diff --git a/results/electricity_Crossformer/tsr_deep_lift.csv b/results/electricity_Crossformer/tsr_deep_lift.csv
new file mode 100644
index 0000000..52917b7
--- /dev/null
+++ b/results/electricity_Crossformer/tsr_deep_lift.csv
@@ -0,0 +1,9 @@
+metric,area,comp,suff
+mae,0.05,11.750957,11.827413
+mae,0.075,13.47984,10.356981
+mae,0.1,14.234896,9.594617
+mae,0.15,15.462023,7.994136
+mse,0.05,9.985294,9.14542
+mse,0.075,12.608323,7.113958
+mse,0.1,13.864053,6.173681
+mse,0.15,15.908672,4.449514
diff --git a/results/electricity_Crossformer/tsr_gradient_shap.csv b/results/electricity_Crossformer/tsr_gradient_shap.csv
new file mode 100644
index 0000000..d594a00
--- /dev/null
+++ b/results/electricity_Crossformer/tsr_gradient_shap.csv
@@ -0,0 +1,9 @@
+metric,area,comp,suff
+mae,0.05,11.812389,11.798157
+mae,0.075,13.461141,10.35734
+mae,0.1,14.253102,9.542648
+mae,0.15,15.516494,7.9605
+mse,0.05,10.223652,9.123401
+mse,0.075,12.71188,7.145
+mse,0.1,14.004521,6.143674
+mse,0.15,16.239821,4.420669
diff --git a/results/electricity_Crossformer/tsr_integrated_gradients.csv b/results/electricity_Crossformer/tsr_integrated_gradients.csv
new file mode 100644
index 0000000..6d4c90d
--- /dev/null
+++ b/results/electricity_Crossformer/tsr_integrated_gradients.csv
@@ -0,0 +1,9 @@
+metric,area,comp,suff
+mae,0.05,11.712484,11.764507
+mae,0.075,13.351978,10.284234
+mae,0.1,14.139372,9.512412
+mae,0.15,15.468484,7.959971
+mse,0.05,10.051986,9.023406
+mse,0.075,12.482359,7.001242
+mse,0.1,13.787328,6.042616
+mse,0.15,16.041217,4.419902
diff --git a/results/electricity_Crossformer/tsr_integrated_gradients_orig.csv b/results/electricity_Crossformer/tsr_integrated_gradients_orig.csv
new file mode 100644
index 0000000..52917b7
--- /dev/null
+++ b/results/electricity_Crossformer/tsr_integrated_gradients_orig.csv
@@ -0,0 +1,9 @@
+metric,area,comp,suff
+mae,0.05,11.750957,11.827413
+mae,0.075,13.47984,10.356981
+mae,0.1,14.234896,9.594617
+mae,0.15,15.462023,7.994136
+mse,0.05,9.985294,9.14542
+mse,0.075,12.608323,7.113958
+mse,0.1,13.864053,6.173681
+mse,0.15,15.908672,4.449514
diff --git a/results/mimic_iii_Crossformer/tsr_deep_lift.csv b/results/mimic_iii_Crossformer/tsr_deep_lift.csv
new file mode 100644
index 0000000..8e27500
--- /dev/null
+++ b/results/mimic_iii_Crossformer/tsr_deep_lift.csv
@@ -0,0 +1,13 @@
+metric,area,comp,suff
+accuracy,0.05,0.966065,0.973878
+accuracy,0.075,0.966065,0.973444
+accuracy,0.1,0.964329,0.97293
+accuracy,0.15,0.963895,0.968236
+auc,0.05,0.689442,0.696245
+auc,0.075,0.656561,0.706679
+auc,0.1,0.614436,0.715621
+auc,0.15,0.551595,0.725575
+cross_entropy,0.05,0.103766,0.115665
+cross_entropy,0.075,0.114826,0.11735
+cross_entropy,0.1,0.126829,0.117357
+cross_entropy,0.15,0.14185,0.120929
diff --git a/results/mimic_iii_Crossformer/tsr_gradient_shap.csv b/results/mimic_iii_Crossformer/tsr_gradient_shap.csv
new file mode 100644
index 0000000..99af431
--- /dev/null
+++ b/results/mimic_iii_Crossformer/tsr_gradient_shap.csv
@@ -0,0 +1,13 @@
+metric,area,comp,suff
+accuracy,0.05,0.965278,0.971354
+accuracy,0.075,0.963542,0.969618
+accuracy,0.1,0.963976,0.970052
+accuracy,0.15,0.963542,0.97092
+auc,0.05,0.645093,0.639433
+auc,0.075,0.617785,0.654861
+auc,0.1,0.580866,0.661209
+auc,0.15,0.519186,0.670089
+cross_entropy,0.05,0.100585,0.115619
+cross_entropy,0.075,0.11217,0.11649
+cross_entropy,0.1,0.122798,0.1193
+cross_entropy,0.15,0.13751,0.12243
diff --git a/results/mimic_iii_Crossformer/tsr_integrated_gradients.csv b/results/mimic_iii_Crossformer/tsr_integrated_gradients.csv
new file mode 100644
index 0000000..a9d1861
--- /dev/null
+++ b/results/mimic_iii_Crossformer/tsr_integrated_gradients.csv
@@ -0,0 +1,13 @@
+metric,area,comp,suff
+accuracy,0.05,0.965985,0.968589
+accuracy,0.075,0.964249,0.968155
+accuracy,0.1,0.964683,0.973878
+accuracy,0.15,0.963381,0.974392
+auc,0.05,0.717198,0.72098
+auc,0.075,0.68283,0.739677
+auc,0.1,0.636029,0.743543
+auc,0.15,0.560216,0.753315
+cross_entropy,0.05,0.10227,0.117988
+cross_entropy,0.075,0.11347,0.115487
+cross_entropy,0.1,0.125136,0.115393
+cross_entropy,0.15,0.140794,0.116399
diff --git a/results/mimic_iii_Crossformer/tsr_integrated_gradients_orig.csv b/results/mimic_iii_Crossformer/tsr_integrated_gradients_orig.csv
new file mode 100644
index 0000000..8e27500
--- /dev/null
+++ b/results/mimic_iii_Crossformer/tsr_integrated_gradients_orig.csv
@@ -0,0 +1,13 @@
+metric,area,comp,suff
+accuracy,0.05,0.966065,0.973878
+accuracy,0.075,0.966065,0.973444
+accuracy,0.1,0.964329,0.97293
+accuracy,0.15,0.963895,0.968236
+auc,0.05,0.689442,0.696245
+auc,0.075,0.656561,0.706679
+auc,0.1,0.614436,0.715621
+auc,0.15,0.551595,0.725575
+cross_entropy,0.05,0.103766,0.115665
+cross_entropy,0.075,0.114826,0.11735
+cross_entropy,0.1,0.126829,0.117357
+cross_entropy,0.15,0.14185,0.120929
diff --git a/results/mimic_iii_Crossformer/winIT.csv b/results/mimic_iii_Crossformer/winIT.csv
new file mode 100644
index 0000000..316aa22
--- /dev/null
+++ b/results/mimic_iii_Crossformer/winIT.csv
@@ -0,0 +1,13 @@
+metric,area,comp,suff
+accuracy,0.05,0.985652,0.963913
+accuracy,0.075,0.979565,0.965217
+accuracy,0.1,0.973043,0.966522
+accuracy,0.15,0.968261,0.966957
+auc,0.05,0.131594,0.092609
+auc,0.075,0.131594,0.09971
+auc,0.1,0.131014,0.11058
+auc,0.15,0.128261,0.115217
+cross_entropy,0.05,0.084172,0.150893
+cross_entropy,0.075,0.083697,0.140309
+cross_entropy,0.1,0.08591,0.132684
+cross_entropy,0.15,0.091803,0.126317
diff --git a/results/traffic_Crossformer/tsr_deep_lift.csv b/results/traffic_Crossformer/tsr_deep_lift.csv
new file mode 100644
index 0000000..f0bb952
--- /dev/null
+++ b/results/traffic_Crossformer/tsr_deep_lift.csv
@@ -0,0 +1,9 @@
+metric,area,comp,suff
+mae,0.05,8.071214,18.804994
+mae,0.075,9.594707,15.761626
+mae,0.1,10.422612,14.09881
+mae,0.15,12.277957,10.968051
+mse,0.05,4.477453,19.99465
+mse,0.075,6.136419,14.257711
+mse,0.1,7.133228,11.506669
+mse,0.15,9.657874,7.070959
diff --git a/results/traffic_Crossformer/tsr_gradient_shap.csv b/results/traffic_Crossformer/tsr_gradient_shap.csv
new file mode 100644
index 0000000..cb13514
--- /dev/null
+++ b/results/traffic_Crossformer/tsr_gradient_shap.csv
@@ -0,0 +1,9 @@
+metric,area,comp,suff
+mae,0.05,8.278288,18.86039
+mae,0.075,9.706403,15.866031
+mae,0.1,10.600485,14.208139
+mae,0.15,12.524128,11.060771
+mse,0.05,4.646847,20.191155
+mse,0.075,6.235019,14.546905
+mse,0.1,7.326025,11.758336
+mse,0.15,9.966958,7.242818
diff --git a/results/traffic_Crossformer/tsr_integrated_gradients.csv b/results/traffic_Crossformer/tsr_integrated_gradients.csv
new file mode 100644
index 0000000..ebca4ca
--- /dev/null
+++ b/results/traffic_Crossformer/tsr_integrated_gradients.csv
@@ -0,0 +1,9 @@
+metric,area,comp,suff
+mae,0.05,8.042703,18.963658
+mae,0.075,9.549079,15.858062
+mae,0.1,10.374462,14.165776
+mae,0.15,12.278158,11.002228
+mse,0.05,4.454946,20.347757
+mse,0.075,6.069543,14.480059
+mse,0.1,7.072705,11.658718
+mse,0.15,9.629995,7.141124
diff --git a/results/traffic_Crossformer/tsr_integrated_gradients_orig.csv b/results/traffic_Crossformer/tsr_integrated_gradients_orig.csv
new file mode 100644
index 0000000..f0bb952
--- /dev/null
+++ b/results/traffic_Crossformer/tsr_integrated_gradients_orig.csv
@@ -0,0 +1,9 @@
+metric,area,comp,suff
+mae,0.05,8.071214,18.804994
+mae,0.075,9.594707,15.761626
+mae,0.1,10.422612,14.09881
+mae,0.15,12.277957,10.968051
+mse,0.05,4.477453,19.99465
+mse,0.075,6.136419,14.257711
+mse,0.1,7.133228,11.506669
+mse,0.15,9.657874,7.070959
diff --git a/scripts/outputs/Crossformer_tsr_orig.out b/scripts/outputs/Crossformer_tsr_orig.out
new file mode 100644
index 0000000..24f0c17
--- /dev/null
+++ b/scripts/outputs/Crossformer_tsr_orig.out
@@ -0,0 +1,69 @@
+Use GPU: cuda:0
+Experiments will be saved in scratch/electricity_Crossformer
+test 2607
+Loading model from scratch/electricity_Crossformer/checkpoint.pth
+explainers: ['integrated_gradients']
+ areas: [0.05, 0.075, 0.1, 0.15]
+ metrics: ['mae', 'mse']
+
+Interpreting with TSR enabled.
+Running integrated_gradients from 2023-10-15 16:10:48.294566
+
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+Experiment ended at 2023-10-15 17:46:46.793687. Total time taken 1:35:58.499121.
+  metric   area       comp       suff
+0    mae  0.050  11.750957  11.827413
+1    mae  0.075  13.479840  10.356981
+2    mae  0.100  14.234896   9.594617
+3    mae  0.150  15.462023   7.994136
+4    mse  0.050   9.985294   9.145420
+5    mse  0.075  12.608323   7.113958
+6    mse  0.100  13.864053   6.173681
+7    mse  0.150  15.908672   4.449514
+Use GPU: cuda:0
+Experiments will be saved in scratch/traffic_Crossformer
+test 1731
+Loading model from scratch/traffic_Crossformer/checkpoint.pth
+explainers: ['integrated_gradients']
+ areas: [0.05, 0.075, 0.1, 0.15]
+ metrics: ['mae', 'mse']
+
+Interpreting with TSR enabled.
+Running integrated_gradients from 2023-10-15 17:46:58.733613
+
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+Experiment ended at 2023-10-15 18:51:17.022734. Total time taken 1:04:18.289121.
+  metric   area       comp       suff
+0    mae  0.050   8.071214  18.804994
+1    mae  0.075   9.594707  15.761626
+2    mae  0.100  10.422612  14.098810
+3    mae  0.150  12.277957  10.968051
+4    mse  0.050   4.477453  19.994650
+5    mse  0.075   6.136419  14.257711
+6    mse  0.100   7.133228  11.506669
+7    mse  0.150   9.657874   7.070959
+Use GPU: cuda:0
+train 18390
+test 2299
+Experiments will be saved in scratch/mimic_iii_Crossformer
+test 2299
+Loading model from scratch/mimic_iii_Crossformer/checkpoint.pth
+explainers: ['integrated_gradients']
+ areas: [0.05, 0.075, 0.1, 0.15]
+ metrics: ['auc', 'accuracy', 'cross_entropy']
+
+Interpreting with TSR enabled.
+Running integrated_gradients from 2023-10-15 18:51:32.256573
+
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+Experiment ended at 2023-10-15 19:12:57.506471. Total time taken 0:21:25.249898.
+           metric   area      comp      suff
+0        accuracy  0.050  0.966065  0.973878
+1        accuracy  0.075  0.966065  0.973444
+2        accuracy  0.100  0.964329  0.972930
+3        accuracy  0.150  0.963895  0.968236
+4             auc  0.050  0.689442  0.696245
+5             auc  0.075  0.656561  0.706679
+6             auc  0.100  0.614436  0.715621
+7             auc  0.150  0.551595  0.725575
+8   cross_entropy  0.050  0.103766  0.115665
+9   cross_entropy  0.075  0.114826  0.117350
+10  cross_entropy  0.100  0.126829  0.117357
+11  cross_entropy  0.150  0.141850  0.120929
diff --git a/scripts/outputs/electricity_Crossformer_shaps_tsr.out b/scripts/outputs/electricity_Crossformer_shaps_tsr.out
index e6e9350..7b67deb 100644
--- a/scripts/outputs/electricity_Crossformer_shaps_tsr.out
+++ b/scripts/outputs/electricity_Crossformer_shaps_tsr.out
@@ -8,4 +8,38 @@ explainers: ['deep_lift', 'gradient_shap', 'integrated_gradients']
 
 Interpreting with TSR enabled.
 Running deep_lift from 2023-10-15 11:24:35.678600
-
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\ No newline at end of file
+
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+Experiment ended at 2023-10-15 13:02:42.849360. Total time taken 1:38:07.170760.
+  metric   area       comp       suff
+0    mae  0.050  11.750957  11.827413
+1    mae  0.075  13.479840  10.356981
+2    mae  0.100  14.234896   9.594617
+3    mae  0.150  15.462023   7.994136
+4    mse  0.050   9.985294   9.145420
+5    mse  0.075  12.608323   7.113958
+6    mse  0.100  13.864053   6.173681
+7    mse  0.150  15.908672   4.449514
+Running gradient_shap from 2023-10-15 13:02:42.882885
+
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+Experiment ended at 2023-10-15 14:36:57.382130. Total time taken 1:34:14.499245.
+  metric   area       comp       suff
+0    mae  0.050  11.812389  11.798157
+1    mae  0.075  13.461141  10.357340
+2    mae  0.100  14.253102   9.542648
+3    mae  0.150  15.516494   7.960500
+4    mse  0.050  10.223652   9.123401
+5    mse  0.075  12.711880   7.145000
+6    mse  0.100  14.004521   6.143674
+7    mse  0.150  16.239821   4.420669
+Running integrated_gradients from 2023-10-15 14:36:57.401891
+
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+Experiment ended at 2023-10-15 16:10:18.792365. Total time taken 1:33:21.390474.
+  metric   area       comp       suff
+0    mae  0.050  11.712484  11.764507
+1    mae  0.075  13.351978  10.284234
+2    mae  0.100  14.139372   9.512412
+3    mae  0.150  15.468484   7.959971
+4    mse  0.050  10.051986   9.023406
+5    mse  0.075  12.482359   7.001242
+6    mse  0.100  13.787328   6.042616
+7    mse  0.150  16.041217   4.419902
diff --git a/scripts/outputs/mimic_iii_Crossformer_shaps_tsr.out b/scripts/outputs/mimic_iii_Crossformer_shaps_tsr.out
new file mode 100644
index 0000000..ddd3be1
--- /dev/null
+++ b/scripts/outputs/mimic_iii_Crossformer_shaps_tsr.out
@@ -0,0 +1,59 @@
+Use GPU: cuda:0
+train 18390
+test 2299
+Experiments will be saved in ./results/mimic_iii_Crossformer
+test 2299
+Loading model from ./results/mimic_iii_Crossformer/checkpoint.pth
+explainers: ['deep_lift', 'gradient_shap', 'integrated_gradients']
+ areas: [0.05, 0.075, 0.1, 0.15]
+ metrics: ['auc', 'accuracy', 'cross_entropy']
+
+Interpreting with TSR enabled.
+Running deep_lift from 2023-10-15 11:56:50.550937
+
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+Experiment ended at 2023-10-15 12:18:48.672195. Total time taken 0:21:58.121258.
+           metric   area      comp      suff
+0        accuracy  0.050  0.966065  0.973878
+1        accuracy  0.075  0.966065  0.973444
+2        accuracy  0.100  0.964329  0.972930
+3        accuracy  0.150  0.963895  0.968236
+4             auc  0.050  0.689442  0.696245
+5             auc  0.075  0.656561  0.706679
+6             auc  0.100  0.614436  0.715621
+7             auc  0.150  0.551595  0.725575
+8   cross_entropy  0.050  0.103766  0.115665
+9   cross_entropy  0.075  0.114826  0.117350
+10  cross_entropy  0.100  0.126829  0.117357
+11  cross_entropy  0.150  0.141850  0.120929
+Running gradient_shap from 2023-10-15 12:18:48.709131
+
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+Experiment ended at 2023-10-15 12:40:41.728787. Total time taken 0:21:53.019656.
+           metric   area      comp      suff
+0        accuracy  0.050  0.965278  0.971354
+1        accuracy  0.075  0.963542  0.969618
+2        accuracy  0.100  0.963976  0.970052
+3        accuracy  0.150  0.963542  0.970920
+4             auc  0.050  0.645093  0.639433
+5             auc  0.075  0.617785  0.654861
+6             auc  0.100  0.580866  0.661209
+7             auc  0.150  0.519186  0.670089
+8   cross_entropy  0.050  0.100585  0.115619
+9   cross_entropy  0.075  0.112170  0.116490
+10  cross_entropy  0.100  0.122798  0.119300
+11  cross_entropy  0.150  0.137510  0.122430
+Running integrated_gradients from 2023-10-15 12:40:41.755553
+
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+Experiment ended at 2023-10-15 13:02:36.923616. Total time taken 0:21:55.168063.
+           metric   area      comp      suff
+0        accuracy  0.050  0.965985  0.968589
+1        accuracy  0.075  0.964249  0.968155
+2        accuracy  0.100  0.964683  0.973878
+3        accuracy  0.150  0.963381  0.974392
+4             auc  0.050  0.717198  0.720980
+5             auc  0.075  0.682830  0.739677
+6             auc  0.100  0.636029  0.743543
+7             auc  0.150  0.560216  0.753315
+8   cross_entropy  0.050  0.102270  0.117988
+9   cross_entropy  0.075  0.113470  0.115487
+10  cross_entropy  0.100  0.125136  0.115393
+11  cross_entropy  0.150  0.140794  0.116399
diff --git a/scripts/outputs/mimic_iii_Crossformer_winIT.out b/scripts/outputs/mimic_iii_Crossformer_winIT.out
new file mode 100644
index 0000000..7235451
--- /dev/null
+++ b/scripts/outputs/mimic_iii_Crossformer_winIT.out
@@ -0,0 +1,26 @@
+Use GPU: cuda:0
+train 18390
+test 2299
+Experiments will be saved in ./results/mimic_iii_Crossformer
+test 2299
+Loading model from ./results/mimic_iii_Crossformer/checkpoint.pth
+explainers: ['winIT']
+ areas: [0.05, 0.075, 0.1, 0.15]
+ metrics: ['auc', 'accuracy', 'cross_entropy']
+
+Running winIT from 2023-10-15 15:11:18.882529
+
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+Experiment ended at 2023-10-15 16:21:24.829145. Total time taken 1:10:05.946616.
+           metric   area      comp      suff
+0        accuracy  0.050  0.985652  0.963913
+1        accuracy  0.075  0.979565  0.965217
+2        accuracy  0.100  0.973043  0.966522
+3        accuracy  0.150  0.968261  0.966957
+4             auc  0.050  0.131594  0.092609
+5             auc  0.075  0.131594  0.099710
+6             auc  0.100  0.131014  0.110580
+7             auc  0.150  0.128261  0.115217
+8   cross_entropy  0.050  0.084172  0.150893
+9   cross_entropy  0.075  0.083697  0.140309
+10  cross_entropy  0.100  0.085910  0.132684
+11  cross_entropy  0.150  0.091803  0.126317
diff --git a/scripts/outputs/traffic_Crossformer_shaps_tsr.out b/scripts/outputs/traffic_Crossformer_shaps_tsr.out
new file mode 100644
index 0000000..e8caf5e
--- /dev/null
+++ b/scripts/outputs/traffic_Crossformer_shaps_tsr.out
@@ -0,0 +1,45 @@
+Use GPU: cuda:0
+Experiments will be saved in ./results/traffic_Crossformer
+test 1731
+Loading model from ./results/traffic_Crossformer/checkpoint.pth
+explainers: ['deep_lift', 'gradient_shap', 'integrated_gradients']
+ areas: [0.05, 0.075, 0.1, 0.15]
+ metrics: ['mae', 'mse']
+
+Interpreting with TSR enabled.
+Running deep_lift from 2023-10-15 11:55:52.188436
+
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100%|██████████| 55/55 [1:04:35<00:00, 70.46s/it]
+Experiment ended at 2023-10-15 13:00:27.575248. Total time taken 1:04:35.386812.
+  metric   area       comp       suff
+0    mae  0.050   8.071214  18.804994
+1    mae  0.075   9.594707  15.761626
+2    mae  0.100  10.422612  14.098810
+3    mae  0.150  12.277957  10.968051
+4    mse  0.050   4.477453  19.994650
+5    mse  0.075   6.136419  14.257711
+6    mse  0.100   7.133228  11.506669
+7    mse  0.150   9.657874   7.070959
+Running gradient_shap from 2023-10-15 13:00:27.611013
+
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100%|██████████| 55/55 [1:04:51<00:00, 70.76s/it]
+Experiment ended at 2023-10-15 14:05:19.210195. Total time taken 1:04:51.599182.
+  metric   area       comp       suff
+0    mae  0.050   8.278288  18.860390
+1    mae  0.075   9.706403  15.866031
+2    mae  0.100  10.600485  14.208139
+3    mae  0.150  12.524128  11.060771
+4    mse  0.050   4.646847  20.191155
+5    mse  0.075   6.235019  14.546905
+6    mse  0.100   7.326025  11.758336
+7    mse  0.150   9.966958   7.242818
+Running integrated_gradients from 2023-10-15 14:05:19.228347
+
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100%|██████████| 55/55 [1:05:21<00:00, 71.31s/it]
+Experiment ended at 2023-10-15 15:10:41.135389. Total time taken 1:05:21.907042.
+  metric   area       comp       suff
+0    mae  0.050   8.042703  18.963658
+1    mae  0.075   9.549079  15.858062
+2    mae  0.100  10.374462  14.165776
+3    mae  0.150  12.278158  11.002228
+4    mse  0.050   4.454946  20.347757
+5    mse  0.075   6.069543  14.480059
+6    mse  0.100   7.072705  11.658718
+7    mse  0.150   9.629995   7.141124