tests/testthat/_snaps/iterative-output.md
In NorskRegnesentral/shapr: Prediction Explanation with Dependence-Aware Shapley Values
output_lm_numeric_independence_reach_exact
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
* Model class: <lm>
* Approach: independence
* Iterative estimation: TRUE
* Number of feature-wise Shapley values: 5
* Number of observations to explain: 3
-- iterative computation started --
-- Iteration 1 -----------------------------------------------------------------
i Using 6 of 32 coalitions, 6 new.
-- Convergence info
i Not converged after 6 coalitions:
Current convergence measure: 0.31 [needs 0.02]
Estimated remaining coalitions: 24
(Concervatively) adding 10% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -0.580 (2.09) -0.580 (2.09) 17.463 (5.97) -0.580 (2.09)
2: 42.444 (0.00) -2.189 (0.35) -2.189 (0.35) -5.286 (1.02) -2.189 (0.35)
3: 42.444 (0.00) -5.778 (0.74) -5.778 (0.74) -1.495 (1.42) -5.778 (0.74)
Day
<char>
1: -3.121 (0.81)
2: -2.025 (0.05)
3: 1.261 (2.23)
Message
-- Iteration 2 -----------------------------------------------------------------
i Using 10 of 32 coalitions, 4 new.
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.24 [needs 0.02]
Estimated remaining coalitions: 20
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.411 (4.98) 8.305 (2.80) 17.463 (5.66) -5.635 (2.09)
2: 42.444 (0.00) 2.376 (1.96) -3.309 (0.48) -5.286 (1.70) -5.635 (1.86)
3: 42.444 (0.00) 3.834 (2.10) -18.574 (4.81) -1.495 (1.17) -2.595 (1.56)
Day
<char>
1: -3.121 (2.66)
2: -2.025 (0.30)
3: 1.261 (4.61)
Message
-- Iteration 3 -----------------------------------------------------------------
i Using 12 of 32 coalitions, 2 new.
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.16 [needs 0.02]
Estimated remaining coalitions: 18
(Concervatively) adding 20% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.550 (0.93) 8.362 (2.80) 17.505 (0.03) -5.594 (0.99)
2: 42.444 (0.00) 2.237 (1.26) -3.253 (0.51) -5.245 (0.03) -5.594 (1.24)
3: 42.444 (0.00) 3.695 (1.80) -18.518 (4.74) -1.453 (0.03) -2.554 (1.53)
Day
<char>
1: -3.121 (2.66)
2: -2.025 (0.29)
3: 1.261 (4.60)
Message
-- Iteration 4 -----------------------------------------------------------------
i Using 16 of 32 coalitions, 4 new.
-- Convergence info
v Converged after 16 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.532 (0.05) 8.262 (0.04) 17.522 (0.03) -5.582 (0.03)
2: 42.444 (0.00) 2.255 (0.05) -3.352 (0.04) -5.227 (0.03) -5.582 (0.03)
3: 42.444 (0.00) 3.713 (0.05) -18.617 (0.04) -1.436 (0.03) -2.542 (0.03)
Day
<char>
1: -3.068 (0.03)
2: -1.972 (0.03)
3: 1.314 (0.03)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.532 8.262 17.522 -5.582 -3.068
2: 2 42.44 2.255 -3.352 -5.227 -5.582 -1.972
3: 3 42.44 3.713 -18.617 -1.436 -2.542 1.314
output_lm_numeric_independence_converges_tol
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
-- Iteration 1 -----------------------------------------------------------------
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.15 [needs 0.1]
Estimated remaining coalitions: 8
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) 1.919 (1.47) 1.919 (1.47) 17.492 (3.41) -5.607 (2.84)
2: 42.444 (0.00) -0.495 (0.53) -0.495 (0.53) -5.258 (0.67) -5.607 (0.79)
3: 42.444 (0.00) -7.398 (1.34) -7.398 (1.34) -1.466 (0.84) -2.567 (0.75)
Day
<char>
1: -3.121 (1.56)
2: -2.025 (0.47)
3: 1.261 (2.69)
Message
-- Iteration 2 -----------------------------------------------------------------
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.18 [needs 0.1]
Estimated remaining coalitions: 12
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.438 (3.27) 8.278 (3.54) 17.491 (2.27) -5.608 (1.40)
2: 42.444 (0.00) 2.349 (1.47) -3.337 (1.31) -5.259 (0.70) -5.608 (0.40)
3: 42.444 (0.00) 3.807 (4.83) -18.602 (6.10) -1.467 (0.86) -2.568 (1.27)
Day
<char>
1: -3.121 (1.25)
2: -2.025 (0.85)
3: 1.261 (2.16)
Message
-- Iteration 3 -----------------------------------------------------------------
-- Convergence info
v Converged after 14 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.437 (2.22) 8.279 (2.33) 17.489 (0.02) -5.609 (0.02)
2: 42.444 (0.00) 2.350 (1.16) -3.335 (1.01) -5.260 (0.02) -5.609 (0.02)
3: 42.444 (0.00) 3.808 (3.93) -18.600 (4.10) -1.469 (0.02) -2.570 (0.02)
Day
<char>
1: -3.121 (0.40)
2: -2.025 (0.69)
3: 1.261 (0.71)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.437 8.279 17.489 -5.609 -3.121
2: 2 42.44 2.350 -3.335 -5.260 -5.609 -2.025
3: 3 42.44 3.808 -18.600 -1.469 -2.570 1.261
output_lm_numeric_independence_converges_maxit
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
-- Iteration 1 -----------------------------------------------------------------
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.15 [needs 0.001]
Estimated remaining coalitions: 20
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) 1.919 (1.47) 1.919 (1.47) 17.492 (3.41) -5.607 (2.84)
2: 42.444 (0.00) -0.495 (0.53) -0.495 (0.53) -5.258 (0.67) -5.607 (0.79)
3: 42.444 (0.00) -7.398 (1.34) -7.398 (1.34) -1.466 (0.84) -2.567 (0.75)
Day
<char>
1: -3.121 (1.56)
2: -2.025 (0.47)
3: 1.261 (2.69)
Message
-- Iteration 2 -----------------------------------------------------------------
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.18 [needs 0.001]
Estimated remaining coalitions: 18
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.438 (3.27) 8.278 (3.54) 17.491 (2.27) -5.608 (1.40)
2: 42.444 (0.00) 2.349 (1.47) -3.337 (1.31) -5.259 (0.70) -5.608 (0.40)
3: 42.444 (0.00) 3.807 (4.83) -18.602 (6.10) -1.467 (0.86) -2.568 (1.27)
Day
<char>
1: -3.121 (1.25)
2: -2.025 (0.85)
3: 1.261 (2.16)
Message
-- Iteration 3 -----------------------------------------------------------------
-- Convergence info
i Not converged after 14 coalitions:
Current convergence measure: 0.15 [needs 0.001]
Estimated remaining coalitions: 16
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.437 (2.22) 8.279 (2.33) 17.489 (0.02) -5.609 (0.02)
2: 42.444 (0.00) 2.350 (1.16) -3.335 (1.01) -5.260 (0.02) -5.609 (0.02)
3: 42.444 (0.00) 3.808 (3.93) -18.600 (4.10) -1.469 (0.02) -2.570 (0.02)
Day
<char>
1: -3.121 (0.40)
2: -2.025 (0.69)
3: 1.261 (0.71)
Message
-- Iteration 4 -----------------------------------------------------------------
-- Convergence info
i Not converged after 16 coalitions:
Current convergence measure: 0.067 [needs 0.001]
Estimated remaining coalitions: 14
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.539 (0.91) 8.308 (0.90) 17.500 (0.02) -5.599 (0.02)
2: 42.444 (0.00) 2.248 (0.53) -3.306 (0.40) -5.249 (0.02) -5.599 (0.02)
3: 42.444 (0.00) 3.706 (1.57) -18.571 (1.57) -1.458 (0.02) -2.559 (0.02)
Day
<char>
1: -3.069 (0.13)
2: -1.973 (0.37)
3: 1.313 (0.21)
Message
-- Iteration 5 -----------------------------------------------------------------
-- Convergence info
i Not converged after 18 coalitions:
Current convergence measure: 0.0014 [needs 0.001]
Estimated remaining coalitions: 12
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.529 (0.03) 8.296 (0.03) 17.507 (0.02) -5.592 (0.02)
2: 42.444 (0.00) 2.258 (0.03) -3.319 (0.03) -5.243 (0.02) -5.592 (0.02)
3: 42.444 (0.00) 3.716 (0.03) -18.584 (0.03) -1.451 (0.02) -2.552 (0.02)
Day
<char>
1: -3.079 (0.03)
2: -1.983 (0.03)
3: 1.303 (0.03)
Message
-- Iteration 6 -----------------------------------------------------------------
-- Convergence info
i Not converged after 20 coalitions:
Current convergence measure: 0.025 [needs 0.001]
Estimated remaining coalitions: 10
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.527 (0.04) 8.262 (0.56) 17.515 (0.01) -5.584 (0.03)
2: 42.444 (0.00) 2.260 (0.04) -3.353 (0.08) -5.234 (0.01) -5.584 (0.03)
3: 42.444 (0.00) 3.718 (0.04) -18.618 (1.00) -1.443 (0.01) -2.544 (0.03)
Day
<char>
1: -3.064 (0.57)
2: -1.969 (0.07)
3: 1.318 (0.99)
Message
-- Iteration 7 -----------------------------------------------------------------
-- Convergence info
i Not converged after 22 coalitions:
Current convergence measure: 0.0056 [needs 0.001]
Estimated remaining coalitions: 8
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.531 (0.08) 8.265 (0.02) 17.518 (0.01) -5.581 (0.02)
2: 42.444 (0.00) 2.256 (0.21) -3.350 (0.02) -5.232 (0.01) -5.581 (0.02)
3: 42.444 (0.00) 3.714 (0.12) -18.615 (0.02) -1.440 (0.01) -2.541 (0.02)
Day
<char>
1: -3.068 (0.08)
2: -1.972 (0.21)
3: 1.314 (0.13)
Message
-- Iteration 8 -----------------------------------------------------------------
-- Convergence info
v Converged after 24 coalitions:
Maximum number of iterations reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.529 (0.02) 8.267 (0.02) 17.519 (0.01) -5.584 (0.01)
2: 42.444 (0.00) 2.258 (0.02) -3.348 (0.02) -5.231 (0.01) -5.584 (0.01)
3: 42.444 (0.00) 3.716 (0.02) -18.613 (0.02) -1.439 (0.01) -2.544 (0.01)
Day
<char>
1: -3.071 (0.02)
2: -1.975 (0.02)
3: 1.311 (0.02)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.529 8.267 17.519 -5.584 -3.071
2: 2 42.44 2.258 -3.348 -5.231 -5.584 -1.975
3: 3 42.44 3.716 -18.613 -1.439 -2.544 1.311
output_lm_numeric_indep_conv_max_n_coalitions
Code
(out <- code)
Message
-- Iteration 1 -----------------------------------------------------------------
-- Convergence info
i Not converged after 6 coalitions:
Current convergence measure: 0.31 [needs 0.02]
Estimated remaining coalitions: 24
(Concervatively) adding 10% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -0.580 (2.09) -0.580 (2.09) 17.463 (5.97) -0.580 (2.09)
2: 42.444 (0.00) -2.189 (0.35) -2.189 (0.35) -5.286 (1.02) -2.189 (0.35)
3: 42.444 (0.00) -5.778 (0.74) -5.778 (0.74) -1.495 (1.42) -5.778 (0.74)
Day
<char>
1: -3.121 (0.81)
2: -2.025 (0.05)
3: 1.261 (2.23)
Message
-- Iteration 2 -----------------------------------------------------------------
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.24 [needs 0.02]
Estimated remaining coalitions: 20
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.411 (4.98) 8.305 (2.80) 17.463 (5.66) -5.635 (2.09)
2: 42.444 (0.00) 2.376 (1.96) -3.309 (0.48) -5.286 (1.70) -5.635 (1.86)
3: 42.444 (0.00) 3.834 (2.10) -18.574 (4.81) -1.495 (1.17) -2.595 (1.56)
Day
<char>
1: -3.121 (2.66)
2: -2.025 (0.30)
3: 1.261 (4.61)
Message
-- Iteration 3 -----------------------------------------------------------------
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.16 [needs 0.02]
Estimated remaining coalitions: 18
(Concervatively) adding 20% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.550 (0.93) 8.362 (2.80) 17.505 (0.03) -5.594 (0.99)
2: 42.444 (0.00) 2.237 (1.26) -3.253 (0.51) -5.245 (0.03) -5.594 (1.24)
3: 42.444 (0.00) 3.695 (1.80) -18.518 (4.74) -1.453 (0.03) -2.554 (1.53)
Day
<char>
1: -3.121 (2.66)
2: -2.025 (0.29)
3: 1.261 (4.60)
Message
-- Iteration 4 -----------------------------------------------------------------
-- Convergence info
v Converged after 16 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.532 (0.05) 8.262 (0.04) 17.522 (0.03) -5.582 (0.03)
2: 42.444 (0.00) 2.255 (0.05) -3.352 (0.04) -5.227 (0.03) -5.582 (0.03)
3: 42.444 (0.00) 3.713 (0.05) -18.617 (0.04) -1.436 (0.03) -2.542 (0.03)
Day
<char>
1: -3.068 (0.03)
2: -1.972 (0.03)
3: 1.314 (0.03)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.532 8.262 17.522 -5.582 -3.068
2: 2 42.44 2.255 -3.352 -5.227 -5.582 -1.972
3: 3 42.44 3.713 -18.617 -1.436 -2.542 1.314
output_lm_numeric_gaussian_group_converges_tol
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_groups = 8,
and is therefore set to 2^n_groups = 8.
-- Iteration 1 -----------------------------------------------------------------
-- Convergence info
v Converged after 6 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none A B C
<char> <char> <char> <char>
1: 42.444 (0.00) 1.037 (2.66) 12.949 (3.32) -1.385 (3.20)
2: 42.444 (0.00) 0.866 (3.28) -13.828 (3.47) -0.917 (2.88)
3: 42.444 (0.00) -18.102 (3.98) -0.261 (4.07) 0.795 (0.24)
explain_id none A B C
<int> <num> <num> <num> <num>
1: 1 42.44 1.0372 12.9494 -1.3845
2: 2 42.44 0.8661 -13.8283 -0.9173
3: 3 42.44 -18.1023 -0.2611 0.7951
output_lm_numeric_independence_converges_tol_paired
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
-- Iteration 1 -----------------------------------------------------------------
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.15 [needs 0.1]
Estimated remaining coalitions: 8
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) 1.919 (1.47) 1.919 (1.47) 17.492 (3.41) -5.607 (2.84)
2: 42.444 (0.00) -0.495 (0.53) -0.495 (0.53) -5.258 (0.67) -5.607 (0.79)
3: 42.444 (0.00) -7.398 (1.34) -7.398 (1.34) -1.466 (0.84) -2.567 (0.75)
Day
<char>
1: -3.121 (1.56)
2: -2.025 (0.47)
3: 1.261 (2.69)
Message
-- Iteration 2 -----------------------------------------------------------------
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.18 [needs 0.1]
Estimated remaining coalitions: 12
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.438 (3.27) 8.278 (3.54) 17.491 (2.27) -5.608 (1.40)
2: 42.444 (0.00) 2.349 (1.47) -3.337 (1.31) -5.259 (0.70) -5.608 (0.40)
3: 42.444 (0.00) 3.807 (4.83) -18.602 (6.10) -1.467 (0.86) -2.568 (1.27)
Day
<char>
1: -3.121 (1.25)
2: -2.025 (0.85)
3: 1.261 (2.16)
Message
-- Iteration 3 -----------------------------------------------------------------
-- Convergence info
v Converged after 14 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.437 (2.22) 8.279 (2.33) 17.489 (0.02) -5.609 (0.02)
2: 42.444 (0.00) 2.350 (1.16) -3.335 (1.01) -5.260 (0.02) -5.609 (0.02)
3: 42.444 (0.00) 3.808 (3.93) -18.600 (4.10) -1.469 (0.02) -2.570 (0.02)
Day
<char>
1: -3.121 (0.40)
2: -2.025 (0.69)
3: 1.261 (0.71)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.437 8.279 17.489 -5.609 -3.121
2: 2 42.44 2.350 -3.335 -5.260 -5.609 -2.025
3: 3 42.44 3.808 -18.600 -1.469 -2.570 1.261
output_lm_numeric_independence_saving_and_cont_est
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
Output
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.578 8.290 17.503 -5.54 -3.072
2: 2 42.44 2.209 -3.325 -5.246 -5.54 -1.977
3: 3 42.44 3.667 -18.590 -1.455 -2.50 1.310
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
Output
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.578 8.290 17.503 -5.54 -3.072
2: 2 42.44 2.209 -3.325 -5.246 -5.54 -1.977
3: 3 42.44 3.667 -18.590 -1.455 -2.50 1.310
output_verbose_1
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
* Model class: <lm>
* Approach: gaussian
* Iterative estimation: TRUE
* Number of feature-wise Shapley values: 5
* Number of observations to explain: 3
-- iterative computation started --
-- Iteration 1 -----------------------------------------------------------------
i Using 6 of 32 coalitions, 6 new.
-- Iteration 2 -----------------------------------------------------------------
i Using 10 of 32 coalitions, 4 new.
-- Iteration 3 -----------------------------------------------------------------
i Using 12 of 32 coalitions, 2 new.
-- Iteration 4 -----------------------------------------------------------------
i Using 16 of 32 coalitions, 4 new.
Output
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -8.648 7.809 14.6337 0.5440 -1.7362
2: 2 42.44 4.789 -4.388 -11.4817 -1.5130 -1.2857
3: 3 42.44 7.623 -25.456 0.1543 -0.7341 0.8447
output_verbose_1_3
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
* Model class: <lm>
* Approach: gaussian
* Iterative estimation: TRUE
* Number of feature-wise Shapley values: 5
* Number of observations to explain: 3
-- iterative computation started --
-- Iteration 1 -----------------------------------------------------------------
i Using 6 of 32 coalitions, 6 new.
-- Convergence info
i Not converged after 6 coalitions:
Current convergence measure: 0.32 [needs 0.02]
Estimated remaining coalitions: 24
(Concervatively) adding 10% of that (4 coalitions) in the next iteration.
-- Iteration 2 -----------------------------------------------------------------
i Using 10 of 32 coalitions, 4 new.
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.24 [needs 0.02]
Estimated remaining coalitions: 20
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Iteration 3 -----------------------------------------------------------------
i Using 12 of 32 coalitions, 2 new.
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.11 [needs 0.02]
Estimated remaining coalitions: 18
(Concervatively) adding 20% of that (4 coalitions) in the next iteration.
-- Iteration 4 -----------------------------------------------------------------
i Using 16 of 32 coalitions, 4 new.
-- Convergence info
v Converged after 16 coalitions:
Convergence tolerance reached!
Output
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -8.648 7.809 14.6337 0.5440 -1.7362
2: 2 42.44 4.789 -4.388 -11.4817 -1.5130 -1.2857
3: 3 42.44 7.623 -25.456 0.1543 -0.7341 0.8447
output_verbose_1_3_4
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
* Model class: <lm>
* Approach: gaussian
* Iterative estimation: TRUE
* Number of feature-wise Shapley values: 5
* Number of observations to explain: 3
-- iterative computation started --
-- Iteration 1 -----------------------------------------------------------------
i Using 6 of 32 coalitions, 6 new.
-- Convergence info
i Not converged after 6 coalitions:
Current convergence measure: 0.32 [needs 0.02]
Estimated remaining coalitions: 24
(Concervatively) adding 10% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -0.478 (1.77) -0.478 (1.77) 15.306 (5.22) -0.478 (1.77)
2: 42.444 (0.00) -0.790 (1.09) -0.790 (1.09) -10.706 (3.28) -0.790 (1.09)
3: 42.444 (0.00) -6.251 (0.86) -6.251 (0.86) 0.277 (2.16) -6.251 (0.86)
Day
<char>
1: -1.271 (0.25)
2: -0.804 (0.00)
3: 0.909 (2.27)
Message
-- Iteration 2 -----------------------------------------------------------------
i Using 10 of 32 coalitions, 4 new.
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.24 [needs 0.02]
Estimated remaining coalitions: 20
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -10.824 (5.39) 7.703 (2.44) 15.306 (6.19) 1.688 (2.89)
2: 42.444 (0.00) 2.311 (2.71) -4.360 (0.95) -10.706 (3.22) -0.321 (0.98)
3: 42.444 (0.00) 6.980 (2.82) -25.418 (6.48) 0.277 (1.48) -0.316 (1.84)
Day
<char>
1: -1.271 (2.09)
2: -0.804 (0.83)
3: 0.909 (6.12)
Message
-- Iteration 3 -----------------------------------------------------------------
i Using 12 of 32 coalitions, 2 new.
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.11 [needs 0.02]
Estimated remaining coalitions: 18
(Concervatively) adding 20% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -8.629 (1.94) 6.814 (2.33) 14.653 (0.43) 1.035 (2.00)
2: 42.444 (0.00) 4.819 (1.76) -5.376 (1.28) -11.452 (0.49) -1.067 (1.54)
3: 42.444 (0.00) 7.570 (2.65) -25.658 (6.42) 0.101 (0.11) -0.491 (2.24)
Day
<char>
1: -1.271 (2.00)
2: -0.804 (0.95)
3: 0.909 (6.14)
Message
-- Iteration 4 -----------------------------------------------------------------
i Using 16 of 32 coalitions, 4 new.
-- Convergence info
v Converged after 16 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -8.648 (0.63) 7.809 (0.71) 14.634 (0.31) 0.544 (0.46)
2: 42.444 (0.00) 4.789 (0.71) -4.388 (0.69) -11.482 (0.36) -1.513 (0.48)
3: 42.444 (0.00) 7.623 (0.17) -25.456 (0.30) 0.154 (0.08) -0.734 (0.18)
Day
<char>
1: -1.736 (0.41)
2: -1.286 (0.39)
3: 0.845 (0.18)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -8.648 7.809 14.6337 0.5440 -1.7362
2: 2 42.44 4.789 -4.388 -11.4817 -1.5130 -1.2857
3: 3 42.44 7.623 -25.456 0.1543 -0.7341 0.8447
output_verbose_1_3_4_5
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
* Model class: <lm>
* Approach: gaussian
* Iterative estimation: TRUE
* Number of feature-wise Shapley values: 5
* Number of observations to explain: 3
-- iterative computation started --
-- Iteration 1 -----------------------------------------------------------------
i Using 6 of 32 coalitions, 6 new.
-- Convergence info
i Not converged after 6 coalitions:
Current convergence measure: 0.32 [needs 0.02]
Estimated remaining coalitions: 24
(Concervatively) adding 10% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -0.478 (1.77) -0.478 (1.77) 15.306 (5.22) -0.478 (1.77)
2: 42.444 (0.00) -0.790 (1.09) -0.790 (1.09) -10.706 (3.28) -0.790 (1.09)
3: 42.444 (0.00) -6.251 (0.86) -6.251 (0.86) 0.277 (2.16) -6.251 (0.86)
Day
<char>
1: -1.271 (0.25)
2: -0.804 (0.00)
3: 0.909 (2.27)
Message
-- Iteration 2 -----------------------------------------------------------------
i Using 10 of 32 coalitions, 4 new.
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.24 [needs 0.02]
Estimated remaining coalitions: 20
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -10.824 (5.39) 7.703 (2.44) 15.306 (6.19) 1.688 (2.89)
2: 42.444 (0.00) 2.311 (2.71) -4.360 (0.95) -10.706 (3.22) -0.321 (0.98)
3: 42.444 (0.00) 6.980 (2.82) -25.418 (6.48) 0.277 (1.48) -0.316 (1.84)
Day
<char>
1: -1.271 (2.09)
2: -0.804 (0.83)
3: 0.909 (6.12)
Message
-- Iteration 3 -----------------------------------------------------------------
i Using 12 of 32 coalitions, 2 new.
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.11 [needs 0.02]
Estimated remaining coalitions: 18
(Concervatively) adding 20% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -8.629 (1.94) 6.814 (2.33) 14.653 (0.43) 1.035 (2.00)
2: 42.444 (0.00) 4.819 (1.76) -5.376 (1.28) -11.452 (0.49) -1.067 (1.54)
3: 42.444 (0.00) 7.570 (2.65) -25.658 (6.42) 0.101 (0.11) -0.491 (2.24)
Day
<char>
1: -1.271 (2.00)
2: -0.804 (0.95)
3: 0.909 (6.14)
Message
-- Iteration 4 -----------------------------------------------------------------
i Using 16 of 32 coalitions, 4 new.
-- Convergence info
v Converged after 16 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -8.648 (0.63) 7.809 (0.71) 14.634 (0.31) 0.544 (0.46)
2: 42.444 (0.00) 4.789 (0.71) -4.388 (0.69) -11.482 (0.36) -1.513 (0.48)
3: 42.444 (0.00) 7.623 (0.17) -25.456 (0.30) 0.154 (0.08) -0.734 (0.18)
Day
<char>
1: -1.736 (0.41)
2: -1.286 (0.39)
3: 0.845 (0.18)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -8.648 7.809 14.6337 0.5440 -1.7362
2: 2 42.44 4.789 -4.388 -11.4817 -1.5130 -1.2857
3: 3 42.44 7.623 -25.456 0.1543 -0.7341 0.8447
output_lm_numeric_independence_keep_samp_for_vS
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
* Model class: <lm>
* Approach: independence
* Iterative estimation: TRUE
* Number of feature-wise Shapley values: 5
* Number of observations to explain: 3
-- iterative computation started --
-- Iteration 1 -----------------------------------------------------------------
i Using 6 of 32 coalitions, 6 new.
-- Iteration 2 -----------------------------------------------------------------
i Using 10 of 32 coalitions, 4 new.
-- Iteration 3 -----------------------------------------------------------------
i Using 12 of 32 coalitions, 2 new.
-- Iteration 4 -----------------------------------------------------------------
i Using 16 of 32 coalitions, 4 new.
Output
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.532 8.262 17.522 -5.582 -3.068
2: 2 42.44 2.255 -3.352 -5.227 -5.582 -1.972
3: 3 42.44 3.713 -18.617 -1.436 -2.542 1.314
NorskRegnesentral/shapr documentation built on Feb. 11, 2025, 6:41 a.m.
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output_lm_numeric_independence_reach_exact
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
* Model class: <lm>
* Approach: independence
* Iterative estimation: TRUE
* Number of feature-wise Shapley values: 5
* Number of observations to explain: 3
-- iterative computation started --
-- Iteration 1 -----------------------------------------------------------------
i Using 6 of 32 coalitions, 6 new.
-- Convergence info
i Not converged after 6 coalitions:
Current convergence measure: 0.31 [needs 0.02]
Estimated remaining coalitions: 24
(Concervatively) adding 10% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -0.580 (2.09) -0.580 (2.09) 17.463 (5.97) -0.580 (2.09)
2: 42.444 (0.00) -2.189 (0.35) -2.189 (0.35) -5.286 (1.02) -2.189 (0.35)
3: 42.444 (0.00) -5.778 (0.74) -5.778 (0.74) -1.495 (1.42) -5.778 (0.74)
Day
<char>
1: -3.121 (0.81)
2: -2.025 (0.05)
3: 1.261 (2.23)
Message
-- Iteration 2 -----------------------------------------------------------------
i Using 10 of 32 coalitions, 4 new.
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.24 [needs 0.02]
Estimated remaining coalitions: 20
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.411 (4.98) 8.305 (2.80) 17.463 (5.66) -5.635 (2.09)
2: 42.444 (0.00) 2.376 (1.96) -3.309 (0.48) -5.286 (1.70) -5.635 (1.86)
3: 42.444 (0.00) 3.834 (2.10) -18.574 (4.81) -1.495 (1.17) -2.595 (1.56)
Day
<char>
1: -3.121 (2.66)
2: -2.025 (0.30)
3: 1.261 (4.61)
Message
-- Iteration 3 -----------------------------------------------------------------
i Using 12 of 32 coalitions, 2 new.
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.16 [needs 0.02]
Estimated remaining coalitions: 18
(Concervatively) adding 20% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.550 (0.93) 8.362 (2.80) 17.505 (0.03) -5.594 (0.99)
2: 42.444 (0.00) 2.237 (1.26) -3.253 (0.51) -5.245 (0.03) -5.594 (1.24)
3: 42.444 (0.00) 3.695 (1.80) -18.518 (4.74) -1.453 (0.03) -2.554 (1.53)
Day
<char>
1: -3.121 (2.66)
2: -2.025 (0.29)
3: 1.261 (4.60)
Message
-- Iteration 4 -----------------------------------------------------------------
i Using 16 of 32 coalitions, 4 new.
-- Convergence info
v Converged after 16 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.532 (0.05) 8.262 (0.04) 17.522 (0.03) -5.582 (0.03)
2: 42.444 (0.00) 2.255 (0.05) -3.352 (0.04) -5.227 (0.03) -5.582 (0.03)
3: 42.444 (0.00) 3.713 (0.05) -18.617 (0.04) -1.436 (0.03) -2.542 (0.03)
Day
<char>
1: -3.068 (0.03)
2: -1.972 (0.03)
3: 1.314 (0.03)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.532 8.262 17.522 -5.582 -3.068
2: 2 42.44 2.255 -3.352 -5.227 -5.582 -1.972
3: 3 42.44 3.713 -18.617 -1.436 -2.542 1.314
output_lm_numeric_independence_converges_tol
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
-- Iteration 1 -----------------------------------------------------------------
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.15 [needs 0.1]
Estimated remaining coalitions: 8
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) 1.919 (1.47) 1.919 (1.47) 17.492 (3.41) -5.607 (2.84)
2: 42.444 (0.00) -0.495 (0.53) -0.495 (0.53) -5.258 (0.67) -5.607 (0.79)
3: 42.444 (0.00) -7.398 (1.34) -7.398 (1.34) -1.466 (0.84) -2.567 (0.75)
Day
<char>
1: -3.121 (1.56)
2: -2.025 (0.47)
3: 1.261 (2.69)
Message
-- Iteration 2 -----------------------------------------------------------------
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.18 [needs 0.1]
Estimated remaining coalitions: 12
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.438 (3.27) 8.278 (3.54) 17.491 (2.27) -5.608 (1.40)
2: 42.444 (0.00) 2.349 (1.47) -3.337 (1.31) -5.259 (0.70) -5.608 (0.40)
3: 42.444 (0.00) 3.807 (4.83) -18.602 (6.10) -1.467 (0.86) -2.568 (1.27)
Day
<char>
1: -3.121 (1.25)
2: -2.025 (0.85)
3: 1.261 (2.16)
Message
-- Iteration 3 -----------------------------------------------------------------
-- Convergence info
v Converged after 14 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.437 (2.22) 8.279 (2.33) 17.489 (0.02) -5.609 (0.02)
2: 42.444 (0.00) 2.350 (1.16) -3.335 (1.01) -5.260 (0.02) -5.609 (0.02)
3: 42.444 (0.00) 3.808 (3.93) -18.600 (4.10) -1.469 (0.02) -2.570 (0.02)
Day
<char>
1: -3.121 (0.40)
2: -2.025 (0.69)
3: 1.261 (0.71)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.437 8.279 17.489 -5.609 -3.121
2: 2 42.44 2.350 -3.335 -5.260 -5.609 -2.025
3: 3 42.44 3.808 -18.600 -1.469 -2.570 1.261
output_lm_numeric_independence_converges_maxit
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
-- Iteration 1 -----------------------------------------------------------------
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.15 [needs 0.001]
Estimated remaining coalitions: 20
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) 1.919 (1.47) 1.919 (1.47) 17.492 (3.41) -5.607 (2.84)
2: 42.444 (0.00) -0.495 (0.53) -0.495 (0.53) -5.258 (0.67) -5.607 (0.79)
3: 42.444 (0.00) -7.398 (1.34) -7.398 (1.34) -1.466 (0.84) -2.567 (0.75)
Day
<char>
1: -3.121 (1.56)
2: -2.025 (0.47)
3: 1.261 (2.69)
Message
-- Iteration 2 -----------------------------------------------------------------
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.18 [needs 0.001]
Estimated remaining coalitions: 18
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.438 (3.27) 8.278 (3.54) 17.491 (2.27) -5.608 (1.40)
2: 42.444 (0.00) 2.349 (1.47) -3.337 (1.31) -5.259 (0.70) -5.608 (0.40)
3: 42.444 (0.00) 3.807 (4.83) -18.602 (6.10) -1.467 (0.86) -2.568 (1.27)
Day
<char>
1: -3.121 (1.25)
2: -2.025 (0.85)
3: 1.261 (2.16)
Message
-- Iteration 3 -----------------------------------------------------------------
-- Convergence info
i Not converged after 14 coalitions:
Current convergence measure: 0.15 [needs 0.001]
Estimated remaining coalitions: 16
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.437 (2.22) 8.279 (2.33) 17.489 (0.02) -5.609 (0.02)
2: 42.444 (0.00) 2.350 (1.16) -3.335 (1.01) -5.260 (0.02) -5.609 (0.02)
3: 42.444 (0.00) 3.808 (3.93) -18.600 (4.10) -1.469 (0.02) -2.570 (0.02)
Day
<char>
1: -3.121 (0.40)
2: -2.025 (0.69)
3: 1.261 (0.71)
Message
-- Iteration 4 -----------------------------------------------------------------
-- Convergence info
i Not converged after 16 coalitions:
Current convergence measure: 0.067 [needs 0.001]
Estimated remaining coalitions: 14
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.539 (0.91) 8.308 (0.90) 17.500 (0.02) -5.599 (0.02)
2: 42.444 (0.00) 2.248 (0.53) -3.306 (0.40) -5.249 (0.02) -5.599 (0.02)
3: 42.444 (0.00) 3.706 (1.57) -18.571 (1.57) -1.458 (0.02) -2.559 (0.02)
Day
<char>
1: -3.069 (0.13)
2: -1.973 (0.37)
3: 1.313 (0.21)
Message
-- Iteration 5 -----------------------------------------------------------------
-- Convergence info
i Not converged after 18 coalitions:
Current convergence measure: 0.0014 [needs 0.001]
Estimated remaining coalitions: 12
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.529 (0.03) 8.296 (0.03) 17.507 (0.02) -5.592 (0.02)
2: 42.444 (0.00) 2.258 (0.03) -3.319 (0.03) -5.243 (0.02) -5.592 (0.02)
3: 42.444 (0.00) 3.716 (0.03) -18.584 (0.03) -1.451 (0.02) -2.552 (0.02)
Day
<char>
1: -3.079 (0.03)
2: -1.983 (0.03)
3: 1.303 (0.03)
Message
-- Iteration 6 -----------------------------------------------------------------
-- Convergence info
i Not converged after 20 coalitions:
Current convergence measure: 0.025 [needs 0.001]
Estimated remaining coalitions: 10
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.527 (0.04) 8.262 (0.56) 17.515 (0.01) -5.584 (0.03)
2: 42.444 (0.00) 2.260 (0.04) -3.353 (0.08) -5.234 (0.01) -5.584 (0.03)
3: 42.444 (0.00) 3.718 (0.04) -18.618 (1.00) -1.443 (0.01) -2.544 (0.03)
Day
<char>
1: -3.064 (0.57)
2: -1.969 (0.07)
3: 1.318 (0.99)
Message
-- Iteration 7 -----------------------------------------------------------------
-- Convergence info
i Not converged after 22 coalitions:
Current convergence measure: 0.0056 [needs 0.001]
Estimated remaining coalitions: 8
(Concervatively) adding 0.001% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.531 (0.08) 8.265 (0.02) 17.518 (0.01) -5.581 (0.02)
2: 42.444 (0.00) 2.256 (0.21) -3.350 (0.02) -5.232 (0.01) -5.581 (0.02)
3: 42.444 (0.00) 3.714 (0.12) -18.615 (0.02) -1.440 (0.01) -2.541 (0.02)
Day
<char>
1: -3.068 (0.08)
2: -1.972 (0.21)
3: 1.314 (0.13)
Message
-- Iteration 8 -----------------------------------------------------------------
-- Convergence info
v Converged after 24 coalitions:
Maximum number of iterations reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.529 (0.02) 8.267 (0.02) 17.519 (0.01) -5.584 (0.01)
2: 42.444 (0.00) 2.258 (0.02) -3.348 (0.02) -5.231 (0.01) -5.584 (0.01)
3: 42.444 (0.00) 3.716 (0.02) -18.613 (0.02) -1.439 (0.01) -2.544 (0.01)
Day
<char>
1: -3.071 (0.02)
2: -1.975 (0.02)
3: 1.311 (0.02)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.529 8.267 17.519 -5.584 -3.071
2: 2 42.44 2.258 -3.348 -5.231 -5.584 -1.975
3: 3 42.44 3.716 -18.613 -1.439 -2.544 1.311
output_lm_numeric_indep_conv_max_n_coalitions
Code
(out <- code)
Message
-- Iteration 1 -----------------------------------------------------------------
-- Convergence info
i Not converged after 6 coalitions:
Current convergence measure: 0.31 [needs 0.02]
Estimated remaining coalitions: 24
(Concervatively) adding 10% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -0.580 (2.09) -0.580 (2.09) 17.463 (5.97) -0.580 (2.09)
2: 42.444 (0.00) -2.189 (0.35) -2.189 (0.35) -5.286 (1.02) -2.189 (0.35)
3: 42.444 (0.00) -5.778 (0.74) -5.778 (0.74) -1.495 (1.42) -5.778 (0.74)
Day
<char>
1: -3.121 (0.81)
2: -2.025 (0.05)
3: 1.261 (2.23)
Message
-- Iteration 2 -----------------------------------------------------------------
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.24 [needs 0.02]
Estimated remaining coalitions: 20
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.411 (4.98) 8.305 (2.80) 17.463 (5.66) -5.635 (2.09)
2: 42.444 (0.00) 2.376 (1.96) -3.309 (0.48) -5.286 (1.70) -5.635 (1.86)
3: 42.444 (0.00) 3.834 (2.10) -18.574 (4.81) -1.495 (1.17) -2.595 (1.56)
Day
<char>
1: -3.121 (2.66)
2: -2.025 (0.30)
3: 1.261 (4.61)
Message
-- Iteration 3 -----------------------------------------------------------------
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.16 [needs 0.02]
Estimated remaining coalitions: 18
(Concervatively) adding 20% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.550 (0.93) 8.362 (2.80) 17.505 (0.03) -5.594 (0.99)
2: 42.444 (0.00) 2.237 (1.26) -3.253 (0.51) -5.245 (0.03) -5.594 (1.24)
3: 42.444 (0.00) 3.695 (1.80) -18.518 (4.74) -1.453 (0.03) -2.554 (1.53)
Day
<char>
1: -3.121 (2.66)
2: -2.025 (0.29)
3: 1.261 (4.60)
Message
-- Iteration 4 -----------------------------------------------------------------
-- Convergence info
v Converged after 16 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.532 (0.05) 8.262 (0.04) 17.522 (0.03) -5.582 (0.03)
2: 42.444 (0.00) 2.255 (0.05) -3.352 (0.04) -5.227 (0.03) -5.582 (0.03)
3: 42.444 (0.00) 3.713 (0.05) -18.617 (0.04) -1.436 (0.03) -2.542 (0.03)
Day
<char>
1: -3.068 (0.03)
2: -1.972 (0.03)
3: 1.314 (0.03)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.532 8.262 17.522 -5.582 -3.068
2: 2 42.44 2.255 -3.352 -5.227 -5.582 -1.972
3: 3 42.44 3.713 -18.617 -1.436 -2.542 1.314
output_lm_numeric_gaussian_group_converges_tol
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_groups = 8,
and is therefore set to 2^n_groups = 8.
-- Iteration 1 -----------------------------------------------------------------
-- Convergence info
v Converged after 6 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none A B C
<char> <char> <char> <char>
1: 42.444 (0.00) 1.037 (2.66) 12.949 (3.32) -1.385 (3.20)
2: 42.444 (0.00) 0.866 (3.28) -13.828 (3.47) -0.917 (2.88)
3: 42.444 (0.00) -18.102 (3.98) -0.261 (4.07) 0.795 (0.24)
explain_id none A B C
<int> <num> <num> <num> <num>
1: 1 42.44 1.0372 12.9494 -1.3845
2: 2 42.44 0.8661 -13.8283 -0.9173
3: 3 42.44 -18.1023 -0.2611 0.7951
output_lm_numeric_independence_converges_tol_paired
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
-- Iteration 1 -----------------------------------------------------------------
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.15 [needs 0.1]
Estimated remaining coalitions: 8
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) 1.919 (1.47) 1.919 (1.47) 17.492 (3.41) -5.607 (2.84)
2: 42.444 (0.00) -0.495 (0.53) -0.495 (0.53) -5.258 (0.67) -5.607 (0.79)
3: 42.444 (0.00) -7.398 (1.34) -7.398 (1.34) -1.466 (0.84) -2.567 (0.75)
Day
<char>
1: -3.121 (1.56)
2: -2.025 (0.47)
3: 1.261 (2.69)
Message
-- Iteration 2 -----------------------------------------------------------------
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.18 [needs 0.1]
Estimated remaining coalitions: 12
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.438 (3.27) 8.278 (3.54) 17.491 (2.27) -5.608 (1.40)
2: 42.444 (0.00) 2.349 (1.47) -3.337 (1.31) -5.259 (0.70) -5.608 (0.40)
3: 42.444 (0.00) 3.807 (4.83) -18.602 (6.10) -1.467 (0.86) -2.568 (1.27)
Day
<char>
1: -3.121 (1.25)
2: -2.025 (0.85)
3: 1.261 (2.16)
Message
-- Iteration 3 -----------------------------------------------------------------
-- Convergence info
v Converged after 14 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -4.437 (2.22) 8.279 (2.33) 17.489 (0.02) -5.609 (0.02)
2: 42.444 (0.00) 2.350 (1.16) -3.335 (1.01) -5.260 (0.02) -5.609 (0.02)
3: 42.444 (0.00) 3.808 (3.93) -18.600 (4.10) -1.469 (0.02) -2.570 (0.02)
Day
<char>
1: -3.121 (0.40)
2: -2.025 (0.69)
3: 1.261 (0.71)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.437 8.279 17.489 -5.609 -3.121
2: 2 42.44 2.350 -3.335 -5.260 -5.609 -2.025
3: 3 42.44 3.808 -18.600 -1.469 -2.570 1.261
output_lm_numeric_independence_saving_and_cont_est
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
Output
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.578 8.290 17.503 -5.54 -3.072
2: 2 42.44 2.209 -3.325 -5.246 -5.54 -1.977
3: 3 42.44 3.667 -18.590 -1.455 -2.50 1.310
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
Output
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.578 8.290 17.503 -5.54 -3.072
2: 2 42.44 2.209 -3.325 -5.246 -5.54 -1.977
3: 3 42.44 3.667 -18.590 -1.455 -2.50 1.310
output_verbose_1
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
* Model class: <lm>
* Approach: gaussian
* Iterative estimation: TRUE
* Number of feature-wise Shapley values: 5
* Number of observations to explain: 3
-- iterative computation started --
-- Iteration 1 -----------------------------------------------------------------
i Using 6 of 32 coalitions, 6 new.
-- Iteration 2 -----------------------------------------------------------------
i Using 10 of 32 coalitions, 4 new.
-- Iteration 3 -----------------------------------------------------------------
i Using 12 of 32 coalitions, 2 new.
-- Iteration 4 -----------------------------------------------------------------
i Using 16 of 32 coalitions, 4 new.
Output
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -8.648 7.809 14.6337 0.5440 -1.7362
2: 2 42.44 4.789 -4.388 -11.4817 -1.5130 -1.2857
3: 3 42.44 7.623 -25.456 0.1543 -0.7341 0.8447
output_verbose_1_3
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
* Model class: <lm>
* Approach: gaussian
* Iterative estimation: TRUE
* Number of feature-wise Shapley values: 5
* Number of observations to explain: 3
-- iterative computation started --
-- Iteration 1 -----------------------------------------------------------------
i Using 6 of 32 coalitions, 6 new.
-- Convergence info
i Not converged after 6 coalitions:
Current convergence measure: 0.32 [needs 0.02]
Estimated remaining coalitions: 24
(Concervatively) adding 10% of that (4 coalitions) in the next iteration.
-- Iteration 2 -----------------------------------------------------------------
i Using 10 of 32 coalitions, 4 new.
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.24 [needs 0.02]
Estimated remaining coalitions: 20
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Iteration 3 -----------------------------------------------------------------
i Using 12 of 32 coalitions, 2 new.
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.11 [needs 0.02]
Estimated remaining coalitions: 18
(Concervatively) adding 20% of that (4 coalitions) in the next iteration.
-- Iteration 4 -----------------------------------------------------------------
i Using 16 of 32 coalitions, 4 new.
-- Convergence info
v Converged after 16 coalitions:
Convergence tolerance reached!
Output
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -8.648 7.809 14.6337 0.5440 -1.7362
2: 2 42.44 4.789 -4.388 -11.4817 -1.5130 -1.2857
3: 3 42.44 7.623 -25.456 0.1543 -0.7341 0.8447
output_verbose_1_3_4
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
* Model class: <lm>
* Approach: gaussian
* Iterative estimation: TRUE
* Number of feature-wise Shapley values: 5
* Number of observations to explain: 3
-- iterative computation started --
-- Iteration 1 -----------------------------------------------------------------
i Using 6 of 32 coalitions, 6 new.
-- Convergence info
i Not converged after 6 coalitions:
Current convergence measure: 0.32 [needs 0.02]
Estimated remaining coalitions: 24
(Concervatively) adding 10% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -0.478 (1.77) -0.478 (1.77) 15.306 (5.22) -0.478 (1.77)
2: 42.444 (0.00) -0.790 (1.09) -0.790 (1.09) -10.706 (3.28) -0.790 (1.09)
3: 42.444 (0.00) -6.251 (0.86) -6.251 (0.86) 0.277 (2.16) -6.251 (0.86)
Day
<char>
1: -1.271 (0.25)
2: -0.804 (0.00)
3: 0.909 (2.27)
Message
-- Iteration 2 -----------------------------------------------------------------
i Using 10 of 32 coalitions, 4 new.
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.24 [needs 0.02]
Estimated remaining coalitions: 20
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -10.824 (5.39) 7.703 (2.44) 15.306 (6.19) 1.688 (2.89)
2: 42.444 (0.00) 2.311 (2.71) -4.360 (0.95) -10.706 (3.22) -0.321 (0.98)
3: 42.444 (0.00) 6.980 (2.82) -25.418 (6.48) 0.277 (1.48) -0.316 (1.84)
Day
<char>
1: -1.271 (2.09)
2: -0.804 (0.83)
3: 0.909 (6.12)
Message
-- Iteration 3 -----------------------------------------------------------------
i Using 12 of 32 coalitions, 2 new.
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.11 [needs 0.02]
Estimated remaining coalitions: 18
(Concervatively) adding 20% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -8.629 (1.94) 6.814 (2.33) 14.653 (0.43) 1.035 (2.00)
2: 42.444 (0.00) 4.819 (1.76) -5.376 (1.28) -11.452 (0.49) -1.067 (1.54)
3: 42.444 (0.00) 7.570 (2.65) -25.658 (6.42) 0.101 (0.11) -0.491 (2.24)
Day
<char>
1: -1.271 (2.00)
2: -0.804 (0.95)
3: 0.909 (6.14)
Message
-- Iteration 4 -----------------------------------------------------------------
i Using 16 of 32 coalitions, 4 new.
-- Convergence info
v Converged after 16 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -8.648 (0.63) 7.809 (0.71) 14.634 (0.31) 0.544 (0.46)
2: 42.444 (0.00) 4.789 (0.71) -4.388 (0.69) -11.482 (0.36) -1.513 (0.48)
3: 42.444 (0.00) 7.623 (0.17) -25.456 (0.30) 0.154 (0.08) -0.734 (0.18)
Day
<char>
1: -1.736 (0.41)
2: -1.286 (0.39)
3: 0.845 (0.18)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -8.648 7.809 14.6337 0.5440 -1.7362
2: 2 42.44 4.789 -4.388 -11.4817 -1.5130 -1.2857
3: 3 42.44 7.623 -25.456 0.1543 -0.7341 0.8447
output_verbose_1_3_4_5
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
* Model class: <lm>
* Approach: gaussian
* Iterative estimation: TRUE
* Number of feature-wise Shapley values: 5
* Number of observations to explain: 3
-- iterative computation started --
-- Iteration 1 -----------------------------------------------------------------
i Using 6 of 32 coalitions, 6 new.
-- Convergence info
i Not converged after 6 coalitions:
Current convergence measure: 0.32 [needs 0.02]
Estimated remaining coalitions: 24
(Concervatively) adding 10% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -0.478 (1.77) -0.478 (1.77) 15.306 (5.22) -0.478 (1.77)
2: 42.444 (0.00) -0.790 (1.09) -0.790 (1.09) -10.706 (3.28) -0.790 (1.09)
3: 42.444 (0.00) -6.251 (0.86) -6.251 (0.86) 0.277 (2.16) -6.251 (0.86)
Day
<char>
1: -1.271 (0.25)
2: -0.804 (0.00)
3: 0.909 (2.27)
Message
-- Iteration 2 -----------------------------------------------------------------
i Using 10 of 32 coalitions, 4 new.
-- Convergence info
i Not converged after 10 coalitions:
Current convergence measure: 0.24 [needs 0.02]
Estimated remaining coalitions: 20
(Concervatively) adding 10% of that (2 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -10.824 (5.39) 7.703 (2.44) 15.306 (6.19) 1.688 (2.89)
2: 42.444 (0.00) 2.311 (2.71) -4.360 (0.95) -10.706 (3.22) -0.321 (0.98)
3: 42.444 (0.00) 6.980 (2.82) -25.418 (6.48) 0.277 (1.48) -0.316 (1.84)
Day
<char>
1: -1.271 (2.09)
2: -0.804 (0.83)
3: 0.909 (6.12)
Message
-- Iteration 3 -----------------------------------------------------------------
i Using 12 of 32 coalitions, 2 new.
-- Convergence info
i Not converged after 12 coalitions:
Current convergence measure: 0.11 [needs 0.02]
Estimated remaining coalitions: 18
(Concervatively) adding 20% of that (4 coalitions) in the next iteration.
-- Current estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -8.629 (1.94) 6.814 (2.33) 14.653 (0.43) 1.035 (2.00)
2: 42.444 (0.00) 4.819 (1.76) -5.376 (1.28) -11.452 (0.49) -1.067 (1.54)
3: 42.444 (0.00) 7.570 (2.65) -25.658 (6.42) 0.101 (0.11) -0.491 (2.24)
Day
<char>
1: -1.271 (2.00)
2: -0.804 (0.95)
3: 0.909 (6.14)
Message
-- Iteration 4 -----------------------------------------------------------------
i Using 16 of 32 coalitions, 4 new.
-- Convergence info
v Converged after 16 coalitions:
Convergence tolerance reached!
-- Final estimated Shapley values (sd)
Output
none Solar.R Wind Temp Month
<char> <char> <char> <char> <char>
1: 42.444 (0.00) -8.648 (0.63) 7.809 (0.71) 14.634 (0.31) 0.544 (0.46)
2: 42.444 (0.00) 4.789 (0.71) -4.388 (0.69) -11.482 (0.36) -1.513 (0.48)
3: 42.444 (0.00) 7.623 (0.17) -25.456 (0.30) 0.154 (0.08) -0.734 (0.18)
Day
<char>
1: -1.736 (0.41)
2: -1.286 (0.39)
3: 0.845 (0.18)
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -8.648 7.809 14.6337 0.5440 -1.7362
2: 2 42.44 4.789 -4.388 -11.4817 -1.5130 -1.2857
3: 3 42.44 7.623 -25.456 0.1543 -0.7341 0.8447
output_lm_numeric_independence_keep_samp_for_vS
Code
(out <- code)
Message
Success with message:
max_n_coalitions is NULL or larger than or 2^n_features = 32,
and is therefore set to 2^n_features = 32.
* Model class: <lm>
* Approach: independence
* Iterative estimation: TRUE
* Number of feature-wise Shapley values: 5
* Number of observations to explain: 3
-- iterative computation started --
-- Iteration 1 -----------------------------------------------------------------
i Using 6 of 32 coalitions, 6 new.
-- Iteration 2 -----------------------------------------------------------------
i Using 10 of 32 coalitions, 4 new.
-- Iteration 3 -----------------------------------------------------------------
i Using 12 of 32 coalitions, 2 new.
-- Iteration 4 -----------------------------------------------------------------
i Using 16 of 32 coalitions, 4 new.
Output
explain_id none Solar.R Wind Temp Month Day
<int> <num> <num> <num> <num> <num> <num>
1: 1 42.44 -4.532 8.262 17.522 -5.582 -3.068
2: 2 42.44 2.255 -3.352 -5.227 -5.582 -1.972
3: 3 42.44 3.713 -18.617 -1.436 -2.542 1.314
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