columns_used;parameters;num_rounds;mean_sq;mean_abs_err;r2
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13452452348755664;0.348527856585997;-0.3895015492098899
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.10044232598454522;0.26146468291731845;-0.03746710223195793
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09185252351315992;0.21534671979095524;0.05125682357701056
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08981435745872104;0.19268740180121224;0.07230900660482698
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08919427394329461;0.1835180531139397;0.07871383884646832
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.1322368285102384;0.34566901940440103;-0.36587198611838856
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09756251314808471;0.25726358572941077;-0.007721563694023326
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08859616729700909;0.21059896377055398;0.08489167237496498
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08655475074459437;0.18712651182848838;0.10597742974191338
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08510047844889458;0.1752050440269643;0.12099858391857021
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13076631181060397;0.34369906330557354;-0.35068304376565784
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.0959320107268416;0.2545094536188564;0.009119868496720307
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08713314363275153;0.20716169649243907;0.10000321929083011
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.0850531171365616;0.18350091337913646;0.12148777812014167
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08494360383151019;0.17343395126404748;0.12261893921317557
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.12996369694158497;0.3425090896593325;-0.34239284823098304
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09515173359825974;0.2528524307741059;0.017179337884677848
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08643311111742678;0.20520907617851417;0.10723384341291442
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08480875192563184;0.1816206724572454;0.12401182228961471
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08578622108996885;0.17264318175760177;0.113915559668199
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.12994264644964248;0.3421919658308819;-0.3421754180523999
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.0953385121426245;0.2524202432384509;0.01525010542931804
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08735448244444038;0.20514683235322367;0.09771701441332015
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08673127113757971;0.18249909173511933;0.10415415356028124
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08799705728813192;0.17237539996988163;0.09107986961885983
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.1302832046507576;0.34220886311066634;-0.34569303800583073
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09642080678446371;0.2526549658701739;0.004071102207082067
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08923291351251446;0.20552196984623639;0.07831473138338374
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08983293983301187;0.18342253543823592;0.07211706957211572
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.0932665917271688;0.17531754453493928;0.03665093668653929
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13084685827647663;0.34239069179072396;-0.35151500686213955
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09785204624908285;0.2529488219961724;-0.010712146243246456
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.091689155007746;0.20614956629732492;0.052944254132270885
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.09417160484531215;0.18497302291715553;0.027303071352292152
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.0976882198689364;0.176761253193667;-0.009019986307545302
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.10294336734297092;0.2705985037239808;-0.06330031651940327
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.09017650752288552;0.20182960923483517;0.06856836465972072
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08823558252023421;0.18357645020288899;0.08861614649284977
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08729078694119655;0.1795294818640499;0.09837492419913862
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.086630126928525;0.17605724971261252;0.1051988704009853
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.10044232598454522;0.26146468291731845;-0.03746710223195793
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.10044232598454522;0.26146468291731845;-0.03746710223195793
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09185252351315992;0.21534671979095524;0.05125682357701056
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09185252351315992;0.21534671979095524;0.05125682357701056
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09185252351315992;0.21534671979095524;0.05125682357701056
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09185252351315992;0.21534671979095524;0.05125682357701056
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08981435745872104;0.19268740180121224;0.07230900660482698
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08981435745872104;0.19268740180121224;0.07230900660482698
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08981435745872104;0.19268740180121224;0.07230900660482698
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08981435745872104;0.19268740180121224;0.07230900660482698
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08919427394329461;0.1835180531139397;0.07871383884646832
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08919427394329461;0.1835180531139397;0.07871383884646832
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08919427394329461;0.1835180531139397;0.07871383884646832
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08919427394329461;0.1835180531139397;0.07871383884646832
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.1322368285102384;0.34566901940440103;-0.36587198611838856
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.1322368285102384;0.34566901940440103;-0.36587198611838856
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13223548981187364;0.3456670284277718;-0.36585815872540817
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13223548981187364;0.3456670284277718;-0.36585815872540817
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09756251314808471;0.25726358572941077;-0.007721563694023326
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09756251314808471;0.25726358572941077;-0.007721563694023326
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09756065283354635;0.25725994654928597;-0.007702348536325454
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09756065283354635;0.25725994654928597;-0.007702348536325454
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08859616729700909;0.21059896377055398;0.08489167237496498
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08859616729700909;0.21059896377055398;0.08489167237496498
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08859393347483492;0.21059431275796514;0.08491474548677536
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08859393347483492;0.21059431275796514;0.08491474548677536
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08655475074459437;0.18712651182848838;0.10597742974191338
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08655475074459437;0.18712651182848838;0.10597742974191338
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08653894158887485;0.18709367954502204;0.10614072224646554
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08653894158887485;0.18709367954502204;0.10614072224646554
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08510047844889458;0.1752050440269643;0.12099858391857021
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08510047844889458;0.1752050440269643;0.12099858391857021
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08509806052311462;0.1751981306068978;0.12102355863344016
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08509806052311462;0.1751981306068978;0.12102355863344016
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13076794125429292;0.34369862948544355;-0.35069987426222027
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13076631181060397;0.34369906330557354;-0.35068304376565784
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13076827074562716;0.3436964946882891;-0.3507032775726915
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.1307666419915703;0.3436969310802096;-0.35068645419932665
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08710140142681505;0.20716271671102374;0.10033108400412272
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08506235636087311;0.18352351494568583;0.12139234632702678
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08506310581080097;0.18353895626789976;0.12138460527127859
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08493338701093973;0.17340713787899628;0.12272446858166974
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08498437716603208;0.17338720187719595;0.12219779212403625
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.0849606705344292;0.1735378381789197;0.12244265752466943
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.12999943519275595;0.3425449499383256;-0.34276198802855085
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.1300021181457389;0.34253086100297314;-0.34278970020496025
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09518597710481008;0.2529719192621734;0.01682563727925257
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09518764716549481;0.25303440881208183;0.01680838725042122
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08641181494822467;0.20520099289495305;0.10745381118779607
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08666833149386947;0.20565683913117855;0.10480425608564115
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.0866614442148253;0.20569181875467615;0.10487539467549534
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08479021866119499;0.18159622483350077;0.12420325206746707
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08505631316280897;0.18216593237703424;0.12145476641858055
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08496676660812061;0.1819469365293828;0.1223796912816475
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08581323346394704;0.17309267846128876;0.11363654930995759
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08580481020456981;0.17231145737258752;0.1137235530149372
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08586986339441365;0.1725338329542329;0.11305161970697497
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.12986839687251978;0.3421362481898762;-0.34140849541431506
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09550909127131817;0.2524822693316374;0.013488196467011604
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09547556427806446;0.25250706801166206;0.013834496218600667
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08744197237698932;0.20530870050746294;0.09681333236587364
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08745004143978989;0.20520980325725374;0.09672998715139969
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08740202116425325;0.20512669295341396;0.0972259877728614
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.0867737162833704;0.18250059753631284;0.10371573836055703
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08663706257106292;0.18245643718056864;0.10512723226541443
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08669815961715785;0.18199779320645496;0.10449616189995126
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08846108111815135;0.1730973458079725;0.08628697525308326
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08865520708111244;0.17321379609758306;0.08428185143414446
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08906424959050656;0.17357114677242572;0.08005685820792119
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13019917046610233;0.34208422209926476;-0.34482505032047817
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.130274975143943;0.342141774074671;-0.34560803556782416
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13034111723886008;0.3422498193130896;-0.3462912161580436
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09643858591742284;0.25267522358368116;0.003887461840628048
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09652707122459711;0.25248901563343745;0.0029734985853533402
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09659520034191747;0.25262577391479885;0.002269794074021614
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.0895627055499923;0.20565975552873328;0.07490831495378059
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08908831739027115;0.20514999849004006;0.07980826230739702
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08935458024663076;0.2052997863133064;0.07705803772516351
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.09046748940244863;0.1836784714122677;0.06556281770097327
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.09022353872691004;0.1835761374886023;0.06808258014133628
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.09005972442941736;0.18351039231211255;0.06977461527550921
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.09322855319166941;0.17488878365541358;0.037043836082395365
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.09288894932654818;0.17501326184944171;0.040551598715334536
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.09366515560104885;0.1751213958572108;0.0325341771109765
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13069759770507167;0.34217773236241744;-0.34997329692088597
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09825024210896882;0.2531357214110673;-0.01482510460843045
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09753618557202107;0.2524462085480004;-0.007449626601967685
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.0979729324789225;0.25280073986110085;-0.01196077808587015
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09267192559325901;0.20700750314718191;0.042793233220351
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09167590692588398;0.20620525940294226;0.05308109334785849
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09231037410556457;0.20620495026302726;0.04652769247912725
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.09399673506324145;0.18483320396114575;0.029109298401442052
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.09415743144169327;0.18490835263894892;0.027449468200803073
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.09475097166515023;0.18527316718306905;0.021318801177194313
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.09923675050585253;0.1765449153450297;-0.02501473331137305
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.0973328384429765;0.1753886435868859;-0.005349257513048711
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.10294336734297092;0.2705985037239808;-0.06330031651940327
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.10294336734297092;0.2705985037239808;-0.06330031651940327
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.09017650752288552;0.20182960923483517;0.06856836465972072
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.09017650752288552;0.20182960923483517;0.06856836465972072
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.10017494418183506;0.17745438217485823;-0.034705320071616974
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08823558252023421;0.18357645020288899;0.08861614649284977
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.10294336734297092;0.2705985037239808;-0.06330031651940327
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08823558252023421;0.18357645020288899;0.08861614649284977
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.086630126928525;0.17605724971261252;0.1051988704009853
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08729078694119655;0.1795294818640499;0.09837492419913862
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.09017650752288552;0.20182960923483517;0.06856836465972072
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08729078694119655;0.1795294818640499;0.09837492419913862
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.086630126928525;0.17605724971261252;0.1051988704009853
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08823558252023421;0.18357645020288899;0.08861614649284977
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08454045179229511;0.17122667897599603;0.12678308987161135
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08430499061356522;0.16856150499056685;0.12921516444167458
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09791986959617782;0.26311417006352145;-0.011412692459043194
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.0979252943541346;0.26312522874979144;-0.011468724693089793
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08489266600091984;0.19224351296536116;0.12314507521190465
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08379192405278368;0.1729660001617306;0.13451462035180595
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08381399866202743;0.17321209256260153;0.1342866120827766
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08381667910222347;0.17298001009337674;0.13425892586090127
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08400079059849283;0.16783483267079005;0.13235724130063375
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08392508277709232;0.1683384143838892;0.13313922611943174
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08399451036547767;0.1679618744327404;0.13242210972222512
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08512643227711954;0.1672874195484022;0.12073050726167833
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08505761278757007;0.1672981587794015;0.12144134261619766
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08504038455545317;0.16716367261782963;0.1216192927370825
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09717194057838005;0.2615272905701175;-0.003687346165397676
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09709995767879148;0.26139198198352553;-0.0029438360015858756
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09719859144775125;0.2615548592045014;-0.003962622548610462
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08473821262382018;0.19081498384251674;0.12474042155617548
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.0846688155339423;0.19065609156199545;0.12545722293480976
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.0846077617063546;0.19080056702264067;0.12608784689703567
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08427031995087939;0.17207693715156;0.12957327713566646
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08423944897117835;0.1720228118514473;0.12989214296777019
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08434805609671567;0.1720013261221011;0.12877034178775493
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08519928130248022;0.1674451655838152;0.11997805089927782
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08489158767607217;0.16720272084497734;0.1231562132111893
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08565276328544649;0.1681968385991588;0.11529404309508984
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08725371017426657;0.16634757017554042;0.09875788950355513
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08714553108643693;0.16663238533478408;0.0998752694892594
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08829634139313727;0.167892832803855;0.08798856911261954
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09712817020585643;0.2607614445108929;-0.003235242720952547
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09708612824540638;0.26083811027912657;-0.002800992015856707
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.0970858904134453;0.2608297455004409;-0.002798535453515383
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08523630051850456;0.18995914098470665;0.11959568003720145
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08522249082521272;0.18993066146164625;0.11973832012783836
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.0851795063698183;0.18998240628197588;0.1201823058474234
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08558051178201838;0.1716825541362773;0.11604032766345984
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08565667096694296;0.1713706660115973;0.11525368071838404
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08539110644578422;0.17126127496306803;0.117996692208028
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08549219561844155;0.1714721555238471;0.11695254383735043
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09224933033204728;0.1680656899216062;0.04715821259302855
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09235394853928287;0.1679654864826137;0.04607761288331946
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09759391748146214;0.2606050219117302;-0.008045938527314389
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09742804572295372;0.2605144727273475;-0.0063326519127817615
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09767413182934093;0.26074863271593757;-0.008874471182601873
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08656855701512876;0.18961340872948693;0.10583482500488095
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08641490651315539;0.1894492662746562;0.10742187846542428
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08852280941146741;0.1709301999996466;0.0856493847456492
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08777579578038648;0.17030381580011844;0.09336527602523348
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08823614718225598;0.17053063785374142;0.08861031410828768
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09222649054586392;0.1681215813691016;0.04739412436184709
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09158064121199432;0.16739648843164426;0.054065091310494084
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09090535258934508;0.16716562918834763;0.06104013617970505
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09633517481767463;0.16760136788551822;0.004955593357324539
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09638266272444004;0.16741454722053345;0.004465091563981338
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09731209927194193;0.16845135682463946;-0.005135042962907566
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.0988841501762149;0.2612808017074399;-0.021372730414193075
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09843404099882266;0.26067694041363654;-0.016723560262269732
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.0985506026758481;0.26092636563210186;-0.017927523871331008
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08867680228713504;0.18946442693282695;0.0840587949129542
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08794353764841949;0.18859852257201926;0.09163267308075396
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.0885174376709597;0.18892375818169876;0.08570486936335242
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.09141189397844186;0.16990727149068865;0.055808078658579396
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.09078924326823387;0.17002465090127758;0.06223942741210742
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.0908021173280579;0.1692815441860071;0.062106451463883605
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09541137669231346;0.16478766991215552;0.014497488716391005
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09576396027461885;0.16646687810724267;0.010855658802125245
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09510432298234162;0.16507647468951078;0.0176690413421543
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09663272594903534;0.16609281253420316;0.001882192706824437
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.10162835399961058;0.1649277999827503;-0.049717565728244484
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0936353419936447;0.22908913924133772;0.032842121362341437
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08830038337380706;0.18581906845771198;0.08794681956200268
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08676256644356861;0.17823793714229302;0.10383090486905955
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.10192931716889293;0.1660787970403883;-0.05282620926127013
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.0861739581348022;0.1753423496149008;0.10991063022846137
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0936353419936447;0.22908913924133772;0.032842121362341437
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.10099563914927841;0.16526580176957625;-0.04318226463999353
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08569011992903879;0.1737727662321522;0.11490818694931737
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08830038337380706;0.18581906845771198;0.08794681956200268
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0936353419936447;0.22908913924133772;0.032842121362341437
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08676256644356861;0.17823793714229302;0.10383090486905955
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08830038337380706;0.18581906845771198;0.08794681956200268
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.09036527829505618;0.22415504236300215;0.06661855451673249
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.0861739581348022;0.1753423496149008;0.10991063022846137
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.10259262800898637;0.16628894030361246;-0.059677535815144234
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08676256644356861;0.17823793714229302;0.10383090486905955
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08569011992903879;0.1737727662321522;0.11490818694931737
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.0861739581348022;0.1753423496149008;0.10991063022846137
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0936353419936447;0.22908913924133772;0.032842121362341437
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08489451141690994;0.1786668782247237;0.12312601394106193
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08830038337380706;0.18581906845771198;0.08794681956200268
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08569011992903879;0.1737727662321522;0.11490818694931737
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.09036382681178791;0.22415035112826381;0.06663354686309153
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08676256644356861;0.17823793714229302;0.10383090486905955
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.083967367481838;0.17085228633998692;0.13270246811257347
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.09036527829505618;0.22415504236300215;0.06661855451673249
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.0861739581348022;0.1753423496149008;0.10991063022846137
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08483238267591707;0.17852960611994756;0.1237677406658404
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08569011992903879;0.1737727662321522;0.11490818694931737
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08359153610067066;0.1674321637306723;0.13658442415177852
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08489278893678602;0.1786619344090815;0.12314380540940251
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.09036382681178791;0.22415035112826381;0.06663354686309153
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08483238267591707;0.17852960611994756;0.1237677406658404
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08389844210961485;0.16828391739091425;0.1334143971274553
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08400084205469742;0.17095291659659592;0.13235670981035863
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08416139862310146;0.16669671843870112;0.13069832370536072
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08406725188585168;0.16612940934543943;0.1316707637770308
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08389844210961485;0.16828391739091425;0.1334143971274553
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08832594305884915;0.2200902158920326;0.08768281400344302
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08414892483226172;0.16668969896951033;0.13082716528195204
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08831505378515937;0.22009124090802676;0.0877952891289403
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08360092234834338;0.17499710438006533;0.13648747375682913
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08830442012649388;0.22009057040125443;0.08790512401113437
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08362783288382977;0.17499542310164531;0.13620951528666303
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08350630535647698;0.16823567953690946;0.13746477108055544
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08360051301833435;0.1750037938874847;0.1364917017196342
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08364225412146396;0.1682817925809233;0.1360605585647604
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08424403607345247;0.16656746193170832;0.1298447628652355
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08361586607090787;0.16808954298584594;0.1363331202968352
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08405792456047338;0.16620750225571743;0.13176710556458837
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08565325488040046;0.16607547541563283;0.11528896541904676
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08431095959970886;0.16654155665925433;0.12915351088380445
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08547546237935616;0.16649848420329133;0.11712538118350624
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08557111953338839;0.16623873900427266;0.11613734004219656
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08758044938630234;0.21815945135073006;0.09538300565679436
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0874951271608038;0.21804054776185086;0.09626429749443632
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08758173414324924;0.21819808831276402;0.09536973542381544
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08372515017044228;0.1735487920107617;0.13520432666374627
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08369397936348466;0.1731115872312436;0.13552628940655975
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08362755700267226;0.17340654661418461;0.13621236485851684
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08485082018471896;0.16739630397437358;0.12357729994633726
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08466454276990049;0.16701935222161285;0.1255013562430095
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08449206706402049;0.1670460704208442;0.12728285491929725
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08633663243579467;0.16622384115599526;0.10823037009903902
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08576642269164153;0.16592619776324102;0.11412005699280936
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08636128699382165;0.1666184166825184;0.10797571358225366
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08893854458653296;0.16646295640090525;0.08135526308783814
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08857509685423476;0.1660491720983753;0.08510930862535604
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08763702466289815;0.21739378747443672;0.09479864057272769
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08942701976508069;0.16760755474553946;0.07630981115278312
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08765561645261799;0.2172833587676724;0.09460660628820783
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0875941094268028;0.21733599078795926;0.09524191132733262
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08466163537520398;0.17257902491264163;0.12553138667411778
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08756366420652884;0.21733781976851177;0.09555637949744755
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08466661255898444;0.17273228700120133;0.12547997742623962
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08441096669982998;0.17220404600757036;0.12812053922222388
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08610698714231416;0.16629916014961246;0.1106023724878038
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08427970608618848;0.1720324115623823;0.1294763279013189
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08627891584612575;0.16585597878081051;0.10882652378671587
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08605798508261657;0.16601394776312284;0.11110851394141452
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08891275275488215;0.16564536810805905;0.08162166648482982
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08664332560316051;0.1668505391582805;0.10506254151181238
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08955731666392722;0.1659514721956032;0.07496397666765875
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08908144622756634;0.16652084526490926;0.07987923443185208
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09141250346755857;0.16577290819993556;0.05580178325570473
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.0889630846690989;0.16545982183621546;0.08110178898617182
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.0942898069574178;0.1670645323294042;0.026082163716771745
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09426536012613093;0.16704049617360384;0.026334674627539134
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08818163640738681;0.2169964899115751;0.08917335498860968
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09468037603094391;0.16757632870301653;0.022047982300115843
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08825322426954682;0.2168237287061936;0.08843392515977888
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08802216490189792;0.21663097489117902;0.09082053349693675
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08831585712028128;0.2169370665461763;0.08778699149392566
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08597972906498814;0.1710054389123098;0.11191681903635697
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08601757957827462;0.17104360492439397;0.11152586171878787
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08597526163724373;0.1707475508482717;0.11196296302267938
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08916408806153257;0.16437152233540628;0.07902562831343851
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08860826073757502;0.1641809133501931;0.08476675942997913
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08929605329720386;0.16433450583065953;0.07766256160520324
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09400957937808353;0.16409861076143994;0.028976629688638345
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09355184383711533;0.16372121025366132;0.03370457242216218
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.0925377262252535;0.16275918784040366;0.044179376244034785
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09869206512059976;0.16451591577740365;-0.019388687093036427
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09912652992575684;0.16556103557414112;-0.023876266786256872
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09798634154353367;0.16397494352986583;-0.012099280089576503
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08930957974460252;0.21658369663790902;0.0775228471566517
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0890651408741184;0.21614143024668878;0.08004765215442744
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0891436188400013;0.21655896293891538;0.07923705455968333
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08801045457428731;0.1689695498246933;0.09094148927462586
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08719016971861869;0.1683590981338824;0.09941419780535254
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08799943906424786;0.16868193959881397;0.09105526829326394
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.09156958419863474;0.16088231019266297;0.05417929901623031
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.09163906326876853;0.16170280987904842;0.05346165086490651
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.09142764486766465;0.16049825449247374;0.055645387987695805
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09772294671599249;0.1603411802108578;-0.009378679328956308
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09646673282557022;0.15963301141469244;0.0035967328979614743
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['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.09051501255082983;0.20635439103399547;0.0650719518975712
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09752804578366622;0.15899578425291203;-0.007365550864428583
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['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08508867632190027;0.17245534669330165;0.12112048789055552
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08453919388873576;0.1712781182088852;0.1267960827364003
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.10346952286824228;0.16072324189519657;-0.06873496812445068
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.09051501255082983;0.20635439103399547;0.0650719518975712
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.10262340408309535;0.15970166940068958;-0.05999542136897751
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08724942825833955;0.18036468875170428;0.09880211734142397
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.09051501255082983;0.20635439103399547;0.0650719518975712
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08432290996027866;0.17322591228020703;0.12903007580970138
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08577407896381244;0.17555268111830738;0.11404097548583325
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08724942825833955;0.18036468875170428;0.09880211734142397
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08508867632190027;0.17245534669330165;0.12112048789055552
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08577407896381244;0.17555268111830738;0.11404097548583325
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.0836178918209355;0.16859844344773292;0.13631219635874026
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08453919388873576;0.1712781182088852;0.1267960827364003
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08508867632190027;0.17245534669330165;0.12112048789055552
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.10354645771194786;0.16033454929408317;-0.06952962683607966
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08453919388873576;0.1712781182088852;0.1267960827364003
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.09051501255082983;0.20635439103399547;0.0650719518975712
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.0835083031694261;0.16659830573899712;0.1374441357040762
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08709774861261654;0.20086220880911718;0.100368813860778
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08724942825833955;0.18036468875170428;0.09880211734142397
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08709865350449203;0.20086582504280065;0.10035946724775713
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08577407896381244;0.17555268111830738;0.11404097548583325
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08403244021389186;0.1659115006073448;0.13203033295345112
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08399568898418452;0.17265082119366834;0.13240993578934923
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08508867632190027;0.17245534669330165;0.12112048789055552
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08432191102463732;0.17322200920995048;0.12904039379920418
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08453919388873576;0.1712781182088852;0.1267960827364003
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08357971548286089;0.1689054643265647;0.1367065191150869
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08344548522941811;0.16839650735916545;0.13809298115393465
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08520148945080734;0.1967730829010068;0.11995524297220361
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08709774861261654;0.20086220880911718;0.100368813860778
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08356918172906903;0.16641497079557677;0.13681532208151514
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08353526861513734;0.16656766022026892;0.1371656100671178
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.0839971988577399;0.17265284130244418;0.13239434033069286
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08433313577676632;0.16587810402761918;0.12892445352252901
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08327200221503718;0.16971271549508168;0.1398848843028515
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08418211119118897;0.16647053054196229;0.13048438393661388
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08358082468839545;0.16906523377288007;0.13669506214970462
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08353632937761973;0.16635632217212454;0.13715465346920974
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08321580907159493;0.16961595108926247;0.1404653023399779
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08461612054867086;0.19467977830341268;0.1260015085547994
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08588877748150432;0.16592131536863897;0.11285625641831176
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08374285593910187;0.16867140563064964;0.135021444075913
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08461705063190669;0.19471755632799007;0.12599190174063968
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.0836147365383874;0.16818111202338903;0.13634478721931442
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08523440928407859;0.16625048895018335;0.11961521456590052
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08363981545684568;0.1685620315119861;0.13608574749074398
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08481782853505633;0.16579413335119572;0.12391807014294332
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08645808483568966;0.16525647860103435;0.10697589029539967
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08507316871397064;0.16612742653238882;0.1212806657130382
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08633684362276384;0.16552134591737266;0.10822818875237294
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08947699914430936;0.16625091806357387;0.07579357498211048
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08443261121921199;0.16679177317257074;0.1278969733441705
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08675460628045512;0.1650813847694969;0.10391312526049012
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08728601768242482;0.1649729562031967;0.0984241857930851
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.09019475492217331;0.1647587461050944;0.06837988757820335
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.0965996823209653;0.16579062798414657;0.0022234997875298923
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08529863955446335;0.19257613181423033;0.11895178117924354
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.0854477778277059;0.19263915774156604;0.11741133445366048
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08626488638473533;0.1653387195311881;0.10897143385836083
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08632404417426444;0.16505610206408122;0.10836039404147468
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.0861661907779309;0.16464590755512212;0.10999085912744666
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.09004124586268722;0.16257311130560792;0.06996548008166537
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08979702981928658;0.16177217641549133;0.07248798350222929
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.0898941947146889;0.161676567391062;0.07148436892556942
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.09609266214918397;0.1617566093138259;0.007460502646982614
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.0993041182689287;0.1621734289439937;-0.025710573807472548
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08618013041121803;0.19103808871930975;0.1098468768887757
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08628562597987871;0.19137725487634294;0.1087572149276066
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08794976322036811;0.16132276765899609;0.09156836925240319
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08725643686988213;0.16081299791152692;0.09872972551022641
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08819099835897753;0.16080749608388265;0.08907665554748401
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.09214140120976592;0.15691951114154679;0.048273010688772655
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.09217206021134274;0.1578484303957699;0.04795633437516256
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.0923869098093991;0.15684297231144997;0.045737156476538976
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.09834472016722137;0.15723895368807797;-0.015800966889186974
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.09769502142270954;0.155448697468423;-0.009090239442511416
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.09821750250966055;0.15420829376912065;-0.014486937835711311
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.10490440313668806;0.15726348595385028;-0.08355582237650472
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.0892243532143923;0.19445843441748645;0.07840315055926383
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.10379292799389547;0.15657495389308654;-0.07207541424882669
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0866512552029853;0.17810160689422944;0.10498063680807868
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.0892243532143923;0.19445843441748645;0.07840315055926383
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08349799337986477;0.16781566435400763;0.13755062534771967
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08520274964908268;0.17379971301088362;0.11994222640533159
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0866512552029853;0.17810160689422944;0.10498063680807868
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08462141624347644;0.17144804805258176;0.1259468094118794
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08520274964908268;0.17379971301088362;0.11994222640533159
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08416535595685598;0.17002353970723774;0.13065744847131355
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0834937310391656;0.17063576179425535;0.13759465099338786
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.0892243532143923;0.19445843441748645;0.07840315055926383
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08339316524385659;0.16745371129282124;0.1386333934082037
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08416535595685598;0.17002353970723774;0.13065744847131355
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.0858423548732106;0.1881345555816398;0.1133357547615893
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08439147971792142;0.16546045289672218;0.1283218199318623
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08351787611397708;0.17070522499502025;0.13734525692019928
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08418815602281648;0.18419923190581755;0.13042194697201137
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08334479623237859;0.16744911281419528;0.13913299611736063
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08358097540143555;0.16625648757159509;0.13669350543723857
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08312778142511078;0.1676498723385316;0.14137453842565206
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08441224050248627;0.16558949377384766;0.12810738213592876
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08315901841719471;0.16783254461886382;0.1410518920577778
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08394438473274328;0.16614541550438086;0.13293985654290796
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08412316264132152;0.18396122082955202;0.13109326252054032
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.0839513442433614;0.16607920082274621;0.13286797187433674
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08500777345089179;0.16564767676516937;0.1219561322897138
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08364688365441325;0.18201618840693845;0.1360127401964928
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08361839926225945;0.18186973302093346;0.13630695500580725
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.0863053083308958;0.16576798199317969;0.10855391625371935
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08385672243122892;0.16697255465924338;0.13384531898651042
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08382193806622952;0.16672286741282333;0.13420460610979423
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08368243503138777;0.18200560803671412;0.13564553061936901
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.0855430018195605;0.16572516163176024;0.11642776743722616
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08525071593249962;0.16570453670985208;0.11944678346756965
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08355649693624576;0.16671138023386983;0.13694634309405918
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08712823720694567;0.16526029914369567;0.100053897680774
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08666001168153911;0.164885971917786;0.10489019128780697
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08549179572166558;0.1656500028584896;0.11695667436444934
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.09006531128658916;0.16580805050652175;0.0697169087213867
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08981568270465995;0.1653186481748023;0.07229531816172774
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.087294847049761;0.16516917116592927;0.09833298740580154
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.0838147191155456;0.180657089720038;0.13427917053045846
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.09129686530574078;0.16608753939764692;0.05699620789165927
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08386221595300108;0.1807731457510576;0.13378857649216702
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0847655991705265;0.1650666492004156;0.12445754637409423
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08370334100016279;0.1806625754521875;0.13542959321816117
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08487076927294389;0.16525226537133095;0.12337124614829909
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.0872673190812533;0.1637362495127674;0.09861732333129969
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.0917194769953925;0.16451604994639527;0.05263105882990038
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08819898156816443;0.16395153885174196;0.08899419711354739
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09124013514436138;0.16501552086255206;0.05758217277806077
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.0964816294488837;0.1647969393984314;0.0034428659253422644
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.09841627099613619;0.16522730175865358;-0.01654001420224871
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.0912294494058011;0.16394726842608537;0.05769254559261561
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.09749347170848063;0.1642396232077558;-0.007008435821108661
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.0845154647538479;0.17894262185284696;0.1270411805730869
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08437050579681685;0.17909054743176037;0.1285384592115436
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08658807875548352;0.1624508715161865;0.10563318527583387
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08464290081253231;0.17911739586565534;0.12572489565806477
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08654209354242856;0.1627621893401039;0.10610816577101878
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.09088808611691045;0.1613000391338564;0.06121848128419105
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08651432076312303;0.16195088523560328;0.10639503034314612
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.0908311109594415;0.1605319646168393;0.061806976731096586
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09638972392854231;0.15940725692162694;0.0043921565051161515
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.09070670180234845;0.1597976253394555;0.06309199683029565
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09567956844406597;0.15952548842099845;0.011727340605961811
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.10130565996170598;0.16164895002285193;-0.0463844644173097
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09557175833659956;0.1601722238886007;0.012840909399676304
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.10357399966219825;0.16077317142762615;-0.0698141071787639
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.1013431341514297;0.16085198275239826;-0.04677153469510431
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08573880709554484;0.17715323089862156;0.11440529802220623
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08524747219264334;0.17655463946491087;0.11948028800219801
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08548495488397446;0.17692494068981168;0.11702733326234604
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0885306749078584;0.15804717710432187;0.08556814216520914
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0874194483494105;0.15747109085701558;0.09704598266935605
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08830380327469863;0.15674815600979566;0.0879114954629926
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.0927862886536205;0.15421995021509585;0.041611979085974915
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.09271166714848901;0.15519302893022502;0.04238274336223091
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.10443984879024117;0.15261129759360373;-0.0787574483154374
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.09253993420527103;0.15403826820667116;0.04415657005542739
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09875264761611602;0.1546438703642998;-0.0200144426741935
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['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.0856066425470622;0.17599811345461702;0.11577042342913058
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09886051356257554;0.15275589969634118;-0.021128588227932177
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['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.0843372603964162;0.17038839091015176;0.12888185039527134
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08394712745869924;0.16857673222887773;0.132911526972462
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08498299305294386;0.18054991549377788;0.12221208860493427
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08329443341966582;0.1689889649733024;0.13965319276606636
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.1064421230207296;0.1537660730826855;-0.09943890529501975
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09929850633262866;0.1501460363641155;-0.025652608211454764
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08837364755273484;0.18750598982298522;0.08719007508536325
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.0856066425470622;0.17599811345461702;0.11577042342913058
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.10556997031826999;0.1534215058809565;-0.09043045464380972
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.0846333594580472;0.17238996035875198;0.12582344814868085
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08837364755273484;0.18750598982298522;0.08719007508536325
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08427639857105597;0.16982286500318589;0.12951049116970692
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.0856066425470622;0.17599811345461702;0.11577042342913058
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08401579143860892;0.1690800741275463;0.13220229787440652
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08438322566939796;0.16563762074109306;0.1284070758607686
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.0846333594580472;0.17238996035875198;0.12582344814868085
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.0843372603964162;0.17038839091015176;0.12888185039527134
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.0849993467700458;0.1805438227160056;0.12204317133498699
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08394712745869924;0.16857673222887773;0.132911526972462
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08325964595928853;0.16925455983764778;0.14001251186145636
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08360364573407633;0.1769746415717821;0.1364593439512224
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08498299305294386;0.18054991549377788;0.12221208860493427
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.10627854843290044;0.15280233477664176;-0.09774934611794506
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.0834116131699188;0.16701379270331687;0.13844284508899318
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08328608888341706;0.16899710378709434;0.1397393833411712
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08377394063438742;0.16609951583782082;0.13470037077911745
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.0846333594580472;0.17238996035875198;0.12582344814868085
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08324013895103838;0.16673404123643615;0.14021399942284174
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08427639857105597;0.16982286500318589;0.12951049116970692
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08462489260246497;0.16574148678881986;0.1259109021581315
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08401579143860892;0.1690800741275463;0.13220229787440652
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08352797169183411;0.1658995833336096;0.13724097986566042
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.0849993467700458;0.1805438227160056;0.12204317133498699
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08437012750109114;0.1660612413145462;0.12854236662175633
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08367475831971008;0.17707719940726804;0.13572482324566826
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08330450503025219;0.16920802197141765;0.13954916326906464
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08367545104270617;0.1770353944950159;0.1357176681214478
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08338793313513784;0.16677791800143243;0.13868743577149822
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08315044617049648;0.16703160157991087;0.1411404346502999
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08378170772257311;0.16610005708372855;0.1346201446553813
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08321645561215887;0.1668060995749611;0.14045862423332534
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08435051406080496;0.16536376945347037;0.12874495351785864
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08413075580703974;0.16584670616830471;0.13101483283905668
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08413480161911562;0.1659969651734331;0.1309730437139106
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08367143000399142;0.17709640692474127;0.13575920136296193
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08501066890274604;0.16527712370200898;0.12192622521602303
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08521727005783988;0.1652010578507497;0.11979224534656085
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08314198689316973;0.16699200033229103;0.14122781038407684
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.0867556330454629;0.1656874280421305;0.10390251982192766
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08674059132194671;0.16595398110580697;0.1040578855321096
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08425849547388348;0.16601978601878273;0.12969541196044387
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08328940387320218;0.1749411561157311;0.1397051428672218
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08556288220992485;0.16611329578289966;0.11622242321823906
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08399050724091235;0.16607271818614452;0.13246345792878977
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08328923688940594;0.17499484625549735;0.13970686764005524
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08586888735414398;0.165365667627816;0.11306170121056724
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08569938475990509;0.16558195706955778;0.1148124906665271
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08379897742484135;0.1659759421470995;0.13444176618999815
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.0874609354503737;0.16491242888239185;0.09661746309860353
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08600760556950719;0.165173604056478;0.11162888308823704
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.09086887868545664;0.16528356582303075;0.06141687452186628
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08817931884240822;0.16535011661276108;0.08919729307844382
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08352650003636576;0.17341318006300627;0.13725618057033617
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08363350556109536;0.17354318224912182;0.13615092229822978
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.09238593153393201;0.1659803217816301;0.045747261067448086
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.0850029533214119;0.16435254846904787;0.12200591932635252
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08520753018221355;0.16427620136529436;0.11989284835871838
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.0834795652052001;0.17346252035508186;0.13774096965507598
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08763242212718417;0.16319461952877332;0.09484618008700418
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08813385506626138;0.16344476632165975;0.08966688766054098
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08488876795992632;0.16388762585967148;0.12318533801201681
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.09239772578526234;0.16389781079097362;0.045625438443064104
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.0924294820985958;0.16414781202615208;0.04529742801470438
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08886913319012876;0.16311715345639702;0.08207221223834282
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.09782205972836726;0.1643576413837835;-0.010402415973184809
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.09926969581669648;0.16354029703883818;-0.02535502487509733
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.09189152284437878;0.1628803687004271;0.05085400013826591
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08688298765928541;0.16071636920982174;0.10258707614951967
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08442738060963834;0.17141192102355296;0.12795100022282047
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.09151741430165311;0.160373189900822;0.05471816100807225
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.0869028444372021;0.1607382329187475;0.10238197582310893
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.09796322323725432;0.15793325528743635;-0.011860491491353153
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.09116574633307618;0.15839130411676544;0.05835053356347719
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.10344728259049878;0.16029550560891778;-0.06850524866826313
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.09706562680449851;0.15863900399029063;-0.0025892329762109423
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08552514604251792;0.16853777590783933;0.11661219945913404
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.10435786854065203;0.15926510611864542;-0.07791067569097065
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08880243106189645;0.1553717735274314;0.08276117740329259
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08533141238163874;0.16825994555924273;0.1186132711964415
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.0877330201599095;0.1555189104056168;0.09380710469245546
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.09346178924843211;0.15249776176881566;0.03463474475985029
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08857437544141071;0.15391597140333116;0.08511676008632874
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.09316463936408727;0.15307596054878905;0.037704000936646165
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.09912087216542916;0.15217218555407672;-0.023817827874625275
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08780633565456926;0.1837392920863762;0.09304983017648027
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.09958399596597722;0.14703409980999826;-0.028601425851071838
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.10608626187756685;0.14993713584426055;-0.0957632215095725
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08531334103349163;0.17493385271703113;0.11879992984867649
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.08395773510021863;0.1691104274054333;0.13280196082093398
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.08378599255437463;0.16822672263879304;0.13457588669949372
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08447296882835743;0.17624189443695312;0.1274801202754794
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.08345618097197154;0.1666688108266867;0.13798250500830234
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.10695373631975114;0.15007929456789076;-0.10472335048878079
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08315850656387579;0.1684641098370531;0.1410571789821331
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08780633565456926;0.1837392920863762;0.09304983017648027
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.0838463105587624;0.1658759849225987;0.1339528630427712
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08531334103349163;0.17493385271703113;0.11879992984867649
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.08327425005838715;0.16654753133890174;0.1398616663665514
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.0843178845399931;0.17184835704724985;0.12908198329163245
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.08492957079736577;0.1656366993074748;0.12276388618773648
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.08411935598849211;0.16955951317226634;0.13113258137383677
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08320578255700356;0.17118136505464923;0.14056886604120267
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.09350107663249685;0.16557148532059268;0.03422894602808657
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08568398404413223;0.16371889220960043;0.11497156440171341
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.0834103827197659;0.16934150258202052;0.13845555438800683
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.08813443529165872;0.16243686922335412;0.08966089452213333
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.08878770908030142;0.16303213894943835;0.08291324050452797
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08507550779425184;0.16332540229684556;0.12125650539200383
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.09423685272708714;0.163638242513852;0.02662912707463483
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.08923790710990544;0.16260522451581125;0.0782631525995976
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.09907821125572985;0.16435526754237229;-0.023377184053104072
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.09251947539326766;0.1622968136145622;0.04436788878183273
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08436968444193922;0.1667999619532966;0.12854694297231328
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.0842036343420919;0.1669137014233139;0.13026207167154746
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.10056336772135412;0.1632906514211417;-0.03871734030346152
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08743433556083355;0.15955549345317202;0.09689221291199546
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08714506710201111;0.16007825659288447;0.0998800619766198
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08446833698453066;0.16672032199475537;0.12752796251276177
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.0921042717082099;0.15914843923299402;0.04865652068825821
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.09231372330760103;0.15778314237190422;0.046493098627407026
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.10472946402731545;0.15818492248297808;-0.08174887924681506
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.09790996272984741;0.15715566927712873;-0.011310364602701295
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08555484531060277;0.16321302360883688;0.11630543621668243
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.10588508709230142;0.15690096962021546;-0.09368529052315178
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08924898117260313;0.1533701619655685;0.07814876879153365
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08542442437880464;0.16306373621301182;0.11765255183608592
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08796521671825389;0.15412207225791708;0.09140875033165685
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.09415898027587327;0.14963812628390122;0.027433470318507736
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.0889151992838145;0.1524235837010494;0.08159639632847804
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.09973754064132544;0.14952001688411615;-0.030187386230177138
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.09417915478604218;0.14857953017177408;0.02722508814098723
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.09971233188415825;0.1494037470937061;-0.029927005399757567
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.10713079775063683;0.14803580006575104;-0.10655221504182077
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08738214711777716;0.1812998730977696;0.09743126646593281
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08504231212016972;0.17415929399240965;0.12159938295342065
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08407250408027749;0.1707659458544049;0.13161651394880458
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.10014955714921381;0.14492238918705644;-0.034443097837019376
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08397778747416466;0.169042309449758;0.1325948401864132
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08738214711777716;0.1812998730977696;0.09743126646593281
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08365671557459363;0.16718201348437384;0.13591118645767863
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08505327654046176;0.17422204213018172;0.12148613163992772
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.084041065736378;0.17079066679572924;0.13194124007620822
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08421399590413975;0.17406794142522047;0.1301550472707581
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08389161427680306;0.16929393882189658;0.13348492169817117
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08342226696601192;0.16642311869071483;0.13833280220764654
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.0836420423399628;0.1675909044123721;0.1360627460523376
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08301826400486359;0.16788213983860545;0.14250574202447408
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.0841295275495986;0.1738431244697262;0.13102751948958746
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08439674310443454;0.16565891826984824;0.12826745450075394
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.0834660129424549;0.1665425465558124;0.13788095074990958
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08301803275839076;0.16780352649799107;0.14250813056541756
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08401732982040956;0.16588190987632054;0.1321864079545625
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.1067766155932564;0.1471307040977014;-0.10289387347238854
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.0832884465558565;0.16646575466901056;0.13971503098204585
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08738214711777716;0.1812998730977696;0.09743126646593281
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08519161552923803;0.16560569946676823;0.12005723054266026
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08504231212016972;0.17415929399240965;0.12159938295342065
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.0837251396768818;0.16562234254369793;0.13520443505155666
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08407250408027749;0.1707659458544049;0.13161651394880458
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08397778747416466;0.169042309449758;0.1325948401864132
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08718306380219311;0.16530523654915305;0.09948759469705626
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08467923596808445;0.16561434104177386;0.1253495904451447
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08365671557459363;0.16718201348437384;0.13591118645767863
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08316830957881763;0.17080501344988555;0.14095592380504351
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08421399590413975;0.17406794142522047;0.1301550472707581
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08310037798832381;0.17070622873337402;0.14165758806509332
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08322504489723058;0.16614095701106205;0.14036990565172902
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08300236936035803;0.16773889131442168;0.142669917541265
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08342441287643115;0.16623107758054897;0.1383106371348799
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.0859190981556956;0.16469633018202456;0.11254307468259828
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08802112953069259;0.16595107376412407;0.09083122782876951
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08317520220674568;0.1660239645839183;0.14088472996665735
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08761497493822049;0.16514213210148965;0.0950263918094909
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08458220336902367;0.165721464823809;0.12635183853510945
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08305586086799348;0.168759190080852;0.14211740465512257
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08610971492614299;0.16575790009022442;0.11057419725433848
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08846017586759561;0.16593684296497352;0.08629632557090638
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08422416361063943;0.16549624025759005;0.13005002520067788
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.0830792109404853;0.1689243847557314;0.14187622214757378
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08615272492229906;0.16492000671845058;0.11012994772465412
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09050546537426038;0.16555058121355662;0.06517056452439873
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.0841821718938402;0.1651874934422886;0.1304837569399464
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08861491105447926;0.16447253483817445;0.08469806841809813
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.09237141854031573;0.16474217375742833;0.0458971655353525
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08677003126836555;0.16463420777457896;0.10375380081880137
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.09291525876583369;0.16529929678794547;0.04027984895775638
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08344516006502131;0.16693817462032012;0.13809633977154123
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08941480447533184;0.1646438660884932;0.07643598267593776
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.0834236829778718;0.166940897723052;0.13831817624487042
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08910756177775317;0.16183600498912834;0.07960948735152562
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08530627468492435;0.16293501239978783;0.11887291804463473
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09502930107186616;0.16217349833268577;0.018443941398499586
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09444351983477692;0.16287450344533194;0.02449446598191407
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08950215822653039;0.1620641064157822;0.0755337072433776
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10013158788494583;0.16390758217426202;-0.034257493607461775
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.1013214565266463;0.16210446931446465;-0.046547626871914494
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09462925189503352;0.1625936763488568;0.022576042643374095
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08448255752701596;0.16421917621217028;0.12738107876768945
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.0842382569221316;0.1643076625997467;0.12990445562240183
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10187996156032857;0.16260786711668465;-0.05231641600733794
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.0874862545976128;0.1586297590288357;0.09635594205098075
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.0874524603624865;0.1588033260959377;0.09670500213939448
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08443571696722252;0.16397476913051995;0.127864894125005
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.09283100049939555;0.15834878071911654;0.04115015118008958
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.09269626146672576;0.15608484202869236;0.04254186839104879
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08757929632170101;0.158671400407125;0.09539491564174263
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09922280094683188;0.15404749116169075;-0.02487064854996679
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09787653701947506;0.1545701251801978;-0.010965111000296623
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.09226277608658778;0.15612142956774955;0.04701933161965677
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10559548194936332;0.1556861667866609;-0.09069396385393746
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10615530382239768;0.15476116276303062;-0.09647635460096593
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08942789499152527;0.15371022819418972;0.07630077095350107
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09869974650663305;0.1552847511659944;-0.019468028000676263
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08559255200170783;0.15971688053431882;0.1159159644360156
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10661438431836205;0.1548954897810175;-0.10121818935211091
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08505242382744051;0.15951076857257937;0.12149493929843747
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08953220312612155;0.15161283233509792;0.07522337397888823
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08834534272156967;0.15248681013985696;0.08748243521223475
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08539043158618415;0.1595373469438633;0.1180036628215303
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.10054402932980401;0.14533246590425536;-0.03851759438114577
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.09457274525244212;0.14696095381023055;0.023159698807959317
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.0939807458216442;0.14940231451183672;0.02927445101000803
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08930884258614627;0.15090785490454903;0.07753046125399554
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08696220572148386;0.17945603621938097;0.10176883411233217
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.0847051855560449;0.17324192153108697;0.12508155758587391
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08387766211762711;0.17035363064101494;0.13362903331653786
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.08357548884036255;0.16855638802770423;0.1367501760346369
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.08360549323409065;0.16744526394738998;0.13644026115452845
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.0999690252017714;0.1471558061630326;-0.03257838637661181
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.0837647292377657;0.17218917066706968;0.1347955151404907
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08298056620139592;0.16713685914242718;0.1428951220048833
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09989941699602237;0.1479248951943223;-0.03185940438568191
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.0946363685556119;0.1466586115099848;0.02250253477549624
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08349730764361564;0.1666326852482629;0.13755770830594782
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.08395893946558736;0.1658057299955669;0.132789520951219
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.08484840864124693;0.16546363503774578;0.12360220873845551
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10712167096116013;0.14514950663720652;-0.10645794458623081
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08696220572148386;0.17945603621938097;0.10176883411233217
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08471992897577275;0.17308818871064688;0.1249292730505237
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08293441091134882;0.16902600735626466;0.14337185922247042
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.0838637913346745;0.17000837113579845;0.1337723044012572
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10625987145587228;0.14452676985041032;-0.09755643193514496
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.08382604920626861;0.16831639982067087;0.13416214221321054
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.10034953412022664;0.1425730145512178;-0.03650865662009406
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08696220572148386;0.17945603621938097;0.10176883411233217
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.08357137083352977;0.16733958818836267;0.13679271085821765
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.0847051855560449;0.17324192153108697;0.12508155758587391
['py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08342907835927389;0.1662417543644705;0.1382624474407652
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08387766211762711;0.17035363064101494;0.13362903331653786
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08384907017930562;0.17235361588055356;0.13392435896841648
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.0837997192977342;0.16898732744412978;0.13443410339731776
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.0837647292377657;0.17218917066706968;0.1347955151404907
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08355588440694407;0.16651848811340203;0.13695266989895372
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.0830114049394896;0.1674684603701698;0.14257658919580185
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.08421287424833772;0.16579096342878105;0.1301666328347445
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08331632815593695;0.1662302755659947;0.13942704240195747
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.08534038747221045;0.165772551132553;0.1185205676362997
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.106394842477303;0.14463780830887088;-0.09895054535412906
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08696220572148386;0.17945603621938097;0.10176883411233217
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.08375388640105837;0.16531516418206363;0.1349075106191744
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08471992897577275;0.17308818871064688;0.1249292730505237
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.0838637913346745;0.17000837113579845;0.1337723044012572
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08309654879512947;0.1693365776625297;0.14169713973744147
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.0848137941203671;0.16555557935749543;0.12395974154467371
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.08382604920626861;0.16831639982067087;0.13416214221321054
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.08357137083352977;0.16733958818836267;0.13679271085821765
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08384907017930562;0.17235361588055356;0.13392435896841648
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08324715172458791;0.16596959509694809;0.14014156460234428
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08299430962778734;0.16920271774546125;0.14275316638395075
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08292917513751102;0.16715530053575797;0.14342593944271798
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08468875473935362;0.16539926186493353;0.12525127121618784
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08336677826101219;0.16600082272226435;0.1389059441119025
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08351322542441093;0.1660925877159137;0.13739329381480792
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.0840857373880014;0.16576647096671132;0.13147982733504204
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.08621108301479583;0.1645928715958435;0.10952716796501649
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08445742227803328;0.16571387238501706;0.12764070033330255
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.08487427974381556;0.1654532128392795;0.12333498655348185
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.08854011903473072;0.16580803693100754;0.08547059393697687
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08571178369808441;0.16294694712010693;0.11468442224181119
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.09491894477577636;0.1653365157330934;0.019583809731844815
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08938353483918271;0.16069148126361377;0.07675896622381462
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08345387836693612;0.16557557116217084;0.13800628857713415
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09546924515086114;0.16129502160793452;0.013899766377609923
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.0855276020257837;0.16247977837883407;0.11658683164913053
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.10209801243123737;0.16369023108932965;-0.054568659799618446
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08994901272585358;0.16179500532925406;0.0709181546066987
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.10208075242024622;0.1611882686179589;-0.05439038143527419
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09631667782009011;0.16258952365142598;0.005146648535466869
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08456517731718761;0.16267435478811554;0.12652770033926086
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08425313961616238;0.16256544100876286;0.12975073252511038
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.10298622763699745;0.16187699219418542;-0.06374301977829977
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08794202115233095;0.1575955069801361;0.09164833694344443
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.0876446087291934;0.15826479233933471;0.09472030487903138
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08446844909739953;0.1620482490250167;0.12752680450081744
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['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.09332020162412909;0.1567792040525982;0.03609720095904423
['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.09322469085907248;0.15489702779272854;0.03708373005107746
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08791501401321275;0.15757980876671784;0.09192729323090476
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.10017467425120834;0.15283053606216343;-0.034702531962696126
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09858418496877672;0.1534481720232159;-0.018274394812335837
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.09272318042806223;0.15527225391746655;0.04226382289041852
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.10606428442807561;0.1531026619082473;-0.09553621680199886
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.10639316630364105;0.1530573207702038;-0.09893323218445826
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.0997993909202904;0.15330329759429062;-0.030826236725334688
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.0856443307939629;0.15775689239144153;0.1153811421583415
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08512397948831946;0.15742808626800628;0.12075584207609913
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.10701853424327655;0.15350655124252047;-0.1053926471552169
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08989879648553084;0.15013119150401588;0.07143683731164352
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['previous_event_type_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08890368544527666;0.150771886782754;0.08171532257382652
['previous_event_type_lag3', 'meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08544849258861785;0.15732465989412522;0.11740395170017637
['meters_per_sec_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.0949953099099141;0.14502554520127278;0.018795035540796978
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09538125109796221;0.25240694467789826;0.014808655475705312
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09516323345148506;0.25296682852443153;0.017060556093387858
['time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08527513034085585;0.167412381968151;0.11919460745270993
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08667238490233678;0.2056749267492485;0.1047623884974952
['previous_event_type_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08701456879758407;0.18258697752466743;0.10122797677661088
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08504579287527492;0.18213103333043348;0.12156343029225747
['previous_event_type_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08874253059454996;0.17340730732983728;0.08337988832691123
['time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09713076351883554;0.2614464145555266;-0.0032620290072640223
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08580333830952762;0.17257643481570759;0.11373875619416718
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.1299963740884547;0.3422385053450364;-0.3427303699335109
['previous_event_type_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13032411237874977;0.34222755291598156;-0.3461155732428727
['time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08474895522336058;0.19071586867895277;0.1246294614255099
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09542388436533661;0.2523615683534178;0.014368297171294842
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13109702080064584;0.3425173572487396;-0.3540989313829317
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08828487884281265;0.21694005772337008;0.08810696560287301
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['time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08967857430296869;0.16554361980383658;0.07371150854561226
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08462141624347644;0.17144804805258176;0.1259468094118794
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08552208596273324;0.16580151717403618;0.11664380697195986
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08584415456281157;0.1881345676726044;0.11331716579785389
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08356394659864394;0.1707051425049696;0.1368693956559639
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08345548921517675;0.1677241380976255;0.13798965015264564
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.0938828483309127;0.14853305609616482;0.03028563255154859
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['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08483708189837841;0.19102214880829374;0.1237192024757704
['previous_event_type_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08540858357775322;0.1675753349754191;0.1178161712047412
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['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08529965532245652;0.16812583849432702;0.11894128932866077
['time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.0861739581348022;0.1753423496149008;0.10991063022846137
['time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08569011992903879;0.1737727662321522;0.11490818694931737
['previous_event_type_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09699444927442863;0.26074170199519536;-0.0018540414606640354
['time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0903271435301394;0.2240975560997032;0.06701244786462834
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08746582951775878;0.1669639086587307;0.09656691235858073
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['time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08428053329281841;0.17189745342857318;0.1294677836978979
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.0847722092175157;0.19081752295594198;0.12438927130949096
['previous_event_type_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08394107470495436;0.16644497219857196;0.1329740457644819
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08431098955437748;0.17197728710519594;0.12915320148253417
['time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08596475794891839;0.17115778107209184;0.11207145544340769
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08553660901436011;0.16799196006921724;0.11649379861503262
['previous_event_type_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08379541874651512;0.1753621547626741;0.13447852371880575
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08835973078060425;0.22019369399485927;0.08733382119153144
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08763996205164024;0.16731127775018764;0.09476830033362527
['previous_event_type_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08364416271920323;0.16863054221984153;0.1360408446906891
['time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08926993568697879;0.16479075829690845;0.0779323299636302
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.0838823295757343;0.1753711437795893;0.1335808232199498
['previous_event_type_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08406714103386774;0.16581872654818297;0.13167190876531565
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09714975951089436;0.26085852730382386;-0.0034582382909709164
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08366778840888324;0.16881733926219888;0.13579681533782118
['previous_event_type_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08564258771560311;0.1661856091798192;0.1153991463855154
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08418756988788605;0.16616958373287244;0.1304280011498875
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08521856639095993;0.19006198544437294;0.11977885554348333
['time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09428142394971667;0.16513860440969788;0.026168751662863587
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08577399647745018;0.16654366906489604;0.11404182748608693
['previous_event_type_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08750641447128116;0.21805269244548287;0.09614771105362918
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.0861913680857129;0.1716341602631735;0.10973080313719996
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09301267936475928;0.1681445730623942;0.03927359322368884
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09890191072756793;0.1679805363388568;-0.021556178851549257
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09861044834755817;0.2609762682319357;-0.018545668811739136
['time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09735847753271003;0.15864166641300484;-0.005614083241335832
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08870636817809563;0.16529360113912303;0.08375340932058428
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08884232864614038;0.18943806915646105;0.08234907592410179
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09423471005348406;0.16657481310926797;0.026651258714381454
['time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.10513290628675774;0.16116761191763423;-0.0859160275851154
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.1051818628407677;0.1609797418860441;-0.08642169901124097
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.09051501255082983;0.20635439103399547;0.0650719518975712
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['time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.092158188586084;0.16516440857183104;0.0480996141600476
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.10167825713074632;0.16169465493065713;-0.05023301433364291
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['time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.09659397627162407;0.16461016714993823;0.00228243747557344
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.0987246549766355;0.15506744010205545;-0.019725307170002315
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0866512552029853;0.17810160689422944;0.10498063680807868
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08520274964908268;0.17379971301088362;0.11994222640533159
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08462322130772963;0.17141031380731822;0.12592816493345116
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['previous_event_type_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.09252389220017641;0.15413077804251205;0.04432226765727365
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['previous_event_type_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.0990569163596437;0.1535981193602369;-0.023157229428215853
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08679360787505928;0.16199539283314157;0.10351027844327643
['previous_event_type_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.10555783847372054;0.1508193078669214;-0.09030514502472142
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.10639873293702998;0.15294596547071246;-0.09899072984746615
['time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.0883208207244446;0.1648153205997862;0.08773572250968553
['previous_event_type_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08837364755273484;0.18750598982298522;0.08719007508536325
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08837364755273484;0.18750598982298522;0.08719007508536325
['previous_event_type_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.0856066425470622;0.17599811345461702;0.11577042342913058
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.0856066425470622;0.17599811345461702;0.11577042342913058
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.0941119945024715;0.1474119084568918;0.027918785584750694
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08471064355683657;0.1661568122619838;0.12502518198714307
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.10659064720940707;0.15523019170235278;-0.10097300915141871
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['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08804056528993123;0.16827881469346867;0.0906304761972303
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08976971680892329;0.14818909820664491;0.07277009912865551
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09535620075981668;0.16117233685287657;0.015067399998704212
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.0976744766782938;0.26078198056268426;-0.008878033121658468
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.10488016370342655;0.16189243161772618;-0.0833054536764668
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09185252351315992;0.21534671979095524;0.05125682357701056
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08981435745872104;0.19268740180121224;0.07230900660482698
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.1322368285102384;0.34566901940440103;-0.36587198611838856
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08956655910492754;0.2056066733685947;0.07486851164941888
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13452452348755664;0.348527856585997;-0.3895015492098899
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.10044232598454522;0.26146468291731845;-0.03746710223195793
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09185252351315992;0.21534671979095524;0.05125682357701056
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08981435745872104;0.19268740180121224;0.07230900660482698
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08919427394329461;0.1835180531139397;0.07871383884646832
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13223548981187364;0.3456670284277718;-0.36585815872540817
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09222566198788068;0.20675599115140839;0.04740268252337376
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09756065283354635;0.25725994654928597;-0.007702348536325454
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08859393347483492;0.21059431275796514;0.08491474548677536
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08653894158887485;0.18709367954502204;0.10614072224646554
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08509806052311462;0.1751981306068978;0.12102355863344016
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08377596407472486;0.17349707690169044;0.13467947069777397
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13076726142947664;0.34369730090680806;-0.35069285236308323
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.09420467483545997;0.18489898046398937;0.026961491978126917
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09594436810008572;0.2545111758800921;0.008992229395523466
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.09333931859917267;0.15219774342298242;0.03589974204411461
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08710140142681505;0.20716271671102374;0.10033108400412272
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08506310581080097;0.18353895626789976;0.12138460527127859
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.09768686150331155;0.17579649460470556;-0.009005955771764995
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.084650823846191;0.16755076937466323;0.1256430587761509
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.0849606705344292;0.1735378381789197;0.12244265752466943
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.10294336734297092;0.2705985037239808;-0.06330031651940327
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.09017650752288552;0.20182960923483517;0.06856836465972072
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08823558252023421;0.18357645020288899;0.08861614649284977
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.1299874772127192;0.34251779465339705;-0.34263847425310145
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08729078694119655;0.1795294818640499;0.09837492419913862
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.086630126928525;0.17605724971261252;0.1051988704009853
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09518677423491619;0.2529699330841684;0.016817403735742142
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.10001708669699996;0.2664606214931114;-0.03307481275558066
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08537391699515896;0.1660079240006946;0.11817424175553537
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08666833149386947;0.20565683913117855;0.10480425608564115
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09921871338383084;0.1527919315261515;-0.024828428180214246
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08470071013556611;0.19077452945564496;0.12512778412901582
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08959887721413656;0.2056643618047734;0.07453469844087313
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08437786974755375;0.17184520143169962;0.12846239708776164
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08637067215532909;0.1665400688957362;0.10787877440628701
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.09018820327245489;0.18323217640010322;0.06844755945837522
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08484400957341111;0.16715784193418448;0.12364764663642747
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.09447878870510266;0.1765072963462365;0.02413017441123222
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08692562732291353;0.1667426132413967;0.10214665177831173
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13118946741572443;0.34269945095439486;-0.35505381092118027
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.0970255978199142;0.26077690150218824;-0.0021757742651058454
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09814725081135785;0.2530702803283525;-0.013761309220975848
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09187535292548894;0.16616126603554415;0.051021018959559794
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09266700563342573;0.20696206105856726;0.0428440514030376
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['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0882338544604945;0.21697118604423532;0.08863399559294849
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.10679964511432087;0.14837144548443126;-0.10313174500961497
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.10294336734297092;0.2705985037239808;-0.06330031651940327
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.09017650752288552;0.20182960923483517;0.06856836465972072
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08798563507617015;0.16769062234609722;0.09119784945483944
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08823558252023421;0.18357645020288899;0.08861614649284977
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08729078694119655;0.1795294818640499;0.09837492419913862
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.086630126928525;0.17605724971261252;0.1051988704009853
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.1000161534678268;0.26645893008040505;-0.03306517344708704
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08662329766513704;0.19604769428737875;0.10526940974809851
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09069113026296112;0.16662309913738244;0.063252834999734
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['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08557638420872778;0.1706492260167253;0.116082961298823
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08454045179229511;0.17122667897599603;0.12678308987161135
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08431948402575551;0.1685712965310091;0.12906546222999127
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09792066822312734;0.26311456160404256;-0.011420941463424095
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09759999048306812;0.26070784852035545;-0.008108666459152536
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.0848989530986736;0.19224486656463236;0.12308013588454325
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08379192405278368;0.1729660001617306;0.13451462035180595
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08882692649509699;0.1646720786674589;0.08250816448417342
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08401121627088629;0.16786661689012883;0.13224955470515887
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08637748789708316;0.1894383150154313;0.10780837472390359
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08512643227711954;0.1672874195484022;0.12073050726167833
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09717061438199351;0.26152286998379926;-0.0036736479051409088
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08804762630432958;0.17095378162162533;0.09055754309781361
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09381845509106894;0.16444761863267704;0.03095074924701746
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08471082459070352;0.19077338337588118;0.1250233120913644
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08427031995087939;0.17207693715156;0.12957327713566646
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09227152777692607;0.16807663045814616;0.0469289355567829
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08525469528597103;0.16751203276909749;0.11940568079223568
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09614748970899353;0.16377556600004609;0.0068941897003187425
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09539557522193381;0.16724441132933243;0.014660701839196322
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08561578678028646;0.17159651311914267;0.1156759727973643
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.0898009912489898;0.14824685145192162;0.07244706596119665
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.09036527829505618;0.22415504236300215;0.06661855451673249
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09143420288888701;0.16746794453809627;0.05557765029636641
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.083967367481838;0.17085228633998692;0.13270246811257347
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08359153610067066;0.1674321637306723;0.13658442415177852
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.10293083319009075;0.1607546338509098;-0.06317085146430768
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08406725188585168;0.16612940934543943;0.1316707637770308
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09719894280136297;0.16790868122092945;-0.003966251674179189
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08724942825833955;0.18036468875170428;0.09880211734142397
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08362532260977608;0.17498287042230476;0.13623544386530528
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09887601105523318;0.26130092117830284;-0.021288661569940137
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08364225412146396;0.1682817925809233;0.1360605585647604
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08432290996027866;0.17322591228020703;0.12903007580970138
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08405792456047338;0.16620750225571743;0.13176710556458837
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.0836178918209355;0.16859844344773292;0.13631219635874026
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08547546237935616;0.16649848420329133;0.11712538118350624
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08860270895794348;0.18936025887244312;0.08482410366877602
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.09514607931379716;0.14383692843070495;0.017237740894156972
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08748910088284764;0.21803418717908887;0.09632654281847819
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08520121160682523;0.19677049024154392;0.1199581128180397
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.09150026685546271;0.1700958297299961;0.054895276692475736
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.0837071959311084;0.17340468085521338;0.1353897757010114
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08326737578172956;0.16970115831190868;0.13993267065497228
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08447705754912471;0.16696331226524272;0.12743788794717859
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09570900738807532;0.1652334993148192;0.011423266246524455
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08371848496177459;0.16664586240075763;0.1352731714924027
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08454118074332972;0.16577671792244228;0.12677556054858796
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.0857205415409997;0.1657708408499647;0.1145939626290724
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.10159818855331072;0.16542286789167424;-0.04940598733882062
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0936353419936447;0.22908913924133772;0.032842121362341437
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08542030701424023;0.1660501660840204;0.11769508002568718
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08830038337380706;0.18581906845771198;0.08794681956200268
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08814678583562575;0.16634563562663196;0.08953332596042518
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08676256644356861;0.17823793714229302;0.10383090486905955
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.0861739581348022;0.1753423496149008;0.10991063022846137
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08569011992903879;0.1737727662321522;0.11490818694931737
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.09036382681178791;0.22415035112826381;0.06663354686309153
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08451453395759694;0.19463367342872798;0.127050794751968
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08483238267591707;0.17852960611994756;0.1237677406658404
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08755083965854076;0.21720214485360959;0.09568884403874733
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08416139862310146;0.16669671843870112;0.13069832370536072
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08366221423317637;0.16846453287483756;0.13585439090530493
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.10060219211262453;0.13998822933100125;-0.03911835679040965
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08435016099439123;0.17199361198231028;0.12874860033493052
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08832673721859635;0.22009057537451632;0.08767461114071995
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08360227077888739;0.17499967359134078;0.13647354584033222
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08495026490612877;0.16629460655675413;0.12255013708504325
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08596337853405053;0.1662171603771102;0.11208570339646629
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08350630535647698;0.16823567953690946;0.13746477108055544
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08425680888538065;0.16658581227462546;0.12971283270483158
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.0858161168218371;0.1656975251504433;0.11360676715462048
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08919956055621335;0.16537301984863625;0.07865923351020532
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08565325488040046;0.16607547541563283;0.11528896541904676
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08957978745171176;0.16627478284933356;0.0747318762771193
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0875761546995322;0.21815046359588974;0.09542736540448782
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09280999976683407;0.16656846351727025;0.04136706739485996
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08369867669689035;0.1736924476059234;0.13547777072851397
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08477177748499629;0.19376332242224967;0.12439373066745052
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08484287989750978;0.16739326677472746;0.12365931503988492
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08825625574133149;0.2168757214196723;0.08840261313850584
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.10666600622506095;0.14127165167057612;-0.101751391161504
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13452452348755664;0.348527856585997;-0.3895015492098899
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.10044232598454522;0.26146468291731845;-0.03746710223195793
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08611051459323463;0.1660367336155405;0.11056593750634702
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09185252351315992;0.21534671979095524;0.05125682357701056
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08981435745872104;0.19268740180121224;0.07230900660482698
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08919427394329461;0.1835180531139397;0.07871383884646832
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13223548981187364;0.3456670284277718;-0.36585815872540817
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09756065283354635;0.25725994654928597;-0.007702348536325454
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08448532097161926;0.16710869486148508;0.12735253519468215
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08859393347483492;0.21059431275796514;0.08491474548677536
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08653894158887485;0.18709367954502204;0.10614072224646554
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08747519180370736;0.2051941732084566;0.09647020946387841
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08633708591921883;0.16649176533860738;0.10822568607634875
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08668515952147414;0.18206172314883887;0.10463043967045782
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08877114724508763;0.17340959293142408;0.0830843074229658
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.0977013585877521;0.16509827349416817;-0.009155695914059958
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13041592784451503;0.3423074561322085;-0.3470639336504384
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08989756735351698;0.1661544224928212;0.07144953299562118
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09660759092113115;0.2525974926412747;0.0021418119889217158
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08929567429928727;0.20521688566167334;0.0776664762683339
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09269007233178933;0.1658706376955501;0.04260579586211122
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08546524497702701;0.19287292997761402;0.11723091656097628
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.0902491254458539;0.18343923752481336;0.06781829535005834
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.0947625478264743;0.18562415509199234;0.021199231200831004
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08454045179229511;0.17122667897599603;0.12678308987161135
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['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.09447205511622034;0.1619762619869036;0.024199725537979777
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09701133617889807;0.15969205031840072;-0.0020284660139968658
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08381667910222347;0.17298001009337674;0.13425892586090127
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08399451036547767;0.1679618744327404;0.13242210972222512
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08504038455545317;0.16716367261782963;0.1216192927370825
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.10214943237394711;0.16120760361837783;-0.05509977552635137
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08446210173888054;0.16583388796420576;0.12759236626061332
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09310190097566345;0.16830969329343284;0.03835202469952437
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08576941934087491;0.16584933795102266;0.1140891046530852
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.10187814299968281;0.1608202260331343;-0.05229763212489713
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08375670115754524;0.16863000714525114;0.1348784370465813
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08724942825833955;0.18036468875170428;0.09880211734142397
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08577407896381244;0.17555268111830738;0.11404097548583325
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08845012880022951;0.17121902264937916;0.0864001015613971
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08508867632190027;0.17245534669330165;0.12112048789055552
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.09781331507105491;0.1569235284648539;-0.010312092554318086
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08453919388873576;0.1712781182088852;0.1267960827364003
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08709774861261654;0.20086220880911718;0.100368813860778
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08488679747826657;0.16621834058470272;0.12320569108406598
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09213963197056514;0.16755600785002359;0.048291285130834805
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08399568898418452;0.17265082119366834;0.13240993578934923
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08357971548286089;0.1689054643265647;0.1367065191150869
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08637755005729074;0.1649386925236519;0.10780773267216104
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08356918172906903;0.16641497079557677;0.13681532208151514
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.0989714173485573;0.16919496631454908;-0.022274111575198763
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08433313577676632;0.16587810402761918;0.12892445352252901
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.10429513738572864;0.15731930351604767;-0.07726272664279676
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.0892243532143923;0.19445843441748645;0.07840315055926383
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08861739825813905;0.16585205658794017;0.08467237813316808
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0866512552029853;0.17810160689422944;0.10498063680807868
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08524367484846002;0.19676854407953756;0.1195195107066449
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08520274964908268;0.17379971301088362;0.11994222640533159
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09839350939200207;0.26079910519840804;-0.016304909974507176
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08454248780663562;0.1715147955679109;0.12676205991360068
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08416535595685598;0.17002353970723774;0.13065744847131355
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08323876162592188;0.169686771113391;0.14022822579089367
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08584299805390072;0.18813759183696505;0.11332911135901724
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08468766387373772;0.19355164153272433;0.12526253874885762
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08359738714492382;0.16629668331686612;0.13652398881371908
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.0880261680002731;0.18847826042680216;0.09077918556088937
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08370733713151311;0.17071997541533085;0.13538831724439682
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08349799337986477;0.16781566435400763;0.13755062534771967
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08465840340454883;0.16615185625353365;0.12556476964486463
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08354207033223358;0.16608651379070088;0.13709535524519023
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.09139391185264159;0.17002310194193873;0.055993815734688646
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.0844809071000706;0.16705670129494352;0.12739812599995592
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09627392757570026;0.16655536233509827;0.0055882150935100405
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08370122059649802;0.16856649724542547;0.13545149483208818
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.10194400579248684;0.16647086572681374;-0.05297792780827071
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08830038337380706;0.18581906845771198;0.08794681956200268
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08962802561845246;0.1640035700308431;0.07423362506106168
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08676256644356861;0.17823793714229302;0.10383090486905955
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08394585894533378;0.16618601541431663;0.13292462942576033
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08569011992903879;0.1737727662321522;0.11490818694931737
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08513652770266496;0.16610753865905403;0.12062623178036358
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.09036382681178791;0.22415035112826381;0.06663354686309153
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08483238267591707;0.17852960611994756;0.1237677406658404
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08468179367677751;0.1652655146959793;0.12532317191490716
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08400084205469742;0.17095291659659592;0.13235670981035863
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.095442199395985;0.16663475299654668;0.014179121526587068
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08389844210961485;0.16828391739091425;0.1334143971274553
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08698946584633746;0.16591918744456133;0.10148726473944947
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08414892483226172;0.16668969896951033;0.13082716528195204
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08572812821200279;0.16554483202251474;0.1145156000313925
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08830526957650539;0.22009098501082772;0.08789635005619767
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.09016713104659245;0.16577605628327138;0.06866521412625337
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08360189018104225;0.17500652846487963;0.13647747702909796
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08355958903806698;0.1819605982433545;0.13691440482615436
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08540874600118023;0.19276806783935593;0.1178144935358848
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08361320330652325;0.16809671488693023;0.1363606239455507
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08430279649507877;0.1665496394172152;0.12923782745475976
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08483615907830923;0.19365995132296482;0.12372873426880349
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08557111953338839;0.16623873900427266;0.11613734004219656
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08755043473838335;0.21817879554243125;0.09569302645226885
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08611994249371363;0.1648473056984702;0.11046855688025936
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08478008288339368;0.1669830443966117;0.12430794434655668
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08552578062964078;0.16600281223604516;0.11660564481937419
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08358781553055024;0.17348025743199577;0.13662285385821604
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08443507910257837;0.1670967868789319;0.12787148261822723
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08711664240726291;0.16462520936901592;0.10017366017243201
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.0863278732190729;0.16525497563156602;0.10832084390180174
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08937282927258304;0.1623610636645258;0.07686954384185596
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08645763340245555;0.16663942925447156;0.10698055314171129
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.09008507407214386;0.16534131107866612;0.06951277924050803
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.09130352195119829;0.16506495267214125;0.05692745151225764
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08959949283941893;0.16715647503690495;0.07452833965764616
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.0945959103189918;0.16245313357494426;0.022920427223687256
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08757825831903589;0.2173231040134897;0.0954056371538794
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.09475882353130842;0.16553226151537462;0.021237699383200526
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08391501903428096;0.1808218502475694;0.1332431743503173
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08443550164048112;0.17205347501145551;0.12786711823130914
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.1009886025965125;0.1648479292363732;-0.04310958420436872
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08560320847733195;0.19290345012624738;0.11580589387783813
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08621788513771955;0.1662289889896176;0.10945690895130356
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0848042613798183;0.165613118426461;0.12405820506208587
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08989327737558427;0.1659620083479724;0.07149384410581161
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08640473773018817;0.19152589992939265;0.10752691165431971
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08622879962908665;0.16455320272578258;0.10934417335283986
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08759293665511415;0.16420217977250665;0.0952540248664554
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09518807274286736;0.16637696940244898;0.01680399146887035
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08959745407278909;0.16246531402147033;0.07454939804400718
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09204995583442581;0.16469865552761984;0.04921754843853787
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08817620326230924;0.2167731906800455;0.08922947385308622
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08775164100391235;0.16131035112930392;0.09361477030673315
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08622167939320056;0.17093755702522506;0.10941771815001111
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.09539788162369045;0.16480156105951982;0.01463687905409472
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.09417813053100207;0.16182448485816314;0.027235667654135542
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08933368766012476;0.16497411752101254;0.07727383690113887
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09310588364308889;0.16366571900424998;0.038310887794414716
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.09762514377895859;0.15679960163290854;-0.008368474430973771
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.10000028075445845;0.16474203560370007;-0.032901224456644895
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08652484033548298;0.1916162067333217;0.10628637385649042
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08607324168945017;0.1620827239315461;0.11095092870504719
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.10530860913613685;0.15751867683633072;-0.08773085937253611
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.0892243532143923;0.19445843441748645;0.07840315055926383
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0866512552029853;0.17810160689422944;0.10498063680807868
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08889851367100732;0.21621385294503676;0.08176874174360405
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08520274964908268;0.17379971301088362;0.11994222640533159
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08454248780663562;0.1715147955679109;0.12676205991360068
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08416535595685598;0.17002353970723774;0.13065744847131355
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08795871389769369;0.1610085583621148;0.09147591785627152
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.09012329655104705;0.160723892562608;0.06911797989631618
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08584299805390072;0.18813759183696505;0.11332911135901724
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08369990299612867;0.17071246605226312;0.13546510430422742
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08743146189115118;0.1683740774443701;0.09692189499799764
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.0832925786659699;0.16746035612204085;0.13967235048591609
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.0835901766346651;0.16616027201565428;0.13659846605337278
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.09212803121439636;0.15812569355892203;0.04841110914693725
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08412513585275391;0.16658842233480603;0.13107288125271543
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.09196795399426437;0.1613328680172975;0.050064544071664274
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08417204469773176;0.18410388283168763;0.13058836057887413
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08307513530017441;0.16748278708451086;0.14191831936805965
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.09850718417336232;0.15634101137895354;-0.017479054886611278
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.10058342382499756;0.16178343216624508;-0.03892449946196441
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09714787822567765;0.16017216552305175;-0.0034388065274877366
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08380556516646893;0.16620630474373466;0.13437372151710125
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.10383340960079013;0.15834217502893638;-0.07249354808819186
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08724942825833955;0.18036468875170428;0.09880211734142397
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.0892243532143923;0.19445843441748645;0.07840315055926383
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08577407896381244;0.17555268111830738;0.11404097548583325
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0866512552029853;0.17810160689422944;0.10498063680807868
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08508867632190027;0.17245534669330165;0.12112048789055552
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08453919388873576;0.1712781182088852;0.1267960827364003
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08556101775121294;0.1771492696013374;0.11624168118103617
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08520274964908268;0.17379971301088362;0.11994222640533159
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08462141624347644;0.17144804805258176;0.1259468094118794
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08709774861261654;0.20086220880911718;0.100368813860778
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08416535595685598;0.17002353970723774;0.13065744847131355
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08363516471189993;0.1819634665607023;0.1361337849573676
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.0839971988577399;0.17265284130244418;0.13239434033069286
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.0858423548732106;0.1881345555816398;0.1133357547615893
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08358082468839545;0.16906523377288007;0.13669506214970462
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0834937310391656;0.17063576179425535;0.13759465099338786
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08353632937761973;0.16635632217212454;0.13715465346920974
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08382046583269323;0.16674968018037103;0.1342198127853239
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.0843213134755392;0.16587348165497878;0.129046565873827
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08339316524385659;0.16745371129282124;0.1386333934082037
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08375138241177439;0.16621342806613235;0.13493337428253538
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08523079759727806;0.19686103281695416;0.11965251961835133
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0879684627466954;0.15840073393353926;0.09137522215826999
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08439147971792142;0.16546045289672218;0.1283218199318623
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08527157156554625;0.16590540092297565;0.11923136598325712
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08322821354157293;0.1696160469812079;0.14033717677740576
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08418883092603881;0.18419948281733844;0.13041497590793572
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08365181067355357;0.16682646926976366;0.1359618490983422
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08701025050447785;0.16500401698975398;0.1012725803537543
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08316975621081425;0.167818133124878;0.1409409815673881
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08489928739648421;0.1660516952155297;0.1230766829280584
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08586935029638686;0.16590774334875258;0.11305691948789687
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08949266901739505;0.16572466280715203;0.0756317211255495
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08495745518632704;0.1658984236809308;0.12247586880134487
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08458418014585653;0.19470159356567926;0.12633142044032275
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08631564767882326;0.16582103784880095;0.10844712130220735
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08390389507924842;0.18073175949667802;0.1333580734954719
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08365843457681528;0.1683799090765747;0.13589343091253225
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09899550636529363;0.15398440886459744;-0.02252292662546851
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08366180527715725;0.18205657724389068;0.1358586150051745
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08506367665907781;0.16633376144923273;0.12137870898899139
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08474283671419902;0.16506406991001227;0.12469265940412688
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08741446217312382;0.16617073709979366;0.09709748480068026
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0837987005439577;0.16694522502654002;0.13444462608800634
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.0905582659794121;0.16673635886719435;0.06462518795843508
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08712343591410375;0.16407989099058462;0.10010349015409481
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.10464106863929167;0.1541435853910788;-0.0808358447649391
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.085539441731606;0.16572831568192287;0.11646453952606062
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08837364755273484;0.18750598982298522;0.08719007508536325
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.0856066425470622;0.17599811345461702;0.11577042342913058
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.0846333594580472;0.17238996035875198;0.12582344814868085
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08464108594945452;0.19352010054637908;0.12574364134838822
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.0843372603964162;0.17038839091015176;0.12888185039527134
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08738913853534731;0.1652819044336144;0.09735905223098862
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08394712745869924;0.16857673222887773;0.132911526972462
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.0903140463678851;0.163564292783803;0.06714772823411652
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08498299305294386;0.18054991549377788;0.12221208860493427
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08460606326936686;0.1670147909226827;0.12610539002422572
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.0907499712111551;0.16505402254258622;0.06264506783168977
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08329443341966582;0.1689889649733024;0.13965319276606636
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08339005003560622;0.16713499120087216;0.13866557034202787
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.09630038062493933;0.16481221479022243;0.005314981991127676
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08352341287232379;0.16590117468058832;0.13728806783600178
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08674512224628776;0.16465325280949542;0.10401108569050432
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08395268802954983;0.18067860096258873;0.13285409192931075
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.0843870838641104;0.16562234890172453;0.12836722463222605
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.09051319257839892;0.16434714835769698;0.06509075036231726
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08360340907215501;0.17697347522992374;0.13646178842824253
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08456804092506752;0.17926358985414836;0.12649812218144774
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08496893784757846;0.16500663519932784;0.12235726458566543
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08316995620821482;0.16693478652312757;0.14093891579758855
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.09665737744305887;0.16549808459599102;0.001627567838079269
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08407668285419045;0.1658047326720593;0.1315733514630708
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08746954921312636;0.16342724013366566;0.0965284916874507
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08630245988138721;0.1622162895606406;0.10858333784096919
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08490703390345851;0.16514442247199154;0.12299666938730991
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08539596544481116;0.19253078714088406;0.11794650368848891
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08583506439581344;0.16541900429236417;0.11341105798047624
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09242386412746405;0.16413858427180017;0.04535545594439783
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08973433445787918;0.1608482480815023;0.07313556283977596
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08632893173881856;0.16455085877180756;0.10830991046908389
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.0832290778074765;0.1750300741918853;0.1403282497893682
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.09685917878741106;0.1651520478547884;-0.00045683486665093476
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.09033017246607987;0.16211148846063;0.06698116203604776
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09611429225555815;0.16130674134934755;0.007237085640645624
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08394625929304082;0.1660230236340574;0.13292049424100205
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08476389402204394;0.1795191518309921;0.12447515882420168
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08597532319096625;0.16546619233002788;0.11196232723531085
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.09449303050939052;0.16189230562288873;0.023983071053357508
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.10262254605714817;0.16327087095034046;-0.05998655883334503
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08703186471786276;0.16521275038644462;0.10104932750583717
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0863504354620616;0.1620262782526618;0.10808779887199094
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.10231343078064908;0.1616695091993648;-0.05679371232146213
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.09088346600351951;0.16539142733855233;0.06126620235799818
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08562367671639229;0.17725029550709373;0.11559447777951937
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.09024562014936394;0.16089981941915607;0.06785450149877348
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08615203095398934;0.19114690455217193;0.11013711571169815
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08368993611690444;0.1737439331414495;0.13556805203274447
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09582034344515222;0.15996875583055636;0.010273277978358641
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08820910806371879;0.15747158252551446;0.0888896007106309
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08788122158396813;0.16067909359016347;0.09227633466639662
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08504310216714038;0.164752071755475;0.12159122257149746
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.1052195820763295;0.1558844526124598;-0.08681130036339124
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.0892243532143923;0.19445843441748645;0.07840315055926383
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0866512552029853;0.17810160689422944;0.10498063680807868
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08520274964908268;0.17379971301088362;0.11994222640533159
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08462141624347644;0.17144804805258176;0.1259468094118794
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08837364755273484;0.18750598982298522;0.08719007508536325
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.0858423548732106;0.1881345555816398;0.1133357547615893
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.0856066425470622;0.17599811345461702;0.11577042342913058
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.0843372603964162;0.17038839091015176;0.12888185039527134
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08394712745869924;0.16857673222887773;0.132911526972462
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08334479623237859;0.16744911281419528;0.13913299611736063
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08358097540143555;0.16625648757159509;0.13669350543723857
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08498299305294386;0.18054991549377788;0.12221208860493427
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.09255224646955142;0.1552631941540197;0.044029396883961236
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08441224050248627;0.16558949377384766;0.12810738213592876
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08328608888341706;0.16899710378709434;0.1397393833411712
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08324013895103838;0.16673404123643615;0.14021399942284174
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.0841239771074283;0.18396159651319544;0.13108484991376945
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09974653197596327;0.1528696869557671;-0.03028025757500563
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08389152593279411;0.16602157551912836;0.13348583420195936
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08360684173739351;0.17693589373448484;0.13642633248650682
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08521690686545356;0.16562762304576203;0.11979599675463404
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08305246667262636;0.16666368417586605;0.14215246324220143
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.09109558302331847;0.15891918797994908;0.05907524921441243
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08628195470573134;0.1658793239495434;0.10879513545676445
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08412145337546811;0.16598172065287908;0.13111091749890236
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.10534841007734906;0.15537466766191327;-0.08814196262747154
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08362654518727086;0.18196966118146432;0.13622281588284524
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08837364755273484;0.18750598982298522;0.08719007508536325
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.0856066425470622;0.17599811345461702;0.11577042342913058
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08521269387926902;0.16518188915394885;0.11983951261834758
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.0846333594580472;0.17238996035875198;0.12582344814868085
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08427639857105597;0.16982286500318589;0.12951049116970692
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.09633845006124311;0.1591475780783559;0.0049217634213807315
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08401579143860892;0.1690800741275463;0.13220229787440652
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08364813734802072;0.1664770695667331;0.13599979081622615
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08688672034840214;0.16618759798493482;0.10254852126617242
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.0849993467700458;0.1805438227160056;0.12204317133498699
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08325964595928853;0.16925455983764778;0.14001251186145636
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08545701754990796;0.16582656595638182;0.11731589751784244
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.0834116131699188;0.16701379270331687;0.13844284508899318
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08323839970433787;0.1748822026599628;0.14023196407287108
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08377394063438742;0.16609951583782082;0.13470037077911745
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.10154800916170481;0.1600006905733645;-0.04888768524365439
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08836670377236315;0.1653331370408395;0.08726179727648298
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08462489260246497;0.16574148678881986;0.1259109021581315
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08401013531573451;0.16606655252075103;0.13226071987281074
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08367546199474395;0.1770774283747264;0.13571755499803317
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.09198411877440636;0.16614389376525648;0.0498975783284108
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08313201599243415;0.1668897665429697;0.14133079965071704
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08592905879569654;0.16579679472449024;0.11244019139891415
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['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08547199753033292;0.1688293408972198;0.1171611695510153
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.0876627389520928;0.16452799226009077;0.09453303811046654
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.085114878089569;0.16560594817288807;0.12084985027130313
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08476189766478363;0.16484695580092815;0.1244957791648954
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08688031904107639;0.16540703560367848;0.10261464026228928
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.09028569675999804;0.165710890861994;0.06744055085899814
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.0881262096538277;0.15643427261139864;0.0897458569974734
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08323049303200511;0.1749965217751399;0.14031363195892366
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08746343911695553;0.1638504736895594;0.09659160276842749
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08355578345294119;0.17348339548536917;0.13695371265115786
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08393687546291811;0.16611272589405002;0.13301741966511793
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.0916945625589427;0.16325802879565504;0.05288839962656111
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08482907589989232;0.16409600066975738;0.1238018962999966
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.09331189860890927;0.15404756783678383;0.036182962664136786
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08613713056764645;0.16572321744843346;0.11029102155258519
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.09882486404068136;0.16502293813028826;-0.02076036491357769
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.0876484075891943;0.16477726670114506;0.09468106651773012
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08784095609364692;0.1635230946085349;0.09269223624129563
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.09168383829955427;0.1649637249967115;0.05299917032210444
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08454034033209906;0.1788754361963267;0.12678424114210884
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.09923498749423357;0.15100327172981348;-0.02499652319389911
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.09109785528027779;0.1627925590371931;0.0590517791103502
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.0836632754451661;0.1734754735101474;0.13584342966444318
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08656903114993644;0.16212053939800158;0.10582992767439636
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.09770691421313385;0.16448985902518115;-0.009213079875546093
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.10556094384630729;0.15217497824944515;-0.090337220366141
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08780633565456926;0.1837392920863762;0.09304983017648027
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08531334103349163;0.17493385271703113;0.11879992984867649
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08518227695195507;0.16410706875781933;0.12015368855095254
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.08436165195610287;0.17159649872057112;0.12862991038393645
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.09125530441152167;0.1599232382956199;0.0574254896717159
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.08395773510021863;0.1691104274054333;0.13280196082093398
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.08378599255437463;0.16822672263879304;0.13457588669949372
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08438294682993147;0.1714191795873187;0.12840995598894622
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['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.083218812821341;0.16841514458134615;0.14043427665917696
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09611616509124203;0.16031717642992785;0.007217741152245161
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['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.08362632407856077;0.16582025533652922;0.13622509971100716
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08666142471875637;0.16092463489093847;0.10487559605006458
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['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.084594059136892;0.16570478532379465;0.12622938050743515
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.10382680053615091;0.16055717883460097;-0.0724252831702652
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.09834334223189571;0.16401640284329244;-0.015786734218294907
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08324649021557806;0.16664041898860787;0.1401483973178237
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.09041460726493014;0.15939079571973083;0.06610903641338728
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08524586687120661;0.1763957508905156;0.1194968693404217
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08452211396903131;0.17174543278577667;0.12697250094086177
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.08528091036383655;0.164847659174037;0.11913490569218377
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.09690724275106444;0.16026935524383262;-0.0009532867419381752
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.08628975266487451;0.16495701589160003;0.1087145904674256
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08813672122273085;0.15699006143811206;0.08963728317838904
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08681330032407648;0.16068530380181573;0.1033068754673152
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08310912184131126;0.17108140042578623;0.141567272954085
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.1030747742899018;0.16051667856793997;-0.06465761667259273
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.09372911344064955;0.15487525801884397;0.03187355765732336
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08410443050372424;0.1656723899200508;0.13128674645593497
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.09073808647474874;0.15984571352791194;0.06276782507490808
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.08615642568605379;0.1650772574242249;0.11009172259783595
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08547906783347622;0.1686183488785399;0.11708814050830774
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09855465810640994;0.15279756354596186;-0.01796941234565752
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.09662629584754327;0.15836716807323176;0.0019486091174029108
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.08766088860081922;0.16471940962692988;0.09455215035776965
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.09212304230747029;0.16580149357506557;0.0484626394829899
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.088598023173816;0.1552486881043041;0.08487250305452076
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08495286360351108;0.1637343893601868;0.12252329518332128
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['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.09685138609444152;0.1581737489660747;-0.00037634427153121486
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.10422785035926808;0.15815173568458324;-0.07656772007384727
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08696151676062963;0.16011511467974074;0.10177595037745213
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.088254061536314;0.1547567469168177;0.08842527704536862
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.09124248418600643;0.15812005918313674;0.057557909566266274
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.09816819158861002;0.15882706171622427;-0.013977606158360967
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.10511621042507402;0.16003534744949316;-0.08574357630951512
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.09123552789503192;0.15913699132696194;0.0576297609791927
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.10609971850994747;0.14991456849290435;-0.09590221483997263
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08780633565456926;0.1837392920863762;0.09304983017648027
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08531334103349163;0.17493385271703113;0.11879992984867649
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.0843178845399931;0.17184835704724985;0.12908198329163245
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08304657653441488;0.1689058416892407;0.14221330238110153
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.08411935598849211;0.16955951317226634;0.13113258137383677
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.08395919884352944;0.16844173886773128;0.13278684184080092
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08449734929516647;0.1764430729939364;0.1272282948422917
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08549055344972933;0.16337526417281856;0.11696950577046528
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08362853257651492;0.16525229331608815;0.13620228817264113
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08467923596808445;0.16561434104177386;0.1253495904451447
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.1065143174628466;0.14829756851285808;-0.10018460047806355
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08531791123423757;0.16330696046691304;0.11875272432174322
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08738214711777716;0.1812998730977696;0.09743126646593281
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08307110373875164;0.1706474337103183;0.14195996129844857
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08504231212016972;0.17415929399240965;0.12159938295342065
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08407250408027749;0.1707659458544049;0.13161651394880458
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.084269145613444;0.16471637838807035;0.1295854068473612
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08322361378398956;0.16632772568372287;0.14038468759641787
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08421399590413975;0.17406794142522047;0.1301550472707581
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.08866943553519688;0.1619860656138864;0.08413488597029717
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08449946133152395;0.16592613041211826;0.12720647965414145
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08301826400486359;0.16788213983860545;0.14250574202447408
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.0834660129424549;0.1665425465558124;0.13788095074990958
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08591182721564244;0.1651825601970289;0.11261817610058622
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08723658783282827;0.1585575903761953;0.09893474588139473
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08401732982040956;0.16588190987632054;0.1321864079545625
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.0938567125297671;0.1618806890516877;0.030555588803689027
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08519161552923803;0.16560569946676823;0.12005723054266026
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08767053291129541;0.16573093146044296;0.09445253443644686
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08312956688464118;0.17067890999062119;0.1413560964440771
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.10138582161537163;0.16348799762128188;-0.047212452794952675
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08303321312961251;0.16880266443290873;0.1423513327654079
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.09184121462952065;0.15616511666394686;0.051373632846645756
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08317211319050774;0.1659958173055071;0.14091663636362406
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08455063573193403;0.16522951982011067;0.12667790012970792
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08442966872913198;0.1654244846844283;0.12792736627490686
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08434795853243353;0.16659492869290948;0.1287713495275904
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08813468852105849;0.1658194650129477;0.08965827891990585
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08935024874362676;0.16415139001421178;0.07710277774711949
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08731008001183263;0.15925618258230653;0.09817564639578458
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.0829343584788879;0.16876065625353273;0.14337240079648061
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.1052288981160915;0.15677397961721196;-0.0869075255820071
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.0924021500238149;0.16493985930715999;0.045579740557180615
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.0840453436746403;0.16524996052908725;0.1318970533235717
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.09249501428546489;0.1571947787443788;0.044620547154493595
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08698061534126755;0.16530552449584898;0.10157868145803062
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08348136687987072;0.16707662924855363;0.1377223601875892
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08543984889355968;0.16030111448259216;0.11749323228161146
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08919258089585674;0.16456624113752444;0.07873132630508783
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.0976214315464521;0.15578750428496424;-0.008330130843611006
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08542528501844586;0.16297520100712828;0.11764366230365131
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.0939146174380068;0.164923324462662;0.0299574899766496
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.10622213833873442;0.15620441231905718;-0.0971666872004282
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08914877225347304;0.1528108623425943;0.07918382503827659
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08949000275953169;0.16247489008343458;0.07565926085834829
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08355874627763131;0.1670160631370454;0.13692310968457444
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09313747123552789;0.16182281821216601;0.037984620081347176
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08518536126660729;0.16259891160491216;0.12012183071658589
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.0858101208172821;0.16306039558190302;0.11366869978520877
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.094108810996397;0.15080315195022417;0.02795166796565629
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10016207833262979;0.1624039788013429;-0.034572428930736754
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08955995126029916;0.1618158584441799;0.07493676396587423
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08862305604047103;0.15277820403845194;0.0846139389942544
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.10004935518481782;0.14826394915412675;-0.033408113425608565
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08441685678522577;0.16441085754925908;0.12805970062885608
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09523504648446482;0.16230569180381826;0.016318800478932527
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.0946019708046497;0.1498000953842301;0.0228578285688672
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10024541545570528;0.16195216861428788;-0.03543321667871058
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10640808247471965;0.1473401855006523;-0.09908730106561592
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08504231212016972;0.17415929399240965;0.12159938295342065
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08397778747416466;0.169042309449758;0.1325948401864132
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08365671557459363;0.16718201348437384;0.13591118645767863
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08421399590413975;0.17406794142522047;0.1301550472707581
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08300236936035803;0.16773889131442168;0.142669917541265
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.08405702763789522;0.1659913009413244;0.1317763698628709
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.08592279331554503;0.16481472037113493;0.112504907438424
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.08463778133085496;0.16537553741924169;0.12577777469853568
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09810897654848694;0.15584318884194936;-0.013365975001048858
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08312904477445454;0.17063927890492522;0.1413614893114472
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['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08653684055659205;0.16450050098634553;0.10616242377371266
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.0901976936166247;0.16433486795287833;0.06834953385245124
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.0833614203617031;0.16699281649657668;0.13896128576409694
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.0847051855560449;0.17324192153108697;0.12508155758587391
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.0837997192977342;0.16898732744412978;0.13443410339731776
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.08360549323409065;0.16744526394738998;0.13644026115452845
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08567783041321486;0.16257526238608822;0.11503512515235781
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08376199161753199;0.17218703217652603;0.13482379197401728
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['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.09978488084557749;0.16250175872583822;-0.030676362406734325
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['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.08382604920626861;0.16831639982067087;0.13416214221321054
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08292978094863207;0.16903620055863414;0.14341968202979882
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09447346655148828;0.16063755848284914;0.02418514684674511
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10299163628074916;0.16311799220023004;-0.06379888556899216
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08463659688147619;0.16570986562072293;0.1257900088563242
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.08633316991156889;0.16525473291229748;0.10826613445375421
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.0877865765524691;0.16544683219525036;0.09325392161101853
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['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08302177610135256;0.16754548791477464;0.142469465638683
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08483749237830349;0.16534430248764603;0.12371496263550152
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08759679961024897;0.15816504740556311;0.09521412446758981
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08471734566506174;0.16524829747688755;0.12495595602357579
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.08610481552240287;0.16516133198019167;0.1106248031134831
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.09197954079486802;0.15504005334088733;0.04994486420236044
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.08873830235294021;0.16571749609455014;0.08342356176365628
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.09296332073790872;0.15568704501376784;0.039783417653448394
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.0829269758764241;0.1674585838755547;0.1434486555736374
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09839355189422477;0.15499090747615746;-0.016305348979253287
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.08976101821321689;0.1637577362337092;0.07285994677796626
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08427656888174265;0.1651131946998425;0.12950873203347768
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.09332818345345222;0.1648370290597834;0.03601475677769728
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09804940508156917;0.1541805113994796;-0.01275066231734634
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.10620748109010211;0.15505144572729007;-0.09701529272488019
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08721795894176092;0.1650379135715608;0.0991271633851114
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.0835154508599293;0.16566903860198762;0.13737030732862487
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10642423571218072;0.15438077272525932;-0.09925414758471152
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.08979668895270844;0.1639998890280352;0.07249150430740392
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.0855148881491646;0.15829292216772078;0.1167181530677146
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.09460820356672536;0.16480487902989374;0.022793450473814536
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08563501040848076;0.16259456853417834;0.1154774122638279
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08532922743227583;0.1591085555356035;0.11863583950180334
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08981263058389866;0.16178136762079598;0.07232684346593443
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08357157171045866;0.16568606949582868;0.13679063600378472
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08935859169574527;0.15085305412241434;0.0770166035344696
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08604402196028013;0.1626348851322215;0.11125273879808228
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09456214728028196;0.1613375938018704;0.023269165084837784
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08930835858082284;0.15106919103811237;0.07753546053687188
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.09009256332384323;0.1612627374193839;0.06943542288518412
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.10166986920289686;0.1618618907711879;-0.05014637556742141
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.09445884365575895;0.1490046649577337;0.024336186491733858
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.09490156500307945;0.1467589959488668;0.019763325112841734
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09570318409705633;0.16177083903174808;0.011483414921893198
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08440891392300746;0.16270675753954067;0.12814174231963027
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.10049035642085194;0.1465827436659083;-0.037963207803843435
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.10092746746521356;0.16113623927287113;-0.042478120457471125
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.10001451785224252;0.14348617288397114;-0.033048279201120856
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08758844041377513;0.15791026544717837;0.09530046646791379
['lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.10641805405379424;0.145743184507691;-0.09919029733880835
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13452452348755664;0.348527856585997;-0.3895015492098899
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08471992897577275;0.17308818871064688;0.1249292730505237
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08746712237770704;0.20523630420627126;0.09655355842983637
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08695277795678528;0.1825736234355203;0.10186621333594603
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08384907017930562;0.17235361588055356;0.13392435896841648
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08861875603713187;0.17323415184344468;0.08465835365670005
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13028927144852784;0.34219141326302427;-0.345755701858353
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.09877068224300735;0.1770152180270292;-0.020200722033192564
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08524142376564321;0.17740051042835397;0.11954276210334391
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08442148960389498;0.17021889148686387;0.1280118483224426
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.0843583538953251;0.16846556708575694;0.1286639759984527
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09796083752955896;0.26312599880534127;-0.011835849556539157
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08399119392376403;0.17333502972355344;0.13245636519311998
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08483467706317316;0.16563678884476418;0.12374404197831357
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09925959908659415;0.15383222440340494;-0.02525073591903637
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08527513034085585;0.167412381968151;0.11919460745270993
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09707979553066223;0.2607690238202909;-0.002735581511365881
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08526793632697503;0.1898158342509936;0.11926891430155251
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08588786310546673;0.17183363382034042;0.11286570099308413
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09116826191450007;0.16772794791281556;0.0583245501650973
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08435735256627824;0.16488861845512257;0.12867431870940094
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08644669620743303;0.18956774140609325;0.10709352324585142
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08852157395368553;0.17123693028850964;0.08566214576837883
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08735781475311857;0.16485301718175951;0.0976825950528144
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09222682371604939;0.16780050169218;0.04739068305258343
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09702346510582066;0.1674315708282177;-0.0021537454969662306
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09052549844089382;0.1642052846908445;0.06496364331478632
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09859602510275471;0.26099956432098376;-0.01839669135781863
['previous_event_type_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.09413241258725508;0.1462661618083029;0.02770788752911635
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08869160428826552;0.1890133283553913;0.08390590529127773
['meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.0896236980026823;0.1497984946824865;0.0742783249318445
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.09475950046435214;0.16504221059850854;0.021230707353133815
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.09187294538109135;0.17026643951582077;0.05104588644530528
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.0954106975336165;0.16570625992818816;0.014504503735192853
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.10169784552499082;0.16636992015017352;-0.05043534252960025
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0936353419936447;0.22908913924133772;0.032842121362341437
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08830038337380706;0.18581906845771198;0.08794681956200268
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.086630126928525;0.17605724971261252;0.1051988704009853
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.10001708669699996;0.2664606214931114;-0.03307481275558066
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08633525355160869;0.18922752230020412;0.10824461257069351
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08526148690452545;0.18979190332365029;0.11933553027797739
['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09223099291316689;0.16743343290381282;0.047347619485409664
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09888202980390322;0.15176436362950807;-0.02135082912411157
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.0967509233592377;0.16821524558541973;0.0006613336371845691
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08401798102741516;0.1659680468537197;0.13217968164831229
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08676256644356861;0.17823793714229302;0.10383090486905955
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08569011992903879;0.1737727662321522;0.11490818694931737
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08676256644356861;0.17823793714229302;0.10383090486905955
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08569011992903879;0.1737727662321522;0.11490818694931737
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.09036382681178791;0.22415035112826381;0.06663354686309153
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08485851840525754;0.19386122448098794;0.12349778515537402
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08483329849313655;0.17852959406680544;0.12375828120512444
['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08470950183937642;0.16758487185555454;0.12503697476765996
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08400084205469742;0.17095291659659592;0.13235670981035863
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08389844210961485;0.16828391739091425;0.1334143971274553
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08416093694977182;0.16666900201226784;0.1307030923214474
['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.0864102550476509;0.1661626202010698;0.10746992337468719
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08585350555944757;0.16624666755578874;0.11322057951027198
['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08448302110572797;0.1721708347902113;0.12737629047094
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08939125972631431;0.16631466938755957;0.07667917599405893
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.09496810741686515;0.14569039023681854;0.01907600963573508
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09316635121213754;0.1662894182904202;0.037686319286815984
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08528266842059208;0.19267830367727465;0.11911674675341122
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08822036353951977;0.2168286840824091;0.08877334308966267
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08608136176870063;0.1647787688698431;0.11086705654251738
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08439483484479986;0.17214835766548767;0.12828716488254843
['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08604627236165739;0.17080835409534859;0.11122949443996089
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08637460824247031;0.16633830195776678;0.10783811862815251
['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.09003120827586325;0.16217952487478463;0.07006915814779524
['previous_event_type_lag3', 'meters_per_sec_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.1001868350316585;0.14158936526423507;-0.03482814046021776
['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08900795849342302;0.16467315189309892;0.08063828800656703
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08941729141459948;0.16616674367861572;0.07641029512190978
['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09371415907441642;0.16397763055127476;0.032028021055592104
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.0971228970235155;0.26087326039008996;-0.003180776108902661
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08366035181040853;0.16684344948287783;0.13587362783886991
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08532648500440945;0.18998091626970792;0.11866416599328722
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.09045848850023515;0.1660450855009964;0.06565578786913073
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08449278704483353;0.1653476956471406;0.12727541824954236
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08573585194336278;0.17160362812106703;0.11443582173958255
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09287818223571558;0.1677791916054069;0.04066281181614706
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08395890385062328;0.18094438373266764;0.13278988881758624
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09870720448065526;0.26092521612112474;-0.019545061289397037
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08849816875684867;0.18884494034512367;0.08590389765436401
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.09167362021169162;0.17045261497269792;0.05310471278043871
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08621033329162266;0.1644571862936569;0.10953491184311104
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.0923505710308765;0.16100327317381286;0.0461124991110603
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08356992709657331;0.16636666301695752;0.13680762319305162
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08522954850419423;0.19686318642639947;0.11966542147988612
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08771847432756072;0.1657652026559711;0.0939573483510775
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08495998013387195;0.1668429834595529;0.12244978866045786
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.0866329833249691;0.19144482939473959;0.10516936672997168
['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09773074028289294;0.1537527774555016;-0.009459178950893543
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.09142952940531063;0.15877503829374687;0.05562592262992494
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08803497139608811;0.16052717214040774;0.09068825543301284
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08398444825479988;0.16674724419428716;0.13252604109483024
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08546177492842885;0.1651802959289626;0.11726675863480784
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08761963050906074;0.1658699612949468;0.09497830449628375
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.09661246404106871;0.16447110444778879;0.0020914776147332725
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['time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.08540287202473609;0.16555795688720026;0.11787516574016077
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.09440585810645061;0.15107753827206205;0.024883473342792506
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08580931303945268;0.1631202006028882;0.11367704330887507
['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.0830079718721856;0.16881101418508943;0.14261204929046545
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.0928205391759855;0.15623876899781225;0.04125820601431762
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.0991615408813124;0.15573482795670174;-0.024237894359598666
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.10075488203588634;0.14687937497244635;-0.04069548844953541
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13223803112781607;0.34567086929100793;-0.36588440793519905
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08511442468340542;0.17525688682682847;0.12085453349596997
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13076607889605252;0.3436972893321315;-0.35068063799515814
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.0871407411546687;0.20721832379729524;0.09992474461424039
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.1046166656547231;0.16161623364003574;-0.08058378674619071
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08509720553028319;0.1737584147416548;0.12103238984007114
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08639704733075886;0.20512783011086255;0.10760634566117622
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08479317874662917;0.18175165827010858;0.12417267739461224
['previous_event_type_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08747508309708268;0.15643825925437824;0.09647133229278326
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08566691843010268;0.17242231341757386;0.11514783484309854
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13001007824053504;0.34229090783855853;-0.34287191989074217
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08707048021018506;0.18294147694566332;0.10065046873262384
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08724454866438083;0.1643786632507622;0.09885251858566824
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.0903885259650185;0.165248948936177;0.06637842972319508
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.096909483131478;0.16166408366214013;-0.0009764275936936517
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08813108544993599;0.16906667030513095;0.08969549498116247
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['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09710468540484082;0.26139929422079833;-0.0029926686047387907
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.10495098087358493;0.1605741415373054;-0.08403692304052535
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08724942825833955;0.18036468875170428;0.09880211734142397
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08507057459289108;0.192327885312543;0.12130746034620576
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08577407896381244;0.17555268111830738;0.11404097548583325
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08508867632190027;0.17245534669330165;0.12112048789055552
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08445874406812734;0.16198518666346834;0.1276270475855671
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09154704517752547;0.16879404249958316;0.05441210418763742
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['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09748211809429813;0.2605666131257851;-0.006891164530441696
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['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.0868432247821345;0.1897809697002058;0.10299778624140377
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08412699038955729;0.16624578187663397;0.1310537257731451
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08421009475161943;0.1718707771728928;0.13019534220977858
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08521224630102721;0.19669048134620137;0.11984413564650831
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.0852784223797781;0.16801574587965962;0.11916060403783835
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08825876006441243;0.17136117622577618;0.08837674602736156
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.08743223943175213;0.16689838800695106;0.09691386379415778
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['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09227423180724956;0.16724987622782392;0.04690100567287647
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.0836051381879244;0.16675555227792238;0.13644392842043118
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09717377937367126;0.2608512838789507;-0.003706339051152474
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08803947046678454;0.1567968683597328;0.0906417846071692
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09667874843313973;0.1679343042073376;0.0014068272395946213
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08431854229598659;0.16584304078964618;0.12907518934099615
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08524504087447837;0.18989380329819805;0.1195054010467883
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.08627152600053381;0.1664906581174198;0.10890285337802175
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08584437031384427;0.17183526124283863;0.11331493730905184
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09848921649615318;0.2608759034416518;-0.01729346704975776
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.0882402354839358;0.16786247969444715;0.08856808610873423
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08460311584830646;0.19474261660158929;0.1261358338869759
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09042736946488937;0.16675900745023314;0.06597721586383287
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.0885162290159003;0.18930347522733043;0.08571735354121057
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.0837303989328832;0.16864258052453746;0.13515011228443452
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['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08825713215031028;0.18872577070353672;0.08839356072484772
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.08725691912087347;0.16501591689167364;0.09872474434781675
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08565995162500277;0.1567900799592111;0.11521979485625011
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['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08655901720371424;0.16651164398243357;0.10593336155714661
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['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.09163369924446496;0.16106303186505638;0.05351705578206645
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.10087428311815519;0.14110081330416263;-0.041928780227783236
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0866512552029853;0.17810160689422944;0.10498063680807868
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09835933757783281;0.2532479626667809;-0.015951949878485028
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09267537613439142;0.207005676366876;0.04275759263880652
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.09536797313957679;0.18527087409819082;0.014945803285402515
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.09982509734154094;0.17756019054783448;-0.031091757919732954
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08823558252023421;0.18357645020288899;0.08861614649284977
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09777065583468449;0.2608609386178474;-0.009871466016582842
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09224482600462613;0.1680098673470524;0.04720473771549383
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['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.10254490365323733;0.16351251769573344;-0.059184591744210646
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09855319126682256;0.2609759053862583;-0.017954261384135695
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};6;0.08880167972246489;0.1893348770573548;0.08276893797569296
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['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08604467457985233;0.16441748192663513;0.11124599790145528
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08632885476541322;0.19132063185834403;0.108310705526098
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.09161458079219523;0.16982776982900327;0.053714529955240065
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09646951626875352;0.16565192494628303;0.0035679827599564007
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08824526498601376;0.16068903635437445;0.08851613646603784
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09000340935571906;0.1657532062963398;0.0703562927282072
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09420259786824481;0.16646089899658376;0.02698294493769371
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.0839674115333234;0.16854374079064588;0.13270201310551877
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08493894676387471;0.18056260545562627;0.12266704198675538
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08462322130772963;0.17141031380731822;0.12592816493345116
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08330362578790118;0.16732983334661386;0.13955824494857694
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08382469859184606;0.16626223155196126;0.1341760926869522
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08427518056930106;0.16586859913294322;0.12952307188942636
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0839620165528874;0.1669854000347746;0.132757737768052
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08596562615433287;0.17078137285258715;0.11206248776422778
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08351194654446528;0.17682056474672728;0.13740650334433957
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['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08573369708882438;0.16579110546169765;0.11445807919600615
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08880366118277214;0.1641294254054881;0.08274847150537767
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08319895914015071;0.16698070077236835;0.14063934499955277
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08326122833442402;0.16809606680909236;0.13999616753519384
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08802640193064241;0.16622175152516078;0.09077676929802425
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08390475490206016;0.16658762957274356;0.13334919240005527
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09349658163384873;0.16351630971209782;0.034275374793811486
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08387829154315649;0.16602741868746593;0.13362253199079066
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08522543227564641;0.16555415856518452;0.11970793793559109
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.09059120788851921;0.1653493522008615;0.06428493153119352
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.08519011937019104;0.16548828889632908;0.12007268434438922
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.10046193409051296;0.16428605027614607;-0.037669634029974475
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.0866011918744587;0.1653828801484864;0.1054977400896433
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.08727298132359194;0.16580725298745302;0.09855883812505195
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08382410773615957;0.18070938018118676;0.13418219562543832
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08369936249458719;0.1820945793486001;0.13547068713559363
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08919525271181503;0.21658630178660232;0.07870372916281976
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08333299015656705;0.1750963460852917;0.13925494087661294
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08375045786301481;0.1665936886999191;0.13494292393118268
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08832957942636666;0.16044992819055853;0.08764525402428036
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.09347764615451468;0.15262492763043134;0.034470959042598115
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0866512552029853;0.17810160689422944;0.10498063680807868
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08462322130772963;0.17141031380731822;0.12592816493345116
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08416535595685598;0.17002353970723774;0.13065744847131355
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08398464824492258;0.16665773672731993;0.13252397540020355
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};18;0.09281188415153638;0.1635724275053603;0.041347603616841866
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08853823631890773;0.16459502606569806;0.08549004047716857
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08664095472539356;0.16170693446140644;0.10508703026854438
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.09363381069000117;0.1668595477633787;0.03285793817201921
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['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.0853686824257541;0.1639247626975687;0.11822830953521557
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.08940942740170849;0.1649972211595664;0.07649152237930312
['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08409741653142579;0.1739932464655883;0.13135919365828996
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08375193793058391;0.17349867436215843;0.13492763633805926
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08309961790343653;0.16897164064351064;0.14166543896915929
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.09099527662777676;0.15741827113179785;0.06011131229337785
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.09400449352894283;0.16574351864505868;0.02902916133920186
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08372465417931685;0.1694457162749162;0.13520944974777083
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['time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.0940142846001938;0.14830245908744275;0.028928029528295096
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.09388398210436094;0.16489459392693354;0.03027392182459765
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08564505713894856;0.1634704141178636;0.11537363975315418
['meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08420659150377853;0.16523666218695404;0.130231527198032
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.08944961374257324;0.1631101336664585;0.07607643833781375
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08360401319599328;0.16726034241109525;0.13645554844323882
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.09013369612851914;0.16225237871597545;0.06901056283484686
['previous_event_type_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09033159550536948;0.16489494044230318;0.06696646348706758
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.0940883787719739;0.16112855431751882;0.02816271206939025
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['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.10044232598454522;0.26146468291731845;-0.03746710223195793
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['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08981435745872104;0.19268740180121224;0.07230900660482698
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['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13223803112781607;0.34567086929100793;-0.36588440793519905
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09756348348545431;0.25726577309792453;-0.007731586292456294
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.0885935103277457;0.21064140022435845;0.08491911616597025
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08657018511902352;0.18714151822997666;0.10581800834703015
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08511442468340542;0.17525688682682847;0.12085453349596997
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};3;0.13076062938118044;0.34369002264210985;-0.3506243500473485
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};3;0.09592499089592596;0.25450753062597475;0.009192376212634024
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.09441046661787086;0.14588773502024094;0.024835872105546053
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09249978630026554;0.20674229325128823;0.04457125709357035
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.08662871958756008;0.20562658790206514;0.10521340680223257
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.08511091262584093;0.1821713957269411;0.12089080947971087
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};3;0.09467459644019108;0.18484827579260824;0.022107679596167662
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};3;0.08619501535702787;0.17290705213243543;0.10969313053289598
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['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09805855400105108;0.1600546546346838;-0.012845161353389312
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['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08724942825833955;0.18036468875170428;0.09880211734142397
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08397314606070651;0.1734010189502003;0.1326427812682578
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};12;0.08508867632190027;0.17245534669330165;0.12112048789055552
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08408823355984446;0.16833197429207303;0.1314540444178971
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};3;0.09009058999967036;0.2061825070624783;0.0694558053175035
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08823558252023421;0.18357645020288899;0.08861614649284977
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.08729078694119655;0.1795294818640499;0.09837492419913862
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.086630126928525;0.17605724971261252;0.1051988704009853
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.10004753808126883;0.26652160139851383;-0.03338934459349585
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};6;0.08591261640052446;0.17196062192826855;0.11261002462316227
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.0864167111143235;0.16618291172515817;0.10740323877019409
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09712450195455076;0.26080711057612554;-0.003197353414676085
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09866564552493279;0.2609724359785833;-0.01911579953203968
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};6;0.09762050695130078;0.16805485955142885;-0.00832058071578401
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['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};12;0.08541587082466008;0.192597718537839;0.11774090135353443
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08394047942262199;0.16632701769743033;0.13298019442571918
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};6;0.09870375864104305;0.2610380710706056;-0.019509469269775925
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};6;0.09712341603583413;0.16519285172419704;-0.0031861369784460525
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08455972323053061;0.16735345908599294;0.12658403550896047
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.0936353419936447;0.22908913924133772;0.032842121362341437
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08830038337380706;0.18581906845771198;0.08794681956200268
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08676256644356861;0.17823793714229302;0.10383090486905955
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08599357225736011;0.16640509274668872;0.11177383293428289
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.0861739581348022;0.1753423496149008;0.10991063022846137
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08569011992903879;0.1737727662321522;0.11490818694931737
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.09032624540441572;0.22409516109069075;0.06702172459018063
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08502523405127209;0.1789430867082904;0.12177578204092954
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08863327506447796;0.16646953528325956;0.08450838686650164
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08431098955437748;0.17197728710519594;0.12915320148253417
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.08371485855583649;0.16786851484568197;0.13531062857857845
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09914895671428164;0.1525431159645214;-0.02410791270917967
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};12;0.10201373918685504;0.16126513498582068;-0.053698202870350764
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.08398166627078126;0.16673572023308708;0.13255477616114775
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08758124881526655;0.21738473517583454;0.0953747483684172
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08835887791537633;0.22020706098074735;0.08734263042218138
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08388455563219802;0.1753260452984623;0.13355783032003254
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08463407556940977;0.1722861490355708;0.12581605144641494
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08372359178428596;0.16837385041077338;0.135220423208245
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09145492942145843;0.16782055818026198;0.055363566288699206
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09882624443693652;0.16463472182677005;-0.020774623003369408
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.0949039402144918;0.1664242742479883;0.01973879159395897
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08454248780663562;0.1715147955679109;0.12676205991360068
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};15;0.08416535595685598;0.17002353970723774;0.13065744847131355
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0866512552029853;0.17810160689422944;0.10498063680807868
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 2, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08462322130772963;0.17141031380731822;0.12592816493345116
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};9;0.08768324524785386;0.2175453382673477;0.09432122892512373
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.0840075976713853;0.16704367843827164;0.13228693115877665
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08572015942169767;0.18784217985925689;0.11459790953294091
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08329330182943843;0.1750305821729151;0.1396648809425658
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08350723047750765;0.17042644710986818;0.13745521552092954
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08445604280904846;0.17223301072769368;0.12765494884533446
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 4, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08333327563638379;0.16803412424070033;0.13925199216036888
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09376796771030446;0.16751877659525638;0.031472232557042235
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};15;0.08388844305355006;0.18091529226147518;0.13351767721001906
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};9;0.08637706558247658;0.17105776544500942;0.10781273680439929
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['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};18;0.08375198102139456;0.17363834233901373;0.13492719125379815
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};9;0.08907945866984365;0.1638302233912106;0.07989976388226905
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};15;0.08394910960900603;0.16715843664432536;0.13289105337515295
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08757462948939988;0.1645398073015561;0.09544311927439042
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};9;0.09419109725720382;0.16391224595549814;0.02710173455644893
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};15;0.08592351833539481;0.16610397817181513;0.11249741872054286
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};18;0.08522750994775882;0.16410574721810595;0.1196864776951525
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.09083540164591308;0.16471193083132035;0.061762658302420004
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};9;0.09919275515713027;0.1642180477888668;-0.024560306091541584
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};15;0.08860238817463213;0.16590085026137782;0.08482741703422436
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['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};21;0.08311984142950853;0.1663190315418075;0.14145655050719697
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};12;0.08837565891286685;0.15997714815314365;0.08716929978025934
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['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};21;0.0842061310722228;0.16599792974799385;0.13023628298785683
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};18;0.09186914420022883;0.1656985974471135;0.05108514877874737
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08407346096936151;0.16603479683967284;0.13160663025748798
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};12;0.09313292154622795;0.15565787191265543;0.03803161374589836
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['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.0951877690193037;0.1659357740185405;0.016807128624470757
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};18;0.08908275809668541;0.16295473554380835;0.0798656841577009
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};21;0.10019543951393725;0.14652977138911882;-0.03491701601351127
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10802756371728439;0.1542284854883224;-0.1158148956864451
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 12, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};21;0.10647553983853984;0.1543744523905745;-0.09978406704629927
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08525950456138462;0.15874653107625877;0.11935600586706585
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.09059433743612297;0.16103625011923633;0.06425260648642828
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};21;0.08547358066217393;0.16181740739946227;0.11714481740875415
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09056163947916386;0.1646119229240904;0.06459034313602063
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.09476505797649212;0.16594189664330555;0.021173303903353147
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['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08494046673193677;0.16546077912418367;0.12265134226210883
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['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};24;0.08352601131127169;0.16690757969527836;0.13726122860364454
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['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08359215809767709;0.16586832819090158;0.1365779995551204
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 6, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.08894098095297942;0.16570615389172136;0.08133009789963286
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};24;0.08598306430460086;0.16274932929744884;0.11188236940227747
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.2, 'objective': 'multi:softprob', 'num_class': 2};27;0.08306141419828898;0.16735220196799366;0.14206004439954378
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08618710651844438;0.16232041988130946;0.10977482079411593
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};24;0.08999564049378979;0.16158840521083737;0.0704365371729111
['time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 14, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};27;0.1076072250422866;0.14245787375601704;-0.11147322455496345
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.4, 'objective': 'multi:softprob', 'num_class': 2};27;0.08470307301692916;0.16514045402572686;0.125103377967006
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08995966913858584;0.16159460702845427;0.07080808469813016
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.6, 'objective': 'multi:softprob', 'num_class': 2};27;0.08792299046977502;0.16477166474066512;0.09184490454471472
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};24;0.09526387859660913;0.1608591181929265;0.016020994075661932
['previous_event_type_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09448530906650568;0.1613074313381284;0.02406282570754603
['meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 8, 'eta': 0.8, 'objective': 'multi:softprob', 'num_class': 2};27;0.09100638796638705;0.16436369881876997;0.05999654346303729
['previous_event_type_lag3', 'meters_per_sec_lag3', 'time_since_last_event_lag3', 'time_since_last_event_lag2', 'lag_2_is_same_player', 'py', 'px', 'previous_event_type', 'shot_body_part_type', 'shot_after_corner', 'time_since_last_event', 'meters_per_sec', 'primary_position_detailed', 'shot_after_free_kick', 'previous_event_type_lag2', 'meters_per_sec_lag2', 'meters_per_sec_lag1', 'lag_1_is_same_player', 'lag_1_is_same_team', 'time_since_last_event_lag1'];{'max_depth': 10, 'eta': 1.0, 'objective': 'multi:softprob', 'num_class': 2};24;0.10264142813989834;0.1619915479335427;-0.060181591549711255
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