DiD for Panel Data over Multiple Periods
ATTE Coverage
The simulations are based on the the make_did_SZ2020-DGP with \(1000\) observations. Learners are only set to boosting, due to time constraints (and the nonlinearity of some of the DGPs).
Metadata
DoubleML Version 0.10.dev0
Script DIDMultiCoverageSimulation
Date 2025-03-22 13:07
Total Runtime (minutes) 161.557258
Python Version 3.12.9
Config File scripts/did/did_pa_multi_config.yml
Observational Score
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.703 | 3.257 | 0.967 | 4.665 | 0.989 |
LGBM | LGBM | 4 | False | 0.958 | 4.174 | 0.966 | 5.938 | 0.991 |
LGBM | LGBM | 6 | False | 0.508 | 2.588 | 0.972 | 3.719 | 0.986 |
LGBM | LGBM | 1 | True | 0.269 | 1.325 | 0.960 | 1.902 | 0.979 |
LGBM | LGBM | 4 | True | 0.329 | 1.686 | 0.964 | 2.406 | 0.964 |
LGBM | LGBM | 6 | True | 0.248 | 1.220 | 0.959 | 1.757 | 0.961 |
Linear | Linear | 1 | False | 0.078 | 0.380 | 0.949 | 0.545 | 0.946 |
Linear | Linear | 4 | False | 0.801 | 1.473 | 0.516 | 1.975 | 0.274 |
Linear | Linear | 6 | False | 0.253 | 1.223 | 0.948 | 1.654 | 0.958 |
Linear | Linear | 1 | True | 0.078 | 0.377 | 0.947 | 0.541 | 0.941 |
Linear | Linear | 4 | True | 0.801 | 1.471 | 0.514 | 1.974 | 0.282 |
Linear | Linear | 6 | True | 0.252 | 1.216 | 0.947 | 1.644 | 0.955 |
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.703 | 2.734 | 0.913 | 4.250 | 0.970 |
LGBM | LGBM | 4 | False | 0.958 | 3.503 | 0.908 | 5.396 | 0.970 |
LGBM | LGBM | 6 | False | 0.508 | 2.172 | 0.928 | 3.390 | 0.966 |
LGBM | LGBM | 1 | True | 0.269 | 1.112 | 0.914 | 1.734 | 0.940 |
LGBM | LGBM | 4 | True | 0.329 | 1.415 | 0.920 | 2.188 | 0.923 |
LGBM | LGBM | 6 | True | 0.248 | 1.024 | 0.907 | 1.602 | 0.917 |
Linear | Linear | 1 | False | 0.078 | 0.319 | 0.897 | 0.495 | 0.890 |
Linear | Linear | 4 | False | 0.801 | 1.236 | 0.417 | 1.766 | 0.182 |
Linear | Linear | 6 | False | 0.253 | 1.027 | 0.899 | 1.483 | 0.903 |
Linear | Linear | 1 | True | 0.078 | 0.317 | 0.895 | 0.493 | 0.884 |
Linear | Linear | 4 | True | 0.801 | 1.234 | 0.410 | 1.765 | 0.186 |
Linear | Linear | 6 | True | 0.252 | 1.020 | 0.895 | 1.474 | 0.890 |
Experimental Score
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.457 | 0.797 | 0.490 | 1.111 | 0.131 |
LGBM | LGBM | 4 | False | 0.329 | 0.694 | 0.621 | 0.987 | 0.298 |
LGBM | LGBM | 6 | False | 0.142 | 0.691 | 0.951 | 0.983 | 0.940 |
LGBM | LGBM | 1 | True | 0.456 | 0.797 | 0.491 | 1.112 | 0.140 |
LGBM | LGBM | 4 | True | 0.329 | 0.694 | 0.620 | 0.988 | 0.286 |
LGBM | LGBM | 6 | True | 0.141 | 0.691 | 0.953 | 0.982 | 0.946 |
Linear | Linear | 1 | False | 0.081 | 0.351 | 0.917 | 0.505 | 0.861 |
Linear | Linear | 4 | False | 0.819 | 1.163 | 0.382 | 1.576 | 0.067 |
Linear | Linear | 6 | False | 0.240 | 1.171 | 0.949 | 1.583 | 0.951 |
Linear | Linear | 1 | True | 0.081 | 0.351 | 0.917 | 0.504 | 0.864 |
Linear | Linear | 4 | True | 0.820 | 1.163 | 0.384 | 1.576 | 0.065 |
Linear | Linear | 6 | True | 0.240 | 1.171 | 0.950 | 1.585 | 0.956 |
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.457 | 0.669 | 0.393 | 1.002 | 0.066 |
LGBM | LGBM | 4 | False | 0.329 | 0.583 | 0.531 | 0.897 | 0.206 |
LGBM | LGBM | 6 | False | 0.142 | 0.580 | 0.899 | 0.893 | 0.902 |
LGBM | LGBM | 1 | True | 0.456 | 0.669 | 0.399 | 1.003 | 0.073 |
LGBM | LGBM | 4 | True | 0.329 | 0.583 | 0.529 | 0.898 | 0.210 |
LGBM | LGBM | 6 | True | 0.141 | 0.580 | 0.901 | 0.892 | 0.903 |
Linear | Linear | 1 | False | 0.081 | 0.295 | 0.852 | 0.459 | 0.765 |
Linear | Linear | 4 | False | 0.819 | 0.976 | 0.301 | 1.414 | 0.036 |
Linear | Linear | 6 | False | 0.240 | 0.983 | 0.898 | 1.420 | 0.910 |
Linear | Linear | 1 | True | 0.081 | 0.295 | 0.851 | 0.459 | 0.762 |
Linear | Linear | 4 | True | 0.820 | 0.976 | 0.302 | 1.413 | 0.039 |
Linear | Linear | 6 | True | 0.240 | 0.983 | 0.897 | 1.420 | 0.908 |
Aggregated Effects
Group Effects
Observational Score
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.692 | 3.191 | 0.965 | 3.846 | 0.981 |
LGBM | LGBM | 4 | False | 0.975 | 4.198 | 0.967 | 5.041 | 0.987 |
LGBM | LGBM | 6 | False | 0.470 | 2.528 | 0.981 | 3.057 | 0.989 |
LGBM | LGBM | 1 | True | 0.254 | 1.303 | 0.969 | 1.572 | 0.979 |
LGBM | LGBM | 4 | True | 0.314 | 1.702 | 0.970 | 2.050 | 0.976 |
LGBM | LGBM | 6 | True | 0.235 | 1.207 | 0.969 | 1.461 | 0.976 |
Linear | Linear | 1 | False | 0.070 | 0.339 | 0.950 | 0.412 | 0.948 |
Linear | Linear | 4 | False | 0.912 | 1.639 | 0.505 | 1.961 | 0.288 |
Linear | Linear | 6 | False | 0.278 | 1.348 | 0.946 | 1.617 | 0.950 |
Linear | Linear | 1 | True | 0.070 | 0.337 | 0.950 | 0.410 | 0.946 |
Linear | Linear | 4 | True | 0.912 | 1.638 | 0.501 | 1.960 | 0.292 |
Linear | Linear | 6 | True | 0.277 | 1.340 | 0.945 | 1.609 | 0.948 |
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.692 | 2.678 | 0.908 | 3.389 | 0.946 |
LGBM | LGBM | 4 | False | 0.975 | 3.523 | 0.909 | 4.436 | 0.937 |
LGBM | LGBM | 6 | False | 0.470 | 2.122 | 0.941 | 2.694 | 0.965 |
LGBM | LGBM | 1 | True | 0.254 | 1.093 | 0.925 | 1.388 | 0.931 |
LGBM | LGBM | 4 | True | 0.314 | 1.428 | 0.932 | 1.806 | 0.944 |
LGBM | LGBM | 6 | True | 0.235 | 1.013 | 0.919 | 1.290 | 0.938 |
Linear | Linear | 1 | False | 0.070 | 0.284 | 0.901 | 0.365 | 0.898 |
Linear | Linear | 4 | False | 0.912 | 1.376 | 0.407 | 1.724 | 0.201 |
Linear | Linear | 6 | False | 0.278 | 1.131 | 0.896 | 1.421 | 0.900 |
Linear | Linear | 1 | True | 0.070 | 0.282 | 0.899 | 0.363 | 0.895 |
Linear | Linear | 4 | True | 0.912 | 1.375 | 0.404 | 1.722 | 0.190 |
Linear | Linear | 6 | True | 0.277 | 1.125 | 0.895 | 1.413 | 0.896 |
Experimental Score
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.514 | 0.846 | 0.444 | 1.007 | 0.125 |
LGBM | LGBM | 4 | False | 0.365 | 0.725 | 0.586 | 0.877 | 0.293 |
LGBM | LGBM | 6 | False | 0.148 | 0.720 | 0.952 | 0.871 | 0.958 |
LGBM | LGBM | 1 | True | 0.511 | 0.846 | 0.452 | 1.008 | 0.124 |
LGBM | LGBM | 4 | True | 0.365 | 0.725 | 0.580 | 0.876 | 0.299 |
LGBM | LGBM | 6 | True | 0.148 | 0.720 | 0.955 | 0.871 | 0.951 |
Linear | Linear | 1 | False | 0.077 | 0.315 | 0.894 | 0.383 | 0.856 |
Linear | Linear | 4 | False | 0.925 | 1.285 | 0.380 | 1.546 | 0.072 |
Linear | Linear | 6 | False | 0.266 | 1.293 | 0.947 | 1.552 | 0.951 |
Linear | Linear | 1 | True | 0.077 | 0.315 | 0.894 | 0.383 | 0.859 |
Linear | Linear | 4 | True | 0.924 | 1.285 | 0.383 | 1.546 | 0.072 |
Linear | Linear | 6 | True | 0.266 | 1.293 | 0.948 | 1.553 | 0.951 |
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.514 | 0.710 | 0.363 | 0.884 | 0.063 |
LGBM | LGBM | 4 | False | 0.365 | 0.608 | 0.500 | 0.774 | 0.208 |
LGBM | LGBM | 6 | False | 0.148 | 0.604 | 0.892 | 0.768 | 0.905 |
LGBM | LGBM | 1 | True | 0.511 | 0.710 | 0.366 | 0.884 | 0.072 |
LGBM | LGBM | 4 | True | 0.365 | 0.608 | 0.493 | 0.773 | 0.213 |
LGBM | LGBM | 6 | True | 0.148 | 0.604 | 0.896 | 0.768 | 0.902 |
Linear | Linear | 1 | False | 0.077 | 0.264 | 0.827 | 0.339 | 0.774 |
Linear | Linear | 4 | False | 0.925 | 1.079 | 0.308 | 1.361 | 0.041 |
Linear | Linear | 6 | False | 0.266 | 1.085 | 0.898 | 1.367 | 0.897 |
Linear | Linear | 1 | True | 0.077 | 0.264 | 0.827 | 0.339 | 0.770 |
Linear | Linear | 4 | True | 0.924 | 1.079 | 0.311 | 1.359 | 0.042 |
Linear | Linear | 6 | True | 0.266 | 1.085 | 0.897 | 1.367 | 0.897 |
Time Effects
Observational Score
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.765 | 3.463 | 0.956 | 4.100 | 0.975 |
LGBM | LGBM | 4 | False | 1.119 | 4.665 | 0.963 | 5.487 | 0.982 |
LGBM | LGBM | 6 | False | 0.442 | 2.395 | 0.982 | 2.862 | 0.984 |
LGBM | LGBM | 1 | True | 0.259 | 1.308 | 0.969 | 1.552 | 0.978 |
LGBM | LGBM | 4 | True | 0.321 | 1.754 | 0.974 | 2.066 | 0.980 |
LGBM | LGBM | 6 | True | 0.219 | 1.107 | 0.963 | 1.319 | 0.960 |
Linear | Linear | 1 | False | 0.068 | 0.327 | 0.940 | 0.397 | 0.927 |
Linear | Linear | 4 | False | 1.070 | 1.603 | 0.255 | 1.768 | 0.227 |
Linear | Linear | 6 | False | 0.250 | 1.205 | 0.947 | 1.352 | 0.945 |
Linear | Linear | 1 | True | 0.068 | 0.325 | 0.933 | 0.394 | 0.922 |
Linear | Linear | 4 | True | 1.070 | 1.603 | 0.249 | 1.769 | 0.221 |
Linear | Linear | 6 | True | 0.249 | 1.195 | 0.943 | 1.341 | 0.939 |
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.765 | 2.906 | 0.894 | 3.589 | 0.920 |
LGBM | LGBM | 4 | False | 1.119 | 3.915 | 0.888 | 4.791 | 0.920 |
LGBM | LGBM | 6 | False | 0.442 | 2.010 | 0.942 | 2.510 | 0.958 |
LGBM | LGBM | 1 | True | 0.259 | 1.097 | 0.930 | 1.361 | 0.938 |
LGBM | LGBM | 4 | True | 0.321 | 1.472 | 0.942 | 1.801 | 0.940 |
LGBM | LGBM | 6 | True | 0.219 | 0.929 | 0.915 | 1.157 | 0.920 |
Linear | Linear | 1 | False | 0.068 | 0.275 | 0.891 | 0.352 | 0.877 |
Linear | Linear | 4 | False | 1.070 | 1.345 | 0.172 | 1.516 | 0.148 |
Linear | Linear | 6 | False | 0.250 | 1.012 | 0.888 | 1.165 | 0.885 |
Linear | Linear | 1 | True | 0.068 | 0.272 | 0.887 | 0.349 | 0.870 |
Linear | Linear | 4 | True | 1.070 | 1.345 | 0.161 | 1.516 | 0.131 |
Linear | Linear | 6 | True | 0.249 | 1.003 | 0.886 | 1.154 | 0.882 |
Experimental Score
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.588 | 0.804 | 0.174 | 0.924 | 0.118 |
LGBM | LGBM | 4 | False | 0.418 | 0.648 | 0.320 | 0.759 | 0.244 |
LGBM | LGBM | 6 | False | 0.130 | 0.643 | 0.954 | 0.752 | 0.951 |
LGBM | LGBM | 1 | True | 0.586 | 0.804 | 0.171 | 0.924 | 0.123 |
LGBM | LGBM | 4 | True | 0.417 | 0.648 | 0.320 | 0.758 | 0.245 |
LGBM | LGBM | 6 | True | 0.129 | 0.643 | 0.952 | 0.753 | 0.955 |
Linear | Linear | 1 | False | 0.076 | 0.291 | 0.872 | 0.354 | 0.838 |
Linear | Linear | 4 | False | 1.083 | 1.151 | 0.062 | 1.288 | 0.050 |
Linear | Linear | 6 | False | 0.238 | 1.148 | 0.948 | 1.286 | 0.946 |
Linear | Linear | 1 | True | 0.076 | 0.291 | 0.870 | 0.354 | 0.839 |
Linear | Linear | 4 | True | 1.083 | 1.151 | 0.063 | 1.287 | 0.047 |
Linear | Linear | 6 | True | 0.238 | 1.148 | 0.948 | 1.288 | 0.949 |
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.588 | 0.675 | 0.101 | 0.801 | 0.066 |
LGBM | LGBM | 4 | False | 0.418 | 0.544 | 0.224 | 0.660 | 0.169 |
LGBM | LGBM | 6 | False | 0.130 | 0.540 | 0.908 | 0.656 | 0.901 |
LGBM | LGBM | 1 | True | 0.586 | 0.674 | 0.107 | 0.800 | 0.066 |
LGBM | LGBM | 4 | True | 0.417 | 0.544 | 0.232 | 0.661 | 0.170 |
LGBM | LGBM | 6 | True | 0.129 | 0.539 | 0.906 | 0.657 | 0.903 |
Linear | Linear | 1 | False | 0.076 | 0.244 | 0.799 | 0.313 | 0.741 |
Linear | Linear | 4 | False | 1.083 | 0.966 | 0.036 | 1.108 | 0.031 |
Linear | Linear | 6 | False | 0.238 | 0.963 | 0.890 | 1.108 | 0.887 |
Linear | Linear | 1 | True | 0.076 | 0.244 | 0.800 | 0.313 | 0.732 |
Linear | Linear | 4 | True | 1.083 | 0.966 | 0.036 | 1.108 | 0.031 |
Linear | Linear | 6 | True | 0.238 | 0.963 | 0.888 | 1.107 | 0.885 |
Event Study Aggregation
Observational Score
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.697 | 3.167 | 0.961 | 4.130 | 0.980 |
LGBM | LGBM | 4 | False | 1.006 | 4.219 | 0.965 | 5.451 | 0.981 |
LGBM | LGBM | 6 | False | 0.460 | 2.427 | 0.973 | 3.174 | 0.989 |
LGBM | LGBM | 1 | True | 0.250 | 1.251 | 0.967 | 1.636 | 0.965 |
LGBM | LGBM | 4 | True | 0.312 | 1.660 | 0.969 | 2.151 | 0.973 |
LGBM | LGBM | 6 | True | 0.224 | 1.126 | 0.963 | 1.477 | 0.969 |
Linear | Linear | 1 | False | 0.056 | 0.270 | 0.946 | 0.358 | 0.937 |
Linear | Linear | 4 | False | 0.935 | 1.533 | 0.410 | 1.868 | 0.262 |
Linear | Linear | 6 | False | 0.255 | 1.230 | 0.950 | 1.509 | 0.952 |
Linear | Linear | 1 | True | 0.056 | 0.268 | 0.946 | 0.357 | 0.941 |
Linear | Linear | 4 | True | 0.934 | 1.532 | 0.408 | 1.867 | 0.262 |
Linear | Linear | 6 | True | 0.253 | 1.221 | 0.949 | 1.501 | 0.946 |
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.697 | 2.658 | 0.903 | 3.687 | 0.935 |
LGBM | LGBM | 4 | False | 1.006 | 3.541 | 0.898 | 4.850 | 0.948 |
LGBM | LGBM | 6 | False | 0.460 | 2.037 | 0.933 | 2.840 | 0.964 |
LGBM | LGBM | 1 | True | 0.250 | 1.050 | 0.921 | 1.463 | 0.935 |
LGBM | LGBM | 4 | True | 0.312 | 1.393 | 0.932 | 1.916 | 0.931 |
LGBM | LGBM | 6 | True | 0.224 | 0.945 | 0.916 | 1.321 | 0.924 |
Linear | Linear | 1 | False | 0.056 | 0.226 | 0.894 | 0.323 | 0.892 |
Linear | Linear | 4 | False | 0.935 | 1.286 | 0.314 | 1.637 | 0.176 |
Linear | Linear | 6 | False | 0.255 | 1.032 | 0.898 | 1.325 | 0.899 |
Linear | Linear | 1 | True | 0.056 | 0.225 | 0.892 | 0.321 | 0.893 |
Linear | Linear | 4 | True | 0.934 | 1.285 | 0.306 | 1.636 | 0.170 |
Linear | Linear | 6 | True | 0.253 | 1.025 | 0.897 | 1.319 | 0.890 |
Experimental Score
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.529 | 0.791 | 0.353 | 0.989 | 0.127 |
LGBM | LGBM | 4 | False | 0.376 | 0.645 | 0.477 | 0.830 | 0.267 |
LGBM | LGBM | 6 | False | 0.132 | 0.643 | 0.950 | 0.827 | 0.948 |
LGBM | LGBM | 1 | True | 0.527 | 0.791 | 0.352 | 0.989 | 0.131 |
LGBM | LGBM | 4 | True | 0.376 | 0.645 | 0.473 | 0.830 | 0.271 |
LGBM | LGBM | 6 | True | 0.131 | 0.643 | 0.952 | 0.826 | 0.962 |
Linear | Linear | 1 | False | 0.064 | 0.250 | 0.888 | 0.333 | 0.824 |
Linear | Linear | 4 | False | 0.955 | 1.160 | 0.245 | 1.427 | 0.062 |
Linear | Linear | 6 | False | 0.241 | 1.172 | 0.949 | 1.441 | 0.954 |
Linear | Linear | 1 | True | 0.064 | 0.250 | 0.889 | 0.333 | 0.822 |
Linear | Linear | 4 | True | 0.956 | 1.160 | 0.244 | 1.429 | 0.063 |
Linear | Linear | 6 | True | 0.241 | 1.172 | 0.951 | 1.439 | 0.953 |
Learner g | Learner m | DGP | In-sample-norm. | Bias | CI Length | Coverage | Uniform CI Length | Uniform Coverage |
---|---|---|---|---|---|---|---|---|
LGBM | LGBM | 1 | False | 0.529 | 0.664 | 0.263 | 0.872 | 0.070 |
LGBM | LGBM | 4 | False | 0.376 | 0.542 | 0.383 | 0.738 | 0.184 |
LGBM | LGBM | 6 | False | 0.132 | 0.540 | 0.899 | 0.734 | 0.898 |
LGBM | LGBM | 1 | True | 0.527 | 0.664 | 0.261 | 0.872 | 0.076 |
LGBM | LGBM | 4 | True | 0.376 | 0.541 | 0.387 | 0.737 | 0.183 |
LGBM | LGBM | 6 | True | 0.131 | 0.540 | 0.900 | 0.734 | 0.903 |
Linear | Linear | 1 | False | 0.064 | 0.210 | 0.817 | 0.300 | 0.734 |
Linear | Linear | 4 | False | 0.955 | 0.973 | 0.182 | 1.255 | 0.035 |
Linear | Linear | 6 | False | 0.241 | 0.983 | 0.899 | 1.265 | 0.896 |
Linear | Linear | 1 | True | 0.064 | 0.210 | 0.818 | 0.300 | 0.735 |
Linear | Linear | 4 | True | 0.956 | 0.973 | 0.183 | 1.256 | 0.036 |
Linear | Linear | 6 | True | 0.241 | 0.983 | 0.898 | 1.265 | 0.897 |