A few points.

1. Capture the applause with the microphone input of the sound card.
2. Place the microphone far from the audience. Sound intensity follows an inverse-square law. If the mike is close to one candidate's family, she'll win.
3. Use PDL and PDL::Audio to analyze the audio. You probably want either the peak power or the integral of the power spectrum.