Neglected Tropical Diseases (NTDs) affect over 1 billion people worldwide. This project analyzes WHO data from 2010-2021 to uncover trends, disparities, and insights into the battle against NTDs in the Africa region.
# The Battle Against Neglected Tropical Diseases (NTDs) in the WHO Africa Region (2010-2021)
## Overview
Neglected Tropical Diseases (NTDs) affect over **1 billion people** worldwide, disproportionately impacting the most vulnerable populations. This project analyzes **WHO data from 2010-2021** to uncover trends, disparities, and insights into the battle against NTDs in the Africa region.
## Dataset
- **Source:** World Health Organization (WHO)
- **Period Covered:** 2010 - 2021
- **Key Variables:**
- `Location`: Country or region
- `Period`: Year
- `FactValueNumeric`: Number of reported NTD cases
## Methodology
This project follows a structured data analysis approach:
1. **Data Cleaning & Preprocessing:**
- Handling missing values and duplicates.
- Converting necessary columns to numerical format.
2. **Exploratory Data Analysis (EDA):**
- Statistical analysis to understand key trends in NTD cases.
- Identifying extreme values, central tendencies, and distributions.
3. **Geographic Disparity Analysis:**
- Identifying top and bottom countries based on NTD prevalence.
- Visualizing case distribution across regions.
4. **Visualization:**
- Line graphs for NTD trends over time.
- Bar charts ranking countries by case counts.
## Key Findings
- The **NTD case range** varies drastically, highlighting disparities across regions..
- A **gradual decline in NTD cases** in recent years suggests the impact of healthcare interventions.
- Stark **geographic disparities** highlight the need for targeted strategies in highly affected regions.
- The integration of key WHO events into trend analysis provides insights into major policy impacts..
## How to Run the Analysis
### Prerequisites
Ensure you have Python and the following libraries installed:
```bash
pip install pandas numpy matplotlib seaborn
```
### Running the Script
1. Clone the repository:
```bash
git clone
github.com
```
2. Navigate to the project directory:
```bash
cd ntd …