A data analytics project evaluating the impact of SDG outreach programs in Ilorin, Nigeria.
# 🌍 SDG Community Outreach Impact Analysis
### 🧠 Project Overview
This project analyzes how **community outreach and educational programs** have contributed to awareness and behavioral change toward achieving the **Sustainable Development Goals (SDGs)**.
The goal was to evaluate **participant engagement, awareness improvement, and project impact** using data analytics and predictive modeling.
The project demonstrates how evidence-based analysis can guide better decision-making for sustainable development programs.
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## 📘 Dataset Description
The dataset, `sdg_outreach_data.csv`, contains **2,000 records** of participants from different communities who attended SDG sensitization and training programs.
| Column | Description |
|---------|-------------|
| `Participant_ID` | Unique identifier for each participant |
| `Age` | Participant’s age (18–60 years) |
| `Gender` | Male or Female |
| `Community` | Community name (e.g., Tanke, Akata, Oyun) |
| `SDG_Focus` | Focus area such as SDG 3 (Health), SDG 4 (Education), etc. |
| `Sessions_Attended` | Number of sessions each participant attended |
| `Awareness_Before` | Awareness score before the outreach (0–100 scale) |
| `Awareness_After` | Awareness score after the outreach |
| `Satisfaction_Level` | Rating of program satisfaction (1–5 scale) |
| `Project_Impact_Score` | Computed measure of participant outcome and program success |
> 🗂️ Synthetic data was generated using Python and Faker to simulate realistic outreach program data.
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## 📊 Key Visuals
### 1️⃣ Gender Distribution
### 2️⃣ SDG Focus Participation
### 3️⃣ Correlation Heatmap
> Visuals generated using **Matplotlib** and **Seaborn** during exploratory data analysis.
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## 📈 Analysis Results
- **Awareness Growth:** Participants demonstrated an average **awareness improvement of 37%** after attending outreach sessions.
- **Satisfaction:** The average satisfaction level was **4.1 out of 5**, indicating high participant engagement.
- **Impact S …