.9982247221167387	0.989915469173807	0.7667125306912166	0.6984988162206645	0.6595889885744958	0.9179664988341292	106.6	5398.0	9.6	55.0
56	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9881490283639266	0.8773612738208023	0.8439857872830707	0.8251884945794583	0.9531520736778006	0.9939237932284366	0.9964775898375432	0.9981877398682182	0.9896976606399429	0.7607987544131682	0.6914939847285985	0.6521892492906984	0.9166064867156585	105.4	5397.8	9.8	56.2
57	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9885440723574623	0.8818376656161935	0.8484932809920889	0.8295987863978901	0.9563870139018948	0.9941259419245195	0.9966474214209219	0.9983356757019992	0.989952293650885	0.7695493893078675	0.7003391405632555	0.6608618970937811	0.9228217341529049	106.8	5398.6	9.0	54.8
58	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9883285938155337	0.8803372521410633	0.8483294005616949	0.8300827847374833	0.9510320495410225	0.9940145120515872	0.996447807463824	0.9980767726035612	0.9899858638027087	0.7666599922305395	0.7002109936595659	0.6620887968714055	0.9120782352793364	107.0	5397.2	10.4	54.6
59	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9882927065155824	0.8802666338750796	0.848686714225734	0.8306745954646935	0.9499968824015692	0.9939956863968662	0.9963959778495781	0.9980028217859163	0.9900215738616428	0.7665375813532929	0.7009774506018898	0.6633463691434706	0.9099721909414956	107.2	5396.8	10.8	54.4
60	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131281687903	0.8773653063685363	0.8444343006699695	0.8257726235036618	0.9509773398803787	0.993905008386758	0.9964259022952799	0.9981137616917802	0.9897323184000513	0.7608256043503145	0.692442699044659	0.6534314853155433	0.912222361360706	105.6	5397.4	10.2	56.0
61	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.882440120485289	0.8522584834609825	0.8349516085117996	0.9484559673647711	0.994068369700958	0.996358778502092	0.9978918682006558	0.990275419184807	0.77081187126962	0.7081581884198731	0.672011348822943	0.906636515544735	108.6	5396.2	11.4	53.0
62	lightgbm	robust_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9866407559415371	0.8546665330736074	0.8126730010096962	0.7901810145901905	0.9601930891408689	0.9931593366101316	0.9965016973084755	0.9987425214739167	0.9876385054740707	0.7161737295370834	0.6288443047109171	0.5816195077064642	0.9327476728076667	94.0	5400.8	6.8	67.6
63	lightgbm	robust_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9866766754794511	0.8562656039325315	0.8157208012971658	0.7938114193022212	0.9561674476952969	0.9931763205513544	0.996398065776716	0.9985575828725199	0.9878529875334605	0.7193548873137088	0.6350435368176157	0.5890652557319224	0.9244819078571332	95.2	5399.8	7.8	66.4
64	lightgbm	robust_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9866407623891297	0.85485183954347	0.813141177819694	0.7907836380585034	0.9596305506301259	0.9931590888887267	0.9964794763987621	0.9987055323856977	0.987674407032048	0.7165445901982129	0.6298028792406256	0.582861743731309	0.9315866942282037	94.2	5400.6	7.0	67.4
65	lightgbm	robust_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863534576665582	0.8524410610175085	0.8118841017723559	0.7900407297807739	0.9532261113685625	0.99301114416589	0.9962652483534293	0.9984466156078632	0.9876349687544448	0.7118709778691268	0.6275029551912825	0.5816348439536845	0.9188172539826802	94.0	5399.2	8.4	67.6
66	lightgbm	robust_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9877899103558974	0.8714052781878057	0.8346059949858393	0.8141831514619706	0.9571870047441049	0.9937426436247268	0.9965817523575563	0.998483625215177	0.9890469774271224	0.7490679127508842	0.6726302376141222	0.6298826777087646	0.9253270320610874	101.8	5399.4	8.2	59.8
67	lightgbm	robust_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462966801668	0.8695998735920025	0.8319443725944122	0.8111190534751007	0.9578692720049287	0.9936694608377754	0.9965744560269526	0.9985206006239993	0.9888653579636955	0.7455302863462296	0.6673142891618721	0.623717506326202	0.9268731860461619	100.8	5399.6	8.0	60.8
68	lightgbm	robust_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9878258427889964	0.8724485327957294	0.8362139231422093	0.8160171913743273	0.9560749963834774	0.9937602594085198	0.99654465147448	0.9984096607181355	0.9891542684628938	0.7511368061829391	0.6758831948099385	0.6336247220305192	0.9229957243040608	102.4	5399.0	8.6	59.2
69	lightgbm	robust_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9877180906228471	0.8707001184419794	0.8339432909549597	0.8135435354855897	0.9563510563367066	0.9937057809174661	0.9965448162958349	0.9984466292872597	0.9890101945198115	0.7476944559664926	0.6713417656140843	0.62864044168392	0.9236919181536019	101.6	5399.2	8.4	60.0
70	lightgbm	robust_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9880053953454185	0.8763238649159562	0.8432651737595419	0.8245118929347075	0.949940086104115	0.9938497322377776	0.9963816132484633	0.9980767726035612	0.9896586369846668	0.7587979975941346	0.6901487342706207	0.6509470132658537	0.9102215352235625	105.2	5397.2	10.4	56.4
71	lightgbm	robust_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9884004328913616	0.8807095163898977	0.8476959631018479	0.8289145234692274	0.9537631067371821	0.9940518989065807	0.9965513767258839	0.9982247221167387	0.9899139737723412	0.7673671338732146	0.698840549477812	0.6596043248217162	0.917612239702023	106.6	5398.0	9.6	55.0
72	lightgbm	robust_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131410639752	0.8770252049462333	0.8431245146880986	0.8239762381848926	0.9532208817917696	0.9939054940732314	0.9964924688637533	0.9982246947579458	0.989623906634497	0.7601449158192348	0.6897565605124437	0.6497277816118396	0.9168178569490422	105.0	5398.0	9.6	56.6
73	lightgbm	robust_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.881485361825737	0.8491640485208054	0.8307370611961687	0.9527894102125524	0.9940697428524142	0.996514280814605	0.9981507576196973	0.9900224250352128	0.7689009807990599	0.7018138162270058	0.6633233647726401	0.915556395389892	107.2	5397.6	10.0	54.4
74	lightgbm	robust_scaling	class_weight	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9881849543494331	0.8761798360649788	0.8399864981305395	0.8197871846117641	0.9595825668905483	0.9939443189230804	0.9967070868186572	0.9985575760328217	0.9893739563072899	0.758415353206877	0.6832659094424218	0.6410167931907063	0.929791177473807	103.6	5399.8	7.8	58.0
75	lightgbm	robust_scaling	class_weight	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9880772279736538	0.8755597425778312	0.8401582264805038	0.8203381756087991	0.9566296325158377	0.9938884586503998	0.9965961802329308	0.998409653878437	0.9894085843953766	0.7572310265052625	0.6837202727280767	0.6422666973391611	0.9238506806362988	103.8	5399.0	8.6	57.8
76	lightgbm	robust_scaling	class_weight	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9878258234462189	0.8722851406960276	0.8365212128466958	0.8166006445336148	0.9551809993319686	0.9937603623772743	0.996522506707841	0.9983726716299165	0.9891913946711819	0.7508099190147808	0.6765199189855505	0.6348286174373131	0.9211706039927551	102.6	5398.8	8.8	59.0
77	lightgbm	robust_scaling	class_weight	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.987610351351883	0.8706042298067944	0.8355293337102492	0.8158908981219974	0.9508365422039677	0.9936492739314107	0.9963673457020088	0.9981877467079163	0.9891522589395396	0.747559185682178	0.6746913217184896	0.6335940495360785	0.9125208254683959	102.4	5397.8	9.8	59.2
78	lightgbm	robust_scaling	class_weight	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9881490477067041	0.8774577091759662	0.8440444543370151	0.8251923354809616	0.9529167191680059	0.9939237334882094	0.9964776210261871	0.9981877535476148	0.9896971452267926	0.760991684863723	0.6916112876478433	0.6521969174143087	0.9161362931092192	105.4	5397.8	9.8	56.2
79	lightgbm	robust_scaling	class_weight	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9884004199961766	0.8803823678245559	0.8475251035980177	0.8289068553456174	0.9539409840039681	0.994052204957895	0.9965513909753712	0.9982247221167387	0.989915469173807	0.7667125306912166	0.6984988162206645	0.6595889885744958	0.9179664988341292	106.6	5398.0	9.6	55.0
80	lightgbm	robust_scaling	class_weight	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9881490283639266	0.8773612738208023	0.8439857872830707	0.8251884945794583	0.9531520736778006	0.9939237932284366	0.9964775898375432	0.9981877398682182	0.9896976606399429	0.7607987544131682	0.6914939847285985	0.6521892492906984	0.9166064867156585	105.4	5397.8	9.8	56.2
81	lightgbm	robust_scaling	class_weight	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9885440723574623	0.8818376656161935	0.8484932809920889	0.8295987863978901	0.9563870139018948	0.9941259419245195	0.9966474214209219	0.9983356757019992	0.989952293650885	0.7695493893078675	0.7003391405632555	0.6608618970937811	0.9228217341529049	106.8	5398.6	9.0	54.8
82	lightgbm	robust_scaling	class_weight	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9883285938155337	0.8803372521410633	0.8483294005616949	0.8300827847374833	0.9510320495410225	0.9940145120515872	0.996447807463824	0.9980767726035612	0.9899858638027087	0.7666599922305395	0.7002109936595659	0.6620887968714055	0.9120782352793364	107.0	5397.2	10.4	54.6
83	lightgbm	robust_scaling	class_weight	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9882927065155824	0.8802666338750796	0.848686714225734	0.8306745954646935	0.9499968824015692	0.9939956863968662	0.9963959778495781	0.9980028217859163	0.9900215738616428	0.7665375813532929	0.7009774506018898	0.6633463691434706	0.9099721909414956	107.2	5396.8	10.8	54.4
84	lightgbm	robust_scaling	class_weight	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131281687903	0.8773653063685363	0.8444343006699695	0.8257726235036618	0.9509773398803787	0.993905008386758	0.9964259022952799	0.9981137616917802	0.9897323184000513	0.7608256043503145	0.692442699044659	0.6534314853155433	0.912222361360706	105.6	5397.4	10.2	56.0
85	lightgbm	robust_scaling	class_weight	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.882440120485289	0.8522584834609825	0.8349516085117996	0.9484559673647711	0.994068369700958	0.996358778502092	0.9978918682006558	0.990275419184807	0.77081187126962	0.7081581884198731	0.672011348822943	0.906636515544735	108.6	5396.2	11.4	53.0
86	lightgbm	robust_scaling	class_weight	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9866407559415371	0.8546665330736074	0.8126730010096962	0.7901810145901905	0.9601930891408689	0.9931593366101316	0.9965016973084755	0.9987425214739167	0.9876385054740707	0.7161737295370834	0.6288443047109171	0.5816195077064642	0.9327476728076667	94.0	5400.8	6.8	67.6
87	lightgbm	robust_scaling	class_weight	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9866766754794511	0.8562656039325315	0.8157208012971658	0.7938114193022212	0.9561674476952969	0.9931763205513544	0.996398065776716	0.9985575828725199	0.9878529875334605	0.7193548873137088	0.6350435368176157	0.5890652557319224	0.9244819078571332	95.2	5399.8	7.8	66.4
88	lightgbm	robust_scaling	class_weight	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9866407623891297	0.85485183954347	0.813141177819694	0.7907836380585034	0.9596305506301259	0.9931590888887267	0.9964794763987621	0.9987055323856977	0.987674407032048	0.7165445901982129	0.6298028792406256	0.582861743731309	0.9315866942282037	94.2	5400.6	7.0	67.4
89	lightgbm	robust_scaling	class_weight	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863534576665582	0.8524410610175085	0.8118841017723559	0.7900407297807739	0.9532261113685625	0.99301114416589	0.9962652483534293	0.9984466156078632	0.9876349687544448	0.7118709778691268	0.6275029551912825	0.5816348439536845	0.9188172539826802	94.0	5399.2	8.4	67.6
90	lightgbm	robust_scaling	class_weight	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9877899103558974	0.8714052781878057	0.8346059949858393	0.8141831514619706	0.9571870047441049	0.9937426436247268	0.9965817523575563	0.998483625215177	0.9890469774271224	0.7490679127508842	0.6726302376141222	0.6298826777087646	0.9253270320610874	101.8	5399.4	8.2	59.8
91	lightgbm	robust_scaling	class_weight	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462966801668	0.8695998735920025	0.8319443725944122	0.8111190534751007	0.9578692720049287	0.9936694608377754	0.9965744560269526	0.9985206006239993	0.9888653579636955	0.7455302863462296	0.6673142891618721	0.623717506326202	0.9268731860461619	100.8	5399.6	8.0	60.8
92	lightgbm	robust_scaling	class_weight	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9878258427889964	0.8724485327957294	0.8362139231422093	0.8160171913743273	0.9560749963834774	0.9937602594085198	0.99654465147448	0.9984096607181355	0.9891542684628938	0.7511368061829391	0.6758831948099385	0.6336247220305192	0.9229957243040608	102.4	5399.0	8.6	59.2
93	lightgbm	robust_scaling	class_weight	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9877180906228471	0.8707001184419794	0.8339432909549597	0.8135435354855897	0.9563510563367066	0.9937057809174661	0.9965448162958349	0.9984466292872597	0.9890101945198115	0.7476944559664926	0.6713417656140843	0.62864044168392	0.9236919181536019	101.6	5399.2	8.4	60.0
94	lightgbm	robust_scaling	class_weight	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9880053953454185	0.8763238649159562	0.8432651737595419	0.8245118929347075	0.949940086104115	0.9938497322377776	0.9963816132484633	0.9980767726035612	0.9896586369846668	0.7587979975941346	0.6901487342706207	0.6509470132658537	0.9102215352235625	105.2	5397.2	10.4	56.4
95	lightgbm	robust_scaling	class_weight	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9884004328913616	0.8807095163898977	0.8476959631018479	0.8289145234692274	0.9537631067371821	0.9940518989065807	0.9965513767258839	0.9982247221167387	0.9899139737723412	0.7673671338732146	0.698840549477812	0.6596043248217162	0.917612239702023	106.6	5398.0	9.6	55.0
96	lightgbm	robust_scaling	class_weight	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131410639752	0.8770252049462333	0.8431245146880986	0.8239762381848926	0.9532208817917696	0.9939054940732314	0.9964924688637533	0.9982246947579458	0.989623906634497	0.7601449158192348	0.6897565605124437	0.6497277816118396	0.9168178569490422	105.0	5398.0	9.6	56.6
97	lightgbm	robust_scaling	class_weight	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.881485361825737	0.8491640485208054	0.8307370611961687	0.9527894102125524	0.9940697428524142	0.996514280814605	0.9981507576196973	0.9900224250352128	0.7689009807990599	0.7018138162270058	0.6633233647726401	0.915556395389892	107.2	5397.6	10.0	54.4
98	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9881849543494331	0.8761798360649788	0.8399864981305395	0.8197871846117641	0.9595825668905483	0.9939443189230804	0.9967070868186572	0.9985575760328217	0.9893739563072899	0.758415353206877	0.6832659094424218	0.6410167931907063	0.929791177473807	103.6	5399.8	7.8	58.0
99	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9880772279736538	0.8755597425778312	0.8401582264805038	0.8203381756087991	0.9566296325158377	0.9938884586503998	0.9965961802329308	0.998409653878437	0.9894085843953766	0.7572310265052625	0.6837202727280767	0.6422666973391611	0.9238506806362988	103.8	5399.0	8.6	57.8
100	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9878258234462189	0.8722851406960276	0.8365212128466958	0.8166006445336148	0.9551809993319686	0.9937603623772743	0.996522506707841	0.9983726716299165	0.9891913946711819	0.7508099190147808	0.6765199189855505	0.6348286174373131	0.9211706039927551	102.6	5398.8	8.8	59.0
101	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.987610351351883	0.8706042298067944	0.8355293337102492	0.8158908981219974	0.9508365422039677	0.9936492739314107	0.9963673457020088	0.9981877467079163	0.9891522589395396	0.747559185682178	0.6746913217184896	0.6335940495360785	0.9125208254683959	102.4	5397.8	9.8	59.2
102	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9881490477067041	0.8774577091759662	0.8440444543370151	0.8251923354809616	0.9529167191680059	0.9939237334882094	0.9964776210261871	0.9981877535476148	0.9896971452267926	0.760991684863723	0.6916112876478433	0.6521969174143087	0.9161362931092192	105.4	5397.8	9.8	56.2
103	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9884004199961766	0.8803823678245559	0.8475251035980177	0.8289068553456174	0.9539409840039681	0.994052204957895	0.9965513909753712	0.9982247221167387	0.989915469173807	0.7667125306912166	0.6984988162206645	0.6595889885744958	0.9179664988341292	106.6	5398.0	9.6	55.0
104	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9881490283639266	0.8773612738208023	0.8439857872830707	0.8251884945794583	0.9531520736778006	0.9939237932284366	0.9964775898375432	0.9981877398682182	0.9896976606399429	0.7607987544131682	0.6914939847285985	0.6521892492906984	0.9166064867156585	105.4	5397.8	9.8	56.2
105	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9885440723574623	0.8818376656161935	0.8484932809920889	0.8295987863978901	0.9563870139018948	0.9941259419245195	0.9966474214209219	0.9983356757019992	0.989952293650885	0.7695493893078675	0.7003391405632555	0.6608618970937811	0.9228217341529049	106.8	5398.6	9.0	54.8
106	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9883285938155337	0.8803372521410633	0.8483294005616949	0.8300827847374833	0.9510320495410225	0.9940145120515872	0.996447807463824	0.9980767726035612	0.9899858638027087	0.7666599922305395	0.7002109936595659	0.6620887968714055	0.9120782352793364	107.0	5397.2	10.4	54.6
107	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9882927065155824	0.8802666338750796	0.848686714225734	0.8306745954646935	0.9499968824015692	0.9939956863968662	0.9963959778495781	0.9980028217859163	0.9900215738616428	0.7665375813532929	0.7009774506018898	0.6633463691434706	0.9099721909414956	107.2	5396.8	10.8	54.4
108	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131281687903	0.8773653063685363	0.8444343006699695	0.8257726235036618	0.9509773398803787	0.993905008386758	0.9964259022952799	0.9981137616917802	0.9897323184000513	0.7608256043503145	0.692442699044659	0.6534314853155433	0.912222361360706	105.6	5397.4	10.2	56.0
109	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.882440120485289	0.8522584834609825	0.8349516085117996	0.9484559673647711	0.994068369700958	0.996358778502092	0.9978918682006558	0.990275419184807	0.77081187126962	0.7081581884198731	0.672011348822943	0.906636515544735	108.6	5396.2	11.4	53.0
110	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9866407559415371	0.8546665330736074	0.8126730010096962	0.7901810145901905	0.9601930891408689	0.9931593366101316	0.9965016973084755	0.9987425214739167	0.9876385054740707	0.7161737295370834	0.6288443047109171	0.5816195077064642	0.9327476728076667	94.0	5400.8	6.8	67.6
111	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9866766754794511	0.8562656039325315	0.8157208012971658	0.7938114193022212	0.9561674476952969	0.9931763205513544	0.996398065776716	0.9985575828725199	0.9878529875334605	0.7193548873137088	0.6350435368176157	0.5890652557319224	0.9244819078571332	95.2	5399.8	7.8	66.4
112	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9866407623891297	0.85485183954347	0.813141177819694	0.7907836380585034	0.9596305506301259	0.9931590888887267	0.9964794763987621	0.9987055323856977	0.987674407032048	0.7165445901982129	0.6298028792406256	0.582861743731309	0.9315866942282037	94.2	5400.6	7.0	67.4
113	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863534576665582	0.8524410610175085	0.8118841017723559	0.7900407297807739	0.9532261113685625	0.99301114416589	0.9962652483534293	0.9984466156078632	0.9876349687544448	0.7118709778691268	0.6275029551912825	0.5816348439536845	0.9188172539826802	94.0	5399.2	8.4	67.6
114	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9877899103558974	0.8714052781878057	0.8346059949858393	0.8141831514619706	0.9571870047441049	0.9937426436247268	0.9965817523575563	0.998483625215177	0.9890469774271224	0.7490679127508842	0.6726302376141222	0.6298826777087646	0.9253270320610874	101.8	5399.4	8.2	59.8
115	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462966801668	0.8695998735920025	0.8319443725944122	0.8111190534751007	0.9578692720049287	0.9936694608377754	0.9965744560269526	0.9985206006239993	0.9888653579636955	0.7455302863462296	0.6673142891618721	0.623717506326202	0.9268731860461619	100.8	5399.6	8.0	60.8
116	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9878258427889964	0.8724485327957294	0.8362139231422093	0.8160171913743273	0.9560749963834774	0.9937602594085198	0.99654465147448	0.9984096607181355	0.9891542684628938	0.7511368061829391	0.6758831948099385	0.6336247220305192	0.9229957243040608	102.4	5399.0	8.6	59.2
117	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9877180906228471	0.8707001184419794	0.8339432909549597	0.8135435354855897	0.9563510563367066	0.9937057809174661	0.9965448162958349	0.9984466292872597	0.9890101945198115	0.7476944559664926	0.6713417656140843	0.62864044168392	0.9236919181536019	101.6	5399.2	8.4	60.0
118	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9880053953454185	0.8763238649159562	0.8432651737595419	0.8245118929347075	0.949940086104115	0.9938497322377776	0.9963816132484633	0.9980767726035612	0.9896586369846668	0.7587979975941346	0.6901487342706207	0.6509470132658537	0.9102215352235625	105.2	5397.2	10.4	56.4
119	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9884004328913616	0.8807095163898977	0.8476959631018479	0.8289145234692274	0.9537631067371821	0.9940518989065807	0.9965513767258839	0.9982247221167387	0.9899139737723412	0.7673671338732146	0.698840549477812	0.6596043248217162	0.917612239702023	106.6	5398.0	9.6	55.0
120	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131410639752	0.8770252049462333	0.8431245146880986	0.8239762381848926	0.9532208817917696	0.9939054940732314	0.9964924688637533	0.9982246947579458	0.989623906634497	0.7601449158192348	0.6897565605124437	0.6497277816118396	0.9168178569490422	105.0	5398.0	9.6	56.6
121	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.881485361825737	0.8491640485208054	0.8307370611961687	0.9527894102125524	0.9940697428524142	0.996514280814605	0.9981507576196973	0.9900224250352128	0.7689009807990599	0.7018138162270058	0.6633233647726401	0.915556395389892	107.2	5397.6	10.0	54.4
122	lightgbm	minmax_scaling	class_weight	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9881849543494331	0.8761798360649788	0.8399864981305395	0.8197871846117641	0.9595825668905483	0.9939443189230804	0.9967070868186572	0.9985575760328217	0.9893739563072899	0.758415353206877	0.6832659094424218	0.6410167931907063	0.929791177473807	103.6	5399.8	7.8	58.0
123	lightgbm	minmax_scaling	class_weight	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9880772279736538	0.8755597425778312	0.8401582264805038	0.8203381756087991	0.9566296325158377	0.9938884586503998	0.9965961802329308	0.998409653878437	0.9894085843953766	0.7572310265052625	0.6837202727280767	0.6422666973391611	0.9238506806362988	103.8	5399.0	8.6	57.8
124	lightgbm	minmax_scaling	class_weight	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9878258234462189	0.8722851406960276	0.8365212128466958	0.8166006445336148	0.9551809993319686	0.9937603623772743	0.996522506707841	0.9983726716299165	0.9891913946711819	0.7508099190147808	0.6765199189855505	0.6348286174373131	0.9211706039927551	102.6	5398.8	8.8	59.0
125	lightgbm	minmax_scaling	class_weight	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.987610351351883	0.8706042298067944	0.8355293337102492	0.8158908981219974	0.9508365422039677	0.9936492739314107	0.9963673457020088	0.9981877467079163	0.9891522589395396	0.747559185682178	0.6746913217184896	0.6335940495360785	0.9125208254683959	102.4	5397.8	9.8	59.2
126	lightgbm	minmax_scaling	class_weight	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9881490477067041	0.8774577091759662	0.8440444543370151	0.8251923354809616	0.9529167191680059	0.9939237334882094	0.9964776210261871	0.9981877535476148	0.9896971452267926	0.760991684863723	0.6916112876478433	0.6521969174143087	0.9161362931092192	105.4	5397.8	9.8	56.2
127	lightgbm	minmax_scaling	class_weight	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9884004199961766	0.8803823678245559	0.8475251035980177	0.8289068553456174	0.9539409840039681	0.994052204957895	0.9965513909753712	0.9982247221167387	0.989915469173807	0.7667125306912166	0.6984988162206645	0.6595889885744958	0.9179664988341292	106.6	5398.0	9.6	55.0
128	lightgbm	minmax_scaling	class_weight	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9881490283639266	0.8773612738208023	0.8439857872830707	0.8251884945794583	0.9531520736778006	0.9939237932284366	0.9964775898375432	0.9981877398682182	0.9896976606399429	0.7607987544131682	0.6914939847285985	0.6521892492906984	0.9166064867156585	105.4	5397.8	9.8	56.2
129	lightgbm	minmax_scaling	class_weight	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9885440723574623	0.8818376656161935	0.8484932809920889	0.8295987863978901	0.9563870139018948	0.9941259419245195	0.9966474214209219	0.9983356757019992	0.989952293650885	0.7695493893078675	0.7003391405632555	0.6608618970937811	0.9228217341529049	106.8	5398.6	9.0	54.8
130	lightgbm	minmax_scaling	class_weight	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9883285938155337	0.8803372521410633	0.8483294005616949	0.8300827847374833	0.9510320495410225	0.9940145120515872	0.996447807463824	0.9980767726035612	0.9899858638027087	0.7666599922305395	0.7002109936595659	0.6620887968714055	0.9120782352793364	107.0	5397.2	10.4	54.6
131	lightgbm	minmax_scaling	class_weight	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9882927065155824	0.8802666338750796	0.848686714225734	0.8306745954646935	0.9499968824015692	0.9939956863968662	0.9963959778495781	0.9980028217859163	0.9900215738616428	0.7665375813532929	0.7009774506018898	0.6633463691434706	0.9099721909414956	107.2	5396.8	10.8	54.4
132	lightgbm	minmax_scaling	class_weight	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131281687903	0.8773653063685363	0.8444343006699695	0.8257726235036618	0.9509773398803787	0.993905008386758	0.9964259022952799	0.9981137616917802	0.9897323184000513	0.7608256043503145	0.692442699044659	0.6534314853155433	0.912222361360706	105.6	5397.4	10.2	56.0
133	lightgbm	minmax_scaling	class_weight	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.882440120485289	0.8522584834609825	0.8349516085117996	0.9484559673647711	0.994068369700958	0.996358778502092	0.9978918682006558	0.990275419184807	0.77081187126962	0.7081581884198731	0.672011348822943	0.906636515544735	108.6	5396.2	11.4	53.0
134	lightgbm	minmax_scaling	class_weight	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9866407559415371	0.8546665330736074	0.8126730010096962	0.7901810145901905	0.9601930891408689	0.9931593366101316	0.9965016973084755	0.9987425214739167	0.9876385054740707	0.7161737295370834	0.6288443047109171	0.5816195077064642	0.9327476728076667	94.0	5400.8	6.8	67.6
135	lightgbm	minmax_scaling	class_weight	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9866766754794511	0.8562656039325315	0.8157208012971658	0.7938114193022212	0.9561674476952969	0.9931763205513544	0.996398065776716	0.9985575828725199	0.9878529875334605	0.7193548873137088	0.6350435368176157	0.5890652557319224	0.9244819078571332	95.2	5399.8	7.8	66.4
136	lightgbm	minmax_scaling	class_weight	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9866407623891297	0.85485183954347	0.813141177819694	0.7907836380585034	0.9596305506301259	0.9931590888887267	0.9964794763987621	0.9987055323856977	0.987674407032048	0.7165445901982129	0.6298028792406256	0.582861743731309	0.9315866942282037	94.2	5400.6	7.0	67.4
137	lightgbm	minmax_scaling	class_weight	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863534576665582	0.8524410610175085	0.8118841017723559	0.7900407297807739	0.9532261113685625	0.99301114416589	0.9962652483534293	0.9984466156078632	0.9876349687544448	0.7118709778691268	0.6275029551912825	0.5816348439536845	0.9188172539826802	94.0	5399.2	8.4	67.6
138	lightgbm	minmax_scaling	class_weight	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9877899103558974	0.8714052781878057	0.8346059949858393	0.8141831514619706	0.9571870047441049	0.9937426436247268	0.9965817523575563	0.998483625215177	0.9890469774271224	0.7490679127508842	0.6726302376141222	0.6298826777087646	0.9253270320610874	101.8	5399.4	8.2	59.8
139	lightgbm	minmax_scaling	class_weight	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462966801668	0.8695998735920025	0.8319443725944122	0.8111190534751007	0.9578692720049287	0.9936694608377754	0.9965744560269526	0.9985206006239993	0.9888653579636955	0.7455302863462296	0.6673142891618721	0.623717506326202	0.9268731860461619	100.8	5399.6	8.0	60.8
140	lightgbm	minmax_scaling	class_weight	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9878258427889964	0.8724485327957294	0.8362139231422093	0.8160171913743273	0.9560749963834774	0.9937602594085198	0.99654465147448	0.9984096607181355	0.9891542684628938	0.7511368061829391	0.6758831948099385	0.6336247220305192	0.9229957243040608	102.4	5399.0	8.6	59.2
141	lightgbm	minmax_scaling	class_weight	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9877180906228471	0.8707001184419794	0.8339432909549597	0.8135435354855897	0.9563510563367066	0.9937057809174661	0.9965448162958349	0.9984466292872597	0.9890101945198115	0.7476944559664926	0.6713417656140843	0.62864044168392	0.9236919181536019	101.6	5399.2	8.4	60.0
142	lightgbm	minmax_scaling	class_weight	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9880053953454185	0.8763238649159562	0.8432651737595419	0.8245118929347075	0.949940086104115	0.9938497322377776	0.9963816132484633	0.9980767726035612	0.9896586369846668	0.7587979975941346	0.6901487342706207	0.6509470132658537	0.9102215352235625	105.2	5397.2	10.4	56.4
143	lightgbm	minmax_scaling	class_weight	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9884004328913616	0.8807095163898977	0.8476959631018479	0.8289145234692274	0.9537631067371821	0.9940518989065807	0.9965513767258839	0.9982247221167387	0.9899139737723412	0.7673671338732146	0.698840549477812	0.6596043248217162	0.917612239702023	106.6	5398.0	9.6	55.0
144	lightgbm	minmax_scaling	class_weight	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131410639752	0.8770252049462333	0.8431245146880986	0.8239762381848926	0.9532208817917696	0.9939054940732314	0.9964924688637533	0.9982246947579458	0.989623906634497	0.7601449158192348	0.6897565605124437	0.6497277816118396	0.9168178569490422	105.0	5398.0	9.6	56.6
145	lightgbm	minmax_scaling	class_weight	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.881485361825737	0.8491640485208054	0.8307370611961687	0.9527894102125524	0.9940697428524142	0.996514280814605	0.9981507576196973	0.9900224250352128	0.7689009807990599	0.7018138162270058	0.6633233647726401	0.915556395389892	107.2	5397.6	10.0	54.4
146	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9881849543494331	0.8761798360649788	0.8399864981305395	0.8197871846117641	0.9595825668905483	0.9939443189230804	0.9967070868186572	0.9985575760328217	0.9893739563072899	0.758415353206877	0.6832659094424218	0.6410167931907063	0.929791177473807	103.6	5399.8	7.8	58.0
147	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9880772279736538	0.8755597425778312	0.8401582264805038	0.8203381756087991	0.9566296325158377	0.9938884586503998	0.9965961802329308	0.998409653878437	0.9894085843953766	0.7572310265052625	0.6837202727280767	0.6422666973391611	0.9238506806362988	103.8	5399.0	8.6	57.8
148	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9878258234462189	0.8722851406960276	0.8365212128466958	0.8166006445336148	0.9551809993319686	0.9937603623772743	0.996522506707841	0.9983726716299165	0.9891913946711819	0.7508099190147808	0.6765199189855505	0.6348286174373131	0.9211706039927551	102.6	5398.8	8.8	59.0
149	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.987610351351883	0.8706042298067944	0.8355293337102492	0.8158908981219974	0.9508365422039677	0.9936492739314107	0.9963673457020088	0.9981877467079163	0.9891522589395396	0.747559185682178	0.6746913217184896	0.6335940495360785	0.9125208254683959	102.4	5397.8	9.8	59.2
150	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9881490477067041	0.8774577091759662	0.8440444543370151	0.8251923354809616	0.9529167191680059	0.9939237334882094	0.9964776210261871	0.9981877535476148	0.9896971452267926	0.760991684863723	0.6916112876478433	0.6521969174143087	0.9161362931092192	105.4	5397.8	9.8	56.2
151	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9884004199961766	0.8803823678245559	0.8475251035980177	0.8289068553456174	0.9539409840039681	0.994052204957895	0.9965513909753712	0.9982247221167387	0.989915469173807	0.7667125306912166	0.6984988162206645	0.6595889885744958	0.9179664988341292	106.6	5398.0	9.6	55.0
152	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9881490283639266	0.8773612738208023	0.8439857872830707	0.8251884945794583	0.9531520736778006	0.9939237932284366	0.9964775898375432	0.9981877398682182	0.9896976606399429	0.7607987544131682	0.6914939847285985	0.6521892492906984	0.9166064867156585	105.4	5397.8	9.8	56.2
153	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9885440723574623	0.8818376656161935	0.8484932809920889	0.8295987863978901	0.9563870139018948	0.9941259419245195	0.9966474214209219	0.9983356757019992	0.989952293650885	0.7695493893078675	0.7003391405632555	0.6608618970937811	0.9228217341529049	106.8	5398.6	9.0	54.8
154	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9883285938155337	0.8803372521410633	0.8483294005616949	0.8300827847374833	0.9510320495410225	0.9940145120515872	0.996447807463824	0.9980767726035612	0.9899858638027087	0.7666599922305395	0.7002109936595659	0.6620887968714055	0.9120782352793364	107.0	5397.2	10.4	54.6
155	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9882927065155824	0.8802666338750796	0.848686714225734	0.8306745954646935	0.9499968824015692	0.9939956863968662	0.9963959778495781	0.9980028217859163	0.9900215738616428	0.7665375813532929	0.7009774506018898	0.6633463691434706	0.9099721909414956	107.2	5396.8	10.8	54.4
156	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131281687903	0.8773653063685363	0.8444343006699695	0.8257726235036618	0.9509773398803787	0.993905008386758	0.9964259022952799	0.9981137616917802	0.9897323184000513	0.7608256043503145	0.692442699044659	0.6534314853155433	0.912222361360706	105.6	5397.4	10.2	56.0
157	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.882440120485289	0.8522584834609825	0.8349516085117996	0.9484559673647711	0.994068369700958	0.996358778502092	0.9978918682006558	0.990275419184807	0.77081187126962	0.7081581884198731	0.672011348822943	0.906636515544735	108.6	5396.2	11.4	53.0
158	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9866407559415371	0.8546665330736074	0.8126730010096962	0.7901810145901905	0.9601930891408689	0.9931593366101316	0.9965016973084755	0.9987425214739167	0.9876385054740707	0.7161737295370834	0.6288443047109171	0.5816195077064642	0.9327476728076667	94.0	5400.8	6.8	67.6
159	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9866766754794511	0.8562656039325315	0.8157208012971658	0.7938114193022212	0.9561674476952969	0.9931763205513544	0.996398065776716	0.9985575828725199	0.9878529875334605	0.7193548873137088	0.6350435368176157	0.5890652557319224	0.9244819078571332	95.2	5399.8	7.8	66.4
160	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9866407623891297	0.85485183954347	0.813141177819694	0.7907836380585034	0.9596305506301259	0.9931590888887267	0.9964794763987621	0.9987055323856977	0.987674407032048	0.7165445901982129	0.6298028792406256	0.582861743731309	0.9315866942282037	94.2	5400.6	7.0	67.4
161	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863534576665582	0.8524410610175085	0.8118841017723559	0.7900407297807739	0.9532261113685625	0.99301114416589	0.9962652483534293	0.9984466156078632	0.9876349687544448	0.7118709778691268	0.6275029551912825	0.5816348439536845	0.9188172539826802	94.0	5399.2	8.4	67.6
162	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9877899103558974	0.8714052781878057	0.8346059949858393	0.8141831514619706	0.9571870047441049	0.9937426436247268	0.9965817523575563	0.998483625215177	0.9890469774271224	0.7490679127508842	0.6726302376141222	0.6298826777087646	0.9253270320610874	101.8	5399.4	8.2	59.8
163	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462966801668	0.8695998735920025	0.8319443725944122	0.8111190534751007	0.9578692720049287	0.9936694608377754	0.9965744560269526	0.9985206006239993	0.9888653579636955	0.7455302863462296	0.6673142891618721	0.623717506326202	0.9268731860461619	100.8	5399.6	8.0	60.8
164	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9878258427889964	0.8724485327957294	0.8362139231422093	0.8160171913743273	0.9560749963834774	0.9937602594085198	0.99654465147448	0.9984096607181355	0.9891542684628938	0.7511368061829391	0.6758831948099385	0.6336247220305192	0.9229957243040608	102.4	5399.0	8.6	59.2
165	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9877180906228471	0.8707001184419794	0.8339432909549597	0.8135435354855897	0.9563510563367066	0.9937057809174661	0.9965448162958349	0.9984466292872597	0.9890101945198115	0.7476944559664926	0.6713417656140843	0.62864044168392	0.9236919181536019	101.6	5399.2	8.4	60.0
166	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9880053953454185	0.8763238649159562	0.8432651737595419	0.8245118929347075	0.949940086104115	0.9938497322377776	0.9963816132484633	0.9980767726035612	0.9896586369846668	0.7587979975941346	0.6901487342706207	0.6509470132658537	0.9102215352235625	105.2	5397.2	10.4	56.4
167	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9884004328913616	0.8807095163898977	0.8476959631018479	0.8289145234692274	0.9537631067371821	0.9940518989065807	0.9965513767258839	0.9982247221167387	0.9899139737723412	0.7673671338732146	0.698840549477812	0.6596043248217162	0.917612239702023	106.6	5398.0	9.6	55.0
168	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131410639752	0.8770252049462333	0.8431245146880986	0.8239762381848926	0.9532208817917696	0.9939054940732314	0.9964924688637533	0.9982246947579458	0.989623906634497	0.7601449158192348	0.6897565605124437	0.6497277816118396	0.9168178569490422	105.0	5398.0	9.6	56.6
169	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.881485361825737	0.8491640485208054	0.8307370611961687	0.9527894102125524	0.9940697428524142	0.996514280814605	0.9981507576196973	0.9900224250352128	0.7689009807990599	0.7018138162270058	0.6633233647726401	0.915556395389892	107.2	5397.6	10.0	54.4
170	lightgbm	yeo_johnson	class_weight	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9881849543494331	0.8761798360649788	0.8399864981305395	0.8197871846117641	0.9595825668905483	0.9939443189230804	0.9967070868186572	0.9985575760328217	0.9893739563072899	0.758415353206877	0.6832659094424218	0.6410167931907063	0.929791177473807	103.6	5399.8	7.8	58.0
171	lightgbm	yeo_johnson	class_weight	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9880772279736538	0.8755597425778312	0.8401582264805038	0.8203381756087991	0.9566296325158377	0.9938884586503998	0.9965961802329308	0.998409653878437	0.9894085843953766	0.7572310265052625	0.6837202727280767	0.6422666973391611	0.9238506806362988	103.8	5399.0	8.6	57.8
172	lightgbm	yeo_johnson	class_weight	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9878258234462189	0.8722851406960276	0.8365212128466958	0.8166006445336148	0.9551809993319686	0.9937603623772743	0.996522506707841	0.9983726716299165	0.9891913946711819	0.7508099190147808	0.6765199189855505	0.6348286174373131	0.9211706039927551	102.6	5398.8	8.8	59.0
173	lightgbm	yeo_johnson	class_weight	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.987610351351883	0.8706042298067944	0.8355293337102492	0.8158908981219974	0.9508365422039677	0.9936492739314107	0.9963673457020088	0.9981877467079163	0.9891522589395396	0.747559185682178	0.6746913217184896	0.6335940495360785	0.9125208254683959	102.4	5397.8	9.8	59.2
174	lightgbm	yeo_johnson	class_weight	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9881490477067041	0.8774577091759662	0.8440444543370151	0.8251923354809616	0.9529167191680059	0.9939237334882094	0.9964776210261871	0.9981877535476148	0.9896971452267926	0.760991684863723	0.6916112876478433	0.6521969174143087	0.9161362931092192	105.4	5397.8	9.8	56.2
175	lightgbm	yeo_johnson	class_weight	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9884004199961766	0.8803823678245559	0.8475251035980177	0.8289068553456174	0.9539409840039681	0.994052204957895	0.9965513909753712	0.9982247221167387	0.989915469173807	0.7667125306912166	0.6984988162206645	0.6595889885744958	0.9179664988341292	106.6	5398.0	9.6	55.0
176	lightgbm	yeo_johnson	class_weight	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9881490283639266	0.8773612738208023	0.8439857872830707	0.8251884945794583	0.9531520736778006	0.9939237932284366	0.9964775898375432	0.9981877398682182	0.9896976606399429	0.7607987544131682	0.6914939847285985	0.6521892492906984	0.9166064867156585	105.4	5397.8	9.8	56.2
177	lightgbm	yeo_johnson	class_weight	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9885440723574623	0.8818376656161935	0.8484932809920889	0.8295987863978901	0.9563870139018948	0.9941259419245195	0.9966474214209219	0.9983356757019992	0.989952293650885	0.7695493893078675	0.7003391405632555	0.6608618970937811	0.9228217341529049	106.8	5398.6	9.0	54.8
178	lightgbm	yeo_johnson	class_weight	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9883285938155337	0.8803372521410633	0.8483294005616949	0.8300827847374833	0.9510320495410225	0.9940145120515872	0.996447807463824	0.9980767726035612	0.9899858638027087	0.7666599922305395	0.7002109936595659	0.6620887968714055	0.9120782352793364	107.0	5397.2	10.4	54.6
179	lightgbm	yeo_johnson	class_weight	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9882927065155824	0.8802666338750796	0.848686714225734	0.8306745954646935	0.9499968824015692	0.9939956863968662	0.9963959778495781	0.9980028217859163	0.9900215738616428	0.7665375813532929	0.7009774506018898	0.6633463691434706	0.9099721909414956	107.2	5396.8	10.8	54.4
180	lightgbm	yeo_johnson	class_weight	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131281687903	0.8773653063685363	0.8444343006699695	0.8257726235036618	0.9509773398803787	0.993905008386758	0.9964259022952799	0.9981137616917802	0.9897323184000513	0.7608256043503145	0.692442699044659	0.6534314853155433	0.912222361360706	105.6	5397.4	10.2	56.0
181	lightgbm	yeo_johnson	class_weight	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.882440120485289	0.8522584834609825	0.8349516085117996	0.9484559673647711	0.994068369700958	0.996358778502092	0.9978918682006558	0.990275419184807	0.77081187126962	0.7081581884198731	0.672011348822943	0.906636515544735	108.6	5396.2	11.4	53.0
182	lightgbm	yeo_johnson	class_weight	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9866407559415371	0.8546665330736074	0.8126730010096962	0.7901810145901905	0.9601930891408689	0.9931593366101316	0.9965016973084755	0.9987425214739167	0.9876385054740707	0.7161737295370834	0.6288443047109171	0.5816195077064642	0.9327476728076667	94.0	5400.8	6.8	67.6
183	lightgbm	yeo_johnson	class_weight	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9866766754794511	0.8562656039325315	0.8157208012971658	0.7938114193022212	0.9561674476952969	0.9931763205513544	0.996398065776716	0.9985575828725199	0.9878529875334605	0.7193548873137088	0.6350435368176157	0.5890652557319224	0.9244819078571332	95.2	5399.8	7.8	66.4
184	lightgbm	yeo_johnson	class_weight	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9866407623891297	0.85485183954347	0.813141177819694	0.7907836380585034	0.9596305506301259	0.9931590888887267	0.9964794763987621	0.9987055323856977	0.987674407032048	0.7165445901982129	0.6298028792406256	0.582861743731309	0.9315866942282037	94.2	5400.6	7.0	67.4
185	lightgbm	yeo_johnson	class_weight	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863534576665582	0.8524410610175085	0.8118841017723559	0.7900407297807739	0.9532261113685625	0.99301114416589	0.9962652483534293	0.9984466156078632	0.9876349687544448	0.7118709778691268	0.6275029551912825	0.5816348439536845	0.9188172539826802	94.0	5399.2	8.4	67.6
186	lightgbm	yeo_johnson	class_weight	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9877899103558974	0.8714052781878057	0.8346059949858393	0.8141831514619706	0.9571870047441049	0.9937426436247268	0.9965817523575563	0.998483625215177	0.9890469774271224	0.7490679127508842	0.6726302376141222	0.6298826777087646	0.9253270320610874	101.8	5399.4	8.2	59.8
187	lightgbm	yeo_johnson	class_weight	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462966801668	0.8695998735920025	0.8319443725944122	0.8111190534751007	0.9578692720049287	0.9936694608377754	0.9965744560269526	0.9985206006239993	0.9888653579636955	0.7455302863462296	0.6673142891618721	0.623717506326202	0.9268731860461619	100.8	5399.6	8.0	60.8
188	lightgbm	yeo_johnson	class_weight	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9878258427889964	0.8724485327957294	0.8362139231422093	0.8160171913743273	0.9560749963834774	0.9937602594085198	0.99654465147448	0.9984096607181355	0.9891542684628938	0.7511368061829391	0.6758831948099385	0.6336247220305192	0.9229957243040608	102.4	5399.0	8.6	59.2
189	lightgbm	yeo_johnson	class_weight	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9877180906228471	0.8707001184419794	0.8339432909549597	0.8135435354855897	0.9563510563367066	0.9937057809174661	0.9965448162958349	0.9984466292872597	0.9890101945198115	0.7476944559664926	0.6713417656140843	0.62864044168392	0.9236919181536019	101.6	5399.2	8.4	60.0
190	lightgbm	yeo_johnson	class_weight	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9880053953454185	0.8763238649159562	0.8432651737595419	0.8245118929347075	0.949940086104115	0.9938497322377776	0.9963816132484633	0.9980767726035612	0.9896586369846668	0.7587979975941346	0.6901487342706207	0.6509470132658537	0.9102215352235625	105.2	5397.2	10.4	56.4
191	lightgbm	yeo_johnson	class_weight	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9884004328913616	0.8807095163898977	0.8476959631018479	0.8289145234692274	0.9537631067371821	0.9940518989065807	0.9965513767258839	0.9982247221167387	0.9899139737723412	0.7673671338732146	0.698840549477812	0.6596043248217162	0.917612239702023	106.6	5398.0	9.6	55.0
192	lightgbm	yeo_johnson	class_weight	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9881131410639752	0.8770252049462333	0.8431245146880986	0.8239762381848926	0.9532208817917696	0.9939054940732314	0.9964924688637533	0.9982246947579458	0.989623906634497	0.7601449158192348	0.6897565605124437	0.6497277816118396	0.9168178569490422	105.0	5398.0	9.6	56.6
193	lightgbm	yeo_johnson	class_weight	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9884363395340905	0.881485361825737	0.8491640485208054	0.8307370611961687	0.9527894102125524	0.9940697428524142	0.996514280814605	0.9981507576196973	0.9900224250352128	0.7689009807990599	0.7018138162270058	0.6633233647726401	0.915556395389892	107.2	5397.6	10.0	54.4