osaslacreme/BEST-HOUSE-PRICE-MODEL

The model is aimed at predicting house prices across states in Nigeria # Nigerian House Pricing Dataset & Visualization A comprehensive dataset and analysis toolkit for exploring probabilistic distributions within the Nigerian real estate market. ## 📊 Dataset Overview This dataset contains **5,500+ records** of Nigerian house listings with realistic pricing based on 2024-2025 market data. The dataset is designed for statistical analysis, machine learning, and probabilistic distribution studies. ### 🏘️ Dataset Features - **5,500 records** across 10 major Nigerian cities - **10 property types** from studios to luxury duplexes - **4 neighborhood tiers** (Prime, Mid-Tier, Emerging, Budget) - **18 features** including pricing, amenities, and market metrics ### 📁 Files Included - `nigerian_house_prices.csv` - Main dataset (596KB) - `nigerian_house_prices.ipynb` - Complete Jupyter notebook for analysis - `nigerian_house_prices.py` - Dataset generation script - `requirements.txt` - Python dependencies - `README.md` - This documentation file ## 🏙️ Cities Covered | City | Price Range (Millions ₦) | Average Price (Millions ₦) | |------|-------------------------|---------------------------| | Lagos | ₦5M - ₦472M | ₦51.98M | | Abuja | ₦3M - ₦420M | ₦40.82M | | Port Harcourt | ₦2M - ₦250M | ₦30.73M | | Ibadan | ₦2M - ₦180M | ₦19.21M | | Kano | ₦1M - ₦200M | ₦18.30M | | Enugu | ₦1M - ₦180M | ₦16.84M | | Benin City | ₦1M - ₦150M | ₦14.56M | | Jos | ₦1M - ₦120M | ₦10.50M | | Aba | ₦1M - ₦100M | ₦12.18M | | Ilorin | ₦1M - ₦80M | ₦8.38M | ## 🏠 Property Types 1. **Studio Apartment** (25-45 sqm) 2. **1-Bedroom Apartment** (45-70 sqm) 3. **2-Bedroom Apartment** (70-100 sqm) 4. **3-Bedroom Apartment** (100-150 sqm) 5. **4-Bedroom Apartment** (150-220 sqm) 6. **Detached House** (120-300 sqm) 7. **Semi-Detached House** (120-300 sqm) 8. **Duplex** (120-300 sqm) 9. **Terraced House** (120-300 sqm) 10. **Bungalow** (80-140 sqm) ## 📊 Dataset Schema | Column | Type | Description | |--------|------|- …