What you see plotted here is sub-daily precipitation data from the 20th Century reanalysis. Before going to Oxford I had a prototype API for extracting mean monthly data. Now there's an improved version that can extract sub-daily data for a range of variables including precipitation, temperature and soil moisture.
The above example is for Cambodia in August 2007. There was a major flood on the 24th August.