NOAA
Noaa: National Severe Storms Lab: Thunderstorm Climatology
This page provides information on climatology in relation to severe thunderstorms.
University Corporation for Atmospheric Research
Ucar: Unidata: Conventional Weather Reports
This resource talks about how the stations report their information. Several examples of how different universities compile the information are provided.