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Automated Driving Crashes Dataset

Data from the National Highway Traffic Safety Administration

@kaggle.michaelbryantds_automated_driving_crashes

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About this Dataset

Automated Driving Crashes Dataset

Background

The National Highway Traffic Safety Administration (NHTSA) issued a directive requiring manufacturers and fleet operators to report certain crashes involving either advanced driver assistance or higher-level “automated driving systems.” The files describe each report and include information about the car, location, circumstances, and injury level.

Understanding the Differences: ADS vs Level 2 ADAS

Automated driving systems, still in development, encompass SAE Levels 3 through 5. In its mature state, a vehicle equipped with ADS aims to perform the entire dynamic driving task on a sustained basis within a defined operational design domain without driver involvement. While these vehicles are in development and are being tested on public roads in limited capacities, they are not available for consumer purchase at this time.

Level 2 advanced driver assistance systems provide both speed and steering input when the driver assistance system is engaged but require the human driver to remain fully engaged in the driving task at all times.

For more information: https://www.nhtsa.gov/laws-regulations/standing-general-order-crash-reporting

Tables

Sgo 2021–01 Incident Reports Adas

@kaggle.michaelbryantds_automated_driving_crashes.sgo_2021_01_incident_reports_adas
  • 188.13 KB
  • 1167 rows
  • 122 columns
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CREATE TABLE sgo_2021_01_incident_reports_adas (
  "report_id" VARCHAR,
  "report_version" BIGINT,
  "reporting_entity" VARCHAR,
  "report_type" VARCHAR,
  "report_month" DOUBLE,
  "report_year" DOUBLE,
  "report_submission_date" VARCHAR,
  "vin" VARCHAR,
  "vin_unknown" VARCHAR,
  "serial_number" VARCHAR,
  "make" VARCHAR,
  "model" VARCHAR,
  "model_unknown" VARCHAR,
  "model_year" BIGINT,
  "model_year_unknown" VARCHAR,
  "same_vehicle_id" VARCHAR,
  "mileage" DOUBLE,
  "mileage_unknown" VARCHAR,
  "driver_operator_type" VARCHAR,
  "adas_ads_version" VARCHAR,
  "adas_ads_version_unknown" VARCHAR,
  "adas_ads_version_cbi" VARCHAR,
  "ads_equipped" VARCHAR,
  "automation_system_engaged" VARCHAR,
  "operating_entity" VARCHAR,
  "operating_entity_unknown" VARCHAR,
  "source_complaint_claim" VARCHAR,
  "source_telematics" VARCHAR,
  "source_law_enforcement" VARCHAR,
  "source_field_report" VARCHAR,
  "source_testing" VARCHAR,
  "source_media" VARCHAR,
  "source_other" VARCHAR,
  "source_other_text" VARCHAR,
  "incident_date" VARCHAR,
  "incident_date_unknown" VARCHAR,
  "notice_received_date" VARCHAR,
  "incident_time_24_00" VARCHAR,
  "incident_time_unknown" VARCHAR,
  "same_incident_id" VARCHAR,
  "latitude" VARCHAR,
  "latitude_unknown" VARCHAR,
  "longitude" VARCHAR,
  "longitude_unknown" VARCHAR,
  "address" VARCHAR,
  "address_unknown" VARCHAR,
  "city" VARCHAR,
  "city_unknown" VARCHAR,
  "state" VARCHAR,
  "zip_code" VARCHAR,
  "zip_code_unknown" VARCHAR,
  "roadway_type" VARCHAR,
  "roadway_surface" VARCHAR,
  "roadway_description" VARCHAR,
  "posted_speed_limit_mph" DOUBLE,
  "posted_speed_limit_unknown" VARCHAR,
  "lighting" VARCHAR,
  "weather_clear" VARCHAR,
  "weather_snow" VARCHAR,
  "weather_cloudy" VARCHAR,
  "weather_fog_smoke" VARCHAR,
  "weather_rain" VARCHAR,
  "weather_severe_wind" VARCHAR,
  "weather_unknown" VARCHAR,
  "weather_other" VARCHAR,
  "weather_other_text" VARCHAR,
  "crash_with" VARCHAR,
  "highest_injury_severity" VARCHAR,
  "property_damage" VARCHAR,
  "cp_pre_crash_movement" VARCHAR,
  "cp_any_air_bags_deployed" VARCHAR,
  "cp_was_vehicle_towed" VARCHAR,
  "cp_contact_area_rear_left" VARCHAR,
  "cp_contact_area_left" VARCHAR,
  "cp_contact_area_front_left" VARCHAR,
  "cp_contact_area_rear" VARCHAR,
  "cp_contact_area_top" VARCHAR,
  "cp_contact_area_front" VARCHAR,
  "cp_contact_area_rear_right" VARCHAR,
  "cp_contact_area_right" VARCHAR,
  "cp_contact_area_front_right" VARCHAR,
  "cp_contact_area_bottom" VARCHAR,
  "cp_contact_area_unknown" VARCHAR,
  "sv_pre_crash_movement" VARCHAR,
  "sv_any_air_bags_deployed" VARCHAR,
  "sv_was_vehicle_towed" VARCHAR,
  "sv_were_all_passengers_belted" VARCHAR,
  "sv_precrash_speed_mph" DOUBLE,
  "sv_pre_crash_speed_unknown" VARCHAR,
  "sv_contact_area_rear_left" VARCHAR,
  "sv_contact_area_left" VARCHAR,
  "sv_contact_area_front_left" VARCHAR,
  "sv_contact_area_rear" VARCHAR,
  "sv_contact_area_top" VARCHAR,
  "sv_contact_area_front" VARCHAR,
  "sv_contact_area_rear_right" VARCHAR,
  "sv_contact_area_right" VARCHAR,
  "sv_contact_area_front_right" VARCHAR,
  "sv_contact_area_bottom" VARCHAR,
  "sv_contact_area_unknown" VARCHAR
);

Sgo 2021–01 Incident Reports Ads

@kaggle.michaelbryantds_automated_driving_crashes.sgo_2021_01_incident_reports_ads
  • 191.29 KB
  • 436 rows
  • 122 columns
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CREATE TABLE sgo_2021_01_incident_reports_ads (
  "report_id" VARCHAR,
  "report_version" BIGINT,
  "reporting_entity" VARCHAR,
  "report_type" VARCHAR,
  "report_month" DOUBLE,
  "report_year" DOUBLE,
  "report_submission_date" VARCHAR,
  "vin" VARCHAR,
  "vin_unknown" VARCHAR,
  "serial_number" VARCHAR,
  "make" VARCHAR,
  "model" VARCHAR,
  "model_unknown" VARCHAR,
  "model_year" DOUBLE,
  "model_year_unknown" VARCHAR,
  "same_vehicle_id" VARCHAR,
  "mileage" DOUBLE,
  "mileage_unknown" VARCHAR,
  "driver_operator_type" VARCHAR,
  "adas_ads_version" VARCHAR,
  "adas_ads_version_unknown" VARCHAR,
  "adas_ads_version_cbi" VARCHAR,
  "ads_equipped" VARCHAR,
  "automation_system_engaged" VARCHAR,
  "operating_entity" VARCHAR,
  "operating_entity_unknown" VARCHAR,
  "source_complaint_claim" VARCHAR,
  "source_telematics" VARCHAR,
  "source_law_enforcement" VARCHAR,
  "source_field_report" VARCHAR,
  "source_testing" VARCHAR,
  "source_media" VARCHAR,
  "source_other" VARCHAR,
  "source_other_text" VARCHAR,
  "incident_date" VARCHAR,
  "incident_date_unknown" VARCHAR,
  "notice_received_date" VARCHAR,
  "incident_time_24_00" VARCHAR,
  "incident_time_unknown" VARCHAR,
  "same_incident_id" VARCHAR,
  "latitude" VARCHAR,
  "latitude_unknown" VARCHAR,
  "longitude" VARCHAR,
  "longitude_unknown" VARCHAR,
  "address" VARCHAR,
  "address_unknown" VARCHAR,
  "city" VARCHAR,
  "city_unknown" VARCHAR,
  "state" VARCHAR,
  "zip_code" VARCHAR,
  "zip_code_unknown" VARCHAR,
  "roadway_type" VARCHAR,
  "roadway_surface" VARCHAR,
  "roadway_description" VARCHAR,
  "posted_speed_limit_mph" DOUBLE,
  "posted_speed_limit_unknown" VARCHAR,
  "lighting" VARCHAR,
  "weather_clear" VARCHAR,
  "weather_snow" VARCHAR,
  "weather_cloudy" VARCHAR,
  "weather_fog_smoke" VARCHAR,
  "weather_rain" VARCHAR,
  "weather_severe_wind" VARCHAR,
  "weather_unknown" VARCHAR,
  "weather_other" VARCHAR,
  "weather_other_text" VARCHAR,
  "crash_with" VARCHAR,
  "highest_injury_severity" VARCHAR,
  "property_damage" VARCHAR,
  "cp_pre_crash_movement" VARCHAR,
  "cp_any_air_bags_deployed" VARCHAR,
  "cp_was_vehicle_towed" VARCHAR,
  "cp_contact_area_rear_left" VARCHAR,
  "cp_contact_area_left" VARCHAR,
  "cp_contact_area_front_left" VARCHAR,
  "cp_contact_area_rear" VARCHAR,
  "cp_contact_area_top" VARCHAR,
  "cp_contact_area_front" VARCHAR,
  "cp_contact_area_rear_right" VARCHAR,
  "cp_contact_area_right" VARCHAR,
  "cp_contact_area_front_right" VARCHAR,
  "cp_contact_area_bottom" VARCHAR,
  "cp_contact_area_unknown" VARCHAR,
  "sv_pre_crash_movement" VARCHAR,
  "sv_any_air_bags_deployed" VARCHAR,
  "sv_was_vehicle_towed" VARCHAR,
  "sv_were_all_passengers_belted" VARCHAR,
  "sv_precrash_speed_mph" DOUBLE,
  "sv_pre_crash_speed_unknown" VARCHAR,
  "sv_contact_area_rear_left" VARCHAR,
  "sv_contact_area_left" VARCHAR,
  "sv_contact_area_front_left" VARCHAR,
  "sv_contact_area_rear" VARCHAR,
  "sv_contact_area_top" VARCHAR,
  "sv_contact_area_front" VARCHAR,
  "sv_contact_area_rear_right" VARCHAR,
  "sv_contact_area_right" VARCHAR,
  "sv_contact_area_front_right" VARCHAR,
  "sv_contact_area_bottom" VARCHAR,
  "sv_contact_area_unknown" VARCHAR
);

Sgo 2021–01 Incident Reports Other

@kaggle.michaelbryantds_automated_driving_crashes.sgo_2021_01_incident_reports_other
  • 129.35 KB
  • 1249 rows
  • 122 columns
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CREATE TABLE sgo_2021_01_incident_reports_other (
  "report_id" VARCHAR,
  "report_version" BIGINT,
  "reporting_entity" VARCHAR,
  "report_type" VARCHAR,
  "report_month" DOUBLE,
  "report_year" DOUBLE,
  "report_submission_date" VARCHAR,
  "vin" VARCHAR,
  "vin_unknown" VARCHAR,
  "serial_number" VARCHAR,
  "make" VARCHAR,
  "model" VARCHAR,
  "model_unknown" VARCHAR,
  "model_year" DOUBLE,
  "model_year_unknown" VARCHAR,
  "same_vehicle_id" VARCHAR,
  "mileage" DOUBLE,
  "mileage_unknown" VARCHAR,
  "driver_operator_type" VARCHAR,
  "adas_ads_version" VARCHAR,
  "adas_ads_version_unknown" VARCHAR,
  "adas_ads_version_cbi" VARCHAR,
  "ads_equipped" VARCHAR,
  "automation_system_engaged" VARCHAR,
  "operating_entity" VARCHAR,
  "operating_entity_unknown" VARCHAR,
  "source_complaint_claim" VARCHAR,
  "source_telematics" VARCHAR,
  "source_law_enforcement" VARCHAR,
  "source_field_report" VARCHAR,
  "source_testing" VARCHAR,
  "source_media" VARCHAR,
  "source_other" VARCHAR,
  "source_other_text" VARCHAR,
  "incident_date" VARCHAR,
  "incident_date_unknown" VARCHAR,
  "notice_received_date" VARCHAR,
  "incident_time_24_00" VARCHAR,
  "incident_time_unknown" VARCHAR,
  "same_incident_id" VARCHAR,
  "latitude" VARCHAR,
  "latitude_unknown" VARCHAR,
  "longitude" VARCHAR,
  "longitude_unknown" VARCHAR,
  "address" VARCHAR,
  "address_unknown" VARCHAR,
  "city" VARCHAR,
  "city_unknown" VARCHAR,
  "state" VARCHAR,
  "zip_code" VARCHAR,
  "zip_code_unknown" VARCHAR,
  "roadway_type" VARCHAR,
  "roadway_surface" VARCHAR,
  "roadway_description" VARCHAR,
  "posted_speed_limit_mph" DOUBLE,
  "posted_speed_limit_unknown" VARCHAR,
  "lighting" VARCHAR,
  "weather_clear" VARCHAR,
  "weather_snow" VARCHAR,
  "weather_cloudy" VARCHAR,
  "weather_fog_smoke" VARCHAR,
  "weather_rain" VARCHAR,
  "weather_severe_wind" VARCHAR,
  "weather_unknown" VARCHAR,
  "weather_other" VARCHAR,
  "weather_other_text" VARCHAR,
  "crash_with" VARCHAR,
  "highest_injury_severity" VARCHAR,
  "property_damage" VARCHAR,
  "cp_pre_crash_movement" VARCHAR,
  "cp_any_air_bags_deployed" VARCHAR,
  "cp_was_vehicle_towed" VARCHAR,
  "cp_contact_area_rear_left" VARCHAR,
  "cp_contact_area_left" VARCHAR,
  "cp_contact_area_front_left" VARCHAR,
  "cp_contact_area_rear" VARCHAR,
  "cp_contact_area_top" VARCHAR,
  "cp_contact_area_front" VARCHAR,
  "cp_contact_area_rear_right" VARCHAR,
  "cp_contact_area_right" VARCHAR,
  "cp_contact_area_front_right" VARCHAR,
  "cp_contact_area_bottom" VARCHAR,
  "cp_contact_area_unknown" VARCHAR,
  "sv_pre_crash_movement" VARCHAR,
  "sv_any_air_bags_deployed" VARCHAR,
  "sv_was_vehicle_towed" VARCHAR,
  "sv_were_all_passengers_belted" VARCHAR,
  "sv_precrash_speed_mph" DOUBLE,
  "sv_pre_crash_speed_unknown" VARCHAR,
  "sv_contact_area_rear_left" VARCHAR,
  "sv_contact_area_left" VARCHAR,
  "sv_contact_area_front_left" VARCHAR,
  "sv_contact_area_rear" VARCHAR,
  "sv_contact_area_top" VARCHAR,
  "sv_contact_area_front" VARCHAR,
  "sv_contact_area_rear_right" VARCHAR,
  "sv_contact_area_right" VARCHAR,
  "sv_contact_area_front_right" VARCHAR,
  "sv_contact_area_bottom" VARCHAR,
  "sv_contact_area_unknown" VARCHAR
);

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