gci_comp2

lr_1

trial	leaderboard score	mean_test_score range	methods	enhancements	risk factors
first	none	[0.7560251107332626, 0.8487296175661827]			binary data Fixed random-seed
2nd	0.83632	[0.8232710910203984, 0.8292329960963716]

lr_2

trial	leaderboard score	mean_test_score range	methods	enhancements	risk factors
first	0.83436	[0.8211198301324935, 0.8217182306547166]		utilized featuretools	colinearity
2nd	0.83886	[0.8236058063753948, 0.8244222875242858]		edited features a bit

lgbm_1

trial	leaderboard score	mean_test_score range	methods	enhancements	risk factors
first	0.7414	[0.8155646137103894, 0.8405262288166918]	RandomizedSearch	first penguin	binary data Fixed random-seed
2nd	0.82076	[0.8102308906906751, 0.8369396440300674]		probability data 'NaNCount'	Fixed random-seed filled all nan with median

lgbm_2

trial	leaderboard score	mean_test_score range	methods	enhancements	risk factors
first	0.82228	[0.8143818213236, 0.8378704798916512]	RandomizedSearch	'nanAge' 'nanPfmCount'	Fixed random-seed
2nd	0.82112	[0.8108258730013777, 0.8343312946671672]	RandomizedSearch	removed 'Weight'	Fixed random-seed Posisions not dealt yet

lgbm_3

trial	leaderboard score	mean_test_score range	methods	enhancements	risk factors
first	none	[0.8194123877265943, 0.8471953322311949]	RandomizedSearch	'PCA' Original Performance Features	Fixed random-seed Fixed random-seed

rfc_1

trial	leaderboard score	mean_test_score range	methods	enhancements	risk factors
first	0.82381	[0.7298218794407456, 0.8315620891442024]		utilized featuretools	colinearity