Developing AI agent and be happy to receive a piece of advice from Metereologyst! : meteorology

Hello, fellow Redditors! I developing weather AI agent for the company, currently, I try to estimate potentially nasty weather for business. The trick is I’d want to find it not only for a specific country.

The problem to estimate metrics for such tasks, especially temperature! I acquired access to big weather history data set for different cities ( 30 years)

Now I seeking few pieces of advice:

• Exists international norms for humidity, wind speed, pressure, visibility, and rainfall? Maybe even thresholds for people, ships, cars, etc.

• If I want to estimate potential temperature for the current day, how ancient data can I use? (30 years, 10 years, 5y, …)

• Complicated one: How far from the median can I consider weather (especially temperature) abnormal and harmful? (90%+, 95+%, …)

• Must say it’s fine to be False positive in all these situations!