Actually, they are historical weather forecasts, but assembled to a continuous time-series.

Storing each weather forecast individually to a performance evaluation for "how good a forecast in 5 days is", would require a lot of storage. Some local weather models update every 6 hours.

But even with a continuous time-series, you can already tell how good or bad a forecast compared to measurements are. Assuming, your measurements are correct ;-)