A-Hard-Rain's-a-Gonna-Fall

Python Based implementation of OpenWeatherMap API for making a 5 day(per 3 hour) forecast.

Workflow

Wikipedia Scraping
- Scraped list of top-50 cities in India by Population.
OpenWeatherData Scraping
- Created an API KEY for fetching 5 days 3 hours forecast of top 50 cities in India.
- 'city_dataset': Contains list of Cities along with Latitude,Longitude and Country Info
- 'merged_dataset': Contains 5 days Weather Forecast with the required matrices.
Saving Data
- Saved the Dataset in a serialized format.
Data Visualization
- Plot of Average Temperature across all cities for the 3 Hour window.
Exploratory Data Analysis
- Univariate Analysis
- Multivariate Analysis
- Correlation Plot
- Average Temperature Plot
Statistical Analysis
- Objective : Impact of factors contributing to lower min_temp
- Data preprocessing: Variable standardization.
- Linear Regression