Hello there. It is normal situation, because weather forecasting is quite difficult process and there can be some changes and mistakes. So sometimes weather forecast can be wrong. For the most accurate information, I recommend to check several popular and proven weather websites. For example I often read Wisemeteo, here you can even find info about New York winter temperature, summer forecast and so on.