tests/testthat/_snaps/output.md
In NorskRegnesentral/shapr: Prediction Explanation with Dependence-Aware Shapley Values
output_lm_numeric_independence
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
output_lm_numeric_independence_MSEv_Shapley_weights
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
output_lm_numeric_empirical
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -13.252 15.541 12.826 -5.77179 3.259
2: 42.44 2.758 -3.325 -7.992 -7.12800 1.808
3: 42.44 6.805 -22.126 3.730 -0.09235 -5.885
output_lm_numeric_empirical_n_combinations
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -5.795 15.320 8.557 -7.547 2.066
2: 42.44 3.266 -3.252 -7.693 -7.663 1.462
3: 42.44 4.290 -24.395 6.739 -1.006 -3.197
output_lm_numeric_empirical_independence
Code
(out <- code)
Condition
Warning in `setup_approach.empirical()`:
Using empirical.type = 'independence' for approach = 'empirical' is deprecated.
Please use approach = 'independence' instead.
Message
Success with message:
empirical.eta force set to 1 for empirical.type = 'independence'
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
output_lm_numeric_empirical_AICc_each
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -15.66 6.823 17.5092 0.2463 3.6847
2: 42.44 10.70 -1.063 -10.6804 -13.0305 0.1983
3: 42.44 14.65 -19.946 0.9675 -7.3433 -5.8946
output_lm_numeric_empirical_AICc_full
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -14.98 6.3170 17.4103 0.2876 3.5623
2: 42.44 12.42 0.1482 -10.2338 -16.4096 0.1967
3: 42.44 15.74 -19.7250 0.9992 -8.6950 -5.8886
output_lm_numeric_gaussian
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -8.117 7.438 14.0026 0.8602 -1.5813
2: 42.44 5.278 -5.219 -12.1079 -0.8073 -1.0235
3: 42.44 7.867 -25.995 -0.1377 -0.2368 0.9342
output_lm_numeric_copula
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -5.960 7.046 13.863 -0.274 -2.074
2: 42.44 4.482 -4.892 -10.491 -1.659 -1.319
3: 42.44 6.587 -25.533 1.279 -1.043 1.142
output_lm_numeric_ctree
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -9.124 9.509 17.139 -1.4711 -3.451
2: 42.44 5.342 -6.097 -8.232 -2.8129 -2.079
3: 42.44 6.901 -21.079 -4.687 0.1494 1.146
output_lm_numeric_vaeac
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -6.534 9.146 18.8166 -5.238 -3.5884
2: 42.44 1.421 -5.329 -6.8472 -3.668 0.5436
3: 42.44 7.073 -18.914 -0.6391 -6.038 0.9493
output_lm_categorical_ctree
Code
(out <- code)
Output
none Month_factor Ozone_sub30_factor Solar.R_factor Wind_factor
<num> <num> <num> <num> <num>
1: 42.44 -6.206 15.38 -6.705 -2.973
2: 42.44 -5.764 -17.71 21.866 -13.219
3: 42.44 7.101 -21.78 1.730 -5.413
output_lm_categorical_vaeac
Code
(out <- code)
Output
none Month_factor Ozone_sub30_factor Solar.R_factor Wind_factor
<num> <num> <num> <num> <num>
1: 42.44 1.795 10.32 -6.919 -5.704
2: 42.44 -2.438 -18.15 20.755 -14.999
3: 42.44 8.299 -23.71 8.751 -11.708
output_lm_categorical_categorical
Code
(out <- code)
Output
none Month_factor Ozone_sub30_factor Solar.R_factor Wind_factor
<num> <num> <num> <num> <num>
1: 42.44 13.656 -19.73 4.369 -16.659
2: 42.44 -5.448 11.31 -11.445 5.078
3: 42.44 -7.493 -12.27 19.672 -14.744
output_lm_categorical_independence
Code
(out <- code)
Output
none Month_factor Ozone_sub30_factor Solar.R_factor Wind_factor
<num> <num> <num> <num> <num>
1: 42.44 -5.252 13.95 -7.041 -2.167
2: 42.44 -5.252 -15.61 20.086 -14.050
3: 42.44 4.833 -15.61 0.596 -8.178
output_lm_ts_timeseries
Code
(out <- code)
Output
none S1 S2 S3 S4
<num> <num> <num> <num> <num>
1: 4.895 -0.5261 0.7831 -0.21023 -0.3885
2: 4.895 -0.6310 1.6288 -0.04498 -2.9298
output_lm_numeric_comb1
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -8.746 9.03 15.366 -2.619 -0.4293
2: 42.44 3.126 -4.50 -7.789 -4.401 -0.3161
3: 42.44 7.037 -22.86 -1.837 0.607 -0.5181
output_lm_numeric_comb2
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -9.294 9.327 17.31641 -1.754 -2.9935
2: 42.44 5.194 -5.506 -8.45049 -2.935 -2.1810
3: 42.44 6.452 -22.967 -0.09553 -1.310 0.3519
output_lm_numeric_comb3
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -6.952 10.777 12.160 -3.641 0.25767
2: 42.44 2.538 -2.586 -8.503 -5.376 0.04789
3: 42.44 5.803 -22.122 3.362 -2.926 -1.68514
output_lm_mixed_independence
Code
(out <- code)
Output
none Solar.R Wind Temp Day Month_factor
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.730 7.750 17.753 -2.601 -7.588
2: 42.44 2.338 -3.147 -5.310 -1.676 -7.588
3: 42.44 3.857 -17.469 -1.466 1.099 3.379
output_lm_mixed_ctree
Code
(out <- code)
Output
none Solar.R Wind Temp Day Month_factor
<num> <num> <num> <num> <num> <num>
1: 42.44 -9.165 11.815 13.184 -0.4473 -4.802
2: 42.44 3.652 -5.782 -6.524 -0.4349 -6.295
3: 42.44 6.268 -21.441 -7.323 1.6330 10.262
output_lm_mixed_vaeac
Code
(out <- code)
Output
none Solar.R Wind Temp Day Month_factor
<num> <num> <num> <num> <num> <num>
1: 42.44 -3.629 8.898 17.330 -2.5409 -9.4742
2: 42.44 3.938 -3.933 -8.190 0.6284 -7.8259
3: 42.44 5.711 -15.928 -3.216 2.2431 0.5899
output_lm_mixed_comb
Code
(out <- code)
Output
none Solar.R Wind Temp Day Month_factor
<num> <num> <num> <num> <num> <num>
1: 42.44 -7.886 10.511 16.292 -0.9519 -7.382
2: 42.44 5.001 -4.925 -7.015 -1.0954 -7.349
3: 42.44 5.505 -20.583 -4.328 0.7825 8.023
output_custom_lm_numeric_independence_1
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
output_custom_lm_numeric_independence_2
Code
(out <- code)
Message
Note: You passed a model to explain() which is not natively supported, and did not supply a 'get_model_specs' function to explain().
Consistency checks between model and data is therefore disabled.
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
output_custom_xgboost_mixed_dummy_ctree
Code
(out <- code)
Message
Note: You passed a model to explain() which is not natively supported, and did not supply a 'get_model_specs' function to explain().
Consistency checks between model and data is therefore disabled.
Output
none Solar.R Wind Temp Day Month_factor
<num> <num> <num> <num> <num> <num>
1: 42.44 -5.603 13.05 20.43 0.08508 -0.2664
2: 42.44 4.645 -12.57 -16.65 1.29133 -2.1574
3: 42.44 5.451 -14.01 -19.72 1.32503 6.3851
output_lm_numeric_interaction
Code
(out <- code)
Output
none Solar.R Wind
<num> <num> <num>
1: 42.44 -13.818 10.579
2: 42.44 4.642 -6.287
3: 42.44 4.452 -34.602
output_lm_numeric_ctree_parallelized
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -9.124 9.509 17.139 -1.4711 -3.451
2: 42.44 5.342 -6.097 -8.232 -2.8129 -2.079
3: 42.44 6.901 -21.079 -4.687 0.1494 1.146
output_lm_numeric_independence_more_batches
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
output_lm_numeric_empirical_progress
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -13.252 15.541 12.826 -5.77179 3.259
2: 42.44 2.758 -3.325 -7.992 -7.12800 1.808
3: 42.44 6.805 -22.126 3.730 -0.09235 -5.885
output_lm_numeric_independence_keep_samp_for_vS
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
NorskRegnesentral/shapr documentation built on April 19, 2024, 1:19 p.m.
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output_lm_numeric_independence
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
output_lm_numeric_independence_MSEv_Shapley_weights
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
output_lm_numeric_empirical
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -13.252 15.541 12.826 -5.77179 3.259
2: 42.44 2.758 -3.325 -7.992 -7.12800 1.808
3: 42.44 6.805 -22.126 3.730 -0.09235 -5.885
output_lm_numeric_empirical_n_combinations
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -5.795 15.320 8.557 -7.547 2.066
2: 42.44 3.266 -3.252 -7.693 -7.663 1.462
3: 42.44 4.290 -24.395 6.739 -1.006 -3.197
output_lm_numeric_empirical_independence
Code
(out <- code)
Condition
Warning in `setup_approach.empirical()`:
Using empirical.type = 'independence' for approach = 'empirical' is deprecated.
Please use approach = 'independence' instead.
Message
Success with message:
empirical.eta force set to 1 for empirical.type = 'independence'
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
output_lm_numeric_empirical_AICc_each
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -15.66 6.823 17.5092 0.2463 3.6847
2: 42.44 10.70 -1.063 -10.6804 -13.0305 0.1983
3: 42.44 14.65 -19.946 0.9675 -7.3433 -5.8946
output_lm_numeric_empirical_AICc_full
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -14.98 6.3170 17.4103 0.2876 3.5623
2: 42.44 12.42 0.1482 -10.2338 -16.4096 0.1967
3: 42.44 15.74 -19.7250 0.9992 -8.6950 -5.8886
output_lm_numeric_gaussian
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -8.117 7.438 14.0026 0.8602 -1.5813
2: 42.44 5.278 -5.219 -12.1079 -0.8073 -1.0235
3: 42.44 7.867 -25.995 -0.1377 -0.2368 0.9342
output_lm_numeric_copula
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -5.960 7.046 13.863 -0.274 -2.074
2: 42.44 4.482 -4.892 -10.491 -1.659 -1.319
3: 42.44 6.587 -25.533 1.279 -1.043 1.142
output_lm_numeric_ctree
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -9.124 9.509 17.139 -1.4711 -3.451
2: 42.44 5.342 -6.097 -8.232 -2.8129 -2.079
3: 42.44 6.901 -21.079 -4.687 0.1494 1.146
output_lm_numeric_vaeac
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -6.534 9.146 18.8166 -5.238 -3.5884
2: 42.44 1.421 -5.329 -6.8472 -3.668 0.5436
3: 42.44 7.073 -18.914 -0.6391 -6.038 0.9493
output_lm_categorical_ctree
Code
(out <- code)
Output
none Month_factor Ozone_sub30_factor Solar.R_factor Wind_factor
<num> <num> <num> <num> <num>
1: 42.44 -6.206 15.38 -6.705 -2.973
2: 42.44 -5.764 -17.71 21.866 -13.219
3: 42.44 7.101 -21.78 1.730 -5.413
output_lm_categorical_vaeac
Code
(out <- code)
Output
none Month_factor Ozone_sub30_factor Solar.R_factor Wind_factor
<num> <num> <num> <num> <num>
1: 42.44 1.795 10.32 -6.919 -5.704
2: 42.44 -2.438 -18.15 20.755 -14.999
3: 42.44 8.299 -23.71 8.751 -11.708
output_lm_categorical_categorical
Code
(out <- code)
Output
none Month_factor Ozone_sub30_factor Solar.R_factor Wind_factor
<num> <num> <num> <num> <num>
1: 42.44 13.656 -19.73 4.369 -16.659
2: 42.44 -5.448 11.31 -11.445 5.078
3: 42.44 -7.493 -12.27 19.672 -14.744
output_lm_categorical_independence
Code
(out <- code)
Output
none Month_factor Ozone_sub30_factor Solar.R_factor Wind_factor
<num> <num> <num> <num> <num>
1: 42.44 -5.252 13.95 -7.041 -2.167
2: 42.44 -5.252 -15.61 20.086 -14.050
3: 42.44 4.833 -15.61 0.596 -8.178
output_lm_ts_timeseries
Code
(out <- code)
Output
none S1 S2 S3 S4
<num> <num> <num> <num> <num>
1: 4.895 -0.5261 0.7831 -0.21023 -0.3885
2: 4.895 -0.6310 1.6288 -0.04498 -2.9298
output_lm_numeric_comb1
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -8.746 9.03 15.366 -2.619 -0.4293
2: 42.44 3.126 -4.50 -7.789 -4.401 -0.3161
3: 42.44 7.037 -22.86 -1.837 0.607 -0.5181
output_lm_numeric_comb2
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -9.294 9.327 17.31641 -1.754 -2.9935
2: 42.44 5.194 -5.506 -8.45049 -2.935 -2.1810
3: 42.44 6.452 -22.967 -0.09553 -1.310 0.3519
output_lm_numeric_comb3
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -6.952 10.777 12.160 -3.641 0.25767
2: 42.44 2.538 -2.586 -8.503 -5.376 0.04789
3: 42.44 5.803 -22.122 3.362 -2.926 -1.68514
output_lm_mixed_independence
Code
(out <- code)
Output
none Solar.R Wind Temp Day Month_factor
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.730 7.750 17.753 -2.601 -7.588
2: 42.44 2.338 -3.147 -5.310 -1.676 -7.588
3: 42.44 3.857 -17.469 -1.466 1.099 3.379
output_lm_mixed_ctree
Code
(out <- code)
Output
none Solar.R Wind Temp Day Month_factor
<num> <num> <num> <num> <num> <num>
1: 42.44 -9.165 11.815 13.184 -0.4473 -4.802
2: 42.44 3.652 -5.782 -6.524 -0.4349 -6.295
3: 42.44 6.268 -21.441 -7.323 1.6330 10.262
output_lm_mixed_vaeac
Code
(out <- code)
Output
none Solar.R Wind Temp Day Month_factor
<num> <num> <num> <num> <num> <num>
1: 42.44 -3.629 8.898 17.330 -2.5409 -9.4742
2: 42.44 3.938 -3.933 -8.190 0.6284 -7.8259
3: 42.44 5.711 -15.928 -3.216 2.2431 0.5899
output_lm_mixed_comb
Code
(out <- code)
Output
none Solar.R Wind Temp Day Month_factor
<num> <num> <num> <num> <num> <num>
1: 42.44 -7.886 10.511 16.292 -0.9519 -7.382
2: 42.44 5.001 -4.925 -7.015 -1.0954 -7.349
3: 42.44 5.505 -20.583 -4.328 0.7825 8.023
output_custom_lm_numeric_independence_1
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
output_custom_lm_numeric_independence_2
Code
(out <- code)
Message
Note: You passed a model to explain() which is not natively supported, and did not supply a 'get_model_specs' function to explain().
Consistency checks between model and data is therefore disabled.
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
output_custom_xgboost_mixed_dummy_ctree
Code
(out <- code)
Message
Note: You passed a model to explain() which is not natively supported, and did not supply a 'get_model_specs' function to explain().
Consistency checks between model and data is therefore disabled.
Output
none Solar.R Wind Temp Day Month_factor
<num> <num> <num> <num> <num> <num>
1: 42.44 -5.603 13.05 20.43 0.08508 -0.2664
2: 42.44 4.645 -12.57 -16.65 1.29133 -2.1574
3: 42.44 5.451 -14.01 -19.72 1.32503 6.3851
output_lm_numeric_interaction
Code
(out <- code)
Output
none Solar.R Wind
<num> <num> <num>
1: 42.44 -13.818 10.579
2: 42.44 4.642 -6.287
3: 42.44 4.452 -34.602
output_lm_numeric_ctree_parallelized
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -9.124 9.509 17.139 -1.4711 -3.451
2: 42.44 5.342 -6.097 -8.232 -2.8129 -2.079
3: 42.44 6.901 -21.079 -4.687 0.1494 1.146
output_lm_numeric_independence_more_batches
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
output_lm_numeric_empirical_progress
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -13.252 15.541 12.826 -5.77179 3.259
2: 42.44 2.758 -3.325 -7.992 -7.12800 1.808
3: 42.44 6.805 -22.126 3.730 -0.09235 -5.885
output_lm_numeric_independence_keep_samp_for_vS
Code
(out <- code)
Output
none Solar.R Wind Temp Month Day
<num> <num> <num> <num> <num> <num>
1: 42.44 -4.537 8.269 17.517 -5.581 -3.066
2: 42.44 2.250 -3.345 -5.232 -5.581 -1.971
3: 42.44 3.708 -18.610 -1.440 -2.541 1.316
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