Electrocardiogram/lightgbm_tuning_results.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	0.9872871528817676	0.8635827226233982	0.82363889290808	0.8019139194786398	0.9607516165514827	0.9934880771322151	0.9966119285054977	0.9987055323856977	0.9883253364382266	0.7336773681145814	0.6506658573106621	0.605122306571582	0.9331778966647388	97.8	5400.6	7.0	63.8
3	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9873948857051393	0.8660654376430875	0.8278053873421346	0.8067827329934085	0.9571174874451384	0.9935416656406844	0.9965229981920896	0.9985206074636975	0.9886125885446072	0.7385892096454906	0.6590877764921795	0.6150448585231194	0.9256223863456696	99.4	5399.6	8.0	62.2
4	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9872871270913975	0.8636064344844797	0.8240482741313839	0.8025088748233425	0.9596889613355953	0.9934880088638021	0.9965897765183312	0.9986685432974788	0.9883616207181698	0.7337248601051574	0.6515067717444367	0.6063492063492064	0.9310163019530208	98.0	5400.4	7.2	63.6
5	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9871434811777045	0.863449771888091	0.8256341947711338	0.8048454076194018	0.9533828520533423	0.9934127773860718	0.9963827135574705	0.9983726647902182	0.9885024551041862	0.7334867663901103	0.6548856759847967	0.6113181504485852	0.9182632490024984	98.8	5398.8	8.8	62.8
6	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.987358998405188	0.8658212328853709	0.8277045950376559	0.8067604078073429	0.9566247977036533	0.9935230811207543	0.9964934015324072	0.998483625215177	0.9886121814446716	0.7381193846499876	0.6589157885429044	0.6150371903995093	0.9246374139626351	99.4	5399.4	8.2	62.2
7	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462902325743	0.8702280820945317	0.8337605692544805	0.8135218826445911	0.9553624954113376	0.9936685848798849	0.9964855981899191	0.9983726511108216	0.9890093876458101	0.7467875793091783	0.6710355403190421	0.6286711141783605	0.9217156031768651	101.6	5398.8	8.8	60.0
8	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9876103706946605	0.8685306532899453	0.8303217288431941	0.8092965157481593	0.9592309417836985	0.9936518407305781	0.9966115244112512	0.9985945651210407	0.9887583083957047	0.7434094658493124	0.6640319332751371	0.619998466375278	0.9297035751716924	100.2	5400.0	7.6	61.4
9	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9875744640519315	0.8697383859570031	0.8335824387321773	0.8134887344578754	0.9538702717550708	0.993631447606049	0.9964264483135749	0.9982986866137802	0.9890083881850659	0.7458453243079577	0.6707384291507799	0.6286787823019708	0.9187321553250758	101.6	5398.4	9.2	60.0
10	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9876463031277595	0.8696452935291772	0.832345622530247	0.8117216735235644	0.9573224840422384	0.9936693371232203	0.99655223796351	0.9984836046960821	0.988901862104868	0.7456212499351342	0.6681390070969839	0.6249597423510467	0.9257431059796088	101.0	5399.4	8.2	60.6
11	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9879335756123682	0.8735142470990855	0.8373885067575266	0.81727407420208	0.9572776440521376	0.9938154842661611	0.9965889028545231	0.9984466224475614	0.9892278794141068	0.7532130099320097	0.6781881106605302	0.6361015259565985	0.9253274086901682	102.8	5399.2	8.4	58.8
12	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9874667118857822	0.8680481539924493	0.8317553825774301	0.8116330485442184	0.9529694195282257	0.993576898041232	0.9964044843956639	0.9982986866137802	0.9889004742854578	0.7425194099436665	0.6671062807591965	0.6249674104746569	0.9170383647709939	101.0	5398.4	9.2	60.6
13	lightgbm	standard_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9879694887026897	0.8749776173022346	0.840353596310616	0.8209121572972682	0.9537927663883565	0.9938325369626163	0.9964852212462812	0.9982617043652595	0.9894432107974284	0.7561226976418527	0.6842219713749508	0.6435626102292769	0.9181423219792844	104.0	5398.2	9.4	57.6
14	lightgbm	standard_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9864612162803	0.8517213882755159	0.8087404085309796	0.785885510418824	0.9614784852134713	0.9930685455041811	0.9965093140147973	0.9988164928106563	0.9873866482719492	0.7103742310468509	0.620971503047162	0.5729545280269918	0.9355703221549934	92.6	5401.2	6.4	69.0
15	lightgbm	standard_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9862816572762855	0.8494531720877854	0.8062811698729515	0.7834055481958557	0.9607205770272069	0.9929769287184236	0.9964502905368763	0.9987795037224373	0.9872419067787573	0.7059294154571474	0.6161120492090266	0.5680315926692738	0.9341992472756562	91.8	5401.0	6.6	69.8
16	lightgbm	standard_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9868203342883293	0.8567123113396862	0.81462313212734	0.7920698521104123	0.9624609919498163	0.993251161582376	0.9965828464697711	0.9988164928106563	0.9877478834902378	0.7201734610969963	0.632663417784909	0.585323211410168	0.9371741004093945	94.6	5401.2	6.4	67.0
17	lightgbm	standard_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863893900996572	0.8516614690849792	0.8095557057072785	0.7870576057488851	0.9579981706050438	0.9930309459196085	0.9964058116257544	0.9986685432974787	0.9874568744274971	0.7102919922503499	0.6227055997888027	0.5754466682002913	0.9285394667825905	93.0	5400.4	7.2	68.6
18	lightgbm	standard_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9872871464341749	0.8647825564498515	0.8265211036628628	0.8055143377206931	0.9560208920519685	0.9934866215661462	0.9964787449584944	0.998483625215177	0.9885398629294059	0.7360784913335567	0.6565634623672312	0.6125450502262096	0.9235019211745309	99.0	5399.4	8.2	62.6
19	lightgbm	standard_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9872512526866313	0.864242117798965	0.8255296821802522	0.8043135971909393	0.9568082528265623	0.9934684617996755	0.9964935591422892	0.9985206074636975	0.9884674795460324	0.7350157737982544	0.6545658052182155	0.6101065869181811	0.9251490261070924	98.6	5399.6	8.0	63.0
20	lightgbm	standard_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9875385574092025	0.867739957700573	0.8292362302142348	0.808058120624818	0.9590571825576781	0.9936151348160316	0.9965968036054408	0.9985945788004372	0.9886852713014047	0.7418647805851146	0.6618756568230287	0.6175216624491988	0.9294290938139514	99.8	5400.0	7.6	61.8
21	lightgbm	standard_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9878617429841328	0.8718918805916948	0.8343953837040834	0.8136405111931599	0.9597257588431093	0.9937798152798208	0.9966630340635951	0.998594571960739	0.9890116522948971	0.7500039459035688	0.6721277333445717	0.6286864504255809	0.9304398653913216	101.6	5400.0	7.6	60.0
22	lightgbm	standard_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9875744511567464	0.8694904253032434	0.8330898747073772	0.8128784428659526	0.9543165483350643	0.9936317630222906	0.9964486981215537	0.9983356757019992	0.9889726061606664	0.7453490875841962	0.6697310512932007	0.6274212100299057	0.9196604905094622	101.4	5398.6	9.0	60.2
23	lightgbm	standard_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9877540230559461	0.8705274306318904	0.8326760658152557	0.8117771571558929	0.9596652466682235	0.993724889952756	0.9966409360538494	0.998594571960739	0.9889028548898798	0.7473299713110246	0.6687111955766621	0.6249597423510467	0.930427638446567	101.0	5400.0	7.6	60.6
24	lightgbm	standard_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9878976496268617	0.8740424916234224	0.8391944377539111	0.819654574765656	0.9536373604366759	0.9937959382660164	0.9964704965030846	0.9982616838461646	0.9893706349659366	0.7542890449808285	0.681918379004738	0.6410474656851469	0.9179040859074152	103.6	5398.2	9.4	58.0
25	lightgbm	standard_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.98804128264537	0.8754763636546178	0.8405284491350876	0.8209184704711975	0.9551236805467838	0.9938696715557122	0.9965444000780066	0.9983356757019992	0.9894439864987652	0.7570830557535235	0.6845124981921686	0.6435012652403957	0.9208033745948025	104.0	5398.6	9.0	57.6
26	lightgbm	standard_scaling	class_weight	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9872871528817676	0.8635827226233982	0.82363889290808	0.8019139194786398	0.9607516165514827	0.9934880771322151	0.9966119285054977	0.9987055323856977	0.9883253364382266	0.7336773681145814	0.6506658573106621	0.605122306571582	0.9331778966647388	97.8	5400.6	7.0	63.8
27	lightgbm	standard_scaling	class_weight	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9873948857051393	0.8660654376430875	0.8278053873421346	0.8067827329934085	0.9571174874451384	0.9935416656406844	0.9965229981920896	0.9985206074636975	0.9886125885446072	0.7385892096454906	0.6590877764921795	0.6150448585231194	0.9256223863456696	99.4	5399.6	8.0	62.2
28	lightgbm	standard_scaling	class_weight	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9872871270913975	0.8636064344844797	0.8240482741313839	0.8025088748233425	0.9596889613355953	0.9934880088638021	0.9965897765183312	0.9986685432974788	0.9883616207181698	0.7337248601051574	0.6515067717444367	0.6063492063492064	0.9310163019530208	98.0	5400.4	7.2	63.6
29	lightgbm	standard_scaling	class_weight	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9871434811777045	0.863449771888091	0.8256341947711338	0.8048454076194018	0.9533828520533423	0.9934127773860718	0.9963827135574705	0.9983726647902182	0.9885024551041862	0.7334867663901103	0.6548856759847967	0.6113181504485852	0.9182632490024984	98.8	5398.8	8.8	62.8
30	lightgbm	standard_scaling	class_weight	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.987358998405188	0.8658212328853709	0.8277045950376559	0.8067604078073429	0.9566247977036533	0.9935230811207543	0.9964934015324072	0.998483625215177	0.9886121814446716	0.7381193846499876	0.6589157885429044	0.6150371903995093	0.9246374139626351	99.4	5399.4	8.2	62.2
31	lightgbm	standard_scaling	class_weight	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462902325743	0.8702280820945317	0.8337605692544805	0.8135218826445911	0.9553624954113376	0.9936685848798849	0.9964855981899191	0.9983726511108216	0.9890093876458101	0.7467875793091783	0.6710355403190421	0.6286711141783605	0.9217156031768651	101.6	5398.8	8.8	60.0
32	lightgbm	standard_scaling	class_weight	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9876103706946605	0.8685306532899453	0.8303217288431941	0.8092965157481593	0.9592309417836985	0.9936518407305781	0.9966115244112512	0.9985945651210407	0.9887583083957047	0.7434094658493124	0.6640319332751371	0.619998466375278	0.9297035751716924	100.2	5400.0	7.6	61.4
33	lightgbm	standard_scaling	class_weight	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9875744640519315	0.8697383859570031	0.8335824387321773	0.8134887344578754	0.9538702717550708	0.993631447606049	0.9964264483135749	0.9982986866137802	0.9890083881850659	0.7458453243079577	0.6707384291507799	0.6286787823019708	0.9187321553250758	101.6	5398.4	9.2	60.0
34	lightgbm	standard_scaling	class_weight	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9876463031277595	0.8696452935291772	0.832345622530247	0.8117216735235644	0.9573224840422384	0.9936693371232203	0.99655223796351	0.9984836046960821	0.988901862104868	0.7456212499351342	0.6681390070969839	0.6249597423510467	0.9257431059796088	101.0	5399.4	8.2	60.6
35	lightgbm	standard_scaling	class_weight	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9879335756123682	0.8735142470990855	0.8373885067575266	0.81727407420208	0.9572776440521376	0.9938154842661611	0.9965889028545231	0.9984466224475614	0.9892278794141068	0.7532130099320097	0.6781881106605302	0.6361015259565985	0.9253274086901682	102.8	5399.2	8.4	58.8
36	lightgbm	standard_scaling	class_weight	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9874667118857822	0.8680481539924493	0.8317553825774301	0.8116330485442184	0.9529694195282257	0.993576898041232	0.9964044843956639	0.9982986866137802	0.9889004742854578	0.7425194099436665	0.6671062807591965	0.6249674104746569	0.9170383647709939	101.0	5398.4	9.2	60.6
37	lightgbm	standard_scaling	class_weight	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9879694887026897	0.8749776173022346	0.840353596310616	0.8209121572972682	0.9537927663883565	0.9938325369626163	0.9964852212462812	0.9982617043652595	0.9894432107974284	0.7561226976418527	0.6842219713749508	0.6435626102292769	0.9181423219792844	104.0	5398.2	9.4	57.6
38	lightgbm	standard_scaling	class_weight	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9864612162803	0.8517213882755159	0.8087404085309796	0.785885510418824	0.9614784852134713	0.9930685455041811	0.9965093140147973	0.9988164928106563	0.9873866482719492	0.7103742310468509	0.620971503047162	0.5729545280269918	0.9355703221549934	92.6	5401.2	6.4	69.0
39	lightgbm	standard_scaling	class_weight	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9862816572762855	0.8494531720877854	0.8062811698729515	0.7834055481958557	0.9607205770272069	0.9929769287184236	0.9964502905368763	0.9987795037224373	0.9872419067787573	0.7059294154571474	0.6161120492090266	0.5680315926692738	0.9341992472756562	91.8	5401.0	6.6	69.8
40	lightgbm	standard_scaling	class_weight	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9868203342883293	0.8567123113396862	0.81462313212734	0.7920698521104123	0.9624609919498163	0.993251161582376	0.9965828464697711	0.9988164928106563	0.9877478834902378	0.7201734610969963	0.632663417784909	0.585323211410168	0.9371741004093945	94.6	5401.2	6.4	67.0
41	lightgbm	standard_scaling	class_weight	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863893900996572	0.8516614690849792	0.8095557057072785	0.7870576057488851	0.9579981706050438	0.9930309459196085	0.9964058116257544	0.9986685432974787	0.9874568744274971	0.7102919922503499	0.6227055997888027	0.5754466682002913	0.9285394667825905	93.0	5400.4	7.2	68.6
42	lightgbm	standard_scaling	class_weight	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9872871464341749	0.8647825564498515	0.8265211036628628	0.8055143377206931	0.9560208920519685	0.9934866215661462	0.9964787449584944	0.998483625215177	0.9885398629294059	0.7360784913335567	0.6565634623672312	0.6125450502262096	0.9235019211745309	99.0	5399.4	8.2	62.6
43	lightgbm	standard_scaling	class_weight	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9872512526866313	0.864242117798965	0.8255296821802522	0.8043135971909393	0.9568082528265623	0.9934684617996755	0.9964935591422892	0.9985206074636975	0.9884674795460324	0.7350157737982544	0.6545658052182155	0.6101065869181811	0.9251490261070924	98.6	5399.6	8.0	63.0
44	lightgbm	standard_scaling	class_weight	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9875385574092025	0.867739957700573	0.8292362302142348	0.808058120624818	0.9590571825576781	0.9936151348160316	0.9965968036054408	0.9985945788004372	0.9886852713014047	0.7418647805851146	0.6618756568230287	0.6175216624491988	0.9294290938139514	99.8	5400.0	7.6	61.8
45	lightgbm	standard_scaling	class_weight	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9878617429841328	0.8718918805916948	0.8343953837040834	0.8136405111931599	0.9597257588431093	0.9937798152798208	0.9966630340635951	0.998594571960739	0.9890116522948971	0.7500039459035688	0.6721277333445717	0.6286864504255809	0.9304398653913216	101.6	5400.0	7.6	60.0
46	lightgbm	standard_scaling	class_weight	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9875744511567464	0.8694904253032434	0.8330898747073772	0.8128784428659526	0.9543165483350643	0.9936317630222906	0.9964486981215537	0.9983356757019992	0.9889726061606664	0.7453490875841962	0.6697310512932007	0.6274212100299057	0.9196604905094622	101.4	5398.6	9.0	60.2
47	lightgbm	standard_scaling	class_weight	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9877540230559461	0.8705274306318904	0.8326760658152557	0.8117771571558929	0.9596652466682235	0.993724889952756	0.9966409360538494	0.998594571960739	0.9889028548898798	0.7473299713110246	0.6687111955766621	0.6249597423510467	0.930427638446567	101.0	5400.0	7.6	60.6
48	lightgbm	standard_scaling	class_weight	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9878976496268617	0.8740424916234224	0.8391944377539111	0.819654574765656	0.9536373604366759	0.9937959382660164	0.9964704965030846	0.9982616838461646	0.9893706349659366	0.7542890449808285	0.681918379004738	0.6410474656851469	0.9179040859074152	103.6	5398.2	9.4	58.0
49	lightgbm	standard_scaling	class_weight	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.98804128264537	0.8754763636546178	0.8405284491350876	0.8209184704711975	0.9551236805467838	0.9938696715557122	0.9965444000780066	0.9983356757019992	0.9894439864987652	0.7570830557535235	0.6845124981921686	0.6435012652403957	0.9208033745948025	104.0	5398.6	9.0	57.6
50	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9872871528817676	0.8635827226233982	0.82363889290808	0.8019139194786398	0.9607516165514827	0.9934880771322151	0.9966119285054977	0.9987055323856977	0.9883253364382266	0.7336773681145814	0.6506658573106621	0.605122306571582	0.9331778966647388	97.8	5400.6	7.0	63.8
51	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9873948857051393	0.8660654376430875	0.8278053873421346	0.8067827329934085	0.9571174874451384	0.9935416656406844	0.9965229981920896	0.9985206074636975	0.9886125885446072	0.7385892096454906	0.6590877764921795	0.6150448585231194	0.9256223863456696	99.4	5399.6	8.0	62.2
52	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9872871270913975	0.8636064344844797	0.8240482741313839	0.8025088748233425	0.9596889613355953	0.9934880088638021	0.9965897765183312	0.9986685432974788	0.9883616207181698	0.7337248601051574	0.6515067717444367	0.6063492063492064	0.9310163019530208	98.0	5400.4	7.2	63.6
53	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9871434811777045	0.863449771888091	0.8256341947711338	0.8048454076194018	0.9533828520533423	0.9934127773860718	0.9963827135574705	0.9983726647902182	0.9885024551041862	0.7334867663901103	0.6548856759847967	0.6113181504485852	0.9182632490024984	98.8	5398.8	8.8	62.8
54	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.987358998405188	0.8658212328853709	0.8277045950376559	0.8067604078073429	0.9566247977036533	0.9935230811207543	0.9964934015324072	0.998483625215177	0.9886121814446716	0.7381193846499876	0.6589157885429044	0.6150371903995093	0.9246374139626351	99.4	5399.4	8.2	62.2
55	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462902325743	0.8702280820945317	0.8337605692544805	0.8135218826445911	0.9553624954113376	0.9936685848798849	0.9964855981899191	0.9983726511108216	0.9890093876458101	0.7467875793091783	0.6710355403190421	0.6286711141783605	0.9217156031768651	101.6	5398.8	8.8	60.0
56	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9876103706946605	0.8685306532899453	0.8303217288431941	0.8092965157481593	0.9592309417836985	0.9936518407305781	0.9966115244112512	0.9985945651210407	0.9887583083957047	0.7434094658493124	0.6640319332751371	0.619998466375278	0.9297035751716924	100.2	5400.0	7.6	61.4
57	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9875744640519315	0.8697383859570031	0.8335824387321773	0.8134887344578754	0.9538702717550708	0.993631447606049	0.9964264483135749	0.9982986866137802	0.9890083881850659	0.7458453243079577	0.6707384291507799	0.6286787823019708	0.9187321553250758	101.6	5398.4	9.2	60.0
58	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9876463031277595	0.8696452935291772	0.832345622530247	0.8117216735235644	0.9573224840422384	0.9936693371232203	0.99655223796351	0.9984836046960821	0.988901862104868	0.7456212499351342	0.6681390070969839	0.6249597423510467	0.9257431059796088	101.0	5399.4	8.2	60.6
59	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9879335756123682	0.8735142470990855	0.8373885067575266	0.81727407420208	0.9572776440521376	0.9938154842661611	0.9965889028545231	0.9984466224475614	0.9892278794141068	0.7532130099320097	0.6781881106605302	0.6361015259565985	0.9253274086901682	102.8	5399.2	8.4	58.8
60	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9874667118857822	0.8680481539924493	0.8317553825774301	0.8116330485442184	0.9529694195282257	0.993576898041232	0.9964044843956639	0.9982986866137802	0.9889004742854578	0.7425194099436665	0.6671062807591965	0.6249674104746569	0.9170383647709939	101.0	5398.4	9.2	60.6
61	lightgbm	robust_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9879694887026897	0.8749776173022346	0.840353596310616	0.8209121572972682	0.9537927663883565	0.9938325369626163	0.9964852212462812	0.9982617043652595	0.9894432107974284	0.7561226976418527	0.6842219713749508	0.6435626102292769	0.9181423219792844	104.0	5398.2	9.4	57.6
62	lightgbm	robust_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9864612162803	0.8517213882755159	0.8087404085309796	0.785885510418824	0.9614784852134713	0.9930685455041811	0.9965093140147973	0.9988164928106563	0.9873866482719492	0.7103742310468509	0.620971503047162	0.5729545280269918	0.9355703221549934	92.6	5401.2	6.4	69.0
63	lightgbm	robust_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9862816572762855	0.8494531720877854	0.8062811698729515	0.7834055481958557	0.9607205770272069	0.9929769287184236	0.9964502905368763	0.9987795037224373	0.9872419067787573	0.7059294154571474	0.6161120492090266	0.5680315926692738	0.9341992472756562	91.8	5401.0	6.6	69.8
64	lightgbm	robust_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9868203342883293	0.8567123113396862	0.81462313212734	0.7920698521104123	0.9624609919498163	0.993251161582376	0.9965828464697711	0.9988164928106563	0.9877478834902378	0.7201734610969963	0.632663417784909	0.585323211410168	0.9371741004093945	94.6	5401.2	6.4	67.0
65	lightgbm	robust_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863893900996572	0.8516614690849792	0.8095557057072785	0.7870576057488851	0.9579981706050438	0.9930309459196085	0.9964058116257544	0.9986685432974787	0.9874568744274971	0.7102919922503499	0.6227055997888027	0.5754466682002913	0.9285394667825905	93.0	5400.4	7.2	68.6
66	lightgbm	robust_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9872871464341749	0.8647825564498515	0.8265211036628628	0.8055143377206931	0.9560208920519685	0.9934866215661462	0.9964787449584944	0.998483625215177	0.9885398629294059	0.7360784913335567	0.6565634623672312	0.6125450502262096	0.9235019211745309	99.0	5399.4	8.2	62.6
67	lightgbm	robust_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9872512526866313	0.864242117798965	0.8255296821802522	0.8043135971909393	0.9568082528265623	0.9934684617996755	0.9964935591422892	0.9985206074636975	0.9884674795460324	0.7350157737982544	0.6545658052182155	0.6101065869181811	0.9251490261070924	98.6	5399.6	8.0	63.0
68	lightgbm	robust_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9875385574092025	0.867739957700573	0.8292362302142348	0.808058120624818	0.9590571825576781	0.9936151348160316	0.9965968036054408	0.9985945788004372	0.9886852713014047	0.7418647805851146	0.6618756568230287	0.6175216624491988	0.9294290938139514	99.8	5400.0	7.6	61.8
69	lightgbm	robust_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9878617429841328	0.8718918805916948	0.8343953837040834	0.8136405111931599	0.9597257588431093	0.9937798152798208	0.9966630340635951	0.998594571960739	0.9890116522948971	0.7500039459035688	0.6721277333445717	0.6286864504255809	0.9304398653913216	101.6	5400.0	7.6	60.0
70	lightgbm	robust_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9875744511567464	0.8694904253032434	0.8330898747073772	0.8128784428659526	0.9543165483350643	0.9936317630222906	0.9964486981215537	0.9983356757019992	0.9889726061606664	0.7453490875841962	0.6697310512932007	0.6274212100299057	0.9196604905094622	101.4	5398.6	9.0	60.2
71	lightgbm	robust_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9877540230559461	0.8705274306318904	0.8326760658152557	0.8117771571558929	0.9596652466682235	0.993724889952756	0.9966409360538494	0.998594571960739	0.9889028548898798	0.7473299713110246	0.6687111955766621	0.6249597423510467	0.930427638446567	101.0	5400.0	7.6	60.6
72	lightgbm	robust_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9878976496268617	0.8740424916234224	0.8391944377539111	0.819654574765656	0.9536373604366759	0.9937959382660164	0.9964704965030846	0.9982616838461646	0.9893706349659366	0.7542890449808285	0.681918379004738	0.6410474656851469	0.9179040859074152	103.6	5398.2	9.4	58.0
73	lightgbm	robust_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.98804128264537	0.8754763636546178	0.8405284491350876	0.8209184704711975	0.9551236805467838	0.9938696715557122	0.9965444000780066	0.9983356757019992	0.9894439864987652	0.7570830557535235	0.6845124981921686	0.6435012652403957	0.9208033745948025	104.0	5398.6	9.0	57.6
74	lightgbm	robust_scaling	class_weight	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9872871528817676	0.8635827226233982	0.82363889290808	0.8019139194786398	0.9607516165514827	0.9934880771322151	0.9966119285054977	0.9987055323856977	0.9883253364382266	0.7336773681145814	0.6506658573106621	0.605122306571582	0.9331778966647388	97.8	5400.6	7.0	63.8
75	lightgbm	robust_scaling	class_weight	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9873948857051393	0.8660654376430875	0.8278053873421346	0.8067827329934085	0.9571174874451384	0.9935416656406844	0.9965229981920896	0.9985206074636975	0.9886125885446072	0.7385892096454906	0.6590877764921795	0.6150448585231194	0.9256223863456696	99.4	5399.6	8.0	62.2
76	lightgbm	robust_scaling	class_weight	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9872871270913975	0.8636064344844797	0.8240482741313839	0.8025088748233425	0.9596889613355953	0.9934880088638021	0.9965897765183312	0.9986685432974788	0.9883616207181698	0.7337248601051574	0.6515067717444367	0.6063492063492064	0.9310163019530208	98.0	5400.4	7.2	63.6
77	lightgbm	robust_scaling	class_weight	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9871434811777045	0.863449771888091	0.8256341947711338	0.8048454076194018	0.9533828520533423	0.9934127773860718	0.9963827135574705	0.9983726647902182	0.9885024551041862	0.7334867663901103	0.6548856759847967	0.6113181504485852	0.9182632490024984	98.8	5398.8	8.8	62.8
78	lightgbm	robust_scaling	class_weight	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.987358998405188	0.8658212328853709	0.8277045950376559	0.8067604078073429	0.9566247977036533	0.9935230811207543	0.9964934015324072	0.998483625215177	0.9886121814446716	0.7381193846499876	0.6589157885429044	0.6150371903995093	0.9246374139626351	99.4	5399.4	8.2	62.2
79	lightgbm	robust_scaling	class_weight	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462902325743	0.8702280820945317	0.8337605692544805	0.8135218826445911	0.9553624954113376	0.9936685848798849	0.9964855981899191	0.9983726511108216	0.9890093876458101	0.7467875793091783	0.6710355403190421	0.6286711141783605	0.9217156031768651	101.6	5398.8	8.8	60.0
80	lightgbm	robust_scaling	class_weight	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9876103706946605	0.8685306532899453	0.8303217288431941	0.8092965157481593	0.9592309417836985	0.9936518407305781	0.9966115244112512	0.9985945651210407	0.9887583083957047	0.7434094658493124	0.6640319332751371	0.619998466375278	0.9297035751716924	100.2	5400.0	7.6	61.4
81	lightgbm	robust_scaling	class_weight	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9875744640519315	0.8697383859570031	0.8335824387321773	0.8134887344578754	0.9538702717550708	0.993631447606049	0.9964264483135749	0.9982986866137802	0.9890083881850659	0.7458453243079577	0.6707384291507799	0.6286787823019708	0.9187321553250758	101.6	5398.4	9.2	60.0
82	lightgbm	robust_scaling	class_weight	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9876463031277595	0.8696452935291772	0.832345622530247	0.8117216735235644	0.9573224840422384	0.9936693371232203	0.99655223796351	0.9984836046960821	0.988901862104868	0.7456212499351342	0.6681390070969839	0.6249597423510467	0.9257431059796088	101.0	5399.4	8.2	60.6
83	lightgbm	robust_scaling	class_weight	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9879335756123682	0.8735142470990855	0.8373885067575266	0.81727407420208	0.9572776440521376	0.9938154842661611	0.9965889028545231	0.9984466224475614	0.9892278794141068	0.7532130099320097	0.6781881106605302	0.6361015259565985	0.9253274086901682	102.8	5399.2	8.4	58.8
84	lightgbm	robust_scaling	class_weight	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9874667118857822	0.8680481539924493	0.8317553825774301	0.8116330485442184	0.9529694195282257	0.993576898041232	0.9964044843956639	0.9982986866137802	0.9889004742854578	0.7425194099436665	0.6671062807591965	0.6249674104746569	0.9170383647709939	101.0	5398.4	9.2	60.6
85	lightgbm	robust_scaling	class_weight	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9879694887026897	0.8749776173022346	0.840353596310616	0.8209121572972682	0.9537927663883565	0.9938325369626163	0.9964852212462812	0.9982617043652595	0.9894432107974284	0.7561226976418527	0.6842219713749508	0.6435626102292769	0.9181423219792844	104.0	5398.2	9.4	57.6
86	lightgbm	robust_scaling	class_weight	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9864612162803	0.8517213882755159	0.8087404085309796	0.785885510418824	0.9614784852134713	0.9930685455041811	0.9965093140147973	0.9988164928106563	0.9873866482719492	0.7103742310468509	0.620971503047162	0.5729545280269918	0.9355703221549934	92.6	5401.2	6.4	69.0
87	lightgbm	robust_scaling	class_weight	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9862816572762855	0.8494531720877854	0.8062811698729515	0.7834055481958557	0.9607205770272069	0.9929769287184236	0.9964502905368763	0.9987795037224373	0.9872419067787573	0.7059294154571474	0.6161120492090266	0.5680315926692738	0.9341992472756562	91.8	5401.0	6.6	69.8
88	lightgbm	robust_scaling	class_weight	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9868203342883293	0.8567123113396862	0.81462313212734	0.7920698521104123	0.9624609919498163	0.993251161582376	0.9965828464697711	0.9988164928106563	0.9877478834902378	0.7201734610969963	0.632663417784909	0.585323211410168	0.9371741004093945	94.6	5401.2	6.4	67.0
89	lightgbm	robust_scaling	class_weight	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863893900996572	0.8516614690849792	0.8095557057072785	0.7870576057488851	0.9579981706050438	0.9930309459196085	0.9964058116257544	0.9986685432974787	0.9874568744274971	0.7102919922503499	0.6227055997888027	0.5754466682002913	0.9285394667825905	93.0	5400.4	7.2	68.6
90	lightgbm	robust_scaling	class_weight	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9872871464341749	0.8647825564498515	0.8265211036628628	0.8055143377206931	0.9560208920519685	0.9934866215661462	0.9964787449584944	0.998483625215177	0.9885398629294059	0.7360784913335567	0.6565634623672312	0.6125450502262096	0.9235019211745309	99.0	5399.4	8.2	62.6
91	lightgbm	robust_scaling	class_weight	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9872512526866313	0.864242117798965	0.8255296821802522	0.8043135971909393	0.9568082528265623	0.9934684617996755	0.9964935591422892	0.9985206074636975	0.9884674795460324	0.7350157737982544	0.6545658052182155	0.6101065869181811	0.9251490261070924	98.6	5399.6	8.0	63.0
92	lightgbm	robust_scaling	class_weight	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9875385574092025	0.867739957700573	0.8292362302142348	0.808058120624818	0.9590571825576781	0.9936151348160316	0.9965968036054408	0.9985945788004372	0.9886852713014047	0.7418647805851146	0.6618756568230287	0.6175216624491988	0.9294290938139514	99.8	5400.0	7.6	61.8
93	lightgbm	robust_scaling	class_weight	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9878617429841328	0.8718918805916948	0.8343953837040834	0.8136405111931599	0.9597257588431093	0.9937798152798208	0.9966630340635951	0.998594571960739	0.9890116522948971	0.7500039459035688	0.6721277333445717	0.6286864504255809	0.9304398653913216	101.6	5400.0	7.6	60.0
94	lightgbm	robust_scaling	class_weight	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9875744511567464	0.8694904253032434	0.8330898747073772	0.8128784428659526	0.9543165483350643	0.9936317630222906	0.9964486981215537	0.9983356757019992	0.9889726061606664	0.7453490875841962	0.6697310512932007	0.6274212100299057	0.9196604905094622	101.4	5398.6	9.0	60.2
95	lightgbm	robust_scaling	class_weight	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9877540230559461	0.8705274306318904	0.8326760658152557	0.8117771571558929	0.9596652466682235	0.993724889952756	0.9966409360538494	0.998594571960739	0.9889028548898798	0.7473299713110246	0.6687111955766621	0.6249597423510467	0.930427638446567	101.0	5400.0	7.6	60.6
96	lightgbm	robust_scaling	class_weight	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9878976496268617	0.8740424916234224	0.8391944377539111	0.819654574765656	0.9536373604366759	0.9937959382660164	0.9964704965030846	0.9982616838461646	0.9893706349659366	0.7542890449808285	0.681918379004738	0.6410474656851469	0.9179040859074152	103.6	5398.2	9.4	58.0
97	lightgbm	robust_scaling	class_weight	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.98804128264537	0.8754763636546178	0.8405284491350876	0.8209184704711975	0.9551236805467838	0.9938696715557122	0.9965444000780066	0.9983356757019992	0.9894439864987652	0.7570830557535235	0.6845124981921686	0.6435012652403957	0.9208033745948025	104.0	5398.6	9.0	57.6
98	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9872871528817676	0.8635827226233982	0.82363889290808	0.8019139194786398	0.9607516165514827	0.9934880771322151	0.9966119285054977	0.9987055323856977	0.9883253364382266	0.7336773681145814	0.6506658573106621	0.605122306571582	0.9331778966647388	97.8	5400.6	7.0	63.8
99	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9873948857051393	0.8660654376430875	0.8278053873421346	0.8067827329934085	0.9571174874451384	0.9935416656406844	0.9965229981920896	0.9985206074636975	0.9886125885446072	0.7385892096454906	0.6590877764921795	0.6150448585231194	0.9256223863456696	99.4	5399.6	8.0	62.2
100	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9872871270913975	0.8636064344844797	0.8240482741313839	0.8025088748233425	0.9596889613355953	0.9934880088638021	0.9965897765183312	0.9986685432974788	0.9883616207181698	0.7337248601051574	0.6515067717444367	0.6063492063492064	0.9310163019530208	98.0	5400.4	7.2	63.6
101	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9871434811777045	0.863449771888091	0.8256341947711338	0.8048454076194018	0.9533828520533423	0.9934127773860718	0.9963827135574705	0.9983726647902182	0.9885024551041862	0.7334867663901103	0.6548856759847967	0.6113181504485852	0.9182632490024984	98.8	5398.8	8.8	62.8
102	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.987358998405188	0.8658212328853709	0.8277045950376559	0.8067604078073429	0.9566247977036533	0.9935230811207543	0.9964934015324072	0.998483625215177	0.9886121814446716	0.7381193846499876	0.6589157885429044	0.6150371903995093	0.9246374139626351	99.4	5399.4	8.2	62.2
103	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462902325743	0.8702280820945317	0.8337605692544805	0.8135218826445911	0.9553624954113376	0.9936685848798849	0.9964855981899191	0.9983726511108216	0.9890093876458101	0.7467875793091783	0.6710355403190421	0.6286711141783605	0.9217156031768651	101.6	5398.8	8.8	60.0
104	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9876103706946605	0.8685306532899453	0.8303217288431941	0.8092965157481593	0.9592309417836985	0.9936518407305781	0.9966115244112512	0.9985945651210407	0.9887583083957047	0.7434094658493124	0.6640319332751371	0.619998466375278	0.9297035751716924	100.2	5400.0	7.6	61.4
105	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9875744640519315	0.8697383859570031	0.8335824387321773	0.8134887344578754	0.9538702717550708	0.993631447606049	0.9964264483135749	0.9982986866137802	0.9890083881850659	0.7458453243079577	0.6707384291507799	0.6286787823019708	0.9187321553250758	101.6	5398.4	9.2	60.0
106	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9876463031277595	0.8696452935291772	0.832345622530247	0.8117216735235644	0.9573224840422384	0.9936693371232203	0.99655223796351	0.9984836046960821	0.988901862104868	0.7456212499351342	0.6681390070969839	0.6249597423510467	0.9257431059796088	101.0	5399.4	8.2	60.6
107	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9879335756123682	0.8735142470990855	0.8373885067575266	0.81727407420208	0.9572776440521376	0.9938154842661611	0.9965889028545231	0.9984466224475614	0.9892278794141068	0.7532130099320097	0.6781881106605302	0.6361015259565985	0.9253274086901682	102.8	5399.2	8.4	58.8
108	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9874667118857822	0.8680481539924493	0.8317553825774301	0.8116330485442184	0.9529694195282257	0.993576898041232	0.9964044843956639	0.9982986866137802	0.9889004742854578	0.7425194099436665	0.6671062807591965	0.6249674104746569	0.9170383647709939	101.0	5398.4	9.2	60.6
109	lightgbm	minmax_scaling	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9879694887026897	0.8749776173022346	0.840353596310616	0.8209121572972682	0.9537927663883565	0.9938325369626163	0.9964852212462812	0.9982617043652595	0.9894432107974284	0.7561226976418527	0.6842219713749508	0.6435626102292769	0.9181423219792844	104.0	5398.2	9.4	57.6
110	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9864612162803	0.8517213882755159	0.8087404085309796	0.785885510418824	0.9614784852134713	0.9930685455041811	0.9965093140147973	0.9988164928106563	0.9873866482719492	0.7103742310468509	0.620971503047162	0.5729545280269918	0.9355703221549934	92.6	5401.2	6.4	69.0
111	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9862816572762855	0.8494531720877854	0.8062811698729515	0.7834055481958557	0.9607205770272069	0.9929769287184236	0.9964502905368763	0.9987795037224373	0.9872419067787573	0.7059294154571474	0.6161120492090266	0.5680315926692738	0.9341992472756562	91.8	5401.0	6.6	69.8
112	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9868203342883293	0.8567123113396862	0.81462313212734	0.7920698521104123	0.9624609919498163	0.993251161582376	0.9965828464697711	0.9988164928106563	0.9877478834902378	0.7201734610969963	0.632663417784909	0.585323211410168	0.9371741004093945	94.6	5401.2	6.4	67.0
113	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863893900996572	0.8516614690849792	0.8095557057072785	0.7870576057488851	0.9579981706050438	0.9930309459196085	0.9964058116257544	0.9986685432974787	0.9874568744274971	0.7102919922503499	0.6227055997888027	0.5754466682002913	0.9285394667825905	93.0	5400.4	7.2	68.6
114	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9872871464341749	0.8647825564498515	0.8265211036628628	0.8055143377206931	0.9560208920519685	0.9934866215661462	0.9964787449584944	0.998483625215177	0.9885398629294059	0.7360784913335567	0.6565634623672312	0.6125450502262096	0.9235019211745309	99.0	5399.4	8.2	62.6
115	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9872512526866313	0.864242117798965	0.8255296821802522	0.8043135971909393	0.9568082528265623	0.9934684617996755	0.9964935591422892	0.9985206074636975	0.9884674795460324	0.7350157737982544	0.6545658052182155	0.6101065869181811	0.9251490261070924	98.6	5399.6	8.0	63.0
116	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9875385574092025	0.867739957700573	0.8292362302142348	0.808058120624818	0.9590571825576781	0.9936151348160316	0.9965968036054408	0.9985945788004372	0.9886852713014047	0.7418647805851146	0.6618756568230287	0.6175216624491988	0.9294290938139514	99.8	5400.0	7.6	61.8
117	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9878617429841328	0.8718918805916948	0.8343953837040834	0.8136405111931599	0.9597257588431093	0.9937798152798208	0.9966630340635951	0.998594571960739	0.9890116522948971	0.7500039459035688	0.6721277333445717	0.6286864504255809	0.9304398653913216	101.6	5400.0	7.6	60.0
118	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9875744511567464	0.8694904253032434	0.8330898747073772	0.8128784428659526	0.9543165483350643	0.9936317630222906	0.9964486981215537	0.9983356757019992	0.9889726061606664	0.7453490875841962	0.6697310512932007	0.6274212100299057	0.9196604905094622	101.4	5398.6	9.0	60.2
119	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9877540230559461	0.8705274306318904	0.8326760658152557	0.8117771571558929	0.9596652466682235	0.993724889952756	0.9966409360538494	0.998594571960739	0.9889028548898798	0.7473299713110246	0.6687111955766621	0.6249597423510467	0.930427638446567	101.0	5400.0	7.6	60.6
120	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9878976496268617	0.8740424916234224	0.8391944377539111	0.819654574765656	0.9536373604366759	0.9937959382660164	0.9964704965030846	0.9982616838461646	0.9893706349659366	0.7542890449808285	0.681918379004738	0.6410474656851469	0.9179040859074152	103.6	5398.2	9.4	58.0
121	lightgbm	minmax_scaling	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.98804128264537	0.8754763636546178	0.8405284491350876	0.8209184704711975	0.9551236805467838	0.9938696715557122	0.9965444000780066	0.9983356757019992	0.9894439864987652	0.7570830557535235	0.6845124981921686	0.6435012652403957	0.9208033745948025	104.0	5398.6	9.0	57.6
122	lightgbm	minmax_scaling	class_weight	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9872871528817676	0.8635827226233982	0.82363889290808	0.8019139194786398	0.9607516165514827	0.9934880771322151	0.9966119285054977	0.9987055323856977	0.9883253364382266	0.7336773681145814	0.6506658573106621	0.605122306571582	0.9331778966647388	97.8	5400.6	7.0	63.8
123	lightgbm	minmax_scaling	class_weight	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9873948857051393	0.8660654376430875	0.8278053873421346	0.8067827329934085	0.9571174874451384	0.9935416656406844	0.9965229981920896	0.9985206074636975	0.9886125885446072	0.7385892096454906	0.6590877764921795	0.6150448585231194	0.9256223863456696	99.4	5399.6	8.0	62.2
124	lightgbm	minmax_scaling	class_weight	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9872871270913975	0.8636064344844797	0.8240482741313839	0.8025088748233425	0.9596889613355953	0.9934880088638021	0.9965897765183312	0.9986685432974788	0.9883616207181698	0.7337248601051574	0.6515067717444367	0.6063492063492064	0.9310163019530208	98.0	5400.4	7.2	63.6
125	lightgbm	minmax_scaling	class_weight	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9871434811777045	0.863449771888091	0.8256341947711338	0.8048454076194018	0.9533828520533423	0.9934127773860718	0.9963827135574705	0.9983726647902182	0.9885024551041862	0.7334867663901103	0.6548856759847967	0.6113181504485852	0.9182632490024984	98.8	5398.8	8.8	62.8
126	lightgbm	minmax_scaling	class_weight	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.987358998405188	0.8658212328853709	0.8277045950376559	0.8067604078073429	0.9566247977036533	0.9935230811207543	0.9964934015324072	0.998483625215177	0.9886121814446716	0.7381193846499876	0.6589157885429044	0.6150371903995093	0.9246374139626351	99.4	5399.4	8.2	62.2
127	lightgbm	minmax_scaling	class_weight	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462902325743	0.8702280820945317	0.8337605692544805	0.8135218826445911	0.9553624954113376	0.9936685848798849	0.9964855981899191	0.9983726511108216	0.9890093876458101	0.7467875793091783	0.6710355403190421	0.6286711141783605	0.9217156031768651	101.6	5398.8	8.8	60.0
128	lightgbm	minmax_scaling	class_weight	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9876103706946605	0.8685306532899453	0.8303217288431941	0.8092965157481593	0.9592309417836985	0.9936518407305781	0.9966115244112512	0.9985945651210407	0.9887583083957047	0.7434094658493124	0.6640319332751371	0.619998466375278	0.9297035751716924	100.2	5400.0	7.6	61.4
129	lightgbm	minmax_scaling	class_weight	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9875744640519315	0.8697383859570031	0.8335824387321773	0.8134887344578754	0.9538702717550708	0.993631447606049	0.9964264483135749	0.9982986866137802	0.9890083881850659	0.7458453243079577	0.6707384291507799	0.6286787823019708	0.9187321553250758	101.6	5398.4	9.2	60.0
130	lightgbm	minmax_scaling	class_weight	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9876463031277595	0.8696452935291772	0.832345622530247	0.8117216735235644	0.9573224840422384	0.9936693371232203	0.99655223796351	0.9984836046960821	0.988901862104868	0.7456212499351342	0.6681390070969839	0.6249597423510467	0.9257431059796088	101.0	5399.4	8.2	60.6
131	lightgbm	minmax_scaling	class_weight	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9879335756123682	0.8735142470990855	0.8373885067575266	0.81727407420208	0.9572776440521376	0.9938154842661611	0.9965889028545231	0.9984466224475614	0.9892278794141068	0.7532130099320097	0.6781881106605302	0.6361015259565985	0.9253274086901682	102.8	5399.2	8.4	58.8
132	lightgbm	minmax_scaling	class_weight	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9874667118857822	0.8680481539924493	0.8317553825774301	0.8116330485442184	0.9529694195282257	0.993576898041232	0.9964044843956639	0.9982986866137802	0.9889004742854578	0.7425194099436665	0.6671062807591965	0.6249674104746569	0.9170383647709939	101.0	5398.4	9.2	60.6
133	lightgbm	minmax_scaling	class_weight	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9879694887026897	0.8749776173022346	0.840353596310616	0.8209121572972682	0.9537927663883565	0.9938325369626163	0.9964852212462812	0.9982617043652595	0.9894432107974284	0.7561226976418527	0.6842219713749508	0.6435626102292769	0.9181423219792844	104.0	5398.2	9.4	57.6
134	lightgbm	minmax_scaling	class_weight	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9864612162803	0.8517213882755159	0.8087404085309796	0.785885510418824	0.9614784852134713	0.9930685455041811	0.9965093140147973	0.9988164928106563	0.9873866482719492	0.7103742310468509	0.620971503047162	0.5729545280269918	0.9355703221549934	92.6	5401.2	6.4	69.0
135	lightgbm	minmax_scaling	class_weight	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9862816572762855	0.8494531720877854	0.8062811698729515	0.7834055481958557	0.9607205770272069	0.9929769287184236	0.9964502905368763	0.9987795037224373	0.9872419067787573	0.7059294154571474	0.6161120492090266	0.5680315926692738	0.9341992472756562	91.8	5401.0	6.6	69.8
136	lightgbm	minmax_scaling	class_weight	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9868203342883293	0.8567123113396862	0.81462313212734	0.7920698521104123	0.9624609919498163	0.993251161582376	0.9965828464697711	0.9988164928106563	0.9877478834902378	0.7201734610969963	0.632663417784909	0.585323211410168	0.9371741004093945	94.6	5401.2	6.4	67.0
137	lightgbm	minmax_scaling	class_weight	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863893900996572	0.8516614690849792	0.8095557057072785	0.7870576057488851	0.9579981706050438	0.9930309459196085	0.9964058116257544	0.9986685432974787	0.9874568744274971	0.7102919922503499	0.6227055997888027	0.5754466682002913	0.9285394667825905	93.0	5400.4	7.2	68.6
138	lightgbm	minmax_scaling	class_weight	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9872871464341749	0.8647825564498515	0.8265211036628628	0.8055143377206931	0.9560208920519685	0.9934866215661462	0.9964787449584944	0.998483625215177	0.9885398629294059	0.7360784913335567	0.6565634623672312	0.6125450502262096	0.9235019211745309	99.0	5399.4	8.2	62.6
139	lightgbm	minmax_scaling	class_weight	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9872512526866313	0.864242117798965	0.8255296821802522	0.8043135971909393	0.9568082528265623	0.9934684617996755	0.9964935591422892	0.9985206074636975	0.9884674795460324	0.7350157737982544	0.6545658052182155	0.6101065869181811	0.9251490261070924	98.6	5399.6	8.0	63.0
140	lightgbm	minmax_scaling	class_weight	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9875385574092025	0.867739957700573	0.8292362302142348	0.808058120624818	0.9590571825576781	0.9936151348160316	0.9965968036054408	0.9985945788004372	0.9886852713014047	0.7418647805851146	0.6618756568230287	0.6175216624491988	0.9294290938139514	99.8	5400.0	7.6	61.8
141	lightgbm	minmax_scaling	class_weight	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9878617429841328	0.8718918805916948	0.8343953837040834	0.8136405111931599	0.9597257588431093	0.9937798152798208	0.9966630340635951	0.998594571960739	0.9890116522948971	0.7500039459035688	0.6721277333445717	0.6286864504255809	0.9304398653913216	101.6	5400.0	7.6	60.0
142	lightgbm	minmax_scaling	class_weight	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9875744511567464	0.8694904253032434	0.8330898747073772	0.8128784428659526	0.9543165483350643	0.9936317630222906	0.9964486981215537	0.9983356757019992	0.9889726061606664	0.7453490875841962	0.6697310512932007	0.6274212100299057	0.9196604905094622	101.4	5398.6	9.0	60.2
143	lightgbm	minmax_scaling	class_weight	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9877540230559461	0.8705274306318904	0.8326760658152557	0.8117771571558929	0.9596652466682235	0.993724889952756	0.9966409360538494	0.998594571960739	0.9889028548898798	0.7473299713110246	0.6687111955766621	0.6249597423510467	0.930427638446567	101.0	5400.0	7.6	60.6
144	lightgbm	minmax_scaling	class_weight	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9878976496268617	0.8740424916234224	0.8391944377539111	0.819654574765656	0.9536373604366759	0.9937959382660164	0.9964704965030846	0.9982616838461646	0.9893706349659366	0.7542890449808285	0.681918379004738	0.6410474656851469	0.9179040859074152	103.6	5398.2	9.4	58.0
145	lightgbm	minmax_scaling	class_weight	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.98804128264537	0.8754763636546178	0.8405284491350876	0.8209184704711975	0.9551236805467838	0.9938696715557122	0.9965444000780066	0.9983356757019992	0.9894439864987652	0.7570830557535235	0.6845124981921686	0.6435012652403957	0.9208033745948025	104.0	5398.6	9.0	57.6
146	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9872871528817676	0.8635827226233982	0.82363889290808	0.8019139194786398	0.9607516165514827	0.9934880771322151	0.9966119285054977	0.9987055323856977	0.9883253364382266	0.7336773681145814	0.6506658573106621	0.605122306571582	0.9331778966647388	97.8	5400.6	7.0	63.8
147	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9873948857051393	0.8660654376430875	0.8278053873421346	0.8067827329934085	0.9571174874451384	0.9935416656406844	0.9965229981920896	0.9985206074636975	0.9886125885446072	0.7385892096454906	0.6590877764921795	0.6150448585231194	0.9256223863456696	99.4	5399.6	8.0	62.2
148	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9872871270913975	0.8636064344844797	0.8240482741313839	0.8025088748233425	0.9596889613355953	0.9934880088638021	0.9965897765183312	0.9986685432974788	0.9883616207181698	0.7337248601051574	0.6515067717444367	0.6063492063492064	0.9310163019530208	98.0	5400.4	7.2	63.6
149	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9871434811777045	0.863449771888091	0.8256341947711338	0.8048454076194018	0.9533828520533423	0.9934127773860718	0.9963827135574705	0.9983726647902182	0.9885024551041862	0.7334867663901103	0.6548856759847967	0.6113181504485852	0.9182632490024984	98.8	5398.8	8.8	62.8
150	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.987358998405188	0.8658212328853709	0.8277045950376559	0.8067604078073429	0.9566247977036533	0.9935230811207543	0.9964934015324072	0.998483625215177	0.9886121814446716	0.7381193846499876	0.6589157885429044	0.6150371903995093	0.9246374139626351	99.4	5399.4	8.2	62.2
151	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462902325743	0.8702280820945317	0.8337605692544805	0.8135218826445911	0.9553624954113376	0.9936685848798849	0.9964855981899191	0.9983726511108216	0.9890093876458101	0.7467875793091783	0.6710355403190421	0.6286711141783605	0.9217156031768651	101.6	5398.8	8.8	60.0
152	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9876103706946605	0.8685306532899453	0.8303217288431941	0.8092965157481593	0.9592309417836985	0.9936518407305781	0.9966115244112512	0.9985945651210407	0.9887583083957047	0.7434094658493124	0.6640319332751371	0.619998466375278	0.9297035751716924	100.2	5400.0	7.6	61.4
153	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9875744640519315	0.8697383859570031	0.8335824387321773	0.8134887344578754	0.9538702717550708	0.993631447606049	0.9964264483135749	0.9982986866137802	0.9890083881850659	0.7458453243079577	0.6707384291507799	0.6286787823019708	0.9187321553250758	101.6	5398.4	9.2	60.0
154	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9876463031277595	0.8696452935291772	0.832345622530247	0.8117216735235644	0.9573224840422384	0.9936693371232203	0.99655223796351	0.9984836046960821	0.988901862104868	0.7456212499351342	0.6681390070969839	0.6249597423510467	0.9257431059796088	101.0	5399.4	8.2	60.6
155	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9879335756123682	0.8735142470990855	0.8373885067575266	0.81727407420208	0.9572776440521376	0.9938154842661611	0.9965889028545231	0.9984466224475614	0.9892278794141068	0.7532130099320097	0.6781881106605302	0.6361015259565985	0.9253274086901682	102.8	5399.2	8.4	58.8
156	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9874667118857822	0.8680481539924493	0.8317553825774301	0.8116330485442184	0.9529694195282257	0.993576898041232	0.9964044843956639	0.9982986866137802	0.9889004742854578	0.7425194099436665	0.6671062807591965	0.6249674104746569	0.9170383647709939	101.0	5398.4	9.2	60.6
157	lightgbm	yeo_johnson	KMeansSMOTE	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9879694887026897	0.8749776173022346	0.840353596310616	0.8209121572972682	0.9537927663883565	0.9938325369626163	0.9964852212462812	0.9982617043652595	0.9894432107974284	0.7561226976418527	0.6842219713749508	0.6435626102292769	0.9181423219792844	104.0	5398.2	9.4	57.6
158	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9864612162803	0.8517213882755159	0.8087404085309796	0.785885510418824	0.9614784852134713	0.9930685455041811	0.9965093140147973	0.9988164928106563	0.9873866482719492	0.7103742310468509	0.620971503047162	0.5729545280269918	0.9355703221549934	92.6	5401.2	6.4	69.0
159	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9862816572762855	0.8494531720877854	0.8062811698729515	0.7834055481958557	0.9607205770272069	0.9929769287184236	0.9964502905368763	0.9987795037224373	0.9872419067787573	0.7059294154571474	0.6161120492090266	0.5680315926692738	0.9341992472756562	91.8	5401.0	6.6	69.8
160	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9868203342883293	0.8567123113396862	0.81462313212734	0.7920698521104123	0.9624609919498163	0.993251161582376	0.9965828464697711	0.9988164928106563	0.9877478834902378	0.7201734610969963	0.632663417784909	0.585323211410168	0.9371741004093945	94.6	5401.2	6.4	67.0
161	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863893900996572	0.8516614690849792	0.8095557057072785	0.7870576057488851	0.9579981706050438	0.9930309459196085	0.9964058116257544	0.9986685432974787	0.9874568744274971	0.7102919922503499	0.6227055997888027	0.5754466682002913	0.9285394667825905	93.0	5400.4	7.2	68.6
162	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9872871464341749	0.8647825564498515	0.8265211036628628	0.8055143377206931	0.9560208920519685	0.9934866215661462	0.9964787449584944	0.998483625215177	0.9885398629294059	0.7360784913335567	0.6565634623672312	0.6125450502262096	0.9235019211745309	99.0	5399.4	8.2	62.6
163	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9872512526866313	0.864242117798965	0.8255296821802522	0.8043135971909393	0.9568082528265623	0.9934684617996755	0.9964935591422892	0.9985206074636975	0.9884674795460324	0.7350157737982544	0.6545658052182155	0.6101065869181811	0.9251490261070924	98.6	5399.6	8.0	63.0
164	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9875385574092025	0.867739957700573	0.8292362302142348	0.808058120624818	0.9590571825576781	0.9936151348160316	0.9965968036054408	0.9985945788004372	0.9886852713014047	0.7418647805851146	0.6618756568230287	0.6175216624491988	0.9294290938139514	99.8	5400.0	7.6	61.8
165	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9878617429841328	0.8718918805916948	0.8343953837040834	0.8136405111931599	0.9597257588431093	0.9937798152798208	0.9966630340635951	0.998594571960739	0.9890116522948971	0.7500039459035688	0.6721277333445717	0.6286864504255809	0.9304398653913216	101.6	5400.0	7.6	60.0
166	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9875744511567464	0.8694904253032434	0.8330898747073772	0.8128784428659526	0.9543165483350643	0.9936317630222906	0.9964486981215537	0.9983356757019992	0.9889726061606664	0.7453490875841962	0.6697310512932007	0.6274212100299057	0.9196604905094622	101.4	5398.6	9.0	60.2
167	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9877540230559461	0.8705274306318904	0.8326760658152557	0.8117771571558929	0.9596652466682235	0.993724889952756	0.9966409360538494	0.998594571960739	0.9889028548898798	0.7473299713110246	0.6687111955766621	0.6249597423510467	0.930427638446567	101.0	5400.0	7.6	60.6
168	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9878976496268617	0.8740424916234224	0.8391944377539111	0.819654574765656	0.9536373604366759	0.9937959382660164	0.9964704965030846	0.9982616838461646	0.9893706349659366	0.7542890449808285	0.681918379004738	0.6410474656851469	0.9179040859074152	103.6	5398.2	9.4	58.0
169	lightgbm	yeo_johnson	KMeansSMOTE	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.98804128264537	0.8754763636546178	0.8405284491350876	0.8209184704711975	0.9551236805467838	0.9938696715557122	0.9965444000780066	0.9983356757019992	0.9894439864987652	0.7570830557535235	0.6845124981921686	0.6435012652403957	0.9208033745948025	104.0	5398.6	9.0	57.6
170	lightgbm	yeo_johnson	class_weight	gbdt	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9872871528817676	0.8635827226233982	0.82363889290808	0.8019139194786398	0.9607516165514827	0.9934880771322151	0.9966119285054977	0.9987055323856977	0.9883253364382266	0.7336773681145814	0.6506658573106621	0.605122306571582	0.9331778966647388	97.8	5400.6	7.0	63.8
171	lightgbm	yeo_johnson	class_weight	gbdt	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9873948857051393	0.8660654376430875	0.8278053873421346	0.8067827329934085	0.9571174874451384	0.9935416656406844	0.9965229981920896	0.9985206074636975	0.9886125885446072	0.7385892096454906	0.6590877764921795	0.6150448585231194	0.9256223863456696	99.4	5399.6	8.0	62.2
172	lightgbm	yeo_johnson	class_weight	gbdt	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9872871270913975	0.8636064344844797	0.8240482741313839	0.8025088748233425	0.9596889613355953	0.9934880088638021	0.9965897765183312	0.9986685432974788	0.9883616207181698	0.7337248601051574	0.6515067717444367	0.6063492063492064	0.9310163019530208	98.0	5400.4	7.2	63.6
173	lightgbm	yeo_johnson	class_weight	gbdt	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9871434811777045	0.863449771888091	0.8256341947711338	0.8048454076194018	0.9533828520533423	0.9934127773860718	0.9963827135574705	0.9983726647902182	0.9885024551041862	0.7334867663901103	0.6548856759847967	0.6113181504485852	0.9182632490024984	98.8	5398.8	8.8	62.8
174	lightgbm	yeo_johnson	class_weight	gbdt	0.05	100	0.1	0.1	0.8	0.8	10	5	0.987358998405188	0.8658212328853709	0.8277045950376559	0.8067604078073429	0.9566247977036533	0.9935230811207543	0.9964934015324072	0.998483625215177	0.9886121814446716	0.7381193846499876	0.6589157885429044	0.6150371903995093	0.9246374139626351	99.4	5399.4	8.2	62.2
175	lightgbm	yeo_johnson	class_weight	gbdt	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9876462902325743	0.8702280820945317	0.8337605692544805	0.8135218826445911	0.9553624954113376	0.9936685848798849	0.9964855981899191	0.9983726511108216	0.9890093876458101	0.7467875793091783	0.6710355403190421	0.6286711141783605	0.9217156031768651	101.6	5398.8	8.8	60.0
176	lightgbm	yeo_johnson	class_weight	gbdt	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9876103706946605	0.8685306532899453	0.8303217288431941	0.8092965157481593	0.9592309417836985	0.9936518407305781	0.9966115244112512	0.9985945651210407	0.9887583083957047	0.7434094658493124	0.6640319332751371	0.619998466375278	0.9297035751716924	100.2	5400.0	7.6	61.4
177	lightgbm	yeo_johnson	class_weight	gbdt	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9875744640519315	0.8697383859570031	0.8335824387321773	0.8134887344578754	0.9538702717550708	0.993631447606049	0.9964264483135749	0.9982986866137802	0.9890083881850659	0.7458453243079577	0.6707384291507799	0.6286787823019708	0.9187321553250758	101.6	5398.4	9.2	60.0
178	lightgbm	yeo_johnson	class_weight	gbdt	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9876463031277595	0.8696452935291772	0.832345622530247	0.8117216735235644	0.9573224840422384	0.9936693371232203	0.99655223796351	0.9984836046960821	0.988901862104868	0.7456212499351342	0.6681390070969839	0.6249597423510467	0.9257431059796088	101.0	5399.4	8.2	60.6
179	lightgbm	yeo_johnson	class_weight	gbdt	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9879335756123682	0.8735142470990855	0.8373885067575266	0.81727407420208	0.9572776440521376	0.9938154842661611	0.9965889028545231	0.9984466224475614	0.9892278794141068	0.7532130099320097	0.6781881106605302	0.6361015259565985	0.9253274086901682	102.8	5399.2	8.4	58.8
180	lightgbm	yeo_johnson	class_weight	gbdt	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9874667118857822	0.8680481539924493	0.8317553825774301	0.8116330485442184	0.9529694195282257	0.993576898041232	0.9964044843956639	0.9982986866137802	0.9889004742854578	0.7425194099436665	0.6671062807591965	0.6249674104746569	0.9170383647709939	101.0	5398.4	9.2	60.6
181	lightgbm	yeo_johnson	class_weight	gbdt	0.1	100	0.1	0.1	1.0	1.0	10	5	0.9879694887026897	0.8749776173022346	0.840353596310616	0.8209121572972682	0.9537927663883565	0.9938325369626163	0.9964852212462812	0.9982617043652595	0.9894432107974284	0.7561226976418527	0.6842219713749508	0.6435626102292769	0.9181423219792844	104.0	5398.2	9.4	57.6
182	lightgbm	yeo_johnson	class_weight	dart	0.03	100	0.1	0.1	0.8	0.8	10	5	0.9864612162803	0.8517213882755159	0.8087404085309796	0.785885510418824	0.9614784852134713	0.9930685455041811	0.9965093140147973	0.9988164928106563	0.9873866482719492	0.7103742310468509	0.620971503047162	0.5729545280269918	0.9355703221549934	92.6	5401.2	6.4	69.0
183	lightgbm	yeo_johnson	class_weight	dart	0.03	100	0.1	0.1	0.8	1.0	10	5	0.9862816572762855	0.8494531720877854	0.8062811698729515	0.7834055481958557	0.9607205770272069	0.9929769287184236	0.9964502905368763	0.9987795037224373	0.9872419067787573	0.7059294154571474	0.6161120492090266	0.5680315926692738	0.9341992472756562	91.8	5401.0	6.6	69.8
184	lightgbm	yeo_johnson	class_weight	dart	0.03	100	0.1	0.1	1.0	0.8	10	5	0.9868203342883293	0.8567123113396862	0.81462313212734	0.7920698521104123	0.9624609919498163	0.993251161582376	0.9965828464697711	0.9988164928106563	0.9877478834902378	0.7201734610969963	0.632663417784909	0.585323211410168	0.9371741004093945	94.6	5401.2	6.4	67.0
185	lightgbm	yeo_johnson	class_weight	dart	0.03	100	0.1	0.1	1.0	1.0	10	5	0.9863893900996572	0.8516614690849792	0.8095557057072785	0.7870576057488851	0.9579981706050438	0.9930309459196085	0.9964058116257544	0.9986685432974787	0.9874568744274971	0.7102919922503499	0.6227055997888027	0.5754466682002913	0.9285394667825905	93.0	5400.4	7.2	68.6
186	lightgbm	yeo_johnson	class_weight	dart	0.05	100	0.1	0.1	0.8	0.8	10	5	0.9872871464341749	0.8647825564498515	0.8265211036628628	0.8055143377206931	0.9560208920519685	0.9934866215661462	0.9964787449584944	0.998483625215177	0.9885398629294059	0.7360784913335567	0.6565634623672312	0.6125450502262096	0.9235019211745309	99.0	5399.4	8.2	62.6
187	lightgbm	yeo_johnson	class_weight	dart	0.05	100	0.1	0.1	0.8	1.0	10	5	0.9872512526866313	0.864242117798965	0.8255296821802522	0.8043135971909393	0.9568082528265623	0.9934684617996755	0.9964935591422892	0.9985206074636975	0.9884674795460324	0.7350157737982544	0.6545658052182155	0.6101065869181811	0.9251490261070924	98.6	5399.6	8.0	63.0
188	lightgbm	yeo_johnson	class_weight	dart	0.05	100	0.1	0.1	1.0	0.8	10	5	0.9875385574092025	0.867739957700573	0.8292362302142348	0.808058120624818	0.9590571825576781	0.9936151348160316	0.9965968036054408	0.9985945788004372	0.9886852713014047	0.7418647805851146	0.6618756568230287	0.6175216624491988	0.9294290938139514	99.8	5400.0	7.6	61.8
189	lightgbm	yeo_johnson	class_weight	dart	0.05	100	0.1	0.1	1.0	1.0	10	5	0.9878617429841328	0.8718918805916948	0.8343953837040834	0.8136405111931599	0.9597257588431093	0.9937798152798208	0.9966630340635951	0.998594571960739	0.9890116522948971	0.7500039459035688	0.6721277333445717	0.6286864504255809	0.9304398653913216	101.6	5400.0	7.6	60.0
190	lightgbm	yeo_johnson	class_weight	dart	0.1	100	0.1	0.1	0.8	0.8	10	5	0.9875744511567464	0.8694904253032434	0.8330898747073772	0.8128784428659526	0.9543165483350643	0.9936317630222906	0.9964486981215537	0.9983356757019992	0.9889726061606664	0.7453490875841962	0.6697310512932007	0.6274212100299057	0.9196604905094622	101.4	5398.6	9.0	60.2
191	lightgbm	yeo_johnson	class_weight	dart	0.1	100	0.1	0.1	0.8	1.0	10	5	0.9877540230559461	0.8705274306318904	0.8326760658152557	0.8117771571558929	0.9596652466682235	0.993724889952756	0.9966409360538494	0.998594571960739	0.9889028548898798	0.7473299713110246	0.6687111955766621	0.6249597423510467	0.930427638446567	101.0	5400.0	7.6	60.6
192	lightgbm	yeo_johnson	class_weight	dart	0.1	100	0.1	0.1	1.0	0.8	10	5	0.9878976496268617	0.8740424916234224	0.8391944377539111	0.819654574765656	0.9536373604366759	0.9937959382660164	0.9964704965030846	0.9982616838461646	0.9893706349659366	0.7542890449808285	0.681918379004738	0.6410474656851469	0.9179040859074152	103.6	5398.2	9.4	58.0
193	lightgbm	yeo_johnson	class_weight	dart	0.1	100	0.1	0.1	1.0	1.0	10	5	0.98804128264537	0.8754763636546178	0.8405284491350876	0.8209184704711975	0.9551236805467838	0.9938696715557122	0.9965444000780066	0.9983356757019992	0.9894439864987652	0.7570830557535235	0.6845124981921686	0.6435012652403957	0.9208033745948025	104.0	5398.6	9.0	57.6