In February, the weather in New Philadelphia is typically cold. Average daily high temperature in February is about 1 degree above zero. On average, New Philadelphia has 9 rainy, 8 snowy, 7 cloudy, 3 sunny, and 2 partly cloudy days in February. The rains are usually moderate. February as well as January, March, April, and December is considered the most uncomfortable time to visit New Philadelphia.