A test script for scikit-learn-contrib/py-earth#166
Forward Pass
-------------------------------------------------------------------------
iter parent var knot mse terms gcv rsq grsq
-------------------------------------------------------------------------
0 - - - 83406.187500 1 99260.256 0.000 0.000
1 0 101 -1 34307.013889 2 68376.609 0.589 0.311
2 0 36 -1 25185.570203 3 100742.281 0.698 -0.015
3 2 39 -1 11316.205534 4 133023.151 0.864 -0.340
4 2 21 -1 5061.939612 5 728919.304 0.939 -6.344
5 0 42 -1 2690.722170 6 172206.219 0.968 -0.735
6 1 72 -1 614.732328 7 5532.591 0.993 0.944
7 2 108 -1 131.224915 8 447.252 0.998 0.995
8 1 146 -1 1.381628 9 2.456 1.000 1.000
-------------------------------------------------------------------------
Stopping Condition 1: Achieved RSQ value within threshold of 1
Pruning Pass
------------------------------------------------------
iter bf terms mse gcv rsq grsq
------------------------------------------------------
0 - 9 2480.96 4410.593 0.970 0.956
1 6 8 2480.96 8455.812 0.970 0.915
2 7 7 2554.21 22987.898 0.969 0.768
3 8 6 2690.72 172206.219 0.968 -0.735
4 5 5 5061.94 728919.304 0.939 -6.344
5 4 4 11316.21 133023.151 0.864 -0.340
6 3 3 25185.57 100742.281 0.698 -0.015
7 2 2 34307.01 68376.609 0.589 0.311
8 1 1 83406.19 99260.256 0.000 0.000
------------------------------------------------------
Selected iteration: 0
Earth Model
-------------------------------------------------------------------------------------------
Basis Function Pruned Coefficient
-------------------------------------------------------------------------------------------
(Intercept) No 7352.49
ops_mail_type_year_min_lag_3 No 1.09535e-06
delta_tc_t_cluster_lag_1 No -7940.98
delta_tc_t_cluster_lag_12*delta_tc_t_cluster_lag_1 No 2983.59
delta_min_rpo_lag_7*delta_tc_t_cluster_lag_1 No 367.96
delta_tc_t_cluster_lag_4 No 464.106
ops_mail_type_month_mean_alltime_lag_1*ops_mail_type_year_min_lag_3 No -0.00288506
ops_rpo_month_mean_on_day_lag_1*delta_tc_t_cluster_lag_1 No -1.77324
trend_cluster_lag_11*ops_mail_type_year_min_lag_3 No -0.000154537
-------------------------------------------------------------------------------------------
MSE: 2480.9588, GCV: 4410.5933, RSQ: 0.9703, GRSQ: 0.9556
[1334.11264062 1520.77594817 1839.5021724 1204.01597277 1815.69999402
1392.89327199 1182.77221795 951.38210929 986.87059911 1158.89360342
1084.02632246 1084.05514779 384.30440702]
Forward Pass
-------------------------------------------------------------------------
iter parent var knot mse terms gcv rsq grsq
-------------------------------------------------------------------------
0 - - - 83406.187500 1 99260.256 0.000 0.000
1 0 101 -1 34307.013889 2 68376.609 0.589 0.311
2 0 36 -1 25185.570203 3 100742.281 0.698 -0.015
3 2 39 -1 11316.205534 4 133023.151 0.864 -0.340
4 2 21 -1 5061.939612 5 728919.304 0.939 -6.344
5 0 95 -1 2180.680815 6 139563.572 0.974 -0.406
6 1 69 -1 458.951687 7 4130.565 0.994 0.958
7 1 107 -1 16.335103 8 55.675 1.000 0.999
-------------------------------------------------------------------------
Stopping Condition 1: Achieved RSQ value within threshold of 1
Pruning Pass
------------------------------------------------------
iter bf terms mse gcv rsq grsq
------------------------------------------------------
0 - 8 3918.94 13356.853 0.953 0.865
1 5 7 3918.94 35270.441 0.953 0.645
2 7 6 3918.94 250812.027 0.953 -1.527
3 6 5 5061.94 728919.304 0.939 -6.344
4 4 4 11316.21 133023.151 0.864 -0.340
5 3 3 25185.57 100742.281 0.698 -0.015
6 2 2 34307.01 68376.609 0.589 0.311
7 1 1 83406.19 99260.256 0.000 0.000
------------------------------------------------------
Selected iteration: 0
Earth Model
---------------------------------------------------------------------------------
Basis Function Pruned Coefficient
---------------------------------------------------------------------------------
(Intercept) No 0.00194884
ops_mail_type_year_min_lag_3 No -3.93648e-06
delta_tc_t_cluster_lag_1 No -7110.49
delta_tc_t_cluster_lag_12*delta_tc_t_cluster_lag_1 No 2394.52
delta_min_rpo_lag_7*delta_tc_t_cluster_lag_1 No 311.76
ops_mail_type_year_max_lag_9 No 3.74957
ewma_lag_7*ops_mail_type_year_min_lag_3 No -0.000387031
ops_mail_type_year_min_lag_9*ops_mail_type_year_min_lag_3 No -0.00246829
---------------------------------------------------------------------------------
MSE: 3918.9379, GCV: 13356.8535, RSQ: 0.9530, GRSQ: 0.8654
[1395.13384966 1592.58457915 1762.11176273 1217.62027763 1833.151756
1306.3977743 1232.45238538 1009.97323641 942.47567301 1132.31554828
1069.39074172 1061.39241573 -704.0142857 ]
Forward Pass
-------------------------------------------------------------------------
iter parent var knot mse terms gcv rsq grsq
-------------------------------------------------------------------------
0 - - - 83406.187500 1 99260.256 0.000 0.000
1 0 101 -1 34307.013889 2 68376.609 0.589 0.311
2 0 36 -1 25185.570203 3 100742.281 0.698 -0.015
3 2 39 -1 11316.205534 4 133023.151 0.864 -0.340
4 2 21 -1 5061.939612 5 728919.304 0.939 -6.344
5 0 42 -1 2690.722170 6 172206.219 0.968 -0.735
6 1 39 -1 792.198595 7 7129.787 0.991 0.928
7 0 94 -1 122.858350 8 418.736 0.999 0.996
8 1 12 -1 30.043092 9 53.410 1.000 0.999
-------------------------------------------------------------------------
Stopping Condition 1: Achieved RSQ value within threshold of 1
Pruning Pass
--------------------------------------------------------
iter bf terms mse gcv rsq grsq
--------------------------------------------------------
0 - 9 30.04 53.410 1.000 0.999
1 8 8 122.86 418.736 0.999 0.996
2 3 7 762.98 6866.842 0.991 0.931
3 7 6 1520.72 97326.248 0.982 0.019
4 5 5 9348.34 1346160.941 0.888 -12.562
5 4 4 14868.68 174782.828 0.822 -0.761
6 6 3 25185.57 100742.281 0.698 -0.015
7 2 2 34307.01 68376.609 0.589 0.311
8 1 1 83406.19 99260.256 0.000 0.000
--------------------------------------------------------
Selected iteration: 0
Earth Model
-----------------------------------------------------------------------------
Basis Function Pruned Coefficient
-----------------------------------------------------------------------------
(Intercept) No 5296.12
ops_mail_type_year_min_lag_3 No -5.20867
delta_tc_t_cluster_lag_1 No -5403.65
delta_tc_t_cluster_lag_12*delta_tc_t_cluster_lag_1 No 711.633
delta_min_rpo_lag_7*delta_tc_t_cluster_lag_1 No 546.462
delta_tc_t_cluster_lag_4 No 770.867
delta_tc_t_cluster_lag_12*ops_mail_type_year_min_lag_3 No 2.44409
ops_mail_type_year_max_lag_8 No 0.706195
delta_min_rpo_lag_1*ops_mail_type_year_min_lag_3 No -0.063301
-----------------------------------------------------------------------------
MSE: 30.0431, GCV: 53.4099, RSQ: 0.9996, GRSQ: 0.9995
[1393.84495835 1476.44133394 1918.35827176 1222.48876063 1762.90876033
1332.95791498 1247.86904533 1003.85476839 953.47734817 1121.96673427
1061.83210384 1059. 341.54427033]
Forward Pass
-------------------------------------------------------------------------
iter parent var knot mse terms gcv rsq grsq
-------------------------------------------------------------------------
0 - - - 83406.187500 1 99260.256 0.000 0.000
1 0 101 -1 34307.013889 2 68376.609 0.589 0.311
2 0 36 -1 25185.570203 3 100742.281 0.698 -0.015
3 2 39 -1 11316.205534 4 133023.151 0.864 -0.340
4 2 21 -1 5061.939612 5 728919.304 0.939 -6.344
5 0 42 -1 2690.722170 6 172206.219 0.968 -0.735
6 1 39 -1 792.198595 7 7129.787 0.991 0.928
7 0 94 -1 122.858350 8 418.736 0.999 0.996
8 1 12 -1 30.043092 9 53.410 1.000 0.999
-------------------------------------------------------------------------
Stopping Condition 1: Achieved RSQ value within threshold of 1
Pruning Pass
--------------------------------------------------------
iter bf terms mse gcv rsq grsq
--------------------------------------------------------
0 - 9 30.04 53.410 1.000 0.999
1 8 8 122.86 418.736 0.999 0.996
2 3 7 762.98 6866.842 0.991 0.931
3 7 6 1520.72 97326.248 0.982 0.019
4 5 5 9348.34 1346160.941 0.888 -12.562
5 4 4 14868.68 174782.828 0.822 -0.761
6 6 3 25185.57 100742.281 0.698 -0.015
7 2 2 34307.01 68376.609 0.589 0.311
8 1 1 83406.19 99260.256 0.000 0.000
--------------------------------------------------------
Selected iteration: 0
Earth Model
-----------------------------------------------------------------------------
Basis Function Pruned Coefficient
-----------------------------------------------------------------------------
(Intercept) No 5296.12
ops_mail_type_year_min_lag_3 No -5.20867
delta_tc_t_cluster_lag_1 No -5403.65
delta_tc_t_cluster_lag_12*delta_tc_t_cluster_lag_1 No 711.633
delta_min_rpo_lag_7*delta_tc_t_cluster_lag_1 No 546.462
delta_tc_t_cluster_lag_4 No 770.867
delta_tc_t_cluster_lag_12*ops_mail_type_year_min_lag_3 No 2.44409
ops_mail_type_year_max_lag_8 No 0.706195
delta_min_rpo_lag_1*ops_mail_type_year_min_lag_3 No -0.063301
-----------------------------------------------------------------------------
MSE: 30.0431, GCV: 53.4099, RSQ: 0.9996, GRSQ: 0.9995
[1393.84495835 1476.44133394 1918.35827176 1222.48876063 1762.90876033
1332.95791498 1247.86904533 1003.85476839 953.47734817 1121.96673427
1061.83210384 1059. 341.54427033]