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Deputies said they responded to the 10100 block of Grand Road about an assault involving suspects Evan Gyuricza and Misty Broadway.
Investigators learned the pair went to a local bar and became intoxicated while their four small children were left home alone for hours.
The children were reportedly found uninjured, but the home appeared dirty and in disarray, with no precautions taken to ensure the kids' safety.
According to authorities, Gyuricza and Broadway are charged with child endangerment.