We don't have temperature data measured by a thermometer at fixed locations for 50 years. There are many other sources of temperature data.

The thing is that when you look at the data at the lowest level (individual stations) what you're getting is small snippets of temperature information. Some stations have been around for as long as 100 years, but I don't think that there are any single stations which span the full 300 years.