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Comprehensive Weather Forecast Analysis
I need a seasoned data scientist to process and analyze a weather dataset from Pune, Maharashtra, India, covering 2008-2022. The analysis will aim to achieve several objectives including accurate short-term forecasting, identifying climate patterns, and optimizing specific weather parameters. Key Tasks: - Data Pre-processing: Use various methods for data cleaning and normalizing. - Feature Selection: Identify useful features using methods like Information Gain, Gain Ratio, Principal Component Analysis, Decision Tree, and Random Forest. - Machine Learning: Implement five different methods to analyze the data. - Parameter Identification: Find significant weather parameters from the analysis. - Time Series Analysis: Use ARIMA and SARIMA models to predict the actual real-time temperature for ...