What is up with this weather?

Last Thursday: seven degrees, windy, depth of winter.
Last Tuesday: sixty-five degrees, sunny, hello spring!
This morning: Thunderstorms?

Anyone else confused? This is only my second winter in New York City. What is the weather normally like at this time of year?