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► We describe conditional circular kernels to test hypotheses in animal activity. ► The models allow control of the smoothing parameter and density isopleth. ► We apply our models to camera-trap data on large mammals from the Pantanal. ► The models adequately describe the timing of main activity peaks. ► Activity range and activity overlap prove useful in comparing the species.