IbraStone/Exploring-Employment-trends-in-Africa

Welcome to the "Exploring Employment Trends in Africa" project. This project aims to analyze employment data from various African regions, focusing on different sectors, genders, and years. In this README, we provide an overview of the project, its scope, dataset details, attribute information, and the process of data preparation and exploratory data analysis (EDA). # Exploring Employment Trends in Africa ## Table of Contents 1. [Project Description] 2. [Scope of the Project] 3. [Dataset] 4. [Attribute Information] 5. [Data Preparation and Validation] 6. [Exploratory Data Analysis (EDA)] ## Project Description Employment trends are a critical aspect of understanding the socio-economic landscape of any region. This project delves into a comprehensive analysis of employment rates in various African regions, with a focus on the years 2005, 2010, 2015, and 2021. The aim is to provide valuable insights for policymakers, businesses, and researchers by examining how employment rates have evolved over time, understanding disparities, and identifying the influence of industries and regions. ## Scope of the Project The project will focus on the following key aspects: - Analyzing employment rates in different sectors (Agriculture, Industry, Services) across African regions. - Investigating employment trends categorized by gender (Male, Female, Male and Female). - Exploring changes in employment rates over the years 2005, 2010, 2015, and 2021. ## Dataset We will be using a dataset containing employment information for African regions. The dataset includes the following details: - Region: The African region where the data was collected. - Year: The year in which the data was recorded (2005, 2010, 2015, 2021). - Category: The sector category (Agriculture, Industry, Services). - Gender: Gender category (Male, Female, Male and Female). - Employment rate(%): The percentage of employment in the specified category. ## Attribute Information - Region: Categorical - Year: Nu …