In the current paper, we propose a machine learning forecasting model for accurate prediction of qualitative weather information on winter precipitation types, utilized in Apache Spark Streaming distributed framework. The proposed receives storage and processes data real-time, order to extract useful knowledge from different sensors related data. following, numerical aims at type given three cl...