Perhaps analyze for the combination of dogs + poop? The dog probability will be transient/a spike, whereas the poop probability will be constant (after appearan

Perhaps analyze for the combination of dogs + poop? The dog probability will be transient/a spike, whereas the poop probability will be constant (after appearance of the dog).