| 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 |
|
|
