In an era of global changes, developing reliable biodiversity models has become important research area. Species distribution are the common tools to understand and predict distributions species across space time. However, they fail explicitly account for interactions. To this aim, joint were introduced tease apart effect environment from that interactions, improve rare modeling, functional tra...