Table 2. Generalised Additive Mixed effects models to test environmental associations of tracked leopard seals against simulated locations derived from correlated random walks.
Environmental covariates | Log-likelihood | d.f. | |||
Depth | -37641 | 3 | |||
Ice Concentration | -38559 | 3 | |||
Sea Surface Temperature | -43809 | 3 | |||
s(Depth) | -79647 | 4 | |||
s(Ice Concentration) | -5018268 | 4 | |||
s(Sea Surface Temperature) | -47452 | 4 | |||
Depth + Ice Concentration | -38525 | 4 | |||
Depth + Sea Surface Temperature | -43723 | 4 | |||
Ice Concentration + Sea Surface Temperature | -43035 | 4 | |||
Three best performing model outputs | |||||
Value | Std Error | DF | t-value | P-value | |
Intercept | 1.8525575 | 0.06117873 | 15794 | 30.28107 | <0.0001 |
Depth | 0.0001004 | 0.00001796 | 15794 | 5.592335 | <0.0001 |
Intercept | 1.8182649 | 0.04996534 | 15794 | 36.39053 | <0.0001 |
Ice Concentration | -0.0120945 | 0.0003393 | 15794 | -35.6459 | <0.0001 |
Intercept | 1.472342 | 0.6623101 | 15793 | 22.2304 | <0.0001 |
Depth | -0.0001054 | 0.00001423 | 15793 | -7.40215 | <0.0001 |
Ice concentration | -0.0121492 | 0.00034026 | 15793 | -35.7056 | <0.0001 |