Adding Protein experiments

NISL-MSU · Mar 20, 2023 · 39d2a5a · 39d2a5a
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diff --git a/.idea/deployment.xml b/.idea/deployment.xml
diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml
diff --git a/.idea/sshConfigs.xml b/.idea/sshConfigs.xml
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diff --git a/CVResults/Concrete/DualAQD/regression_report-DualAQD-Concrete.txt b/CVResults/Concrete/DualAQD/regression_report-DualAQD-Concrete.txt
@@ -1,3 +1,3 @@
 Overall MSE 22.453804 (+/- 4.788954)
-Overall PICP 0.952427 (+/- 0.005228)
-Overall MPIW 15.716780 (+/- 1.423683)
+Overall PICP 0.940777 (+/- 0.011027)
+Overall MPIW 15.882522 (+/- 1.853746)
diff --git a/CVResults/Concrete/DualAQD/validation_MPIW-DualAQD-Concrete.npy b/CVResults/Concrete/DualAQD/validation_MPIW-DualAQD-Concrete.npy
diff --git a/CVResults/Concrete/DualAQD/validation_PICP-DualAQD-Concrete.npy b/CVResults/Concrete/DualAQD/validation_PICP-DualAQD-Concrete.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-1 b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-1
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-10 b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-10
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-10_historyMPIW.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-10_historyMPIW.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-10_historyMPIWtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-10_historyMPIWtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-10_historyPICP.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-10_historyPICP.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-10_historyPICPtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-10_historyPICPtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-1_historyMPIW.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-1_historyMPIW.npy
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diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-1_historyPICP.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-1_historyPICP.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-1_historyPICPtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-1_historyPICPtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-2 b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-2
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-2_historyMPIW.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-2_historyMPIW.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-2_historyMPIWtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-2_historyMPIWtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-2_historyMSEtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-2_historyMSEtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-2_historyPICP.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-2_historyPICP.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-2_historyPICPtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-2_historyPICPtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-3 b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-3
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-3_historyMPIW.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-3_historyMPIW.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-3_historyMPIWtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-3_historyMPIWtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-3_historyMSEtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-3_historyMSEtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-3_historyPICP.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-3_historyPICP.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-3_historyPICPtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-3_historyPICPtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-4 b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-4
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-4_historyMPIW.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-4_historyMPIW.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-4_historyMPIWtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-4_historyMPIWtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-4_historyMSEtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-4_historyMSEtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-4_historyPICP.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-4_historyPICP.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-4_historyPICPtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-4_historyPICPtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-5 b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-5
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-5_historyMPIW.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-5_historyMPIW.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-5_historyMPIWtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-5_historyMPIWtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-5_historyMSEtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-5_historyMSEtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-5_historyPICP.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-5_historyPICP.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-5_historyPICPtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-5_historyPICPtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-6 b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-6
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-6_historyMPIW.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-6_historyMPIW.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-6_historyMPIWtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-6_historyMPIWtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-6_historyPICP.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-6_historyPICP.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-6_historyPICPtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-6_historyPICPtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-7 b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-7
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-7_historyMPIW.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-7_historyMPIW.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-7_historyMPIWtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-7_historyMPIWtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-7_historyPICP.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-7_historyPICP.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-7_historyPICPtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-7_historyPICPtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-8 b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-8
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-8_historyMPIW.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-8_historyMPIW.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-8_historyMPIWtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-8_historyMPIWtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-8_historyPICP.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-8_historyPICP.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-8_historyPICPtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-8_historyPICPtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-9 b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-9
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-9_historyMPIW.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-9_historyMPIW.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-9_historyMPIWtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-9_historyMPIWtr.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-9_historyPICP.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-9_historyPICP.npy
diff --git a/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-9_historyPICPtr.npy b/CVResults/Concrete/DualAQD/weights-DualAQD-Concrete-9_historyPICPtr.npy
diff --git a/CVResults/Energy/DualAQD/regression_report-DualAQD-Energy.txt b/CVResults/Energy/DualAQD/regression_report-DualAQD-Energy.txt
@@ -1,3 +1,3 @@
-Overall MSE 0.250662 (+/- 0.050268)
-Overall PICP 0.964833 (+/- 0.006022)
-Overall MPIW 1.413317 (+/- 0.122121)
+Overall MSE 0.250661 (+/- 0.050268)
+Overall PICP 0.964850 (+/- 0.005935)
+Overall MPIW 1.567630 (+/- 0.170290)
diff --git a/CVResults/Energy/DualAQD/validation_MPIW-DualAQD-Energy.npy b/CVResults/Energy/DualAQD/validation_MPIW-DualAQD-Energy.npy
diff --git a/CVResults/Energy/DualAQD/validation_MSE-DualAQD-Energy.npy b/CVResults/Energy/DualAQD/validation_MSE-DualAQD-Energy.npy
diff --git a/CVResults/Energy/DualAQD/validation_PICP-DualAQD-Energy.npy b/CVResults/Energy/DualAQD/validation_PICP-DualAQD-Energy.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-1 b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-1
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-10 b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-10
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-10_historyMPIW.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-10_historyMPIW.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-10_historyMPIWtr.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-10_historyMPIWtr.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-10_historyMSE.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-10_historyMSE.npy
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diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-10_validationMSE b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-10_validationMSE
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-1_historyMPIW.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-1_historyMPIW.npy
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diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-1_historyMSE.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-1_historyMSE.npy
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diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-2_historyMPIW.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-2_historyMPIW.npy
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diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-2_historyMSE.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-2_historyMSE.npy
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diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-7_historyMSE.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-7_historyMSE.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-7_historyMSEtr.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-7_historyMSEtr.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-7_historyPICP.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-7_historyPICP.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-7_historyPICPtr.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-7_historyPICPtr.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-7_validationMSE b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-7_validationMSE
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8 b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_historyMPIW.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_historyMPIW.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_historyMPIWtr.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_historyMPIWtr.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_historyMSE.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_historyMSE.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_historyMSEtr.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_historyMSEtr.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_historyPICP.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_historyPICP.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_historyPICPtr.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_historyPICPtr.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_validationMSE b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-8_validationMSE
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9 b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_historyMPIW.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_historyMPIW.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_historyMPIWtr.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_historyMPIWtr.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_historyMSE.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_historyMSE.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_historyMSEtr.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_historyMSEtr.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_historyPICP.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_historyPICP.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_historyPICPtr.npy b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_historyPICPtr.npy
diff --git a/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_validationMSE b/CVResults/Energy/DualAQD/weights-DualAQD-Energy-9_validationMSE
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1 b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_historyMPIW.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_historyMPIW.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_historyMPIWtr.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_historyMPIWtr.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_historyMSE.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_historyMSE.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_historyMSEtr.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_historyMSEtr.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_historyPICP.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_historyPICP.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_historyPICPtr.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_historyPICPtr.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_validationMSE b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-1_validationMSE
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2 b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_historyMPIW.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_historyMPIW.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_historyMPIWtr.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_historyMPIWtr.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_historyMSE.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_historyMSE.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_historyMSEtr.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_historyMSEtr.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_historyPICP.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_historyPICP.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_historyPICPtr.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_historyPICPtr.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_validationMSE b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-2_validationMSE
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3 b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_historyMPIW.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_historyMPIW.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_historyMPIWtr.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_historyMPIWtr.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_historyMSE.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_historyMSE.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_historyMSEtr.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_historyMSEtr.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_historyPICP.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_historyPICP.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_historyPICPtr.npy b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_historyPICPtr.npy
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_validationMSE b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-3_validationMSE
diff --git a/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-4 b/CVResults/Kin8nm/DualAQD/weights-DualAQD-Kin8nm-4
diff --git a/Datasets/GenerateDatasets.py b/Datasets/GenerateDatasets.py
@@ -0,0 +1,59 @@
+import numpy as np
+import pandas as pd
+from utils import create_synth_data
+
+
+class DataLoader:
+    """Class used to load or generate datasets used for equation learning"""
+
+    def __init__(self, dataset: str = 'S0'):
+        """
+        Initialize DataLoader class
+        :param dataset: Dataset name
+        """
+
+        # Read dataset
+        if dataset == 'Boston':
+            D = pd.read_csv('Datasets//boston_housing_data.csv')
+            self.X = D.drop(['MDEV'], axis=1).to_numpy()
+            self.Y = D['MDEV'].to_numpy()
+        elif dataset == 'Wine':
+            D = pd.read_csv('Datasets//winequality-red.csv')
+            self.X = D.drop(['quality'], axis=1).to_numpy()
+            self.Y = D['quality'].to_numpy()
+        elif dataset == 'Concrete':
+            D = pd.read_csv('Datasets//concrete_data.csv')
+            self.X = D.drop(['concrete_compressive_strength'], axis=1).to_numpy()
+            self.Y = D['concrete_compressive_strength'].to_numpy()
+        elif dataset == 'Energy':
+            D = pd.read_csv('Datasets//energy_data.csv').drop(['Y2'], axis=1)
+            self.X = D.drop(['Y1'], axis=1).to_numpy()[:768, :-2]
+            self.Y = D['Y1'].to_numpy()[:768]
+        elif dataset == 'Kin8nm':
+            D = pd.read_csv('Datasets//kin8nm_data.csv')
+            self.X = D.drop(['y'], axis=1).to_numpy()
+            self.Y = D['y'].to_numpy()
+        elif dataset == 'Naval':
+            D = pd.read_csv('Datasets//naval_data.csv').drop(['GTTurb'], axis=1)
+            self.X = D.drop(['GTComp'], axis=1).to_numpy()
+            self.Y = D['GTComp'].to_numpy()
+        elif dataset == 'Power':
+            D = pd.read_csv('Datasets//power_data.csv')
+            self.X = D.drop(['PE'], axis=1).to_numpy()
+            self.Y = D['PE'].to_numpy()
+        elif dataset == 'Protein':
+            D = pd.read_csv('Datasets//protein_data.csv')
+            self.X = D.drop(['RMSD'], axis=1).to_numpy()
+            self.Y = D['RMSD'].to_numpy()
+        elif dataset == 'Yacht':
+            D = pd.read_csv('Datasets//yacht_data.csv')
+            self.X = D.drop(['Y'], axis=1).to_numpy()
+            self.Y = D['Y'].to_numpy()
+        elif dataset == 'Synth':
+            self.X, self.Y, _, _ = create_synth_data()
+            self.X = np.reshape(self.X, (len(self.X), 1))
+
+
+if __name__ == '__main__':
+    dataLoader = DataLoader(dataset='Synth')
+    X, Y = dataLoader.X, dataLoader.Y