The Local Weather Historical & Forecast dataset by catsai provides high-density weather data used in AI models, offering hyper-local to city-wide coverage in most countries globally. It includes detailed day average records for temperature, cloud cover, and humidity, with missing day alerts and filling using rolling mean averages.