The report noted that the 32-year-old woman had been dating a 49-year-old man, whose family called police to ask them to make a welfare check after he reportedly threatened suicide.
Lt Scott Spencer of Montgomery County Sheriff's Office said it was still unclear why she was wearing restraints, adding: "We only have one side of a story right now".
What made the video disturbing to neighborhood residents, though, was the distraught look on the woman's face, and that she appeared to be wearing some type of hand restraints and no trousers.
She is not being identified due to her status as a family violence victim, but officials confirmed she is safe and with family now.
A woman who lives in the neighborhood, who chose to remain anonymous, said that a woman had gone around ringing the doorbells of multiple people in the area, but by the time they answered their doors, she was gone.
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The Montgomery County Sheriff's Office began circulating the video over the weekend in an attempt to identify the woman.
The sheriff's office says it has received numerous reports that the woman is a missing person. The woman rang the doorbell early on Friday morning and ran away before the homeowner came to the door.
She left before residents could answer the door.
Local media said she is from the Dallas area and is now with her relatives there.
"The female that we have all been looking for has been identified and is safe".
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"The female is confirmed to be safe and with family". They preliminary cause of death is believed to be a single gunshot wound.
Authorities are continuing to investigate.
The video became viral on the Internet after it was released by the Montgomery County Sheriff's Department on Sunday.
Authorities conducted a door-to-door search of homes and businesses and circulated images of the woman.
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