Speed up data loading for D3 and improve webpage looks.

I have a simple webpage where im displaying some data using D3 and D3Plus. My data set its 21 MB and it takes about 5 minutes to load all of it and display it. I need to reduce this loading time significantly (by splitting the data set or otherwise). I need somebody to help me solve this issue and improve s bit the presentation of the web page.