A new analysis from the National Oceanic and Atmospheric Administration said Punxsutawney Phil came in near the bottom of a pack of long-time U.S.-based animal forecasters.

Here's what the weather forecast shows for Punxsutawney Phil's prediction for Groundhog Day on Sunday morning.

The groundhogs — along with a tortoise, whose emergence from his winter hibernation foretells the coming of spring, and a prairie dog statue, whose shadow at sunrise predicts how long it will be until spring arrives — were ranked based on their accuracy over the past 20 years, using the March temperature averages for the U.S., NOAA said.