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At the time of the 2006 National Census, the village's population was 1,277 in 273 households. The following census in 2011 counted 1,385 people in 363 households. The 2016 census measured the population of the village as 1,298 people in 352 households. It was the most populous village in its rural district.
Qeli can be found at GEOnet Names Server, at this link, by opening the Advanced Search box, entering "-3080078" in the "Unique Feature Id" form, and clicking on "Search Database".