researchbuzz ,
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'Sidewalks had the greatest impact on reducing crashes. Places with what the study deemed the greatest presence of sidewalks had 70% fewer traffic accidents, while places with one single-lane road, often found in rural areas, had 50% fewer accidents.

Streetlights and stop signs were associated with fewer car accidents involving pedestrians or cyclists. However, areas with road construction saw more collisions.'

https://today.umd.edu/new-use-for-google-street-view-iding-deadliest-roads

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