The PurpleAir map only shows recent data. To access more historical data, which it sounds like you want to do, you will have to use our API. It is important to note that the API is now a paid service, however, all new users are automatically supplied with one million points.
We also provide the Data Download Tool, which makes receiving data from the API much simpler.