It happened at Penrose Avenue and South 26th Street around 6:10 a.m. Monday.
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Authorities say one vehicle in the crash caught fire.
Foam used to extinguish the flames could be seen covering the roadway.
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All traffic was blocked in the area for a couple hours as crews worked to clear the scene.