Features included Model Binary classification Detailed classification Validation set Test set Validation set Test set Accuracy Loss Accuracy Loss Accuracy Loss Accuracy Loss geographic_features 1 layer 0.782 0.495 0.865 0.459 0.598 1.133 0.629 1.178 geographic_features 2 layers 0.748 0.539 0.82 0.476 0.582 1.177 0.596 1.124 geographic_features 3 layers 0.818 0.466 0.843 0.402 0.594 1.121 0.64 1.067 geographic_features 4 layers 0.791 0.474 0.775 0.566 0.59 1.156 0.618 1.129 geographic_features 5 layers 0.799 0.475 0.831 0.439 0.611 1.1 0.584 1.088 geographic_features 1 layer + Dropout 0.769 0.505 0.843 0.433 0.602 1.114 0.629 1.076 geographic_features 2 layers + Dropout 0.774 0.517 0.82 0.457 0.584 1.147 0.607 1.13 geographic_features 3 layers + Dropout 0.746 0.513 0.809 0.43 0.584 1.132 0.584 1.168 geographic_features 4 layers + Dropout 0.759 0.527 0.798 0.471 0.55 1.21 0.517 1.256 geographic_features 5 layers + Dropout 0.768 0.517 0.764 0.495 0.564 1.2 0.539 1.175 geographic_features + climate_features 1 layer 0.753 0.51 0.787 0.459 0.592 1.154 0.607 1.086 geographic_features + climate_features 2 layers 0.765 0.511 0.831 0.445 0.588 1.143 0.596 1.043 geographic_features + climate_features 3 layers 0.757 0.502 0.787 0.442 0.592 1.132 0.607 1.059 geographic_features + climate_features 4 layers 0.745 0.517 0.787 0.431 0.593 1.141 0.596 1.111 geographic_features + climate_features 5 layers 0.758 0.508 0.809 0.453 0.593 1.139 0.607 1.064 geographic_features + climate_features 1 layer + Dropout 0.76 0.504 0.831 0.452 0.589 1.154 0.584 1.108 geographic_features + climate_features 2 layers + Dropout 0.764 0.498 0.798 0.43 0.601 1.133 0.607 1.085 geographic_features + climate_features 3 layers + Dropout 0.754 0.501 0.809 0.434 0.599 1.123 0.618 1.04 geographic_features + climate_features 4 layers + Dropout 0.762 0.503 0.787 0.414 0.589 1.144 0.618 1.006 geographic_features + climate_features 5 layers + Dropout 0.759 0.497 0.82 0.426 0.597 1.139 0.596 1.046 geographic_features + climate_features + human_footprint 1 layer 0.76 0.509 0.775 0.479 0.602 1.137 0.584 1.127 geographic_features + climate_features + human_footprint 2 layers 0.759 0.516 0.831 0.444 0.597 1.126 0.584 1.099 geographic_features + climate_features + human_footprint 3 layers 0.756 0.506 0.831 0.441 0.593 1.151 0.596 1.064 geographic_features + climate_features + human_footprint 4 layers 0.748 0.51 0.809 0.449 0.582 1.149 0.629 1.077 geographic_features + climate_features + human_footprint 5 layers 0.75 0.511 0.809 0.45 0.56 1.146 0.584 1.124 geographic_features + climate_features + human_footprint 1 layer + Dropout 0.76 0.512 0.809 0.479 0.593 1.136 0.618 1.065 geographic_features + climate_features + human_footprint 2 layers + Dropout 0.763 0.502 0.798 0.432 0.601 1.131 0.629 1.031 geographic_features + climate_features + human_footprint 3 layers + Dropout 0.74 0.51 0.798 0.475 0.587 1.142 0.596 1.086 geographic_features + climate_features + human_footprint 4 layers + Dropout 0.764 0.498 0.843 0.436 0.588 1.131 0.607 1.046 geographic_features + climate_features + human_footprint 5 layers + Dropout 0.751 0.506 0.809 0.467 0.585 1.138 0.607 1.043 geographic_features + climate_features + human_footprint + biome_features 1 layer 0.776 0.491 0.843 0.437 0.588 1.141 0.663 1.05 geographic_features + climate_features + human_footprint + biome_features 2 layers 0.788 0.494 0.854 0.39 0.609 1.129 0.64 1.004 geographic_features + climate_features + human_footprint + biome_features 3 layers 0.773 0.498 0.798 0.437 0.602 1.138 0.629 1.026 geographic_features + climate_features + human_footprint + biome_features 4 layers 0.769 0.497 0.843 0.427 0.597 1.133 0.607 1.046 geographic_features + climate_features + human_footprint + biome_features 5 layers 0.765 0.498 0.787 0.422 0.601 1.127 0.618 1.036 geographic_features + climate_features + human_footprint + biome_features 1 layer + Dropout 0.797 0.475 0.787 1.508 0.6 1.135 0.596 1.048 geographic_features + climate_features + human_footprint + biome_features 2 layers + Dropout 0.78 0.488 0.831 0.417 0.592 1.124 0.652 1.034 geographic_features + climate_features + human_footprint + biome_features 3 layers + Dropout 0.769 0.496 0.831 0.416 0.603 1.124 0.652 1.013 geographic_features + climate_features + human_footprint + biome_features 4 layers + Dropout 0.777 0.488 0.843 0.394 0.585 1.138 0.64 1.044 geographic_features + climate_features + human_footprint + biome_features 5 layers + Dropout 0.777 0.487 0.798 0.426 0.605 1.125 0.629 0.996 geographic_features + human_footprint 1 layer 0.785 0.507 0.764 0.454 0.591 1.143 0.506 1.264 geographic_features + human_footprint 2 layers 0.778 0.503 0.787 0.465 0.584 1.157 0.584 1.145 geographic_features + human_footprint 3 layers 0.79 0.493 0.831 0.419 0.603 1.118 0.607 1.117 geographic_features + human_footprint 4 layers 0.78 0.496 0.843 0.436 0.612 1.119 0.64 1.082 geographic_features + human_footprint 5 layers 0.781 0.495 0.809 0.476 0.602 1.131 0.629 1.096 geographic_features + human_footprint 1 layer + Dropout 0.755 0.519 0.843 0.492 0.6 1.131 0.64 1.171 geographic_features + human_footprint 2 layers + Dropout 0.773 0.506 0.809 0.454 0.574 1.152 0.551 1.183 geographic_features + human_footprint 3 layers + Dropout 0.771 0.5 0.82 0.468 0.59 1.129 0.551 1.134 geographic_features + human_footprint 4 layers + Dropout 0.736 0.529 0.753 0.509 0.591 1.148 0.584 1.15 geographic_features + human_footprint 5 layers + Dropout 0.775 0.502 0.854 0.449 0.569 1.206 0.539 1.179