Causal Analysis

Exploring accident data for autonomous driving causal chain insights.

An interior view of a car focusing on the steering wheel and a large central touchscreen displaying a map and a graph. The car is parked outdoors with a view of trees through the windshield.
An interior view of a car focusing on the steering wheel and a large central touchscreen displaying a map and a graph. The car is parked outdoors with a view of trees through the windshield.
A damaged vintage car with significant frontal impact, evident by the crumpled front hood and visible tire, is stationary on a dirt path. The driver's side door is open, and the surroundings are natural with shrubbery in the background.
A damaged vintage car with significant frontal impact, evident by the crumpled front hood and visible tire, is stationary on a dirt path. The driver's side door is open, and the surroundings are natural with shrubbery in the background.
A driver's point of view from inside a car, holding the steering wheel while driving on a foggy road. The car's dashboard displays old-style controls, and a smartphone is mounted nearby. Trees and guardrails line the road outside, creating a serene and slightly mysterious atmosphere.
A driver's point of view from inside a car, holding the steering wheel while driving on a foggy road. The car's dashboard displays old-style controls, and a smartphone is mounted nearby. Trees and guardrails line the road outside, creating a serene and slightly mysterious atmosphere.
A roadside scene with two cars, one blue and one white, parked near a bicycle that appears to be involved in a minor accident. Traffic cones are placed around the area, and residential buildings are visible in the background under a cloudy sky.
A roadside scene with two cars, one blue and one white, parked near a bicycle that appears to be involved in a minor accident. Traffic cones are placed around the area, and residential buildings are visible in the background under a cloudy sky.
Inside a car, a person is driving with a visible steering wheel and dashboard. The setting sun casts a warm glow through the windshield. In the foreground, a laptop on the backseat displays code on its screen, suggesting someone is programming or working on a project while traveling.
Inside a car, a person is driving with a visible steering wheel and dashboard. The setting sun casts a warm glow through the windshield. In the foreground, a laptop on the backseat displays code on its screen, suggesting someone is programming or working on a project while traveling.
Interior view of a car showing the driver's perspective with a hand on the steering wheel featuring the Volkswagen logo. The dashboard displays the speedometer, and a GPS screen is visible. The road is lined with trees and streetlights, under a cloudy sky.
Interior view of a car showing the driver's perspective with a hand on the steering wheel featuring the Volkswagen logo. The dashboard displays the speedometer, and a GPS screen is visible. The road is lined with trees and streetlights, under a cloudy sky.

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The scene is inside a car during a traffic jam, with a dashboard showing electronic displays and a smartphone mounted, displaying navigation. Headlights from other vehicles create a pattern of red and white lights in the evening ambiance.
The scene is inside a car during a traffic jam, with a dashboard showing electronic displays and a smartphone mounted, displaying navigation. Headlights from other vehicles create a pattern of red and white lights in the evening ambiance.

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Analysis

Causal chain analysis for autonomous driving accidents.

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