The discovery was made around noon Sunday at Brewery Hill Drive and Kelly Drive.
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Officers were originally called to 32nd and Thompson streets for a report of a person screaming.
When police arrived, they were directed to the human remains found behind a tree near Kelly Drive.
Authorities say the remains appeared to have been burned.
Some neighbors say that they seem to be hearing more lately about gruesome crimes like this.
"It's sad to say that I'm not surprised, but it's been happening more and more," said Christian Iosif of Fishtown.
Investigators are still trying to determine what exactly happened and how long the remains were left at that location.
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The remains were taken to the Medical Examiner's Office for examination.
Firefighters could be seen pulling a hose down the steps to the rock garden to spray down the area.
Homicide Detectives are investigating the case.