Jayson-gor/Kenya-Food-Prices-Analysis

This repository contains code and data for a project that analyzes food prices over the years in Kenyan Counties. The goal is to gain insights into the trends, variations, and average prices for different food categories in various regions. # Kenya-Food-Prices-Analysis This repository contains code and data for a project that analyzes food prices over the years in Kenyan Counties. The goal is to gain insights into the trends, variations, and average prices for different food categories in various regions. ## Data Sources The data used in this project is sourced from WFP Food Prices for Kenya. It includes information about food prices, categories, regions, and dates. ## Analysis Steps Data Cleaning and Preprocessing: ## Handling missing values. Converting date columns to datetime format. Extracting relevant features like month and year. Exploratory Data Analysis (EDA): ## Exploring trends and variations in food prices over the years. Analyzing average prices by category and region. County-wise Average Prices: ## Calculating the average prices for each county. Identifying the top counties with the highest average prices. Monthly Average Prices: ## Determining average prices by month. Visualizing the monthly variations in food prices. Price Prediction for 2023 and 2024: ## Building a predictive model for average prices in the coming years. Visualizations The repository includes visualizations, such as bar charts and line plots, to illustrate the patterns and predictions derived from the data.