I have been exploring my data and trying your suggestions. The analysis hasn’t always been easy to interpret so I have returned to my raw data and tried to reduce the noise. I have removing the annual species to partially avoid the influence of seasonality between surveys.
Things are a bit clearer but as you suggest there the process is iterative and so still is lots to do adn learn. I look forward to the eco data in v3.04.