{ "normalization": [ { "r": 0, "integral": 1.0, "error": 0.0 }, { "r": 0.2, "integral": 1.0, "error": 0.0 }, { "r": 0.5, "integral": 1.0000000000000002, "error": 2.220446049250313e-16 }, { "r": 0.8, "integral": 0.9999999999999991, "error": 8.881784197001252e-16 }, { "r": 0.95, "integral": 1.000000000000022, "error": 2.19824158875781e-14 } ], "contraction": [ { "q": 0.2, "predicted_log_slope": -1.6094379124341003, "observed_log_slope": -1.6094379115815634, "relative_error": 5.29710977574285e-10, "error_K1": 0.07513321502504734, "error_K12": 1.5387282814513952e-09 }, { "q": 0.5, "predicted_log_slope": -0.6931471805599453, "observed_log_slope": -0.6931471805599542, "relative_error": 1.2813706015259671e-14, "error_K1": 0.18783303756261838, "error_K12": 9.171535037234831e-05 }, { "q": 0.8, "predicted_log_slope": -0.2231435513142097, "observed_log_slope": -0.2231435513142096, "relative_error": 4.975375797716176e-16, "error_K1": 0.3005328601001894, "error_K12": 0.025815576110073207 } ], "likelihood": [ { "r": 0, "pk_nll": -0.0, "isotropic_nll": 1.8378770664093453, "advantage": 1.8378770664093453 }, { "r": 0.2, "pk_nll": -0.040533486181156334, "isotropic_nll": 1.8378770664093453, "advantage": 1.8784105525905017 }, { "r": 0.5, "pk_nll": -0.2873012173898093, "isotropic_nll": 1.8378770664093453, "advantage": 2.125178283799155 }, { "r": 0.8, "pk_nll": -1.0219126501075335, "isotropic_nll": 1.8378770664093453, "advantage": 2.859789716516879 } ], "summary": { "max_normalization_error": 2.19824158875781e-14, "contraction_slope_errors": [ 5.29710977574285e-10, 1.2813706015259671e-14, 4.975375797716176e-16 ], "likelihood_advantages": [ 1.8378770664093453, 1.8784105525905017, 2.125178283799155, 2.859789716516879 ], "prediction": "PK samples should have lower true-model NLL than uniform; contraction slope should equal log(q)." } }