A synthetic dataset of 1000 households is generated by combining house size, appliance count, season, and occupants. Each factor contributes to expected kWh usage and bill using weighted rules inspired by energy studies. [web:192][web:195]

The model learns typical bills for different combinations and then estimates your bill range, along with practical tips to optimize electricity consumption.