feature_importance.csv

feature,importance_gain
loc_suburb_0,1574724.8396092057
loc_suburb_3,574070.8202433586
crash_hour,562661.4668651223
loc_abs_statistical_area_2_0,468933.02135413885
count_unit_car,466195.3583922386
crash_year,464290.6132361889
loc_suburb_2,403835.2150404453
loc_suburb_1,391710.242721498
crash_longitude,367703.96617013216
crash_latitude,332986.3388055563
loc_abs_statistical_area_2_3,300528.4122579694
loc_post_code_0,260921.8342511654
crash_speed_limit,254959.86106073856
loc_post_code_3,242105.56390196085
loc_abs_statistical_area_2_2,240559.30335259438
loc_abs_statistical_area_2_1,235112.21962308884
loc_post_code_2,199436.68536645174
loc_post_code_1,194551.88729143143
loc_state_electorate_3,183490.5982608199
loc_state_electorate_0,183178.07286131382
count_unit_motorcycle_moped,154925.1498619914
loc_abs_statistical_area_3_0,145316.08745980263
loc_state_electorate_1,138270.77254152298
count_unit_pedestrian,132329.41631555557
loc_state_electorate_2,131196.83762729168
loc_abs_statistical_area_3_3,130814.58138728142
loc_abs_statistical_area_3_1,109189.1204098463
loc_abs_statistical_area_3_2,95374.4103422761
loc_local_government_area_0,87081.51557731628
crash_lighting_condition_daylight,79327.0803823471
count_unit_truck,78253.81637728214
crash_roadway_feature_no roadway feature,73695.63816159964
crash_road_horiz_align_straight,69824.08113437891
is_weekend,67559.38203811646
loc_local_government_area_3,67125.85425919294
crash_road_vert_align_level,63989.913401544094
crash_road_horiz_align_curved - view open,63239.65352207422
crash_traffic_control_no traffic control,60465.386973142624
loc_local_government_area_1,57849.40876305103
crash_controlling_authority_locally-controlled,55235.0804926157
crash_road_vert_align_grade,50751.314557909966
crash_roadway_feature_intersection - t-junction,50455.78571039438
loc_local_government_area_2,49452.05961692333
crash_day_of_week_friday,46535.13055533171
crash_day_of_week_monday,44778.14562058449
crash_day_of_week_thursday,43508.81354570389
crash_day_of_week_wednesday,42147.23054277897
crash_day_of_week_sunday,41695.13388466835
crash_lighting_condition_darkness - lighted,41147.6228249073
crash_day_of_week_saturday,40929.27217388153
crash_day_of_week_tuesday,39471.23195755482
crash_lighting_condition_darkness - not lighted,34903.922629237175
crash_month_september,34263.28025895357
count_unit_bicycle,33522.22029089928
crash_month_march,32809.97770667076
crash_roadway_feature_intersection - cross,32449.570515036583
crash_month_november,31713.47466737032
crash_month_may,31299.38352704048
crash_month_october,31009.664369642735
crash_traffic_control_operating traffic lights,30722.47238755226
crash_traffic_control_give way sign,30625.288195371628
crash_controlling_authority_state-controlled,30418.91077387333
crash_month_july,29826.984152793884
crash_month_august,29366.02207303047
crash_road_surface_condition_sealed - dry,28584.953383743763
crash_month_february,28401.048936843872
crash_month_december,27917.769068717957
crash_month_june,26999.612035632133
crash_month_april,26979.107839882374
crash_month_january,25037.04704606533
crash_roadway_feature_intersection - roundabout,24584.38802778721
crash_atmospheric_condition_clear,23277.294279038906
count_unit_other,22747.59177827835
crash_road_surface_condition_sealed - wet,22280.0887209177
crash_road_vert_align_crest,22176.51408660412
crash_road_horiz_align_curved - view obscured,21450.561351656914
crash_lighting_condition_dawn/dusk,19821.076208233833
crash_atmospheric_condition_raining,17044.51825261116
count_unit_bus,14637.927459478378
loc_abs_remoteness_inner regional,13264.566670954227
crash_road_vert_align_dip,12809.954190075397
crash_traffic_control_stop sign,12477.248909831047
crash_roadway_feature_intersection - interchange,10468.658652544022
loc_police_region_north coast,10409.049669623375
crash_roadway_feature_bridge/causeway,10270.443448066711
loc_abs_remoteness_outer regional,8554.371007680893
loc_police_region_southern,8375.885176062584
crash_road_surface_condition_unsealed - dry,7070.288087725639
loc_police_region_central,6135.329370379448
loc_abs_statistical_area_4_logan - beaudesert,5893.508420228958
loc_abs_statistical_area_4_wide bay,5806.139643073082
loc_federal_electorate_wright,5602.082849621773
loc_police_region_brisbane,5390.023650288582
loc_federal_electorate_flynn,5058.885035991669
loc_federal_electorate_forde,4886.8191393613815
loc_abs_statistical_area_4_moreton bay - north,4866.82474219799
loc_federal_electorate_petrie,4861.43225300312
loc_abs_statistical_area_4_ipswich,4776.957149863243
loc_abs_statistical_area_4_sunshine coast,4644.191081881523
loc_abs_statistical_area_4_central queensland,4469.935515761375
loc_federal_electorate_rankin,4123.735017776489
loc_federal_electorate_oxley,3944.6045538187027
loc_federal_electorate_blair,3929.1189942359924
loc_federal_electorate_capricornia,3887.8832960128784
loc_federal_electorate_fadden,3844.6629343032837
loc_federal_electorate_moreton,3843.96518266201
loc_federal_electorate_wide bay,3739.17138338089
loc_abs_remoteness_major cities,3716.952564716339
loc_abs_statistical_area_4_brisbane - south,3694.0245885849
loc_federal_electorate_kennedy,3680.9541355371475
loc_federal_electorate_longman,3639.363068461418
loc_police_region_south eastern,3617.0380511283875
loc_abs_statistical_area_4_brisbane - east,3441.39329457283
loc_abs_remoteness_remote,3433.3902680277824
loc_federal_electorate_fisher,3402.179953932762
loc_federal_electorate_hinkler,3322.976024031639
crash_atmospheric_condition_fog,3256.7046160697937
loc_federal_electorate_lilley,3247.1984057426453
loc_federal_electorate_bonner,3096.4915590286255
loc_federal_electorate_fairfax,3086.8814162015915
crash_traffic_control_pedestrian crossing sign,3081.426750063896
loc_federal_electorate_brisbane,3033.889597296715
loc_abs_statistical_area_4_mackay - isaac - whitsunday,3011.9962421655655
loc_abs_statistical_area_4_toowoomba,2990.268484532833
loc_abs_statistical_area_4_brisbane - north,2922.8727773427963
loc_federal_electorate_griffith,2915.782232761383
loc_federal_electorate_groom,2818.639091014862
loc_abs_statistical_area_4_brisbane inner city,2699.260205745697
loc_police_region_northern,2629.580259680748
loc_federal_electorate_maranoa,2619.174886226654
loc_federal_electorate_dawson,2603.4028269052505
loc_abs_statistical_area_4_moreton bay - south,2558.674198627472
loc_federal_electorate_moncrieff,2516.4101281166077
loc_abs_statistical_area_4_brisbane - west,2494.615875661373
crash_roadway_feature_merge lane,2379.5596784353256
loc_abs_statistical_area_4_townsville,2373.399160027504
loc_federal_electorate_ryan,2289.738406896591
loc_federal_electorate_dickson,2117.4676566123962
loc_federal_electorate_bowman,2019.1695938110352
crash_atmospheric_condition_smoke/dust,1819.0700293779373
loc_abs_statistical_area_4_cairns,1780.8731530308723
loc_abs_statistical_area_4_darling downs - maranoa,1755.571691274643
loc_federal_electorate_herbert,1701.21901679039
crash_roadway_feature_forestry/national park road,1650.2572057247162
loc_federal_electorate_mcpherson,1473.851721405983
loc_abs_statistical_area_4_gold coast,1341.2302802801132
loc_abs_remoteness_very remote,1086.2429873943329
crash_roadway_feature_median opening,1058.1149680614471
loc_federal_electorate_leichhardt,998.5943734645844
crash_traffic_control_road/rail worker,994.8642109632492
loc_police_region_far northern,860.245232462883
crash_road_surface_condition_unsealed - wet,842.7002258300781
loc_abs_statistical_area_4_queensland - outback,651.663318157196
crash_controlling_authority_missing,561.7686117887497
crash_traffic_control_police,405.15558886528015
crash_traffic_control_pedestrian operated lights,369.75332033634186
crash_roadway_feature_railway crossing,358.89204931259155
crash_roadway_feature_bikeway,318.4431756734848
crash_roadway_feature_intersection - multiple road,243.51870787143707
crash_roadway_feature_intersection - 5+ way,104.6000542640686
crash_traffic_control_latm device,0.0
loc_abs_remoteness_missing,0.0
crash_roadway_feature_other,0.0
crash_traffic_control_flashing amber lights,0.0
crash_road_vert_align_missing,0.0
crash_traffic_control_miscellaneous,0.0
crash_traffic_control_supervised school crossing,0.0
crash_traffic_control_railway - lights and boom gate,0.0
crash_traffic_control_railway - lights only,0.0
loc_abs_statistical_area_4_missing,0.0
crash_traffic_control_railway crossing sign,0.0
crash_traffic_control_school crossing - flags,0.0
crash_roadway_feature_intersection - y-junction,0.0