This file is automatically generated. It contains the descriptions of each uploaded file as provided by the user.

  • ShiftML2.zip: ShiftML2 Python package
  • Experimental_benchmark_nmr.zip: GIPAW NMR computations performed on a set of crystal structures used to compare ShiftML2 with experimental chemical shifts
  • final_training_test_sets.zip: Final set of training and test environments for each nucleus
  • initial_training_test_sets.zip: Initial set of training and test environments for each nucleus
  • relax_vs_md.zip: Snapshots from AIMD simulation used to compare the accuracy of the model in relaxed and distorted structures
  • ShiftML_poly.zip: Set of candidate structures with GIPAW NMR computations for three molecular solids
  • training_scripts.zip: Python notebook scripts used to train the model
  • ShiftML_v2_model_H.pk: ShiftML model (kernel) for hydrogen
  • ShiftML_v2_model_C.pk: ShiftML model (kernel) for carbon
  • ShiftML_v2_model_N.pk: ShiftML model (kernel) for nitrogen
  • ShiftML_v2_model_O.pk: ShiftML model (kernel) for oxygen
  • ShiftML_v2_model_F.pk: ShiftML model (kernel) for fluorine
  • ShiftML_v2_model_S.pk: ShiftML model (kernel) for sulfur
  • ShiftML_v2_model_P.pk: ShiftML model (kernel) for phosphorus
  • ShiftML_v2_model_Cl.pk: ShiftML model (kernel) for chlorine
  • ShiftML_v2_model_Na.pk: ShiftML model (kernel) for sodium
  • ShiftML_v2_model_Ca.pk: ShiftML model (kernel) for calcium
  • ShiftML_v2_model_K.pk: ShiftML model (kernel) for potassium
  • ShiftML_v2_model_Mg.pk: ShiftML model (kernel) for magnesium
  • README.txt: File descriptions and instructions for package installation