Feature Selection

Feature imporatance of all baseline models

	linear_reg	lasso	ridge	rf	gbr	cat_gbr	light_gbr
0	2.23977	1.95428	2.23979	0.0112881	0.000124869	0.742056	26
1	-3.00007	-0	-3	0.0144287	0.00254696	1.45523	27
2	-0.0497457	-0.0584689	-0.0497475	0.0513834	0.00436767	4.42543	196
3	-1.50822	-1.40005	-1.50829	0.0741738	0.163885	13.1443	342
4	-0.638839	-0.614495	-0.63882	0.0734982	0.067889	9.07051	568
5	0.608251	0.609754	0.608252	0.304805	0.481872	30.1835	502
6	-0.000357175	-0.000236782	-0.000357118	0.0627593	0.0435428	6.78723	235
7	158.626	142.846	158.612	0.0771707	0.109547	12.0767	172
8	34.0068	30.371	34.0059	0.0128193	0.0155619	1.03683	6
9	-0.00218529	-0.00183329	-0.00218526	0.0879956	0.0108722	2.54453	190
10	0.17857	0.222073	0.178571	0.121091	0.0553608	5.73852	224
11	46.8198	8.60254	46.8128	0.00558398	0.00522745	5.86023	80
12	-0.00775879	0.0194101	-0.00774927	0.00479453	0.0008099	1.02793	50
13	-15.9664	-15.0783	-15.9672	0.0498253	0.0130437	2.05423	175
14	0.00161799	0.00375283	0.00161861	0.0483828	0.0253482	3.8528	207