Average daily high temperature in November is about 10 degrees above zero. On average, Parsippany-Troy Hills has 12 sunny, 8 partly cloudy, 7 rainy, and 3 cloudy days in November. The rains are usually heavy. November as well as January, February, March, and April is considered the most uncomfortable time to visit Parsippany-Troy Hills.