### 1. Repository Folder Structure
```text
ethiopia-fi-forecast/
├── .github/workflows/
│ └── unittests.yml
├── dashboard/
│ └── app.py # Streamlit application (Task 5)
├── data/
│ ├── raw/ # Original starter files
│ │ ├── Additional Data Points Guide.xlsx
│ │ ├── ethiopia_fi_unified_data.xlsx
│ │ └── reference_codes.xlsx
│ ├── processed/ # Output from Task 1
│ │ └── ethiopia_fi_enriched.csv
│ └── data_enrichment_log.md # Documentation for Task 1
├── models/ # Saved models (Task 3/4)
├── notebooks/
│ ├── 01_data_enrichment.ipynb
│ └── 02_exploratory_data_analysis.ipynb
├── reports/
│ ├── figures/ # Exported charts from EDA
│ └── eda_insights.md # Summary of at least 5 key insights
├── src/
│ ├── __init__.py
│ └── task1_enrichment.py # Python script for data processing
├── tests/
│ └── __init__.py
├── .gitignore # Environment and data ignore rules
├── README.md # Main Project Documentation
├── requirements.txt # Project dependencies
└── venv/ # Virtual environment (ignored by git)
```
### 2. Main Project README (`README.md`)
# Ethiopia Financial Inclusion Forecasting System
## Project Overview
This repository contains a data science project aimed at tracking and forecasting Ethiopia's digital financial transformation. Using the World Bank Global Findex framework, we model the trajectory of **Access** (Account Ownership) and **Usage** (Digital Payment Adoption) from 2011 to 2027.
## Business Need
The consortium of stakeholders (DFIs, NBE, and Mobile Money Operators) requires an understanding of:
1. Drivers of financial inclusion in Ethiopia.
2. The impact of product launches (Telebirr, M-Pesa) and policy changes (Digital ID).
3. Projections for 2026 and 2027.
## Installation
1. Clone the repository:
```bash
gi …