Flow and combustion dynamics in a lean partially premixed swirling combustor are investigated using LES method. Intrinsic effects of swirl vanes and counter flows on vortex developments are carefully analysed. Modified flame index and Fourier spectra analysis are applied to study combustion regime and instability phenomenon. The effects of swirl number, equivalence ratio and N2 dilution on combustion dynamics and NOx emissions are analysed.