It happened while OPP were conducting snowmobile patrols on New Year's Eve on Rainy Lake in the area of Northwest Bay.
Police were attempting to stop a group of seven snowmobilers when three bolted.
Officers were able to identify the operators and later charge them with failing to stop for police.
