aacharlotte/5-Year-Rainfall-in-Kenya

This project presents a comprehensive time-series analysis of monthly rainfall data in Kenya across the years (2018-2022) # Rainfall Time-Series Analysis and Visualization ## Project Introduction This project presents a comprehensive time-series analysis of monthly rainfall data in **Kenya** across the years **2018 to 2022**. Using **Python**, the analysis investigates rainfall distribution patterns and regional disparities to aid in understanding seasonal trends and climate variability. ### Tools and Libraries Used - **Pandas**: Data manipulation - **NumPy**: Numerical computations - **Seaborn**: Data visualization - **Matplotlib**: Plotting and customization --- ## Problem Statement Kenya's agricultural productivity and water resource planning are heavily dependent on predictable rainfall patterns. However, significant interannual and regional variations pose challenges to planning. Analyzing historical rainfall data helps inform mitigation strategies and climate adaptation planning. --- ## Aim of the Project - To visualize and analyze monthly rainfall trends in Kenya from 2018 to 2022. - To compare regional variations (Nairobi, Kisumu, Mombasa). - To interpret seasonal patterns and identify anomalies. - To build visually appealing and informative plots for data storytelling. --- ## Skills and Concepts Demonstrated - Time-series data analysis - Line plots for temporal patterns - Heatmaps for monthly-seasonal distribution - Boxplots for distribution and variability analysis - Visual storytelling with matplotlib and seaborn --- ## Visualizations and Interpretation ### Kenya Rainfall Lineplot (2018–2022) **Key Observations:** - Nairobi, Kisumu, and Mombasa show distinct rainfall patterns across years. - Peak rainfall varies by region and year, with some months showing sharp increases or decreases. - Seasonal rainfall cycles are observable, with rainy months generally occurring around April-May and October-November. --- ### Heatmap: Avg. Monthly Rainfall by Region (2018–2022) **Key Observations:** - **Kisumu** has the highest rainfall in **July (313mm)** and **May (289mm …