From 30f9c5f17868775125ca05f13add77f94f648da1 Mon Sep 17 00:00:00 2001
From: johannes wasmer <johannes.wasmer@gmail.com>
Date: Fri, 19 Aug 2022 15:06:33 +0200
Subject: [PATCH] added resources from theses/master-thesis
---
cosmo/dirac-rep.tex | 167 +++
cosmo/maths.tex | 21 +
cosmo/ml-models.tex | 45 +
eqn/qm/rydberg.tex | 1 +
eqn/qm/schroe1.tex | 0
.../da/TaCs/plotkkr_TaCs_comparison.png | 3 +
.../da/TaCs/plotkkr_TaCs_comparison.xcf | Bin 0 -> 595228 bytes
.../da/TaCs/plotkkr_TaCs_info.txt | 17 +
.../plotkkr_ase_TaCs_sf-0.9_num-atoms-65.png | 3 +
.../plotkkr_ase_TaCs_sf-1.1_num-atoms-59.png | 3 +
.../plotkkr_ase_TaCs_sf-1.2_num-atoms-15.png | 3 +
.../plotkkr_conv_TaCs_sf-0.9_num-atoms-65.png | 3 +
.../plotkkr_conv_TaCs_sf-1.1_num-atoms-59.png | 3 +
.../plotkkr_conv_TaCs_sf-1.2_num-atoms-15.png | 3 +
.../da/conv_compare-scale-factors_Rcut.pdf | 3 +
.../da/conv_compare-scale-factors_Rcut.png | 3 +
...conv_compare-scale-factors_Rcut_slides.pdf | 3 +
...conv_compare-scale-factors_Rcut_slides.png | 3 +
...mpare-scale-factors_Total running time.pdf | 3 +
...mpare-scale-factors_Total running time.png | 3 +
...cale-factors_Total running time_slides.pdf | 3 +
...cale-factors_Total running time_slides.png | 3 +
...compare-scale-factors_charge_core_host.pdf | 3 +
...compare-scale-factors_charge_core_host.png | 3 +
...-scale-factors_charge_core_host_slides.pdf | 3 +
...-scale-factors_charge_core_host_slides.png | 3 +
..._compare-scale-factors_charge_core_imp.pdf | 3 +
..._compare-scale-factors_charge_core_imp.png | 3 +
...e-scale-factors_charge_core_imp_slides.pdf | 3 +
...e-scale-factors_charge_core_imp_slides.png | 3 +
...e-scale-factors_charge_neutrality_host.pdf | 3 +
...e-scale-factors_charge_neutrality_host.png | 3 +
...-factors_charge_neutrality_host_slides.pdf | 3 +
...-factors_charge_neutrality_host_slides.png | 3 +
...re-scale-factors_charge_neutrality_imp.pdf | 3 +
...re-scale-factors_charge_neutrality_imp.png | 3 +
...e-factors_charge_neutrality_imp_slides.pdf | 3 +
...e-factors_charge_neutrality_imp_slides.png | 3 +
...pare-scale-factors_charge_valence_host.pdf | 3 +
...pare-scale-factors_charge_valence_host.png | 3 +
...ale-factors_charge_valence_host_slides.pdf | 3 +
...ale-factors_charge_valence_host_slides.png | 3 +
...mpare-scale-factors_charge_valence_imp.pdf | 3 +
...mpare-scale-factors_charge_valence_imp.png | 3 +
...cale-factors_charge_valence_imp_slides.pdf | 3 +
...cale-factors_charge_valence_imp_slides.png | 3 +
.../da/conv_compare-scale-factors_energy.pdf | 3 +
.../da/conv_compare-scale-factors_energy.png | 3 +
...pare-scale-factors_energy_contour_emin.pdf | 3 +
...pare-scale-factors_energy_contour_emin.png | 3 +
...ale-factors_energy_contour_emin_slides.pdf | 3 +
...ale-factors_energy_contour_emin_slides.png | 3 +
...nv_compare-scale-factors_energy_slides.pdf | 3 +
...nv_compare-scale-factors_energy_slides.png | 3 +
...onv_compare-scale-factors_energy_zoom1.pdf | 3 +
...onv_compare-scale-factors_energy_zoom1.png | 3 +
...onv_compare-scale-factors_energy_zoom2.pdf | 3 +
...onv_compare-scale-factors_energy_zoom2.png | 3 +
...onv_compare-scale-factors_fermi_energy.pdf | 3 +
...onv_compare-scale-factors_fermi_energy.png | 3 +
...pare-scale-factors_fermi_energy_slides.pdf | 3 +
...pare-scale-factors_fermi_energy_slides.png | 3 +
...ompare-scale-factors_num_atoms_cluster.pdf | 3 +
...ompare-scale-factors_num_atoms_cluster.png | 3 +
...scale-factors_num_atoms_cluster_slides.pdf | 3 +
...scale-factors_num_atoms_cluster_slides.png | 3 +
...are-scale-factors_num_core_states_host.pdf | 3 +
...are-scale-factors_num_core_states_host.png | 3 +
...le-factors_num_core_states_host_slides.pdf | 3 +
...le-factors_num_core_states_host_slides.png | 3 +
...pare-scale-factors_num_core_states_imp.pdf | 3 +
...pare-scale-factors_num_core_states_imp.png | 3 +
...ale-factors_num_core_states_imp_slides.pdf | 3 +
...ale-factors_num_core_states_imp_slides.png | 3 +
...are-scale-factors_number_of_iterations.pdf | 3 +
...are-scale-factors_number_of_iterations.png | 3 +
...le-factors_number_of_iterations_slides.pdf | 3 +
...le-factors_number_of_iterations_slides.png | 3 +
...pare-scale-factors_number_of_rms_steps.pdf | 3 +
...pare-scale-factors_number_of_rms_steps.png | 3 +
...ale-factors_number_of_rms_steps_slides.pdf | 3 +
...ale-factors_number_of_rms_steps_slides.png | 3 +
...ompare-scale-factors_total_spin_moment.pdf | 3 +
...ompare-scale-factors_total_spin_moment.png | 3 +
...e-scale-factors_total_spin_moment_diff.pdf | 3 +
...e-scale-factors_total_spin_moment_diff.png | 3 +
...actors_total_spin_moment_diff_per_atom.pdf | 3 +
...actors_total_spin_moment_diff_per_atom.png | 3 +
...total_spin_moment_diff_per_atom_slides.pdf | 3 +
...total_spin_moment_diff_per_atom_slides.png | 3 +
...-factors_total_spin_moment_diff_slides.pdf | 3 +
...-factors_total_spin_moment_diff_slides.png | 3 +
...ale-factors_total_spin_moment_per_atom.pdf | 3 +
...ale-factors_total_spin_moment_per_atom.png | 3 +
...tors_total_spin_moment_per_atom_slides.pdf | 3 +
...tors_total_spin_moment_per_atom_slides.png | 3 +
...scale-factors_total_spin_moment_slides.pdf | 3 +
...scale-factors_total_spin_moment_slides.png | 3 +
...-scale-factors_total_spin_moment_zoom1.pdf | 3 +
...-scale-factors_total_spin_moment_zoom1.png | 3 +
fig/aiida-kkr-ml/da/conv_heatmap.nfo | 5 +
...conv_heatmap_charge-core-host_logscale.pdf | 3 +
...conv_heatmap_charge-core-host_logscale.png | 3 +
.../conv_heatmap_charge-core-imp_logscale.pdf | 3 +
.../conv_heatmap_charge-core-imp_logscale.png | 3 +
...eatmap_charge-neutrality-host_linscale.pdf | 3 +
...eatmap_charge-neutrality-host_linscale.png | 3 +
...heatmap_charge-neutrality-imp_linscale.pdf | 3 +
...heatmap_charge-neutrality-imp_linscale.png | 3 +
...v_heatmap_charge-valence-host_linscale.pdf | 3 +
...v_heatmap_charge-valence-host_linscale.png | 3 +
...nv_heatmap_charge-valence-imp_linscale.pdf | 3 +
...nv_heatmap_charge-valence-imp_linscale.png | 3 +
.../da/conv_heatmap_energy_logscale.pdf | 3 +
.../da/conv_heatmap_energy_logscale.png | 3 +
.../da/conv_heatmap_fermi-energy_logscale.pdf | 3 +
.../da/conv_heatmap_fermi-energy_logscale.png | 3 +
.../da/conv_heatmap_rcut_linscale.pdf | 3 +
.../da/conv_heatmap_rcut_linscale.png | 3 +
...nv_heatmap_scale-factor_count_linscale.pdf | 3 +
...nv_heatmap_scale-factor_count_linscale.png | 3 +
...tmap_scale-factor_count_linscale_annot.pdf | 3 +
...tmap_scale-factor_count_linscale_annot.png | 3 +
...ap_totspinmomdiffpatom_absval-linscale.pdf | 3 +
...ap_totspinmomdiffpatom_absval-linscale.png | 3 +
...ap_totspinmomdiffpatom_absval-logscale.pdf | 3 +
...ap_totspinmomdiffpatom_absval-logscale.png | 3 +
...p_totspinmomdiffpatom_realval-linscale.pdf | 3 +
...p_totspinmomdiffpatom_realval-linscale.png | 3 +
.../conv_heatmap_totspinmompatom_linscale.pdf | 3 +
.../conv_heatmap_totspinmompatom_linscale.png | 3 +
.../da/conv_hist-cluster-sizes.pdf | 3 +
.../da/conv_hist-cluster-sizes.png | 3 +
.../da/conv_hist-cluster-sizes_slides.pdf | 3 +
.../da/conv_hist-cluster-sizes_slides.png | 3 +
.../da/conv_scattermatrix_hist.pdf | 3 +
.../da/conv_scattermatrix_hist.png | 3 +
.../da/conv_scattermatrix_kde.pdf | 3 +
.../da/conv_scattermatrix_kde.png | 3 +
.../conv_sns-pairplot_scatter_alpha-0.5.pdf | 3 +
.../conv_sns-pairplot_scatter_alpha-0.5.png | 3 +
.../conv_sns-pairplot_scatter_alpha-0.95.pdf | 3 +
.../conv_sns-pairplot_scatter_alpha-0.95.png | 3 +
...sns-pairplot_scatter_alpha-0.95_2x2_01.pdf | 3 +
...sns-pairplot_scatter_alpha-0.95_2x2_01.png | 3 +
...sns-pairplot_scatter_alpha-0.95_2x2_02.pdf | 3 +
...sns-pairplot_scatter_alpha-0.95_2x2_02.png | 3 +
...nv_sns-pairplot_scatter_alpha-0.95_3x3.pdf | 3 +
...nv_sns-pairplot_scatter_alpha-0.95_3x3.png | 3 +
...nv_sns-pairplot_scatter_alpha-0.95_6x6.pdf | 3 +
...nv_sns-pairplot_scatter_alpha-0.95_6x6.png | 3 +
.../da/conv_sns-pairplot_scatter_old.pdf | 3 +
.../da/conv_sns-pairplot_scatter_old.png | 3 +
...onv_sns-pairplot_scatter_old_alpha-0.1.pdf | 3 +
...onv_sns-pairplot_scatter_old_alpha-0.1.png | 3 +
fig/aiida-kkr-ml/da/hist-num-converged.pdf | 3 +
fig/aiida-kkr-ml/da/hist-num-converged.png | 3 +
.../da/hist-num-converged_labeled.pdf | 3 +
.../da/hist-num-converged_labeled.png | 3 +
.../da/hist-num-converged_labeled.svg | 3 +
.../da/hist-num-converged_old.pdf | 3 +
.../da/hist-num-converged_old.png | 3 +
.../da/hist-num-converged_old.svg | 3 +
.../da/hist-num-converged_old_slides.pdf | 3 +
.../da/hist-num-converged_old_slides.png | 3 +
.../da/hist-num-converged_old_slides.svg | 3 +
.../da/hist-num-converged_slides.pdf | 3 +
.../da/hist-num-converged_slides.png | 3 +
.../da/hist-num-converged_slides_labeled.pdf | 3 +
.../da/hist-num-converged_slides_labeled.png | 3 +
.../da/hist-num-converged_slides_labeled.svg | 3 +
fig/aiida-kkr-ml/da/nconv_hist-elements.pdf | 3 +
fig/aiida-kkr-ml/da/nconv_hist-elements.png | 3 +
.../plotkkr_ase_Cl-Cs_sf-1.1_num_atoms-59.png | 3 +
.../plotkkr_ase_K-Cd_sf-0.9_num_atoms-13.png | 3 +
...d_sf-0.9_num_atoms-13_potential-single.png | 3 +
...r_ase_K-Cd_sf-0.9_num_atoms-13_rotated.png | 3 +
.../plotkkr_ase_Li-Ba_sf-1.1_num_atoms-65.png | 3 +
...a_sf-1.1_num_atoms-65_potential-single.png | 3 +
.../plotkkr_ase_Mg-Fe_sf-1.0_num_atoms-15.png | 3 +
...e_sf-1.0_num_atoms-15_potential-single.png | 3 +
.../plotkkr_ase_Nb-K_sf-1.0_num_atoms-113.png | 3 +
..._sf-1.0_num_atoms-113_potential-single.png | 3 +
.../da/plotkkr_ase_Ru-K-1.0_num_atoms-113.png | 3 +
.../plotkkr_ase_Sb-Sr_sf-1.1_num_atoms-87.png | 3 +
...r_sf-1.1_num_atoms-87_potential-single.png | 3 +
.../plotkkr_ase_X-Sr_sf-1.2_num_atoms-19.png | 3 +
...plotkkr_conv_Cl-Cs_sf-1.1_num_atoms-59.png | 3 +
.../plotkkr_conv_K-Cd_sf-0.9_num_atoms-13.png | 3 +
...plotkkr_conv_Li-Ba_sf-1.1_num_atoms-65.png | 3 +
...plotkkr_conv_Mg-Fe_sf-1.0_num_atoms-15.png | 3 +
...plotkkr_conv_Nb-K_sf-1.0_num_atoms-113.png | 3 +
.../plotkkr_conv_Ru-K-1.0_num_atoms-113.png | 3 +
.../plotkkr_conv_Ru-K-1.0_num_atoms-113.txt | 4 +
...plotkkr_conv_Sb-Sr_sf-1.1_num_atoms-87.png | 3 +
.../plotkkr_conv_X-Sr_sf-1.2_num_atoms-19.png | 3 +
...potential-single_Ag-Cu_logy-False-zoom.png | 3 +
.../da/potential-single_Ag-Cu_logy-False.png | 3 +
.../da/potential-single_Ag-Cu_logy-True.png | 3 +
...ial-single_K-Cd_logy-True_num_atoms-13.png | 3 +
...al-single_Li-Ba_logy-True_num_atoms-65.png | 3 +
...al-single_Mg-Fe_logy-True_num_atoms-15.png | 3 +
...al-single_Nb-K_logy-True_num_atoms-113.png | 3 +
...ngle_P-Mo_logy-False_absval-False_zoom.png | 3 +
.../da/potential-single_P-Mo_logy-True.png | 3 +
...al-single_P-Tc_logy-False_absval-False.png | 3 +
.../da/potential-single_P-Tc_logy-True.png | 3 +
...al-single_Sb-Sr_logy-True_num_atoms-87.png | 3 +
...potential-single_Ta-Cs_logy-False-zoom.png | 3 +
.../da/potential-single_Ta-Cs_logy-False.png | 3 +
...gle_Ta-Cs_logy-False_absval-False_zoom.png | 3 +
.../da/potential-single_Ta-Cs_logy-True.png | 3 +
.../da/potential_Cu_sf-0.8_logy-True.png | 3 +
.../da/potential_Cu_sf-0.9_logy-True.png | 3 +
.../da/potential_Cu_sf-1.0_logy-True.png | 3 +
.../da/potential_Cu_sf-1.1_logy-True.png | 3 +
.../da/potential_Cu_sf-1.2_logy-True.png | 3 +
.../da/potential_H_sf-0.8_logy-True.png | 3 +
.../da/potential_H_sf-0.9_logy-True.png | 3 +
.../da/potential_H_sf-1.0_logy-True.png | 3 +
.../da/potential_H_sf-1.1_logy-True.png | 3 +
.../da/potential_H_sf-1.2_logy-True.png | 3 +
.../da/potential_Hg_sf-0.8_logy-False.png | 3 +
.../da/potential_Hg_sf-0.8_logy-True.png | 3 +
.../da/potential_Hg_sf-0.9_logy-False.png | 3 +
.../da/potential_Hg_sf-0.9_logy-True.png | 3 +
.../da/potential_Hg_sf-1.0_logy-False.png | 3 +
...Hg_sf-1.0_logy-False_absval-False_zoom.png | 3 +
.../da/potential_Hg_sf-1.0_logy-True.png | 3 +
.../da/potential_Hg_sf-1.1_logy-False.png | 3 +
.../da/potential_Hg_sf-1.1_logy-True.png | 3 +
.../da/potential_Hg_sf-1.2_logy-False.png | 3 +
.../da/potential_Hg_sf-1.2_logy-True.png | 3 +
.../da/potential_Li_sf-0.8_logy-True.png | 3 +
.../da/potential_Li_sf-0.9_logy-True.png | 3 +
.../da/potential_Li_sf-1.0_logy-True.png | 3 +
.../da/potential_Li_sf-1.1_logy-True.png | 3 +
.../da/potential_Li_sf-1.2_logy-True.png | 3 +
.../da/potential_X_sf-0.8_logy-True.png | 3 +
.../da/potential_X_sf-0.9_logy-True.png | 3 +
.../da/potential_X_sf-1.0_logy-True.png | 3 +
fig/aiida-kkr-ml/da/rms_conv-vs-nconf.pdf | 3 +
fig/aiida-kkr-ml/da/rms_conv-vs-nconf.png | 3 +
.../da/rms_conv-vs-nconf_slides.pdf | 3 +
.../da/rms_conv-vs-nconf_slides.png | 3 +
...momentdiffperatom_gt-0.2_host-elements.png | 3 +
...nmomentdiffperatom_gt-0.2_imp-elements.png | 3 +
...diffperatom_lt-minus-0.1_host-elements.png | 3 +
...tdiffperatom_lt-minus-0.1_imp-elements.png | 3 +
...-val-imp_col-ch-neu-imp_siz-ch-neu-imp.png | 3 +
...pin-mom_col-ch-neu-imp_size-ch-neu-imp.png | 3 +
...spin-mom_col-ch-val-imp_siz-ch-val-imp.png | 3 +
...n-pa_col-char-val-imp_siz-char-val-imp.png | 3 +
...n-pa_col-char-val-imp_siz-char-val-imp.txt | 9 +
...ot-host_y-energy_col-energy_siz-energy.png | 3 +
...i-energy_col-ch-val-imp_siz-ch-val_imp.png | 3 +
...-neu-imp_col-ch-neu-imp_siz-ch-neu-imp.png | 3 +
...neu-imp_col-ch-neu-imp_siz-ch-neu-imp2.png | 3 +
...mb_col-total-spin-moment-diff-per-atom.png | 3 +
...mbol_col-tot-spin-mom_siz-tot-spin_mom.png | 3 +
.../da/x-num-atoms_y-host-symbol_col-rcut.png | 3 +
fig/aiida-kkr-ml/dg/plots/README.md | 4 +
.../plots/step2_elmts-set-1_structures.html | 3 +
.../dg/plots/step2_elmts-set-1_structures.png | 3 +
.../step2_elmts-set-1_structures_legend.png | 3 +
.../step2_elmts-set-2_excluded-elements.html | 3 +
.../step2_elmts-set-2_excluded-elements.png | 3 +
...2_elmts-set-2_excluded-elements_legend.png | 3 +
.../dg/plots/step2_elmts-set-3_crystals.html | 3 +
.../dg/plots/step2_elmts-set-3_crystals.png | 3 +
.../step2_elmts-set-3_crystals_legend.png | 3 +
.../step2_elmts-set-4_submission plan.html | 3 +
.../step2_elmts-set-4_submission plan.png | 3 +
...ep2_elmts-set-4_submission plan_legend.png | 3 +
.../step2_elmts-set-4_submission-plan.html | 3 +
...ep2_elmts-set-4_submission-plan_legend.png | 3 +
.../dg/plots/step3_submission-plan.html | 3 +
.../dg/plots/step3_submission-plan.png | 3 +
.../step3_submission-plan_converged.html | 3 +
.../plots/step3_submission-plan_converged.png | 3 +
.../dg/plots/step3_submission-plan_legend.png | 3 +
.../step4_completion_matrix_converged.html | 3 +
.../step4_completion_matrix_converged.png | 3 +
.../step4_completion_matrix_finished_ok.html | 3 +
.../step4_completion_matrix_finished_ok.png | 3 +
...mpletion_matrix_finished_ok_2021-08-15.png | 3 +
.../step4_submission-plan-impurities.html | 3 +
.../step4_submission-plan-impurities.png | 3 +
...tep4_submission-plan-impurities_legend.png | 3 +
.../dg/plots/step4_submission-plan.html | 3 +
.../dg/plots/step4_submission-plan.png | 3 +
.../dg/plots/step4_submission-plan_legend.png | 3 +
...lassif_scaled-LinearSVC_nlmax_5_sf_1.0.png | 3 +
...P_of_SOAP-full-feature-matrix_attempt1.png | 3 +
...le_crystals1_NaCl_global_average_inner.png | 3 +
..._molecules1_CH3OH_global_average_inner.png | 3 +
...le_molecules1_CO2_global_average_inner.png | 3 +
...le_molecules1_H2O_global_average_inner.png | 3 +
...ple_molecules1_H2_global_average_inner.png | 3 +
...ple_molecules1_N2_global_average_inner.png | 3 +
...le_molecules1_NO2_global_average_inner.png | 3 +
..._sigma_0.1_nmax_5_lmax_5_first_atomNa_.png | 3 +
...s1_NaCl_sigma_0.1_nmax_5_lmax_5_global.png | 3 +
...0.1_nmax_5_lmax_5_global_average_inner.png | 3 +
...0.1_nmax_5_lmax_5_global_average_outer.png | 3 +
...l_sigma_0.1_nmax_5_lmax_5_local_all_Cl.png | 3 +
...l_sigma_0.1_nmax_5_lmax_5_local_all_Na.png | 3 +
..._sigma_0.1_nmax_8_lmax_8_first_atomNa_.png | 3 +
...s1_NaCl_sigma_0.1_nmax_8_lmax_8_global.png | 3 +
...0.1_nmax_8_lmax_8_global_average_inner.png | 3 +
...0.1_nmax_8_lmax_8_global_average_outer.png | 3 +
...l_sigma_0.1_nmax_8_lmax_8_local_all_Cl.png | 3 +
...l_sigma_0.1_nmax_8_lmax_8_local_all_Na.png | 3 +
..._sigma_0.5_nmax_5_lmax_5_first_atomNa_.png | 3 +
...s1_NaCl_sigma_0.5_nmax_5_lmax_5_global.png | 3 +
...0.5_nmax_5_lmax_5_global_average_inner.png | 3 +
...0.5_nmax_5_lmax_5_global_average_outer.png | 3 +
...l_sigma_0.5_nmax_5_lmax_5_local_all_Cl.png | 3 +
...l_sigma_0.5_nmax_5_lmax_5_local_all_Na.png | 3 +
..._sigma_0.5_nmax_8_lmax_8_first_atomNa_.png | 3 +
...s1_NaCl_sigma_0.5_nmax_8_lmax_8_global.png | 3 +
...0.5_nmax_8_lmax_8_global_average_inner.png | 3 +
...0.5_nmax_8_lmax_8_global_average_outer.png | 3 +
...l_sigma_0.5_nmax_8_lmax_8_local_all_Cl.png | 3 +
...l_sigma_0.5_nmax_8_lmax_8_local_all_Na.png | 3 +
..._sigma_1.0_nmax_5_lmax_5_first_atomNa_.png | 3 +
...s1_NaCl_sigma_1.0_nmax_5_lmax_5_global.png | 3 +
...1.0_nmax_5_lmax_5_global_average_inner.png | 3 +
...1.0_nmax_5_lmax_5_global_average_outer.png | 3 +
...l_sigma_1.0_nmax_5_lmax_5_local_all_Cl.png | 3 +
...l_sigma_1.0_nmax_5_lmax_5_local_all_Na.png | 3 +
..._sigma_1.0_nmax_8_lmax_8_first_atomNa_.png | 3 +
...s1_NaCl_sigma_1.0_nmax_8_lmax_8_global.png | 3 +
...1.0_nmax_8_lmax_8_global_average_inner.png | 3 +
...1.0_nmax_8_lmax_8_global_average_outer.png | 3 +
...l_sigma_1.0_nmax_8_lmax_8_local_all_Cl.png | 3 +
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table/Step2_workflow-input-params.org | 21 +
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diff --git a/cosmo/dirac-rep.tex b/cosmo/dirac-rep.tex
new file mode 100644
index 0000000..86be8dc
--- /dev/null
+++ b/cosmo/dirac-rep.tex
@@ -0,0 +1,167 @@
+%%%%%%%%%%%%%%%%%%% dirac-rep.tex %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Macros to be used top simplify typesetting the Dirac notation for ML
+% representations introduced in
+% Willatt, Musil, Ceriotti, J. Chem. Phys. 150 (2019) DOI: 10.1063/1.5090481
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+% Main macros are \rep and \field that can be used to typeset a bra-ket
+% notation for a representation, and the symmetrized-fields notation for
+% n-body features.
+% Usage:
+% \rep<X| -> bra containing X
+% \rep|A> -> ket containing A
+% \rep<X||A> -> bra-ket <X|A>
+%
+% \field{\rho}_i^{\nu} -> a \rho_i^{\otimes \nu} indicating a (\nu+1)-body
+% \rho-based representation centred on atom i
+% \field{\rho}_i[V]_i -> \rho_i\otimes V_i indicating a mix of \rho and V
+% based, i-centred representations
+% \field[\lambda\mu]{\rho}_i^2 -> \lambda-SOAP representation
+%
+% Furthermore, this contains a number of shortcuts for the density expansion
+% coefficients, e.g. \enlk generates a n l k, while a subscript notation
+% attaches an index to each item, e.g. \nlm_1 generates n_1 l_1 m_1
+
+% include guards
+\ifdefined\DIRACREP
+\else
+\newcommand{\DIRACREP}{}
+
+\usepackage{physics}
+\usepackage{xparse}
+% \input{cosmo/maths}
+
+
+% a macro to typeset representations in bra-ket notation.
+% can be used either with just ket \rep|A> or bra \rep<X|
+% or together, \rep <X||A>
+\NewDocumentCommand{\rep}{s d<| d|>}{%
+% flips starring behavior relative to physics package
+\IfBooleanTF{#1}{
+ \IfValueTF{#2}{
+ \IfValueTF{#3}{\braket{#2}{#3}}{\bra{#2}}
+ }{
+ \IfValueTF{#3}{\ket{#3}}{}
+ }
+ }{
+ \IfValueTF{#2}{
+ \IfValueTF{#3}{\braket*{#2}{#3}}{\bra*{#2}}
+ }{
+ \IfValueTF{#3}{\ket*{#3}}{}
+ }
+ }
+}
+
+% for those who prefer the physics package \bra \ket notation
+\NewDocumentCommand{\rbra}{sm}{\IfBooleanTF{#1}{\rep*<#2|}{\rep<#2|}}
+\NewDocumentCommand{\rket}{sm}{\IfBooleanTF{#1}{\rep*|#2>}{\rep|#2>}}
+\NewDocumentCommand{\rbraket}{smom}{
+ \IfBooleanTF{#1}{
+ \IfNoValueTF{#3}{\rep*<#2||#4>}{\rep*<#2|#3\rep*|#4>}
+ }{
+ \IfNoValueTF{#3}{\rep<#2||#4>}{\rep<#2|#3\rep|#4>}
+ }
+}
+
+% shortcut for CG "our way"
+\NewDocumentCommand{\cg}{m m m}{\rep<#1; #2||#3>}
+
+% macro to typeset a field. very flexible, should allow
+% to describe non-symmetrized fields \field{\rho}
+% fields that are symmetrized just once \field{\rho}x{\nu}
+% equivariant fields \field[lambda mu]{\rho}x2
+% and multi-scale LODE \field{\rho}x{\nu}[V]x{\nu'}
+\NewDocumentCommand{\field}{o m e{_} e{^} o e{_} e{^}}{
+% use overline if an otimes argument is specified, or if there is a double field entry
+\IfValueTF{#5}{\overline{
+ #2\IfValueT{#3}{_#3}\IfValueT{#4}{^{\otimes #4}} % first block
+ \otimes
+ #5\IfValueT{#6}{_#6}\IfValueT{#7}{^{\otimes #7}} % second block
+ \IfValueT{#1}{;#1}
+}}{
+ \IfValueTF{#4}{\overline{
+ #2\IfValueT{#3}{_#3}\IfValueT{#4}{^{\otimes #4}}
+ \IfValueT{#1}{;#1}
+ }}
+ {#2\IfValueT{#3}{_#3}}
+}
+}
+
+% shortcuts for commonly-used fields
+\NewDocumentCommand{\frho}{o e{_} e{^}}{
+\field[#1]{\rho}_{#2}^{#3}
+}
+
+% shortcuts for commonly used feature indices
+
+% generic feature indices
+\newcommand{\Q}[0]{Q}
+\newcommand{\q}[0]{q}
+
+% we use \bx for Cartesian basis, and \br to indicate atom positions
+\newcommand{\br}{\mbf{r}}
+\newcommand{\bx}{\mbf{x}}
+\newcommand{\bxhat}{\hat{\mbf{x}}}
+\newcommand{\brhat}{\hat{\mbf{r}}}
+
+\newcommand{\e}{a} % element index
+
+\NewDocumentCommand{\ex}{e_}{
+\IfValueTF{#1}{\e_{#1}\bx_{#1}}{\e\bx}
+} % element index
+
+% common indices for fully discretized density basis, and all sorts of combinations of subindices
+\NewDocumentCommand{\lm}{e_}{
+\IfValueTF{#1}{l_{#1}m_{#1}}{lm}
+}
+\NewDocumentCommand{\nlm}{e_}{
+\IfValueTF{#1}{n_{#1}\lm_{#1}}{n\lm}
+}
+\NewDocumentCommand{\enlm}{e_}{
+\IfValueTF{#1}{\e_{#1}\nlm_{#1}}{\e\nlm}
+}
+\NewDocumentCommand{\en}{e_}{
+\IfValueTF{#1}{\e_{#1}n_{#1}}{\e n}
+}
+% coupled angular momentum basis
+\NewDocumentCommand{\nlk}{e_}{
+\IfValueTF{#1}{n_{#1}l_{#1}k_{#1}}{nlk}
+}
+\NewDocumentCommand{\enlk}{e_}{
+\IfValueTF{#1}{\e_{#1}\nlk_{#1}}{\e\nlk}
+}
+\NewDocumentCommand{\enl}{e_}{
+\IfValueTF{#1}{\en_{#1}l_#1}{\en l}
+}
+
+% SOAP shortcuts - starred version removes ; separators
+\NewDocumentCommand{\nnl}{s}{
+\IfBooleanTF{#1}{n_1 n_2 l}{n_1; n_2; l}
+}
+\NewDocumentCommand{\ennl}{s}{
+\IfBooleanTF{#1}{\en_1 \en_2 l}{\en_1; \en_2; l}
+}
+
+% greek indices for equivariants
+\NewDocumentCommand{\gslm}{s}{
+\IfBooleanTF{#1}{\sigma\lambda\mu}{\sigma;\lambda\mu}
+}
+\NewDocumentCommand{\glm}{}{\lambda\mu}
+
+% other commonly used symbols
+
+% symmetry operations
+\newcommand{\Shat}{\hat{S}}
+\newcommand{\ihat}{\hat{i}}
+\newcommand{\Rhat}{\hat{R}}
+\newcommand{\That}{\hat{t}}
+
+% common convergence parameters
+\newcommand{\nmax}{n_\text{max}}
+\newcommand{\lmax}{l_\text{max}}
+\newcommand{\fcut}[0]{{f_\text{cut}} }
+\newcommand{\rcut}[0]{{r_\text{cut}} }
+\newcommand{\nneigh}[0]{n_\text{neigh}}
+\newcommand{\nfeat}[0]{n_\text{feat}}
+\newcommand{\qmax}[0]{\q_\text{max}}
+\fi %\ifdefined\DIRACREP
diff --git a/cosmo/maths.tex b/cosmo/maths.tex
new file mode 100644
index 0000000..7e6438b
--- /dev/null
+++ b/cosmo/maths.tex
@@ -0,0 +1,21 @@
+%%%%%%%%%%%%%%%%%%% maths.tex %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Standard maths notation that we need to use consistently
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+% include guards
+\ifdefined\COSMOMATHS
+\else
+\newcommand{\COSMOMATHS}{}
+% shortcuts for boldface and calligraphic
+\newcommand{\mcal}[1]{\ensuremath{\mathcal{#1}}}
+\newcommand{\mbf}[1]{\ensuremath{\mathbf{#1}}}
+
+%
+
+% integral d
+\newcommand{\D}[1]{\operatorname{d}{\!#1}\,}
+
+% special function that we want to use consistently
+\newcommand{\Ylm}{Y^m_l}
+
+\fi % \ifdefined\COSMOMATHS
diff --git a/cosmo/ml-models.tex b/cosmo/ml-models.tex
new file mode 100644
index 0000000..e5e0805
--- /dev/null
+++ b/cosmo/ml-models.tex
@@ -0,0 +1,45 @@
+%%%%%%%%%%%%%%%%%%% ml-models.tex %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Miscellaneous macros used to typeset quantities that occur in the discussion
+% of machine-learning models
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+
+% include guards
+\ifdefined\COSMOMODELS
+\else
+\newcommand{\COSMOMODELS}{}
+\usepackage{bm,upgreek}
+
+% generic targets
+\newcommand{\y}[0]{y}
+\newcommand{\yt}[0]{\tilde{y}}
+\newcommand{\by}[0]{\mbf{\y}}
+
+% kernel function, distance function
+\newcommand{\krn}[0]{\operatorname{k}}
+\newcommand{\dst}[0]{\operatorname{d}}
+
+% feature vectors and indices
+\newcommand{\feat}{\upxi}
+\newcommand{\bfeat}[0]{\ensuremath{\bm{\upxi}}}
+\newcommand{\bfeatc}[0]{\ensuremath{\bm{\upchi}}}
+% feature matrix - we use capital xi because X is usually associated with Cartesian coordinates
+\newcommand{\bFeat}{\bm{\Xi}}
+\newcommand{\bvphi}{\bm{\upvarphi}}
+
+% kernels
+\newcommand{\kactive}{M} % indices referring to the different sets
+\newcommand{\ktrain}{N}
+\newcommand{\bK}{\mbf{K}}
+\newcommand{\KMM}{\bK_{\kactive\kactive}}
+\newcommand{\KNM}{\bK_{\ktrain\kactive}}
+
+% weights
+\newcommand{\w}{w} % linear regression weights
+\newcommand{\kw}{b} % kernel weights
+\newcommand{\bw}{\mbf{\w}}
+\newcommand{\bkw}{\mbf{\kw}}
+
+
+
+\fi % \ifdefined\COSMOMODELS
diff --git a/eqn/qm/rydberg.tex b/eqn/qm/rydberg.tex
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/eqn/qm/rydberg.tex
@@ -0,0 +1 @@
+
diff --git a/eqn/qm/schroe1.tex b/eqn/qm/schroe1.tex
new file mode 100644
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diff --git a/fig/aiida-kkr-ml/da/TaCs/plotkkr_TaCs_comparison.png b/fig/aiida-kkr-ml/da/TaCs/plotkkr_TaCs_comparison.png
new file mode 100644
index 0000000..23e09d6
--- /dev/null
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+ uuid scale_factor num_atoms_cluster \
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+7763 1086f352-64d8-4880-a411-a9794812453b 1.200195 15
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+7763 30 4.252900e-08
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diff --git a/fig/exp/data_generation/aiida_groups/group_tree.txt b/fig/exp/data_generation/aiida_groups/group_tree.txt
new file mode 100644
index 0000000..cce2598
--- /dev/null
+++ b/fig/exp/data_generation/aiida_groups/group_tree.txt
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+imp_embeddings_for_ml/
+├── Step2_host-scf
+│ ├── scale_factor_0.8
+│ ├── scale_factor_0.9
+│ ├── scale_factor_1.0
+│ ├── scale_factor_1.1
+│ └── scale_factor_1.2
+├── Step3_host-gf-writeout
+│ ├── scale_factor_0.8
+│ ├── scale_factor_0.9
+│ ├── scale_factor_1.0
+│ ├── scale_factor_1.1
+│ └── scale_factor_1.2
+└── Step4_impurity_embeddings
+ ├── scale_factor_0.8
+ ├── scale_factor_0.9
+ ├── scale_factor_1.0
+ ├── scale_factor_1.1
+ └── scale_factor_1.2
+
+18 directories, 0 files
+scale_factor_0.x/
+├── failed
+└── finished_ok
+ ├── converged
+ └── not_converged
+
+4 directories, 0 files
diff --git a/fig/exp/data_generation/aiida_groups/subtrees.txt b/fig/exp/data_generation/aiida_groups/subtrees.txt
new file mode 100644
index 0000000..1cfcace
--- /dev/null
+++ b/fig/exp/data_generation/aiida_groups/subtrees.txt
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+scale_factor_0.x/
+├── failed
+└── finished_ok
+ ├── converged
+ └── not_converged
+
+4 directories, 0 files
diff --git a/fig/external/matminer_featurizers.png b/fig/external/matminer_featurizers.png
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diff --git a/fig/imp/color-scheme-class-diagrams.nfo b/fig/imp/color-scheme-class-diagrams.nfo
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index 0000000..69da74b
--- /dev/null
+++ b/fig/imp/color-scheme-class-diagrams.nfo
@@ -0,0 +1,38 @@
+general:
+
+stroke styles
+non-frame boxes black
+arrows black, heads white (diamonds: aggregation is a superset of composition, so good enuough)
+frame boxes 1 px, style dashed middle-wide (the one thre below the straight line with only one dash)
+
+module label boxes
+masci fzjlightblue
+jutools fzjyellow
+aiida-kkr-ml fzjred
+
+abstract class
+everywhere fzjgrey30
+
+concrete self-made classes
+everywhere fzjgreen
+
+
+
+
+
+in crosslib style:
+
+external imported classes
+everywhere fzjlightgreen
+
+
+in single-lib style:
+
+not so important classes
+everywhere fzjlightgreen
+
+aiida classes
+orange
+
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diff --git a/fig/imp/tabulator/jupyter_tabulator_raw-notebook.tex b/fig/imp/tabulator/jupyter_tabulator_raw-notebook.tex
new file mode 100644
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+\documentclass[11pt]{article}
+
+ \usepackage[breakable]{tcolorbox}
+ \usepackage{parskip} % Stop auto-indenting (to mimic markdown behaviour)
+
+ \usepackage{iftex}
+ \ifPDFTeX
+ \usepackage[T1]{fontenc}
+ \usepackage{mathpazo}
+ \else
+ \usepackage{fontspec}
+ \fi
+
+ % Basic figure setup, for now with no caption control since it's done
+ % automatically by Pandoc (which extracts  syntax from Markdown).
+ \usepackage{graphicx}
+ % Maintain compatibility with old templates. Remove in nbconvert 6.0
+ \let\Oldincludegraphics\includegraphics
+ % Ensure that by default, figures have no caption (until we provide a
+ % proper Figure object with a Caption API and a way to capture that
+ % in the conversion process - todo).
+ \usepackage{caption}
+ \DeclareCaptionFormat{nocaption}{}
+ \captionsetup{format=nocaption,aboveskip=0pt,belowskip=0pt}
+
+ \usepackage{float}
+ \floatplacement{figure}{H} % forces figures to be placed at the correct location
+ \usepackage{xcolor} % Allow colors to be defined
+ \usepackage{enumerate} % Needed for markdown enumerations to work
+ \usepackage{geometry} % Used to adjust the document margins
+ \usepackage{amsmath} % Equations
+ \usepackage{amssymb} % Equations
+ \usepackage{textcomp} % defines textquotesingle
+ % Hack from http://tex.stackexchange.com/a/47451/13684:
+ \AtBeginDocument{%
+ \def\PYZsq{\textquotesingle}% Upright quotes in Pygmentized code
+ }
+ \usepackage{upquote} % Upright quotes for verbatim code
+ \usepackage{eurosym} % defines \euro
+ \usepackage[mathletters]{ucs} % Extended unicode (utf-8) support
+ \usepackage{fancyvrb} % verbatim replacement that allows latex
+ \usepackage{grffile} % extends the file name processing of package graphics
+ % to support a larger range
+ \makeatletter % fix for old versions of grffile with XeLaTeX
+ \@ifpackagelater{grffile}{2019/11/01}
+ {
+ % Do nothing on new versions
+ }
+ {
+ \def\Gread@@xetex#1{%
+ \IfFileExists{"\Gin@base".bb}%
+ {\Gread@eps{\Gin@base.bb}}%
+ {\Gread@@xetex@aux#1}%
+ }
+ }
+ \makeatother
+ \usepackage[Export]{adjustbox} % Used to constrain images to a maximum size
+ \adjustboxset{max size={0.9\linewidth}{0.9\paperheight}}
+
+ % The hyperref package gives us a pdf with properly built
+ % internal navigation ('pdf bookmarks' for the table of contents,
+ % internal cross-reference links, web links for URLs, etc.)
+ \usepackage{hyperref}
+ % The default LaTeX title has an obnoxious amount of whitespace. By default,
+ % titling removes some of it. It also provides customization options.
+ \usepackage{titling}
+ \usepackage{longtable} % longtable support required by pandoc >1.10
+ \usepackage{booktabs} % table support for pandoc > 1.12.2
+ \usepackage[inline]{enumitem} % IRkernel/repr support (it uses the enumerate* environment)
+ \usepackage[normalem]{ulem} % ulem is needed to support strikethroughs (\sout)
+ % normalem makes italics be italics, not underlines
+ \usepackage{mathrsfs}
+
+
+
+ % Colors for the hyperref package
+ \definecolor{urlcolor}{rgb}{0,.145,.698}
+ \definecolor{linkcolor}{rgb}{.71,0.21,0.01}
+ \definecolor{citecolor}{rgb}{.12,.54,.11}
+
+ % ANSI colors
+ \definecolor{ansi-black}{HTML}{3E424D}
+ \definecolor{ansi-black-intense}{HTML}{282C36}
+ \definecolor{ansi-red}{HTML}{E75C58}
+ \definecolor{ansi-red-intense}{HTML}{B22B31}
+ \definecolor{ansi-green}{HTML}{00A250}
+ \definecolor{ansi-green-intense}{HTML}{007427}
+ \definecolor{ansi-yellow}{HTML}{DDB62B}
+ \definecolor{ansi-yellow-intense}{HTML}{B27D12}
+ \definecolor{ansi-blue}{HTML}{208FFB}
+ \definecolor{ansi-blue-intense}{HTML}{0065CA}
+ \definecolor{ansi-magenta}{HTML}{D160C4}
+ \definecolor{ansi-magenta-intense}{HTML}{A03196}
+ \definecolor{ansi-cyan}{HTML}{60C6C8}
+ \definecolor{ansi-cyan-intense}{HTML}{258F8F}
+ \definecolor{ansi-white}{HTML}{C5C1B4}
+ \definecolor{ansi-white-intense}{HTML}{A1A6B2}
+ \definecolor{ansi-default-inverse-fg}{HTML}{FFFFFF}
+ \definecolor{ansi-default-inverse-bg}{HTML}{000000}
+
+ % common color for the border for error outputs.
+ \definecolor{outerrorbackground}{HTML}{FFDFDF}
+
+ % commands and environments needed by pandoc snippets
+ % extracted from the output of `pandoc -s`
+ \providecommand{\tightlist}{%
+ \setlength{\itemsep}{0pt}\setlength{\parskip}{0pt}}
+ \DefineVerbatimEnvironment{Highlighting}{Verbatim}{commandchars=\\\{\}}
+ % Add ',fontsize=\small' for more characters per line
+ \newenvironment{Shaded}{}{}
+ \newcommand{\KeywordTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{\textbf{{#1}}}}
+ \newcommand{\DataTypeTok}[1]{\textcolor[rgb]{0.56,0.13,0.00}{{#1}}}
+ \newcommand{\DecValTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}}
+ \newcommand{\BaseNTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}}
+ \newcommand{\FloatTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}}
+ \newcommand{\CharTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}}
+ \newcommand{\StringTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}}
+ \newcommand{\CommentTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textit{{#1}}}}
+ \newcommand{\OtherTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{{#1}}}
+ \newcommand{\AlertTok}[1]{\textcolor[rgb]{1.00,0.00,0.00}{\textbf{{#1}}}}
+ \newcommand{\FunctionTok}[1]{\textcolor[rgb]{0.02,0.16,0.49}{{#1}}}
+ \newcommand{\RegionMarkerTok}[1]{{#1}}
+ \newcommand{\ErrorTok}[1]{\textcolor[rgb]{1.00,0.00,0.00}{\textbf{{#1}}}}
+ \newcommand{\NormalTok}[1]{{#1}}
+
+ % Additional commands for more recent versions of Pandoc
+ \newcommand{\ConstantTok}[1]{\textcolor[rgb]{0.53,0.00,0.00}{{#1}}}
+ \newcommand{\SpecialCharTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}}
+ \newcommand{\VerbatimStringTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}}
+ \newcommand{\SpecialStringTok}[1]{\textcolor[rgb]{0.73,0.40,0.53}{{#1}}}
+ \newcommand{\ImportTok}[1]{{#1}}
+ \newcommand{\DocumentationTok}[1]{\textcolor[rgb]{0.73,0.13,0.13}{\textit{{#1}}}}
+ \newcommand{\AnnotationTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}}
+ \newcommand{\CommentVarTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}}
+ \newcommand{\VariableTok}[1]{\textcolor[rgb]{0.10,0.09,0.49}{{#1}}}
+ \newcommand{\ControlFlowTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{\textbf{{#1}}}}
+ \newcommand{\OperatorTok}[1]{\textcolor[rgb]{0.40,0.40,0.40}{{#1}}}
+ \newcommand{\BuiltInTok}[1]{{#1}}
+ \newcommand{\ExtensionTok}[1]{{#1}}
+ \newcommand{\PreprocessorTok}[1]{\textcolor[rgb]{0.74,0.48,0.00}{{#1}}}
+ \newcommand{\AttributeTok}[1]{\textcolor[rgb]{0.49,0.56,0.16}{{#1}}}
+ \newcommand{\InformationTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}}
+ \newcommand{\WarningTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}}
+
+
+ % Define a nice break command that doesn't care if a line doesn't already
+ % exist.
+ \def\br{\hspace*{\fill} \\* }
+ % Math Jax compatibility definitions
+ \def\gt{>}
+ \def\lt{<}
+ \let\Oldtex\TeX
+ \let\Oldlatex\LaTeX
+ \renewcommand{\TeX}{\textrm{\Oldtex}}
+ \renewcommand{\LaTeX}{\textrm{\Oldlatex}}
+ % Document parameters
+ % Document title
+ \title{tmp\_presentation\_tabulator}
+
+
+
+
+
+% Pygments definitions
+\makeatletter
+\def\PY@reset{\let\PY@it=\relax \let\PY@bf=\relax%
+ \let\PY@ul=\relax \let\PY@tc=\relax%
+ \let\PY@bc=\relax \let\PY@ff=\relax}
+\def\PY@tok#1{\csname PY@tok@#1\endcsname}
+\def\PY@toks#1+{\ifx\relax#1\empty\else%
+ \PY@tok{#1}\expandafter\PY@toks\fi}
+\def\PY@do#1{\PY@bc{\PY@tc{\PY@ul{%
+ \PY@it{\PY@bf{\PY@ff{#1}}}}}}}
+\def\PY#1#2{\PY@reset\PY@toks#1+\relax+\PY@do{#2}}
+
+\@namedef{PY@tok@w}{\def\PY@tc##1{\textcolor[rgb]{0.73,0.73,0.73}{##1}}}
+\@namedef{PY@tok@c}{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}}
+\@namedef{PY@tok@cp}{\def\PY@tc##1{\textcolor[rgb]{0.74,0.48,0.00}{##1}}}
+\@namedef{PY@tok@k}{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\@namedef{PY@tok@kp}{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\@namedef{PY@tok@kt}{\def\PY@tc##1{\textcolor[rgb]{0.69,0.00,0.25}{##1}}}
+\@namedef{PY@tok@o}{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\@namedef{PY@tok@ow}{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.67,0.13,1.00}{##1}}}
+\@namedef{PY@tok@nb}{\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\@namedef{PY@tok@nf}{\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}}
+\@namedef{PY@tok@nc}{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}}
+\@namedef{PY@tok@nn}{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,1.00}{##1}}}
+\@namedef{PY@tok@ne}{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.82,0.25,0.23}{##1}}}
+\@namedef{PY@tok@nv}{\def\PY@tc##1{\textcolor[rgb]{0.10,0.09,0.49}{##1}}}
+\@namedef{PY@tok@no}{\def\PY@tc##1{\textcolor[rgb]{0.53,0.00,0.00}{##1}}}
+\@namedef{PY@tok@nl}{\def\PY@tc##1{\textcolor[rgb]{0.63,0.63,0.00}{##1}}}
+\@namedef{PY@tok@ni}{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.60,0.60,0.60}{##1}}}
+\@namedef{PY@tok@na}{\def\PY@tc##1{\textcolor[rgb]{0.49,0.56,0.16}{##1}}}
+\@namedef{PY@tok@nt}{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.50,0.00}{##1}}}
+\@namedef{PY@tok@nd}{\def\PY@tc##1{\textcolor[rgb]{0.67,0.13,1.00}{##1}}}
+\@namedef{PY@tok@s}{\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\@namedef{PY@tok@sd}{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.73,0.13,0.13}{##1}}}
+\@namedef{PY@tok@si}{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.73,0.40,0.53}{##1}}}
+\@namedef{PY@tok@se}{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.73,0.40,0.13}{##1}}}
+\@namedef{PY@tok@sr}{\def\PY@tc##1{\textcolor[rgb]{0.73,0.40,0.53}{##1}}}
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+\@namedef{PY@tok@m}{\def\PY@tc##1{\textcolor[rgb]{0.40,0.40,0.40}{##1}}}
+\@namedef{PY@tok@gh}{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.50}{##1}}}
+\@namedef{PY@tok@gu}{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.50,0.00,0.50}{##1}}}
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+\@namedef{PY@tok@gr}{\def\PY@tc##1{\textcolor[rgb]{1.00,0.00,0.00}{##1}}}
+\@namedef{PY@tok@ge}{\let\PY@it=\textit}
+\@namedef{PY@tok@gs}{\let\PY@bf=\textbf}
+\@namedef{PY@tok@gp}{\let\PY@bf=\textbf\def\PY@tc##1{\textcolor[rgb]{0.00,0.00,0.50}{##1}}}
+\@namedef{PY@tok@go}{\def\PY@tc##1{\textcolor[rgb]{0.53,0.53,0.53}{##1}}}
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+\@namedef{PY@tok@cs}{\let\PY@it=\textit\def\PY@tc##1{\textcolor[rgb]{0.25,0.50,0.50}{##1}}}
+
+\def\PYZbs{\char`\\}
+\def\PYZus{\char`\_}
+\def\PYZob{\char`\{}
+\def\PYZcb{\char`\}}
+\def\PYZca{\char`\^}
+\def\PYZam{\char`\&}
+\def\PYZlt{\char`\<}
+\def\PYZgt{\char`\>}
+\def\PYZsh{\char`\#}
+\def\PYZpc{\char`\%}
+\def\PYZdl{\char`\$}
+\def\PYZhy{\char`\-}
+\def\PYZsq{\char`\'}
+\def\PYZdq{\char`\"}
+\def\PYZti{\char`\~}
+% for compatibility with earlier versions
+\def\PYZat{@}
+\def\PYZlb{[}
+\def\PYZrb{]}
+\makeatother
+
+
+ % For linebreaks inside Verbatim environment from package fancyvrb.
+ \makeatletter
+ \newbox\Wrappedcontinuationbox
+ \newbox\Wrappedvisiblespacebox
+ \newcommand*\Wrappedvisiblespace {\textcolor{red}{\textvisiblespace}}
+ \newcommand*\Wrappedcontinuationsymbol {\textcolor{red}{\llap{\tiny$\m@th\hookrightarrow$}}}
+ \newcommand*\Wrappedcontinuationindent {3ex }
+ \newcommand*\Wrappedafterbreak {\kern\Wrappedcontinuationindent\copy\Wrappedcontinuationbox}
+ % Take advantage of the already applied Pygments mark-up to insert
+ % potential linebreaks for TeX processing.
+ % {, <, #, %, $, ' and ": go to next line.
+ % _, }, ^, &, >, - and ~: stay at end of broken line.
+ % Use of \textquotesingle for straight quote.
+ \newcommand*\Wrappedbreaksatspecials {%
+ \def\PYGZus{\discretionary{\char`\_}{\Wrappedafterbreak}{\char`\_}}%
+ \def\PYGZob{\discretionary{}{\Wrappedafterbreak\char`\{}{\char`\{}}%
+ \def\PYGZcb{\discretionary{\char`\}}{\Wrappedafterbreak}{\char`\}}}%
+ \def\PYGZca{\discretionary{\char`\^}{\Wrappedafterbreak}{\char`\^}}%
+ \def\PYGZam{\discretionary{\char`\&}{\Wrappedafterbreak}{\char`\&}}%
+ \def\PYGZlt{\discretionary{}{\Wrappedafterbreak\char`\<}{\char`\<}}%
+ \def\PYGZgt{\discretionary{\char`\>}{\Wrappedafterbreak}{\char`\>}}%
+ \def\PYGZsh{\discretionary{}{\Wrappedafterbreak\char`\#}{\char`\#}}%
+ \def\PYGZpc{\discretionary{}{\Wrappedafterbreak\char`\%}{\char`\%}}%
+ \def\PYGZdl{\discretionary{}{\Wrappedafterbreak\char`\$}{\char`\$}}%
+ \def\PYGZhy{\discretionary{\char`\-}{\Wrappedafterbreak}{\char`\-}}%
+ \def\PYGZsq{\discretionary{}{\Wrappedafterbreak\textquotesingle}{\textquotesingle}}%
+ \def\PYGZdq{\discretionary{}{\Wrappedafterbreak\char`\"}{\char`\"}}%
+ \def\PYGZti{\discretionary{\char`\~}{\Wrappedafterbreak}{\char`\~}}%
+ }
+ % Some characters . , ; ? ! / are not pygmentized.
+ % This macro makes them "active" and they will insert potential linebreaks
+ \newcommand*\Wrappedbreaksatpunct {%
+ \lccode`\~`\.\lowercase{\def~}{\discretionary{\hbox{\char`\.}}{\Wrappedafterbreak}{\hbox{\char`\.}}}%
+ \lccode`\~`\,\lowercase{\def~}{\discretionary{\hbox{\char`\,}}{\Wrappedafterbreak}{\hbox{\char`\,}}}%
+ \lccode`\~`\;\lowercase{\def~}{\discretionary{\hbox{\char`\;}}{\Wrappedafterbreak}{\hbox{\char`\;}}}%
+ \lccode`\~`\:\lowercase{\def~}{\discretionary{\hbox{\char`\:}}{\Wrappedafterbreak}{\hbox{\char`\:}}}%
+ \lccode`\~`\?\lowercase{\def~}{\discretionary{\hbox{\char`\?}}{\Wrappedafterbreak}{\hbox{\char`\?}}}%
+ \lccode`\~`\!\lowercase{\def~}{\discretionary{\hbox{\char`\!}}{\Wrappedafterbreak}{\hbox{\char`\!}}}%
+ \lccode`\~`\/\lowercase{\def~}{\discretionary{\hbox{\char`\/}}{\Wrappedafterbreak}{\hbox{\char`\/}}}%
+ \catcode`\.\active
+ \catcode`\,\active
+ \catcode`\;\active
+ \catcode`\:\active
+ \catcode`\?\active
+ \catcode`\!\active
+ \catcode`\/\active
+ \lccode`\~`\~
+ }
+ \makeatother
+
+ \let\OriginalVerbatim=\Verbatim
+ \makeatletter
+ \renewcommand{\Verbatim}[1][1]{%
+ %\parskip\z@skip
+ \sbox\Wrappedcontinuationbox {\Wrappedcontinuationsymbol}%
+ \sbox\Wrappedvisiblespacebox {\FV@SetupFont\Wrappedvisiblespace}%
+ \def\FancyVerbFormatLine ##1{\hsize\linewidth
+ \vtop{\raggedright\hyphenpenalty\z@\exhyphenpenalty\z@
+ \doublehyphendemerits\z@\finalhyphendemerits\z@
+ \strut ##1\strut}%
+ }%
+ % If the linebreak is at a space, the latter will be displayed as visible
+ % space at end of first line, and a continuation symbol starts next line.
+ % Stretch/shrink are however usually zero for typewriter font.
+ \def\FV@Space {%
+ \nobreak\hskip\z@ plus\fontdimen3\font minus\fontdimen4\font
+ \discretionary{\copy\Wrappedvisiblespacebox}{\Wrappedafterbreak}
+ {\kern\fontdimen2\font}%
+ }%
+
+ % Allow breaks at special characters using \PYG... macros.
+ \Wrappedbreaksatspecials
+ % Breaks at punctuation characters . , ; ? ! and / need catcode=\active
+ \OriginalVerbatim[#1,codes*=\Wrappedbreaksatpunct]%
+ }
+ \makeatother
+
+ % Exact colors from NB
+ \definecolor{incolor}{HTML}{303F9F}
+ \definecolor{outcolor}{HTML}{D84315}
+ \definecolor{cellborder}{HTML}{CFCFCF}
+ \definecolor{cellbackground}{HTML}{F7F7F7}
+
+ % prompt
+ \makeatletter
+ \newcommand{\boxspacing}{\kern\kvtcb@left@rule\kern\kvtcb@boxsep}
+ \makeatother
+ \newcommand{\prompt}[4]{
+ {\ttfamily\llap{{\color{#2}[#3]:\hspace{3pt}#4}}\vspace{-\baselineskip}}
+ }
+
+
+
+ % Prevent overflowing lines due to hard-to-break entities
+ \sloppy
+ % Setup hyperref package
+ \hypersetup{
+ breaklinks=true, % so long urls are correctly broken across lines
+ colorlinks=true,
+ urlcolor=urlcolor,
+ linkcolor=linkcolor,
+ citecolor=citecolor,
+ }
+ % Slightly bigger margins than the latex defaults
+
+ \geometry{verbose,tmargin=1in,bmargin=1in,lmargin=1in,rmargin=1in}
+
+
+
+\begin{document}
+
+ \maketitle
+
+
+
+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
+\prompt{In}{incolor}{1}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+\PY{o}{\PYZpc{}}\PY{k}{run} ../../Imports1.py \PYZhy{}\PYZhy{}profile\PYZus{}name \PYZsq{}wasmer\PYZsq{} \PYZhy{}\PYZhy{}autoreload True \PYZhy{}\PYZhy{}dry\PYZus{}run True \PYZhy{}\PYZhy{}run\PYZus{}on\PYZus{}iffslurm False
+\PY{o}{\PYZpc{}}\PY{k}{run} ../../Imports2.ipynb
+\PY{o}{\PYZpc{}}\PY{k}{run} ../../Imports3\PYZus{}data\PYZhy{}generation.py
+\PY{o}{\PYZpc{}}\PY{k}{run} ../../Imports4\PYZus{}data\PYZhy{}analysis.py
+\PY{o}{\PYZpc{}}\PY{k}{run} ../../Imports5\PYZus{}featurization.py
+\end{Verbatim}
+\end{tcolorbox}
+
+ \begin{Verbatim}[commandchars=\\\{\}]
+User arg --masci\_tools\_kkr\_constants\_version not specified, using default value
+masci\_tools\_kkr\_constants\_version=None
+ \end{Verbatim}
+
+
+
+
+
+ \begin{Verbatim}[commandchars=\\\{\}]
+ScaleFactorElements: Info: 1) Attribute 'structures' is uninitialized.
+Initialize manually after having created respective structures group before
+usage.
+ \end{Verbatim}
+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
+\prompt{In}{incolor}{84}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+\PY{n}{workchains} \PY{o}{=} \PY{n+nb}{list}\PY{p}{(}\PY{n}{groups}\PY{o}{.}\PY{n}{imp}\PY{o}{.}\PY{n}{of}\PY{p}{(}\PY{l+m+mf}{1.0}\PY{p}{,} \PY{n}{subgroup\PYZus{}label}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{finished\PYZus{}ok/converged}\PY{l+s+s1}{\PYZsq{}}\PY{p}{)}\PY{o}{.}\PY{n}{nodes}\PY{p}{)}\PY{p}{[}\PY{l+m+mi}{400}\PY{p}{:}\PY{l+m+mi}{500}\PY{p}{]}
+\end{Verbatim}
+\end{tcolorbox}
+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
+\prompt{In}{incolor}{85}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+\PY{k+kn}{import} \PY{n+nn}{aiida\PYZus{}jutools} \PY{k}{as} \PY{n+nn}{jutools}
+\PY{n}{tabulator} \PY{o}{=} \PY{n}{jutools}\PY{o}{.}\PY{n}{io}\PY{o}{.}\PY{n}{tabulator}\PY{o}{.}\PY{n}{NodeTabulator}\PY{p}{(}\PY{p}{)}
+\end{Verbatim}
+\end{tcolorbox}
+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
+\prompt{In}{incolor}{86}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+\PY{c+c1}{\PYZsh{} redefine autolist\PYZus{}search\PYZus{}paths: same definition, just different }
+\PY{c+c1}{\PYZsh{} order for nicer table for presentation slides}
+\PY{n}{tabulator}\PY{o}{.}\PY{n}{autolist\PYZus{}search\PYZus{}paths} \PY{o}{=} \PY{p}{\PYZob{}}
+ \PY{n}{aiida}\PY{o}{.}\PY{n}{orm}\PY{o}{.}\PY{n}{nodes}\PY{o}{.}\PY{n}{process}\PY{o}{.}\PY{n}{process}\PY{o}{.}\PY{n}{ProcessNode}\PY{p}{:} \PY{p}{[}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{outputs}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{process\PYZus{}label}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{process\PYZus{}state}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{exit\PYZus{}status}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{inputs}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}
+ \PY{p}{]}\PY{p}{,}
+ \PY{n}{aiida}\PY{o}{.}\PY{n}{orm}\PY{o}{.}\PY{n}{nodes}\PY{o}{.}\PY{n}{data}\PY{o}{.}\PY{n}{structure}\PY{o}{.}\PY{n}{StructureData}\PY{p}{:} \PY{p}{[}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{attributes}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{cell}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{cell\PYZus{}angles}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{cell\PYZus{}lengths}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{get\PYZus{}cell\PYZus{}volume}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{get\PYZus{}formula}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{kinds}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{pbc}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,}
+ \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{sites}\PY{l+s+s1}{\PYZsq{}}
+ \PY{p}{]}\PY{p}{,}
+ \PY{n}{aiida}\PY{o}{.}\PY{n}{orm}\PY{o}{.}\PY{n}{nodes}\PY{o}{.}\PY{n}{node}\PY{o}{.}\PY{n}{Node}\PY{p}{:} \PY{p}{[}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{uuid}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{label}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{extras}\PY{l+s+s1}{\PYZsq{}}\PY{p}{]}
+\PY{p}{\PYZcb{}}
+\end{Verbatim}
+\end{tcolorbox}
+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
+\prompt{In}{incolor}{87}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+\PY{n}{table} \PY{o}{=} \PY{n}{tabulator}\PY{o}{.}\PY{n}{tabulate}\PY{p}{(}\PY{n}{workchains}\PY{p}{)}
+\end{Verbatim}
+\end{tcolorbox}
+
+ \begin{Verbatim}[commandchars=\\\{\}]
+Warning: Found path name collisions in include keypaths, see list below. Will
+select first or shortest path for each and discard the rest.
+\{
+ "workflow\_name": [
+ ["outputs", "last\_calc\_info", "workflow\_name"],
+ ["outputs", "workflow\_info", "workflow\_name"]
+ ],
+ "workflow\_version": [
+ ["outputs", "last\_calc\_info", "workflow\_version"],
+ ["outputs", "workflow\_info", "workflow\_version"]
+ ],
+ "pk": [
+ ["outputs", "last\_calc\_info", "last\_calc\_nodeinfo", "pk"],
+ ["outputs", "last\_calc\_info", "last\_params\_nodeinfo", "pk"],
+ ["outputs", "last\_calc\_info", "last\_remote\_nodeinfo", "pk"]
+ ],
+ "uuid": [
+ ["outputs", "last\_calc\_info", "last\_calc\_nodeinfo", "uuid"],
+ ["outputs", "last\_calc\_info", "last\_params\_nodeinfo", "uuid"],
+ ["outputs", "last\_calc\_info", "last\_remote\_nodeinfo", "uuid"],
+ ["uuid"]
+ ],
+ "convergence\_values\_all\_steps": [
+ ["outputs", "last\_calc\_info", "convergence\_values\_all\_steps"],
+ ["outputs", "workflow\_info", "convergence\_values\_all\_steps"]
+ ],
+ "strmix": [
+ ["outputs", "last\_calc\_output\_parameters", "convergence\_group",
+"strmix"],
+ ["inputs", "wf\_parameters", "strmix"]
+ ],
+ "Rcut": [
+ ["outputs", "workflow\_info", "impurity\_info", "Rcut"],
+ ["inputs", "impurity\_info", "Rcut"]
+ ],
+ "Zimp": [
+ ["outputs", "workflow\_info", "impurity\_info", "Zimp"],
+ ["inputs", "impurity\_info", "Zimp"]
+ ],
+ "ilayer\_center": [
+ ["outputs", "workflow\_info", "impurity\_info", "ilayer\_center"],
+ ["inputs", "impurity\_info", "ilayer\_center"]
+ ]
+\}
+Info: Deleting empty columns ['init\_pos', 'NCHEB', 'NPAN\_EQ', 'NPAN\_LOG',
+'RADIUS\_LOGPANELS'].
+ \end{Verbatim}
+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
+\prompt{In}{incolor}{89}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+\PY{n}{table} \PY{o}{=} \PY{n}{table}\PY{o}{.}\PY{n}{replace}\PY{p}{(}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{n}{np}\PY{o}{.}\PY{n}{nan}\PY{p}{)}
+\PY{n}{table} \PY{o}{=} \PY{n}{table}\PY{o}{.}\PY{n}{replace}\PY{p}{(}\PY{p}{[}\PY{p}{]}\PY{p}{,} \PY{n}{np}\PY{o}{.}\PY{n}{nan}\PY{p}{)}
+\PY{n}{table}\PY{o}{.}\PY{n}{dropna}\PY{p}{(}\PY{n}{axis}\PY{o}{=}\PY{l+m+mi}{1}\PY{p}{,} \PY{n}{how}\PY{o}{=}\PY{l+s+s1}{\PYZsq{}}\PY{l+s+s1}{all}\PY{l+s+s1}{\PYZsq{}}\PY{p}{,} \PY{n}{inplace}\PY{o}{=}\PY{k+kc}{True}\PY{p}{)}
+\end{Verbatim}
+\end{tcolorbox}
+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
+\prompt{In}{incolor}{92}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+\PY{n}{table}
+\end{Verbatim}
+\end{tcolorbox}
+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=.5pt, pad at break*=1mm, opacityfill=0]
+\prompt{Out}{outcolor}{92}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+ warnings loop\_count successful pks\_all\_calcs workflow\_name \textbackslash{}
+0 [] 3 True [42978, 43266] kkr\_imp\_sub\_wc
+1 [] 3 True [42446, 43130] kkr\_imp\_sub\_wc
+2 [] 4 True [42471, 43325, 43919] kkr\_imp\_sub\_wc
+3 [] 3 True [42489, 43148] kkr\_imp\_sub\_wc
+4 [] 3 True [42983, 43776] kkr\_imp\_sub\_wc
+.. {\ldots} {\ldots} {\ldots} {\ldots} {\ldots}
+95 [] 3 True [48006, 48335] kkr\_imp\_sub\_wc
+96 [] 3 True [49060, 50069] kkr\_imp\_sub\_wc
+97 [] 4 True [48880, 49358, 50216] kkr\_imp\_sub\_wc
+98 [] 3 True [48906, 49385] kkr\_imp\_sub\_wc
+99 [] 3 True [48849, 49309] kkr\_imp\_sub\_wc
+
+ kkr\_step\_success workflow\_version convergence\_value pk \textbackslash{}
+0 True 0.9.4 2.821800e-08 43266
+1 True 0.9.4 5.680900e-08 43130
+2 True 0.9.4 7.825400e-08 43919
+3 True 0.9.4 7.255800e-08 43148
+4 True 0.9.4 3.281600e-08 43776
+.. {\ldots} {\ldots} {\ldots} {\ldots}
+95 True 0.9.4 7.738500e-08 48335
+96 True 0.9.4 5.557400e-08 50069
+97 True 0.9.4 7.039000e-08 50216
+98 True 0.9.4 5.915200e-08 49385
+99 True 0.9.4 7.608900e-08 49309
+
+ convergence\_reached {\ldots} label version \textbackslash{}
+0 True {\ldots} Co:Be v01
+1 True {\ldots} Al:Pd v01
+2 True {\ldots} H:V v01
+3 True {\ldots} Cs:Tl v01
+4 True {\ldots} Na:Sc v01
+.. {\ldots} {\ldots} {\ldots} {\ldots}
+95 True {\ldots} Be:V v01
+96 True {\ldots} Ag:K v01
+97 True {\ldots} Pb:Ru v01
+98 True {\ldots} Sc:Ti v01
+99 True {\ldots} Ta:Tl v01
+
+ \_aiida\_hash scale\_factor \textbackslash{}
+0 82f5d004e85c2392f3e9b9071b2c7147d3009ea79f406f{\ldots} 1.0
+1 9b371c373264db3919c1b09b1fce1ccb916e5973f8a698{\ldots} 1.0
+2 6d923d9e34ad1ad579b84bfee59c88c9ba45965f471c76{\ldots} 1.0
+3 0bc37ec08c896de0c96a846bb6b851581703acdd9dd38b{\ldots} 1.0
+4 f18d989a9d9ed359e71031eb0e3595060db57aa795b5f4{\ldots} 1.0
+.. {\ldots} {\ldots}
+95 cc2081eee75ecf830ddc6256fc9ab9ddc0863df3a577b9{\ldots} 1.0
+96 63b1aebd5700263e226bbdd20c5b5d32ba75b65b44115a{\ldots} 1.0
+97 af914736df50a587063149618cba63819d8d505e44aa54{\ldots} 1.0
+98 f89a7748d35639681128a5dbd560b7211425bd57b389b0{\ldots} 1.0
+99 2d1393f2b552291005be6da547072a0882e8ea50e8860d{\ldots} 1.0
+
+ aiida-kkr \textbackslash{}
+0 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+1 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+2 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+3 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+4 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+.. {\ldots}
+95 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+96 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+97 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+98 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+99 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+
+ notebook: \textbackslash{}
+0 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+1 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+2 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+3 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+4 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+.. {\ldots}
+95 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+96 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+97 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+98 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+99 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+
+ aiida\_utils\_by\_wasmer ANG\_BOHR\_KKR \textbackslash{}
+0 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+1 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+2 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+3 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+4 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+.. {\ldots} {\ldots}
+95 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+96 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+97 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+98 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+99 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+
+ RY\_TO\_EV\_KKR constants\_version
+0 13.605693 OLD
+1 13.605693 OLD
+2 13.605693 OLD
+3 13.605693 OLD
+4 13.605693 OLD
+.. {\ldots} {\ldots}
+95 13.605693 OLD
+96 13.605693 OLD
+97 13.605693 OLD
+98 13.605693 OLD
+99 13.605693 OLD
+
+[100 rows x 123 columns]
+\end{Verbatim}
+\end{tcolorbox}
+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
+\prompt{In}{incolor}{77}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+\PY{n}{table}
+\end{Verbatim}
+\end{tcolorbox}
+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=.5pt, pad at break*=1mm, opacityfill=0]
+\prompt{Out}{outcolor}{77}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+ uuid label version \textbackslash{}
+0 3f143d47-0f72-4f64-ae88-59a530b20d20 Fe:Sc v01
+1 7899e4b2-befb-4117-9029-b60c9633ce1b As:Pd v01
+2 8716c58d-e8f3-4d30-8c86-51efade32a89 Tc:Al v01
+3 2e8afdd5-3b8e-4c2a-b0a4-7a5e753bfa8d Ta:Zn v01
+4 1801a504-c30f-4c01-97f7-63bd2f33fa54 Cl:K v01
+.. {\ldots} {\ldots} {\ldots}
+295 7f5861e3-12d4-462c-a828-2d392042dc7d Be:V v01
+296 d2564e5e-b0cd-4e0e-84af-43390843e3df Ag:K v01
+297 0c8c8b06-5fb1-4daf-87a7-2c29019ffbf6 Pb:Ru v01
+298 945a36b8-f698-4ee1-90b2-4be6ea3163ea Sc:Ti v01
+299 e5fee85b-892b-4ce7-a891-d4193728449c Ta:Tl v01
+
+ \_aiida\_hash scale\_factor \textbackslash{}
+0 311758088d8a960b7dce9b46fff13b2a800cb544250d4d{\ldots} 1.0
+1 c0690745cbf7dea6ff7dbc919395023adbf391ae84e70f{\ldots} 1.0
+2 137edd53e4792d1fa470ef6df03eb63fecc7a639b4c0cb{\ldots} 1.0
+3 639f58ee5de63f66709585bff68fd0602592ed7b23e72a{\ldots} 1.0
+4 7b435691d160aa06f745cc739feddc8afe62499827befa{\ldots} 1.0
+.. {\ldots} {\ldots}
+295 cc2081eee75ecf830ddc6256fc9ab9ddc0863df3a577b9{\ldots} 1.0
+296 63b1aebd5700263e226bbdd20c5b5d32ba75b65b44115a{\ldots} 1.0
+297 af914736df50a587063149618cba63819d8d505e44aa54{\ldots} 1.0
+298 f89a7748d35639681128a5dbd560b7211425bd57b389b0{\ldots} 1.0
+299 2d1393f2b552291005be6da547072a0882e8ea50e8860d{\ldots} 1.0
+
+ aiida-kkr \textbackslash{}
+0 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+1 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+2 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+3 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+4 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+.. {\ldots}
+295 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+296 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+297 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+298 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+299 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+
+ notebook: \textbackslash{}
+0 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+1 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+2 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+3 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+4 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+.. {\ldots}
+295 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+296 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+297 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+298 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+299 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+
+ aiida\_utils\_by\_wasmer ANG\_BOHR\_KKR \textbackslash{}
+0 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+1 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+2 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+3 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+4 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+.. {\ldots} {\ldots}
+295 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+296 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+297 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+298 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+299 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+
+ RY\_TO\_EV\_KKR {\ldots} converged voro\_wc\_success kkrimp\_wc\_success \textbackslash{}
+0 13.605693 {\ldots} True True True
+1 13.605693 {\ldots} True True True
+2 13.605693 {\ldots} True True True
+3 13.605693 {\ldots} True True True
+4 13.605693 {\ldots} True True True
+.. {\ldots} {\ldots} {\ldots} {\ldots} {\ldots}
+295 13.605693 {\ldots} True True True
+296 13.605693 {\ldots} True True True
+297 13.605693 {\ldots} True True True
+298 13.605693 {\ldots} True True True
+299 13.605693 {\ldots} True True True
+
+ kkr\_imp\_sub auxiliary\_voronoi number\_of\_rms\_steps \textbackslash{}
+0 30417 30185 135
+1 30534 30335 166
+2 30400 30352 120
+3 30622 30464 195
+4 30741 30597 135
+.. {\ldots} {\ldots} {\ldots}
+295 47937 47625 187
+296 49002 47805 138
+297 48845 48609 289
+298 48901 48626 148
+299 48837 48053 124
+
+ last\_calculation\_uuid process\_label \textbackslash{}
+0 19694109-7061-406a-b013-1de39319603e kkr\_imp\_wc
+1 87aa488a-bb42-44b1-b3ec-d07e0185bd86 kkr\_imp\_wc
+2 3210d9e4-2eca-45d4-926e-809ebdf478b7 kkr\_imp\_wc
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+4 4005a587-a3fe-4386-9a1d-e85700496954 kkr\_imp\_wc
+.. {\ldots} {\ldots}
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+296 0a3c3551-b080-4ae2-9d3f-ce0c220007ed kkr\_imp\_wc
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+298 fe163b06-4919-4157-a7d6-4acff2389b90 kkr\_imp\_wc
+299 12e8c4e2-c4a5-4852-be02-451856ed28ba kkr\_imp\_wc
+
+ process\_state exit\_status
+0 ProcessState.FINISHED 0
+1 ProcessState.FINISHED 0
+2 ProcessState.FINISHED 0
+3 ProcessState.FINISHED 0
+4 ProcessState.FINISHED 0
+.. {\ldots} {\ldots}
+295 ProcessState.FINISHED 0
+296 ProcessState.FINISHED 0
+297 ProcessState.FINISHED 0
+298 ProcessState.FINISHED 0
+299 ProcessState.FINISHED 0
+
+[300 rows x 123 columns]
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+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
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+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
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+ \end{Verbatim}
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+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
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+\begin{Verbatim}[commandchars=\\\{\}]
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+ \begin{tcolorbox}[breakable, size=fbox, boxrule=.5pt, pad at break*=1mm, opacityfill=0]
+\prompt{Out}{outcolor}{80}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
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+ ['label'],
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+ ['outputs', 'last\_calc\_info', 'last\_calc\_nodeinfo', 'pk'],
+ ['outputs', 'last\_calc\_info', 'last\_calc\_nodeinfo', 'uuid'],
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+ ['outputs',
+ 'last\_calc\_output\_parameters',
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+ 'last\_calc\_output\_parameters',
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+ ['outputs', 'last\_calc\_output\_parameters', 'total\_charge\_per\_atom\_unit'],
+ ['outputs', 'last\_calc\_output\_parameters', 'charge\_core\_states\_per\_atom'],
+ ['outputs', 'last\_calc\_output\_parameters', 'number\_of\_atoms\_in\_unit\_cell'],
+ ['outputs', 'last\_calc\_output\_parameters', 'single\_particle\_energies\_unit'],
+ ['outputs', 'last\_calc\_output\_parameters', 'charge\_valence\_states\_per\_atom'],
+ ['outputs',
+ 'last\_calc\_output\_parameters',
+ 'charge\_core\_states\_per\_atom\_unit'],
+ ['outputs',
+ 'last\_calc\_output\_parameters',
+ 'charge\_valence\_states\_per\_atom\_unit'],
+ ['outputs', 'workflow\_info', 'converged'],
+ ['outputs', 'workflow\_info', 'impurity\_info', 'Rcut'],
+ ['outputs', 'workflow\_info', 'impurity\_info', 'Zimp'],
+ ['outputs', 'workflow\_info', 'impurity\_info', 'ilayer\_center'],
+ ['outputs', 'workflow\_info', 'workflow\_name'],
+ ['outputs', 'workflow\_info', 'voro\_wc\_success'],
+ ['outputs', 'workflow\_info', 'workflow\_version'],
+ ['outputs', 'workflow\_info', 'kkrimp\_wc\_success'],
+ ['outputs', 'workflow\_info', 'used\_subworkflows', 'kkr\_imp\_sub'],
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+ ['outputs', 'workflow\_info', 'last\_calculation\_uuid'],
+ ['outputs', 'workflow\_info', 'convergence\_values\_all\_steps'],
+ ['process\_label'],
+ ['process\_state'],
+ ['exit\_status']]
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+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
+\prompt{In}{incolor}{83}{\boxspacing}
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+\end{tcolorbox}
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+ \begin{Verbatim}[commandchars=\\\{\}]
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+ "attributes": \{
+ "cell": null,
+ "pbc1": null,
+ "pbc2": null,
+ "pbc3": null,
+ "kinds": null,
+ "sites": null
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+ "cell": null,
+ "cell\_angles": null,
+ "cell\_lengths": null,
+ "get\_cell\_volume": null,
+ "get\_formula": null,
+ "kinds": null,
+ "pbc": null,
+ "sites": null
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+ \end{Verbatim}
+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
+\prompt{In}{incolor}{ }{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+
+\end{Verbatim}
+\end{tcolorbox}
+
+
+ % Add a bibliography block to the postdoc
+
+
+
+\end{document}
diff --git a/fig/imp/tabulator/jupyter_tabulator_table-only.pdf b/fig/imp/tabulator/jupyter_tabulator_table-only.pdf
new file mode 100644
index 0000000..1c28af1
--- /dev/null
+++ b/fig/imp/tabulator/jupyter_tabulator_table-only.pdf
@@ -0,0 +1,3 @@
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+oid sha256:28a09b78cf3d809da4c7fd7b6a8afb3b891f222d4fb2e6f05c185d7d3754f515
+size 22262
diff --git a/fig/imp/tabulator/jupyter_tabulator_table-only.tex b/fig/imp/tabulator/jupyter_tabulator_table-only.tex
new file mode 100644
index 0000000..823960b
--- /dev/null
+++ b/fig/imp/tabulator/jupyter_tabulator_table-only.tex
@@ -0,0 +1,506 @@
+\documentclass[11pt]{article}
+
+ \usepackage[breakable]{tcolorbox}
+ \usepackage{parskip} % Stop auto-indenting (to mimic markdown behaviour)
+
+ \usepackage{iftex}
+ \ifPDFTeX
+ \usepackage[T1]{fontenc}
+ \usepackage{mathpazo}
+ \else
+ \usepackage{fontspec}
+ \fi
+
+ % Basic figure setup, for now with no caption control since it's done
+ % automatically by Pandoc (which extracts  syntax from Markdown).
+ \usepackage{graphicx}
+ % Maintain compatibility with old templates. Remove in nbconvert 6.0
+ \let\Oldincludegraphics\includegraphics
+ % Ensure that by default, figures have no caption (until we provide a
+ % proper Figure object with a Caption API and a way to capture that
+ % in the conversion process - todo).
+ \usepackage{caption}
+ \DeclareCaptionFormat{nocaption}{}
+ \captionsetup{format=nocaption,aboveskip=0pt,belowskip=0pt}
+
+ \usepackage{float}
+ \floatplacement{figure}{H} % forces figures to be placed at the correct location
+ \usepackage{xcolor} % Allow colors to be defined
+ \usepackage{enumerate} % Needed for markdown enumerations to work
+ \usepackage{geometry} % Used to adjust the document margins
+ \usepackage{amsmath} % Equations
+ \usepackage{amssymb} % Equations
+ \usepackage{textcomp} % defines textquotesingle
+ % Hack from http://tex.stackexchange.com/a/47451/13684:
+ \AtBeginDocument{%
+ \def\PYZsq{\textquotesingle}% Upright quotes in Pygmentized code
+ }
+ \usepackage{upquote} % Upright quotes for verbatim code
+ \usepackage{eurosym} % defines \euro
+ \usepackage[mathletters]{ucs} % Extended unicode (utf-8) support
+ \usepackage{fancyvrb} % verbatim replacement that allows latex
+ \usepackage{grffile} % extends the file name processing of package graphics
+ % to support a larger range
+ \makeatletter % fix for old versions of grffile with XeLaTeX
+ \@ifpackagelater{grffile}{2019/11/01}
+ {
+ % Do nothing on new versions
+ }
+ {
+ \def\Gread@@xetex#1{%
+ \IfFileExists{"\Gin@base".bb}%
+ {\Gread@eps{\Gin@base.bb}}%
+ {\Gread@@xetex@aux#1}%
+ }
+ }
+ \makeatother
+ \usepackage[Export]{adjustbox} % Used to constrain images to a maximum size
+ \adjustboxset{max size={0.9\linewidth}{0.9\paperheight}}
+
+ % The hyperref package gives us a pdf with properly built
+ % internal navigation ('pdf bookmarks' for the table of contents,
+ % internal cross-reference links, web links for URLs, etc.)
+ \usepackage{hyperref}
+ % The default LaTeX title has an obnoxious amount of whitespace. By default,
+ % titling removes some of it. It also provides customization options.
+ \usepackage{titling}
+ \usepackage{longtable} % longtable support required by pandoc >1.10
+ \usepackage{booktabs} % table support for pandoc > 1.12.2
+ \usepackage[inline]{enumitem} % IRkernel/repr support (it uses the enumerate* environment)
+ \usepackage[normalem]{ulem} % ulem is needed to support strikethroughs (\sout)
+ % normalem makes italics be italics, not underlines
+ \usepackage{mathrsfs}
+
+
+
+ % Colors for the hyperref package
+ \definecolor{urlcolor}{rgb}{0,.145,.698}
+ \definecolor{linkcolor}{rgb}{.71,0.21,0.01}
+ \definecolor{citecolor}{rgb}{.12,.54,.11}
+
+ % ANSI colors
+ \definecolor{ansi-black}{HTML}{3E424D}
+ \definecolor{ansi-black-intense}{HTML}{282C36}
+ \definecolor{ansi-red}{HTML}{E75C58}
+ \definecolor{ansi-red-intense}{HTML}{B22B31}
+ \definecolor{ansi-green}{HTML}{00A250}
+ \definecolor{ansi-green-intense}{HTML}{007427}
+ \definecolor{ansi-yellow}{HTML}{DDB62B}
+ \definecolor{ansi-yellow-intense}{HTML}{B27D12}
+ \definecolor{ansi-blue}{HTML}{208FFB}
+ \definecolor{ansi-blue-intense}{HTML}{0065CA}
+ \definecolor{ansi-magenta}{HTML}{D160C4}
+ \definecolor{ansi-magenta-intense}{HTML}{A03196}
+ \definecolor{ansi-cyan}{HTML}{60C6C8}
+ \definecolor{ansi-cyan-intense}{HTML}{258F8F}
+ \definecolor{ansi-white}{HTML}{C5C1B4}
+ \definecolor{ansi-white-intense}{HTML}{A1A6B2}
+ \definecolor{ansi-default-inverse-fg}{HTML}{FFFFFF}
+ \definecolor{ansi-default-inverse-bg}{HTML}{000000}
+
+ % common color for the border for error outputs.
+ \definecolor{outerrorbackground}{HTML}{FFDFDF}
+
+ % commands and environments needed by pandoc snippets
+ % extracted from the output of `pandoc -s`
+ \providecommand{\tightlist}{%
+ \setlength{\itemsep}{0pt}\setlength{\parskip}{0pt}}
+ \DefineVerbatimEnvironment{Highlighting}{Verbatim}{commandchars=\\\{\}}
+ % Add ',fontsize=\small' for more characters per line
+ \newenvironment{Shaded}{}{}
+ \newcommand{\KeywordTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{\textbf{{#1}}}}
+ \newcommand{\DataTypeTok}[1]{\textcolor[rgb]{0.56,0.13,0.00}{{#1}}}
+ \newcommand{\DecValTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}}
+ \newcommand{\BaseNTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}}
+ \newcommand{\FloatTok}[1]{\textcolor[rgb]{0.25,0.63,0.44}{{#1}}}
+ \newcommand{\CharTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}}
+ \newcommand{\StringTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}}
+ \newcommand{\CommentTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textit{{#1}}}}
+ \newcommand{\OtherTok}[1]{\textcolor[rgb]{0.00,0.44,0.13}{{#1}}}
+ \newcommand{\AlertTok}[1]{\textcolor[rgb]{1.00,0.00,0.00}{\textbf{{#1}}}}
+ \newcommand{\FunctionTok}[1]{\textcolor[rgb]{0.02,0.16,0.49}{{#1}}}
+ \newcommand{\RegionMarkerTok}[1]{{#1}}
+ \newcommand{\ErrorTok}[1]{\textcolor[rgb]{1.00,0.00,0.00}{\textbf{{#1}}}}
+ \newcommand{\NormalTok}[1]{{#1}}
+
+ % Additional commands for more recent versions of Pandoc
+ \newcommand{\ConstantTok}[1]{\textcolor[rgb]{0.53,0.00,0.00}{{#1}}}
+ \newcommand{\SpecialCharTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}}
+ \newcommand{\VerbatimStringTok}[1]{\textcolor[rgb]{0.25,0.44,0.63}{{#1}}}
+ \newcommand{\SpecialStringTok}[1]{\textcolor[rgb]{0.73,0.40,0.53}{{#1}}}
+ \newcommand{\ImportTok}[1]{{#1}}
+ \newcommand{\DocumentationTok}[1]{\textcolor[rgb]{0.73,0.13,0.13}{\textit{{#1}}}}
+ \newcommand{\AnnotationTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}}
+ \newcommand{\CommentVarTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}}
+ \newcommand{\VariableTok}[1]{\textcolor[rgb]{0.10,0.09,0.49}{{#1}}}
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+ \newcommand{\OperatorTok}[1]{\textcolor[rgb]{0.40,0.40,0.40}{{#1}}}
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+ \newcommand{\PreprocessorTok}[1]{\textcolor[rgb]{0.74,0.48,0.00}{{#1}}}
+ \newcommand{\AttributeTok}[1]{\textcolor[rgb]{0.49,0.56,0.16}{{#1}}}
+ \newcommand{\InformationTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}}
+ \newcommand{\WarningTok}[1]{\textcolor[rgb]{0.38,0.63,0.69}{\textbf{\textit{{#1}}}}}
+
+
+ % Define a nice break command that doesn't care if a line doesn't already
+ % exist.
+ \def\br{\hspace*{\fill} \\* }
+ % Math Jax compatibility definitions
+ \def\gt{>}
+ \def\lt{<}
+ \let\Oldtex\TeX
+ \let\Oldlatex\LaTeX
+ \renewcommand{\TeX}{\textrm{\Oldtex}}
+ \renewcommand{\LaTeX}{\textrm{\Oldlatex}}
+ % Document parameters
+ % Document title
+ \title{tmp\_presentation\_tabulator}
+
+
+
+
+
+% Pygments definitions
+\makeatletter
+\def\PY@reset{\let\PY@it=\relax \let\PY@bf=\relax%
+ \let\PY@ul=\relax \let\PY@tc=\relax%
+ \let\PY@bc=\relax \let\PY@ff=\relax}
+\def\PY@tok#1{\csname PY@tok@#1\endcsname}
+\def\PY@toks#1+{\ifx\relax#1\empty\else%
+ \PY@tok{#1}\expandafter\PY@toks\fi}
+\def\PY@do#1{\PY@bc{\PY@tc{\PY@ul{%
+ \PY@it{\PY@bf{\PY@ff{#1}}}}}}}
+\def\PY#1#2{\PY@reset\PY@toks#1+\relax+\PY@do{#2}}
+
+\@namedef{PY@tok@w}{\def\PY@tc##1{\textcolor[rgb]{0.73,0.73,0.73}{##1}}}
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+ % Some characters . , ; ? ! / are not pygmentized.
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+ \newcommand*\Wrappedbreaksatpunct {%
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+ \lccode`\~`\/\lowercase{\def~}{\discretionary{\hbox{\char`\/}}{\Wrappedafterbreak}{\hbox{\char`\/}}}%
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+ \catcode`\!\active
+ \catcode`\/\active
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+ \makeatletter
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+ % Breaks at punctuation characters . , ; ? ! and / need catcode=\active
+ \OriginalVerbatim[#1,codes*=\Wrappedbreaksatpunct]%
+ }
+ \makeatother
+
+ % Exact colors from NB
+ \definecolor{incolor}{HTML}{303F9F}
+ \definecolor{outcolor}{HTML}{D84315}
+ \definecolor{cellborder}{HTML}{CFCFCF}
+ \definecolor{cellbackground}{HTML}{F7F7F7}
+
+ % prompt
+ \makeatletter
+ \newcommand{\boxspacing}{\kern\kvtcb@left@rule\kern\kvtcb@boxsep}
+ \makeatother
+ \newcommand{\prompt}[4]{
+ {\ttfamily\llap{{\color{#2}[#3]:\hspace{3pt}#4}}\vspace{-\baselineskip}}
+ }
+
+
+
+ % Prevent overflowing lines due to hard-to-break entities
+ \sloppy
+ % Setup hyperref package
+ \hypersetup{
+ breaklinks=true, % so long urls are correctly broken across lines
+ colorlinks=true,
+ urlcolor=urlcolor,
+ linkcolor=linkcolor,
+ citecolor=citecolor,
+ }
+ % Slightly bigger margins than the latex defaults
+
+ \geometry{verbose,tmargin=1in,bmargin=1in,lmargin=1in,rmargin=1in}
+
+
+
+\begin{document}
+
+ \maketitle
+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=1pt, pad at break*=1mm,colback=cellbackground, colframe=cellborder]
+\prompt{In}{incolor}{92}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+\PY{k+kn}{import} \PY{n+nn}{aiida\PYZus{}jutools} \PY{k}{as} \PY{n+nn}{jutools}
+\PY{n}{tabulator} \PY{o}{=} \PY{n}{jutools}\PY{o}{.}\PY{n}{io}\PY{o}{.}\PY{n}{tabulator}\PY{o}{.}\PY{n}{NodeTabulator}\PY{p}{(}\PY{p}{)}
+\PY{n}{table} \PY{o}{=} \PY{n}{tabulator}\PY{o}{.}\PY{n}{tabulate}\PY{p}{(}\PY{n}{workchains}\PY{p}{)}
+\PY{n}{table}
+\end{Verbatim}
+\end{tcolorbox}
+
+ \begin{tcolorbox}[breakable, size=fbox, boxrule=.5pt, pad at break*=1mm, opacityfill=0]
+\prompt{Out}{outcolor}{92}{\boxspacing}
+\begin{Verbatim}[commandchars=\\\{\}]
+ warnings loop\_count successful pks\_all\_calcs workflow\_name \textbackslash{}
+0 [] 3 True [42978, 43266] kkr\_imp\_sub\_wc
+1 [] 3 True [42446, 43130] kkr\_imp\_sub\_wc
+2 [] 4 True [42471, 43325, 43919] kkr\_imp\_sub\_wc
+3 [] 3 True [42489, 43148] kkr\_imp\_sub\_wc
+4 [] 3 True [42983, 43776] kkr\_imp\_sub\_wc
+.. {\ldots} {\ldots} {\ldots} {\ldots} {\ldots}
+95 [] 3 True [48006, 48335] kkr\_imp\_sub\_wc
+96 [] 3 True [49060, 50069] kkr\_imp\_sub\_wc
+97 [] 4 True [48880, 49358, 50216] kkr\_imp\_sub\_wc
+98 [] 3 True [48906, 49385] kkr\_imp\_sub\_wc
+99 [] 3 True [48849, 49309] kkr\_imp\_sub\_wc
+
+ kkr\_step\_success workflow\_version convergence\_value pk \textbackslash{}
+0 True 0.9.4 2.821800e-08 43266
+1 True 0.9.4 5.680900e-08 43130
+2 True 0.9.4 7.825400e-08 43919
+3 True 0.9.4 7.255800e-08 43148
+4 True 0.9.4 3.281600e-08 43776
+.. {\ldots} {\ldots} {\ldots} {\ldots}
+95 True 0.9.4 7.738500e-08 48335
+96 True 0.9.4 5.557400e-08 50069
+97 True 0.9.4 7.039000e-08 50216
+98 True 0.9.4 5.915200e-08 49385
+99 True 0.9.4 7.608900e-08 49309
+
+ convergence\_reached {\ldots} label version \textbackslash{}
+0 True {\ldots} Co:Be v01
+1 True {\ldots} Al:Pd v01
+2 True {\ldots} H:V v01
+3 True {\ldots} Cs:Tl v01
+4 True {\ldots} Na:Sc v01
+.. {\ldots} {\ldots} {\ldots} {\ldots}
+95 True {\ldots} Be:V v01
+96 True {\ldots} Ag:K v01
+97 True {\ldots} Pb:Ru v01
+98 True {\ldots} Sc:Ti v01
+99 True {\ldots} Ta:Tl v01
+
+ \_aiida\_hash scale\_factor \textbackslash{}
+0 82f5d004e85c2392f3e9b9071b2c7147d3009ea79f406f{\ldots} 1.0
+1 9b371c373264db3919c1b09b1fce1ccb916e5973f8a698{\ldots} 1.0
+2 6d923d9e34ad1ad579b84bfee59c88c9ba45965f471c76{\ldots} 1.0
+3 0bc37ec08c896de0c96a846bb6b851581703acdd9dd38b{\ldots} 1.0
+4 f18d989a9d9ed359e71031eb0e3595060db57aa795b5f4{\ldots} 1.0
+.. {\ldots} {\ldots}
+95 cc2081eee75ecf830ddc6256fc9ab9ddc0863df3a577b9{\ldots} 1.0
+96 63b1aebd5700263e226bbdd20c5b5d32ba75b65b44115a{\ldots} 1.0
+97 af914736df50a587063149618cba63819d8d505e44aa54{\ldots} 1.0
+98 f89a7748d35639681128a5dbd560b7211425bd57b389b0{\ldots} 1.0
+99 2d1393f2b552291005be6da547072a0882e8ea50e8860d{\ldots} 1.0
+
+ aiida-kkr \textbackslash{}
+0 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+1 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+2 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+3 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+4 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+.. {\ldots}
+95 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+96 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+97 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+98 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+99 https://github.com/JuDFTteam/aiida-kkr/commit/{\ldots}
+
+ notebook: \textbackslash{}
+0 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+1 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+2 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+3 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+4 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+.. {\ldots}
+95 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+96 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+97 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+98 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+99 https://iffgit.fz-juelich.de/wasmer/aiida-kkr\_{\ldots}
+
+ aiida\_utils\_by\_wasmer ANG\_BOHR\_KKR \textbackslash{}
+0 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+1 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+2 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+3 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+4 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+.. {\ldots} {\ldots}
+95 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+96 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+97 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+98 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+99 https://iffgit.fz-juelich.de/wasmer/aiida\_util{\ldots} 1.889726
+
+ RY\_TO\_EV\_KKR constants\_version
+0 13.605693 OLD
+1 13.605693 OLD
+2 13.605693 OLD
+3 13.605693 OLD
+4 13.605693 OLD
+.. {\ldots} {\ldots}
+95 13.605693 OLD
+96 13.605693 OLD
+97 13.605693 OLD
+98 13.605693 OLD
+99 13.605693 OLD
+
+[100 rows x 123 columns]
+\end{Verbatim}
+\end{tcolorbox}
+
+
+
+ % Add a bibliography block to the postdoc
+
+
+
+\end{document}
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+size 26821
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+version https://git-lfs.github.com/spec/v1
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+size 16131
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+version https://git-lfs.github.com/spec/v1
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+size 9174
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+size 11633
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+oid sha256:970808d393d25422c208a2662407b5d6889c33498883b0383f8fcb1996a29cdd
+size 246405
diff --git a/fig/imp/uml/aiida-kkr-ml/data_generator/load.pdf b/fig/imp/uml/aiida-kkr-ml/data_generator/load.pdf
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index 0000000..a0d967f
--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4fd38c3a0280bdbf7333b9180c8145f13e72bb3373a507f74dcb1f15f7e7cceb
+size 58574
diff --git a/fig/imp/uml/aiida-kkr-ml/data_generator/load.pyns b/fig/imp/uml/aiida-kkr-ml/data_generator/load.pyns
new file mode 100644
index 0000000..3695eaf
--- /dev/null
+++ b/fig/imp/uml/aiida-kkr-ml/data_generator/load.pyns
@@ -0,0 +1,20 @@
+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'Codes', 'x':1099, 'y':240, 'width':60, 'height':91, 'attrs': 'host|imp|voro', 'meths': ''}
+{'type':'umlshape', 'id':'StructureScaleFactors', 'x':768, 'y':515, 'width':220, 'height':171, 'attrs': 'augmentation_factor|augmentation_factor_range|getter_settings|group|group_scale_factors|loop_scale_factors', 'meths': 'get|load_or_create'}
+{'type':'umlshape', 'id':'Groups', 'x':853, 'y':360, 'width':73, 'height':105, 'attrs': 'hih|host|imp|structure', 'meths': ''}
+{'type':'umlshape', 'id':'ScaleFactorElements', 'x':1128, 'y':543, 'width':200, 'height':119, 'attrs': 'hih|host|imp|periodic|structures', 'meths': ''}
+{'type':'umlshape', 'id':'aiida_kkr_ml.data_generator.load', 'x':961, 'y':376, 'width':330, 'height':77, 'attrs': '', 'meths': 'load_structures|step4_load_or_create_completion_matrix'}
+{'type':'umlshape', 'id':'ChemicalElements', 'x':1375, 'y':66, 'width':171, 'height':633, 'attrs': 'data|distinct|elmts|plotting_profile', 'meths': 'add_elements|adjust_flat_elements|clear|compare_groups|complement|contains_item|count|count_groups|difference|expand_allowed_elements|flatten|get_data|get_groups_for|group_difference|groups|hidden_group|hidden_key|intersection|invert|is_flat|items|keys|list_of_attributes|load_plotting_profile|plot|pop_data|print|remove_elements|rename_group|save_plotting_profile|select_groups|set_data|symmetrical_difference|to_file|to_string|union|values'}
+{'type':'umlshape', 'id':'PeriodicTable', 'x':1208, 'y':66, 'width':140, 'height':91, 'attrs': 'crystal|magnet|table', 'meths': ''}
+{'type':'umlshape', 'id':'masci_tools.util', 'x':1372, 'y':26, 'width':170, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'edge', 'id':'StructureScaleFactors_to_ScaleFactorElements', 'source':'StructureScaleFactors', 'target':'ScaleFactorElements', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'StructureScaleFactors_to_Groups', 'source':'StructureScaleFactors', 'target':'Groups', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'StructureScaleFactors_to_aiida_kkr_ml.data_generator.load', 'source':'StructureScaleFactors', 'target':'aiida_kkr_ml.data_generator.load', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'Groups_to_aiida_kkr_ml.data_generator.load', 'source':'Groups', 'target':'aiida_kkr_ml.data_generator.load', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'Codes_to_aiida_kkr_ml.data_generator.load', 'source':'Codes', 'target':'aiida_kkr_ml.data_generator.load', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'ScaleFactorElements_to_aiida_kkr_ml.data_generator.load', 'source':'ScaleFactorElements', 'target':'aiida_kkr_ml.data_generator.load', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'ChemicalElements_to_ChemicalElements', 'source':'ChemicalElements', 'target':'ChemicalElements', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'ChemicalElements_to_PeriodicTable', 'source':'ChemicalElements', 'target':'PeriodicTable', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'ChemicalElements_to_masci_tools.util', 'source':'ChemicalElements', 'target':'masci_tools.util', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'ChemicalElements_to_ScaleFactorElements', 'source':'ChemicalElements', 'target':'ScaleFactorElements', 'uml_edge_type': 'composition'}
diff --git a/fig/imp/uml/aiida-kkr-ml/data_generator/load.svg b/fig/imp/uml/aiida-kkr-ml/data_generator/load.svg
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index 0000000..6ddf74b
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+++ b/fig/imp/uml/aiida-kkr-ml/data_generator/load.svg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cfac67117775684cb30d94a88c2eb9d928125fcbf3f434de29d25be9ef999a2b
+size 125074
diff --git a/fig/imp/uml/aiida-kkr-ml/data_generator/submit.pdf b/fig/imp/uml/aiida-kkr-ml/data_generator/submit.pdf
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f89383da70e6034008faad1ab594651374021a95193c562a5e282af60e73f38a
+size 67838
diff --git a/fig/imp/uml/aiida-kkr-ml/data_generator/submit.pyns b/fig/imp/uml/aiida-kkr-ml/data_generator/submit.pyns
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index 0000000..c2fae1b
--- /dev/null
+++ b/fig/imp/uml/aiida-kkr-ml/data_generator/submit.pyns
@@ -0,0 +1,38 @@
+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'Loop', 'x':327, 'y':322, 'width':80, 'height':87, 'attrs': 'controller', 'meths': 'run'}
+{'type':'umlshape', 'id':'HostLoop', 'x':561, 'y':261, 'width':90, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'aiida_kkr_ml.data_generation.submit', 'x':189, 'y':124, 'width':360, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'GfWriteoutLoop', 'x':524, 'y':351, 'width':150, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'ImpurityLoop', 'x':536, 'y':447, 'width':130, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'KkrWorkchainExtrasManager', 'x':33, 'y':538, 'width':260, 'height':101, 'attrs': 'version_checker', 'meths': 'set_many|set_single'}
+{'type':'umlshape', 'id':'aiida_kkr_ml.data_generation.extras', 'x':-18, 'y':682, 'width':360, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'KkrConstantsVersionChecker', 'x':387, 'y':539, 'width':270, 'height':101, 'attrs': 'records|runtime_version', 'meths': 'check_workchains'}
+{'type':'umlshape', 'id':'aiida_jutools.plugins.kkr', 'x':388, 'y':681, 'width':260, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Step1_StructureLoading', 'x':759, 'y':177, 'width':230, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Step2_Host-SCF', 'x':759, 'y':263, 'width':150, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Step3_GF-Writeout', 'x':755, 'y':351, 'width':180, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Step4_Impurity-Embedding', 'x':753, 'y':447, 'width':250, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Step5_Classification', 'x':753, 'y':538, 'width':210, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'SCFInputsProvider', 'x':281, 'y':256, 'width':180, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'ImpurityInputsProvider', 'x':251, 'y':445, 'width':230, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'KkrInputsProvider', 'x':38, 'y':293, 'width':180, 'height':143, 'attrs': 'TEMPLATE|codes|computer_options|elements|groups', 'meths': 'get'}
+{'type':'umlshape', 'id':'inputs.py', 'x':79, 'y':123, 'width':100, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'edge', 'id':'aiida_kkr_ml.data_generation.submit_to_Loop', 'source':'aiida_kkr_ml.data_generation.submit', 'target':'Loop', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'HostLoop_to_Loop', 'source':'HostLoop', 'target':'Loop', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'ImpurityLoop_to_Loop', 'source':'ImpurityLoop', 'target':'Loop', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'GfWriteoutLoop_to_Loop', 'source':'GfWriteoutLoop', 'target':'Loop', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'KkrWorkchainExtrasManager_to_aiida_kkr_ml.data_generation.extras', 'source':'KkrWorkchainExtrasManager', 'target':'aiida_kkr_ml.data_generation.extras', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrWorkchainExtrasManager_to_Loop', 'source':'KkrWorkchainExtrasManager', 'target':'Loop', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'KkrConstantsVersionChecker_to_aiida_jutools.plugins.kkr', 'source':'KkrConstantsVersionChecker', 'target':'aiida_jutools.plugins.kkr', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrConstantsVersionChecker_to_KkrWorkchainExtrasManager', 'source':'KkrConstantsVersionChecker', 'target':'KkrWorkchainExtrasManager', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'HostLoop_to_Step2_Host-SCF', 'source':'HostLoop', 'target':'Step2_Host-SCF', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'GfWriteoutLoop_to_Step3_GF-Writeout', 'source':'GfWriteoutLoop', 'target':'Step3_GF-Writeout', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'ImpurityLoop_to_Step4_Impurity-Embedding', 'source':'ImpurityLoop', 'target':'Step4_Impurity-Embedding', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrInputsProvider_to_inputs.py', 'source':'KkrInputsProvider', 'target':'inputs.py', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'SCFInputsProvider_to_KkrInputsProvider', 'source':'SCFInputsProvider', 'target':'KkrInputsProvider', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'ImpurityInputsProvider_to_KkrInputsProvider', 'source':'ImpurityInputsProvider', 'target':'KkrInputsProvider', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'HostLoop_to_SCFInputsProvider', 'source':'HostLoop', 'target':'SCFInputsProvider', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'ImpurityLoop_to_ImpurityInputsProvider', 'source':'ImpurityLoop', 'target':'ImpurityInputsProvider', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'GfWriteoutLoop_to_ImpurityInputsProvider', 'source':'GfWriteoutLoop', 'target':'ImpurityInputsProvider', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrInputsProvider_to_Loop', 'source':'KkrInputsProvider', 'target':'Loop', 'uml_edge_type': 'composition'}
diff --git a/fig/imp/uml/aiida-kkr-ml/data_generator/submit.svg b/fig/imp/uml/aiida-kkr-ml/data_generator/submit.svg
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index 0000000..92f34ef
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+version https://git-lfs.github.com/spec/v1
+oid sha256:60dacce600c3199f02f3564761f7477049a506323dcef15fefff06f879a81e35
+size 242362
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index 0000000..cf1b108
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+version https://git-lfs.github.com/spec/v1
+oid sha256:d1c720df80600dee873fd5bf651d7852d263398790195be1f324fca6148cc1d5
+size 27964
diff --git a/fig/imp/uml/aiida-kkr-ml/data_generator/submit2.pyns b/fig/imp/uml/aiida-kkr-ml/data_generator/submit2.pyns
new file mode 100644
index 0000000..2d57e8e
--- /dev/null
+++ b/fig/imp/uml/aiida-kkr-ml/data_generator/submit2.pyns
@@ -0,0 +1,42 @@
+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'Loop', 'x':343, 'y':334, 'width':50, 'height':63, 'attrs': '', 'meths': 'run'}
+{'type':'umlshape', 'id':'HostLoop', 'x':561, 'y':256, 'width':90, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'aiida_kkr_ml.data_generation.submit', 'x':188, 'y':178, 'width':360, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'GfWriteoutLoop', 'x':524, 'y':351, 'width':150, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'ImpurityLoop', 'x':536, 'y':447, 'width':130, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'ComputerOptionsManager', 'x':13, 'y':536, 'width':230, 'height':63, 'attrs': '', 'meths': 'get_options'}
+{'type':'umlshape', 'id':'aiida_jutools.computer', 'x':12, 'y':674, 'width':230, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'SubmissionController', 'x':262, 'y':536, 'width':210, 'height':87, 'attrs': 'submitted', 'meths': 'submit'}
+{'type':'umlshape', 'id':'aiida_jutools.submit', 'x':261, 'y':673, 'width':210, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Step1_StructureLoading', 'x':756, 'y':176, 'width':230, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Step2_Host-SCF', 'x':756, 'y':256, 'width':150, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Step3_GF-Writeout', 'x':755, 'y':351, 'width':180, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Step4_Impurity-Embedding', 'x':753, 'y':447, 'width':250, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Step5_Classification', 'x':753, 'y':561, 'width':210, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'SCFInputsProvider', 'x':281, 'y':256, 'width':180, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'ImpurityInputsProvider', 'x':251, 'y':445, 'width':230, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'KkrInputsProvider', 'x':38, 'y':293, 'width':180, 'height':143, 'attrs': 'TEMPLATE|codes|computer_options|elements|groups', 'meths': 'get'}
+{'type':'umlshape', 'id':'.inputs', 'x':89, 'y':178, 'width':80, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'ProcessClassifier', 'x':515, 'y':534, 'width':180, 'height':87, 'attrs': 'classified', 'meths': 'classifiy'}
+{'type':'umlshape', 'id':'aiida_jutools.process', 'x':494, 'y':672, 'width':220, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'edge', 'id':'aiida_kkr_ml.data_generation.submit_to_Loop', 'source':'aiida_kkr_ml.data_generation.submit', 'target':'Loop', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'HostLoop_to_Loop', 'source':'HostLoop', 'target':'Loop', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'ImpurityLoop_to_Loop', 'source':'ImpurityLoop', 'target':'Loop', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'GfWriteoutLoop_to_Loop', 'source':'GfWriteoutLoop', 'target':'Loop', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'ComputerOptionsManager_to_aiida_jutools.computer', 'source':'ComputerOptionsManager', 'target':'aiida_jutools.computer', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'SubmissionController_to_aiida_jutools.submit', 'source':'SubmissionController', 'target':'aiida_jutools.submit', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'HostLoop_to_Step2_Host-SCF', 'source':'HostLoop', 'target':'Step2_Host-SCF', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'GfWriteoutLoop_to_Step3_GF-Writeout', 'source':'GfWriteoutLoop', 'target':'Step3_GF-Writeout', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'ImpurityLoop_to_Step4_Impurity-Embedding', 'source':'ImpurityLoop', 'target':'Step4_Impurity-Embedding', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrInputsProvider_to_.inputs', 'source':'KkrInputsProvider', 'target':'.inputs', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'SCFInputsProvider_to_KkrInputsProvider', 'source':'SCFInputsProvider', 'target':'KkrInputsProvider', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'ImpurityInputsProvider_to_KkrInputsProvider', 'source':'ImpurityInputsProvider', 'target':'KkrInputsProvider', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'HostLoop_to_SCFInputsProvider', 'source':'HostLoop', 'target':'SCFInputsProvider', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'ImpurityLoop_to_ImpurityInputsProvider', 'source':'ImpurityLoop', 'target':'ImpurityInputsProvider', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'GfWriteoutLoop_to_ImpurityInputsProvider', 'source':'GfWriteoutLoop', 'target':'ImpurityInputsProvider', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrInputsProvider_to_Loop', 'source':'KkrInputsProvider', 'target':'Loop', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'ComputerOptionsManager_to_KkrInputsProvider', 'source':'ComputerOptionsManager', 'target':'KkrInputsProvider', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'SubmissionController_to_Loop', 'source':'SubmissionController', 'target':'Loop', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'aiida_jutools.process_to_ProcessClassifier', 'source':'aiida_jutools.process', 'target':'ProcessClassifier', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'Step5_Classification_to_ProcessClassifier', 'source':'Step5_Classification', 'target':'ProcessClassifier', 'uml_edge_type': 'association'}
diff --git a/fig/imp/uml/aiida-kkr-ml/data_generator/submit2.svg b/fig/imp/uml/aiida-kkr-ml/data_generator/submit2.svg
new file mode 100644
index 0000000..93677fb
--- /dev/null
+++ b/fig/imp/uml/aiida-kkr-ml/data_generator/submit2.svg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:953093f80f9d33f66efa6e741a9c8324fbf45f945acfea8887059a231ed2450e
+size 61897
diff --git a/fig/imp/uml/aiida-kkr-ml/util.pyns b/fig/imp/uml/aiida-kkr-ml/util.pyns
new file mode 100644
index 0000000..7543a60
--- /dev/null
+++ b/fig/imp/uml/aiida-kkr-ml/util.pyns
@@ -0,0 +1,12 @@
+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'PlotterSettings', 'x':1220, 'y':129, 'width':160, 'height':91, 'attrs': 'cmap|figsize|fontsize', 'meths': ''}
+{'type':'umlshape', 'id':'Plotter', 'x':1097, 'y':118, 'width':87, 'height':101, 'attrs': 'settings', 'meths': '__init__|_get_fig_ax'}
+{'type':'umlshape', 'id':'StructurePlotter', 'x':1064, 'y':367, 'width':170, 'height':63, 'attrs': '', 'meths': 'view'}
+{'type':'umlshape', 'id':'FingerprintPlotter', 'x':1267, 'y':313, 'width':190, 'height':129, 'attrs': 'descriptor_type', 'meths': '__init__|combined_lineplot_heatmap|heatmap|lineplot'}
+{'type':'umlshape', 'id':'aiida_kkr_ml.structure_featurizer', 'x':789, 'y':56, 'width':340, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'edge', 'id':'FingerprintPlotter_to_Plotter', 'source':'FingerprintPlotter', 'target':'Plotter', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'StructurePlotter_to_Plotter', 'source':'StructurePlotter', 'target':'Plotter', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'PlotterSettings_to_Plotter', 'source':'PlotterSettings', 'target':'Plotter', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'PlotterSettings_to_FingerprintPlotter', 'source':'PlotterSettings', 'target':'FingerprintPlotter', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'Plotter_to_aiida_kkr_ml.structure_featurizer', 'source':'Plotter', 'target':'aiida_kkr_ml.structure_featurizer', 'uml_edge_type': 'association'}
diff --git a/fig/imp/uml/class-diagram-legend.pdf b/fig/imp/uml/class-diagram-legend.pdf
new file mode 100644
index 0000000..7ff4a06
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+++ b/fig/imp/uml/class-diagram-legend.pdf
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
+oid sha256:d4c4be72846d140549a58301e01754286ce6c02752397451342102b9ee1155ac
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diff --git a/fig/imp/uml/cross-lib/database.pdf b/fig/imp/uml/cross-lib/database.pdf
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index 0000000..0ade599
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+version https://git-lfs.github.com/spec/v1
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diff --git a/fig/imp/uml/cross-lib/database.pyns b/fig/imp/uml/cross-lib/database.pyns
new file mode 100644
index 0000000..258abd4
--- /dev/null
+++ b/fig/imp/uml/cross-lib/database.pyns
@@ -0,0 +1,33 @@
+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'DatasetType', 'x':302, 'y':75, 'width':120, 'height':91, 'attrs': 'FEATURE_SET|LABEL_SET|STRUCTURE_SET', 'meths': ''}
+{'type':'umlshape', 'id':'Database', 'x':57, 'y':78, 'width':185, 'height':343, 'attrs': '', 'meths': 'create_dataset_entry|create_experiment|create_project|delete_dataset|delete_experiment|delete_project|finalize|get_dataframe_location|get_dataset_location|get_dataset_type_location|get_description_location|list_datasets|list_experiments|list_projects|load_dataframe|load_description|refresh_index|rollback|save_dataframe|save_description|validate_description'}
+{'type':'umlshape', 'id':'AiidaDatabase', 'x':56, 'y':646, 'width':140, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'FilesystemDatabase', 'x':58, 'y':451, 'width':190, 'height':77, 'attrs': 'SCHEMA_JSON|SCHEMA_REPO', 'meths': ''}
+{'type':'umlshape', 'id':'Dataset', 'x':313, 'y':190, 'width':94, 'height':185, 'attrs': 'description|experiment|project|set_name|set_type|index', 'meths': 'create|load|load_samples'}
+{'type':'umlshape', 'id':'DatasetIndexer', 'x':631, 'y':421, 'width':150, 'height':115, 'attrs': 'table|primary_key|secondary_keys', 'meths': 'create_index'}
+{'type':'umlshape', 'id':'masci_tools.ml.database', 'x':27, 'y':20, 'width':240, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'KkrSingleImpurityIndexer', 'x':472, 'y':644, 'width':250, 'height':29, 'attrs': '', 'meths': ''}
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+{'type':'umlshape', 'id':'KkrSingleImpurityExtractor', 'x':450, 'y':682, 'width':270, 'height':29, 'attrs': '', 'meths': ''}
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+{'type':'edge', 'id':'FilesystemDatabase_to_Database', 'source':'FilesystemDatabase', 'target':'Database', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'AiidaDatabase_to_Database', 'source':'AiidaDatabase', 'target':'Database', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'DatasetType_to_Database', 'source':'DatasetType', 'target':'Database', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'Database_to_Dataset', 'source':'Database', 'target':'Dataset', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'Database_to_masci_tools.ml.database', 'source':'Database', 'target':'masci_tools.ml.database', 'uml_edge_type': 'association'}
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+{'type':'edge', 'id':'KkrSingleImpurityIndexer_to_DatasetIndexer', 'source':'KkrSingleImpurityIndexer', 'target':'DatasetIndexer', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'DatasetIndexer_to_DataExtractor', 'source':'DatasetIndexer', 'target':'DataExtractor', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'StructureSet_to_Dataset', 'source':'StructureSet', 'target':'Dataset', 'uml_edge_type': 'generalisation'}
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+{'type':'edge', 'id':'ModelSet_to_Dataset', 'source':'ModelSet', 'target':'Dataset', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'AiidaDatabase_to_aiida_jutools.ml.database', 'source':'AiidaDatabase', 'target':'aiida_jutools.ml.database', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrSingleImpurityExtractor_to_DataExtractor', 'source':'KkrSingleImpurityExtractor', 'target':'DataExtractor', 'uml_edge_type': 'generalisation'}
diff --git a/fig/imp/uml/cross-lib/database.svg b/fig/imp/uml/cross-lib/database.svg
new file mode 100644
index 0000000..df55b21
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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diff --git a/fig/imp/uml/cross-lib/database2.pyns b/fig/imp/uml/cross-lib/database2.pyns
new file mode 100644
index 0000000..79f427f
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+++ b/fig/imp/uml/cross-lib/database2.pyns
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+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'MLBase', 'x':76, 'y':119, 'width':150, 'height':217, 'attrs': '', 'meths': 'create_dataset_entry|create_experiment|create_project|delete_dataset|delete_experiment|delete_project|list_datasets|list_experiments|list_projects|load_dataset|finalize|rollback'}
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+{'type':'edge', 'id':'MLBase_to_masci_tools.ml.base', 'source':'MLBase', 'target':'masci_tools.ml.base', 'uml_edge_type': 'association'}
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+{'type':'edge', 'id':'LabelSet_to_DataSet', 'source':'LabelSet', 'target':'DataSet', 'uml_edge_type': 'generalisation'}
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+{'type':'edge', 'id':'KkrSingleImpurityExtractor_to_Extractor', 'source':'KkrSingleImpurityExtractor', 'target':'Extractor', 'uml_edge_type': 'generalisation'}
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+{'type':'edge', 'id':'LabelSet_to_ModelSet', 'source':'LabelSet', 'target':'ModelSet', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'Extractor_to_StructureSet', 'source':'Extractor', 'target':'StructureSet', 'uml_edge_type': 'composition'}
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index 0000000..a275341
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+version https://git-lfs.github.com/spec/v1
+oid sha256:2dc77ff40d06f7f5c9cfb3413323049b0abcaa3938d76d9d9995176b2396b4a9
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new file mode 100644
index 0000000..8a7231c
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+++ b/fig/imp/uml/cross-lib/database2_169.pyns
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+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'MLBase', 'x':308, 'y':114, 'width':150, 'height':217, 'attrs': '', 'meths': 'create_dataset_entry|create_experiment|create_project|delete_dataset|delete_experiment|delete_project|list_datasets|list_experiments|list_projects|load_dataset|finalize|rollback'}
+{'type':'umlshape', 'id':'AiidaMLBase', 'x':124, 'y':298, 'width':120, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'FilesystemMLBase', 'x':104, 'y':184, 'width':170, 'height':77, 'attrs': 'SCHEMA_JSON|SCHEMA_REPO', 'meths': ''}
+{'type':'umlshape', 'id':'DataSet', 'x':624, 'y':130, 'width':94, 'height':185, 'attrs': 'project|experiment|type|name|description|index', 'meths': 'create|load|load_samples'}
+{'type':'umlshape', 'id':'Indexer', 'x':884, 'y':285, 'width':108, 'height':115, 'attrs': 'index|primary_key|secondary_keys', 'meths': 'create_index'}
+{'type':'umlshape', 'id':'masci_tools.ml.base', 'x':284, 'y':35, 'width':200, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'KkrSingleImpurityIndexer', 'x':1082, 'y':328, 'width':250, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Extractor', 'x':887, 'y':180, 'width':100, 'height':63, 'attrs': 'extract', 'meths': ''}
+{'type':'umlshape', 'id':'aiida_kkr_ml.structure_featurization', 'x':1021, 'y':262, 'width':370, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'StructureSet', 'x':727, 'y':355, 'width':130, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'KkrSingleImpurityExtractor', 'x':1070, 'y':200, 'width':270, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'LabelSet', 'x':745, 'y':59, 'width':90, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'FeatureSet', 'x':481, 'y':355, 'width':110, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'ModelSet', 'x':491, 'y':59, 'width':90, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'aiida_jutools.ml.base', 'x':74, 'y':353, 'width':220, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'edge', 'id':'FilesystemMLBase_to_MLBase', 'source':'FilesystemMLBase', 'target':'MLBase', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'AiidaMLBase_to_MLBase', 'source':'AiidaMLBase', 'target':'MLBase', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'DataSet_to_MLBase', 'source':'DataSet', 'target':'MLBase', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'MLBase_to_masci_tools.ml.base', 'source':'MLBase', 'target':'masci_tools.ml.base', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrSingleImpurityIndexer_to_aiida_kkr_ml.structure_featurization', 'source':'KkrSingleImpurityIndexer', 'target':'aiida_kkr_ml.structure_featurization', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrSingleImpurityIndexer_to_Indexer', 'source':'KkrSingleImpurityIndexer', 'target':'Indexer', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'Indexer_to_Extractor', 'source':'Indexer', 'target':'Extractor', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'StructureSet_to_DataSet', 'source':'StructureSet', 'target':'DataSet', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'LabelSet_to_DataSet', 'source':'LabelSet', 'target':'DataSet', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'FeatureSet_to_DataSet', 'source':'FeatureSet', 'target':'DataSet', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'ModelSet_to_DataSet', 'source':'ModelSet', 'target':'DataSet', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'AiidaMLBase_to_aiida_jutools.ml.base', 'source':'AiidaMLBase', 'target':'aiida_jutools.ml.base', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrSingleImpurityExtractor_to_Extractor', 'source':'KkrSingleImpurityExtractor', 'target':'Extractor', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'Extractor_to_LabelSet', 'source':'Extractor', 'target':'LabelSet', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'StructureSet_to_FeatureSet', 'source':'StructureSet', 'target':'FeatureSet', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'FeatureSet_to_ModelSet', 'source':'FeatureSet', 'target':'ModelSet', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'LabelSet_to_ModelSet', 'source':'LabelSet', 'target':'ModelSet', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'Extractor_to_StructureSet', 'source':'Extractor', 'target':'StructureSet', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'aiida_kkr_ml.structure_featurization_to_KkrSingleImpurityExtractor', 'source':'aiida_kkr_ml.structure_featurization', 'target':'KkrSingleImpurityExtractor', 'uml_edge_type': 'association'}
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index 0000000..9a73464
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+version https://git-lfs.github.com/spec/v1
+oid sha256:10feaa375c4b5fec43c8264fd61fd5e7a2d587b1e1e3c4ebf114573f20728445
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+version https://git-lfs.github.com/spec/v1
+oid sha256:dd0ade81ba3bc0553800d2597a7bbd0c2f30401e0e5b246b4c6ad25b8e014f2a
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
+oid sha256:20675508bf79a591be95b60390252e013a3b3ddc3d6505e74543f4fe3165ef2f
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new file mode 100644
index 0000000..403ba3f
--- /dev/null
+++ b/fig/imp/uml/cross-lib/tabulator.pyns
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+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'Recipe', 'x':434, 'y':114, 'width':94, 'height':77, 'attrs': 'exclude_list|include_list', 'meths': ''}
+{'type':'umlshape', 'id':'masci_tools.io.parsers.tabulator', 'x':24, 'y':17, 'width':330, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Transformer', 'x':768, 'y':120, 'width':120, 'height':63, 'attrs': '', 'meths': 'transform'}
+{'type':'umlshape', 'id':'Tabulator', 'x':139, 'y':94, 'width':100, 'height':115, 'attrs': 'table', 'meths': 'autolist|clear|tabulate'}
+{'type':'umlshape', 'id':'TransformedValue', 'x':578, 'y':30, 'width':170, 'height':105, 'attrs': 'dtypes|error|is_transformed|value', 'meths': ''}
+{'type':'umlshape', 'id':'NodeTabulator', 'x':105, 'y':339, 'width':164, 'height':101, 'attrs': 'autolist_search_paths|autolist_unpack_levels', 'meths': 'remove_collisions'}
+{'type':'umlshape', 'id':'aiida_jutools.io.tabulator', 'x':24, 'y':287, 'width':270, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Node', 'x':107, 'y':462, 'width':50, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'KkrSingleImpurityRecipe', 'x':357, 'y':374, 'width':240, 'height':63, 'attrs': '', 'meths': 'merge_dicts'}
+{'type':'umlshape', 'id':'aiida_kkr_ml.data_analyzer.tabulator', 'x':357, 'y':311, 'width':370, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'KkrSingleImpurityTransformer', 'x':682, 'y':393, 'width':290, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'DataFrame', 'x':167, 'y':462, 'width':100, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'edge', 'id':'Transformer_to_Recipe', 'source':'Transformer', 'target':'Recipe', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'Recipe_to_Tabulator', 'source':'Recipe', 'target':'Tabulator', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'Tabulator_to_masci_tools.io.parsers.tabulator', 'source':'Tabulator', 'target':'masci_tools.io.parsers.tabulator', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'TransformedValue_to_Transformer', 'source':'TransformedValue', 'target':'Transformer', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'NodeTabulator_to_Tabulator', 'source':'NodeTabulator', 'target':'Tabulator', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'Node_to_NodeTabulator', 'source':'Node', 'target':'NodeTabulator', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'NodeTabulator_to_aiida_jutools.io.tabulator', 'source':'NodeTabulator', 'target':'aiida_jutools.io.tabulator', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrSingleImpurityTransformer_to_KkrSingleImpurityRecipe', 'source':'KkrSingleImpurityTransformer', 'target':'KkrSingleImpurityRecipe', 'uml_edge_type': 'composition'}
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+{'type':'edge', 'id':'KkrSingleImpurityTransformer_to_Transformer', 'source':'KkrSingleImpurityTransformer', 'target':'Transformer', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'NodeTabulator_to_DataFrame', 'source':'NodeTabulator', 'target':'DataFrame', 'uml_edge_type': 'association'}
diff --git a/fig/imp/uml/cross-lib/tabulator.svg b/fig/imp/uml/cross-lib/tabulator.svg
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index 0000000..45cebdc
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+++ b/fig/imp/uml/cross-lib/tabulator.svg
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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new file mode 100644
index 0000000..4245f5f
--- /dev/null
+++ b/fig/imp/uml/cross-lib/tabulator_reverse.pyns
@@ -0,0 +1,26 @@
+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'Recipe', 'x':570, 'y':332, 'width':94, 'height':77, 'attrs': 'exclude_list|include_list', 'meths': ''}
+{'type':'umlshape', 'id':'masci_tools.io.parsers.tabulator', 'x':87, 'y':505, 'width':330, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Transformer', 'x':879, 'y':339, 'width':120, 'height':63, 'attrs': '', 'meths': 'transform'}
+{'type':'umlshape', 'id':'Tabulator', 'x':203, 'y':313, 'width':100, 'height':115, 'attrs': 'table', 'meths': 'autolist|clear|tabulate'}
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+{'type':'edge', 'id':'Node_to_NodeTabulator', 'source':'Node', 'target':'NodeTabulator', 'uml_edge_type': 'association'}
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+{'type':'edge', 'id':'KkrSingleImpurityTransformer_to_KkrSingleImpurityRecipe', 'source':'KkrSingleImpurityTransformer', 'target':'KkrSingleImpurityRecipe', 'uml_edge_type': 'composition'}
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+{'type':'edge', 'id':'KkrSingleImpurityRecipe_to_Recipe', 'source':'KkrSingleImpurityRecipe', 'target':'Recipe', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'KkrSingleImpurityTransformer_to_Transformer', 'source':'KkrSingleImpurityTransformer', 'target':'Transformer', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'NodeTabulator_to_DataFrame', 'source':'NodeTabulator', 'target':'DataFrame', 'uml_edge_type': 'association'}
diff --git a/fig/imp/uml/cross-lib/tabulator_reverse.svg b/fig/imp/uml/cross-lib/tabulator_reverse.svg
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+++ b/fig/imp/uml/cross-lib/tabulator_reverse.svg
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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diff --git a/fig/imp/uml/jutools/code_computer.pyns b/fig/imp/uml/jutools/code_computer.pyns
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+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'QuotaQuerierSettings', 'x':285, 'y':496, 'width':210, 'height':147, 'attrs': 'column_space_hard|column_space_used|command|comment|dirname_pattern|header_line_count|min_free_space', 'meths': ''}
+{'type':'umlshape', 'id':'QuotaQuerier', 'x':309, 'y':332, 'width':164, 'height':101, 'attrs': 'settings', 'meths': 'get_quota|is_min_free_space_left'}
+{'type':'umlshape', 'id':'QuotaQuerierBuilder', 'x':295, 'y':181, 'width':200, 'height':101, 'attrs': 'templates', 'meths': 'build|print_available_templates'}
+{'type':'umlshape', 'id':'OptionsQueryConfig', 'x':26, 'y':617, 'width':190, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'DefaultValues', 'x':27, 'y':580, 'width':140, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'OptionsConfig', 'x':27, 'y':363, 'width':140, 'height':143, 'attrs': 'groups|name|options', 'meths': 'delete_options|get_help|get_options'}
+{'type':'umlshape', 'id':'HelpConfig', 'x':28, 'y':545, 'width':110, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'ComputerOptionsManager', 'x':28, 'y':180, 'width':230, 'height':157, 'attrs': 'configs|groups', 'meths': 'add_config|delete_options|get_groups|get_help|get_options'}
+{'type':'umlshape', 'id':'aiida_jutools.computer', 'x':264, 'y':32, 'width':230, 'height':105, 'attrs': '', 'meths': 'get_computers|get_least_occupied_queue|get_queues|shell_command'}
+{'type':'umlshape', 'id':'aiida_jutools.code', 'x':35, 'y':32, 'width':190, 'height':63, 'attrs': '', 'meths': 'get_code'}
+{'type':'umlshape', 'id':'Code', 'x':105, 'y':116, 'width':50, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'Computer', 'x':192, 'y':400, 'width':90, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'edge', 'id':'QuotaQuerierSettings_to_QuotaQuerier', 'source':'QuotaQuerierSettings', 'target':'QuotaQuerier', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'OptionsConfig_to_ComputerOptionsManager', 'source':'OptionsConfig', 'target':'ComputerOptionsManager', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'OptionsQueryConfig_to_OptionsConfig', 'source':'OptionsQueryConfig', 'target':'OptionsConfig', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'DefaultValues_to_OptionsConfig', 'source':'DefaultValues', 'target':'OptionsConfig', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'HelpConfig_to_OptionsConfig', 'source':'HelpConfig', 'target':'OptionsConfig', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'QuotaQuerierBuilder_to_QuotaQuerier', 'source':'QuotaQuerierBuilder', 'target':'QuotaQuerier', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'ComputerOptionsManager_to_aiida_jutools.computer', 'source':'ComputerOptionsManager', 'target':'aiida_jutools.computer', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'aiida_jutools.computer_to_QuotaQuerierBuilder', 'source':'aiida_jutools.computer', 'target':'QuotaQuerierBuilder', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'aiida_jutools.code_to_Code', 'source':'aiida_jutools.code', 'target':'Code', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'QuotaQuerier_to_Computer', 'source':'QuotaQuerier', 'target':'Computer', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'Computer_to_OptionsConfig', 'source':'Computer', 'target':'OptionsConfig', 'uml_edge_type': 'association'}
diff --git a/fig/imp/uml/jutools/code_computer.svg b/fig/imp/uml/jutools/code_computer.svg
new file mode 100644
index 0000000..d70239f
--- /dev/null
+++ b/fig/imp/uml/jutools/code_computer.svg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:37388eaef0b5ba2f63913ac002d5572ec29c70e482f2d47f1849b1d3adf5b9f9
+size 36499
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new file mode 100644
index 0000000..101b6df
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+++ b/fig/imp/uml/jutools/extra_forms.pdf
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+version https://git-lfs.github.com/spec/v1
+oid sha256:c2a29a5ba94b65fd7173556bb7ff9d8042b6defb8acfe00336c66e3c146dc81f
+size 20186
diff --git a/fig/imp/uml/jutools/extra_forms.pyns b/fig/imp/uml/jutools/extra_forms.pyns
new file mode 100644
index 0000000..fd5111c
--- /dev/null
+++ b/fig/imp/uml/jutools/extra_forms.pyns
@@ -0,0 +1,10 @@
+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'ExtraForm', 'x':608, 'y':351, 'width':143, 'height':157, 'attrs': 'key|value', 'meths': 'clear|insert|insert_error_report|load|validate'}
+{'type':'umlshape', 'id':'aiida_jutools.meta.extra', 'x':557, 'y':207, 'width':250, 'height':63, 'attrs': '', 'meths': 'ExtraFormFactory'}
+{'type':'umlshape', 'id':'KkrConstantsVersionExtraForm', 'x':843, 'y':372, 'width':290, 'height':115, 'attrs': 'ANG_BOHR_KKR|RY_TO_EV_KKR|constants_version', 'meths': 'get_from_runtime'}
+{'type':'umlshape', 'id':'aiida_jutools.meta.extra.forms', 'x':834, 'y':287, 'width':310, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'edge', 'id':'ExtraForm_to_aiida_jutools.meta.extra', 'source':'ExtraForm', 'target':'aiida_jutools.meta.extra', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrConstantsVersionExtraForm_to_aiida_jutools.meta.extra.forms', 'source':'KkrConstantsVersionExtraForm', 'target':'aiida_jutools.meta.extra.forms', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrConstantsVersionExtraForm_to_ExtraForm', 'source':'KkrConstantsVersionExtraForm', 'target':'ExtraForm', 'uml_edge_type': 'generalisation'}
+{'type':'edge', 'id':'aiida_jutools.meta.extra.forms_to_aiida_jutools.meta.extra', 'source':'aiida_jutools.meta.extra.forms', 'target':'aiida_jutools.meta.extra', 'uml_edge_type': 'association'}
diff --git a/fig/imp/uml/jutools/extra_forms.svg b/fig/imp/uml/jutools/extra_forms.svg
new file mode 100644
index 0000000..84dd533
--- /dev/null
+++ b/fig/imp/uml/jutools/extra_forms.svg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:647547fbdf9726d55c7d4426f7d3396e6fd364205217bdde7be9b592b626fcae
+size 28226
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new file mode 100644
index 0000000..f7250a2
--- /dev/null
+++ b/fig/imp/uml/jutools/misc-with-extra-forms.pdf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:64a038de327ba8a559e1d1d8ea2c5e6a59b7e48b42c68e70234003c07d362af6
+size 34541
diff --git a/fig/imp/uml/jutools/misc-with-extra-forms.pyns b/fig/imp/uml/jutools/misc-with-extra-forms.pyns
new file mode 100644
index 0000000..b772af7
--- /dev/null
+++ b/fig/imp/uml/jutools/misc-with-extra-forms.pyns
@@ -0,0 +1,16 @@
+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'GroupTreeBuilder', 'x':686, 'y':502, 'width':170, 'height':77, 'attrs': '', 'meths': 'get_template|load_or_create'}
+{'type':'umlshape', 'id':'aiida_jutools.group', 'x':672, 'y':312, 'width':200, 'height':161, 'attrs': '', 'meths': 'delete_groups|delete_groups_with_nodes|get_nodes|get_nodes_by_query|get_subgroups|group_new_nodes|move_nodes|verdi_group_list'}
+{'type':'umlshape', 'id':'CifImporter', 'x':890, 'y':413, 'width':199, 'height':157, 'attrs': 'DEFAULT_CONVERSION_SETTINGS|cif_group|conversion_settings|struc_group', 'meths': 'from_file|import_cif_files|load_or_convert'}
+{'type':'umlshape', 'id':'aiida_jutools.io', 'x':906, 'y':312, 'width':170, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'aiida_jutools.logging', 'x':676, 'y':752, 'width':220, 'height':63, 'attrs': '', 'meths': 'log'}
+{'type':'umlshape', 'id':'aiida_jutools.node', 'x':675, 'y':599, 'width':190, 'height':133, 'attrs': '', 'meths': 'get_from_nested_dict|get_from_nested_node|intersection|is_same_node|list_differences|set_in_nested_dict'}
+{'type':'umlshape', 'id':'aiida_jutools.structure', 'x':1165, 'y':602, 'width':240, 'height':91, 'attrs': '', 'meths': 'load_or_rescale_structures|query_elemental_structure|query_modified_input_structure'}
+{'type':'umlshape', 'id':'aiida_jutools.plugins.kkr', 'x':891, 'y':601, 'width':260, 'height':105, 'attrs': '', 'meths': 'find_Rcut|has_kkr_calc_converged|query_kkr_wc|query_structure_from'}
+{'type':'umlshape', 'id':'aiida_jutools.process_functions', 'x':919, 'y':739, 'width':320, 'height':77, 'attrs': '', 'meths': 'itemize_list|rescale_structure'}
+{'type':'umlshape', 'id':'ExtraForm', 'x':1212, 'y':411, 'width':143, 'height':157, 'attrs': 'key|value', 'meths': 'clear|insert|insert_error_report|load|validate'}
+{'type':'umlshape', 'id':'aiida_jutools.meta.extra', 'x':1160, 'y':311, 'width':250, 'height':63, 'attrs': '', 'meths': 'ExtraFormFactory'}
+{'type':'edge', 'id':'GroupTreeBuilder_to_aiida_jutools.group', 'source':'GroupTreeBuilder', 'target':'aiida_jutools.group', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'CifImporter_to_aiida_jutools.io', 'source':'CifImporter', 'target':'aiida_jutools.io', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'ExtraForm_to_aiida_jutools.meta.extra', 'source':'ExtraForm', 'target':'aiida_jutools.meta.extra', 'uml_edge_type': 'association'}
diff --git a/fig/imp/uml/jutools/misc-with-extra-forms.svg b/fig/imp/uml/jutools/misc-with-extra-forms.svg
new file mode 100644
index 0000000..1352158
--- /dev/null
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a8f12e0873236994100ef5ad20b314c7490c8c120603955ecef14538b4759caf
+size 54809
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new file mode 100644
index 0000000..4538b6b
--- /dev/null
+++ b/fig/imp/uml/jutools/misc.pdf
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+version https://git-lfs.github.com/spec/v1
+oid sha256:d7718f7edf7ff4ab52309298055aa394b2fc3ab4e402ebb0e37464ca70903aa4
+size 97009
diff --git a/fig/imp/uml/jutools/misc.pyns b/fig/imp/uml/jutools/misc.pyns
new file mode 100644
index 0000000..3fbce71
--- /dev/null
+++ b/fig/imp/uml/jutools/misc.pyns
@@ -0,0 +1,17 @@
+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'GroupTreeBuilder', 'x':79, 'y':213, 'width':170, 'height':77, 'attrs': '', 'meths': 'get_template|load_or_create'}
+{'type':'umlshape', 'id':'aiida_jutools.group', 'x':66, 'y':19, 'width':200, 'height':161, 'attrs': '', 'meths': 'delete_groups|delete_groups_with_nodes|get_nodes|get_nodes_by_query|get_subgroups|group_new_nodes|move_nodes|verdi_group_list'}
+{'type':'umlshape', 'id':'Group', 'x':133, 'y':325, 'width':60, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'CifImporter', 'x':279, 'y':75, 'width':199, 'height':157, 'attrs': 'DEFAULT_CONVERSION_SETTINGS|cif_group|conversion_settings|struc_group', 'meths': 'from_file|import_cif_files|load_or_convert'}
+{'type':'umlshape', 'id':'aiida_jutools.io', 'x':294, 'y':26, 'width':170, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'aiida_jutools.logging', 'x':773, 'y':320, 'width':220, 'height':63, 'attrs': '', 'meths': 'log'}
+{'type':'umlshape', 'id':'aiida_jutools.node', 'x':497, 'y':26, 'width':190, 'height':133, 'attrs': '', 'meths': 'get_from_nested_dict|get_from_nested_node|intersection|is_same_node|list_differences|set_in_nested_dict'}
+{'type':'umlshape', 'id':'aiida_jutools.structure', 'x':754, 'y':26, 'width':240, 'height':91, 'attrs': '', 'meths': 'load_or_rescale_structures|query_elemental_structure|query_modified_input_structure'}
+{'type':'umlshape', 'id':'KkrVersionChecker', 'x':789, 'y':162, 'width':206, 'height':129, 'attrs': 'records|runtime_version', 'meths': 'check_workchains|clear|filter_using_runtime_version'}
+{'type':'umlshape', 'id':'aiida_jutools.plugins.kkr', 'x':496, 'y':181, 'width':260, 'height':105, 'attrs': '', 'meths': 'find_Rcut|has_kkr_calc_converged|query_kkr_wc|query_structure_from'}
+{'type':'umlshape', 'id':'aiida_jutools.process_functions', 'x':276, 'y':307, 'width':320, 'height':77, 'attrs': '', 'meths': 'itemize_list|rescale_structure'}
+{'type':'edge', 'id':'GroupTreeBuilder_to_aiida_jutools.group', 'source':'GroupTreeBuilder', 'target':'aiida_jutools.group', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'Group_to_GroupTreeBuilder', 'source':'Group', 'target':'GroupTreeBuilder', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'CifImporter_to_aiida_jutools.io', 'source':'CifImporter', 'target':'aiida_jutools.io', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'KkrVersionChecker_to_aiida_jutools.plugins.kkr', 'source':'KkrVersionChecker', 'target':'aiida_jutools.plugins.kkr', 'uml_edge_type': 'generalisation'}
diff --git a/fig/imp/uml/jutools/misc.svg b/fig/imp/uml/jutools/misc.svg
new file mode 100644
index 0000000..43bb20a
--- /dev/null
+++ b/fig/imp/uml/jutools/misc.svg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6cdc27c8a8c72bb69e1cb6114e0c1af2334bacdf6ef347f706daea66b2c8ff37
+size 288156
diff --git a/fig/imp/uml/jutools/process_submit.pdf b/fig/imp/uml/jutools/process_submit.pdf
new file mode 100644
index 0000000..139c102
--- /dev/null
+++ b/fig/imp/uml/jutools/process_submit.pdf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c75cb3422c5f12981109d07b173878ba722348705b7ebdade1d74f42cee76c5d
+size 23981
diff --git a/fig/imp/uml/jutools/process_submit.pyns b/fig/imp/uml/jutools/process_submit.pyns
new file mode 100644
index 0000000..ea3998b
--- /dev/null
+++ b/fig/imp/uml/jutools/process_submit.pyns
@@ -0,0 +1,10 @@
+# PynSource Version 1.2
+{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'}
+{'type':'umlshape', 'id':'BlockingSubmissionControllerSettings', 'x':349, 'y':236, 'width':370, 'height':203, 'attrs': 'delete_if_stalling|delete_if_stalling_dry_run|dry_run|max_all_processes_running|max_top_processes_running|max_wait_for_stalling|max_wait_for_submit|resubmit_failed|resubmit_failed_as_restart|wait_after_submit|wait_for_submit', 'meths': ''}
+{'type':'umlshape', 'id':'BlockingSubmissionController', 'x':393, 'y':115, 'width':290, 'height':87, 'attrs': 'submitted', 'meths': 'submit'}
+{'type':'umlshape', 'id':'aiida_jutools.submit', 'x':434, 'y':32, 'width':210, 'height':29, 'attrs': '', 'meths': ''}
+{'type':'umlshape', 'id':'ProcessClassifier', 'x':103, 'y':309, 'width':199, 'height':129, 'attrs': 'classified|counted', 'meths': 'classify|print_statistics|subgroup_classified_results'}
+{'type':'umlshape', 'id':'aiida_jutools.process', 'x':87, 'y':33, 'width':241, 'height':189, 'attrs': '', 'meths': 'copy_metadata_options|find_partially_excepted_processes|get_exit_codes|get_process_states|get_runtime|get_runtime_statistics|query_processes|validate_exit_statuses|validate_process_states|verdi_calcjob_outputcat'}
+{'type':'edge', 'id':'BlockingSubmissionControllerSettings_to_BlockingSubmissionController', 'source':'BlockingSubmissionControllerSettings', 'target':'BlockingSubmissionController', 'uml_edge_type': 'composition'}
+{'type':'edge', 'id':'BlockingSubmissionController_to_aiida_jutools.submit', 'source':'BlockingSubmissionController', 'target':'aiida_jutools.submit', 'uml_edge_type': 'association'}
+{'type':'edge', 'id':'aiida_jutools.process_to_ProcessClassifier', 'source':'aiida_jutools.process', 'target':'ProcessClassifier', 'uml_edge_type': 'association'}
diff --git a/fig/imp/uml/jutools/process_submit.svg b/fig/imp/uml/jutools/process_submit.svg
new file mode 100644
index 0000000..8910f3d
--- /dev/null
+++ b/fig/imp/uml/jutools/process_submit.svg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/fig/ktikz_template.tex b/fig/ktikz_template.tex
new file mode 100644
index 0000000..7bdd264
--- /dev/null
+++ b/fig/ktikz_template.tex
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+\documentclass[
+%%%%%%%%%% Start of customizable section %%%%%%%%%%
+english,
+ngerman,
+10pt,% supported values: 10pt, 11pt, 12pt
+aspectratio=169,% common values: 169, 1610, 43
+%%%%%%%%%% End of customizable section %%%%%%%%%%
+]{beamer}
+\usetheme{Juelich}
+
+% from beamertheme-juelich/beamercolorthemeJuelich.sty
+
+\definecolor{fzjblue}{RGB}{2,61,107} % first color
+\colorlet{color1}{fzjblue}
+
+\definecolor{fzjlightblue}{RGB}{173,189,227} % second color
+\colorlet{color2}{fzjlightblue}
+
+\definecolor{fzjgray}{RGB}{235,235,235} % third color
+\colorlet{fzjgrey}{fzjgray}
+\colorlet{color3}{fzjgray}
+
+\definecolor{fzjred}{RGB}{235, 95, 115} % FZJ raspberry red
+\colorlet{color4}{fzjred}
+
+\definecolor{fzjgreen}{RGB}{185, 210, 95} % FZJ grass green
+\colorlet{color5}{fzjgreen}
+
+\definecolor{fzjyellow}{RGB}{250, 235, 90} % FZJ citrus yellow
+\colorlet{color6}{fzjyellow}
+
+\definecolor{fzjviolet}{RGB}{175, 130, 185} % FZJ Hyacinth violet
+\colorlet{color7}{fzjviolet}
+
+\definecolor{fzjorange}{RGB}{250, 180, 90} % FZJ apricot orange
+\colorlet{color8}{fzjorange}
+
+\definecolor{fzjblack}{RGB}{0,0,0}
+\definecolor{fzjwhite}{RGB}{255,255,255}
+
+% \pgfkeys{/beamerfzj/color/compat mode/.cd,
+% .is choice,
+% .default=disabled,
+% disabled/.code={},
+% enabled/.code={
+ \definecolor{fzjblue50}{RGB}{0,91,130}
+ \definecolor{fzjblue35}{RGB}{166,198,211}
+ \definecolor{fzjblue30}{RGB}{178,206,217}
+ \definecolor{fzjblue20}{RGB}{204,222,236}
+ \definecolor{fzjblue10}{RGB}{229,239,242}
+ \definecolor{fzjgray80}{RGB}{81,81,81}
+ \definecolor{fzjgray50}{RGB}{156,156,156}
+ \definecolor{fzjgray30}{RGB}{185,185,185}
+ \definecolor{fzjgray20}{RGB}{204,204,204}
+ \definecolor{fzjgray10}{RGB}{229,229,229}
+ \definecolor{fzjgray05}{RGB}{242,242,242}
+ \definecolor{fzjbranchred}{RGB}{212,45,18}
+ \definecolor{fzjbranchyellow}{RGB}{230,175,17}
+ \definecolor{fzjbranchblue}{RGB}{6,194,255}
+ \definecolor{fzjlightred}{RGB}{198,141,132}
+ \definecolor{fzjlightgreen}{RGB}{164,181,153}
+ \definecolor{fzjlightyellow}{RGB}{235,212,167}
+% }
+% }
+
+\pgfkeys{/beamerfzj/color/compat mode/disabled}
+
+% slide colors
+\setbeamercolor{note page}{bg=white, fg=black}
+\setbeamercolor{note title}{bg=fzjlightblue!50!white, fg=black}
+\setbeamercolor{note date}{fg=fzjblue}
+
+% beamer color definitions
+\setbeamercolor{structure}{fg=fzjblue,bg=}
+\setbeamercolor{palette primary}{use=structure,fg=fzjblue,bg=}
+
+\setbeamercolor{title}{fg=white,bg=}
+\setbeamercolor{subtitle}{fg=fzjlightblue,bg=}
+
+\setbeamercolor{header}{fg=fzjblue,bg=}
+\setbeamercolor{navigation symbols}{fg=fzjgray,bg=}
+
+\setbeamercolor{frametitle}{fg=fzjblue,bg=}
+\setbeamercolor{framesubtitle}{fg=fzjblue,bg=}
+
+\setbeamercolor{footline}{fg=fzjblue, bg=}
+
+\setbeamercolor{inverse}{fg=fzjwhite,bg=fzjblue}
+
+\setbeamercolor{normal text}{fg=black,bg=white}
+\setbeamercolor{date in head/foot}{fg=structure}
+
+\setbeamercolor{alerted text}{fg=fzjred}
+\setbeamercolor{example text}{fg=fzjlightblue}
+\setbeamercolor{emphasized text}{fg=fzjblue}
+
+\setbeamercolor{part name}{fg=white}
+\setbeamercolor{part title}{fg=white}
+
+% Block stuff
+\setbeamercolor{block title}{use=structure,fg=white,bg=structure.fg}
+\setbeamercolor{block title alerted}{use=alerted text,fg=white,bg=alerted text.fg}
+\setbeamercolor{block title example}{use=example text,fg=white,bg=example text.fg}
+
+\setbeamercolor{block body}{parent=normal text,use=block title,bg=fzjgray}
+\setbeamercolor{block body alerted}{parent=normal text,use=block title alerted,bg=fzjgray}
+\setbeamercolor{block body example}{parent=normal text,use=block title
+ example,bg=fzjgray}
+
+% ktikz template example content, from
+
+% \documentclass{article}
+\usepackage{mathptmx}
+\usepackage{tikz}
+\usepackage{color}
+% \DeclareSymbolFont{symbolsb}{OMS}{cmsy}{m}{n}
+% \SetSymbolFont{symbolsb}{bold}{OMS}{cmsy}{b}{n}
+% \DeclareSymbolFontAlphabet{\mathcal}{symbolsb}
+\usepackage[active,pdftex,tightpage]{preview}
+\PreviewEnvironment[]{tikzpicture}
+\PreviewEnvironment[]{pgfpicture}
+
+\usepackage{bm}
+\usepackage{fontawesome} % loads fancy web symbols
+\usepackage{physics} % instead of braket due to cosmo/dirac-rep.tex
+
+% % github cosmo-epfl feature notation % here: BEFORE glossary
+% % NOTE: \rep and \field doesn't work for me. It compiles but is wrong. In
+% % Overleaf, it works. Dunno why.
+% \input{../cosmo/maths}
+% \input{../cosmo/dirac-rep} % ceriotti structural representations dirac notation
+% \input{../cosmo/ml-models}
+
+
+\begin{document}
+<>
+\end{document}
\ No newline at end of file
diff --git a/fig/logos/aidas/AIDAS.png b/fig/logos/aidas/AIDAS.png
new file mode 100644
index 0000000..c23a04d
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+++ b/fig/logos/aidas/AIDAS.png
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+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Notes:
+% This tikz file is meant for KtikZ output.
+% 1) In KtikZ, set template path: /home/johannes/pgi/thesis/master-thesis/doc/src/fig/ktikz_template.tpl
+% 2) Export to pdf.
+% 3) In document, insert with \includegraphics[width=1.0\textwidth]{../fig/mypath/mytikzpic.pdf}
+%
+% This simplifies scaling issues.
+%
+% For poster A0, encountered incorrect scaling.
+% Tried resolution by replacing all units with unitless (=pt, apparently).
+% Conversion table:
+% - 1 pt -> 1 (pt)
+% - 1 cm -> 28.45274 (pt)
+% - 1 em -> 10.00002 (pt)
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+% - x\textwidth -> 100*x pt
+%
+% Unit conversion did not resolve scaling issue. Instead, exported to pdf and included that as a graphic.
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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+\pgfdeclarelayer{highest}
+\pgfsetlayers{main,higher,highest}
+\pgfkeys{%
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+\usetikzlibrary{positioning,shapes,arrows}
+\begin{tikzpicture}[
+ scale=0.75, transform shape, %font=\ttfamily,
+ uses/.style={-{angle 60},line width=2,dashed},
+% auto
+ ]
+
+% node /box x-grid centers are at {0, 4.35, 8.7, 13.05, ...}
+\node[inner sep=0] (pic1) at (0,3) {\includegraphics[width=75pt]{poster_2022-04-29/atomistic-ml_accompanying-images/1-atoms_charge-density-Fe:Sb2Te3_crop2.png}};
+\node[inner sep=0,rotate=-90] (pic1-ref) at (1.4,2.0) {\scriptsize\(\mathrm{Sb}_{2} \mathrm{Te}_{3}\) [1]};
+\node (TISE) at (4.35,3) {\Large \(H \ket{\Psi} = E \ket{\Psi}\)};
+\node[inner sep=0] (pic3) at (8.7,3) {\includegraphics[width=75pt]{poster_2022-04-29/atomistic-ml_accompanying-images/3-primary_charge-density-Fe:Sb2Te3_crop1.png}};
+\node[inner sep=0,rotate=-90] (pic3-ref) at (10.1,2.5) {\scriptsize\(\rho(\mathbf{r}), \mathrm{Sb}_{2-x} \mathrm{Fe}_{x} \mathrm{Te}_{3}\) [1]};
+\node[inner sep=0] (pic4) at (12.7,3) {\includegraphics[width=120pt]{poster_2022-04-29/atomistic-ml_accompanying-images/4-secondary_judit_Fe_Te[24]_imp-DOS_crop1.png}};
+\node[inner sep=0,rotate=-90] (pic4-ref) at (15.45,2.6) {\scriptsize DOS, \(\mathrm{Sb}_{2} \mathrm{Fe}_{x} \mathrm{Te}_{3-x}\) [2]};
+\node[inner sep=0] (pic6) at (0,-3.95) {\includegraphics[width=170pt]{poster_2022-04-29/atomistic-ml_accompanying-images/6-representation_SOAP__Na:Mo_slice_3-global_nmax_10_lmax_9_sigma_1.0_crop1.png}};
+\node (pic6-dirac-rep) at (1.2,-5.5) {\(\left\langle a_{1} n_{1} ; a_{2} n_{2} ; l \mid A ; \overline{\rho_{i}^{\otimes 2}}\right\rangle\)};
+\node[inner sep=0] (pic7) at (8.4,-4.5) {\includegraphics[width=120pt]{poster_2022-04-29/atomistic-ml_accompanying-images/7-surrogate_GP-04_danmickinley-GPR_crop2.png}};
+%\node[inner sep=0pt] (pic7) at (8.5,-4.5) {\includegraphics[width=120pt]{poster_2022-04-29/atomistic-ml_accompanying-images/7-surrogate_GP-02_pythonhosted_scikit-guppy_crop2.png}};
+\node[inner sep=0,rotate=0] (pic7-ref) at (6.4,-3.15) {\scriptsize [3]};
+
+
+ % primary surrogate, target is potential (KKR)
+\draw node[/box/active,v] (atoms) {Atomic structure\\\( A = \{ \mathbf{r}_i, a_i, \mathbf{G} \}\)};
+ \draw node[/box/active,v] (dft) [right=.7 of atoms] {First-principles model\\\textbf{DFT} \faGears};
+ \draw node[/box/active,v] (primary) [right=.7 of dft] {Primary output\\ \(\rho(\mathbf{r})\), \(V_s(\mathbf{r})\)};
+ \draw node[/box/active,v] (secondary) [right=.7 of primary] {Secondary output\\ \(E_{tot}\), \(D(E)\), \(\dots\)};
+% E_tot ausgelassen; E(k) = bandstructure, D(E) = DOS
+ \draw node[/box/active,v] (tertiary) [right=.7 of secondary] {Tertiary output\\ \(\sigma\), \(\Delta\!G_f^0\), \(T_c\), \(\dots\)};
+% sigma = elastic moduli, delta G_f^0 = formation energy, topological invariant ausgelassen, T_c supercond crit temp
+ \draw[/arr/active] (atoms) -- (dft);
+ \draw[/arr/active] (dft) -- (primary);
+ \draw[/arr/active] (primary) -- (secondary);
+ \draw[/arr/active] (secondary) -- (tertiary);
+ %
+ \draw node[/box/ml,v] (representation) [below=.7 of atoms] {\textbf{Representation}\\\(\bra{Q}\ket{A}\)};
+ \draw node[/box/ml,v] (surrogate) [below=.7 of primary] {\textbf{Surrogate models} \(\tilde{\rho}(\mathbf{r})\) / \(\tilde{V}_s(\mathbf{r})\) \faDatabase};
+ % \draw[/arr/active] (atoms) |- (surrogate);
+ \draw[/arr/ml] (atoms) -- (representation);
+ \begin{scope}[transform canvas={yshift=-7}]
+ % shift arrow st surrogate input arrows not overlaid
+ \draw[/arr/ml] (representation) -- (surrogate);
+ \end{scope}
+ \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-1.2,yshift=10] {\textit{train}};
+ \draw[/arr/line] [color=fzjred] (surrogate) -- (primary);
+ %
+ \node[above=.7 of dft, minimum height=0] (dummypreserveheight) {}; % for arrow above in 6-kkr
+ \draw[/arr/ml] (primary.north) -- ++(0,.7) -| (dft) node[midway,right=-0,yshift=-10] {\textit{predict initial guess}};
+
+% % poster block text - Block - The Idea
+% % for now, not inserted here put directly in document via textblock env.
+% \node[text width=4cm] at (13,-2) {};
+
+\end{tikzpicture}
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diff --git a/fig/poster_2022-04-29/atomistic-ml_accompanying-images/3-primary_charge-density-Fe:Sb2Te3_crop1.png b/fig/poster_2022-04-29/atomistic-ml_accompanying-images/3-primary_charge-density-Fe:Sb2Te3_crop1.png
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+++ b/fig/poster_2022-04-29/atomistic-ml_accompanying-images/3-primary_charge-density-Fe:Sb2Te3_crop1.png
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+version https://git-lfs.github.com/spec/v1
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diff --git a/fig/poster_2022-04-29/atomistic-ml_accompanying-images/3-primary_charge-density-Fe:Sb2Te3_reference.txt b/fig/poster_2022-04-29/atomistic-ml_accompanying-images/3-primary_charge-density-Fe:Sb2Te3_reference.txt
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+ Reference for this image.
+
+Quantum oscillations in iron-doped single crystals of the topological insulator Sb2Te3
+Weiyao Zhao, David Cortie, Lei Chen, Zhi Li, Zengji Yue, and Xiaolin Wang
+Phys. Rev. B 99, 165133 – Published 23 April 2019
+
+https://journals.aps.org/prb/abstract/10.1103/PhysRevB.99.165133
+
+FIG. 5. DFT calculations for Sb2 Te3 and Sb2−x Fex Te3 .
+
+(c) The Fe dopant (black) causes a crystallographic distortion in the Sb2 Te3 supercell and yields a reduced cation-anion distance d = 2.84 Å with an enhanced
+electron density near the Fe.
+
+@article{PhysRevB.99.165133,
+ title = {Quantum oscillations in iron-doped single crystals of the topological insulator $\mathrm{S}{\mathrm{b}}_{2}\mathrm{T}{\mathrm{e}}_{3}$},
+ author = {Zhao, Weiyao and Cortie, David and Chen, Lei and Li, Zhi and Yue, Zengji and Wang, Xiaolin},
+ journal = {Phys. Rev. B},
+ volume = {99},
+ issue = {16},
+ pages = {165133},
+ numpages = {8},
+ year = {2019},
+ month = {Apr},
+ publisher = {American Physical Society},
+ doi = {10.1103/PhysRevB.99.165133},
+ url = {https://link.aps.org/doi/10.1103/PhysRevB.99.165133}
+}
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+\tikzstyle{v}=[node distance=1.75cm]
+\tikzstyle{h}=[node distance=4cm]
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+\begin{tikzpicture}[
+ scale=0.75, transform shape, %font=\ttfamily,
+ uses/.style={-{angle 60},line width=0.2em,dashed},
+% auto
+ ]
+ % DFT only
+ \draw node[/box/active,v] (atoms) {Atomic structure:\\\( A = \{ \mathbf{R}, \mathbf{Z}, \mathbf{G} \}\)};
+ \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT};
+ \draw node[/box/active,v] (primary) [right=2em of dft] {Primary output:\\ \(\rho(\mathbf{r})\), \(V_s(\mathbf{r})\), \(\varphi_j(\mathbf{r})\)};
+ \draw node[/box/active,v] (secondary) [right=2em of primary] {Secondary:\\ \(E_{tot}\), \(D(E)\), \(\dots\)};
+% E_tot ausgelassen; E(k) = bandstructure, D(E) = DOS
+ \draw node[/box/active,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(\sigma\), \(\Delta\!G_f^0\), \(T_c\), \(\dots\)};
+% sigma = elastic moduli, delta G_f^0 = formation energy, topological invariant ausgelassen, T_c supercond crit temp
+ \draw[/arr/active] (atoms) -- (dft);
+ \draw[/arr/active] (dft) -- (primary);
+ \draw[/arr/active] (primary) -- (secondary);
+ \draw[/arr/active] (secondary) -- (tertiary);
+ %
+ \draw node[/box/invisible,v] (surrogate) [below=2em of tertiary] {}; % to get same image size for all
+ %
+ \node[above=2em of dft, minimum height=0em] (dummypreserveheight) {}; % for arrow above in 6-kkr
+
+\end{tikzpicture}
\ No newline at end of file
diff --git a/fig/presentation/atomistic-ml/classification-of-atomistic-ml_2-generalized.tikz b/fig/presentation/atomistic-ml/classification-of-atomistic-ml_2-generalized.tikz
new file mode 100644
index 0000000..a4e833a
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+\pgfdeclarelayer{higher}
+\pgfdeclarelayer{highest}
+\pgfsetlayers{main,higher,highest}
+\pgfkeys{%
+ /tikz/every node/.style={%
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+ %font=\ttfamily\normalsize,
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+ minimum width=1.5cm,
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+ minimum height=1cm
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+ color=fzjred,
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+% },
+}
+
+\tikzstyle{v}=[node distance=1.75cm]
+\tikzstyle{h}=[node distance=4cm]
+\usetikzlibrary{positioning,shapes,arrows}
+\begin{tikzpicture}[
+ scale=0.75, transform shape, %font=\ttfamily,
+ uses/.style={-{angle 60},line width=0.2em,dashed},
+% auto
+ ]
+ % DFT only, but general secondary tertiary outputs
+\draw node[/box/active,v] (atoms) {Atomic structure:\\\( A = \{ \mathbf{R}, \mathbf{Z}, \mathbf{G} \}\)};
+ \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT};
+ \draw node[/box/active,v] (primary) [right=2em of dft] {Primary output:\\ \(p_1\), \(p_2\), \(\dots\)};
+ \draw node[/box/active,v] (secondary) [right=2em of primary] {Secondary:\\ \(s_1\), \(s_2\), \(s_3\), \(\dots\)};
+% E_tot ausgelassen; E(k) = bandstructure, D(E) = DOS
+ \draw node[/box/active,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(t_1\), \(t_2\), \(t_3\), \(t_4\), \(t_5\), \(t_6\), \(\dots\)};
+% sigma = elastic moduli, delta G_f^0 = formation energy, topological invariant ausgelassen, T_c supercond crit temp
+ \draw[/arr/active] (atoms) -- (dft);
+ \draw[/arr/active] (dft) -- (primary);
+ \draw[/arr/active] (primary) -- (secondary);
+ \draw[/arr/active] (secondary) -- (tertiary);
+ %
+ \draw node[/box/invisible,v] (surrogate) [below=2em of tertiary] {}; % to get same image size for all
+ %
+ \node[above=2em of dft, minimum height=0em] (dummypreserveheight) {}; % for arrow above in 6-kkr
+
+\end{tikzpicture}
\ No newline at end of file
diff --git a/fig/presentation/atomistic-ml/classification-of-atomistic-ml_3-tertiary.tikz b/fig/presentation/atomistic-ml/classification-of-atomistic-ml_3-tertiary.tikz
new file mode 100644
index 0000000..755f12f
--- /dev/null
+++ b/fig/presentation/atomistic-ml/classification-of-atomistic-ml_3-tertiary.tikz
@@ -0,0 +1,143 @@
+\pgfdeclarelayer{higher}
+\pgfdeclarelayer{highest}
+\pgfsetlayers{main,higher,highest}
+\pgfkeys{%
+ /tikz/every node/.style={%
+ transform shape,
+ %font=\ttfamily\normalsize,
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+ minimum width=1.5cm,
+ align=center,
+ text width=3.5cm,
+ inner sep=2pt,
+ minimum height=1cm
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+ /box/node color/.style={%
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+ top color=#1!80!white,
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+% rectangle split,
+% rectangle split parts=2,
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+% },
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+% rectangle,
+% minimum width=0.6cm,
+% minimum height=0.6cm,
+% text width=0.5cm,
+% /box/node color=white!40!fzjgreen,
+% dashed
+% },
+% /class/cube/.style={%
+% rectangle,
+% /box/node color=fzjlightblue,
+% },
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+% -angle=60,
+% line width=0.2em,
+% dashed
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+}
+
+\tikzstyle{v}=[node distance=1.75cm]
+\tikzstyle{h}=[node distance=4cm]
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+\begin{tikzpicture}[
+ scale=0.75, transform shape, %font=\ttfamily,
+ uses/.style={-{angle 60},line width=0.2em,dashed},
+% auto
+ ]
+ % tertiary surrogate
+ \draw node[/box/active,v] (atoms) {Atomic structures:\\\( \mathbf{A} = \{ \mathbf{R}, \mathbf{Z}, \mathbf{G} \}_k\)};
+ % \draw node[/box/active,v] (atoms) {Atomic structures:\\\( \{ \mathbf{A}^{(k)} \}\)};
+ % \draw node[/box/active,v] (atoms) {\( \Big\{ \{ \mathbf{R}_k, Z_k \}_{k=1}^{M_i} \Big\}_{i=1}^n \)};
+ \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT / DB};
+ \draw node[/box/passive,v] (primary) [right=2em of dft] {Primary output:\\ \(p_1\), \(p_2\), \(\dots\)};
+ \draw node[/box/passive,v] (secondary) [right=2em of primary] {Secondary:\\ \(s_1\), \(s_2\), \(s_3\), \(\dots\)};
+ \draw node[/box/ml,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(\hat{t}_1\), \textcolor{fzjblack!40!fzjred}{\(t_2\), \(t_3\), \(t_4\), \(t_5\), \(t_6\), \(\dots\)}};
+ \draw[/arr/active] (atoms) -- (dft);
+% \draw[/arr/active] (dft) -- (primary);
+% \draw[/arr/passive] (primary) -- (secondary);
+% \draw[/arr/passive] (secondary) -- (tertiary);
+ %
+ \draw node[/box/ml,v] (surrogate) [below=2em of tertiary] {surrogate model \(t_1\)};
+ \draw[/arr/active] (atoms) |- (surrogate);
+ \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {train};
+ \draw[/arr/ml] (surrogate) -- (tertiary);
+ %
+ \node[above=2em of dft, minimum height=0em] (dummypreserveheight) {}; % for arrow above in 6-kkr
+
+\end{tikzpicture}
\ No newline at end of file
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new file mode 100644
index 0000000..57d9f6f
--- /dev/null
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+% rectangle split parts=2,
+% /box/node color=white!40!fzjgreen,
+% },
+% /class/template/.style={%
+% rectangle,
+% minimum width=0.6cm,
+% minimum height=0.6cm,
+% text width=0.5cm,
+% /box/node color=white!40!fzjgreen,
+% dashed
+% },
+% /class/cube/.style={%
+% rectangle,
+% /box/node color=fzjlightblue,
+% },
+% /class/uses/.style={%
+% -angle=60,
+% line width=0.2em,
+% dashed
+% },
+% /class/has/.style={%
+% -angle=60,
+% line width=0.2em,
+% },
+% /class/isA/.style={%
+% -latex,
+% line width=0.3em,
+% },
+% /class/composition/.style={%
+% -diamond,
+% line width=0.2em,
+% },
+% /class/multiarrow/.style={%
+% /class/arrow,
+% double copy shadow={shadow xshift=1mm,shadow yshift=-2mm,/class/arrow},
+% },
+}
+
+\tikzstyle{v}=[node distance=1.75cm]
+\tikzstyle{h}=[node distance=4cm]
+\usetikzlibrary{positioning,shapes,arrows}
+\begin{tikzpicture}[
+ scale=0.75, transform shape, %font=\ttfamily,
+ uses/.style={-{angle 60},line width=0.2em,dashed},
+% auto
+ ]
+ % secondary surrogate
+ \draw node[/box/active,v] (atoms) {Atomic structures:\\\( \mathbf{A} = \{ \mathbf{R}, \mathbf{Z}, \mathbf{G} \}_k\)};
+ \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT / DB};
+ \draw node[/box/passive,v] (primary) [right=2em of dft] {Primary output:\\ \(p_1\), \(p_2\), \(\dots\)};
+ \draw node[/box/ml,v] (secondary) [right=2em of primary] {Secondary:\\ \textcolor{fzjblack!40!fzjred}{\(s_1\),} \(\hat{s}_2\), \textcolor{fzjblack!40!fzjred}{\(s_3\), \(\dots\)}};
+ \draw node[/box/ml,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \textcolor{fzjblack!40!fzjred}{\(t_1\), \(t_2\),} \(\hat{t}_3\), \(\hat{t}_4\), \textcolor{fzjblack!40!fzjred}{\(t_5\), \(t_6\), \(\dots\)}};
+ \draw[/arr/active] (atoms) -- (dft);
+% \draw[/arr/active] (dft) -- (primary);
+% \draw[/arr/passive] (primary) -- (secondary);
+ \draw[/arr/ml] (secondary) -- (tertiary);
+ %
+ \draw node[/box/ml,v] (surrogate) [below=2em of secondary] {surrogate model \(s_2\)};
+ \draw[/arr/active] (atoms) |- (surrogate);
+ \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {train};
+ \draw[/arr/ml] (surrogate) -- (secondary);
+ %
+ \node[above=2em of dft, minimum height=0em] (dummypreserveheight) {}; % for arrow above in 6-kkr
+
+\end{tikzpicture}
\ No newline at end of file
diff --git a/fig/presentation/atomistic-ml/classification-of-atomistic-ml_5-primary.tikz b/fig/presentation/atomistic-ml/classification-of-atomistic-ml_5-primary.tikz
new file mode 100644
index 0000000..46d83f3
--- /dev/null
+++ b/fig/presentation/atomistic-ml/classification-of-atomistic-ml_5-primary.tikz
@@ -0,0 +1,141 @@
+\pgfdeclarelayer{higher}
+\pgfdeclarelayer{highest}
+\pgfsetlayers{main,higher,highest}
+\pgfkeys{%
+ /tikz/every node/.style={%
+ transform shape,
+ %font=\ttfamily\normalsize,
+ text=black,
+ minimum width=1.5cm,
+ align=center,
+ text width=3.5cm,
+ inner sep=2pt,
+ minimum height=1cm
+ },
+ /box/node color/.style={%
+ draw=fzjblue,%#1!80!black,
+ top color=#1!80!white,
+ bottom color=#1!80!black,
+ },
+ /box/active/.style={%
+ rectangle,
+ /box/node color=fzjlightblue,
+ },
+ /box/passive/.style={%
+ rectangle,
+ /box/node color=fzjgray20,
+ text=fzjblack!40!fzjgray20,
+ dashed
+ },
+ /box/ml/.style={%
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+ },
+ /box/invisible/.style={%
+ rectangle,
+ draw=fzjwhite,%#1!80!black,
+ top color=fzjwhite,
+ bottom color=fzjwhite,
+ text=fzjwhite
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+ /arr/active/.style={%
+ -latex,
+ line width=0.2em,
+ color=fzjblue,
+ },
+ /arr/ml/.style={%
+ -latex,
+ line width=0.2em,
+ color=fzjred,
+ },
+ /arr/passive/.style={%
+ -latex,
+ line width=0.2em,
+ dashed
+ },
+ /arr/line/.style={%
+ -,
+ line width=0.2em,
+ color=fzjblue,
+ },
+% /class/main1/.style={%
+% rectangle,
+% /box/node color=fzjgreen,
+% },
+% /class/main2/.style={%
+% rectangle split,
+% rectangle split parts=2,
+% text width=14em,
+% /box/node color=fzjgreen,
+% },
+% /class/other1/.style={%
+% rectangle,
+% /box/node color=white!40!fzjgreen,
+% },
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+% rectangle split,
+% rectangle split parts=2,
+% /box/node color=white!40!fzjgreen,
+% },
+% /class/template/.style={%
+% rectangle,
+% minimum width=0.6cm,
+% minimum height=0.6cm,
+% text width=0.5cm,
+% /box/node color=white!40!fzjgreen,
+% dashed
+% },
+% /class/cube/.style={%
+% rectangle,
+% /box/node color=fzjlightblue,
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+% -angle=60,
+% line width=0.2em,
+% dashed
+% },
+% /class/has/.style={%
+% -angle=60,
+% line width=0.2em,
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+% /class/isA/.style={%
+% -latex,
+% line width=0.3em,
+% },
+% /class/composition/.style={%
+% -diamond,
+% line width=0.2em,
+% },
+% /class/multiarrow/.style={%
+% /class/arrow,
+% double copy shadow={shadow xshift=1mm,shadow yshift=-2mm,/class/arrow},
+% },
+}
+
+\tikzstyle{v}=[node distance=1.75cm]
+\tikzstyle{h}=[node distance=4cm]
+\usetikzlibrary{positioning,shapes,arrows}
+\begin{tikzpicture}[
+ scale=0.75, transform shape, %font=\ttfamily,
+ uses/.style={-{angle 60},line width=0.2em,dashed},
+% auto
+ ]
+ % primary surrogate
+ \draw node[/box/active,v] (atoms) {Atomic structures:\\\( \mathbf{A} = \{ \mathbf{R}, \mathbf{Z}, \mathbf{G} \}_k\)};
+ \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT / DB};
+ \draw node[/box/ml,v] (primary) [right=2em of dft] {Primary output:\\ \textcolor{fzjblack!40!fzjred}{\(p_1\),} \(\hat{p}_2\), \textcolor{fzjblack!40!fzjred}{\(\dots\)}};
+ \draw node[/box/ml,v] (secondary) [right=2em of primary] {Secondary:\\ \(\hat{s}_1\), \(\hat{s}_2\), \textcolor{fzjblack!40!fzjred}{\(s_3\), \(\dots\)}};
+ \draw node[/box/ml,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(\hat{t}_1\), \(\hat{t}_2\), \(\hat{t}_3\), \(\hat{t}_4\), \textcolor{fzjblack!40!fzjred}{\(t_5\), \(t_6\), \(\dots\)}};
+ \draw[/arr/active] (atoms) -- (dft);
+% \draw[/arr/active] (dft) -- (primary);
+ \draw[/arr/ml] (primary) -- (secondary);
+ \draw[/arr/ml] (secondary) -- (tertiary);
+ %
+ \draw node[/box/ml,v] (surrogate) [below=2em of primary] {surrogate model \(p_2\)};
+ \draw[/arr/active] (atoms) |- (surrogate);
+ \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {train};
+ \draw[/arr/ml] (surrogate) -- (primary);
+ %
+ \node[above=2em of dft, minimum height=0em] (dummypreserveheight) {}; % for arrow above in 6-kkr
+
+\end{tikzpicture}
\ No newline at end of file
diff --git a/fig/presentation/atomistic-ml/classification-of-atomistic-ml_6-kkr.tikz b/fig/presentation/atomistic-ml/classification-of-atomistic-ml_6-kkr.tikz
new file mode 100644
index 0000000..b41e389
--- /dev/null
+++ b/fig/presentation/atomistic-ml/classification-of-atomistic-ml_6-kkr.tikz
@@ -0,0 +1,144 @@
+\pgfdeclarelayer{higher}
+\pgfdeclarelayer{highest}
+\pgfsetlayers{main,higher,highest}
+\pgfkeys{%
+ /tikz/every node/.style={%
+ transform shape,
+ %font=\ttfamily\normalsize,
+ text=black,
+ minimum width=1.5cm,
+ align=center,
+ text width=3.5cm,
+ inner sep=2pt,
+ minimum height=1cm
+ },
+ /box/node color/.style={%
+ draw=fzjblue,%#1!80!black,
+ top color=#1!80!white,
+ bottom color=#1!80!black,
+ },
+ /box/active/.style={%
+ rectangle,
+ /box/node color=fzjlightblue,
+ },
+ /box/passive/.style={%
+ rectangle,
+ /box/node color=fzjgray20,
+ text=fzjblack!40!fzjgray20,
+ dashed
+ },
+ /box/ml/.style={%
+ rectangle,
+ /box/node color=fzjred,
+ },
+ /box/invisible/.style={%
+ rectangle,
+ draw=fzjwhite,%#1!80!black,
+ top color=fzjwhite,
+ bottom color=fzjwhite,
+ text=fzjwhite
+ },
+ /arr/active/.style={%
+ -latex,
+ line width=0.2em,
+ color=fzjblue,
+ },
+ /arr/ml/.style={%
+ -latex,
+ line width=0.2em,
+ color=fzjred,
+ },
+ /arr/passive/.style={%
+ -latex,
+ line width=0.2em,
+ dashed
+ },
+ /arr/line/.style={%
+ -,
+ line width=0.2em,
+ color=fzjblue,
+ },
+% /class/main1/.style={%
+% rectangle,
+% /box/node color=fzjgreen,
+% },
+% /class/main2/.style={%
+% rectangle split,
+% rectangle split parts=2,
+% text width=14em,
+% /box/node color=fzjgreen,
+% },
+% /class/other1/.style={%
+% rectangle,
+% /box/node color=white!40!fzjgreen,
+% },
+% /class/other2/.style={%
+% rectangle split,
+% rectangle split parts=2,
+% /box/node color=white!40!fzjgreen,
+% },
+% /class/template/.style={%
+% rectangle,
+% minimum width=0.6cm,
+% minimum height=0.6cm,
+% text width=0.5cm,
+% /box/node color=white!40!fzjgreen,
+% dashed
+% },
+% /class/cube/.style={%
+% rectangle,
+% /box/node color=fzjlightblue,
+% },
+% /class/uses/.style={%
+% -angle=60,
+% line width=0.2em,
+% dashed
+% },
+% /class/has/.style={%
+% -angle=60,
+% line width=0.2em,
+% },
+% /class/isA/.style={%
+% -latex,
+% line width=0.3em,
+% },
+% /class/composition/.style={%
+% -diamond,
+% line width=0.2em,
+% },
+% /class/multiarrow/.style={%
+% /class/arrow,
+% double copy shadow={shadow xshift=1mm,shadow yshift=-2mm,/class/arrow},
+% },
+}
+
+\tikzstyle{v}=[node distance=1.75cm]
+\tikzstyle{h}=[node distance=4cm]
+\usetikzlibrary{positioning,shapes,arrows}
+\begin{tikzpicture}[
+ scale=0.75, transform shape, %font=\ttfamily,
+ uses/.style={-{angle 60},line width=0.2em,dashed},
+% auto
+ ]
+ % primary surrogate, target is potential (KKR)
+\draw node[/box/active,v] (atoms) {Atomic structures:\\\( \mathbf{A} = \{ \mathbf{R}, \mathbf{Z}, \mathbf{G} \}_k\)};
+ \draw node[/box/active,v] (dft) [right=2em of atoms] {KKR-GF};
+ \draw node[/box/active,v] (primary) [right=2em of dft] {Primary output:\\ \(\rho(\mathbf{r})\), \(V_s(\mathbf{r})\), \(\varphi_j(\mathbf{r})\)};
+ \draw node[/box/active,v] (secondary) [right=2em of primary] {Secondary:\\ \(s_1\), \(s_2\), \(s_3\), \(\dots\)};
+ \draw node[/box/active,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(t_1\), \(t_2\), \(t_3\), \(t_4\), \(t_5\), \(t_6\), \(\dots\)};
+ \draw[/arr/active] (atoms) -- (dft);
+ \draw[/arr/active] (dft) -- (primary);
+ \draw[/arr/active] (primary) -- (secondary);
+ \draw[/arr/active] (secondary) -- (tertiary);
+ %
+ \draw node[/box/ml,v] (surrogate) [below=2em of primary] {surrogate model \(V_s(\mathbf{r})\)};
+ \draw[/arr/active] (atoms) |- (surrogate);
+ % \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {\textcolor{fzjblue}{\(V_s(\mathbf{r})\)}};
+ \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {train};
+ \draw[/arr/line] [color=fzjred] (surrogate) -- (primary);
+ %
+ \node[above=2em of dft, minimum height=0em] (dummypreserveheight) {}; % for arrow above in 6-kkr
+ % \draw[/arr/ml] (primary.north) -- ++(0,2em) -| (dft) node[midway,right=-3em,yshift=-1em] {\textcolor{fzjred}{\(V_s(\mathbf{r})\)}};
+ \draw[/arr/ml] (primary.north) -- ++(0,2em) -| (dft) node[midway,right=-2em,yshift=-1em] {accelerate};
+
+\end{tikzpicture}
\ No newline at end of file
diff --git a/fig/presentation/atomistic-ml/classification-of-atomistic-ml_master.tikz b/fig/presentation/atomistic-ml/classification-of-atomistic-ml_master.tikz
new file mode 100644
index 0000000..3fb3f54
--- /dev/null
+++ b/fig/presentation/atomistic-ml/classification-of-atomistic-ml_master.tikz
@@ -0,0 +1,238 @@
+\usetikzlibrary{shapes,shadows}
+\pgfdeclarelayer{higher}
+\pgfdeclarelayer{highest}
+\pgfsetlayers{main,higher,highest}
+\pgfkeys{%
+ /tikz/every node/.style={%
+ transform shape,
+ %font=\ttfamily\normalsize,
+ text=black,
+ minimum width=1.5cm,
+ align=center,
+ text width=3.5cm,
+ inner sep=2pt,
+ minimum height=1cm
+ },
+ /box/node color/.style={%
+ draw=fzjblue,%#1!80!black,
+ top color=#1!80!white,
+ bottom color=#1!80!black,
+ },
+ /box/active/.style={%
+ rectangle,
+ /box/node color=fzjlightblue,
+ },
+ /box/passive/.style={%
+ rectangle,
+ /box/node color=fzjgray20,
+ text=fzjblack!40!fzjgray20,
+ dashed
+ },
+ /box/ml/.style={%
+ rectangle,
+ /box/node color=fzjred,
+ },
+ /box/invisible/.style={%
+ rectangle,
+ draw=fzjwhite,%#1!80!black,
+ top color=fzjwhite,
+ bottom color=fzjwhite,
+ text=fzjwhite
+ },
+ /arr/active/.style={%
+ -latex,
+ line width=0.2em,
+ color=fzjblue,
+ },
+ /arr/ml/.style={%
+ -latex,
+ line width=0.2em,
+ color=fzjred,
+ },
+ /arr/passive/.style={%
+ -latex,
+ line width=0.2em,
+ dashed
+ },
+ /arr/line/.style={%
+ -,
+ line width=0.2em,
+ color=fzjblue,
+ },
+% /class/main1/.style={%
+% rectangle,
+% /box/node color=fzjgreen,
+% },
+% /class/main2/.style={%
+% rectangle split,
+% rectangle split parts=2,
+% text width=14em,
+% /box/node color=fzjgreen,
+% },
+% /class/other1/.style={%
+% rectangle,
+% /box/node color=white!40!fzjgreen,
+% },
+% /class/other2/.style={%
+% rectangle split,
+% rectangle split parts=2,
+% /box/node color=white!40!fzjgreen,
+% },
+% /class/template/.style={%
+% rectangle,
+% minimum width=0.6cm,
+% minimum height=0.6cm,
+% text width=0.5cm,
+% /box/node color=white!40!fzjgreen,
+% dashed
+% },
+% /class/cube/.style={%
+% rectangle,
+% /box/node color=fzjlightblue,
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+% line width=0.2em,
+% dashed
+% },
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+% -angle=60,
+% line width=0.2em,
+% },
+% /class/isA/.style={%
+% -latex,
+% line width=0.3em,
+% },
+% /class/composition/.style={%
+% -diamond,
+% line width=0.2em,
+% },
+% /class/multiarrow/.style={%
+% /class/arrow,
+% double copy shadow={shadow xshift=1mm,shadow yshift=-2mm,/class/arrow},
+% },
+}
+
+\tikzstyle{v}=[node distance=1.75cm]
+\tikzstyle{h}=[node distance=4cm]
+\usetikzlibrary{positioning,shapes,arrows}
+\begin{tikzpicture}[
+ scale=0.75, transform shape, %font=\ttfamily,
+ uses/.style={-{angle 60},line width=0.2em,dashed},
+% auto
+ ]
+% % DFT only
+% \draw node[/box/active,v] (atoms) {Atomic structure:\\\( A = \{ \mathbf{R}, \mathbf{Z}, \mathbf{G} \}\)};
+% \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT};
+% \draw node[/box/active,v] (primary) [right=2em of dft] {Primary output:\\ \(\rho(\mathbf{r})\), \(V_s(\mathbf{r})\), \(\varphi_j(\mathbf{r})\)};
+% \draw node[/box/active,v] (secondary) [right=2em of primary] {Secondary:\\ \(E_{tot}\), \(D(E)\), \(\dots\)};
+% % E_tot ausgelassen; E(k) = bandstructure, D(E) = DOS
+% \draw node[/box/active,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(\sigma\), \(\Delta\!G_f^0\), \(T_c\), \(\dots\)};
+% % sigma = elastic moduli, delta G_f^0 = formation energy, topological invariant ausgelassen, T_c supercond crit temp
+% \draw[/arr/active] (atoms) -- (dft);
+% \draw[/arr/active] (dft) -- (primary);
+% \draw[/arr/active] (primary) -- (secondary);
+% \draw[/arr/active] (secondary) -- (tertiary);
+% %
+% \draw node[/box/invisible,v] (surrogate) [below=2em of tertiary] {}; % to get same image size for all
+% %
+% \node[above=2em of dft, minimum height=0em] (dummypreserveheight) {}; % for arrow above in 6-kkr
+
+
+
+ % DFT only, but general secondary tertiary outputs
+ \draw node[/box/active,v] (atoms) {Atomic structure:\\\( A = \{ \mathbf{R}, \mathbf{Z}, \mathbf{G} \}\)};
+ \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT};
+ \draw node[/box/active,v] (primary) [right=2em of dft] {Primary output:\\ \(p_1\), \(p_2\), \(\dots\)};
+ \draw node[/box/active,v] (secondary) [right=2em of primary] {Secondary:\\ \(s_1\), \(s_2\), \(s_3\), \(\dots\)};
+% E_tot ausgelassen; E(k) = bandstructure, D(E) = DOS
+ \draw node[/box/active,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(t_1\), \(t_2\), \(t_3\), \(t_4\), \(t_5\), \(t_6\), \(\dots\)};
+% sigma = elastic moduli, delta G_f^0 = formation energy, topological invariant ausgelassen, T_c supercond crit temp
+ \draw[/arr/active] (atoms) -- (dft);
+ \draw[/arr/active] (dft) -- (primary);
+ \draw[/arr/active] (primary) -- (secondary);
+ \draw[/arr/active] (secondary) -- (tertiary);
+ %
+ \draw node[/box/invisible,v] (surrogate) [below=2em of tertiary] {}; % to get same image size for all
+ %
+ \node[above=2em of dft, minimum height=0em] (dummypreserveheight) {}; % for arrow above in 6-kkr
+
+
+% % tertiary surrogate
+% \draw node[/box/active,v] (atoms) {Atomic structures:\\\( \mathbf{A} = \{ \mathbf{R}, \mathbf{Z}, \mathbf{G} \}_k\)};
+% % \draw node[/box/active,v] (atoms) {\( \Big\{ \{ \mathbf{R}_k, Z_k \}_{k=1}^{M_i} \Big\}_{i=1}^n \)};
+% \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT / DB};
+% \draw node[/box/passive,v] (primary) [right=2em of dft] {Primary output:\\ \(p_1\), \(p_2\), \(\dots\)};
+% \draw node[/box/passive,v] (secondary) [right=2em of primary] {Secondary:\\ \(s_1\), \(s_2\), \(s_3\), \(\dots\)};
+% \draw node[/box/active,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(\hat{t}_1\), \textcolor{fzjblack!40!fzjred}{\(t_2\), \(t_3\), \(t_4\), \(t_5\), \(t_6\), \(\dots\)}};
+% \draw[/arr/active] (atoms) -- (dft);
+% % \draw[/arr/active] (dft) -- (primary);
+% % \draw[/arr/passive] (primary) -- (secondary);
+% % \draw[/arr/passive] (secondary) -- (tertiary);
+% %
+% \draw node[/box/ml,v] (surrogate) [below=2em of tertiary] {surrogate model \(t_1\)};
+% \draw[/arr/active] (atoms) |- (surrogate);
+% \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {train};
+% \draw[/arr/ml] (surrogate) -- (tertiary);
+% %
+% \node[above=2em of dft, minimum height=0em] (dummypreserveheight) {}; % for arrow above in 6-kkr
+
+
+% % secondary surrogate
+% \draw node[/box/active,v] (atoms) {Atomic structures:\\\( \mathbf{A} = \{ \mathbf{R}, \mathbf{Z}, \mathbf{G} \}_k\)};
+% \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT / DB};
+% \draw node[/box/passive,v] (primary) [right=2em of dft] {Primary output:\\ \(p_1\), \(p_2\), \(\dots\)};
+% \draw node[/box/ml,v] (secondary) [right=2em of primary] {Secondary:\\ \textcolor{fzjblack!40!fzjred}{\(s_1\),} \(\hat{s}_2\), \textcolor{fzjblack!40!fzjred}{\(s_3\), \(\dots\)}};
+% \draw node[/box/ml,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \textcolor{fzjblack!40!fzjred}{\(t_1\), \(t_2\),} \(\hat{t}_3\), \(\hat{t}_4\), \textcolor{fzjblack!40!fzjred}{\(t_5\), \(t_6\), \(\dots\)}};
+% \draw[/arr/active] (atoms) -- (dft);
+% % \draw[/arr/active] (dft) -- (primary);
+% % \draw[/arr/passive] (primary) -- (secondary);
+% \draw[/arr/ml] (secondary) -- (tertiary);
+% %
+% \draw node[/box/ml,v] (surrogate) [below=2em of secondary] {surrogate model \(s_2\)};
+% \draw[/arr/active] (atoms) |- (surrogate);
+% \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {train};
+% \draw[/arr/ml] (surrogate) -- (secondary);
+% %
+% \node[above=2em of dft, minimum height=0em] (dummypreserveheight) {}; % for arrow above in 6-kkr
+
+
+% % primary surrogate
+% \draw node[/box/active,v] (atoms) {Atomic structures:\\\( \mathbf{A} = \{ \mathbf{R}, \mathbf{Z}, \mathbf{G} \}_k\)};
+% \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT / DB};
+% \draw node[/box/ml,v] (primary) [right=2em of dft] {Primary output:\\ \textcolor{fzjblack!40!fzjred}{\(p_1\),} \(\hat{p}_2\), \textcolor{fzjblack!40!fzjred}{\(\dots\)}};
+% \draw node[/box/ml,v] (secondary) [right=2em of primary] {Secondary:\\ \(\hat{s}_1\), \(\hat{s}_2\), \textcolor{fzjblack!40!fzjred}{\(s_3\), \(\dots\)}};
+% \draw node[/box/ml,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(\hat{t}_1\), \(\hat{t}_2\), \(\hat{t}_3\), \(\hat{t}_4\), \textcolor{fzjblack!40!fzjred}{\(t_5\), \(t_6\), \(\dots\)}};
+% \draw[/arr/active] (atoms) -- (dft);
+% % \draw[/arr/active] (dft) -- (primary);
+% \draw[/arr/ml] (primary) -- (secondary);
+% \draw[/arr/ml] (secondary) -- (tertiary);
+% %
+% \draw node[/box/ml,v] (surrogate) [below=2em of primary] {surrogate model \(p_2\)};
+% \draw[/arr/active] (atoms) |- (surrogate);
+% \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {train};
+% \draw[/arr/ml] (surrogate) -- (primary);
+% %
+% \node[above=2em of dft, minimum height=0em] (dummypreserveheight) {}; % for arrow above in 6-kkr
+
+
+% % primary surrogate, target is potential (KKR)
+% \draw node[/box/active,v] (atoms) {Atomic structures:\\\( \mathbf{A} = \{ \mathbf{R}, \mathbf{Z}, \mathbf{G} \}_k\)};
+% \draw node[/box/active,v] (dft) [right=2em of atoms] {KKR-GF};
+% \draw node[/box/active,v] (primary) [right=2em of dft] {Primary output:\\ \(\rho(\mathbf{r})\), \(V_s(\mathbf{r})\), \(\varphi_j(\mathbf{r})\)};
+% \draw node[/box/active,v] (secondary) [right=2em of primary] {Secondary:\\ \(s_1\), \(s_2\), \(s_3\), \(\dots\)};
+% \draw node[/box/active,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(t_1\), \(t_2\), \(t_3\), \(t_4\), \(t_5\), \(t_6\), \(\dots\)};
+% \draw[/arr/active] (atoms) -- (dft);
+% \draw[/arr/active] (dft) -- (primary);
+% \draw[/arr/active] (primary) -- (secondary);
+% \draw[/arr/active] (secondary) -- (tertiary);
+% %
+% \draw node[/box/ml,v] (surrogate) [below=2em of primary] {surrogate model \(V_s(\mathbf{r})\)};
+% \draw[/arr/active] (atoms) |- (surrogate);
+% \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {\textcolor{fzjblue}{\(V_s(\mathbf{r})\)}};
+% \draw[/arr/line] [color=fzjred] (surrogate) -- (primary);
+% %
+% \node[above=2em of dft, minimum height=0em] (dummypreserveheight) {}; % for arrow above in 6-kkr
+% \draw[/arr/ml] (primary.north) -- ++(0,2em) -| (dft) node[midway,right=-3em,yshift=-1em] {\textcolor{fzjred}{\(V_s(\mathbf{r})\)}};
+
+\end{tikzpicture}
\ No newline at end of file
diff --git a/fig/presentation/classification-of-atomistic-ml_6-kkr.tikz b/fig/presentation/classification-of-atomistic-ml_6-kkr.tikz
new file mode 100644
index 0000000..5d9e801
--- /dev/null
+++ b/fig/presentation/classification-of-atomistic-ml_6-kkr.tikz
@@ -0,0 +1,128 @@
+\pgfdeclarelayer{higher}
+\pgfdeclarelayer{highest}
+\pgfsetlayers{main,higher,highest}
+\pgfkeys{%
+ /tikz/every node/.style={%
+ transform shape,
+ %font=\ttfamily\normalsize,
+ text=black,
+ minimum width=1.5cm,
+ align=center,
+ text width=3.5cm,
+ inner sep=2pt,
+ minimum height=1cm
+ },
+ /box/node color/.style={%
+ draw=fzjblue,%#1!80!black,
+ top color=#1!80!white,
+ bottom color=#1!80!black,
+ },
+ /box/active/.style={%
+ rectangle,
+ /box/node color=fzjlightblue,
+ },
+ /box/passive/.style={%
+ rectangle,
+ /box/node color=fzjgray20,
+ text=fzjblack!40!fzjgray20,
+ dashed
+ },
+ /box/ml/.style={%
+ rectangle,
+ /box/node color=fzjred,
+ },
+ /box/invisible/.style={%
+ rectangle,
+ draw=fzjwhite,%#1!80!black,
+ top color=fzjwhite,
+ bottom color=fzjwhite,
+ text=fzjwhite
+ },
+ /arr/active/.style={%
+ -latex,
+ line width=0.2em,
+ },
+ /arr/passive/.style={%
+ -latex,
+ line width=0.2em,
+ dashed
+ },
+% /class/main1/.style={%
+% rectangle,
+% /box/node color=fzjgreen,
+% },
+% /class/main2/.style={%
+% rectangle split,
+% rectangle split parts=2,
+% text width=14em,
+% /box/node color=fzjgreen,
+% },
+% /class/other1/.style={%
+% rectangle,
+% /box/node color=white!40!fzjgreen,
+% },
+% /class/other2/.style={%
+% rectangle split,
+% rectangle split parts=2,
+% /box/node color=white!40!fzjgreen,
+% },
+% /class/template/.style={%
+% rectangle,
+% minimum width=0.6cm,
+% minimum height=0.6cm,
+% text width=0.5cm,
+% /box/node color=white!40!fzjgreen,
+% dashed
+% },
+% /class/cube/.style={%
+% rectangle,
+% /box/node color=fzjlightblue,
+% },
+% /class/uses/.style={%
+% -angle=60,
+% line width=0.2em,
+% dashed
+% },
+% /class/has/.style={%
+% -angle=60,
+% line width=0.2em,
+% },
+% /class/isA/.style={%
+% -latex,
+% line width=0.3em,
+% },
+% /class/composition/.style={%
+% -diamond,
+% line width=0.2em,
+% },
+% /class/multiarrow/.style={%
+% /class/arrow,
+% double copy shadow={shadow xshift=1mm,shadow yshift=-2mm,/class/arrow},
+% },
+}
+
+\tikzstyle{v}=[node distance=1.75cm]
+\tikzstyle{h}=[node distance=4cm]
+\usetikzlibrary{positioning,shapes,arrows}
+\begin{tikzpicture}[
+ scale=0.75, transform shape, %font=\ttfamily,
+ uses/.style={-{angle 60},line width=0.2em,dashed},
+% auto
+ ]
+ % primary surrogate, target is potential (KKR)
+ \draw node[/box/active,v] (atoms) {\( \Big\{ \{ \mathbf{R}_k, Z_k \}_{k=1}^{M_i} \Big\}_{i=1}^n \)};
+ \draw node[/box/active,v] (dft) [right=2em of atoms] {KKR-GF};
+ \draw node[/box/ml,v] (primary) [right=2em of dft] {Primary output:\\ \textcolor{fzjblack!40!fzjred}{\(\rho(\mathbf{r})\),} \(V_s(\mathbf{r})\), \textcolor{fzjblack!40!fzjred}{\(\varphi_j(\mathbf{r})\)}};
+ \draw node[/box/ml,v] (secondary) [right=2em of primary] {Secondary:\\ \(s_1\), \(s_2\), \textcolor{fzjblack!40!fzjred}{\(s_3\), \(\dots\)}};
+ \draw node[/box/ml,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(t_1\), \(t_2\), \(t_3\), \(t_4\), \textcolor{fzjblack!40!fzjred}{\(t_5\), \(t_6\), \(\dots\)}};
+ \draw[/arr/active] (atoms) -- (dft);
+% \draw[/arr/active] (dft) -- (primary);
+ \draw[/arr/active] (primary) -- (secondary);
+ \draw[/arr/active] (secondary) -- (tertiary);
+ %
+ \draw node[/box/ml,v] (surrogate) [below=2em of primary] {surrogate model};
+ \draw[/arr/active] (atoms) |- (surrogate);
+ \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {train};
+ \draw[/arr/active] (surrogate) -- (primary);
+
+\end{tikzpicture}
\ No newline at end of file
diff --git a/fig/presentation/classification-of-atomistic-ml_master.tikz b/fig/presentation/classification-of-atomistic-ml_master.tikz
new file mode 100644
index 0000000..2ce4a33
--- /dev/null
+++ b/fig/presentation/classification-of-atomistic-ml_master.tikz
@@ -0,0 +1,210 @@
+\usetikzlibrary{shapes,shadows}
+\pgfdeclarelayer{higher}
+\pgfdeclarelayer{highest}
+\pgfsetlayers{main,higher,highest}
+\pgfkeys{%
+ /tikz/every node/.style={%
+ transform shape,
+ %font=\ttfamily\normalsize,
+ text=black,
+ minimum width=1.5cm,
+ align=center,
+ text width=3.5cm,
+ inner sep=2pt,
+ minimum height=1cm
+ },
+ /box/node color/.style={%
+ draw=fzjblue,%#1!80!black,
+ top color=#1!80!white,
+ bottom color=#1!80!black,
+ },
+ /box/active/.style={%
+ rectangle,
+ /box/node color=fzjlightblue,
+ },
+ /box/passive/.style={%
+ rectangle,
+ /box/node color=fzjgray20,
+ text=fzjblack!40!fzjgray20,
+ dashed
+ },
+ /box/ml/.style={%
+ rectangle,
+ /box/node color=fzjred,
+ },
+ /box/invisible/.style={%
+ rectangle,
+ draw=fzjwhite,%#1!80!black,
+ top color=fzjwhite,
+ bottom color=fzjwhite,
+ text=fzjwhite
+ },
+ /arr/active/.style={%
+ -latex,
+ line width=0.2em,
+ },
+ /arr/passive/.style={%
+ -latex,
+ line width=0.2em,
+ dashed
+ },
+% /class/main1/.style={%
+% rectangle,
+% /box/node color=fzjgreen,
+% },
+% /class/main2/.style={%
+% rectangle split,
+% rectangle split parts=2,
+% text width=14em,
+% /box/node color=fzjgreen,
+% },
+% /class/other1/.style={%
+% rectangle,
+% /box/node color=white!40!fzjgreen,
+% },
+% /class/other2/.style={%
+% rectangle split,
+% rectangle split parts=2,
+% /box/node color=white!40!fzjgreen,
+% },
+% /class/template/.style={%
+% rectangle,
+% minimum width=0.6cm,
+% minimum height=0.6cm,
+% text width=0.5cm,
+% /box/node color=white!40!fzjgreen,
+% dashed
+% },
+% /class/cube/.style={%
+% rectangle,
+% /box/node color=fzjlightblue,
+% },
+% /class/uses/.style={%
+% -angle=60,
+% line width=0.2em,
+% dashed
+% },
+% /class/has/.style={%
+% -angle=60,
+% line width=0.2em,
+% },
+% /class/isA/.style={%
+% -latex,
+% line width=0.3em,
+% },
+% /class/composition/.style={%
+% -diamond,
+% line width=0.2em,
+% },
+% /class/multiarrow/.style={%
+% /class/arrow,
+% double copy shadow={shadow xshift=1mm,shadow yshift=-2mm,/class/arrow},
+% },
+}
+
+\tikzstyle{v}=[node distance=1.75cm]
+\tikzstyle{h}=[node distance=4cm]
+\usetikzlibrary{positioning,shapes,arrows}
+\begin{tikzpicture}[
+ scale=0.75, transform shape, %font=\ttfamily,
+ uses/.style={-{angle 60},line width=0.2em,dashed},
+% auto
+ ]
+% % DFT only
+% \draw node[/box/active,v] (atoms) {\( A = \{ \mathbf{R}_k, Z_k \}_{k=1}^{M}\)};
+% \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT};
+% \draw node[/box/active,v] (primary) [right=2em of dft] {Primary output:\\ \(\rho(\mathbf{r})\), \(V_s(\mathbf{r})\), \(\varphi_j(\mathbf{r})\)};
+% \draw node[/box/active,v] (secondary) [right=2em of primary] {Secondary:\\ \(E(\mathbf{k})\), \(D(E)\), \(\dots\)};
+% % E_tot ausgelassen; E(k) = bandstructure, D(E) = DOS
+% \draw node[/box/active,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(\sigma\), \(\Delta\!G_f^0\), \(T_c\), \(\dots\)};
+% % sigma = elastic moduli, delta G_f^0 = formation energy, topological invariant ausgelassen, T_c supercond crit temp
+% \draw[/arr/active] (atoms) -- (dft);
+% \draw[/arr/active] (dft) -- (primary);
+% \draw[/arr/active] (primary) -- (secondary);
+% \draw[/arr/active] (secondary) -- (tertiary);
+% %
+% \draw node[/box/invisible,v] (surrogate) [below=2em of tertiary] {}; % to get same image size for all
+
+ % DFT only, but general secondary tertiary outputs
+ \draw node[/box/active,v] (atoms) {\( A = \{ \mathbf{R}_k, Z_k \}_{k=1}^{M}\)};
+ \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT};
+ \draw node[/box/active,v] (primary) [right=2em of dft] {Primary output:\\ \(p_1\), \(p_2\), \(\dots\)};
+ \draw node[/box/active,v] (secondary) [right=2em of primary] {Secondary:\\ \(s_1\), \(s_2\), \(s_3\), \(\dots\)};
+% E_tot ausgelassen; E(k) = bandstructure, D(E) = DOS
+ \draw node[/box/active,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(t_1\), \(t_2\), \(t_3\), \(t_4\), \(t_5\), \(t_6\), \(\dots\)};
+% sigma = elastic moduli, delta G_f^0 = formation energy, topological invariant ausgelassen, T_c supercond crit temp
+ \draw[/arr/active] (atoms) -- (dft);
+ \draw[/arr/active] (dft) -- (primary);
+ \draw[/arr/active] (primary) -- (secondary);
+ \draw[/arr/active] (secondary) -- (tertiary);
+ %
+ \draw node[/box/invisible,v] (surrogate) [below=2em of tertiary] {}; % to get same image size for all
+
+% % tertiary surrogate
+% \draw node[/box/active,v] (atoms) {\( \Big\{ \{ \mathbf{R}_k, Z_k \}_{k=1}^{M_i} \Big\}_{i=1}^n \)};
+% \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT / DB};
+% \draw node[/box/passive,v] (primary) [right=2em of dft] {Primary output:\\ \(p_1\), \(p_2\), \(\dots\)};
+% \draw node[/box/passive,v] (secondary) [right=2em of primary] {Secondary:\\ \(s_1\), \(s_2\), \(s_3\), \(\dots\)};
+% \draw node[/box/active,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(t_1\), \textcolor{fzjblack!40!fzjgreen}{\(t_2\), \(t_3\), \(t_4\), \(t_5\), \(t_6\), \(\dots\)}};
+% \draw[/arr/active] (atoms) -- (dft);
+% % \draw[/arr/active] (dft) -- (primary);
+% % \draw[/arr/passive] (primary) -- (secondary);
+% % \draw[/arr/passive] (secondary) -- (tertiary);
+% %
+% \draw node[/box/ml,v] (surrogate) [below=2em of tertiary] {surrogate model};
+% \draw[/arr/active] (atoms) |- (surrogate);
+% \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {train};
+% \draw[/arr/active] (surrogate) -- (tertiary);
+
+% % secondary surrogate
+% \draw node[/box/active,v] (atoms) {\( \Big\{ \{ \mathbf{R}_k, Z_k \}_{k=1}^{M_i} \Big\}_{i=1}^n \)};
+% \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT / DB};
+% \draw node[/box/passive,v] (primary) [right=2em of dft] {Primary output:\\ \(p_1\), \(p_2\), \(\dots\)};
+% \draw node[/box/ml,v] (secondary) [right=2em of primary] {Secondary:\\ \textcolor{fzjblack!40!fzjred}{\(s_1\),} \(s_2\), \textcolor{fzjblack!40!fzjred}{\(s_3\), \(\dots\)}};
+% \draw node[/box/ml,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \textcolor{fzjblack!40!fzjred}{\(t_1\), \(t_2\),} \(t_3\), \(t_4\), \textcolor{fzjblack!40!fzjred}{\(t_5\), \(t_6\), \(\dots\)}};
+% \draw[/arr/active] (atoms) -- (dft);
+% % \draw[/arr/active] (dft) -- (primary);
+% % \draw[/arr/passive] (primary) -- (secondary);
+% \draw[/arr/active] (secondary) -- (tertiary);
+% %
+% \draw node[/box/ml,v] (surrogate) [below=2em of secondary] {surrogate model};
+% \draw[/arr/active] (atoms) |- (surrogate);
+% \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {train};
+% \draw[/arr/active] (surrogate) -- (secondary);
+
+
+% % primary surrogate
+% \draw node[/box/active,v] (atoms) {\( \Big\{ \{ \mathbf{R}_k, Z_k \}_{k=1}^{M_i} \Big\}_{i=1}^n \)};
+% \draw node[/box/active,v] (dft) [right=2em of atoms] {KS-DFT / DB};
+% \draw node[/box/ml,v] (primary) [right=2em of dft] {Primary output:\\ \textcolor{fzjblack!40!fzjred}{\(p_1\),} \(p_2\), \textcolor{fzjblack!40!fzjred}{\(\dots\)}};
+% \draw node[/box/ml,v] (secondary) [right=2em of primary] {Secondary:\\ \(s_1\), \(s_2\), \textcolor{fzjblack!40!fzjred}{\(s_3\), \(\dots\)}};
+% \draw node[/box/ml,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(t_1\), \(t_2\), \(t_3\), \(t_4\), \textcolor{fzjblack!40!fzjred}{\(t_5\), \(t_6\), \(\dots\)}};
+% \draw[/arr/active] (atoms) -- (dft);
+% % \draw[/arr/active] (dft) -- (primary);
+% \draw[/arr/active] (primary) -- (secondary);
+% \draw[/arr/active] (secondary) -- (tertiary);
+% %
+% \draw node[/box/ml,v] (surrogate) [below=2em of primary] {surrogate model};
+% \draw[/arr/active] (atoms) |- (surrogate);
+% \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {train};
+% \draw[/arr/active] (surrogate) -- (primary);
+
+
+% % primary surrogate, target is potential (KKR)
+% \draw node[/box/active,v] (atoms) {\( \Big\{ \{ \mathbf{R}_k, Z_k \}_{k=1}^{M_i} \Big\}_{i=1}^n \)};
+% \draw node[/box/active,v] (dft) [right=2em of atoms] {KKR-GF};
+% \draw node[/box/ml,v] (primary) [right=2em of dft] {Primary output:\\ \textcolor{fzjblack!40!fzjred}{\(\rho(\mathbf{r})\),} \(V_s(\mathbf{r})\), \textcolor{fzjblack!40!fzjred}{\(\varphi_j(\mathbf{r})\)}};
+% \draw node[/box/ml,v] (secondary) [right=2em of primary] {Secondary:\\ \(s_1\), \(s_2\), \textcolor{fzjblack!40!fzjred}{\(s_3\), \(\dots\)}};
+% \draw node[/box/ml,v] (tertiary) [right=2em of secondary] {Tertiary:\\ \(t_1\), \(t_2\), \(t_3\), \(t_4\), \textcolor{fzjblack!40!fzjred}{\(t_5\), \(t_6\), \(\dots\)}};
+% \draw[/arr/active] (atoms) -- (dft);
+% % \draw[/arr/active] (dft) -- (primary);
+% \draw[/arr/active] (primary) -- (secondary);
+% \draw[/arr/active] (secondary) -- (tertiary);
+% %
+% \draw node[/box/ml,v] (surrogate) [below=2em of primary] {surrogate model};
+% \draw[/arr/active] (atoms) |- (surrogate);
+% \draw[/arr/active] (dft) |- (surrogate) node[midway,right=-3em,yshift=2em] {train};
+% \draw[/arr/active] (surrogate) -- (primary);
+
+
+\end{tikzpicture}
\ No newline at end of file
diff --git a/fig/presentation/kkr-scf/kkr-scf.tikz b/fig/presentation/kkr-scf/kkr-scf.tikz
new file mode 100644
index 0000000..ef19aba
--- /dev/null
+++ b/fig/presentation/kkr-scf/kkr-scf.tikz
@@ -0,0 +1,137 @@
+\pgfdeclarelayer{higher}
+\pgfdeclarelayer{highest}
+\pgfsetlayers{main,higher,highest}
+\pgfkeys{%
+ /tikz/every node/.style={%
+ transform shape,
+ %font=\ttfamily\normalsize,
+ text=black,
+ minimum width=1.2cm,
+ align=center,
+% text width=1.0cm,
+ inner sep=2pt,
+ minimum height=0.8cm
+ },
+ /box/node color/.style={%
+ draw=fzjblue,%#1!80!black,
+ top color=#1!80!white,
+ bottom color=#1!80!black,
+ },
+ /box/active/.style={%
+ rectangle,
+ /box/node color=fzjlightblue,
+ },
+ /box/passive/.style={%
+ rectangle,
+ /box/node color=fzjgray20,
+ text=fzjblack!40!fzjgray20,
+ dashed
+ },
+ /box/ml/.style={%
+ rectangle,
+ /box/node color=fzjred,
+ },
+ /box/invisible/.style={%
+ rectangle,
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+ top color=fzjwhite,
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+\tikzstyle{h}=[node distance=4cm]
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+ uses/.style={-{angle 60},line width=0.2em,dashed},
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+\draw node[/box/active,v,text width=3.5cm] (GF) [right=2em of Vm] {\(\mathcal{G} = \mathcal{G}^0 + \mathcal{G}^0\ \Delta\!V \ \mathcal{G}\)};
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+\end{tikzpicture}
\ No newline at end of file
diff --git a/fig/presentation/kkr-scf/kkr-scf_dyson-with-scatter-mat.tikz b/fig/presentation/kkr-scf/kkr-scf_dyson-with-scatter-mat.tikz
new file mode 100644
index 0000000..7fab2b9
--- /dev/null
+++ b/fig/presentation/kkr-scf/kkr-scf_dyson-with-scatter-mat.tikz
@@ -0,0 +1,139 @@
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\ No newline at end of file
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diff --git a/lst/aiida-kkr-ml/dg/submission_plan/README.md b/lst/aiida-kkr-ml/dg/submission_plan/README.md
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index 0000000..d5d2ed7
--- /dev/null
+++ b/lst/aiida-kkr-ml/dg/submission_plan/README.md
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+from aiida-kkr-ml > notebooks > data_generation
+https://iffgit.fz-juelich.de/aiida-kkr-ml/aiida-kkr-ml/-/tree/master/notebooks/data_generation/claix
+local laptop:
+pgi/src/wasmer/aiida-kkr_ml-potential/notebooks/data_generation/claix/img/tables/
diff --git a/lst/aiida-kkr-ml/dg/submission_plan/plotting_profile/tables.json b/lst/aiida-kkr-ml/dg/submission_plan/plotting_profile/tables.json
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+++ b/lst/aiida-kkr-ml/dg/submission_plan/plotting_profile/tables.json
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+{
+ "profile_name": "tables_for_step2_to_step4",
+ "values_range": [1, 2, 3, 4, 5],
+ "missing_value": 0,
+ "missing_name": "Missing",
+ "title_prefix": "Data generation: ",
+ "output_prefix": "img/tables/",
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+ "colormap_name": "inferno",
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+ "colormap": {},
+ "size": [1000, 800],
+ "showfblock": false,
+ "long_version": false,
+ "with_legend": true,
+ "_version": 1,
+ "_cls_name": "masci_tools.util.chemical_elements.ChemicalElementsPlottingProfile"
+}
diff --git a/lst/aiida-kkr-ml/dg/submission_plan/step2_submission_plan/set1_structures.json b/lst/aiida-kkr-ml/dg/submission_plan/step2_submission_plan/set1_structures.json
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+{"": {"H": 1, "He": 2, "Li": 3, "Be": 4, "B": 5, "C": 6, "N": 7, "O": 8, "F": 9, "Ne": 10, "Na": 11, "Mg": 12, "Al": 13, "Si": 14, "P": 15, "S": 16, "Cl": 17, "Ar": 18, "K": 19, "Ca": 20, "Sc": 21, "Ti": 22, "V": 23, "Cr": 24, "Mn": 25, "Fe": 26, "Co": 27, "Ni": 28, "Cu": 29, "Zn": 30, "Ga": 31, "Ge": 32, "As": 33, "Se": 34, "Br": 35, "Kr": 36, "Rb": 37, "Sr": 38, "Y": 39, "Zr": 40, "Nb": 41, "Mo": 42, "Tc": 43, "Ru": 44, "Rh": 45, "Pd": 46, "Ag": 47, "Cd": 48, "In": 49, "Sn": 50, "Sb": 51, "Te": 52, "I": 53, "Xe": 54, "Cs": 55, "Ba": 56, "Lu": 71, "Hf": 72, "Ta": 73, "W": 74, "Re": 75, "Os": 76, "Ir": 77, "Pt": 78, "Au": 79, "Hg": 80, "Tl": 81, "Pb": 82, "Bi": 83, "Po": 84, "Rn": 86}}
diff --git a/lst/aiida-kkr-ml/dg/submission_plan/step2_submission_plan/set2_excluded.json b/lst/aiida-kkr-ml/dg/submission_plan/step2_submission_plan/set2_excluded.json
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+{"": {"He": 2, "Ne": 10, "Ar": 18, "Br": 35, "Kr": 36, "I": 53, "Xe": 54, "Ce": 58, "Pr": 59, "Nd": 60, "Pm": 61, "Sm": 62, "Tb": 65, "Dy": 66, "Ho": 67, "Er": 68, "Tm": 69, "Yb": 70, "Lu": 71, "Bi": 83, "Po": 84, "At": 85, "Rn": 86, "Fr": 87, "Ra": 88, "Ac": 89, "Th": 90, "Pa": 91, "U": 92, "Np": 93, "Pu": 94, "Am": 95, "Cm": 96, "Bk": 97, "Cf": 98, "Es": 99, "Fm": 100, "Md": 101, "No": 102, "Lr": 103, "Rf": 104, "Db": 105, "Sg": 106, "Bh": 107, "Hs": 108, "Mt": 109, "Ds": 110, "Rg": 111, "Cn": 112, "Nh": 113, "Fl": 114, "Mc": 115, "Lv": 116, "Ts": 117, "Og": 118}}
diff --git a/lst/aiida-kkr-ml/dg/submission_plan/step2_submission_plan/set3_crystals.json b/lst/aiida-kkr-ml/dg/submission_plan/step2_submission_plan/set3_crystals.json
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+{"fcc": {"Al": 13, "Ca": 20, "Mn": 25, "Ni": 28, "Cu": 29, "Sr": 38, "Pd": 46, "Ag": 47, "Ir": 77, "Pt": 78, "Au": 79, "Pb": 82}, "bcc": {"K": 19, "V": 23, "Cr": 24, "Fe": 26, "Rb": 37, "Nb": 41, "Mo": 42, "Cs": 55, "Ba": 56, "Ta": 73, "W": 74}, "hcp": {"He": 2, "Be": 4, "Mg": 12, "Sc": 21, "Ti": 22, "Co": 27, "Zn": 30, "Y": 39, "Zr": 40, "Tc": 43, "Ru": 44, "Cd": 48, "Hf": 72, "Re": 75, "Os": 76, "Tl": 81}}
diff --git a/lst/aiida-kkr-ml/dg/submission_plan/step2_submission_plan/set4_intersection_of_set1-3.json b/lst/aiida-kkr-ml/dg/submission_plan/step2_submission_plan/set4_intersection_of_set1-3.json
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diff --git a/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/impurities.json b/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/impurities.json
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diff --git a/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_0.8.json b/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_0.8.json
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+++ b/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_0.8.json
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+{
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+ "exclude_host_host": true,
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+ "random_seed": 1,
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+ "_version": 1,
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+ "_batches": {
+ "1": ["Hf:Mn", "Be:Fe", "Mo:V", "Ca:Be", "Ag:Be", "Ni:Tc", "X:Cu", "Ta:Pb", "S:Fe", "F:Ag", "Nb:Ir", "Hf:Pb", "Tc:Ca", "Zn:Fe", "Ir:Ni", "Ir:Ba", "Y:Cs", "Ga:Cs", "Ge:Cr", "F:Cu", "Nb:Ca", "O:Rb", "Mg:Pb", "Au:Au", "Rb:Ag", "Cs:Ca", "Ge:Ir", "Sb:Sc", "Re:Mg", "Se:Au", "Ba:Al", "Mg:Al", "Ga:Cr", "Pt:Re", "Rb:Ti", "V:Sr", "X:Re", "Pt:Zn", "Ni:Zn", "Se:Al", "Ti:Pt", "Au:Cr", "Hg:Ca", "Se:Ba", "C:K", "Ta:Ru", "Li:Re", "Pd:Mg", "Be:Al", "K:Pd", "Ga:Cu", "Nb:Cd", "Pb:Sc", "Rh:Ir", "Ni:Os", "Se:Ca", "Os:Co", "Os:Fe", "Rh:Mn", "Sr:Ni", "Tl:Be", "Be:Ba", "Sc:Sr", "La:Pt", "X:Sr", "In:Pd", "Tl:Fe", "Hf:Cu", "Pd:Tl", "Mn:Ru", "Se:Pb", "Ru:Pb", "P:Al", "Te:Cd", "Zn:Ir", "Ni:Ni", "Ru:Zn", "B:Co", "Mn:Be", "Fe:Tl", "Se:Pt", "Cu:Tl", "Os:Al", "C:Fe", "As:Tc", "Ba:Tl", "Tc:Ni", "In:Cu", "O:Tl", "Si:Co", "Co:Ca", "F:Al", "Cs:Cu", "Pd:Al", "Cl:Mn", "C:Ag", "Cd:Cd", "Tl:Tl", "Cs:Re", "Pb:Ti", "Ca:Cr", "Nb:Re", "N:Tc", "Fe:Pt", "Mg:Ti", "Se:Cd", "Sc:K", "Cr:Cu", "Te:Mn", "Cl:Cd", "C:Ba", "Ag:Co", "Tl:Pd", "Ag:V", "Be:Co", "Ba:Pb", "X:Ni", "Si:Tl", "Cu:Pd", "Rh:Cs", "Pb:Zn", "Ba:Tc", "Na:Ba", "As:Be", "Cl:Cs", "Rh:Sc", "Ba:Cu", "B:Ba", "Cs:Pt", "Co:Os", "Cd:Sc", "Ru:Re", "Na:Cd", "Tl:Al", "Sb:Ba", "Mg:K", "Cr:Os", "Zr:Cu", "As:Ru", "Ga:Cd", "Ta:Fe", "Mo:Re", "La:Cs", "Au:Pb", "Ba:Co", "In:Co", "Ga:Ag", "Sc:Cs", "Fe:Ni", "Hf:Fe", "Be:V", "Ta:Al", "Cl:Ti", "N:Cu", "Ir:Ir", "Ca:Sr", "S:V", "C:Tl", "Ti:Fe", "N:Ir", "Si:Rb", "Hg:Sr", "Ag:Re", "Ir:Tl", "Cr:Ba", "Al:Au", "F:Cd", "Sb:Pd", "Ta:Be", "Rh:Tl", "Cd:V", "O:Cs", "Rh:Cd", "Na:Os", "H:Mg", "La:Tc", "Cl:Ru", "Rh:Tc", "Cu:Re", "Cr:Zn", "P:Pb", "Mo:K", "Ga:V", "Fe:Ag", "C:Zn", "Ag:Pb", "Sr:Au", "Be:Mg", "Pt:Os", "Hg:K", "Sr:Os", "Tc:Tc", "Si:Pd", "In:Ni", "Li:Ba", "Ta:Ni", "Pt:Ru", "Si:Cs", "Mn:Tl", "Tc:Be", "N:Tl", "S:Cu", "Zn:Tc", "S:Ni", "Pb:Cs", "Sb:Tl", "Cl:Zn", "Os:Tl", "Zn:Ru", "Nb:Cs", "Zr:Ru", "Au:Ag", "Sc:Re", "Cd:Tl", "Cd:Fe", "Co:Cs", "Zn:Cu", "F:Ti", "Se:Ag", "Al:Cr", "Se:Os", "Nb:Mn", "Nb:Tc", "P:Co", "In:Fe", "Na:Ni", "Ga:Zn", "Si:Mg", "Te:Fe", "Pd:Co", "Te:Cr", "Ni:Rb", "Mn:Ca", "V:Ni", "Ni:Tl", "Sb:Co", "Be:Ru", "Na:Tl", "Sb:Ru", "Cl:Co", "Ir:Pt", "O:Ni", "Cs:Pd", "Al:Re", "P:K", "Co:Pd", "Tl:Ru", "Si:Ru", "Pd:Au", "Mn:V", "Os:K", "Sc:V", "As:Os", "N:Ni", "Ta:Cr", "Sr:Tc", "Ca:Rb", "Ir:V", "V:Cs", "B:Mg", "Ge:Ca", "Os:Ba", "Hf:Pd", "Pb:Pt", "Ir:Sr", "Si:Al", "Mg:Re", "V:Ti", "X:Be", "X:Pd", "Se:Ru", "H:Pd", "V:Cu", "Re:Rb", "Na:Cu", "Ba:K", "Re:Tl", "B:Tc", "Co:Pt", "Ru:Rb", "Ge:Tc", "Te:Pd", "Ir:Tc", "Ni:Ag", "Tl:Ca", "Ge:Os", "Sc:Cu", "Se:Cu", "Ti:Mg", "Co:Sc", "Co:Ag", "Au:Tc", "Pt:Cr", "Cr:Ir", "N:Mn", "Co:Sr", "Ge:Pt", "Hg:Rb", "N:Be", "Rh:Au"],
+ "2": ["Hg:Ru", "Os:Ru", "Ta:Cs", "Na:Tc", "Pd:Ba", "Li:Tc", "Li:Sc", "Sb:Mn", "Ba:Os", "Co:Mg", "Ir:Mg", "Sc:Ca", "Ru:V", "Rh:Ba", "Ru:Tc", "Tl:Cs", "Nb:Os", "Cr:Ru", "H:Cs", "As:Zn", "S:Sc", "O:Os", "Nb:Pt", "Fe:Mn", "Ta:Ir", "Ti:Ir", "As:Tl", "Cs:Zn", "Co:Cu", "Ir:K", "Mn:Sc", "Be:Tc", "Re:Sc", "Os:Ti", "Tl:Cr", "Ru:Cu", "P:Be", "Mo:Zn", "Au:Ti", "Pd:Pt", "Ir:Au", "V:Pd", "Fe:Cr", "Pd:Os", "Zr:Ca", "Ga:Re", "N:Au", "Ti:Al", "O:Ir", "V:Al", "Mg:V", "Ni:Cd", "Al:Os", "Re:Cu", "N:Cd", "Cl:Tc", "Ba:Mg", "Li:Al", "Ta:Ag", "C:Os", "Ag:Ti", "C:Mn", "In:Sc", "Tc:Ag", "Ga:Mn", "Ti:Cr", "Zr:Fe", "Ca:Cu", "Os:Os", "Rb:Co", "Co:Rb", "Y:Mg", "Y:Os", "Pb:Tc", "Pb:Tl", "Y:Tl", "Hg:Zn", "Sb:Ag", "Zr:Au", "As:Ni", "Cu:Os", "Pd:Cs", "C:V", "K:Zn", "V:Ba", "Al:Pb", "Pb:Au", "H:Cr", "P:Cu", "Sb:Cs", "Na:Zn", "Rh:Cr", "Li:Co", "Sb:Zn", "Se:K", "Sb:V", "Mn:K", "Sc:Pd", "Ga:Ti", "Pt:Be", "Ga:Os", "F:Tc", "Al:Pt", "Pd:Ni", "Fe:Cd", "Rh:K", "As:Pd", "Nb:Au", "Ba:Be", "Ir:Ru", "Hg:Ba", "Mo:Au", "Be:Pd", "Zr:Co", "Pd:V", "X:Fe", "As:Ti", "X:Al", "Pd:Ru", "Se:Co", "Cd:Cr", "Ga:Ir", "Ag:Ca", "Fe:Sr", "Rb:Pt", "Ti:Os", "Zr:Ti", "Cu:Mn", "Rb:Sc", "Li:Ir", "Ti:Ag", "Au:Re", "Al:Ru", "P:Cd", "Re:Tc", "Te:V", "Zn:Ni", "Mn:Re", "Tc:Cr", "Al:Sr", "Hg:Ni", "Sc:Co", "Hf:Rb", "C:Cu", "Zn:Ti", "Rh:Al", "Mg:Cr", "C:Ti", "Ga:Tc", "P:Ni", "Rh:Rb", "Mg:Ag", "Li:V", "Zn:Cd", "F:Cs", "Ti:Tl", "In:Au", "Cl:Re", "Cl:Pd", "Cu:Ag", "O:Cu", "Sb:Tc", "Na:Ru", "Y:Pb", "Tl:Pb", "La:Sr", "Ge:Pb", "Ge:Ba", "Li:Au", "Ba:Sr", "Be:Pb", "Cr:Cs", "Rb:Ni", "La:Ru", "F:V", "Hg:Ir", "As:Cs", "Tl:Sc", "Cs:Co", "Al:Rb", "O:Au", "In:V", "K:Ti", "Pd:Zn", "Hf:Be", "Te:Ca", "Au:Ca", "Ni:Ca", "Cs:Sr", "Fe:Be", "Pb:Pd", "V:Os", "Mg:Ni", "Na:Cr", "Zn:Zn", "Ru:Tl", "Zn:Cr", "Au:Zn", "Li:Cu", "Ta:Pd", "Re:Ni", "Au:K", "Ta:Zn", "Y:Sr", "Ag:Al", "Be:Re", "Mn:Ag", "P:Au", "Fe:Pb", "Cr:Mn", "Sc:Cr", "Au:Cs", "Cd:Rb", "Pt:Pt", "Zn:Pb", "Ir:Cd", "Ga:Al", "In:Ba", "Y:Fe", "Mn:Mn", "Rb:Tl", "Na:Sr", "P:Ba", "F:Rb", "As:Pt", "Cr:Ni", "Si:Ba", "Pd:Cu", "Be:Rb", "Te:Sr", "Be:Os", "Si:Pb", "K:Cu", "K:Re", "Cs:Ru", "Tl:Mn", "B:Al", "Hf:Tc", "Pt:Tl", "O:Al", "Ni:V", "Nb:Al", "Tl:K", "Hg:Al", "F:Ba", "Be:Au", "Pb:Rb", "La:Mg", "Re:Fe", "Al:Zn", "P:Tl", "Ru:Mn", "O:Ti", "Tl:Ba", "S:K", "Li:Tl", "Ir:Sc", "Rb:Os", "Au:Sc", "Mn:Pd", "Au:Al", "C:Ca", "F:Co", "Be:Ni", "X:Ir", "Re:Ru", "Y:Rb", "N:Os", "Re:Cr", "Pt:Cs", "Te:Ag", "Cr:Be", "Hf:Ru", "Mo:Os", "Te:Au", "Au:Pt", "Al:Al", "Tl:Sr", "Ge:Zn", "Ru:Cd", "Mn:Fe", "Re:Zn", "Se:Cr", "Ga:K", "Rb:Au", "B:Ti", "Tc:Al", "Cu:K", "Y:Al", "Y:Mn", "Os:Au", "Y:Ag", "As:Mn", "Hf:Al", "Cl:Pb", "Cu:Mg", "Cl:Al", "La:Cd", "Os:V", "Ni:Ru"],
+ "3": ["Si:Mn", "F:Pb", "Zr:Mg", "Pb:Pb", "As:Ba", "Pb:Ca", "Se:Sc", "Y:Re", "Tl:Ag", "Na:Mn", "La:Ti", "P:Pt", "Si:Sc", "La:Cr", "Sc:Cd", "Zn:Tl", "X:Mn", "Hg:Be", "Ta:Sr", "Rh:Ag", "B:Pd", "Ti:Co", "Tl:Co", "Te:Be", "B:Fe", "Sb:Sr", "Cd:Mn", "Cd:Ni", "Ir:Pb", "Ti:Au", "P:Rb", "Pd:Rb", "As:Al", "La:Ir", "Cu:Sc", "Cd:K", "Ba:Ir", "Sc:Pt", "Ca:Tl", "Ag:Zn", "K:Au", "Nb:Cu", "Be:Tl", "Zr:Cs", "Y:Cu", "Cd:Ca", "Rb:Cr", "X:Ti", "Cl:Ca", "Al:Pd", "Zn:Mg", "Cr:Cd", "Ni:Pd", "Ru:Ru", "In:Be", "V:Fe", "P:Fe", "Li:Sr", "Cr:Au", "K:Pb", "Zn:Cs", "Fe:K", "Pt:Mg", "Ru:Fe", "Ir:Zn", "F:Zn", "Mo:Cu", "Ru:Ca", "N:V", "Ca:Pb", "Sb:Be", "S:Tl", "Y:Sc", "O:Ba", "K:Mn", "Hf:Ti", "Ir:Cs", "O:Cr", "Se:Sr", "K:Al", "Si:Ca", "Tc:Re", "Ag:Mg", "As:Re", "K:Pt", "Au:Cu", "Pt:V", "Pb:Sr", "Pd:Ti", "Fe:Re", "Cs:Ba", "Ca:Ni", "Sc:Ir", "Ag:Cs", "Li:Ti", "La:Zn", "Tl:Pt", "Be:Sr", "Ba:Rb", "Mn:Rb", "Os:Mg", "Zn:K", "H:Ag", "La:Rb", "Ag:Pd", "N:K", "Be:Cs", "B:Ni", "La:Mn", "O:Mn", "Nb:Zn", "Cd:Os", "B:Pt", "Te:Cs", "Pb:V", "Re:Al", "Ge:Mg", "Te:Mg", "Ag:Tc", "Y:Ti", "Mg:Ca", "P:Mn", "Hf:Sc", "Cr:V", "Os:Ag", "Nb:K", "Sc:Tl", "Fe:Ti", "Ni:Pt", "Zn:Pd", "Ti:Be", "In:Ti", "Ni:Cu", "Mo:Sr", "Zr:Be", "Os:Pt", "Ti:K", "Se:Mg", "Ta:Ca", "Si:Be", "In:Rb", "Cs:Mg", "Na:V", "Se:Fe", "Au:Tl", "Sc:Au", "Au:V", "Co:Ni", "Co:Be", "Hf:Sr", "B:Au", "B:Be", "Ca:Co", "Tc:Rb", "Ag:K", "Nb:Ag", "Sr:Cr", "Mo:Co", "Ru:Os", "Pd:Mn", "Na:Ir", "Y:Cd", "La:V", "Cs:Sc", "Tc:Pb", "Na:Au", "Cd:Pd", "Hg:Fe", "Sc:Pb", "Sb:K", "Al:Ni", "Ag:Tl", "Hg:Os", "Sr:Zn", "Tc:Co", "Se:Ni", "Zn:Ca", "Ga:Mg", "C:Sc", "Zn:Re", "Na:Pd", "X:Pb", "Cd:Ba", "Ca:Sc", "Fe:Sc", "Zr:Pt", "Pt:K", "Sc:Zn", "Hg:Co", "S:Os", "Cr:Tc", "Ge:Sr", "Be:Zn", "Mo:Sc", "Ti:Mn", "Si:Au", "K:Os", "Al:Sc", "Se:V", "Te:Ti", "Sc:Ni", "K:Ru", "Ga:Pd", "S:Mg", "Be:K", "Zr:Zn", "La:Re", "Be:Ir", "Si:Tc", "Te:Sc", "Ge:Sc", "Co:Cr", "Rb:Ir", "Hf:Ni", "Co:Ti", "Tl:Cu", "Si:Cd", "Rb:Rb", "Na:Pb", "Li:Os", "Mg:Ba", "Cu:Cu", "Hg:Cs", "Zr:V", "La:K", "In:Cd", "Y:Zn", "Te:Os", "S:Cs", "Fe:Co", "Ni:Ti", "Au:Pd", "Ag:Fe", "Tl:Tc", "S:Pd", "H:Al", "Ca:Tc", "Pb:Os", "Cd:Pt", "Mg:Fe", "Y:Co", "Si:V", "Ta:K", "Ba:Ag", "K:Tl", "Cs:Cd", "Ge:Fe", "Nb:Pb", "H:Ba", "Tl:Re", "Ag:Cr", "N:Cs", "Au:Be", "B:Pb", "Rh:Ru", "C:Ir", "Hf:Os", "Li:Ni", "Cd:Zn", "In:Os", "Sr:Ca", "Pt:Al", "F:Os", "Mo:Ca", "Li:Mn", "As:Ca", "Tc:Ir", "Ge:Ag", "Y:V", "Hg:Re", "Ba:Cd", "Pt:Pd", "Se:Zn", "Ru:Au", "Ge:Pd", "Ca:V", "Cr:Al", "Sc:Rb", "Fe:Mg", "Ti:Pb", "S:Ca", "Al:Tc", "C:Re", "Ti:Rb", "Ba:Cr", "Te:Al", "H:Pb", "F:K", "F:Be", "Sb:Os", "Ta:Mg", "F:Ru", "F:Ir", "V:Ir", "Tl:Mg", "Si:Pt", "Cs:Cr", "Rb:Ca", "N:Fe", "Zr:K"],
+ "4": ["Tc:Cs", "Re:V", "Na:Ti", "Co:Ru", "Os:Mn", "Cr:Mg", "Os:Ir", "X:Au", "N:Cr", "Te:Pt", "S:Cr", "Ir:Fe", "Os:Cu", "Na:Mg", "Tc:Fe", "B:Cr", "Te:Co", "Ca:Fe", "Sr:Pt", "Ca:Cs", "Ta:Os", "X:Zn", "Mg:Be", "Mo:Ba", "Cr:Sr", "Pb:K", "Sb:Re", "Ba:Pd", "F:Ni", "Re:Be", "Sc:Ag", "Pb:Ni", "Ca:Au", "Ba:Mn", "Tc:Tl", "Sr:Ag", "Si:Re", "Cd:Cu", "H:Be", "As:Sc", "Cu:Ti", "C:Be", "Cr:Fe", "Ba:Pt", "Rh:Re", "Ge:Al", "C:Cr", "Ba:Ru", "N:Zn", "Y:Pt", "Na:Rb", "Re:Au", "Ga:Be", "Si:Ag", "Rb:Pd", "Mg:Tc", "Cl:Ir", "Ga:Fe", "X:Sc", "Sb:Rb", "Ag:Cd", "H:Sr", "Cs:Cs", "Cd:Be", "Re:Sr", "Be:Ag", "Tl:Zn", "Ag:Ag", "Rh:Ti", "Ir:Re", "Fe:Pd", "Rh:Pb", "N:Pb", "Si:Ir", "Hg:Pb", "Sc:Al", "Cl:Cr", "Re:Pd", "Zn:Al", "Mo:Rb", "Sr:Ti", "C:Tc", "Co:Re", "Si:Zn", "Sb:Ti", "Rb:Zn", "O:Cd", "Ir:Cu", "O:Fe", "Hf:Ba", "C:Cd", "Mn:Pt", "Tc:Pt", "Pt:Sr", "Na:Al", "Zn:Ag", "Os:Pb", "Al:Mn", "S:Ru", "Hf:Cs", "Au:Fe", "Se:Ir", "Fe:Au", "Cu:Au", "Au:Mg", "Fe:V", "Ag:Ni", "La:Cu", "Mn:Tc", "Mo:Tc", "Co:Ir", "Ge:Co", "X:Ba", "Rh:Fe", "Pt:Co", "H:Os", "H:Rb", "N:Sc", "Se:Tc", "Be:Mn", "As:Ag", "In:Ir", "Mg:Pd", "Ag:Sc", "Cl:Mg", "O:Be", "B:Rb", "Ir:Mn", "P:Pd", "O:Ag", "Cl:Pt", "Cu:Zn", "V:Zn", "Fe:Ir", "Ge:K", "Na:K", "Pd:Sr", "Mg:Cs", "Pb:Fe", "Ca:Mn", "Tc:K", "Ge:Mn", "Mg:Tl", "Cd:Re", "Tc:Zn", "Y:Tc", "Os:Cd", "Ta:Au", "Te:Ba", "Cu:Ru", "Ta:Sc", "K:Ca", "Re:Ca", "S:Cd", "Cr:Re", "Zr:Ni", "Se:Tl", "Pd:Fe", "Cu:Ni", "Ni:Au", "Pt:Ni", "Sb:Al", "Ca:Os", "Ti:Pd", "Pt:Ag", "Be:Cr", "La:Co", "As:Au", "Co:Fe", "Mo:Fe", "B:Sr", "Pt:Sc", "Mn:Mg", "Cl:Ag", "In:Tl", "Pd:Re", "V:K", "Sc:Ti", "La:Fe", "N:Ca", "Au:Ru", "Sr:Rb", "Mg:Ir", "H:Mn", "Ge:V", "B:Cu", "Fe:Zn", "Re:Pt", "Zn:Au", "N:Rb", "Hf:K", "Ca:Pt", "Li:Pb", "Sr:Cs", "As:Ir", "Ba:Zn", "Hf:Pt", "Ca:Ca", "As:Sr", "Mg:Mg", "Hg:V", "Zn:Sc", "Ca:Zn", "Fe:Al", "Pt:Ca", "B:Ir", "Ag:Ru", "Ca:Ir", "Tl:Au", "Cs:Pb", "Cu:Pt", "Ta:Pt", "Cd:Sr", "K:Co", "Rb:Tc", "B:Zn", "Mn:Ti", "Cu:Ba", "Ir:Pd", "Ni:Cs", "Nb:Ru", "Y:Ba", "Fe:Ba", "P:Mg", "Zr:Al", "Tc:Sr", "Pt:Cd", "Pb:Ru", "Zn:Be", "Y:Ca", "As:Rb", "In:Pt", "Sr:Ba", "Tc:Pd", "X:V", "In:Al", "Ru:K", "Co:Tl", "O:Zn", "La:Ag", "Mn:Cu", "Cu:Co", "Zr:Pd", "V:Ca", "Fe:Ca", "Pb:Ag", "Ge:Ti", "F:Sc", "X:Mg", "Cr:Co", "Tc:Cu", "Ir:Cr", "Sr:V", "Ga:Pt", "Mo:Pb", "Co:Cd", "Sr:Mg", "Cd:Ag", "Na:Be", "Hg:Pd", "Mo:Ir", "X:Pt", "Tc:Cd", "Pd:Ir", "Au:Mn", "Hg:Ti", "P:Sr", "Ni:Mn", "P:Re", "F:Mg", "Zn:Ba", "Rb:Cu", "Fe:Ru", "Nb:Be", "Re:Cs", "Ag:Mn", "Ru:Ir", "V:Tc", "Sc:Mg", "La:Tl", "Zr:Os", "Na:Re", "Sc:Os", "Cd:Ti", "Ta:Ti", "Ca:Ti", "K:Be", "Li:Mg", "H:Ni", "In:Mg", "Au:Ni", "Pd:K", "Hg:Cr", "X:Cr", "Nb:Tl", "Ni:Be", "K:Ni", "Sc:Fe", "Sb:Cd", "Pb:Ba"],
+ "5": ["Cu:Pb", "Zr:Cr", "Ga:Rb", "O:Pt", "Hf:Re", "Pb:Cu", "Ag:Pt", "Pd:Be", "La:Ni", "Ru:Sr", "Ta:Re", "Ag:Sr", "Ni:Cr", "Cl:Au", "Ge:Ni", "Cs:Ti", "Na:Sc", "C:Sr", "Ca:Ag", "Hg:Ag", "Ba:Ti", "In:Ag", "Y:Pd", "Li:Cd", "In:K", "Mg:Pt", "Y:Be", "Ni:Co", "Mn:Pb", "Pt:Ba", "Rh:Pt", "Be:Cu", "Mo:Pd", "Hf:V", "Hf:Tl", "K:Tc", "Mg:Mn", "Al:Ag", "Co:Au", "Mo:Cs", "Hg:Pt", "Rh:Mg", "F:Ca", "C:Pd", "Ru:Cr", "As:Cd", "Mg:Au", "Co:Tc", "Nb:Rb", "Ti:Re", "Hf:Ir", "Re:Mn", "P:Zn", "Te:Re", "Re:Os", "Co:Co", "Sr:Re", "B:Cs", "Be:Sc", "S:Rb", "Sc:Sc", "Rh:Co", "Mo:Be", "Mn:Cr", "Zn:V", "S:Ir", "Se:Pd", "Rb:Cd", "V:Ag", "Cl:Ba", "S:Au", "Ga:Tl", "Hg:Cu", "Ba:Re", "Y:Au", "Al:Cs", "X:Rb", "Rb:K", "Cl:Cu", "C:Pt", "Ir:Be", "Al:Co", "Cu:Rb", "Cs:Al", "Cu:Cr", "Te:Tl", "Sb:Mg", "Pd:Pd", "Cs:Tc", "Ru:Ti", "Na:Ca", "Cs:Ir", "Fe:Cu", "B:K", "H:V", "Cs:Fe", "Zn:Sr", "H:Ru", "Rb:Al", "Ca:Mg", "Hf:Ca", "Ba:Ca", "Cu:Ca", "X:Cs", "Ge:Tl", "Zr:Sr", "Ge:Be", "Tl:Cd", "Sb:Cr", "Nb:Cr", "Ga:Ni", "Ge:Rb", "Sb:Cu", "K:Cd", "K:Fe", "Be:Ti", "Mg:Cu", "Zr:Rb", "La:Ba", "Ti:Ba", "Al:Ba", "Ir:Ag", "Tl:V", "Ir:Al", "V:Pt", "Li:K", "Nb:Mg", "Na:Co", "P:Ag", "F:Fe", "Ti:Ni", "Ru:Ba", "Sr:Pb", "O:Mg", "V:Sc", "Cr:K", "Na:Fe", "Na:Pt", "Al:Ir", "Au:Cd", "Hf:Mg", "C:Al", "La:Sc", "Sr:K", "In:Ca", "Mg:Sc", "Sb:Ca", "Rb:Ru", "Fe:Cs", "Ti:Ti", "X:Ag", "Os:Re", "Hg:Tl", "B:Tl", "B:Cd", "Hg:Cd", "Ba:Fe", "B:Re", "Cu:Sr", "K:K", "H:Fe", "S:Sr", "K:Sc", "N:Al", "Ru:Co", "Hg:Mn", "Rh:Ni", "Zr:Tl", "N:Ag", "Mn:Al", "K:V", "V:Be", "Tc:V", "V:Au", "Si:Fe", "Cr:Pd", "Li:Cs", "V:Cr", "Ni:Re", "Cl:Be", "Hg:Tc", "Ag:Rb", "Mo:Tl", "Sb:Ir", "C:Pb", "Ge:Ru", "C:Au", "Os:Sc", "C:Co", "Fe:Os", "K:Cr", "P:Ca", "V:Mn", "Sb:Pt", "Zr:Re", "Si:K", "Ca:K", "Fe:Rb", "Cd:Cs", "As:Pb", "Te:K", "Rh:Os", "S:Ti", "K:Sr", "O:Co", "As:K", "Ru:Cs", "V:Tl", "B:V", "B:Ca", "Cu:Fe", "V:Cd", "Ni:Ir", "Ge:Cs", "Cr:Ca", "Ru:Ni", "Te:Ir", "X:Cd", "H:Re", "Te:Ru", "Tl:Ir", "Cd:Al", "P:Cs", "N:Pd", "V:Re", "Se:Rb", "K:Cs", "Cs:Mn", "Ti:Cu", "Zr:Ir", "Cs:Ni", "Ga:Ba", "N:Re", "Mg:Rb", "Cl:Tl", "In:Pb", "Re:Ir", "Ta:Mn", "O:Pd", "Mg:Cd", "Re:Ti", "Tc:Ba", "Cl:Os", "Si:Ni", "Li:Pd", "O:Ru", "Ir:Co", "Os:Pd", "Os:Cr", "In:Mn", "Rh:Sr", "Pt:Tc", "Cs:K", "Be:Be", "O:K", "Sc:Mn", "As:V", "Ta:Cd", "Au:Rb", "Mo:Cr", "Ti:Sr", "Co:K", "Ca:Pd", "C:Ni", "Mo:Ni", "S:Re", "Nb:Fe", "Mo:Cd", "Hf:Ag", "La:Pb", "Hg:Sc", "Pt:Ir", "O:Tc", "Mn:Sr", "F:Cr", "Na:Cs", "Ni:K", "B:Os", "Cu:Ir", "Li:Ru", "Cr:Sc", "La:Pd", "Os:Tc", "Tc:Mn", "F:Tl", "Rb:Mn", "Cs:V", "Ru:Pt", "Cl:Sr", "Ti:V", "Re:Co", "Mn:Zn", "Mn:Co", "Co:Mn", "Re:Re", "Ta:Tc", "Ru:Ag", "Cr:Tl", "Ca:Cd", "La:Be"],
+ "6": ["Ir:Ca", "Al:Be", "Al:Ti", "F:Re", "C:Ru", "Li:Ag", "Cs:Au", "B:Mn", "Cl:Rb", "Zr:Sc", "Rb:Be", "Zr:Mn", "Sb:Ni", "Pt:Mn", "Nb:Sc", "Ni:Mg", "N:Co", "Au:Sr", "Pb:Mg", "S:Al", "Ga:Co", "Mn:Ni", "F:Au", "Mo:Ti", "Cr:Ag", "P:Cr", "Mg:Co", "H:Ti", "Sc:Ru", "Cu:Tc", "Rh:Cu", "Cr:Rb", "H:Ca", "Sr:Be", "Sr:Mn", "Ti:Tc", "Pb:Mn", "Cd:Pb", "N:Pt", "Rb:Sr", "Si:Os", "Ru:Al", "Pb:Cr", "In:Sr", "Mo:Pt", "P:Ru", "N:Sr", "Mn:Au", "P:V", "Co:Pb", "Li:Zn", "Sr:Pd", "Pd:Ca", "Te:Rb", "Al:Fe", "As:Cu", "Ir:Rb", "S:Co", "Ru:Be", "Li:Rb", "Mo:Mg", "X:Tc", "F:Pd", "K:Ag", "Mo:Mn", "Hg:Au", "Mg:Zn", "Au:Ir", "Ti:Cd", "V:Rb", "C:Mg", "Os:Ni", "V:V", "Be:Ca", "S:Be", "F:Mn", "Ti:Cs", "Ba:Cs", "Be:Pt", "Ta:Rb", "Pd:Cd", "Cd:Ru", "Cr:Ti", "Tc:Mg", "In:Ru", "Cu:Al", "Tl:Os", "Ag:Ir", "Y:Ru", "S:Ba", "Ge:Re", "Y:K", "Sb:Au", "Pd:Ag", "S:Tc", "Zr:Pb", "Ga:Sc", "In:Re", "Sr:Cu", "Te:Tc", "Pb:Al", "Mg:Ru", "Cs:Rb", "Li:Fe", "Na:Ag", "Cu:V", "H:Sc", "S:Pt", "H:Co", "Ga:Sr", "Rh:Be", "P:Os", "Sr:Cd", "Ba:V", "K:Ba", "O:Sc", "Ca:Al", "Si:Cu", "Zn:Os", "Mn:Cd", "Ni:Sr", "V:Ru", "H:Tc", "O:Sr", "Se:Mn", "Rb:Re", "Cr:Cr", "Te:Ni", "As:Mg", "Ti:Zn", "Cs:Be", "Ag:Os", "Sc:Be", "Cd:Co", "Al:K", "Tl:Ni", "Os:Rb", "Mg:Sr", "Al:Mg", "B:Ru", "Ti:Sc", "Mn:Ba", "Si:Ti", "Pd:Cr", "Os:Sr", "O:V", "Ca:Ba", "K:Rb", "Sc:Tc", "La:Au", "La:Os", "X:Tl", "Ge:Au", "H:K", "C:Rb", "B:Ag", "In:Zn", "Li:Ca", "Pb:Re", "Re:Ag", "Nb:Ni", "Re:Ba", "N:Mg", "Al:Tl", "Tc:Ru", "Nb:Co", "Al:Cd", "Pd:Pb", "Cl:Sc", "Os:Ca", "H:Ir", "Ru:Pd", "As:Cr", "Cr:Pt", "Rh:Zn", "Ta:Tl", "Pd:Sc", "Zr:Cd", "Zr:Tc", "X:K", "Mn:Ir", "Au:Ba", "Fe:Tc", "Os:Cs", "Rb:Mg", "Zn:Mn", "Sr:Fe", "P:Ti", "Nb:Pd", "Mo:Ag", "Co:Al", "Se:Re", "Be:Cd", "Ga:Ca", "P:Tc", "Mo:Al", "Ta:Co", "Y:Cr", "F:Sr", "Os:Zn", "Sr:Ir", "Ba:Au", "Ir:Ti", "Ta:Ba", "Ni:Fe", "X:Co", "Ba:Sc", "Rh:V", "Pt:Cu", "Cd:Tc", "Ca:Re", "As:Fe", "Fe:Fe", "Tc:Sc", "Mn:Cs", "Sr:Tl", "Cu:Cs", "Cl:Fe", "Nb:Ti", "Zr:Ag", "P:Sc", "Hf:Au", "X:Os", "S:Pb", "Sr:Sc", "Al:Ca", "Al:V", "Ag:Ba", "Cu:Be", "Tc:Ti", "Ru:Sc", "Rh:Pd", "Te:Zn", "V:Co", "Li:Pt", "Se:Be", "H:Tl", "Ba:Ni", "Rb:Fe", "Co:Zn", "Hg:Mg", "Pt:Rb", "Y:Ni", "Mg:Os", "Ta:Cu", "O:Ca", "Sr:Ru", "Cd:Ir", "Ga:Pb", "C:Cs", "Co:Ba", "Ba:Ba", "In:Tc", "Ta:V", "Te:Cu", "Nb:V", "Co:V", "Al:Cu", "Cd:Au", "Zn:Co", "Cu:Cd", "Re:Cd", "La:Ca", "K:Mg", "Se:Cs", "Li:Cr", "Au:Co", "Tc:Au", "Ni:Pb", "Sr:Co", "Pt:Au", "Rb:Pb", "Tc:Os", "Sc:Ba", "V:Mg", "Si:Sr", "In:Cr", "Ir:Os", "Sr:Sr", "Tl:Rb", "Sr:Al", "Te:Pb", "Pb:Co", "Cr:Pb", "La:Al", "O:Pb", "Ti:Ru", "Au:Os", "Cs:Os", "Pd:Tc", "Si:Cr", "N:Ru", "Ag:Cu", "Nb:Ba", "Pt:Fe", "Zn:Rb", "H:Cu", "Ti:Ca", "As:Co", "Pb:Cd"],
+ "7": ["S:Zn", "In:Cs", "Cl:V", "Mn:Os", "Cl:Ni", "Nb:Sr", "Rb:Ba", "Ga:Au", "Pb:Ir", "S:Ag", "Y:Ir", "H:Au", "Cs:Tl", "Zn:Pt", "S:Mn", "Sb:Fe", "Ni:Sc", "Tl:Ti", "X:Ru", "Zr:Ba", "Ag:Au", "H:Cd", "H:Zn", "Li:Be", "V:Pb", "N:Ba", "Ru:Mg", "Cl:K", "Re:Pb", "Cs:Ag", "Ca:Ru", "Ge:Cu", "Sb:Pb", "X:Ca", "Hf:Cd", "Hf:Co", "Rh:Ca", "Ga:Ru", "Ni:Ba", "Pt:Ti", "Pb:Be", "H:Pt", "Rb:V", "N:Ti", "P:Ir", "Re:K", "Ni:Al", "Cd:Mg", "Se:Ti", "Ge:Cd", "Hf:Cr", "Rb:Cs", "O:Re", "K:Ir", "B:Sc", "Hf:Zn", "Os:Be", "Pt:Pb", "Mo:Ru", "F:Pt"]
+ }
+}
diff --git a/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_0.9.json b/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_0.9.json
new file mode 100644
index 0000000..d1bfd9b
--- /dev/null
+++ b/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_0.9.json
@@ -0,0 +1,20 @@
+{
+ "imp_elements": {"X": 0, "H": 1, "Li": 3, "Be": 4, "B": 5, "C": 6, "N": 7, "O": 8, "F": 9, "Na": 11, "Mg": 12, "Al": 13, "Si": 14, "P": 15, "S": 16, "Cl": 17, "K": 19, "Ca": 20, "Sc": 21, "Ti": 22, "V": 23, "Cr": 24, "Mn": 25, "Fe": 26, "Co": 27, "Ni": 28, "Cu": 29, "Zn": 30, "Ga": 31, "Ge": 32, "As": 33, "Se": 34, "Rb": 37, "Sr": 38, "Y": 39, "Zr": 40, "Nb": 41, "Mo": 42, "Tc": 43, "Ru": 44, "Rh": 45, "Pd": 46, "Ag": 47, "Cd": 48, "In": 49, "Sb": 51, "Te": 52, "Cs": 55, "Ba": 56, "La": 57, "Hf": 72, "Ta": 73, "Re": 75, "Os": 76, "Ir": 77, "Pt": 78, "Au": 79, "Hg": 80, "Tl": 81, "Pb": 82},
+ "host_elements": {"Be": 4, "Mg": 12, "Al": 13, "K": 19, "Ca": 20, "Sc": 21, "Ti": 22, "V": 23, "Cr": 24, "Mn": 25, "Fe": 26, "Co": 27, "Ni": 28, "Cu": 29, "Zn": 30, "Sr": 38, "Y": 39, "Zr": 40, "Nb": 41, "Mo": 42, "Tc": 43, "Ru": 44, "Pd": 46, "Ag": 47, "Cd": 48, "Cs": 55, "Ba": 56, "W": 74, "Re": 75, "Os": 76, "Ir": 77, "Pt": 78, "Au": 79, "Tl": 81, "Pb": 82},
+ "exclude_host_host": true,
+ "shuffle": true,
+ "random_seed": 1,
+ "batch_size": 300,
+ "_version": 1,
+ "_embeddings_count": 2100,
+ "_batches_count": 7,
+ "_batches": {
+ "1": ["Ga:Pt", "Pb:Be", "Co:Cd", "Mn:Pb", "P:Re", "Y:Sr", "Pd:Cu", "Pt:Y", "Te:Al", "Hg:Fe", "K:Zr", "Cs:Zr", "Ir:Sc", "Ba:Pb", "Ba:Fe", "Cd:Pb", "X:Au", "Pt:Nb", "Cu:Tc", "Cd:Tc", "Rh:Mo", "Si:Au", "Si:Ba", "X:Y", "F:Co", "Ca:Tc", "Ir:Zn", "Re:Y", "Re:Ba", "Ir:Be", "Ti:Pb", "Mg:Cd", "Ru:Sc", "Ca:Cd", "O:Cs", "Y:Ca", "Ge:Sc", "N:Pd", "F:Cu", "Re:K", "Zr:Cs", "Fe:Pb", "Cl:Fe", "Mg:Tl", "Zr:Cu", "Pb:Al", "Tc:Be", "As:Cu", "Tl:Cs", "Au:Zn", "V:Nb", "Zr:Mn", "B:Cd", "B:Cs", "Co:Fe", "La:Sr", "Ta:Ir", "Ru:Ca", "Pd:Ir", "Sb:Be", "Os:Sc", "Cu:Pt", "As:Co", "La:Ir", "Ga:Pb", "Be:Sc", "Y:Cr", "Sr:Ti", "Ta:Ti", "Se:Fe", "Os:Cd", "Ba:Pd", "As:Mn", "Te:Zr", "C:Tl", "Si:Co", "Hg:Tc", "Tl:Mn", "Ir:Os", "Hf:V", "B:Sr", "Pb:Ni", "Sc:Mn", "Pd:V", "Y:Ni", "As:Tl", "Cr:Ti", "N:Tl", "Hg:Be", "Mo:Pt", "Mn:Mg", "Hf:Mo", "Mn:Tc", "K:Sc", "Li:Sc", "Sb:Ag", "Mg:Nb", "Ge:Pd", "La:Mn", "H:Co", "O:Fe", "Zn:Re", "B:Zn", "Hf:Ru", "Te:Pt", "Zr:Cd", "Nb:Pd", "V:Co", "P:Ca", "In:Zr", "In:W", "Mo:Zr", "As:Ba", "Sb:Fe", "In:Cr", "Sb:Sc", "X:Ni", "Tc:Mg", "Hf:Ca", "Ru:Ni", "Au:Y", "K:Tl", "Co:Y", "Mg:Be", "Pt:Ag", "La:Zn", "P:Y", "Tl:V", "Na:Al", "Si:Re", "Rb:Pt", "Sr:Pd", "N:Sc", "Ba:Ca", "La:Pb", "H:Pb", "Rb:Ru", "Ta:K", "Ta:Zr", "K:Pd", "Zn:Mo", "Re:Pb", "Pd:Co", "Cs:Pd", "Mg:Mo", "V:Cd", "Ge:Al", "Tc:K", "Se:Cu", "Mo:Nb", "Re:Ti", "Ba:Nb", "X:Ir", "Ga:V", "O:Y", "O:K", "Ir:Cs", "Pt:Au", "Pd:Cs", "P:Cd", "Co:K", "Mg:Sr", "Re:Al", "Na:Mg", "Nb:Al", "Zn:Pd", "Ir:V", "Rh:Co", "Ti:Ca", "Al:Tc", "Co:Ba", "Rb:Ba", "P:Cu", "Ta:Nb", "K:Cu", "Tc:Ag", "Ag:V", "Cl:Nb", "Ga:Ca", "Sr:Ag", "Li:Cs", "Pb:Fe", "Ni:Cu", "Te:Y", "F:Pd", "Zn:Cr", "Co:Sr", "Ca:Mo", "As:Mg", "H:Nb", "Ir:Sr", "Cd:Mo", "Y:Zn", "Nb:Ba", "Au:Pt", "Sc:Y", "O:Cd", "Os:Fe", "C:Ti", "Cs:Pb", "Y:Ba", "Te:Nb", "Ir:Nb", "Sb:Mn", "Cr:Cu", "Cu:Y", "B:Os", "Mo:Os", "Cs:Sr", "Ni:Zr", "Pt:Sr", "Sb:Ir", "O:Sc", "Cs:Ru", "K:Mn", "Mn:Ni", "X:Tl", "Sr:V", "Re:V", "Nb:Ir", "Te:Ir", "Tc:W", "P:Nb", "Se:Nb", "Ga:Zr", "Mo:Mg", "X:Zn", "Ir:W", "Nb:Be", "Y:Tc", "Zr:Ag", "Pd:Mn", "Tc:Ti", "Se:Ca", "Si:W", "Li:Ir", "Be:Ni", "Sr:Mn", "Hf:Os", "Ni:Re", "Au:K", "Cr:Al", "Pb:Mn", "Cu:Au", "Hg:Cd", "Zn:Ru", "B:Nb", "Zn:Os", "Mn:Cd", "Cd:Ni", "Cu:Os", "Pt:Ba", "Hg:Nb", "Mg:Mn", "F:Y", "Ge:Ti", "Cr:Re", "Pb:Re", "Zr:Cr", "As:Ti", "Al:Mn", "C:K", "V:Os", "Na:Cs", "Cl:Be", "Al:Ru", "B:Au", "Y:V", "Pt:W", "Hf:Nb", "Mo:Sr", "In:Tc", "Ta:Ba", "C:Mn", "Cd:Cr", "Tc:Ni", "Li:Au", "Pt:Pb", "Re:Mn", "Al:Ti", "La:K", "Ta:Pb", "Y:Sc", "Cs:K", "Rb:Sc", "Rb:Au", "Li:Sr", "Pd:Tl", "K:Ni", "F:Cd", "S:Cd", "Rb:Ag", "Os:Mo", "Ge:Re", "Mo:Zn", "Re:Pt", "Cu:Mn", "V:Tc", "Ca:Ca", "H:Fe"],
+ "2": ["C:Ag", "X:Cd", "Pd:Ba", "Cu:Zn", "N:Re", "Tc:V", "V:Zn", "H:Ca", "Ga:Co", "Ag:Ru", "Re:Cr", "Re:Sc", "Tc:Cu", "Zr:Nb", "Te:Sc", "Be:Ti", "Rb:Nb", "Tl:Cu", "Sc:K", "Mg:Ti", "Os:Ag", "Ba:Ni", "Se:V", "O:Os", "Ag:Ni", "Si:Mo", "Re:Re", "Cr:V", "Pd:Ni", "Zr:Mg", "K:Fe", "Ta:Re", "X:Al", "C:Cs", "Ti:Ru", "P:Pb", "Sr:Al", "Cs:Ir", "Ba:Cs", "Rb:Zr", "Tl:Co", "Si:Nb", "Zn:W", "Nb:Tl", "Cs:Ag", "B:V", "Zn:Ag", "Ti:W", "Ni:Zn", "As:Zn", "Pd:Au", "Ag:Pb", "Na:Mo", "X:Cu", "Sc:Ti", "Si:Cd", "Ru:Cs", "Co:Ru", "Co:Os", "H:Os", "Ti:Zn", "Al:Co", "F:Ni", "Pt:Os", "Cl:Ni", "Pd:Y", "Si:Ru", "Cs:V", "Cd:Cd", "Y:Y", "Sc:Al", "Ta:Y", "P:Ru", "Cs:Ba", "P:Zr", "Sc:Ni", "Ni:Pb", "Ag:Be", "B:Re", "Ta:Mn", "Ag:Tl", "Tl:Ti", "Os:Pt", "Mg:Y", "La:Co", "Se:Co", "Pt:Cd", "C:Ru", "Be:Al", "O:Be", "Au:Tc", "F:Nb", "Rb:Zn", "As:Os", "Al:Al", "Mo:Ca", "Te:Co", "Si:Ca", "Co:V", "Sb:Cs", "Tl:Au", "Tl:Cr", "H:Ag", "Cd:Tl", "Cu:Pd", "La:Ca", "Li:K", "Ge:Tc", "Mn:Mn", "Cs:Mo", "Hg:Cu", "Se:Ni", "Se:Pd", "Au:Fe", "Ta:Sr", "Al:Mg", "Nb:Nb", "La:Cs", "Nb:Mg", "N:Al", "Cu:Sc", "Ru:Mo", "X:Re", "Sr:Y", "Na:Sc", "Ag:Cd", "Os:Pb", "Os:Ca", "Ga:Ti", "Te:Au", "B:Tc", "Ga:Cr", "Cu:Ni", "Mn:Pd", "Ga:Nb", "Pt:Ni", "V:Pd", "Ag:Sc", "H:Mo", "Cd:Mg", "Na:K", "Hg:Sc", "Pb:Zn", "Hg:Mn", "Te:Cu", "N:Au", "Ru:Mg", "Si:Tl", "Hf:Au", "Ni:Ba", "Al:Sr", "Cd:Ru", "Nb:Os", "Ag:Nb", "Ga:Cd", "O:Sr", "V:Cs", "Sr:Tc", "F:Tc", "Cd:Pd", "Rh:Pd", "Re:Mo", "Ir:Mo", "X:Be", "Mg:V", "K:Mg", "Na:Sr", "X:Mo", "Ba:Al", "Pd:Al", "Sc:Pt", "Tc:Sr", "Cs:Cd", "F:Ir", "C:Au", "Ir:Cd", "Y:Fe", "Tl:Nb", "N:Ti", "Nb:Ti", "Pb:Ba", "Ge:Be", "Al:Cu", "La:Au", "Ta:Cd", "Ga:Al", "Re:Au", "Sr:K", "F:V", "Y:Os", "Ru:Re", "As:Zr", "Y:Ag", "Ge:Ni", "Pt:Co", "Zn:Cd", "Sb:Ti", "K:Nb", "Ru:Pd", "P:Au", "Hf:Zr", "Rb:Y", "Tc:Ca", "Tl:K", "La:W", "Ti:K", "Os:Zr", "Se:Re", "Ca:Zn", "Ag:Re", "Hg:Ag", "Al:Ir", "As:Cd", "Al:Sc", "Rh:Cr", "B:Ag", "Au:W", "Mg:Ag", "Cr:Tl", "Mn:Mo", "Tc:Mo", "Sb:Mg", "Ta:Ni", "Cr:Sr", "Be:Ir", "P:Mg", "La:Ru", "Sc:Tl", "Os:K", "Mg:Ru", "Nb:V", "Sr:Cs", "Rh:Os", "Zn:Ni", "Be:Cd", "P:Os", "O:Ag", "Ru:Be", "Ge:V", "Hg:Os", "Ti:V", "Rh:Pt", "Ga:Ba", "O:Mg", "C:Ca", "Be:V", "Ru:Mn", "Cs:Mg", "Ta:Ru", "Fe:Cs", "Ir:Zr", "F:Re", "Al:Nb", "Ta:W", "Os:Y", "P:Pt", "Cl:Sr", "Cr:Cs", "Al:Os", "La:Mo", "Pt:K", "Co:Ag", "Au:Al", "Na:Zn", "Cl:Al", "V:Cu", "Mn:Be", "Tl:Sc", "Li:Ba", "Sc:Cu", "Mg:Ir", "Zr:Fe", "K:Ir", "Mo:V", "Rb:Cu", "Hg:Pd", "Au:Cr", "Cl:Zr", "Ca:Al", "O:Mn", "Cs:Nb", "Ge:Cs", "Fe:Al", "Ru:Nb", "Li:Mn", "K:Pt", "Nb:Cd", "Pd:Pb", "Ag:Mg", "Rb:Mn", "Zr:Au", "Ti:Zr", "Sr:Tl", "Ir:Ir", "X:Ag", "Y:Nb", "Mo:Fe", "Te:Re", "Na:Pb", "Sc:Ag"],
+ "3": ["N:Mo", "Li:Y", "Ni:Cs", "F:Au", "In:Be", "Ag:Y", "Cd:Ca", "In:Re", "Au:Zr", "Au:Cs", "Se:Be", "Sr:Ba", "Ca:Ru", "Mo:Cd", "V:Ti", "Sb:Re", "Zn:Tl", "Cu:Cs", "Ba:Ba", "Li:Tc", "N:Tc", "Y:Tl", "Fe:Tc", "Mn:Fe", "Ag:Pt", "Rh:Mg", "Sc:Pd", "Ru:Pb", "Na:V", "In:Ni", "Nb:Re", "Ru:Au", "Ga:Y", "Ta:Au", "Se:Ti", "Cr:Ru", "Mo:K", "Os:Co", "Ir:Ni", "As:Fe", "Ir:Cu", "C:Sc", "Zn:Zr", "O:Al", "La:Ni", "Pd:Zn", "Mn:Co", "S:Tc", "Ti:Cd", "Co:Mn", "Ti:Y", "F:Tl", "V:Ru", "Sb:Co", "In:Pd", "Ru:Ti", "V:Al", "S:Pt", "Zr:Tc", "Hf:Ni", "H:Cd", "Ru:Zn", "Ge:K", "K:Zn", "Ni:Ti", "Pd:Sr", "Ga:Mg", "La:Tl", "Au:Mo", "Co:Be", "Hg:Mo", "Hf:Y", "F:Mg", "V:Mn", "Pd:Ru", "Li:Tl", "Ge:Ca", "Sb:Cr", "As:Tc", "Co:Zn", "Zn:Ir", "O:Re", "V:Pb", "Ti:Cr", "Hf:Zn", "Cu:Mo", "Mn:Ba", "Sr:Sc", "In:Co", "Zn:Tc", "Ni:Sr", "Y:Pd", "Te:K", "F:Sr", "Cl:Cd", "Si:Ti", "O:Nb", "Au:Co", "Zn:Sc", "Cd:Y", "Sb:Cd", "Al:Fe", "Ga:Tc", "Mo:Al", "Cs:Os", "Te:Sr", "Pb:V", "Al:Zr", "S:Mo", "Pt:Cr", "Ba:Re", "Ba:Pt", "Ba:Mo", "Sb:Y", "Be:Ru", "Al:Zn", "Hg:Ru", "Os:Tl", "Ge:Cd", "N:Mn", "Cr:W", "Cr:Zn", "Sb:Pb", "F:Sc", "V:Be", "O:Ba", "Be:Y", "Ti:Pd", "Si:Mn", "Mo:W", "K:Ti", "Cr:Zr", "Ti:Al", "Hg:Ca", "Mg:Sc", "Si:Ni", "Pb:Sr", "N:Cu", "Cs:Mn", "H:Zr", "Ca:Pt", "Pd:Pt", "Hf:Pb", "Pt:Pd", "C:Y", "Cr:Sc", "Ti:Be", "Hf:Be", "Te:Ru", "Ga:Mn", "B:Mo", "As:Nb", "Be:Be", "X:Ba", "Ta:Mo", "Ba:Co", "Zr:Ni", "N:Mg", "Be:W", "Os:Cu", "Ba:Ti", "Zr:Tl", "V:Tl", "Fe:Ti", "Zn:Ba", "V:Au", "Ba:Cr", "Cd:Ba", "Na:Re", "Au:Nb", "F:Be", "Co:Zr", "Fe:V", "Cr:Pd", "Ge:Tl", "Co:Pb", "Ir:Pd", "Sr:Pb", "F:Zn", "Ir:Mg", "Be:Cs", "Ag:Mo", "Se:Tl", "C:Mg", "Rh:Ba", "Zn:K", "Tl:Pd", "Se:Mg", "As:Pb", "Tl:W", "In:Fe", "P:Ni", "Ta:Al", "Tc:Ir", "Mn:Zr", "Y:Mg", "Tl:Al", "Cs:Cr", "Mg:Pt", "O:Tl", "Zn:Fe", "O:Ir", "Al:V", "X:Ca", "Hg:W", "Re:Tc", "X:Nb", "Ti:Tc", "Cr:Pb", "Ti:Mn", "F:Cr", "Pb:Ru", "Si:Fe", "Mg:W", "Hf:Cd", "K:Mo", "Ti:Ni", "La:Zr", "Rh:W", "X:Mn", "Sc:Ru", "Cs:Au", "Te:Pb", "Tl:Pb", "In:Os", "Se:K", "Ca:Sc", "Rh:Ir", "Cs:Fe", "Be:Os", "Co:Co", "Ni:Nb", "In:Cs", "Ru:Fe", "Sc:Sr", "Ca:Pd", "Pb:Y", "Os:Nb", "Ag:Co", "Cl:Ir", "Ta:V", "Hg:Cs", "In:Sr", "Au:Ag", "K:Cs", "Sc:Ir", "Cl:Pt", "Mn:Cs", "Cd:Cs", "Ni:K", "S:Pb", "Sr:Nb", "Co:Mg", "Be:Zr", "Nb:Tc", "X:Sc", "Re:Nb", "Tc:Mn", "Rh:Cd", "In:Y", "C:Mo", "X:Ti", "P:Zn", "Mg:Fe", "Sb:V", "Ni:Mo", "Ca:K", "Zn:Au", "Fe:Fe", "Ag:Au", "Sc:Be", "Al:Re", "Li:Cr", "Ni:Os", "Cl:Mg", "In:Mn", "Mn:Nb", "Zn:V", "Zn:Nb", "Ga:Ag", "Rh:Zn", "Mo:Ru", "As:Sr", "Tc:Ba", "Nb:Ag", "Ge:Mo", "Cr:Cr", "Ag:Cr", "Pd:W", "C:Nb", "Cl:Au", "Te:Cr", "Ti:Ba", "P:Cr", "Si:Sr", "Nb:Ni", "Rh:K", "S:Sr", "Pb:K", "Cs:Zn"],
+ "4": ["N:Sr", "In:Sc", "Fe:Ru", "Ba:K", "S:Cr", "Co:W", "Mg:Ba", "Ca:Mn", "Cd:Mn", "Si:Pd", "Ni:V", "S:Tl", "Tl:Mg", "Co:Nb", "Zn:Zn", "Os:Ru", "Co:Pt", "Hg:Sr", "Li:Ca", "Ni:Be", "Zn:Pb", "La:Al", "Cl:Zn", "K:Cd", "In:Mg", "H:Tl", "Ta:Pt", "C:Pb", "Be:Ca", "Tc:Re", "La:Os", "Ti:Au", "Ir:Ca", "Ir:Tl", "Fe:Ba", "H:Y", "Y:K", "Cr:Fe", "Hg:Tl", "Mo:Tc", "C:Zn", "Be:Fe", "Cd:Fe", "Be:Pt", "Hf:Cs", "N:Y", "Os:Ba", "Ag:W", "B:Co", "Au:Cd", "Cd:Pt", "Os:Tc", "Cl:Mo", "Mo:Cr", "Cd:Re", "Mo:Y", "F:Pb", "Al:W", "Mg:Os", "Au:Ir", "Te:Ba", "Pt:Ti", "Na:Pt", "Cr:Os", "K:W", "V:Mo", "O:Ti", "Mn:Au", "Re:Co", "Rh:Au", "K:Os", "Tl:Zr", "Ir:Pb", "Tc:Nb", "Zr:Ir", "Pt:Cu", "Y:Al", "K:Au", "Cu:Pb", "La:Mg", "Cd:Sr", "Cu:Be", "Fe:Ir", "Rb:Fe", "Cr:Cd", "Zn:Ca", "Mg:Pd", "Cu:Cd", "Re:Tl", "S:Mg", "F:Ti", "Ag:Ti", "As:Sc", "K:Ba", "Hg:Ir", "Y:Pb", "Sr:W", "Cr:Mn", "Cu:Ba", "Re:Be", "B:Ni", "Ru:Ba", "Cl:Cu", "Pb:Os", "In:Mo", "Au:Ni", "Ga:W", "Cr:Pt", "Na:Nb", "Tc:Co", "Pd:Be", "Pd:Tc", "F:Cs", "Zr:Mo", "Ge:Y", "Ba:Ir", "Mo:Co", "Tc:Y", "Fe:Os", "F:W", "In:Tl", "Au:Cu", "Pt:Zn", "Ru:Tl", "V:V", "Fe:Tl", "C:Cd", "Sc:Pb", "Rb:Pb", "Re:Cs", "Pt:Pt", "Hf:Ag", "Tl:Cd", "H:Ba", "Cu:Cr", "O:Tc", "N:Ca", "Au:Mg", "Mn:Ir", "Cd:V", "Rb:Ir", "Cd:Ir", "Ge:Zn", "Ag:Pd", "Co:Ir", "C:Zr", "Ca:W", "N:Os", "Ba:Tl", "Ru:V", "Cd:Cu", "Te:W", "Cl:Mn", "Be:Zn", "Re:Os", "Li:Be", "Ca:Ag", "C:Be", "Rh:Be", "Cd:Zn", "Rh:Zr", "Zr:Al", "H:Sr", "Cu:K", "Fe:Ca", "O:Zr", "Ni:Au", "H:Au", "O:Zn", "La:Pt", "Ag:Ca", "C:Re", "Hg:Ba", "In:Ag", "In:Ba", "As:Be", "Se:W", "Be:K", "Pb:Cu", "Ni:Mg", "Al:Pt", "Re:Zn", "F:Os", "Hf:Fe", "Ag:Zn", "S:Cs", "Y:Zr", "Rh:Cu", "B:K", "Co:Re", "Hg:Ti", "Co:Sc", "Au:Os", "Se:Pb", "As:Mo", "Ni:Al", "V:Y", "Mg:Cr", "Be:Nb", "S:Ni", "Tl:Y", "Cl:V", "Hg:V", "Y:Re", "Hf:Tl", "Cu:Ti", "Al:Cr", "K:Co", "Cs:Co", "Hf:Ir", "H:Ru", "Al:Ca", "C:Co", "Ni:Fe", "N:Ir", "K:Be", "Li:Zr", "Au:Mn", "As:Cs", "Be:Mo", "Se:Zn", "Os:V", "Ba:Mg", "Nb:Co", "Ta:Tl", "B:Pd", "O:Ru", "S:Ir", "Tl:Ag", "Pb:Ag", "Te:Zn", "F:Zr", "Mn:Ag", "Rb:Cd", "Hg:Y", "Nb:Fe", "Na:Ni", "Fe:Zn", "Al:Y", "K:Re", "Os:Mg", "La:Ag", "Ga:K", "X:Fe", "X:Pt", "Li:Cd", "B:Ru", "Si:Zr", "N:Zr", "Os:Au", "Ti:Co", "Re:Cu", "Cu:Sr", "Si:Cu", "Mo:Be", "Rb:Be", "Zn:Al", "K:Tc", "Pb:Pt", "P:Mo", "Mo:Ni", "Mo:Ag", "Te:Os", "Rh:Re", "P:Pd", "Y:Au", "Si:Pb", "C:Tc", "Mg:K", "Tc:Zr", "K:Al", "V:Mg", "Ag:Fe", "Tc:Al", "Ga:Au", "Li:Mg", "Si:Ag", "H:Ni", "Be:Cr", "Rh:Fe", "La:Fe", "C:Os", "Mo:Cs", "Sc:Re", "Nb:Ru", "P:Co", "N:V", "Be:Pb", "Rh:Cs", "Si:Al", "N:W", "S:Al", "Fe:Sr", "Sc:Ca", "Cr:Ca", "Ni:W", "F:Al", "Ag:Ba", "Na:Zr", "As:Re"],
+ "5": ["Au:Re", "Cl:Co", "Ru:K", "Y:Be", "Pb:Ti", "Nb:Pb", "Na:Cd", "Sb:Ca", "Pb:Cd", "Zr:Ru", "Ru:Tc", "Os:Zn", "Sb:Tc", "Fe:Mo", "Re:Ag", "S:Fe", "Os:Pd", "P:Be", "Ti:Fe", "Nb:Cr", "Ga:Fe", "Ag:Tc", "Fe:Cu", "Au:Ti", "Mn:Tl", "Hg:Mg", "Te:Fe", "Cl:W", "Rb:Mo", "Ca:Cu", "Hg:Co", "Li:Pt", "Rb:Pd", "Pd:Mo", "Zn:Cu", "Cr:Mo", "As:Ru", "Tc:Fe", "B:Be", "Au:Ba", "Ti:Nb", "P:Ir", "Te:Ti", "As:Pt", "Tc:Cd", "Ca:Re", "Nb:Zr", "K:Ca", "Hf:Ba", "C:Sr", "Cs:Cs", "Ge:Ag", "Na:Ru", "H:Sc", "Ni:Pt", "Be:Au", "V:W", "Ir:Co", "Co:Cs", "Ta:Cs", "C:Ba", "Nb:Ca", "Cl:Os", "Li:Pd", "Ge:Ir", "Zn:Co", "Pt:Be", "Hf:Al", "Cl:Ti", "Zn:Mg", "F:Pt", "Ca:Ba", "Rh:Tc", "Co:Al", "Cl:Y", "V:Sr", "In:Pt", "Zr:Zn", "B:Fe", "Cd:Os", "Cl:Re", "Rh:Al", "Rh:Pb", "Fe:Re", "Os:Ni", "In:Ir", "S:Zr", "Ga:Os", "Be:Tl", "Pt:V", "Nb:Cu", "Ti:Ag", "Fe:Cd", "Au:Ca", "Tl:Tl", "Mn:W", "Mo:Mo", "As:W", "Cr:Mg", "Al:Mo", "Se:Al", "Nb:Mn", "Ir:K", "Hg:Ni", "In:Cu", "Fe:Au", "As:Cr", "Ru:W", "Pb:Mg", "Ba:Au", "Ge:Pt", "Zr:Be", "Hf:Mg", "Ru:Ru", "X:V", "Rb:Tc", "Pd:Nb", "Rh:Ca", "Mn:K", "N:Ru", "Ta:Mg", "Sr:Sr", "Ti:Ir", "Fe:Ni", "Se:Mo", "Ca:Os", "V:Zr", "Cu:Fe", "Ni:Ir", "O:Cr", "X:Mg", "Sc:Au", "Ta:Sc", "Au:Au", "Ge:Sr", "Ni:Tc", "Tc:Pb", "Sr:Zr", "Cr:Ir", "Ge:Mn", "In:Pb", "O:Pb", "Mo:Pb", "Ca:Ni", "Pb:Ir", "X:W", "Sr:Fe", "Ru:Cd", "Cd:K", "Hg:Au", "K:Ru", "Al:Pb", "Mn:Zn", "Cd:Be", "Si:V", "O:Ca", "Co:Tc", "Ga:Cs", "V:Pt", "Se:Pt", "Ir:Ti", "Cd:Zr", "Rh:Tl", "Y:Mn", "Sc:V", "Cl:Pb", "Ta:Fe", "Se:Cs", "F:Ag", "K:Ag", "In:Nb", "In:Ti", "Cl:Cr", "S:Ti", "Os:Sr", "Nb:Cs", "H:Re", "H:Cr", "Sb:Ni", "Pb:Ca", "Ag:Cu", "Al:K", "Pb:Tc", "Rb:Cs", "Mn:Sc", "S:Nb", "K:Cr", "Te:Tl", "Tc:Pd", "N:Pt", "Fe:Pt", "Se:Cr", "Zr:Sc", "Ni:Cr", "N:Pb", "Re:Fe", "Ga:Mo", "Nb:Zn", "Ir:Ru", "In:K", "Hf:Re", "Rh:Ru", "Os:Mn", "Cd:W", "Mn:Cu", "S:K", "Cu:Mg", "Ba:Zr", "Os:Ti", "Re:Zr", "Nb:K", "F:Ca", "B:Pt", "Cl:Pd", "In:Cd", "Nb:W", "La:Nb", "Sb:Pt", "As:Ag", "Li:Cu", "Sb:Zn", "Na:Pd", "As:Ca", "Mn:Y", "V:Ni", "Mo:Mn", "Hg:Zn", "Ru:Ir", "Ag:K", "Be:Mg", "Sr:Co", "Ta:Ag", "Re:Sr", "S:Ag", "Na:Ca", "Mg:Co", "Mn:Al", "Sr:Zn", "Au:Pb", "Zr:Y", "O:V", "B:Pb", "Y:W", "Zn:Ti", "Pd:Fe", "Pd:Mg", "Na:Ag", "Tl:Os", "Rb:Co", "Ca:Nb", "Rh:Nb", "Re:Ni", "Os:Re", "Al:Au", "Pd:Ag", "Ir:Mn", "Cr:Tc", "Mo:Ba", "Ge:Au", "B:Ti", "Li:Re", "Si:Os", "Cd:Al", "K:K", "Tc:Cr", "Zr:Ba", "Rb:W", "Ti:Cs", "Co:Ca", "Pd:Cd", "P:Sc", "Ga:Be", "Rh:Ti", "Ga:Tl", "Sc:Fe", "P:Tl", "P:V", "Mo:Cu", "Rh:Sc", "Ni:Pd", "Re:Cd", "Ge:Fe", "Re:Ir", "As:Au", "Mg:Cu", "X:Sr", "Ga:Sr", "P:Ag", "C:V", "Pt:Zr", "Mg:Al", "Fe:Y", "Ba:Cu", "Fe:Mn", "Ba:Mn", "Te:Mn", "Ag:Os", "Ba:Os", "Y:Cs", "F:K"],
+ "6": ["La:Ti", "V:Ba", "Rh:Y", "Be:Pd", "H:K", "Ba:Ru", "Co:Cu", "Mo:Re", "H:Zn", "Ga:Zn", "Cl:K", "Ta:Tc", "La:Y", "Fe:Sc", "X:Pd", "Cu:Nb", "Se:Y", "Ni:Cd", "Se:Ag", "Te:Mo", "Rb:Ca", "Ni:Sc", "Cu:Ca", "Ru:Pt", "Te:Cd", "S:W", "S:Y", "Ru:Al", "Pd:Re", "Li:Os", "Na:Cr", "Se:Sr", "Ta:Ca", "Ca:Zr", "Mg:Zn", "Au:Sc", "Rh:Ni", "Cd:Ag", "Rb:Ni", "Ru:Co", "Pt:Mo", "Sc:Zr", "H:Ir", "Ag:Mn", "Se:Au", "F:Fe", "Si:K", "Pb:Tl", "Ca:Ti", "Zr:V", "As:K", "Pd:Zr", "N:Cr", "Ca:Ir", "Sc:Cd", "F:Mn", "F:Ba", "Mg:Zr", "Tl:Fe", "Tl:Ba", "Ta:Cu", "B:Zr", "Hf:Tc", "Ge:Co", "Sb:Sr", "Na:Be", "Te:Ni", "Ga:Ir", "Cr:Be", "Cd:Au", "Ca:Be", "X:Tc", "Pt:Fe", "H:Mn", "B:Cu", "Au:Ru", "B:Sc", "Hg:Re", "La:Cd", "B:Cr", "Fe:Zr", "S:Mn", "H:Ti", "Si:Ir", "S:Co", "C:Cu", "Y:Ir", "Hg:Pt", "Zr:W", "Se:Os", "C:Pt", "Ti:Mo", "S:Cu", "Ca:Cs", "Sr:Ir", "Sc:Nb", "Mg:Au", "Ti:Sc", "Li:Zn", "Ca:Tl", "Mn:Os", "P:Fe", "Hf:Sr", "Mo:Pd", "Sr:Ru", "Cs:Ca", "C:Fe", "Cu:V", "In:Al", "C:Cr", "Ir:Tc", "B:Ba", "Cr:K", "S:Zn", "Al:Pd", "Ca:Pb", "Cs:Sc", "Se:Cd", "Mg:Cs", "Cl:Sc", "V:Re", "Tc:Cs", "Zn:Sr", "Rh:Mn", "Cs:Cu", "Sb:Nb", "Nb:Sc", "Sb:Au", "Si:Tc", "S:Pd", "N:Nb", "Cu:Ag", "Zr:Ti", "Sc:Mo", "Be:Ba", "Be:Ag", "Fe:Co", "Sc:Co", "Mn:Pt", "Cu:Co", "Sc:Cs", "Y:Pt", "Ag:Zr", "Ba:Sc", "Ba:V", "X:Ru", "H:Tc", "Cs:Pt", "Sc:Tc", "Tc:Sc", "Si:Sc", "C:Ir", "Sc:Zn", "Zn:Pt", "Ir:Al", "S:Re", "Ba:Tc", "Ca:V", "Se:Ba", "Cs:Ti", "Ba:Ag", "Ni:Y", "N:Be", "Re:Mg", "Na:Fe", "S:Ca", "Ru:Os", "Ir:Fe", "Re:W", "N:Ba", "Na:Y", "Os:Cs", "Y:Co", "Sb:Tl", "S:Be", "Pb:Cs", "Li:Co", "Te:V", "N:Cs", "Pt:Re", "Pt:Ca", "Ir:Ag", "Ru:Cr", "Zr:Pt", "Hg:Cr", "Ba:Zn", "Li:Ag", "Tl:Mo", "N:Fe", "K:V", "Pb:Zr", "Ba:W", "Hf:K", "Sr:Be", "Ca:Fe", "Cr:Ni", "Cl:Ru", "B:W", "Sr:Ca", "P:K", "Rb:Ti", "Sr:Cu", "Pb:Mo", "Ta:Co", "Sb:Ba", "Y:Cu", "Hg:Zr", "N:Cd", "Ti:Tl", "O:Co", "Ba:Y", "F:Ru", "Te:Ca", "Mn:Cr", "B:Mn", "Fe:W", "Li:Fe", "Sc:Ba", "Ta:Be", "Sb:Al", "Au:Sr", "Sr:Au", "O:Au", "Ga:Ru", "Pd:Os", "Pb:Pd", "Zr:Co", "P:Ba", "Ca:Mg", "Os:Ir", "Ti:Pt", "Ti:Re", "Cr:Nb", "Ir:Cr", "La:V", "Os:Al", "Zr:Ca", "Ti:Sr", "Pb:W", "Cl:Ag", "Pt:Sc", "Pt:Ru", "Na:Ba", "Na:Au", "O:W", "B:Tl", "Li:Ni", "Ag:Sr", "Be:Re", "P:Cs", "Pb:Nb", "In:Au", "Ga:Ni", "Se:Mn", "Rh:V", "Hf:Mn", "Au:Tl", "Rb:Mg", "Mn:Ti", "La:Be", "C:Pd", "Tl:Ca", "Cl:Tc", "Si:Y", "Ni:Ca", "Ti:Os", "O:Pt", "Sb:W", "Rb:Tl", "Cs:Y", "Ti:Ti", "Hf:Ti", "Al:Ba", "Na:Ti", "Pb:Co", "K:Y", "Fe:Nb", "Zr:Re", "Ti:Mg", "H:Be", "Ge:Cr", "Ge:Zr", "Ca:Co", "Mn:Re", "Tc:Tl", "N:K", "Ga:Re", "Al:Ni", "Y:Ru", "Ni:Co", "Ru:Sr", "Sr:Mo", "Si:Mg", "C:W", "V:Fe", "Al:Cs", "Mn:Ca", "Li:Ti", "Ge:W", "Nb:Sr"],
+ "7": ["Pd:Ti", "Sb:Pd", "Au:Pd", "Ir:Ba", "Ba:Sr", "Mg:Mg", "Cu:Tl", "Pt:Tl", "Si:Cs", "Cs:Tl", "Y:Mo", "Li:V", "La:Ba", "Ta:Zn", "Rb:Re", "X:Zr", "O:Pd", "S:Ba", "Sr:Mg", "Co:Ni", "Na:Mn", "Tl:Tc", "Ca:Sr", "Sc:Sc", "B:Y", "Hf:Cr", "Ir:Re", "Ca:Au", "Li:W", "Pb:Sc", "Si:Zn", "O:Ni", "Ca:Y", "Cd:Sc", "Be:Sr", "Os:Be", "Nb:Au", "Tc:Ru", "Sc:W", "Cs:Be", "Sr:Cd", "Ru:Zr", "Fe:K", "H:W", "Mo:Tl", "As:Pd", "P:Al", "Cu:Cu", "As:V", "Rh:Ag", "Tl:Zn", "Nb:Pt", "Si:Pt", "Tl:Pt", "Se:Ir", "Co:Tl", "Ru:Ag", "Ge:Ru", "Pd:Cr", "Cu:Al", "Na:Cu", "Ag:Al", "Li:Al", "F:Mo", "Fe:Cr", "H:Mg", "P:Ti", "H:V", "Cs:Re", "Ni:Mn", "Zr:Sr", "Si:Cr", "Pb:Au", "Ag:Cs", "Re:Pd", "S:Os", "N:Ni", "Cl:Ca", "Al:Be", "Te:Tc", "Co:Pd", "V:K", "Mn:Ru", "Sc:Cr", "H:Cu", "N:Ag", "Zn:Cs", "Ge:Mg", "Sc:Os", "Pd:K", "Cu:Ru", "Ca:Cr", "Pd:Pd", "Mo:Au", "Cl:Tl", "Tc:Zn", "Na:Os", "As:Ir", "Ir:Au", "Na:Co", "Na:W", "B:Al", "K:Pb", "V:Sc", "Mg:Re", "Nb:Mo", "Pt:Mg", "N:Zn", "Pb:Pb", "S:Ru", "K:Sr", "In:V", "In:Ca", "X:Os", "Cu:Zr", "X:Pb", "Hf:W", "B:Ir", "B:Ca", "Ru:Cu", "La:Cr", "H:Pt", "S:Au", "Ir:Y", "Cs:W", "La:Re", "Te:Pd", "Rb:Cr", "Te:Cs", "C:Ni", "Hf:Cu", "Mg:Tc", "Y:Ti", "Rb:V", "Mg:Ni", "Mo:Ti", "P:Sr", "Cs:Al", "H:Pd", "Zr:K", "Cu:Re", "Ti:Cu", "Zr:Os", "Te:Be", "Nb:Y", "Se:Ru", "Se:Zr", "X:K", "V:Cr", "Tl:Ni", "V:Ir", "Cs:Tc", "Ga:Cu", "Co:Ti", "Ge:Nb", "Pt:Al", "Tl:Ir", "Rb:Sr", "Sr:Ni", "Cr:Co", "Hf:Pt", "Ga:Sc", "Be:Mn", "Pt:Tc", "Co:Au", "Si:Be", "Rb:Os", "Sb:Zr", "As:Ni", "O:Mo", "Cs:Ni", "Ge:Pb", "Cd:Co", "Ir:Pt", "Ta:Os", "Pt:Ir", "Ba:Be", "Hf:Sc", "Sb:Os", "Mn:Sr", "X:Co", "Ag:Ag", "Au:Be", "Zr:Pd", "Hg:Al", "Tc:Tc", "Cl:Ba", "Os:Cr", "Cu:Ir", "V:Ag", "Sr:Re", "La:Tc", "Pt:Cs", "V:Ca", "As:Al", "Fe:Ag", "P:Tc", "Rb:Al", "Hf:Co", "Os:Os", "Se:Tc", "Al:Ag", "Sb:K", "X:Cs", "P:Mn", "Ge:Cu", "Na:Ir", "Na:Tl", "Mo:Ir", "Fe:Mg", "Sr:Os", "Tl:Re", "Zr:Pb", "La:Pd", "Pd:Sc", "Sc:Mg", "Li:Mo", "Zn:Y", "H:Cs", "Ag:Ir", "Ga:Pd", "Cr:Ag", "Fe:Be", "La:Sc", "As:Y", "Na:Tc", "Sb:Mo", "N:Co", "Ge:Ba", "Tc:Os", "Ni:Ag", "C:Al", "Cr:Au", "Cd:Ti", "Ru:Y", "Sb:Cu", "Pd:Ca", "Ta:Pd", "Rb:K", "Cr:Y", "Mg:Ca", "Tc:Pt", "Co:Cr", "Fe:Pd", "Te:Ag", "Cd:Nb", "S:V", "Au:V", "B:Mg", "Te:Mg", "Tl:Sr", "Sr:Cr", "Zr:Zr", "Mn:V", "Pb:Cr", "Tl:Ru", "Tc:Au", "S:Sc", "Y:Cd", "Cr:Ba", "Al:Cd", "Ba:Cd", "Li:Nb", "Sr:Pt", "Os:W", "Ni:Ru", "Zn:Be", "Rh:Sr", "Zn:Mn", "Tl:Be", "Ta:Cr", "Ni:Tl", "Be:Cu", "La:Cu", "Ni:Ni", "In:Ru", "H:Al", "Li:Pb", "Li:Ru", "Be:Tc", "Mo:Sc", "Al:Tl", "Cu:W", "Se:Sc", "Re:Ca", "X:Cr", "Hf:Pd", "Sb:Ru", "Be:Co", "Hg:K", "Mg:Pb", "Co:Mo", "In:Zn", "Pt:Mn", "Re:Ru", "Hg:Pb", "P:W", "Ge:Os", "O:Cu", "Cl:Cs"]
+ }
+}
diff --git a/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_1.0.json b/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_1.0.json
new file mode 100644
index 0000000..96826b6
--- /dev/null
+++ b/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_1.0.json
@@ -0,0 +1,20 @@
+{
+ "imp_elements": {"X": 0, "H": 1, "Li": 3, "Be": 4, "B": 5, "C": 6, "N": 7, "O": 8, "F": 9, "Na": 11, "Mg": 12, "Al": 13, "Si": 14, "P": 15, "S": 16, "Cl": 17, "K": 19, "Ca": 20, "Sc": 21, "Ti": 22, "V": 23, "Cr": 24, "Mn": 25, "Fe": 26, "Co": 27, "Ni": 28, "Cu": 29, "Zn": 30, "Ga": 31, "Ge": 32, "As": 33, "Se": 34, "Rb": 37, "Sr": 38, "Y": 39, "Zr": 40, "Nb": 41, "Mo": 42, "Tc": 43, "Ru": 44, "Rh": 45, "Pd": 46, "Ag": 47, "Cd": 48, "In": 49, "Sb": 51, "Te": 52, "Cs": 55, "Ba": 56, "La": 57, "Hf": 72, "Ta": 73, "Re": 75, "Os": 76, "Ir": 77, "Pt": 78, "Au": 79, "Hg": 80, "Tl": 81, "Pb": 82},
+ "host_elements": {"Be": 4, "Mg": 12, "Al": 13, "K": 19, "Ca": 20, "Sc": 21, "Ti": 22, "V": 23, "Cr": 24, "Mn": 25, "Fe": 26, "Co": 27, "Ni": 28, "Cu": 29, "Zn": 30, "Y": 39, "Zr": 40, "Nb": 41, "Mo": 42, "Tc": 43, "Ru": 44, "Pd": 46, "Ag": 47, "Cd": 48, "Cs": 55, "Ta": 73, "W": 74, "Re": 75, "Os": 76, "Ir": 77, "Pt": 78, "Au": 79, "Tl": 81, "Pb": 82},
+ "exclude_host_host": true,
+ "shuffle": true,
+ "random_seed": 1,
+ "batch_size": 300,
+ "_version": 1,
+ "_embeddings_count": 2040,
+ "_batches_count": 7,
+ "_batches": {
+ "1": ["B:Tc", "Ru:Os", "Os:Cs", "Sb:K", "Li:Nb", "Cu:Zr", "Pb:Tc", "Cr:Ti", "Fe:Be", "Ga:W", "Ta:Fe", "Tc:Re", "Pt:Os", "Ca:Be", "Ga:Ir", "Si:Au", "Re:Pt", "La:Ag", "Cr:Tc", "Be:Pb", "Cs:Ag", "Si:Cr", "Pd:Ca", "Ba:Sc", "Sb:Mo", "Cs:Os", "B:Pb", "Ru:Zr", "B:Re", "Be:Al", "Nb:Pb", "V:Ni", "Cs:Pb", "Ge:Au", "S:Cu", "La:Ta", "Cs:Cu", "S:Be", "Rb:Ta", "Ag:W", "Ti:Cd", "In:Be", "Mo:Co", "F:Pd", "Na:Os", "Cd:Pt", "S:Co", "Y:Sc", "Te:Mn", "Sb:Tc", "Rb:Cs", "Tc:Co", "Zn:Au", "Au:Ir", "Sb:Zr", "O:Au", "Rb:Tl", "Hf:V", "K:Ir", "Hf:Ni", "Mg:Pb", "As:Be", "Ba:Al", "Ta:Ca", "K:Pb", "Zn:Tl", "Cl:Pb", "Rh:Re", "As:Mn", "Tc:Fe", "Si:Ti", "V:Tc", "Ta:Au", "Pt:Sc", "Ti:Pd", "Sc:Re", "Be:Be", "Cu:Ca", "B:Ir", "Sr:Os", "Pb:Fe", "Zn:Ni", "Mg:Ta", "Li:Mg", "Ba:Mn", "Ru:V", "Rb:Fe", "Si:Pb", "Ge:K", "Si:Cd", "Te:Zr", "Cl:Tl", "Mg:Zr", "P:Sc", "Hf:Mn", "F:Tc", "In:Cu", "Ni:Cs", "Al:Nb", "K:Pd", "Al:Ir", "Cr:W", "Cr:Ru", "Tc:W", "Tl:Ca", "Ca:Tc", "Sb:Sc", "Li:V", "Na:Al", "Cs:Cd", "Ba:Zn", "Ag:Ti", "Pb:Ti", "Sr:Pt", "Nb:W", "X:Zr", "Pb:Cr", "O:Cd", "Ru:Ag", "Ru:Ti", "Tl:K", "Pt:Al", "O:Cr", "Ni:Cr", "X:Tl", "Sr:Zr", "Co:Cs", "Li:Re", "Ge:Ni", "Ti:Re", "O:Nb", "K:Nb", "Sr:Ag", "Rb:Co", "Ge:Co", "Sr:Y", "Ca:Au", "Sr:Tl", "Y:Ta", "Ba:Tc", "Pt:Nb", "Se:Pt", "Tl:Mn", "Hg:Pb", "In:K", "Zr:Ir", "Mg:Be", "Cs:V", "Ru:Sc", "C:Al", "C:Mn", "Al:Cu", "Cu:Mn", "Ni:Sc", "Re:Co", "Zr:Cr", "Os:Ti", "Sc:Ru", "Re:Re", "Sc:K", "Nb:Y", "X:Zn", "Ag:Ta", "Fe:Cr", "Mg:Tc", "C:Os", "Zr:Cd", "Li:Tl", "Be:Y", "Ir:Ag", "Cu:K", "Au:Be", "Re:Ta", "Nb:Mn", "Ir:Pb", "Mn:Ni", "B:Ag", "Ge:Tl", "V:Ir", "V:W", "Al:Zr", "Sc:V", "Mn:Be", "Ge:Zn", "Co:Au", "O:Mg", "Pd:Cr", "Hf:Tc", "Ge:Mg", "Rh:Tc", "Sb:Mn", "Ti:Be", "Fe:Ir", "Ni:Pd", "Ta:Cd", "Re:Au", "Al:Ru", "Te:Ru", "Al:Mn", "Cd:Tc", "C:Zn", "Au:Mg", "Cu:Au", "Zr:Pb", "Te:Cd", "Ge:Fe", "Hf:Cr", "Ir:Ti", "F:Tl", "Al:Be", "Zr:Ag", "V:Pb", "O:Ni", "N:Co", "Cd:Co", "C:Cr", "Ru:Tc", "Cr:Be", "N:Os", "Ta:Be", "Sb:Ir", "Ag:Sc", "Ir:Ru", "F:Pt", "As:Os", "Tc:V", "Y:Nb", "C:Co", "O:Fe", "Os:Ca", "Ca:Pd", "Cl:Ta", "Hf:Ir", "S:K", "Rh:Mn", "Ru:Tl", "Ru:Ru", "Ca:Cu", "Mn:Pd", "Cd:Cu", "Tc:Pd", "Cu:Cd", "In:Ti", "Ba:Cs", "Mo:Cs", "Ge:Pb", "Ga:Co", "X:Cs", "Tc:Cr", "Fe:Pb", "Ga:Ta", "X:Ni", "B:Os", "Sb:Ru", "Zn:Zn", "O:Be", "Rh:Tl", "Tc:Nb", "H:Sc", "Sr:V", "Hf:Pd", "Rb:Tc", "Hf:W", "In:Cs", "Be:Mn", "Cl:Cs", "Si:V", "Ta:Mo", "Os:Pb", "Os:Ta", "Re:Ir", "Cd:Cr", "C:Sc", "In:Ni", "La:W", "Ba:Ca", "Mg:Os", "X:Al", "C:Pt", "Ni:Mn", "Zn:Ca", "Cu:Ta", "Sr:K", "Cr:Cd", "K:Ta", "Mg:W", "O:Pt", "Ir:Ir", "Os:Mo", "B:Co", "Ni:Ru", "Au:Ni", "Sc:Al", "V:Ti", "Ag:Be", "X:Cu", "Sb:Cd", "P:Fe", "P:Ca", "Tc:Mo"],
+ "2": ["Hf:Be", "Pb:Mg", "As:Co", "Y:W", "F:Ru", "H:Re", "Cs:W", "Os:Cu", "Au:Nb", "Se:Ru", "Rb:Mn", "Hf:Zr", "Al:Ag", "Fe:V", "Rb:Mg", "Mg:Ir", "B:Tl", "La:Mg", "Pd:Ta", "Al:Au", "Mn:Mn", "C:Pb", "Tc:Cs", "Rh:Au", "C:W", "Zr:Fe", "O:V", "Ir:Pt", "Zn:Co", "Se:Zr", "Ga:K", "Mo:Cd", "Tc:Ca", "V:V", "Au:Tl", "Li:Ru", "Pd:Zr", "Pb:Y", "Sb:Ti", "Zn:Mg", "Li:Sc", "O:Re", "Y:Ca", "Te:Ti", "Ga:Sc", "Ir:Al", "La:Zr", "Zr:Mo", "Hf:Ti", "Pb:Nb", "N:Cr", "V:Au", "Au:Al", "X:Os", "Ga:Pd", "La:Tl", "Ir:Cu", "Ta:Nb", "Sc:Au", "Os:K", "Al:Ni", "Sc:Ti", "Rb:Ca", "Sr:Ni", "Nb:Al", "Al:Tl", "Pb:Ta", "Au:Co", "Na:Ni", "Be:Cd", "Re:Mg", "Ba:W", "Cr:Mo", "Tc:K", "Ag:Mg", "Co:Ta", "Rh:Cr", "Pd:Fe", "S:Cr", "P:Ir", "Tc:Mg", "F:Os", "S:V", "Sb:Ag", "X:Be", "Mg:Nb", "Ag:V", "Na:Cs", "X:Tc", "Rh:Cs", "Cu:Ir", "S:Fe", "Te:Co", "Ca:Ni", "Si:Zr", "Co:Zn", "Co:Re", "B:Sc", "N:Ni", "Sc:Cs", "Rb:Cr", "La:Au", "Zn:Ti", "Ga:Ru", "Te:Mo", "Cr:Re", "F:Y", "Ta:Ni", "Te:Al", "Sr:Pd", "Hf:K", "Zr:Zn", "P:Au", "Zr:K", "Cs:Be", "Pt:W", "Ir:Mn", "Pd:Pb", "Pb:Pt", "Y:Ti", "Tl:Sc", "Fe:Zn", "La:Cd", "As:Mg", "Ag:Zn", "Ni:Tl", "Pb:Al", "Nb:Cu", "P:Al", "Ba:V", "Cs:Mo", "As:Au", "Co:Cd", "Cr:Cr", "Zn:Pd", "Hf:Os", "Nb:Ta", "Pd:Os", "Pb:Mn", "Tl:Pd", "Cu:Sc", "Nb:Fe", "F:Cs", "Pd:W", "Sc:Pd", "H:Pb", "Ca:Ca", "Sb:Cr", "Cd:Ni", "Na:Fe", "Pd:V", "Se:Cu", "Mg:Fe", "Os:Ir", "Rh:Ca", "In:Mg", "Mn:Zn", "Pb:Pd", "Ta:Zn", "Pb:Ag", "Ni:Nb", "Rh:Y", "Ga:Re", "Ti:W", "Zn:Nb", "H:Tc", "Os:Ag", "Hf:Nb", "H:Pt", "O:Ca", "Ir:Ni", "Sr:Cs", "Zr:W", "Cl:Nb", "Re:Tl", "Se:Ta", "Cu:Ru", "Y:Y", "Tl:Pb", "As:Y", "Be:Cr", "As:Nb", "Sb:Ta", "Ir:Cd", "O:Ag", "Ag:Pb", "Mo:Cu", "Pt:Mn", "Fe:Ta", "As:Cd", "Mn:Y", "Be:Fe", "Zn:Cs", "Hg:Be", "Zr:Mg", "Pd:Mn", "F:Al", "N:Fe", "Cr:Y", "O:Sc", "O:Tl", "Mg:Au", "Na:Co", "In:Ir", "Zr:V", "H:Ni", "N:K", "Te:Tc", "Ru:Re", "Te:Au", "Na:Ca", "Sb:Cu", "Se:Co", "Ir:Y", "Na:Cd", "Sc:Fe", "Ga:Ni", "Pt:Cd", "Ga:Fe", "Ni:Zr", "Hg:Cd", "Cs:Mn", "Co:Mn", "Y:Cs", "Se:Y", "Ni:Cu", "H:Zr", "Cu:W", "O:Zr", "Cu:Fe", "Sc:Ca", "Y:Ag", "In:Tc", "Li:Co", "Cl:Pt", "Pt:Cs", "Os:Cr", "Co:Pb", "Au:K", "Y:Pb", "Se:Ti", "Nb:Zn", "Tl:Co", "X:Cd", "Sr:Tc", "Ge:Al", "Cr:V", "Mg:Mn", "Re:Al", "N:Ta", "Li:Mo", "Fe:Re", "Na:Ti", "Zr:Nb", "La:Cu", "Cu:Ti", "Ti:Nb", "Mn:Mg", "Pd:K", "Zn:Cr", "Nb:Ag", "Sc:Pt", "Re:W", "Co:Ag", "Mo:Zn", "Li:Ag", "N:W", "Ir:W", "Cr:Os", "V:Ag", "Mn:Ag", "Ru:Be", "Ga:Cd", "Ru:Cd", "Na:Zr", "Cd:K", "Zr:Os", "Zr:Y", "Cu:Cr", "Pb:Cu", "Tl:Mo", "V:Al", "Ti:Mo", "Ta:Cs", "Ru:Zn", "C:Fe", "Os:Os", "Hg:Mo", "Cs:Au", "Ir:K", "Cl:Be", "Zn:W", "V:Mn", "Sb:Y", "Na:V", "Ti:V", "Au:Y", "Rh:Fe", "Tc:Sc", "Rh:Co"],
+ "3": ["Ga:Be", "La:Al", "Sb:Pt", "K:Pt", "Fe:Ni", "C:Ir", "Fe:Cu", "Ga:Tc", "Mn:Cd", "Mn:Cr", "Ta:Tc", "Ge:Be", "F:Mn", "Au:Mo", "Hg:Zr", "Be:Mg", "Rh:Cd", "Cd:Tl", "Mn:Ru", "Ga:Cu", "F:Mg", "Mo:Be", "Fe:Fe", "Ag:K", "Ni:Tc", "Rb:V", "La:Mn", "Fe:Mo", "Te:Sc", "F:Cd", "K:Sc", "Si:Mo", "O:Ta", "Te:Fe", "Hf:Cu", "Se:Zn", "Hf:Ta", "Al:Pd", "Mo:Ca", "Be:Ti", "Te:Y", "In:Cr", "Be:Zr", "Al:Os", "S:Pb", "Se:Fe", "Cs:Y", "La:Be", "Be:Cs", "Al:Ta", "Pt:Ir", "N:Y", "Ti:Y", "Se:Tl", "In:Cd", "F:Cu", "O:Pb", "Be:Tc", "Pb:Mo", "K:Ag", "Ti:Pb", "Re:V", "Mg:Y", "Si:Cs", "As:V", "N:Tc", "Pt:Cu", "Tl:Re", "Sc:Zn", "Se:Ir", "Li:Cd", "Ir:Mg", "C:Pd", "Ti:Tc", "Mo:K", "Hg:Ta", "Rh:Be", "B:Cd", "O:Pd", "Be:K", "X:W", "Au:Sc", "Nb:Cs", "N:V", "Ga:Al", "Hg:Cu", "In:Au", "Mn:Au", "Mo:Al", "Se:Au", "Te:Re", "Hg:Mn", "Mg:K", "Sb:Ca", "F:Cr", "Cd:Mo", "V:Ru", "Fe:Sc", "Se:Al", "Ag:Cr", "F:Ag", "Re:Zn", "Be:Os", "Ba:Cd", "Au:Zr", "C:Ti", "Pd:Cd", "Ni:Be", "Y:Tc", "Cd:Zn", "Mo:Cr", "S:Tc", "Ga:Zn", "P:Ta", "La:Tc", "Mo:Os", "Se:V", "In:W", "Al:V", "F:Ti", "Ni:V", "Pb:Pb", "Al:Mo", "Pb:V", "Cr:Co", "Ir:Zn", "Tl:Cs", "V:Sc", "Ti:Os", "F:Zr", "La:Ca", "Si:Ag", "Al:K", "Ir:Ta", "Ca:Mg", "Ti:Au", "Tc:Os", "X:Mn", "Ti:Sc", "Ba:Os", "Hg:Nb", "Au:Pb", "Hg:W", "Ca:Ag", "Ag:Ca", "Sb:Tl", "Be:Tl", "Cu:Nb", "Te:K", "Cd:Zr", "Zn:Mo", "Sc:Pb", "Sc:Sc", "Si:Fe", "Pd:Nb", "K:Co", "La:Cs", "Tc:Tl", "Cd:Ti", "Hf:Tl", "Ca:V", "Ti:Zn", "K:Ni", "Ag:Nb", "Re:Sc", "Cl:Zn", "Rh:Ir", "Be:Ru", "Pb:Be", "X:Sc", "Hf:Pt", "Tl:Ti", "Ru:Pd", "Cd:V", "C:Cs", "X:Ti", "P:Re", "Mg:Ru", "Ge:Nb", "Fe:Ag", "Zn:Pt", "Ni:Os", "Ru:Cu", "Sc:Mo", "Si:Sc", "Li:Fe", "Fe:Pt", "Cl:Zr", "Ni:Au", "Fe:Ti", "Te:Ir", "Zr:Be", "Tc:Cu", "Ru:Co", "Nb:Tc", "O:Cs", "Cd:Ir", "Cr:Ir", "Tl:W", "C:Cd", "K:Cu", "In:Tl", "V:Co", "P:Pd", "Pt:Pt", "Cd:Mg", "S:Ir", "Ni:Ti", "Tl:Al", "N:Pd", "Ag:Pt", "Y:Tl", "S:Ag", "Al:Al", "Ca:W", "Ag:Al", "P:Be", "Cl:Cu", "Au:Fe", "Cd:Nb", "Ta:Pb", "Ga:Nb", "Li:Ti", "Ba:Au", "Cs:Pd", "Cl:Ir", "Ca:Ti", "Ag:Re", "Li:Be", "Ga:Ag", "Tl:Tl", "Be:V", "Mo:W", "Hf:Au", "V:Nb", "Re:Nb", "Mo:Ta", "Co:Y", "H:Nb", "Cd:W", "Cr:Au", "Ag:Ag", "Se:Ag", "C:Tc", "Be:Cu", "B:Be", "Ta:W", "N:Ag", "Re:Ca", "Ga:Tl", "B:Y", "Se:Sc", "Ir:Cs", "Ta:Tl", "Cs:Re", "Sb:Fe", "Ag:Ru", "Y:Al", "Na:Cr", "Si:Ca", "Rb:Be", "Rb:Pt", "Os:Mg", "Os:Tc", "Ga:Mg", "Mn:Zr", "Ca:Mn", "Cr:Sc", "Ga:V", "Rh:Sc", "Os:Mn", "Ca:Co", "In:V", "Tl:Mg", "Tc:Pt", "Pd:Cs", "Os:W", "Os:Pd", "Ca:Zn", "Cs:Ru", "Co:Tc", "Ga:Zr", "Mn:Co", "Mg:Tl", "In:Zr", "S:Y", "F:Zn", "Rh:Pb", "Au:Re", "Ca:Cr", "Au:Ca", "Y:Mg", "Ge:Sc", "Cr:Pt", "Hf:Zn", "B:Zr", "Ir:Cr", "Cl:Os", "Ba:Ru", "Ge:Pd"],
+ "4": ["Ge:Ta", "Sr:Cr", "Mn:Mo", "Ga:Pt", "Mo:Fe", "Ru:Au", "Rh:Zn", "F:Pb", "Y:Pd", "La:Sc", "Cs:Mg", "Pt:Pd", "Ag:Mo", "Hf:Al", "Na:Mg", "Ba:Zr", "Os:Fe", "Se:Pd", "Pt:Pb", "Rb:Y", "Mo:Tc", "Ag:Zr", "Sr:Co", "Tc:Ti", "Al:Cs", "Ge:Ru", "Mo:Ni", "B:Cs", "Ta:Zr", "F:W", "Ni:Mg", "Zn:Be", "X:Pt", "Au:V", "As:Ru", "Cr:Ca", "Pd:Ru", "Ni:Ca", "Hg:Fe", "Nb:K", "K:Os", "Sr:Zn", "P:Nb", "Co:Mo", "Ti:Ag", "Be:Pt", "Be:Sc", "Sb:Pb", "Ca:Ru", "In:Ag", "Al:W", "Fe:Ru", "Cl:Co", "Mg:Ti", "Cs:Pt", "Rh:Ti", "Te:Ca", "K:W", "Cl:Ca", "O:Cu", "Ni:Co", "Si:Re", "Li:Os", "Au:Cr", "In:Nb", "Ni:W", "Be:Nb", "Co:Fe", "As:Pt", "Rb:Au", "Ru:W", "Ba:Nb", "Mn:Ca", "Ge:Mo", "Hf:Fe", "Mn:Al", "Tl:Y", "Zr:Al", "Ag:Mn", "La:Co", "Na:K", "Se:Mg", "Na:Re", "Ru:Y", "Pd:Tc", "Cs:Fe", "Ir:Sc", "Cl:Re", "Re:Os", "Au:Zn", "P:Zn", "Cu:Tc", "Nb:Co", "Cr:Fe", "Mn:Pb", "Pb:Zn", "Ta:Pt", "Hg:Tl", "Ba:Ti", "P:Co", "X:Pb", "K:Be", "Pb:Os", "Ir:Au", "Na:Zn", "Y:Cr", "Al:Sc", "Hg:Ag", "Ba:Mo", "Cl:Y", "Cs:Tc", "Zn:Zr", "Te:W", "Ti:Ti", "H:Ru", "Tl:Os", "Zr:Tl", "Si:Pt", "Ni:Ta", "N:Ca", "Tl:Au", "Pt:Au", "B:Mo", "Ba:Re", "Pd:Ti", "Cl:Sc", "Nb:Mo", "Ru:Fe", "B:V", "Ni:Mo", "Pt:Zn", "Co:Ir", "Pt:Ca", "Ta:Ti", "Ni:Re", "Cr:Al", "Mg:Mo", "Be:Pd", "S:W", "Au:Ta", "Cl:Ag", "Cd:Re", "Sr:Ir", "La:Y", "Cu:Tl", "Al:Tc", "K:Re", "Se:Mn", "Hf:Sc", "H:Ag", "Al:Y", "C:Zr", "Cu:Mg", "O:Al", "K:Zr", "Li:Tc", "Ir:Pd", "Be:Ag", "Ta:Ru", "Te:Pd", "Zr:Ni", "Rb:K", "B:W", "O:Os", "Cl:Fe", "Pb:Ru", "Be:Zn", "F:Ta", "Fe:Co", "Re:Ru", "Rh:Ta", "Pt:Y", "Na:Pd", "Co:K", "Al:Re", "Ca:Fe", "Mo:Ru", "Cd:Sc", "Au:W", "X:Fe", "X:Au", "Li:W", "B:Ta", "Si:Ir", "N:Cd", "Re:Fe", "Ti:Pt", "Pd:Tl", "Zn:V", "Si:Ta", "Nb:Be", "Zn:Ir", "Ca:Al", "S:Ti", "P:Tl", "Y:V", "Nb:Pd", "Os:Be", "Pt:Be", "Tl:V", "Pd:Zn", "Tl:Cu", "C:Ta", "Mg:Cu", "Mo:Y", "K:Mo", "V:Pd", "Nb:Au", "Cs:Co", "Ge:W", "Li:K", "Tl:Tc", "H:Cu", "Be:Co", "Zr:Ca", "In:Co", "Hg:Cs", "Ir:Tl", "Ti:Ni", "La:Ru", "P:Cs", "N:Cu", "B:K", "Cd:Be", "Si:Zn", "N:Pb", "S:Zr", "Co:Ca", "Sc:Ag", "Cr:Ta", "Cu:Mo", "F:Fe", "Ag:Cd", "Na:W", "Se:Cs", "Pt:K", "Cl:W", "Tc:Al", "Cu:Cs", "Na:Pb", "Cd:Os", "Tc:Y", "Mo:Ti", "Tc:Tc", "Pt:Ni", "In:Fe", "Co:Cr", "Hg:Os", "S:Cs", "Re:Be", "P:Cu", "Ti:Ir", "Mo:Au", "Ge:Ca", "Pd:Ni", "Co:Al", "Ir:Mo", "Fe:Pd", "Pt:Fe", "Sb:Be", "K:Cr", "Hg:Re", "Ca:Pt", "Pt:Tc", "Li:Pb", "Sr:Ru", "Te:Ag", "Ga:Ti", "Mn:Ti", "Se:Nb", "Mo:Mn", "B:Ca", "Pt:Mg", "V:K", "S:Mn", "In:Pt", "Se:Re", "Mo:Ag", "Sc:Co", "K:Ru", "La:Cr", "C:Ru", "Te:Ni", "As:Mo", "Na:Pt", "H:Ti", "Cu:Ag", "B:Mg", "Cr:Cu", "Re:Cs", "Ni:Y", "C:Au", "Zr:Sc", "K:Fe", "Li:Cs", "As:Ta", "Ga:Ca", "Ba:Ni", "Ba:Pd", "Cl:Pd"],
+ "5": ["Zn:Os", "Na:Sc", "Hg:Ca", "Ru:Nb", "Co:W", "Cl:Au", "Cr:Mg", "Cd:Pd", "B:Zn", "Ag:Pd", "K:Mn", "Re:Zr", "Ru:Pt", "Co:Nb", "Ta:Ta", "Hg:Pd", "S:Au", "Ge:Cd", "B:Al", "Os:Ru", "V:Cr", "Co:Cu", "Ir:Zr", "Y:Pt", "Fe:Y", "Au:Ru", "Se:Cd", "Cr:Ag", "Al:Pt", "Se:Pb", "Tl:Ru", "Pt:Ru", "Cd:Ca", "Co:Pd", "Se:Ca", "In:Mo", "Zn:Re", "In:Os", "As:W", "Nb:Mg", "Tc:Ru", "X:V", "Sr:Mo", "Hg:Ti", "Ru:K", "Mn:Ta", "N:Re", "La:Mo", "Y:Zn", "V:Y", "Co:Mg", "Rb:Zr", "Sc:Ni", "Cr:K", "Pb:Cd", "Cu:Pd", "O:Y", "X:Mg", "Ti:Zr", "Tc:Zn", "Ir:Ca", "As:Fe", "Cu:Co", "Mo:Tl", "Y:Zr", "Mn:Nb", "As:Ca", "Tl:Zr", "F:V", "Hg:Tc", "Cd:Ag", "X:Re", "Pb:Tl", "Tc:Ag", "Pd:Pt", "Au:Ti", "Hg:K", "Si:Co", "Fe:Al", "Pd:Re", "Si:Tc", "O:Co", "Ni:Fe", "Ge:Tc", "Cr:Nb", "Rb:Os", "Re:Tc", "Re:Ni", "Sb:Mg", "Zr:Mn", "Sc:Ta", "K:Y", "La:Re", "Rb:Ag", "F:Au", "Ca:Sc", "Cd:Mn", "Ag:Au", "Cl:Cd", "S:Ru", "Ta:Os", "Mo:Re", "H:Ir", "H:Mn", "In:Al", "Au:Mn", "Pd:Sc", "Hg:Sc", "X:Cr", "Sr:Cd", "Mn:Re", "S:Tl", "K:Cs", "Sb:Pd", "Pb:W", "Co:Ru", "Rb:Sc", "Nb:Ti", "Ni:Pb", "O:Ti", "Hf:Ag", "Pb:Zr", "Mo:Zr", "Ag:Tl", "Pd:Mg", "La:Fe", "Re:Mo", "Ta:Ag", "Ag:Tc", "Fe:Mg", "S:Nb", "Cu:Re", "Cs:Al", "Mo:Sc", "F:Ni", "C:Mg", "K:K", "Hg:Zn", "Mo:Ir", "Os:Zr", "In:Pd", "Se:Tc", "Li:Y", "Pt:Tl", "Na:Au", "Se:Be", "Fe:Ca", "V:Tl", "Tc:Ni", "Pt:Ag", "Rh:Pt", "Be:Ca", "Y:Fe", "Ta:Co", "Hf:Re", "Cl:K", "Na:Cu", "Mg:Pd", "Mn:Cs", "Y:Cu", "Pt:Cr", "Nb:Nb", "O:Zn", "C:Ca", "Zr:Re", "Zn:Pb", "Na:Tl", "Mn:Cu", "Sr:Mn", "Sc:Mg", "Hf:Cs", "Re:Ti", "Si:Mn", "Rh:Nb", "Re:Ag", "Mn:V", "Tc:Ir", "As:Re", "B:Fe", "Li:Pt", "P:V", "Ta:V", "K:Tc", "Ru:Ni", "Nb:Re", "Sr:Ta", "V:Fe", "Co:Os", "P:Mo", "Ga:Os", "Ge:Re", "Sc:Os", "S:Ni", "P:Ru", "Tc:Zr", "Cu:Cu", "Ta:Al", "Tl:Be", "Sb:Co", "Se:Os", "Mg:Cd", "X:Y", "Ge:Mn", "S:Al", "C:Ni", "Os:Pt", "Mg:Ni", "Co:Sc", "Cs:Ir", "Fe:Tl", "Ir:Tc", "In:Pb", "Pd:Pd", "Cs:Zn", "Zr:Ta", "F:Co", "Cs:Ta", "Cr:Ni", "Pd:Ag", "Be:Ta", "H:Ca", "Hg:V", "Ni:K", "Tc:Au", "H:Y", "Ge:Cr", "Cl:Mo", "Hf:Mg", "Ta:Cr", "Fe:Os", "X:Ag", "Zn:Fe", "Rb:Cu", "Cu:Y", "Tl:Ta", "Sb:V", "Sr:Al", "Ni:Pt", "Cu:Pt", "Pd:Al", "Sb:Ni", "Cl:V", "S:Pt", "Rh:V", "Li:Au", "Na:Nb", "Rb:Ni", "La:Pd", "Sc:Be", "Mg:Cs", "Ir:Nb", "Pd:Mo", "Tl:Cr", "Rh:Zr", "Hg:Y", "Ti:Mg", "H:Au", "Rb:Ir", "F:Mo", "Si:Y", "O:Ru", "Ca:Cd", "Nb:Cr", "As:Pb", "Ag:Cs", "N:Zn", "Sc:Cu", "Ti:Cr", "F:Nb", "Na:Be", "Mg:Re", "Tl:Fe", "Rh:Al", "La:Pt", "B:Pd", "La:K", "As:Ti", "In:Sc", "Na:Mn", "Sb:Al", "Ge:Cs", "Cr:Pd", "Ca:Nb", "X:Ru", "Os:Cd", "Hg:Au", "B:Nb", "B:Mn", "Cs:Cs", "Ba:Cr", "B:Ni", "Co:Ti", "S:Cd", "H:V", "P:Cr", "S:Ta", "C:Mo", "Zr:Pt", "In:Mn", "Nb:Os"],
+ "6": ["Rb:W", "N:Al", "V:Ca", "S:Re", "Sc:Cr", "Y:Ir", "Ti:Al", "Al:Cr", "Ti:Cs", "Li:Zr", "Sc:Zr", "Fe:Nb", "P:Cd", "Ba:Tl", "Tc:Ta", "Y:Ru", "Sb:W", "C:Y", "Cu:Pb", "C:Cu", "Re:Pb", "B:Pt", "Cr:Cs", "S:Os", "Al:Pb", "Sc:Nb", "Sb:Re", "Rb:Pd", "Al:Mg", "Cl:Ru", "Cr:Zn", "Ru:Ir", "Ga:Cr", "Pd:Y", "Te:Mg", "Mo:V", "Si:Tl", "Cl:Al", "N:Cs", "Zn:Y", "Nb:V", "Ti:K", "Be:Ir", "Be:W", "Co:Be", "Sc:Ir", "Fe:Tc", "Zn:K", "Ti:Mn", "Zr:Au", "Cd:Ta", "Te:Ta", "X:Pd", "H:Pd", "Te:Nb", "Tl:Pt", "Ru:Mn", "Si:Nb", "N:Mg", "Sc:Tl", "Ga:Cs", "Re:Y", "Cl:Cr", "Cs:Sc", "Ca:Cs", "Rb:Cd", "Cs:Cr", "Cu:V", "N:Ti", "Hg:Ir", "Na:Tc", "S:Mo", "Pd:Be", "Re:Cd", "Ta:Sc", "N:Tl", "Na:Ta", "Re:K", "Zr:Co", "S:Zn", "Al:Fe", "Li:Cu", "N:Au", "Ir:V", "Os:Nb", "Tl:Ag", "Rh:Cu", "Nb:Tl", "Pt:Zr", "Hg:Cr", "Li:Ta", "N:Zr", "K:Cd", "Zn:Tc", "Os:Au", "Ba:Ag", "Sr:Pb", "Ca:Re", "Cr:Pb", "K:Al", "B:Au", "Y:K", "P:Zr", "Sr:Ca", "Y:Ni", "Hf:Mo", "La:Os", "Cs:K", "Hg:Al", "Pt:Ta", "N:Pt", "V:Mo", "O:Mo", "F:Ir", "Cs:Zr", "Mn:Pt", "B:Cu", "Co:Zr", "Li:Ni", "Ti:Fe", "La:Nb", "Te:Cu", "Os:Y", "Y:Au", "F:Sc", "Ge:Y", "Cd:Al", "Te:Tl", "Nb:Ni", "S:Sc", "Ca:Mo", "Re:Cr", "V:Zr", "V:Cu", "Mn:Sc", "Re:Pd", "Ta:Y", "Nb:Sc", "V:Be", "Sb:Cs", "K:Ca", "Ba:Pt", "Ir:Be", "Mg:Mg", "Mg:V", "F:Be", "C:K", "Li:Zn", "Cd:Cd", "Be:Au", "S:Ca", "Rb:Al", "Te:Cr", "Ge:Ti", "Rb:Ti", "Pd:Cu", "Pt:V", "Rb:Pb", "Mn:Os", "C:Re", "Hg:Co", "Pb:Ca", "Si:Os", "Ni:Ir", "V:Zn", "F:Ca", "Cs:Ca", "Sr:Au", "Ba:Ir", "Ti:Ta", "Si:K", "Na:Y", "H:K", "K:Tl", "Co:V", "Nb:Ir", "Ti:Ru", "H:Mg", "As:K", "As:Ni", "Ca:Os", "Pb:Ni", "Rh:K", "N:Mn", "Ge:Ag", "Al:Cd", "Zr:Pd", "Pb:Co", "Rh:Ru", "Y:Mo", "Si:Cu", "C:Tl", "V:Pt", "Si:Al", "Mn:W", "Li:Cr", "As:Ag", "Mo:Nb", "Ag:Cu", "Te:Pb", "La:Ir", "Mg:Co", "Zn:Ta", "Ir:Co", "P:K", "La:Ni", "Zr:Tc", "Li:Mn", "Sr:W", "X:Nb", "O:Ir", "Cl:Ti", "Y:Be", "Hg:Pt", "Na:Mo", "Au:Cs", "Ca:Tl", "Sc:Cd", "B:Ru", "Os:V", "Sc:Y", "Li:Ir", "Si:W", "O:Tc", "Ca:Pb", "In:Zn", "Be:Mo", "Au:Os", "Tc:Be", "Ru:Ta", "Ti:Co", "Ba:Cu", "Y:Cd", "Rh:Ag", "Fe:W", "Tl:Ir", "Ru:Al", "Se:Mo", "P:Y", "Zn:Sc", "Se:K", "Pd:Ir", "Au:Cd", "Mo:Pb", "P:Mn", "Hf:Ca", "Rb:Re", "Ni:Cd", "Rh:Os", "As:Zr", "Ag:Y", "Pb:Sc", "Na:Ag", "Cd:Fe", "Li:Ca", "F:Re", "Fe:Au", "H:Al", "P:Tc", "H:Cr", "La:V", "Cu:Be", "Nb:Zr", "Si:Ru", "As:Cs", "Cd:Pb", "Cl:Mn", "N:Mo", "Cl:Tc", "Al:Co", "Cs:Tl", "Ni:Ni", "V:Cd", "Fe:Mn", "Sc:W", "H:Zn", "N:Ir", "Ga:Mo", "Ge:Pt", "Ti:Cu", "Ag:Fe", "Zn:Cu", "Ca:Ta", "Ag:Ir", "Ru:Mg", "K:Zn", "Ru:Mo", "Mg:Ca", "Tl:Zn", "Os:Co", "Na:Ru", "Mg:Al", "B:Ti", "Ca:Zr", "V:Ta", "Al:Ca", "Mo:Pd", "Os:Zn", "N:Ru", "K:Ti"],
+ "7": ["Cl:Mg", "K:Au", "Sb:Nb", "Sb:Zn", "X:Ir", "Zn:Mn", "H:Be", "Re:Mn", "C:Be", "B:Cr", "Rh:Mo", "Hf:Cd", "H:Tl", "Pb:Re", "La:Ti", "Ta:Mn", "Ba:Be", "Sr:Ti", "Ba:K", "C:Nb", "Ta:Ir", "Mg:Pt", "Zr:Ti", "Sr:Sc", "Mg:Ag", "Tc:Mn", "P:Os", "Ba:Y", "H:Cd", "Nb:Ca", "Zn:Ru", "Ti:Tl", "Nb:Pt", "Cs:Ni", "Mo:Mo", "Rb:Mo", "Rb:Zn", "X:K", "V:Os", "Au:Pd", "Cr:Zr", "Ba:Pb", "Ge:V", "Co:Pt", "As:Cu", "Si:Mg", "Sr:Cu", "Y:Co", "Cr:Tl", "Re:Cu", "Ga:Pb", "Be:Ni", "Ni:Ag", "Si:Ni", "Sr:Re", "Te:Os", "Se:Cr", "O:W", "Ba:Ta", "As:Ir", "In:Ru", "Os:Ni", "La:Zn", "Ta:Pd", "Cs:Ti", "Fe:K", "X:Co", "Cd:Au", "Nb:Cd", "Pt:Co", "Ru:Cs", "K:V", "Ir:Re", "Zn:Ag", "Cr:Mn", "Y:Re", "Pb:Au", "V:Cs", "As:Tl", "Co:Ni", "P:Pb", "Sr:Be", "Hg:Ru", "Rb:Nb", "Si:Be", "Te:Zn", "X:Ta", "P:Ag", "As:Cr", "Mg:Sc", "Mg:Cr", "Tc:Pb", "Fe:Cs", "Y:Os", "Zr:Cs", "Mo:Mg", "Ta:K", "Ag:Ni", "Sc:Tc", "Li:Pd", "Ga:Mn", "H:W", "In:Ca", "Ge:Zr", "Mn:Fe", "Au:Pt", "Hf:Ru", "Se:Ni", "Na:Ir", "Te:Pt", "N:Nb", "As:Pd", "Ru:Pb", "Cu:Zn", "C:V", "Mn:Tc", "In:Y", "Rh:Pd", "Te:Cs", "Ag:Co", "Hg:Mg", "Sr:Mg", "Mn:K", "Mg:Zn", "Rh:Mg", "Co:Tl", "Co:Co", "Ba:Mg", "In:Re", "S:Pd", "Ga:Au", "Li:Al", "Ta:Cu", "Zr:Zr", "Fe:Cd", "As:Zn", "Au:Ag", "Hf:Pb", "As:Al", "Os:Sc", "Zr:Cu", "Ca:K", "Sc:Mn", "Al:Zn", "Rh:Ni", "Ir:Os", "La:Pb", "As:Tc", "Tl:Nb", "Au:Cu", "As:Sc", "Ag:Os", "Pb:K", "Os:Tl", "V:Mg", "In:Ta", "O:Mn", "Ca:Ir", "Ta:Re", "Cd:Ru", "Mo:Pt", "Al:Ti", "N:Be", "Tc:Cd", "Pt:Mo", "Sr:Nb", "Pt:Ti", "Hf:Y", "Ni:Al", "H:Fe", "Pt:Re", "Ca:Y", "Hg:Ni", "Zn:Cd", "Pb:Cs", "P:Ti", "Rh:W", "P:Pt", "V:Re", "S:Mg", "Sr:Fe", "Ge:Ir", "Tl:Cd", "Cu:Ni", "Pb:Ir", "P:Ni", "Se:W", "H:Ta", "Cd:Cs", "Ni:Zn", "Tl:Ni", "P:Mg", "Pd:Co", "Mn:Tl", "Os:Al", "Au:Tc", "X:Mo", "Rb:Ru", "Ru:Ca", "H:Mo", "H:Co", "H:Os", "Ti:Ca", "Ir:Fe", "N:Sc", "Au:Au", "Zr:Ru", "P:W", "Ba:Fe", "Cd:Y", "K:Mg", "Cu:Os", "Pd:Au", "X:Ca", "Te:V", "Sb:Au", "Nb:Ru", "Cu:Al", "Fe:Zr", "Hf:Co", "Os:Re", "H:Cs", "Ge:Cu", "C:Ag", "Si:Pd", "Cs:Nb", "Mn:Ir", "Ru:Cr", "Ga:Y", "Zn:Al", "Sb:Os", "Ge:Os", "O:K", "Cl:Ni", "Be:Re", "Te:Be", "Ba:Co", "Ta:Mg", "Y:Mn", "F:K"]
+ }
+}
diff --git a/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_1.1.json b/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_1.1.json
new file mode 100644
index 0000000..4a184aa
--- /dev/null
+++ b/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_1.1.json
@@ -0,0 +1,20 @@
+{
+ "imp_elements": {"X": 0, "H": 1, "Li": 3, "Be": 4, "B": 5, "C": 6, "N": 7, "O": 8, "F": 9, "Na": 11, "Mg": 12, "Al": 13, "Si": 14, "P": 15, "S": 16, "Cl": 17, "K": 19, "Ca": 20, "Sc": 21, "Ti": 22, "V": 23, "Cr": 24, "Mn": 25, "Fe": 26, "Co": 27, "Ni": 28, "Cu": 29, "Zn": 30, "Ga": 31, "Ge": 32, "As": 33, "Se": 34, "Rb": 37, "Sr": 38, "Y": 39, "Zr": 40, "Nb": 41, "Mo": 42, "Tc": 43, "Ru": 44, "Rh": 45, "Pd": 46, "Ag": 47, "Cd": 48, "In": 49, "Sb": 51, "Te": 52, "Cs": 55, "Ba": 56, "La": 57, "Hf": 72, "Ta": 73, "Re": 75, "Os": 76, "Ir": 77, "Pt": 78, "Au": 79, "Hg": 80, "Tl": 81, "Pb": 82},
+ "host_elements": {"Be": 4, "Mg": 12, "Al": 13, "K": 19, "Sc": 21, "Ti": 22, "V": 23, "Cr": 24, "Mn": 25, "Fe": 26, "Co": 27, "Ni": 28, "Cu": 29, "Zn": 30, "Sr": 38, "Y": 39, "Zr": 40, "Nb": 41, "Mo": 42, "Tc": 43, "Ru": 44, "Pd": 46, "Ag": 47, "Cd": 48, "Cs": 55, "Ba": 56, "Hf": 72, "Ta": 73, "W": 74, "Re": 75, "Os": 76, "Ir": 77, "Pt": 78, "Au": 79, "Tl": 81},
+ "exclude_host_host": true,
+ "shuffle": true,
+ "random_seed": 1,
+ "batch_size": 300,
+ "_version": 1,
+ "_embeddings_count": 2100,
+ "_batches_count": 7,
+ "_batches": {
+ "1": ["Ga:Ir", "Pb:Be", "Co:Cs", "Mn:Tl", "P:W", "Y:Y", "Pd:Zn", "Pt:Zr", "Te:Al", "Hg:Co", "K:Nb", "Cs:Nb", "Ir:Ti", "Ba:Tl", "Ba:Co", "Cd:Tl", "X:Pt", "Pt:Mo", "Cu:Ru", "Cd:Ru", "Rh:Tc", "Si:Pt", "Si:Hf", "X:Zr", "F:Ni", "Ca:Ru", "Ir:Sr", "Re:Zr", "Re:Hf", "Ir:Be", "Ti:Tl", "Mg:Cs", "Ru:Ti", "Ca:Cs", "O:Ba", "Y:Sc", "Ge:Ti", "N:Ag", "F:Zn", "Re:K", "Zr:Ba", "Fe:Tl", "Cl:Co", "Mg:Au", "Zr:Zn", "Pb:Al", "Tc:Be", "As:Zn", "Tl:Ba", "Au:Sr", "V:Mo", "Zr:Fe", "B:Cs", "B:Ba", "Co:Co", "La:Y", "Ta:Os", "Ru:Sc", "Pd:Os", "Sb:Be", "Os:Ti", "Cu:Ir", "As:Ni", "La:Os", "Ga:Tl", "Be:Ti", "Y:Mn", "Sr:V", "Ta:V", "Se:Co", "Os:Cs", "Ba:Ag", "As:Fe", "Te:Nb", "C:Au", "Si:Ni", "Hg:Ru", "Tl:Fe", "Ir:Re", "Hf:Cr", "B:Y", "Pb:Cu", "Sc:Fe", "Pd:Cr", "Y:Cu", "As:Au", "Cr:V", "N:Au", "Hg:Be", "Mo:Ir", "Mn:Mg", "Hf:Tc", "Mn:Ru", "K:Ti", "Li:Ti", "Sb:Cd", "Mg:Mo", "Ge:Ag", "La:Fe", "H:Ni", "O:Co", "Zn:W", "B:Sr", "Hf:Pd", "Te:Ir", "Zr:Cs", "Nb:Ag", "V:Ni", "P:Sc", "In:Nb", "In:Ta", "Mo:Nb", "As:Hf", "Sb:Co", "In:Mn", "Sb:Ti", "X:Cu", "Tc:Mg", "Hf:Sc", "Ru:Cu", "Au:Zr", "K:Au", "Co:Zr", "Mg:Be", "Pt:Cd", "La:Sr", "P:Zr", "Tl:Cr", "Na:Al", "Si:W", "Rb:Ir", "Sr:Ag", "N:Ti", "Ba:Sc", "La:Tl", "H:Tl", "Rb:Pd", "Ta:K", "Ta:Nb", "K:Ag", "Zn:Tc", "Re:Tl", "Pd:Ni", "Cs:Ag", "Mg:Tc", "V:Cs", "Ge:Al", "Tc:K", "Se:Zn", "Mo:Mo", "Re:V", "Ba:Mo", "X:Os", "Ga:Cr", "O:Zr", "O:K", "Ir:Ba", "Pt:Pt", "Pd:Ba", "P:Cs", "Co:K", "Mg:Y", "Re:Al", "Na:Mg", "Nb:Al", "Zn:Ag", "Ir:Cr", "Rh:Ni", "Ti:Sc", "Al:Ru", "Co:Hf", "Rb:Hf", "P:Zn", "Ta:Mo", "K:Zn", "Tc:Cd", "Ag:Cr", "Cl:Mo", "Ga:Sc", "Sr:Cd", "Li:Ba", "Pb:Co", "Ni:Zn", "Te:Zr", "F:Ag", "Zn:Mn", "Co:Y", "Ca:Tc", "As:Mg", "H:Mo", "Ir:Y", "Cd:Tc", "Y:Sr", "Nb:Hf", "Au:Ir", "Sc:Zr", "O:Cs", "Os:Co", "C:V", "Cs:Tl", "Y:Hf", "Te:Mo", "Ir:Mo", "Sb:Fe", "Cr:Zn", "Cu:Zr", "B:Re", "Mo:Re", "Cs:Y", "Ni:Nb", "Pt:Y", "Sb:Os", "O:Ti", "Cs:Pd", "K:Fe", "Mn:Cu", "X:Au", "Sr:Cr", "Re:Cr", "Nb:Os", "Te:Os", "Tc:Ta", "P:Mo", "Se:Mo", "Ga:Nb", "Mo:Mg", "X:Sr", "Ir:Ta", "Nb:Be", "Y:Ru", "Zr:Cd", "Pd:Fe", "Tc:V", "Se:Sc", "Si:Ta", "Li:Os", "Be:Cu", "Sr:Fe", "Hf:Re", "Ni:W", "Au:K", "Cr:Al", "Pb:Fe", "Cu:Pt", "Hg:Cs", "Zn:Pd", "B:Mo", "Zn:Re", "Mn:Cs", "Cd:Cu", "Cu:Re", "Pt:Hf", "Hg:Mo", "Mg:Fe", "F:Zr", "Ge:V", "Cr:W", "Pb:W", "Zr:Mn", "As:V", "Al:Fe", "C:K", "V:Re", "Na:Ba", "Cl:Be", "Al:Pd", "B:Pt", "Y:Cr", "Pt:Ta", "Hf:Mo", "Mo:Y", "In:Ru", "Ta:Hf", "C:Fe", "Cd:Mn", "Tc:Cu", "Li:Pt", "Pt:Tl", "Re:Fe", "Al:V", "La:K", "Ta:Tl", "Y:Ti", "Cs:K", "Rb:Ti", "Rb:Pt", "Li:Y", "Pd:Au", "K:Cu", "F:Cs", "S:Cs", "Rb:Cd", "Os:Tc", "Ge:W", "Mo:Sr", "Re:Ir", "Cu:Fe", "V:Ru", "Ca:Sc", "H:Co"],
+ "2": ["C:Cd", "X:Cs", "Pd:Hf", "Cu:Sr", "N:W", "Tc:Cr", "V:Sr", "H:Sc", "Ga:Ni", "Ag:Pd", "Re:Mn", "Re:Ti", "Tc:Zn", "Zr:Mo", "Te:Ti", "Be:V", "Rb:Mo", "Tl:Zn", "Sc:K", "Mg:V", "Os:Cd", "Ba:Cu", "Se:Cr", "O:Re", "Ag:Cu", "Si:Tc", "Re:W", "Cr:Cr", "Pd:Cu", "Zr:Mg", "K:Co", "Ta:W", "X:Al", "C:Ba", "Ti:Pd", "P:Tl", "Sr:Al", "Cs:Os", "Ba:Ba", "Rb:Nb", "Tl:Ni", "Si:Mo", "Zn:Ta", "Nb:Au", "Cs:Cd", "B:Cr", "Zn:Cd", "Ti:Ta", "Ni:Sr", "As:Sr", "Pd:Pt", "Ag:Tl", "Na:Tc", "X:Zn", "Sc:V", "Si:Cs", "Ru:Ba", "Co:Pd", "Co:Re", "H:Re", "Ti:Sr", "Al:Ni", "F:Cu", "Pt:Re", "Cl:Cu", "Pd:Zr", "Si:Pd", "Cs:Cr", "Cd:Cs", "Y:Zr", "Sc:Al", "Ta:Zr", "P:Pd", "Cs:Hf", "P:Nb", "Sc:Cu", "Ni:Tl", "Ag:Be", "B:W", "Ta:Fe", "Ag:Au", "Tl:V", "Os:Ir", "Mg:Zr", "La:Ni", "Se:Ni", "Pt:Cs", "C:Pd", "Be:Al", "O:Be", "Au:Ru", "F:Mo", "Rb:Sr", "As:Re", "Al:Al", "Mo:Sc", "Te:Ni", "Si:Sc", "Co:Cr", "Sb:Ba", "Tl:Pt", "Tl:Mn", "H:Cd", "Cd:Au", "Cu:Ag", "La:Sc", "Li:K", "Ge:Ru", "Mn:Fe", "Cs:Tc", "Hg:Zn", "Se:Cu", "Se:Ag", "Au:Co", "Ta:Y", "Al:Mg", "Nb:Mo", "La:Ba", "Nb:Mg", "N:Al", "Cu:Ti", "Ru:Tc", "X:W", "Sr:Zr", "Na:Ti", "Ag:Cs", "Os:Tl", "Os:Sc", "Ga:V", "Te:Pt", "B:Ru", "Ga:Mn", "Cu:Cu", "Mn:Ag", "Ga:Mo", "Pt:Cu", "V:Ag", "Ag:Ti", "H:Tc", "Cd:Mg", "Na:K", "Hg:Ti", "Pb:Sr", "Hg:Fe", "Te:Zn", "N:Pt", "Ru:Mg", "Si:Au", "Hf:Pt", "Ni:Hf", "Al:Y", "Cd:Pd", "Nb:Re", "Ag:Mo", "Ga:Cs", "O:Y", "V:Ba", "Sr:Ru", "F:Ru", "Cd:Ag", "Rh:Ag", "Re:Tc", "Ir:Tc", "X:Be", "Mg:Cr", "K:Mg", "Na:Y", "X:Tc", "Ba:Al", "Pd:Al", "Sc:Ir", "Tc:Y", "Cs:Cs", "F:Os", "C:Pt", "Ir:Cs", "Y:Co", "Tl:Mo", "N:V", "Nb:V", "Pb:Hf", "Ge:Be", "Al:Zn", "La:Pt", "Ta:Cs", "Ga:Al", "Re:Pt", "Sr:K", "F:Cr", "Y:Re", "Ru:W", "As:Nb", "Y:Cd", "Ge:Cu", "Pt:Ni", "Zn:Cs", "Sb:V", "K:Mo", "Ru:Ag", "P:Pt", "Hf:Nb", "Rb:Zr", "Tc:Sc", "Tl:K", "La:Ta", "Ti:K", "Os:Nb", "Se:W", "Ca:Sr", "Ag:W", "Hg:Cd", "Al:Os", "As:Cs", "Al:Ti", "Rh:Mn", "B:Cd", "Au:Ta", "Mg:Cd", "Cr:Au", "Mn:Tc", "Tc:Tc", "Sb:Mg", "Ta:Cu", "Cr:Y", "Be:Os", "P:Mg", "La:Pd", "Sc:Au", "Os:K", "Mg:Pd", "Nb:Cr", "Sr:Ba", "Rh:Re", "Zn:Cu", "Be:Cs", "P:Re", "O:Cd", "Ru:Be", "Ge:Cr", "Hg:Re", "Ti:Cr", "Rh:Ir", "Ga:Hf", "O:Mg", "C:Sc", "Be:Cr", "Ru:Fe", "Cs:Mg", "Ta:Pd", "Fe:Ba", "Ir:Nb", "F:W", "Al:Mo", "Ta:Ta", "Os:Zr", "P:Ir", "Cl:Y", "Cr:Ba", "Al:Re", "La:Tc", "Pt:K", "Co:Cd", "Au:Al", "Na:Sr", "Cl:Al", "V:Zn", "Mn:Be", "Tl:Ti", "Li:Hf", "Sc:Zn", "Mg:Os", "Zr:Co", "K:Os", "Mo:Cr", "Rb:Zn", "Hg:Ag", "Au:Mn", "Cl:Nb", "Ca:Al", "O:Fe", "Cs:Mo", "Ge:Ba", "Fe:Al", "Ru:Mo", "Li:Fe", "K:Ir", "Nb:Cs", "Pd:Tl", "Ag:Mg", "Rb:Fe", "Zr:Pt", "Ti:Nb", "Sr:Au", "Ir:Os", "X:Cd", "Y:Mo", "Mo:Co", "Te:W", "Na:Tl", "Sc:Cd"],
+ "3": ["N:Tc", "Li:Zr", "Ni:Ba", "F:Pt", "In:Be", "Ag:Zr", "Cd:Sc", "In:W", "Au:Nb", "Au:Ba", "Se:Be", "Sr:Hf", "Ca:Pd", "Mo:Cs", "V:V", "Sb:W", "Zn:Au", "Cu:Ba", "Ba:Hf", "Li:Ru", "N:Ru", "Y:Au", "Fe:Ru", "Mn:Co", "Ag:Ir", "Rh:Mg", "Sc:Ag", "Ru:Tl", "Na:Cr", "In:Cu", "Nb:W", "Ru:Pt", "Ga:Zr", "Ta:Pt", "Se:V", "Cr:Pd", "Mo:K", "Os:Ni", "Ir:Cu", "As:Co", "Ir:Zn", "C:Ti", "Zn:Nb", "O:Al", "La:Cu", "Pd:Sr", "Mn:Ni", "S:Ru", "Ti:Cs", "Co:Fe", "Ti:Zr", "F:Au", "V:Pd", "Sb:Ni", "In:Ag", "Ru:V", "V:Al", "S:Ir", "Zr:Ru", "Hf:Cu", "H:Cs", "Ru:Sr", "Ge:K", "K:Sr", "Ni:V", "Pd:Y", "Ga:Mg", "La:Au", "Au:Tc", "Co:Be", "Hg:Tc", "Hf:Zr", "F:Mg", "V:Fe", "Pd:Pd", "Li:Au", "Ge:Sc", "Sb:Mn", "As:Ru", "Co:Sr", "Zn:Os", "O:W", "V:Tl", "Ti:Mn", "Hf:Sr", "Cu:Tc", "Mn:Hf", "Sr:Ti", "In:Ni", "Zn:Ru", "Ni:Y", "Y:Ag", "Te:K", "F:Y", "Cl:Cs", "Si:V", "O:Mo", "Au:Ni", "Zn:Ti", "Cd:Zr", "Sb:Cs", "Al:Co", "Ga:Ru", "Mo:Al", "Cs:Re", "Te:Y", "Pb:Cr", "Al:Nb", "S:Tc", "Pt:Mn", "Ba:W", "Ba:Ir", "Ba:Tc", "Sb:Zr", "Be:Pd", "Al:Sr", "Hg:Pd", "Os:Au", "Ge:Cs", "N:Fe", "Cr:Ta", "Cr:Sr", "Sb:Tl", "F:Ti", "V:Be", "O:Hf", "Be:Zr", "Ti:Ag", "Si:Fe", "Mo:Ta", "K:V", "Cr:Nb", "Ti:Al", "Hg:Sc", "Mg:Ti", "Si:Cu", "Pb:Y", "N:Zn", "Cs:Fe", "H:Nb", "Ca:Ir", "Pd:Ir", "Hf:Tl", "Pt:Ag", "C:Zr", "Cr:Ti", "Ti:Be", "Hf:Be", "Te:Pd", "Ga:Fe", "B:Tc", "As:Mo", "Be:Be", "X:Hf", "Ta:Tc", "Ba:Ni", "Zr:Cu", "N:Mg", "Be:Ta", "Os:Zn", "Ba:V", "Zr:Au", "V:Au", "Fe:V", "Zn:Hf", "V:Pt", "Ba:Mn", "Cd:Hf", "Na:W", "Au:Mo", "F:Be", "Co:Nb", "Fe:Cr", "Cr:Ag", "Ge:Au", "Co:Tl", "Ir:Ag", "Sr:Tl", "F:Sr", "Ir:Mg", "Be:Ba", "Ag:Tc", "Se:Au", "C:Mg", "Rh:Hf", "Zn:K", "Tl:Ag", "Se:Mg", "As:Tl", "Tl:Ta", "In:Co", "P:Cu", "Ta:Al", "Tc:Os", "Mn:Nb", "Y:Mg", "Tl:Al", "Cs:Mn", "Mg:Ir", "O:Au", "Zn:Co", "O:Os", "Al:Cr", "X:Sc", "Hg:Ta", "Re:Ru", "X:Mo", "Ti:Ru", "Cr:Tl", "Ti:Fe", "F:Mn", "Pb:Pd", "Si:Co", "Mg:Ta", "Hf:Cs", "K:Tc", "Ti:Cu", "La:Nb", "Rh:Ta", "X:Fe", "Sc:Pd", "Cs:Pt", "Te:Tl", "Tl:Tl", "In:Re", "Se:K", "Ca:Ti", "Rh:Os", "Cs:Co", "Be:Re", "Co:Ni", "Ni:Mo", "In:Ba", "Ru:Co", "Sc:Y", "Ca:Ag", "Pb:Zr", "Os:Mo", "Ag:Ni", "Cl:Os", "Ta:Cr", "Hg:Ba", "In:Y", "Au:Cd", "K:Ba", "Sc:Os", "Cl:Ir", "Mn:Ba", "Cd:Ba", "Ni:K", "S:Tl", "Sr:Mo", "Co:Mg", "Be:Nb", "Nb:Ru", "X:Ti", "Re:Mo", "Tc:Fe", "Rh:Cs", "In:Zr", "C:Tc", "X:V", "P:Sr", "Mg:Co", "Sb:Cr", "Ni:Tc", "Ca:K", "Zn:Pt", "Fe:Co", "Ag:Pt", "Sc:Be", "Al:W", "Li:Mn", "Ni:Re", "Cl:Mg", "In:Fe", "Mn:Mo", "Zn:Cr", "Zn:Mo", "Ga:Cd", "Rh:Sr", "Mo:Pd", "As:Y", "Tc:Hf", "Nb:Cd", "Ge:Tc", "Cr:Mn", "Ag:Mn", "Pd:Ta", "C:Mo", "Cl:Pt", "Te:Mn", "Ti:Hf", "P:Mn", "Si:Y", "Nb:Cu", "Rh:K", "S:Y", "Pb:K", "Cs:Sr"],
+ "4": ["N:Y", "In:Ti", "Fe:Pd", "Ba:K", "S:Mn", "Co:Ta", "Mg:Hf", "Ca:Fe", "Cd:Fe", "Si:Ag", "Ni:Cr", "S:Au", "Tl:Mg", "Co:Mo", "Zn:Sr", "Os:Pd", "Co:Ir", "Hg:Y", "Li:Sc", "Ni:Be", "Zn:Tl", "La:Al", "Cl:Sr", "K:Cs", "In:Mg", "H:Au", "Ta:Ir", "C:Tl", "Be:Sc", "Tc:W", "La:Re", "Ti:Pt", "Ir:Sc", "Ir:Au", "Fe:Hf", "H:Zr", "Y:K", "Cr:Co", "Hg:Au", "Mo:Ru", "C:Sr", "Be:Co", "Cd:Co", "Be:Ir", "Hf:Ba", "N:Zr", "Os:Hf", "Ag:Ta", "B:Ni", "Au:Cs", "Cd:Ir", "Os:Ru", "Cl:Tc", "Mo:Mn", "Cd:W", "Mo:Zr", "F:Tl", "Al:Ta", "Mg:Re", "Au:Os", "Te:Hf", "Pt:V", "Na:Ir", "Cr:Re", "K:Ta", "V:Tc", "O:V", "Mn:Pt", "Re:Ni", "Rh:Pt", "K:Re", "Tl:Nb", "Ir:Tl", "Tc:Mo", "Zr:Os", "Pt:Zn", "Y:Al", "K:Pt", "Cu:Tl", "La:Mg", "Cd:Y", "Cu:Be", "Fe:Os", "Rb:Co", "Cr:Cs", "Zn:Sc", "Mg:Ag", "Cu:Cs", "Re:Au", "S:Mg", "F:V", "Ag:V", "As:Ti", "K:Hf", "Hg:Os", "Y:Tl", "Sr:Ta", "Cr:Fe", "Cu:Hf", "Re:Be", "B:Cu", "Ru:Hf", "Cl:Zn", "Pb:Re", "In:Tc", "Au:Cu", "Ga:Ta", "Cr:Ir", "Na:Mo", "Tc:Ni", "Pd:Be", "Pd:Ru", "F:Ba", "Zr:Tc", "Ge:Zr", "Ba:Os", "Mo:Ni", "Tc:Zr", "Fe:Re", "F:Ta", "In:Au", "Au:Zn", "Pt:Sr", "Ru:Au", "V:Cr", "Fe:Au", "C:Cs", "Sc:Tl", "Rb:Tl", "Re:Ba", "Pt:Ir", "Hf:Cd", "Tl:Cs", "H:Hf", "Cu:Mn", "O:Ru", "N:Sc", "Au:Mg", "Mn:Os", "Cd:Cr", "Rb:Os", "Cd:Os", "Ge:Sr", "Ag:Ag", "Co:Os", "C:Nb", "Ca:Ta", "N:Re", "Ba:Au", "Ru:Cr", "Cd:Zn", "Te:Ta", "Cl:Fe", "Be:Sr", "Re:Re", "Li:Be", "Ca:Cd", "C:Be", "Rh:Be", "Cd:Sr", "Rh:Nb", "Zr:Al", "H:Y", "Cu:K", "Fe:Sc", "O:Nb", "Ni:Pt", "H:Pt", "O:Sr", "La:Ir", "Ag:Sc", "C:W", "Hg:Hf", "In:Cd", "In:Hf", "As:Be", "Se:Ta", "Be:K", "Pb:Zn", "Ni:Mg", "Al:Ir", "Re:Sr", "F:Re", "Hf:Co", "Ag:Sr", "S:Ba", "Y:Nb", "Rh:Zn", "B:K", "Co:W", "Hg:V", "Co:Ti", "Au:Re", "Se:Tl", "As:Tc", "Ni:Al", "V:Zr", "Mg:Mn", "Be:Mo", "S:Cu", "Tl:Zr", "Cl:Cr", "Hg:Cr", "Y:W", "Hf:Au", "Cu:V", "Al:Mn", "K:Ni", "Cs:Ni", "Hf:Os", "H:Pd", "Al:Sc", "C:Ni", "Ni:Co", "N:Os", "K:Be", "Li:Nb", "Au:Fe", "As:Ba", "Be:Tc", "Se:Sr", "Os:Cr", "Ba:Mg", "Nb:Ni", "Ta:Au", "B:Ag", "O:Pd", "S:Os", "Tl:Cd", "Pb:Cd", "Te:Sr", "F:Nb", "Mn:Cd", "Rb:Cs", "Hg:Zr", "Nb:Co", "Na:Cu", "Fe:Sr", "Al:Zr", "K:W", "Os:Mg", "La:Cd", "Ga:K", "X:Co", "X:Ir", "Li:Cs", "B:Pd", "Si:Nb", "N:Nb", "Os:Pt", "Ti:Ni", "Re:Zn", "Cu:Y", "Si:Zn", "Mo:Be", "Rb:Be", "Zn:Al", "K:Ru", "Pb:Ir", "P:Tc", "Mo:Cu", "Mo:Cd", "Te:Re", "Rh:W", "P:Ag", "Y:Pt", "Si:Tl", "C:Ru", "Mg:K", "Tc:Nb", "K:Al", "V:Mg", "Ag:Co", "Tc:Al", "Ga:Pt", "Li:Mg", "Si:Cd", "H:Cu", "Be:Mn", "Rh:Co", "La:Co", "C:Re", "Mo:Ba", "Sc:W", "Nb:Pd", "P:Ni", "N:Cr", "Be:Tl", "Rh:Ba", "Si:Al", "N:Ta", "S:Al", "Fe:Y", "Sc:Sc", "Cr:Sc", "Ni:Ta", "F:Al", "Ag:Hf", "Na:Nb", "As:W"],
+ "5": ["Au:W", "Cl:Ni", "Ru:K", "Y:Be", "Pb:V", "Nb:Tl", "Na:Cs", "Sb:Sc", "Pb:Cs", "Zr:Pd", "Ru:Ru", "Os:Sr", "Sb:Ru", "Fe:Tc", "Re:Cd", "S:Co", "Os:Ag", "P:Be", "Ti:Co", "Nb:Mn", "Ga:Co", "Ag:Ru", "Fe:Zn", "Au:V", "Mn:Au", "Hg:Mg", "Te:Co", "Cl:Ta", "Rb:Tc", "Ca:Zn", "Hg:Ni", "Li:Ir", "Rb:Ag", "Pd:Tc", "Zn:Zn", "Cr:Tc", "As:Pd", "Tc:Co", "B:Be", "Au:Hf", "Ti:Mo", "P:Os", "Te:V", "As:Ir", "Tc:Cs", "Ca:W", "Nb:Nb", "K:Sc", "Hf:Hf", "C:Y", "Cs:Ba", "Ge:Cd", "Na:Pd", "H:Ti", "Ni:Ir", "Be:Pt", "V:Ta", "Ir:Ni", "Co:Ba", "Ta:Ba", "C:Hf", "Nb:Sc", "Cl:Re", "Li:Ag", "Ge:Os", "Zn:Ni", "Pt:Be", "Hf:Al", "Cl:V", "Zn:Mg", "F:Ir", "Ca:Hf", "Rh:Ru", "Co:Al", "Cl:Zr", "V:Y", "In:Ir", "Zr:Sr", "B:Co", "Cd:Re", "Cl:W", "Rh:Al", "Rh:Tl", "Fe:W", "Os:Cu", "In:Os", "S:Nb", "Ga:Re", "Be:Au", "Pt:Cr", "Nb:Zn", "Ti:Cd", "Fe:Cs", "Au:Sc", "Tl:Au", "Mn:Ta", "Mo:Tc", "As:Ta", "Cr:Mg", "Al:Tc", "Se:Al", "Nb:Fe", "Ir:K", "Hg:Cu", "In:Zn", "Fe:Pt", "As:Mn", "Ru:Ta", "Pb:Mg", "Ba:Pt", "Ge:Ir", "Zr:Be", "Hf:Mg", "Ru:Pd", "X:Cr", "Rb:Ru", "Pd:Mo", "Rh:Sc", "Mn:K", "N:Pd", "Ta:Mg", "Sr:Y", "Ti:Os", "Fe:Cu", "Se:Tc", "Ca:Re", "V:Nb", "Cu:Co", "Ni:Os", "O:Mn", "X:Mg", "Sc:Pt", "Ta:Ti", "Au:Pt", "Ge:Y", "Ni:Ru", "Tc:Tl", "Sr:Nb", "Cr:Os", "Ge:Fe", "In:Tl", "O:Tl", "Mo:Tl", "Ca:Cu", "Pb:Os", "X:Ta", "Sr:Co", "Ru:Cs", "Cd:K", "Hg:Pt", "K:Pd", "Al:Tl", "Mn:Sr", "Cd:Be", "Si:Cr", "O:Sc", "Co:Ru", "Ga:Ba", "V:Ir", "Se:Ir", "Ir:V", "Cd:Nb", "Rh:Au", "Y:Fe", "Sc:Cr", "Cl:Tl", "Ta:Co", "Se:Ba", "F:Cd", "K:Cd", "In:Mo", "In:V", "Cl:Mn", "S:V", "Os:Y", "Nb:Ba", "H:W", "H:Mn", "Sb:Cu", "Pb:Sc", "Ag:Zn", "Al:K", "Pb:Ru", "Rb:Ba", "Mn:Ti", "S:Mo", "K:Mn", "Te:Au", "Tc:Ag", "N:Ir", "Fe:Ir", "Se:Mn", "Zr:Ti", "Ni:Mn", "N:Tl", "Re:Co", "Ga:Tc", "Nb:Sr", "Ir:Pd", "In:K", "Hf:W", "Rh:Pd", "Os:Fe", "Cd:Ta", "Mn:Zn", "S:K", "Cu:Mg", "Ba:Nb", "Os:V", "Re:Nb", "Nb:K", "F:Sc", "B:Ir", "Cl:Ag", "In:Cs", "Nb:Ta", "La:Mo", "Sb:Ir", "As:Cd", "Li:Zn", "Sb:Sr", "Na:Ag", "As:Sc", "Mn:Zr", "V:Cu", "Mo:Fe", "Hg:Sr", "Ru:Os", "Ag:K", "Be:Mg", "Sr:Ni", "Ta:Cd", "Re:Y", "S:Cd", "Na:Sc", "Mg:Ni", "Mn:Al", "Sr:Sr", "Au:Tl", "Zr:Zr", "O:Cr", "B:Tl", "Y:Ta", "Zn:V", "Pd:Co", "Pd:Mg", "Na:Cd", "Tl:Re", "Rb:Ni", "Ca:Mo", "Rh:Mo", "Re:Cu", "Os:W", "Al:Pt", "Pd:Cd", "Ir:Fe", "Cr:Ru", "Mo:Hf", "Ge:Pt", "B:V", "Li:W", "Si:Re", "Cd:Al", "K:K", "Tc:Mn", "Zr:Hf", "Rb:Ta", "Ti:Ba", "Co:Sc", "Pd:Cs", "P:Ti", "Ga:Be", "Rh:V", "Ga:Au", "Sc:Co", "P:Au", "P:Cr", "Mo:Zn", "Rh:Ti", "Ni:Ag", "Re:Cs", "Ge:Co", "Re:Os", "As:Pt", "Mg:Zn", "X:Y", "Ga:Y", "P:Cd", "C:Cr", "Pt:Nb", "Mg:Al", "Fe:Zr", "Ba:Zn", "Fe:Fe", "Ba:Fe", "Te:Fe", "Ag:Re", "Ba:Re", "Y:Ba", "F:K"],
+ "6": ["La:V", "V:Hf", "Rh:Zr", "Be:Ag", "H:K", "Ba:Pd", "Co:Zn", "Mo:W", "H:Sr", "Ga:Sr", "Cl:K", "Ta:Ru", "La:Zr", "Fe:Ti", "X:Ag", "Cu:Mo", "Se:Zr", "Ni:Cs", "Se:Cd", "Te:Tc", "Rb:Sc", "Ni:Ti", "Cu:Sc", "Ru:Ir", "Te:Cs", "S:Ta", "S:Zr", "Ru:Al", "Pd:W", "Li:Re", "Na:Mn", "Se:Y", "Ta:Sc", "Ca:Nb", "Mg:Sr", "Au:Ti", "Rh:Cu", "Cd:Cd", "Rb:Cu", "Ru:Ni", "Pt:Tc", "Sc:Nb", "H:Os", "Ag:Fe", "Se:Pt", "F:Co", "Si:K", "Pb:Au", "Ca:V", "Zr:Cr", "As:K", "Pd:Nb", "N:Mn", "Ca:Os", "Sc:Cs", "F:Fe", "F:Hf", "Mg:Nb", "Tl:Co", "Tl:Hf", "Ta:Zn", "B:Nb", "Hf:Ru", "Ge:Ni", "Sb:Y", "Na:Be", "Te:Cu", "Ga:Os", "Cr:Be", "Cd:Pt", "Ca:Be", "X:Ru", "Pt:Co", "H:Fe", "B:Zn", "Au:Pd", "B:Ti", "Hg:W", "La:Cs", "B:Mn", "Fe:Nb", "S:Fe", "H:V", "Si:Os", "S:Ni", "C:Zn", "Y:Os", "Hg:Ir", "Zr:Ta", "Se:Re", "C:Ir", "Ti:Tc", "S:Zn", "Ca:Ba", "Sr:Os", "Sc:Mo", "Mg:Pt", "Ti:Ti", "Li:Sr", "Ca:Au", "Mn:Re", "P:Co", "Hf:Y", "Mo:Ag", "Sr:Pd", "Cs:Sc", "C:Co", "Cu:Cr", "In:Al", "C:Mn", "Ir:Ru", "B:Hf", "Cr:K", "S:Sr", "Al:Ag", "Ca:Tl", "Cs:Ti", "Se:Cs", "Mg:Ba", "Cl:Ti", "V:W", "Tc:Ba", "Zn:Y", "Rh:Fe", "Cs:Zn", "Sb:Mo", "Nb:Ti", "Sb:Pt", "Si:Ru", "S:Ag", "N:Mo", "Cu:Cd", "Zr:V", "Sc:Tc", "Be:Hf", "Be:Cd", "Fe:Ni", "Sc:Ni", "Mn:Ir", "Cu:Ni", "Sc:Ba", "Y:Ir", "Ag:Nb", "Ba:Ti", "Ba:Cr", "X:Pd", "H:Ru", "Cs:Ir", "Sc:Ru", "Tc:Ti", "Si:Ti", "C:Os", "Sc:Sr", "Zn:Ir", "Ir:Al", "S:W", "Ba:Ru", "Ca:Cr", "Se:Hf", "Cs:V", "Ba:Cd", "Ni:Zr", "N:Be", "Re:Mg", "Na:Co", "S:Sc", "Ru:Re", "Ir:Co", "Re:Ta", "N:Hf", "Na:Zr", "Os:Ba", "Y:Ni", "Sb:Au", "S:Be", "Pb:Ba", "Li:Ni", "Te:Cr", "N:Ba", "Pt:W", "Pt:Sc", "Ir:Cd", "Ru:Mn", "Zr:Ir", "Hg:Mn", "Ba:Sr", "Li:Cd", "Tl:Tc", "N:Co", "K:Cr", "Pb:Nb", "Ba:Ta", "Hf:K", "Sr:Be", "Ca:Co", "Cr:Cu", "Cl:Pd", "B:Ta", "Sr:Sc", "P:K", "Rb:V", "Sr:Zn", "Pb:Tc", "Ta:Ni", "Sb:Hf", "Y:Zn", "Hg:Nb", "N:Cs", "Ti:Au", "O:Ni", "Ba:Zr", "F:Pd", "Te:Sc", "Mn:Mn", "B:Fe", "Fe:Ta", "Li:Co", "Sc:Hf", "Ta:Be", "Sb:Al", "Au:Y", "Sr:Pt", "O:Pt", "Ga:Pd", "Pd:Re", "Pb:Ag", "Zr:Ni", "P:Hf", "Ca:Mg", "Os:Os", "Ti:Ir", "Ti:W", "Cr:Mo", "Ir:Mn", "La:Cr", "Os:Al", "Zr:Sc", "Ti:Y", "Pb:Ta", "Cl:Cd", "Pt:Ti", "Pt:Pd", "Na:Hf", "Na:Pt", "O:Ta", "B:Au", "Li:Cu", "Ag:Y", "Be:W", "P:Ba", "Pb:Mo", "In:Pt", "Ga:Cu", "Se:Fe", "Rh:Cr", "Hf:Fe", "Au:Au", "Rb:Mg", "Mn:V", "La:Be", "C:Ag", "Tl:Sc", "Cl:Ru", "Si:Zr", "Ni:Sc", "Ti:Re", "O:Ir", "Sb:Ta", "Rb:Au", "Cs:Zr", "Ti:V", "Hf:V", "Al:Hf", "Na:V", "Pb:Ni", "K:Zr", "Fe:Mo", "Zr:W", "Ti:Mg", "H:Be", "Ge:Mn", "Ge:Nb", "Ca:Ni", "Mn:W", "Tc:Au", "N:K", "Ga:W", "Al:Cu", "Y:Pd", "Ni:Ni", "Ru:Y", "Sr:Tc", "Si:Mg", "C:Ta", "V:Co", "Al:Ba", "Mn:Sc", "Li:V", "Ge:Ta", "Nb:Y"],
+ "7": ["Pd:V", "Sb:Ag", "Au:Ag", "Ir:Hf", "Ba:Y", "Mg:Mg", "Cu:Au", "Pt:Au", "Si:Ba", "Cs:Au", "Y:Tc", "Li:Cr", "La:Hf", "Ta:Sr", "Rb:W", "X:Nb", "O:Ag", "S:Hf", "Sr:Mg", "Co:Cu", "Na:Fe", "Tl:Ru", "Ca:Y", "Sc:Ti", "B:Zr", "Hf:Mn", "Ir:W", "Ca:Pt", "Li:Ta", "Pb:Ti", "Si:Sr", "O:Cu", "Ca:Zr", "Cd:Ti", "Be:Y", "Os:Be", "Nb:Pt", "Tc:Pd", "Sc:Ta", "Cs:Be", "Sr:Cs", "Ru:Nb", "Fe:K", "H:Ta", "Mo:Au", "As:Ag", "P:Al", "Cu:Zn", "As:Cr", "Rh:Cd", "Tl:Sr", "Nb:Ir", "Si:Ir", "Tl:Ir", "Se:Os", "Co:Au", "Ru:Cd", "Ge:Pd", "Pd:Mn", "Cu:Al", "Na:Zn", "Ag:Al", "Li:Al", "F:Tc", "Fe:Mn", "H:Mg", "P:V", "H:Cr", "Cs:W", "Ni:Fe", "Zr:Y", "Si:Mn", "Pb:Pt", "Ag:Ba", "Re:Ag", "S:Re", "N:Cu", "Cl:Sc", "Al:Be", "Te:Ru", "Co:Ag", "V:K", "Mn:Pd", "Sc:Mn", "H:Zn", "N:Cd", "Zn:Ba", "Ge:Mg", "Sc:Re", "Pd:K", "Cu:Pd", "Ca:Mn", "Pd:Ag", "Mo:Pt", "Cl:Au", "Tc:Sr", "Na:Re", "As:Os", "Ir:Pt", "Na:Ni", "Na:Ta", "B:Al", "K:Tl", "V:Ti", "Mg:W", "Nb:Tc", "Pt:Mg", "N:Sr", "Pb:Tl", "S:Pd", "K:Y", "In:Cr", "In:Sc", "X:Re", "Cu:Nb", "X:Tl", "Hf:Ta", "B:Os", "B:Sc", "Ru:Zn", "La:Mn", "H:Ir", "S:Pt", "Ir:Zr", "Cs:Ta", "La:W", "Te:Ag", "Rb:Mn", "Te:Ba", "C:Cu", "Hf:Zn", "Mg:Ru", "Y:V", "Rb:Cr", "Mg:Cu", "Mo:V", "P:Y", "Cs:Al", "H:Ag", "Zr:K", "Cu:W", "Ti:Zn", "Zr:Re", "Te:Be", "Nb:Zr", "Se:Pd", "Se:Nb", "X:K", "V:Mn", "Tl:Cu", "V:Os", "Cs:Ru", "Ga:Zn", "Co:V", "Ge:Mo", "Pt:Al", "Tl:Os", "Rb:Y", "Sr:Cu", "Cr:Ni", "Hf:Ir", "Ga:Ti", "Be:Fe", "Pt:Ru", "Co:Pt", "Si:Be", "Rb:Re", "Sb:Nb", "As:Cu", "O:Tc", "Cs:Cu", "Ge:Tl", "Cd:Ni", "Ir:Ir", "Ta:Re", "Pt:Os", "Ba:Be", "Hf:Ti", "Sb:Re", "Mn:Y", "X:Ni", "Ag:Cd", "Au:Be", "Zr:Ag", "Hg:Al", "Tc:Ru", "Cl:Hf", "Os:Mn", "Cu:Os", "V:Cd", "Sr:W", "La:Ru", "Pt:Ba", "V:Sc", "As:Al", "Fe:Cd", "P:Ru", "Rb:Al", "Hf:Ni", "Os:Re", "Se:Ru", "Al:Cd", "Sb:K", "X:Ba", "P:Fe", "Ge:Zn", "Na:Os", "Na:Au", "Mo:Os", "Fe:Mg", "Sr:Re", "Tl:W", "Zr:Tl", "La:Ag", "Pd:Ti", "Sc:Mg", "Li:Tc", "Zn:Zr", "H:Ba", "Ag:Os", "Ga:Ag", "Cr:Cd", "Fe:Be", "La:Ti", "As:Zr", "Na:Ru", "Sb:Tc", "N:Ni", "Ge:Hf", "Tc:Re", "Ni:Cd", "C:Al", "Cr:Pt", "Cd:V", "Ru:Zr", "Sb:Zn", "Pd:Sc", "Ta:Ag", "Rb:K", "Cr:Zr", "Mg:Sc", "Tc:Ir", "Co:Mn", "Fe:Ag", "Te:Cd", "Cd:Mo", "S:Cr", "Au:Cr", "B:Mg", "Te:Mg", "Tl:Y", "Sr:Mn", "Zr:Nb", "Mn:Cr", "Pb:Mn", "Tl:Pd", "Tc:Pt", "S:Ti", "Y:Cs", "Cr:Hf", "Al:Cs", "Ba:Cs", "Li:Mo", "Sr:Ir", "Os:Ta", "Ni:Pd", "Zn:Be", "Rh:Y", "Zn:Fe", "Tl:Be", "Ta:Mn", "Ni:Au", "Be:Zn", "La:Zn", "Ni:Cu", "In:Pd", "H:Al", "Li:Tl", "Li:Pd", "Be:Ru", "Mo:Ti", "Al:Au", "Cu:Ta", "Se:Ti", "Re:Sc", "X:Mn", "Hf:Ag", "Sb:Pd", "Be:Ni", "Hg:K", "Mg:Tl", "Co:Tc", "In:Sr", "Pt:Fe", "Re:Pd", "Hg:Tl", "P:Ta", "Ge:Re", "O:Zn", "Cl:Ba"]
+ }
+}
diff --git a/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_1.2.json b/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_1.2.json
new file mode 100644
index 0000000..3789201
--- /dev/null
+++ b/lst/aiida-kkr-ml/dg/submission_plan/step4_submission_plan/scale_factor_1.2.json
@@ -0,0 +1,21 @@
+{
+ "imp_elements": {"X": 0, "H": 1, "Li": 3, "Be": 4, "B": 5, "C": 6, "N": 7, "O": 8, "F": 9, "Na": 11, "Mg": 12, "Al": 13, "Si": 14, "P": 15, "S": 16, "Cl": 17, "K": 19, "Ca": 20, "Sc": 21, "Ti": 22, "V": 23, "Cr": 24, "Mn": 25, "Fe": 26, "Co": 27, "Ni": 28, "Cu": 29, "Zn": 30, "Ga": 31, "Ge": 32, "As": 33, "Se": 34, "Rb": 37, "Sr": 38, "Y": 39, "Zr": 40, "Nb": 41, "Mo": 42, "Tc": 43, "Ru": 44, "Rh": 45, "Pd": 46, "Ag": 47, "Cd": 48, "In": 49, "Sb": 51, "Te": 52, "Cs": 55, "Ba": 56, "La": 57, "Hf": 72, "Ta": 73, "Re": 75, "Os": 76, "Ir": 77, "Pt": 78, "Au": 79, "Hg": 80, "Tl": 81, "Pb": 82},
+ "host_elements": {"Be": 4, "Mg": 12, "Al": 13, "K": 19, "Ca": 20, "Sc": 21, "Ti": 22, "V": 23, "Cr": 24, "Mn": 25, "Fe": 26, "Co": 27, "Ni": 28, "Cu": 29, "Zn": 30, "Sr": 38, "Y": 39, "Zr": 40, "Nb": 41, "Mo": 42, "Tc": 43, "Ru": 44, "Pd": 46, "Ag": 47, "Cd": 48, "Cs": 55, "Ba": 56, "Hf": 72, "Ta": 73, "W": 74, "Re": 75, "Os": 76, "Ir": 77, "Pt": 78, "Au": 79, "Tl": 81},
+ "exclude_host_host": true,
+ "shuffle": true,
+ "random_seed": 1,
+ "batch_size": 300,
+ "_version": 1,
+ "_embeddings_count": 2160,
+ "_batches_count": 8,
+ "_batches": {
+ "1": ["Mg:Mn", "Rh:Os", "Nb:Cu", "Ta:Ta", "Co:Re", "Ga:K", "Be:Al", "Ta:V", "C:Ta", "Os:Au", "Ta:Tl", "Rb:Sc", "Tl:Cs", "Ti:Sr", "Li:Ag", "Cd:Ca", "Ni:Mo", "Cu:Ta", "Nb:Mo", "Rb:Re", "Sr:Tc", "Au:Cs", "S:Ru", "Cs:Ru", "Hf:Al", "Ru:Cd", "Mg:Au", "Rh:W", "Pt:Ca", "Rh:Al", "Pb:Cu", "Ti:Hf", "Pt:Ir", "B:Zn", "In:Ti", "F:Ba", "X:Ir", "Si:Ti", "Cu:W", "Tc:Zr", "X:Zn", "Al:Ca", "Ag:W", "Se:Al", "La:K", "O:Nb", "Rh:Co", "Se:Tl", "Sr:Sc", "As:Mn", "Cd:Zn", "Zn:Be", "Ag:Ca", "H:Pd", "Mo:Zn", "Ga:Mo", "Mg:Sc", "Y:Ca", "B:Ba", "B:Co", "C:W", "Cs:Nb", "X:Ta", "Ta:Pt", "Nb:Ag", "B:Pt", "Ir:Re", "F:W", "Zr:Mg", "Pb:Os", "Cs:Al", "Mo:Be", "Ba:Sr", "Zn:Ti", "O:K", "Re:Os", "Zn:Mg", "Mg:Cr", "X:Re", "Y:Mn", "B:Ru", "C:Tl", "Pt:Ag", "Tl:Au", "O:Zr", "X:Au", "Os:Y", "Ag:K", "Au:Fe", "V:Ru", "Ag:Pt", "Ba:Ag", "Zn:Re", "Ge:Sr", "Pd:Ba", "Cl:Ru", "Ca:Au", "Ta:Cu", "F:Sc", "Ge:Y", "Pt:Re", "B:Fe", "Sb:Cd", "V:Pd", "Y:Be", "N:Y", "H:Zr", "In:Cs", "Mo:Sc", "Ge:Tl", "Rh:Pd", "Li:K", "Y:Co", "Zn:Ru", "La:Fe", "Ni:Ba", "Ru:Tl", "H:Fe", "Cr:W", "P:K", "Au:Sc", "Ti:Cr", "Cr:Cs", "N:Fe", "Mg:Ba", "C:Mg", "Se:Ti", "P:Ca", "Ir:V", "Ir:Mn", "Ga:Ir", "Pd:Ni", "Ba:Y", "K:Sr", "Hf:Tl", "Tc:Nb", "Si:V", "Ca:Tc", "Ta:Os", "Cl:Cs", "N:Ba", "Si:Ir", "Cd:Sr", "Os:Re", "Ta:Mg", "Mg:Ag", "La:Ir", "Fe:Al", "F:Fe", "Au:Hf", "Sb:Co", "Si:Y", "Ba:Ru", "Ge:Ir", "B:Tc", "Be:Mg", "Pd:Re", "Tl:Cu", "Mo:Cs", "X:Ni", "Ag:Zr", "Cs:Tc", "Rb:Cr", "Fe:Ag", "Mn:Ca", "Sr:Y", "Sb:V", "Cl:Re", "La:Ba", "Cu:Mo", "N:Au", "Au:Mo", "Zn:Au", "Tc:Fe", "V:Ca", "Hg:Fe", "Hf:W", "Ni:Be", "Rh:Sc", "Hf:Mo", "In:Tl", "Be:Mn", "Ni:Tl", "Sr:Cs", "X:Y", "Te:Mn", "Sr:Pd", "P:Cr", "Ta:Au", "Ge:Cd", "Pb:Ca", "V:Os", "Pb:Co", "Nb:Al", "Ta:Nb", "Nb:Y", "F:K", "Te:Ba", "Mg:Hf", "Ti:Au", "O:Cr", "P:Ru", "Ag:Zn", "Ta:W", "X:Mo", "Mg:Os", "O:Mn", "Ag:Cr", "Mo:V", "Se:Ta", "Ta:Fe", "Cd:Cr", "Si:Sr", "Sb:Ca", "Ca:Hf", "Os:Ir", "Fe:Ti", "Sc:Au", "Na:Ba", "Re:W", "X:Pt", "Sr:V", "Pb:Re", "Ta:Mo", "Hf:Be", "Co:Ta", "H:Pt", "Na:Tl", "Tc:K", "N:Ir", "Pd:Os", "Te:Cu", "Ba:Cs", "Al:Tl", "Pd:Cu", "Ca:Ru", "Tl:Nb", "Tc:Cs", "La:Y", "Y:Cu", "Sr:Cd", "Ba:Co", "Ga:Fe", "Ru:Mn", "Hg:Cd", "Te:Co", "Zr:Ca", "S:Mo", "B:Cs", "Sb:W", "Ir:Fe", "Tc:W", "Co:Zr", "S:Fe", "F:Pd", "La:Al", "Ru:Nb", "Ga:Pt", "Mg:Ni", "Cu:Ir", "S:Pt", "Sr:Mo", "Rb:Ru", "Mo:Au", "As:Ir", "Rh:Re", "Te:Ti", "Pt:Hf", "Ni:Ir", "Si:Mn", "Se:Nb", "Hg:Cr", "Hf:Hf", "Fe:Mo", "Ta:Ru", "La:Nb", "Sr:Au", "Mo:Mg", "Hf:Pt", "Ir:Cd", "Sc:Os", "Si:Ni", "K:Ru", "Cd:K", "Tl:Re", "Sr:Ta", "Rb:Ti", "Mn:Ni", "S:Tl", "Au:Ir", "Co:W", "Cu:Ti", "Mo:Al", "Te:Tc", "In:V", "Ga:Co", "In:Au", "Sc:Cu", "F:Ir", "Ca:V"],
+ "2": ["Sb:Tc", "Sr:Ca", "Tl:Ni", "Mo:Co", "Ir:Co", "F:Zr", "Cl:W", "Hg:Os", "Ti:W", "Y:Mo", "C:Hf", "In:Ca", "Sr:Ti", "Fe:Tc", "Al:Al", "Mo:Nb", "Na:Ti", "Ni:Pd", "La:Re", "Pb:Fe", "Cd:Mo", "Cr:Cd", "Hf:Mn", "Hg:Ba", "Tc:Au", "Se:Co", "F:Ta", "Ta:Cd", "F:Cr", "Pt:Zn", "Li:Ta", "Be:V", "V:Be", "H:Re", "Zn:Ba", "Sb:Be", "As:Pt", "Mo:Ru", "Zr:Be", "Tc:V", "Tl:Be", "K:Ag", "Si:Zn", "Nb:V", "Li:Mg", "B:Ta", "Ge:Pd", "Ag:Cu", "F:Re", "Si:Ru", "Y:Ag", "Rb:Ba", "Ir:Mg", "Os:W", "C:Ca", "Cs:Hf", "Ru:Zr", "Ga:Ba", "V:W", "Ag:Ag", "Os:Fe", "Na:Pt", "Mg:Zn", "Zr:Pt", "Os:Ti", "Pd:Ti", "As:Ba", "La:Sr", "Fe:Ta", "Sb:Mg", "Mg:Al", "O:Tl", "Au:Os", "Rh:Be", "Li:Cu", "Zr:Al", "Ga:Cu", "Hf:Cu", "Ge:Zr", "Cd:Ru", "Cs:Ta", "P:Be", "Zr:Co", "Sb:Sr", "Sc:Tc", "Ru:Ru", "Pt:Cr", "In:Ir", "Ti:Al", "H:Mn", "C:Nb", "X:Cd", "Ca:Cd", "Ga:Ti", "H:Cd", "N:Pd", "Mo:Fe", "Nb:Fe", "H:K", "As:Hf", "Cd:Re", "V:Zn", "Y:Tc", "Ge:Tc", "Os:Hf", "Ir:Ni", "K:Zr", "Pb:Mg", "Re:Au", "Al:Fe", "Ge:Mo", "Ti:Cs", "Be:K", "Ni:Mg", "X:Co", "K:Al", "La:Co", "Zn:Mo", "Se:Ru", "Sb:Ba", "O:Pd", "Al:Be", "Zn:Ni", "Re:K", "Au:Cr", "Se:V", "Fe:V", "P:Sr", "Ba:Ir", "N:Be", "Cd:Cs", "Fe:W", "Zr:Ni", "X:Al", "C:Tc", "Na:Ir", "Rh:Au", "Zr:Tl", "Al:Mn", "V:Mn", "Zr:Fe", "Sc:Sc", "Os:Ag", "Ag:Ba", "Zr:V", "Co:Ba", "Ti:Nb", "Cu:Zr", "Ag:Tc", "Hg:Mn", "Zn:V", "Cu:Cs", "Cr:Pt", "V:Ta", "La:Mg", "Ir:Sr", "Ta:Ba", "Zn:Cs", "Cd:Ir", "Cr:K", "Nb:Tc", "Os:Nb", "Na:Fe", "X:Cu", "As:Ni", "Ca:Ca", "C:Ir", "Hf:Pd", "Cu:Re", "K:Cr", "H:Ta", "Tc:Ag", "Cu:K", "Ge:Ba", "F:Ca", "As:Sr", "La:Ti", "Ti:Sc", "Sc:Re", "K:Ti", "Ge:Co", "P:Co", "Hg:Ti", "Zr:Cd", "Cr:Au", "Ti:Re", "Nb:Pd", "C:Mn", "Y:Ru", "Ca:Os", "La:Tc", "Zn:Mn", "Os:Ca", "Pb:Sr", "Se:Zn", "B:Cd", "Ag:Ni", "Rb:Fe", "In:Pd", "In:Fe", "Mo:Hf", "Zr:Nb", "Ga:Cs", "Cd:Mg", "P:Mo", "Re:Al", "Cu:Y", "C:Y", "Li:Tl", "Si:Hf", "Tc:Re", "Ga:Zn", "Mn:Pt", "Sb:Mn", "Te:Au", "Mn:Sr", "Sc:Sr", "Zn:K", "Y:Al", "B:K", "N:Hf", "Pt:Be", "Pb:Y", "F:Ni", "Te:V", "Pt:W", "Al:Ta", "K:Pt", "Ru:Hf", "Rb:Mn", "Rh:Cs", "Ru:Pt", "Pd:Fe", "Au:Mg", "Co:Cs", "Sr:Mn", "Mg:Ti", "Mn:Be", "N:W", "N:Tl", "Nb:Ta", "Hg:Au", "Ag:Nb", "Os:Be", "Te:Ni", "Cl:K", "Cr:Zn", "Y:Os", "Pt:Fe", "X:Be", "Ba:Ni", "Y:Fe", "Cu:Ru", "H:Nb", "P:Sc", "Cl:Pt", "Zr:Zr", "Mg:Mo", "Tc:Co", "Mn:Fe", "Tl:V", "K:Cu", "P:Al", "Cr:Ca", "Sc:Ru", "K:Fe", "La:Mo", "Au:Cd", "Sb:Ta", "F:Zn", "Cs:Pt", "Hf:Ag", "Nb:Mn", "Al:Mo", "Cr:Ti", "Mg:Re", "Cu:Ni", "B:Mo", "Pt:Ni", "Mg:Cu", "Co:Be", "Co:Cd", "Hg:Co", "Te:W", "Tl:Mg", "Cd:Pd", "Be:Hf", "Si:Cd", "Pd:Cs", "Tl:Zr", "Pt:Ba", "Tc:Tl", "Mn:Mo", "Mg:Co", "Sr:Ni", "Re:V", "Y:Pt", "Sb:Ru", "Al:Y", "Be:Ru"],
+ "3": ["P:Y", "O:Y", "Mo:Cu", "Ca:Mo", "Ta:Zn", "Pt:Pd", "Sc:Pt", "Rh:Tc", "Co:Sc", "In:Be", "Fe:Pt", "N:Re", "B:Tl", "Be:Ca", "Au:Ru", "Ca:Al", "Ba:Os", "Ga:Tc", "Fe:K", "Cd:Nb", "Au:Ag", "F:Tc", "Al:V", "Os:Cr", "Pt:Ru", "K:Mg", "P:Nb", "Cl:Be", "K:Zn", "Fe:Ba", "Al:Nb", "Ta:Ca", "Cd:Mn", "Ba:Tc", "Cu:Pt", "Ir:Ir", "Na:Sc", "S:Ag", "Cr:Sr", "Se:Zr", "Mo:Ca", "Li:Cd", "In:Tc", "Mg:Tc", "Fe:Ni", "Se:Mo", "Hf:Au", "Sr:Nb", "Mg:Fe", "Se:Cu", "Cl:Al", "Sc:Cd", "O:Al", "Ir:Al", "Cr:Ba", "Ag:Cd", "Sr:Os", "Li:V", "Fe:Co", "Tc:Al", "K:Co", "Cd:Ni", "In:Y", "Sr:Zn", "Mo:Mn", "Cr:Ni", "Ir:Ti", "Rb:Ni", "Hg:Ru", "Ag:Be", "Cu:Sc", "Ba:Cr", "Ni:Ca", "Na:Cs", "Cr:V", "V:Zr", "Hg:Y", "Li:Zn", "Ru:Os", "Zn:Sc", "F:Cd", "Mo:Ta", "Cd:Zr", "Na:Co", "Fe:Be", "Cu:Be", "Rb:Ag", "Rh:Ca", "Ir:Cu", "Y:Au", "Cs:Pd", "Ru:Ti", "Fe:Tl", "Co:Nb", "Re:Cs", "H:Sr", "Tc:Be", "Ba:Pt", "Li:Nb", "Ga:W", "V:Re", "Tl:Cr", "Os:Cd", "Zn:Cd", "Pd:Tc", "Ru:Pd", "Sb:Ag", "Ru:Cs", "F:Au", "Te:Mg", "Cu:Cu", "Tc:Mn", "Ti:Pd", "Mo:Ba", "Na:Mn", "Os:Tl", "V:Cd", "Fe:Pd", "Re:Co", "Pt:Sr", "Os:Co", "Au:Nb", "La:Sc", "Mn:Al", "C:Be", "Na:Pd", "N:Os", "Ta:Co", "Cd:Al", "Re:Zn", "S:Ti", "Hg:Ag", "Fe:Re", "Cr:Fe", "F:Cs", "Cu:Hf", "Mn:Tc", "O:Au", "Cr:Be", "Rh:Ba", "Au:Re", "S:Zr", "La:Au", "Re:Ni", "Te:Fe", "La:V", "Cu:Al", "Cl:Au", "Zn:Zr", "Tc:Ru", "Nb:Tl", "Ta:Ir", "Rb:W", "Cu:Cr", "Ag:Ta", "Tl:Pd", "Re:Y", "O:W", "Cs:Cd", "Pb:Hf", "Li:Os", "F:Mo", "Hg:Ni", "Se:Pd", "Cu:Ag", "H:Ru", "Cs:Cs", "Hg:Al", "Mn:Tl", "Sc:Cs", "V:Ba", "Zn:Sr", "Ge:Ca", "La:Pd", "Ta:Mn", "Cd:Sc", "Hg:Sr", "Zn:Ta", "Ir:Tl", "Cs:Au", "F:V", "Cl:Mn", "Cd:Be", "Al:Re", "O:Co", "Pt:Al", "Au:Ta", "Zn:Y", "Ti:Tl", "Cs:Mo", "Mg:Tl", "B:Cr", "Pd:Al", "La:Cs", "Pt:Mg", "Pb:Cr", "Al:Ti", "S:Sc", "Rh:Nb", "Hf:Cs", "Hf:Ta", "Hf:Y", "Cs:Fe", "Be:Nb", "Al:K", "Nb:Be", "Au:K", "Ge:V", "Ga:Ag", "Co:Co", "Ga:V", "V:Mg", "Fe:Sr", "Cs:W", "O:Pt", "Ti:Y", "O:Mo", "Tl:Al", "Ge:Sc", "Ti:K", "Al:Pt", "Ru:Fe", "Cl:Ba", "V:Ir", "La:Os", "Sc:Mo", "Pt:Tl", "Ru:Ta", "Si:Be", "In:Co", "N:V", "Y:Pd", "H:Y", "Ca:Zn", "Ba:Ba", "Se:Re", "X:K", "C:Co", "Se:Hf", "Sc:Zr", "Hf:Sr", "Nb:Nb", "Sr:Zr", "P:Ag", "B:Sr", "Se:Tc", "Li:Pt", "X:Ba", "Hf:Ni", "Hf:Cr", "Nb:Cd", "C:Os", "As:K", "Sb:Hf", "Hf:K", "Cu:Tl", "V:Cu", "Ni:Sr", "Cs:Co", "Fe:Ru", "V:Ni", "Hf:Sc", "Ru:Ba", "Tc:Ir", "In:Ru", "Cs:V", "O:Ta", "Cu:Ba", "Rb:Cs", "Cr:Mg", "Co:Fe", "Ge:Nb", "Sr:Mg", "Zr:Ti", "F:Ti", "Mn:Cu", "Au:Ti", "Be:Pd", "Co:Zn", "Ga:Ni", "Au:Ca", "Pd:W", "B:Ir", "Ni:Fe", "B:V", "Nb:W", "Rb:Al", "Rb:Be", "Tl:W", "Se:K", "Te:Pt", "Si:Tl", "Os:K", "Rh:Zn", "Cr:Os", "Zr:Cr", "Ir:Cs", "Cr:Co", "Ni:Cd", "Mg:Ru"],
+ "4": ["As:Ag", "Zn:Al", "O:Ba", "Nb:Co", "Ge:Ni", "Mg:Ir", "X:Ca", "Co:Al", "Ni:Mn", "Os:Os", "X:Nb", "Ti:Mg", "Cr:Cu", "Sc:Ba", "Au:Pt", "Re:Pd", "Al:Au", "Mg:Zr", "Re:Cd", "K:K", "Sc:W", "Ta:Y", "Pd:Zn", "X:Mn", "Sc:K", "As:Ca", "Cs:Ir", "Pt:Pt", "Cd:Y", "La:Ag", "K:Cd", "Tl:Ag", "La:Ca", "Be:Ba", "Mo:Zr", "Zn:Os", "Pt:Zr", "Tc:Ca", "Ca:Pt", "Ca:Sc", "Ru:Ag", "In:Zn", "As:Ti", "Cl:Sr", "Os:Mn", "S:Au", "Te:Ca", "Nb:Au", "K:Mn", "Sc:Ni", "Cl:Y", "Mn:K", "Sb:Zn", "Zn:Zn", "Zr:Pd", "S:Tc", "Se:Au", "Ga:Hf", "Be:Zn", "Mo:Ir", "X:Sc", "Ir:Pd", "As:Sc", "Ag:Fe", "Re:Mo", "C:Zn", "Hg:V", "P:Mg", "Co:V", "Mg:Be", "Cs:Be", "Zn:Ir", "K:Pd", "K:Y", "Mn:Ag", "Ag:Mg", "Ni:K", "Ca:Nb", "Al:Zr", "Li:Ti", "Ga:Mn", "Tl:Ca", "S:Pd", "Rb:Os", "Cr:Ir", "Re:Pt", "Cr:Cr", "Pd:Mg", "Pd:Tl", "Pd:Ta", "Sb:Pd", "Rh:Fe", "Tc:Pd", "Li:Al", "V:Ag", "Pd:Cd", "Pb:K", "C:Cu", "Cu:Os", "Ni:Au", "Cl:Zr", "Ba:K", "Ti:V", "Si:Os", "Si:K", "Zr:Ag", "Rh:Sr", "Tc:Cd", "Pd:Pd", "S:Mg", "Sb:Zr", "La:Be", "Pt:V", "N:Mn", "Sb:Re", "Mn:Au", "Mo:Cr", "P:Re", "Co:K", "Y:Zn", "Mg:Y", "K:Ta", "La:Ta", "Zr:Re", "Na:Os", "Ag:Mo", "Hf:Ir", "Sb:Ti", "Be:Ta", "S:Os", "Pb:Zr", "N:K", "Cl:Ca", "Tc:Ti", "Li:Re", "Hg:Nb", "Au:Tc", "N:Zn", "O:Ru", "Si:Tc", "Se:Mn", "Zr:Tc", "H:Ag", "Na:Mo", "Ga:Os", "Hg:Pt", "Ag:Os", "Tl:Ba", "Ir:Tc", "As:Co", "Hg:Mg", "As:Cs", "Os:Tc", "Re:Nb", "Zn:Tl", "Ir:Au", "O:Ag", "Hg:Ca", "B:Y", "Cr:Ag", "V:Cs", "Ni:Re", "Zn:Fe", "Cl:Ir", "Y:K", "Cd:Fe", "Cs:Zr", "Te:Re", "In:Mg", "F:Y", "Rh:Mn", "Os:Pt", "Se:Cs", "As:Zr", "Cs:Zn", "Au:Mn", "V:Al", "Sc:Ca", "Ir:Ca", "Fe:Hf", "Ca:Re", "Ca:K", "Li:Zr", "Au:Au", "Te:Ta", "Ti:Ag", "Fe:Fe", "C:Mo", "Sc:Y", "Ge:Ag", "Ta:Tc", "Cd:Pt", "Tl:Ir", "Re:Ag", "Ta:Ni", "H:Cs", "As:Y", "Ge:Ru", "Ir:W", "Ni:Nb", "O:Cu", "C:Au", "Zn:Cu", "Mn:Cr", "Ga:Tl", "In:Os", "Tc:Pt", "Sb:Mo", "Ga:Ru", "Rb:Mo", "Co:Ti", "C:Ni", "Ca:Fe", "N:Ag", "Hf:Os", "Rh:Hf", "Rb:Ta", "Ba:Pd", "S:Re", "Be:Co", "Ag:Mn", "H:Au", "Ca:Ti", "B:Os", "Pt:Cd", "Te:Ru", "Ag:Al", "Nb:Zn", "Ge:Re", "Hg:W", "Ni:Cu", "Mn:Zr", "O:Fe", "Ni:V", "H:Os", "As:Cr", "O:V", "Ta:Re", "Cd:Ta", "C:Ag", "Cr:Al", "Te:Sr", "Te:Nb", "Ge:Ti", "Rb:Ir", "Be:Be", "Pb:Zn", "Co:Ni", "Al:Tc", "Ir:Nb", "F:Ru", "Pb:Be", "In:K", "S:Co", "Zr:Ba", "Ir:Zr", "Be:Tl", "Co:Ca", "As:Nb", "Al:Ni", "Ta:Cs", "Fe:Zr", "Tl:Tc", "V:K", "Sr:K", "Ge:Cs", "Cd:Tc", "Co:Cu", "Ti:Ir", "Na:Au", "Be:Sr", "P:Au", "P:W", "S:Ta", "Te:Os", "Nb:K", "Re:Tl", "Ni:Y", "Mg:Pt", "Cl:Os", "Sr:Fe", "Re:Ir", "H:Tc", "Mg:W", "C:Ti", "Co:Ru", "N:Cd", "Cl:Tc", "Li:Sr", "O:Ni", "Ge:Os", "Be:Y", "As:Mo", "Pt:Co", "Tl:Mn", "Ba:Ti", "Sb:Au", "B:Nb", "O:Zn", "S:Y"],
+ "5": ["Tl:Cd", "Ir:Be", "Pb:Cd", "Ba:Mn", "F:Mn", "Mn:Mg", "Sr:Re", "Zr:Au", "Mo:Pd", "Na:K", "Mn:Hf", "Al:Sc", "K:Ni", "Sr:Be", "Rh:Ti", "Te:K", "Zn:Co", "X:Fe", "X:Os", "Li:Pd", "B:Zr", "Si:Sc", "N:Co", "Hf:Ru", "Au:Al", "Sc:Ta", "In:W", "Ni:Cs", "Si:Mg", "Tc:Y", "In:Mo", "Se:Ca", "Cu:Co", "K:Ca", "Pb:Ir", "P:Ti", "Nb:Zr", "Hg:Cs", "Ba:Cd", "Ag:Sr", "P:Mn", "La:Zn", "Si:Pd", "C:Sr", "Na:W", "Os:Zr", "Cl:Pd", "Ti:Zr", "Ru:Y", "Ru:Tc", "Ga:Ca", "H:Tl", "Si:Co", "H:Co", "Sr:Tl", "Be:Sc", "Mo:Sr", "Cs:Y", "C:Cd", "Ru:V", "Sc:Fe", "Mo:Pt", "Si:Au", "N:Mg", "Be:Os", "Os:Mo", "Al:Ba", "N:Ru", "P:Cd", "Mn:Ta", "Ca:Pd", "V:Mo", "Ni:Al", "O:Re", "In:Sr", "Na:Cr", "Ge:Au", "Hg:K", "S:Ir", "Ag:Hf", "Au:Pd", "Sr:Al", "Pb:V", "Tc:Sr", "Na:Sr", "Zr:Ru", "Te:Ir", "Pd:Be", "Nb:Ba", "Pd:Ca", "Pb:Cs", "Cs:Sr", "Mn:Ir", "Pd:Y", "Ir:Hf", "P:Ir", "Y:Cs", "Pt:Ta", "Si:Ag", "Sc:Hf", "Y:Ba", "Pd:V", "Zn:Nb", "Ba:Fe", "Hg:Cu", "Se:Pt", "Mn:Co", "P:V", "Y:Cd", "Ba:Sc", "Cl:Ni", "Se:Ag", "K:Ir", "Na:Ru", "Li:W", "Se:Ba", "Cd:V", "Cu:Pd", "V:Au", "Ge:Hf", "Ru:W", "Be:Ir", "Cl:Co", "Sc:Tl", "P:Zr", "Ba:Mg", "As:Mg", "Rh:Cr", "Ca:Co", "Mo:W", "Cl:Cd", "Nb:Ti", "Re:Hf", "C:Fe", "Re:Ta", "Ga:Re", "Na:Ni", "H:Ca", "Ni:Ti", "Be:W", "V:V", "Au:Zr", "Co:Mg", "Os:Ta", "C:Ru", "Mo:Y", "Cl:Zn", "Li:Tc", "Tl:Hf", "Cu:Tc", "Ta:Hf", "Re:Sc", "S:Hf", "Cu:Fe", "F:Ag", "Ca:Mn", "Ag:Ti", "Fe:Zn", "Cl:Mg", "Ti:Os", "Te:Cd", "Y:Sr", "B:Ti", "Sb:Nb", "Cl:Cu", "Cd:Os", "Nb:Mg", "Tl:Co", "Zr:Ta", "Fe:Sc", "Pt:Y", "Zr:W", "Cs:Os", "Cd:Tl", "Nb:Sr", "S:K", "Ga:Mg", "Be:Re", "Sr:Cr", "Zr:Cu", "Ti:Ca", "Fe:Mg", "Co:Cr", "Tl:Tl", "Mn:Sc", "Ru:Be", "Ge:Pt", "V:Y", "Al:Cr", "As:V", "Tc:Mg", "Zr:Mn", "Ru:Sr", "Na:Cd", "Te:Al", "Fe:Mn", "Ge:Zn", "Ba:Hf", "Pb:Al", "Cs:Tl", "Ge:Al", "Y:Mg", "Te:Cs", "Pd:Sc", "X:V", "Se:Cd", "Ta:Pd", "Pd:Ag", "Cr:Zr", "Nb:Re", "N:Sr", "Os:Al", "Rb:Nb", "Rh:Y", "Ti:Co", "Hg:Ta", "As:Cd", "Ca:Ni", "Ti:Pt", "Ni:Tc", "Ni:Sc", "O:Mg", "X:Mg", "Sc:Zn", "Rh:Tl", "V:Fe", "Tc:Mo", "Ga:Pd", "Co:Os", "Hg:Tc", "Rb:Tc", "Cr:Mn", "Ga:Y", "Te:Hf", "O:Hf", "Nb:Pt", "Os:V", "K:Os", "Rh:Cu", "X:Hf", "Rb:Cu", "Pd:Cr", "Ba:W", "N:Sc", "K:Sc", "Al:Ag", "Cr:Ta", "La:Cd", "Al:Os", "N:Pt", "Fe:Ir", "Zn:Pt", "V:Co", "Se:Be", "Au:Co", "Sb:Sc", "Tc:Os", "Ag:Ru", "Sr:Co", "Ca:Cs", "Cl:Mo", "Os:Ni", "As:Re", "F:Sr", "K:V", "Te:Cr", "Hf:Re", "S:W", "P:Ta", "Pt:Mo", "Zr:Cs", "H:Hf", "H:V", "Cs:Ti", "Co:Au", "In:Al", "Mg:Ta", "Pb:Ru", "Se:W", "Cr:Mo", "S:Ca", "Cl:Ta", "Re:Ru", "Mo:Tc", "N:Cs", "Fe:Cr", "As:Cu", "Y:Ti", "Co:Mo", "N:Ta", "Ir:Zn", "Zn:Hf", "Zr:Zn", "Sb:Ir", "Cd:Au", "Re:Re", "Ag:V", "Pt:Cu", "Sb:Y", "Cr:Hf"],
+ "6": ["P:Cs", "Ni:Co", "Hf:Zn", "Ru:Re", "Cd:Ba", "Pt:Mn", "Hg:Tl", "O:Ir", "B:Hf", "Pd:Pt", "Cl:V", "Te:Y", "Zr:Hf", "Ta:Zr", "Cs:Ba", "Ge:W", "Li:Co", "Pd:Nb", "Cs:Cr", "Na:Cu", "Ge:Fe", "Cr:Re", "Ti:Ta", "Nb:Cr", "Rh:Ta", "Mn:Zn", "Tc:Hf", "Cd:Hf", "Li:Au", "Rh:Pt", "Rb:Zn", "Pb:W", "Ir:Mo", "S:Mn", "F:Os", "Mg:Mg", "Cr:Y", "Rb:Zr", "Ge:Cr", "Y:Zr", "O:Be", "B:Re", "Sr:W", "Cu:Sr", "Pd:Ir", "Ag:Au", "Ru:Ir", "Na:Zn", "Tl:Os", "Se:Sr", "Ca:Mg", "Ru:Zn", "Ir:Y", "Pt:Au", "Al:Ru", "Cd:Co", "Au:Sr", "V:Tl", "Nb:Cs", "Ge:K", "B:Al", "Li:Ba", "Si:Zr", "Tl:Sc", "Cl:Ag", "Mo:Ti", "Pd:Sr", "Y:Hf", "Se:Os", "Hg:Ir", "Fe:Y", "Rh:Mo", "Si:Ta", "Zn:Cr", "Ru:Al", "Ga:Sc", "Ca:Ta", "P:Tc", "Si:Re", "Pd:Ru", "Nb:Ni", "Ru:Mg", "Co:Pt", "Ir:Ta", "Ga:Zr", "Ba:Nb", "As:Al", "Mg:K", "X:Sr", "Zn:Ag", "P:Fe", "C:Al", "Y:Re", "Na:Ta", "Mn:W", "Hf:Fe", "Mn:Pd", "Hf:Ti", "Ba:Ca", "Re:Zr", "Hf:Ba", "Sr:Hf", "O:Os", "Ta:K", "V:Ti", "Ru:Ni", "Be:Mo", "H:Al", "Hf:Nb", "Fe:Cs", "Nb:Hf", "H:Cu", "Tl:Y", "S:Cd", "Os:Pd", "Ta:Sr", "Mn:Nb", "X:Pd", "Ni:Ta", "As:Ru", "Co:Tl", "As:Ta", "Ba:Zn", "Se:Cr", "Co:Y", "Ni:Zn", "Tc:Ta", "Ba:Mo", "Te:Zn", "S:Cu", "S:Al", "Mo:Tl", "Rh:Ag", "Li:Hf", "F:Tl", "As:Tc", "Os:Sc", "Ca:Be", "Mg:Ca", "Al:Cd", "Ru:Cr", "Ag:Y", "Se:Y", "Tc:Cr", "Zr:Y", "Ca:Tl", "Os:Cs", "H:W", "Pd:K", "Se:Mg", "F:Al", "Al:Hf", "Pb:Au", "K:Cs", "Y:Cr", "Ge:Mn", "Rh:Ni", "N:Al", "Ca:Cu", "Sc:Ti", "F:Mg", "F:Nb", "In:Sc", "Mg:V", "Tl:Fe", "Tl:Ta", "Au:Ni", "B:Cu", "Re:Tc", "Sb:Cr", "In:Cr", "Ga:Nb", "Cs:Mn", "F:Hf", "Ba:V", "Ga:Al", "V:Sr", "Sb:Al", "Ag:Cs", "K:Mo", "X:Tc", "Nb:Sc", "H:Cr", "B:Mn", "Hg:Zn", "B:Mg", "Ta:Al", "Ta:Ag", "B:Ca", "Mn:Re", "P:Os", "Tl:Sr", "H:Sc", "Si:Nb", "P:Pt", "C:Cr", "Sr:Ir", "Sb:Pt", "Cs:Cu", "Y:Ta", "As:Au", "C:Ba", "Ti:Be", "P:Tl", "Ca:Cr", "Rb:Pt", "Sb:K", "Sc:Be", "Mg:Pd", "Tl:Ti", "Li:Ni", "Ca:Y", "Mn:V", "Si:Pt", "Re:Sr", "Nb:Ru", "Rb:Cd", "Ba:Au", "C:Sc", "Ni:Zr", "Ag:Re", "C:K", "Au:Ba", "Te:Ag", "B:Pd", "V:Nb", "S:Be", "Al:Co", "Ca:Zr", "Ba:Tl", "As:W", "Hg:Be", "S:Ba", "V:Cr", "Mo:Ag", "Cu:Cd", "Ru:Sc", "Pb:Pd", "In:Mn", "Zr:Sc", "In:Ag", "Si:Cr", "S:Cr", "N:Ni", "Ni:Pt", "Y:V", "Sc:Mg", "Be:Ag", "Be:Tc", "Mn:Cd", "Ca:W", "Mn:Mn", "Ni:Ru", "Sc:V", "Sr:Pt", "Pd:Co", "Hf:Mg", "Hf:Ca", "X:Ru", "H:Mo", "La:Hf", "Sc:Al", "Mo:K", "Al:W", "C:Cs", "Ca:Ir", "Zn:Ca", "Au:V", "S:Zn", "Re:Ba", "K:Ba", "Te:Mo", "As:Os", "Sb:Os", "Hf:Tc", "Co:Hf", "C:Re", "Ba:Al", "Ir:K", "Na:Mg", "P:Ba", "Tc:Ba", "Au:Y", "Ir:Os", "N:Tc", "Na:V", "Pt:Os", "Sr:Cu", "In:Cd", "P:Pd", "Pb:Ba", "Li:Mn", "In:Pt", "Te:Tl", "N:Mo", "Fe:Nb", "C:V", "Tl:Ru", "Tc:Sc", "Y:Ir"],
+ "7": ["X:Cs", "Hf:Co", "Os:Ru", "Li:Ru", "Tl:Mo", "N:Ca", "Cl:Hf", "Pb:Nb", "Pb:Tc", "Re:Mg", "Rb:K", "K:W", "V:Hf", "Cl:Ti", "B:Ag", "Rb:V", "Si:Ba", "Se:Fe", "Rb:Y", "Ir:Cr", "Os:Cu", "In:Zr", "Sr:Sr", "Y:Tl", "N:Nb", "Ti:Zn", "O:Ca", "Cs:Ca", "F:Cu", "In:Re", "La:Mn", "Cr:Pd", "B:Sc", "Fe:Ca", "Li:Cr", "Sc:Cr", "Os:Mg", "Cd:W", "Se:Ni", "Rb:Tl", "O:Cs", "Zn:W", "Hf:Zr", "Rh:Cd", "Pb:Ag", "Y:Ni", "La:Ni", "P:Cu", "K:Tc", "Au:Be", "Ti:Ni", "Ti:Mn", "V:Pt", "Pb:Sc", "Cs:Re", "Pt:Sc", "Y:Sc", "Sc:Ir", "Pb:Ta", "Cl:Cr", "Re:Cu", "Hg:Pd", "Na:Zr", "Na:Ag", "O:Tc", "B:W", "Li:Fe", "Pd:Mn", "Be:Cs", "P:Ni", "Pb:Mo", "Cd:Cd", "Zn:Tc", "As:Zn", "Ru:K", "Re:Mn", "Hf:V", "Re:Be", "Ti:Tc", "Se:Sc", "Cr:Tc", "Cs:Ag", "C:Zr", "Tc:Cu", "Cl:Sc", "Si:Ca", "Co:Sr", "Ti:Fe", "O:Cd", "In:Nb", "Rb:Mg", "Te:Sc", "Sc:Ag", "Ba:Ta", "Al:Sr", "F:Pt", "Pb:Ni", "K:Be", "Tl:K", "Mn:Os", "La:Ru", "Y:W", "Sc:Nb", "X:Tl", "Ga:Sr", "Ga:Cd", "K:Re", "Mn:Ti", "Mo:Os", "C:Pt", "Ga:Be", "Al:Mg", "Sr:Ag", "Co:Pd", "Ta:Be", "Tc:Ni", "Rb:Pd", "Al:Cs", "C:Pd", "Ti:Ba", "Al:Zn", "Cr:Nb", "Li:Ca", "Ga:Au", "Zr:Sr", "Rh:Mg", "In:Cu", "La:Zr", "La:Cu", "Cs:K", "Na:Hf", "Cu:V", "Rb:Sr", "Ta:Cr", "Si:Cu", "Te:Pd", "Sr:Ru", "Li:Sc", "Ba:Cu", "La:Tl", "Se:Ir", "X:Zr", "O:Sr", "S:Ni", "Rb:Ca", "Fe:Cd", "Na:Be", "Ag:Co", "K:Au", "Os:Sr", "Re:Ti", "Ca:Ag", "B:Ni", "Ba:Re", "B:Be", "Ca:Sr", "Li:Cs", "Pb:Ti", "Si:Al", "O:Sc", "K:Tl", "Pd:Au", "Be:Ni", "Pt:K", "Zr:Ir", "Mo:Mo", "Sc:Mn", "Sb:Cs", "Rb:Hf", "Tc:Zn", "Mn:Y", "H:Ba", "Nb:Ir", "Ge:Ta", "Si:Cs", "Ni:Ag", "Ge:Cu", "Ru:Mo", "Sb:Cu", "Zr:Os", "Si:Mo", "Tl:Pt", "As:Tl", "Co:Mn", "Tc:Tc", "Ga:Ta", "Rh:K", "Ni:Ni", "Na:Ca", "Ir:Ru", "Rh:Ir", "Li:Be", "F:Co", "Mn:Ru", "H:Be", "Si:W", "H:Ti", "Te:Zr", "Co:Tc", "Y:Y", "Ir:Pt", "Al:Ir", "Pt:Tc", "Pb:Pt", "Pd:Mo", "Ta:Ti", "S:Sr", "N:Ti", "Hg:Mo", "Mg:Cs", "Sb:Fe", "Fe:Au", "Ti:Mo", "Cr:Tl", "Ca:Ba", "H:Ni", "N:Zr", "Cu:Au", "Ga:Cr", "Sc:Co", "Ru:Au", "Ni:Os", "K:Hf", "Rh:Zr", "Nb:Os", "Cl:Nb", "Mo:Ni", "Na:Tc", "Ir:Sc", "As:Be", "S:Nb", "Na:Al", "Na:Nb", "Be:Au", "K:Nb", "Ti:Ru", "Mg:Nb", "Zr:Mo", "Sb:Ni", "N:Cr", "Pb:Tl", "S:V", "Cl:Tl", "Ag:Tl", "Ag:Ir", "X:W", "Ni:Hf", "H:Ir", "Na:Y", "F:Be", "Be:Cd", "Ge:Mg", "Mg:Sr", "V:Tc", "V:Sc", "Cu:Ca", "Be:Ti", "Re:Ca", "Mo:Cd", "X:Ti", "Ru:Cu", "Tl:Zn", "Rh:Ru", "Pt:Ti", "Cs:Mg", "Mn:Ba", "Pd:Zr", "Ir:Ba", "N:Cu", "Ba:Zr", "Fe:Cu", "S:Cs", "Cd:Ag", "X:Ag", "As:Pd", "Re:Cr", "Rh:V", "Ru:Ca", "Te:Be", "Cu:Zn", "Mn:Cs", "H:Zn", "Ni:W", "Hg:Sc", "Ti:Ti", "Ti:Cu", "In:Ta", "Zr:K", "B:Au", "Os:Zn", "Be:Cu", "Pt:Cs", "Ag:Sc", "In:Ba", "Sc:Pd", "Si:Fe", "Hg:Re", "La:Pt", "Na:Re", "Ag:Pd"],
+ "8": ["Pd:Hf", "Ti:Cd", "Cs:Sc", "Sb:Tl", "Zn:Pd", "Ir:Ag", "Be:Pt", "In:Hf", "Hg:Zr", "Au:W", "Rb:Co", "Y:Nb", "Cr:Ru", "Hg:Hf", "Pb:Mn", "Au:Tl", "Mo:Re", "P:Hf", "Sr:Ba", "Cr:Sc", "Al:Cu", "Cs:Ni", "Li:Y", "Rb:Au", "Re:Fe", "Co:Ir", "Cu:Mn", "Ru:Co", "Cu:Nb", "Au:Zn", "La:W", "Ni:Cr", "Be:Fe", "Ba:Be", "Co:Ag", "Cd:Cu", "H:Mg", "Li:Ir", "Li:Mo", "Be:Zr", "Nb:Ca", "Al:Pd", "Cu:Mg", "As:Fe", "Hf:Cd", "X:Cr", "La:Cr", "In:Ni", "Be:Cr", "Pt:Nb", "Mg:Cd", "Fe:Os", "Cd:Ti", "Os:Ba", "Ta:Sc", "Au:Cu", "P:Zn", "Ge:Be", "O:Ti", "Cl:Fe"]
+ }
+}
diff --git a/lst/aiida-kkr/impurity-oneliner.py b/lst/aiida-kkr/impurity-oneliner.py
new file mode 100644
index 0000000..7ad5d55
--- /dev/null
+++ b/lst/aiida-kkr/impurity-oneliner.py
@@ -0,0 +1,18 @@
+# create an Ag:Cu impurity embedding with aiida-kkr
+host_crystal = submit(kkr_scf_wc,
+ voronoi=Code.get_from_string(’voronoi@localhost’),
+ kkr=Code.get_from_string(’kkrhost@mycluster’),
+ calc_parameters=Dict(dict={’LMAX’: 2,
+ ’NSPIN’: 1,
+ ’RMAX’: 7.,
+ ’GMAX’: 65.}),
+ structure=Cu_bulk_structure)
+
+impurity_embedding = submit(kkr_imp_wc,
+ impurity_info=Dict(dict={’ilayer_center’: 0,
+ ’Zimp’: 47,
+ ’Rcut’: 2.0}),
+ voronoi=Code.get_from_string(’voronoi@localhost’),
+ kkr=Code.get_from_string(’kkrhost@mycluster’),
+ kkrimp=Code.get_from_string(’kkrimp@mycluster’),
+ remote_data_host=host_crystal.outputs.lastRemoteData)
diff --git a/lst/demo.py b/lst/demo.py
new file mode 100644
index 0000000..820b545
--- /dev/null
+++ b/lst/demo.py
@@ -0,0 +1,6 @@
+from bla import foo
+
+@decorated
+def foo(bar):
+ if bar:
+ print(bar)
diff --git a/lst/exp/data_generation/Step5_imp_process-classifier.json b/lst/exp/data_generation/Step5_imp_process-classifier.json
new file mode 100644
index 0000000..c8a70bd
--- /dev/null
+++ b/lst/exp/data_generation/Step5_imp_process-classifier.json
@@ -0,0 +1,44 @@
+{
+ "Sum": {
+ "Sum": 10413,
+ "failed": 1892,
+ "finished_ok": {
+ "Sum": 8521,
+ "converged": 8170,
+ "not_converged": 351}},
+ "0.8": {
+ "Sum": 1927,
+ "failed": 592,
+ "finished_ok": {
+ "Sum": 1335,
+ "converged": 1195,
+ "not_converged": 140}},
+ "0.9": {
+ "Sum": 2127,
+ "failed": 369,
+ "finished_ok": {
+ "Sum": 1758,
+ "converged": 1664,
+ "not_converged": 94}},
+ "1.0": {
+ "Sum": 2053,
+ "failed": 287,
+ "finished_ok": {
+ "Sum": 1766,
+ "converged": 1725,
+ "not_converged": 41}},
+ "1.1": {
+ "Sum": 2124,
+ "failed": 278,
+ "finished_ok": {
+ "Sum": 1846,
+ "converged": 1820,
+ "not_converged": 26}},
+ "1.2": {
+ "Sum": 2182,
+ "failed": 366,
+ "finished_ok": {
+ "Sum": 1816,
+ "converged": 1766,
+ "not_converged": 50}}
+}
diff --git a/lst/exp/data_generation/aiida_groups/group_tree.txt b/lst/exp/data_generation/aiida_groups/group_tree.txt
new file mode 100644
index 0000000..7be54a8
--- /dev/null
+++ b/lst/exp/data_generation/aiida_groups/group_tree.txt
@@ -0,0 +1,27 @@
+# top groups
+imp_embeddings_for_ml/
+}── Step2_host-scf
+| }── scale_factor_0.8
+| }── scale_factor_0.9
+| }── scale_factor_1.0
+| }── scale_factor_1.1
+| └── scale_factor_1.2
+}── Step3_host-gf-writeout
+| }── scale_factor_0.8
+| }── scale_factor_0.9
+| }── scale_factor_1.0
+| }── scale_factor_1.1
+| └── scale_factor_1.2
+└── Step4_impurity_embeddings
+ }── scale_factor_0.8
+ }── scale_factor_0.9
+ }── scale_factor_1.0
+ }── scale_factor_1.1
+ └── scale_factor_1.2
+
+# subgroups in each top group
+scale_factor_0.x/
+}── failed
+└── finished_ok
+ }── converged
+ └── not_converged
diff --git a/lst/imp/jutools_code-computer.py b/lst/imp/jutools_code-computer.py
new file mode 100644
index 0000000..e886753
--- /dev/null
+++ b/lst/imp/jutools_code-computer.py
@@ -0,0 +1,44 @@
+# Examples for using aiida_jutools modules code and computer
+
+import aiida_jutools as jutools
+
+# Example 1: Manage computer options.
+
+optman = jutools.computer.ComputerOptionsManager()
+optman.initialize()
+
+# load or create the most sensible default options for cluster iffslurm
+# at this moment
+options = optman.iffslurm.get_options()[0]
+
+# {'withmpi': True,
+# 'resources': {'num_machines': 1, 'tot_num_mpiprocs': 64},
+# 'queue_name': 'th1-2020-64',
+# 'max_wallclock_seconds': 86400}
+
+# load or create arbitrarily specific options
+options= optman.iffslurm.get_options(queue_name='oscar',
+ scheduler_stderr='stderr.txt',
+ resources={'num_machines':4})[0]
+
+# show me all allowed fields for the claix cluster
+optman.claix18.get_help()
+
+
+# Example 2: Fetch codes.
+
+# Give me the least occupied queue on the cluster right now
+computer = Computer.get('iffslurm')
+queue_name = jutools.computer.get_least_occupied_queue(computer)
+
+# 'th1-2020-64'
+
+# Give me a code compiled for the queue's architecture
+code = jutools.code.get_code(computer_name_pattern='fslur',
+ code_name_pattern='leur',
+ queue_name=queue_name)
+
+# <Code: Remote code 'fleur_MaXR5_AMD' on iffslurm>
+
+# Give me sensible default options for that queue
+options = optman.get_options(queue_name=queue_name)[0]
diff --git a/lst/imp/jutools_code-computer_original.py b/lst/imp/jutools_code-computer_original.py
new file mode 100644
index 0000000..c485a64
--- /dev/null
+++ b/lst/imp/jutools_code-computer_original.py
@@ -0,0 +1,40 @@
+import aiida_jutools as jutools
+optman = jutools.computer.ComputerOptionsManager()
+optman.initialize()
+
+# give me the most sensible default options node
+options_node = optman.iffslurm.get_options()[0]
+# give me a very specific options node
+options_node = optman.iffslurm.get_options(queue_name='oscar',
+ scheduler_stderr='stderr.txt',
+ resources={'num_machines':4})[0]
+
+optman.claix18.get_help()
+
+
+########################################################################
+
+
+
+from aiida_jutools import util_code, util_computer
+
+computer = Computer.get('iffslurm')
+queue_name = jutools.computer.get_least_occupied_queue(computer)
+
+# 'th1-2020-64'
+
+code = jutools.code.get_code(computer_name_pattern='fslur',
+ code_name_pattern='leur',
+ queue_name=queue_name)
+
+# <Code: Remote code 'fleur_MaXR5_AMD' on iffslurm>
+
+optman = jutools.computer.ComputerOptionsManager()
+optman.initialize(config_names=['iffslurm'])
+options = optman.get_options(queue_name=queue_name)[0]
+options.attributes
+
+# {'withmpi': True,
+# 'resources': {'num_machines': 1, 'tot_num_mpiprocs': 64},
+# 'queue_name': 'th1-2020-64',
+# 'max_wallclock_seconds': 86400}
diff --git a/lst/imp/project-workchain-extras.json b/lst/imp/project-workchain-extras.json
new file mode 100644
index 0000000..bbe396a
--- /dev/null
+++ b/lst/imp/project-workchain-extras.json
@@ -0,0 +1,16 @@
+{
+ "version": "v01",
+ "_aiida_hash": "8e809ce304d76163f52445c3eeb6c37a6690a0c7783562e605aed12f707bd2b2",
+ "scale_factor": 1.2,
+ "generating_code_urls": {
+ "aiida-kkr": "https: //github.com/JuDFTteam/aiida-kkr/tree/35a77a65a57cba1b4a72e803485511cccc979491",
+ "notebook:": "https: //iffgit.fz-juelich.de/wasmer/aiida-kkr_ml-potential/-/blob/0f8f23d0840677d3701cb519519b56cb3dd2c6ae/notebooks/imp_embedding/v02_augmented/Step4_Impurity_submit.ipynb",
+ "masci-tools": "https: //github.com/JuDFTteam/masci-tools/tree/7adbb8ea16024518b6e31e42c7aa326288660384",
+ "aiida-jutools": "https: //github.com/JuDFTteam/aiida-jutools/tree/e9cf241e01b2105aaa02e9e9ee422a894eaa2484"
+ },
+ "kkr_constants_version": {
+ "ANG_BOHR_KKR": 1.8897261249936,
+ "RY_TO_EV_KKR": 13.605693122994,
+ "constants_version": "INTERIM"
+ }
+}
diff --git a/lst/imp/repository/projects/projects.json b/lst/imp/repository/projects/projects.json
new file mode 100644
index 0000000..0bf4979
--- /dev/null
+++ b/lst/imp/repository/projects/projects.json
@@ -0,0 +1,20 @@
+{
+ "SOAP featurization experiments": {
+ "ctime": "2021-10-07T13:09:28.392989+00:00",
+ "mtime": "2021-10-07T13:09:28.392989+00:00",
+ "description": null,
+ "experiments": {
+ "Simple crystal structure classification": {
+ "ctime": "2021-10-07T13:09:28.925922+00:00",
+ "mtime": "2021-10-07T13:09:28.925922+00:00",
+ "description": "Predict elementary crystal structure from impurity clusters",
+ "datasets": [
+ {
+ "dataset_type": "structure_set",
+ "dataset_name": "2021-10-07T15:09:33_all_impurity_clusters"
+ }
+ ]
+ }
+ }
+ }
+}
\ No newline at end of file
diff --git a/lst/imp/repository/structure_set/2021-10-07T15:09:33_all_impurity_clusters/description.json b/lst/imp/repository/structure_set/2021-10-07T15:09:33_all_impurity_clusters/description.json
new file mode 100644
index 0000000..3aae63b
--- /dev/null
+++ b/lst/imp/repository/structure_set/2021-10-07T15:09:33_all_impurity_clusters/description.json
@@ -0,0 +1,91 @@
+{
+ "ctime": "2021-10-07T13:09:33.157667+00:00",
+ "mtime": "2021-10-07T13:09:33.157667+00:00",
+ "type": "structure_set",
+ "name": "2021-10-07T15:09:33_all_impurity_clusters",
+ "description": "All impurity clusters from 8521 converged impurity workchains from dataset 'imp_embeddings_for_ml'",
+ "projects": {
+ "SOAP featurization experiments": {
+ "experiments": [
+ "Simple crystal structure classification"
+ ]
+ }
+ },
+ "dataframe": {
+ "num_samples": 0,
+ "primary_key": [
+ "workchain_uuid"
+ ],
+ "secondary_keys": [
+ [
+ "scale_factor",
+ "imp_num",
+ "imp_sym",
+ "host_num",
+ "host_sym",
+ "emb_sym"
+ ]
+ ]
+ },
+ "provenance": {
+ "associated": [],
+ "children": [],
+ "parents": [
+ {
+ "dataset_type": "external_aiida_group",
+ "dataset_name": "CIFs_from_deltaCodesDFT/primCIFs/structures/scale_factor_0.8",
+ "group_uuid": "914fd80f-22f1-4b0e-88e9-b56893eadeef",
+ "profile_dictionary": {
+ "PROFILE_UUID": "467aec61c7904f3db9e9471f944b90ba",
+ "AIIDADB_NAME": "wasmer_wasmer_c1b3a6a3bf8089bc8083974404322c7d",
+ "AIIDADB_REPOSITORY_URI": "file:///Local/wasmer/.aiida/repository/wasmer",
+ "default_user_email": "johannes.wasmer@gmail.com"
+ }
+ },
+ {
+ "dataset_type": "external_aiida_group",
+ "dataset_name": "CIFs_from_deltaCodesDFT/primCIFs/structures/scale_factor_0.9",
+ "group_uuid": "e7225096-4104-4826-bf44-7f43a6030b3e",
+ "profile_dictionary": {
+ "PROFILE_UUID": "467aec61c7904f3db9e9471f944b90ba",
+ "AIIDADB_NAME": "wasmer_wasmer_c1b3a6a3bf8089bc8083974404322c7d",
+ "AIIDADB_REPOSITORY_URI": "file:///Local/wasmer/.aiida/repository/wasmer",
+ "default_user_email": "johannes.wasmer@gmail.com"
+ }
+ },
+ {
+ "dataset_type": "external_aiida_group",
+ "dataset_name": "CIFs_from_deltaCodesDFT/primCIFs/structures/scale_factor_1.0",
+ "group_uuid": "d895c87e-2879-4f61-912e-f06ab5ef097c",
+ "profile_dictionary": {
+ "PROFILE_UUID": "467aec61c7904f3db9e9471f944b90ba",
+ "AIIDADB_NAME": "wasmer_wasmer_c1b3a6a3bf8089bc8083974404322c7d",
+ "AIIDADB_REPOSITORY_URI": "file:///Local/wasmer/.aiida/repository/wasmer",
+ "default_user_email": "johannes.wasmer@gmail.com"
+ }
+ },
+ {
+ "dataset_type": "external_aiida_group",
+ "dataset_name": "CIFs_from_deltaCodesDFT/primCIFs/structures/scale_factor_1.1",
+ "group_uuid": "d2ea1ee4-ab99-46fd-b970-f3c62c367a95",
+ "profile_dictionary": {
+ "PROFILE_UUID": "467aec61c7904f3db9e9471f944b90ba",
+ "AIIDADB_NAME": "wasmer_wasmer_c1b3a6a3bf8089bc8083974404322c7d",
+ "AIIDADB_REPOSITORY_URI": "file:///Local/wasmer/.aiida/repository/wasmer",
+ "default_user_email": "johannes.wasmer@gmail.com"
+ }
+ },
+ {
+ "dataset_type": "external_aiida_group",
+ "dataset_name": "CIFs_from_deltaCodesDFT/primCIFs/structures/scale_factor_1.2",
+ "group_uuid": "24316e59-b09b-4b95-8e3e-7dca90b63477",
+ "profile_dictionary": {
+ "PROFILE_UUID": "467aec61c7904f3db9e9471f944b90ba",
+ "AIIDADB_NAME": "wasmer_wasmer_c1b3a6a3bf8089bc8083974404322c7d",
+ "AIIDADB_REPOSITORY_URI": "file:///Local/wasmer/.aiida/repository/wasmer",
+ "default_user_email": "johannes.wasmer@gmail.com"
+ }
+ }
+ ]
+ }
+}
diff --git a/lst/imp/repository/structure_set/2021-10-07T15:09:33_all_impurity_clusters/description_shorter.json b/lst/imp/repository/structure_set/2021-10-07T15:09:33_all_impurity_clusters/description_shorter.json
new file mode 100644
index 0000000..902b310
--- /dev/null
+++ b/lst/imp/repository/structure_set/2021-10-07T15:09:33_all_impurity_clusters/description_shorter.json
@@ -0,0 +1,59 @@
+{
+ "ctime": "2021-10-07T13:09:33.157667+00:00",
+ "mtime": "2021-10-07T13:09:33.157667+00:00",
+ "type": "structure_set",
+ "name": "2021-10-07T15:09:33_all_impurity_clusters",
+ "description": "All impurity clusters from 8521 converged impurity workchains from dataset 'imp_embeddings_for_ml'",
+ "projects": {
+ "SOAP featurization experiments": {
+ "experiments": [
+ "Simple crystal structure classification"
+ ]
+ }
+ },
+ "dataset_index": {
+ "num_samples": 7094,
+ "primary_key": [
+ "workchain_uuid"
+ ],
+ "secondary_keys": [
+ [
+ "scale_factor",
+ "imp_num",
+ "imp_sym",
+ "host_num",
+ "host_sym",
+ "emb_sym"
+ ]
+ ]
+ },
+ "provenance": {
+ "associated": [],
+ "children": [],
+ "parents": [
+ {
+ "dataset_type": "external_aiida_group",
+ "dataset_name": "CIFs_from_deltaCodesDFT/primCIFs/structures/scale_factor_0.8",
+ "group_uuid": "914fd80f-22f1-4b0e-88e9-b56893eadeef",
+ "profile_dictionary": {
+ "PROFILE_UUID": "467aec61c7904f3db9e9471f944b90ba",
+ "AIIDADB_NAME": "wasmer_wasmer_c1b3a6a3bf8089bc8083974404322c7d",
+ "AIIDADB_REPOSITORY_URI": "file:///Local/wasmer/.aiida/repository/wasmer",
+ "default_user_email": "johannes.wasmer@gmail.com"
+ }
+ },
+ {
+ "dataset_type": "external_aiida_group",
+ "dataset_name": "CIFs_from_deltaCodesDFT/primCIFs/structures/scale_factor_0.9",
+ "group_uuid": "e7225096-4104-4826-bf44-7f43a6030b3e",
+ "profile_dictionary": {
+ "PROFILE_UUID": "467aec61c7904f3db9e9471f944b90ba",
+ "AIIDADB_NAME": "wasmer_wasmer_c1b3a6a3bf8089bc8083974404322c7d",
+ "AIIDADB_REPOSITORY_URI": "file:///Local/wasmer/.aiida/repository/wasmer",
+ "default_user_email": "johannes.wasmer@gmail.com"
+ }
+ },
+ {"===ABBREVIATED==="}
+ ]
+ }
+}
diff --git a/lst/imp/repository/structure_set/2021-10-07T15:09:33_all_impurity_clusters/description_shorter_with_children.json b/lst/imp/repository/structure_set/2021-10-07T15:09:33_all_impurity_clusters/description_shorter_with_children.json
new file mode 100644
index 0000000..d908268
--- /dev/null
+++ b/lst/imp/repository/structure_set/2021-10-07T15:09:33_all_impurity_clusters/description_shorter_with_children.json
@@ -0,0 +1,61 @@
+{
+ "ctime": "2021-10-07T13:09:33.157667+00:00",
+ "mtime": "2021-10-07T13:09:33.157667+00:00",
+ "type": "structure_set",
+ "name": "2021-10-07T15:09:33_all_impurity_clusters",
+ "description": "All impurity clusters from 8521 converged impurity workchains from dataset 'imp_embeddings_for_ml'",
+ "projects": {
+ "SOAP featurization experiments": {
+ "experiments": [
+ "Simple crystal structure classification"
+ ]
+ }
+ },
+ "dataset_index": {
+ "num_samples": 7094,
+ "primary_key": [
+ "workchain_uuid"
+ ],
+ "secondary_keys": [
+ [
+ "scale_factor",
+ "imp_num",
+ "imp_sym",
+ "host_num",
+ "host_sym",
+ "emb_sym"
+ ]
+ ]
+ },
+ "provenance": {
+ "children": [
+ {
+ "dataset_type": "feature_set",
+ "dataset_name": "2021-10-08T22:41:17_sf_1.0_SOAP_lores"
+ }
+ ],
+ "parents": [
+ {
+ "dataset_type": "external_aiida_group",
+ "dataset_name": "CIFs_from_deltaCodesDFT/primCIFs/structures/scale_factor_0.8",
+ "group_uuid": "914fd80f-22f1-4b0e-88e9-b56893eadeef",
+ "profile_dictionary": {
+ "PROFILE_UUID": "467aec61c7904f3db9e9471f944b90ba",
+ "AIIDADB_NAME": "wasmer_wasmer_c1b3a6a3bf8089bc8083974404322c7d",
+ "AIIDADB_REPOSITORY_URI": "file:///Local/wasmer/.aiida/repository/wasmer",
+ "default_user_email": "johannes.wasmer@gmail.com"
+ }
+ },
+ {
+ "dataset_type": "external_aiida_group",
+ "dataset_name": "CIFs_from_deltaCodesDFT/primCIFs/structures/scale_factor_0.9",
+ "group_uuid": "e7225096-4104-4826-bf44-7f43a6030b3e",
+ "profile_dictionary": {
+ "PROFILE_UUID": "467aec61c7904f3db9e9471f944b90ba",
+ "AIIDADB_NAME": "wasmer_wasmer_c1b3a6a3bf8089bc8083974404322c7d",
+ "AIIDADB_REPOSITORY_URI": "file:///Local/wasmer/.aiida/repository/wasmer",
+ "default_user_email": "johannes.wasmer@gmail.com"
+ }
+ },
+ {"===ABBREVIATED==="}]
+ }}
diff --git a/lst/imp/repository/tmp/buffer.json b/lst/imp/repository/tmp/buffer.json
new file mode 100644
index 0000000..6983435
--- /dev/null
+++ b/lst/imp/repository/tmp/buffer.json
@@ -0,0 +1,4 @@
+{
+ "dataset_type": "structure_set",
+ "dataset_name": "2021-10-07T15:09:33_all_impurity_clusters"
+}
\ No newline at end of file
diff --git a/lst/imp/tabulator.py b/lst/imp/tabulator.py
new file mode 100644
index 0000000..5f88f75
--- /dev/null
+++ b/lst/imp/tabulator.py
@@ -0,0 +1,7 @@
+import aiida_jutools as jutools
+
+tabulator = jutools.io.tabulator.NodeTabulator()
+table = tabulator.tabulate(group_of_100_workchains)
+table.shape
+
+# (100, 120)
diff --git a/lst/imp/tabulator_auto-include-list_excerpt_kkr-imp-wc.py b/lst/imp/tabulator_auto-include-list_excerpt_kkr-imp-wc.py
new file mode 100644
index 0000000..45380b7
--- /dev/null
+++ b/lst/imp/tabulator_auto-include-list_excerpt_kkr-imp-wc.py
@@ -0,0 +1,8 @@
+ # [...]
+ ['outputs', 'last_calc_output_parameters', 'convergence_group', 'rms'],
+ ['outputs', 'last_calc_output_parameters', 'convergence_group', 'imix'],
+ ['outputs', 'last_calc_output_parameters', 'convergence_group', 'brymix'],
+ ['outputs', 'last_calc_output_parameters', 'convergence_group', 'qbound'],
+ ['outputs', 'last_calc_output_parameters', 'convergence_group', 'rms_spin'],
+ ['outputs', 'last_calc_output_parameters', 'convergence_group', 'rms_unit'],
+# [...]
diff --git a/lst/imp/tabulator_with_comments.py b/lst/imp/tabulator_with_comments.py
new file mode 100644
index 0000000..f4079a9
--- /dev/null
+++ b/lst/imp/tabulator_with_comments.py
@@ -0,0 +1,11 @@
+import aiida_jutools as jutools
+
+tabulator = jutools.io.tabulator.NodeTabulator()
+table = tabulator.tabulate(group_of_workchains)
+
+# Result e.g. for 50 aiida-kkr impurity workchains: table with 50 rows and 120 columns.
+# This is because in absence of a specified recipe, tabulator has called
+tabulator.autolist(workchain)
+# on one of the workchains and auto-generated an include list of properties from it
+# which equals the command 'tabulate everything', down to a default unpacking level,
+# and then used that include list for tabulation.
diff --git a/table/Step2_workflow-input-params.org b/table/Step2_workflow-input-params.org
new file mode 100644
index 0000000..1d20185
--- /dev/null
+++ b/table/Step2_workflow-input-params.org
@@ -0,0 +1,21 @@
+# # # # #
+# parameter references:
+# - kkr_scf_wc:
+# - https://github.com/JuDFTteam/masci-tools/blob/develop/masci_tools/io/kkr_params.py
+# - https://iffgit.fz-juelich.de/kkr/jukkr/-/wikis/jumu/inputcard_codewords
+# - https://github.com/JuDFTteam/aiida-kkr/blob/develop/aiida_kkr/workflows/kkr_scf.py
+# - kkr_imp_wc (all documented in subworkflow class):
+# - https://github.com/JuDFTteam/aiida-kkr/blob/develop/aiida_kkr/workflows/kkr_imp_sub.py
+# - https://github.com/JuDFTteam/aiida-kkr/blob/develop/aiida_kkr/workflows/kkr_imp.py
+# # # # #
+
+# kkr_scf_wc
+| Parameter | value | default | description |
+|-------------------------+------------+---------+----------------------------------------------------------|
+| ~LMAX~ | 2 | same | angular momentum cutoff |
+| ~NSPIN~ | 2 | same | spin-polarized calculation |
+| ~RMAX~ | 10.0 | same | Madelung sum real-space cutoff |
+| ~GMAX~ | 100.0 | same | Madelung sum reciprocal-space cutoff |
+| ~RUNOPT~ | ~MPIenerg~ | same | parallelize over energies |
+| ~convergence_criterion~ | 1e-08 | same | Lower limit of rms-error in potential to stop iterations |
+| others | default | same | all other parameters |
diff --git a/table/Step2_workflow-input-params.tex b/table/Step2_workflow-input-params.tex
new file mode 100644
index 0000000..022c9cd
--- /dev/null
+++ b/table/Step2_workflow-input-params.tex
@@ -0,0 +1,11 @@
+\begin{tabular}{lrll}
+Parameter & value & default & description\\
+\hline
+\texttt{LMAX} & 2 & same & angular momentum cutoff\\
+\texttt{NSPIN} & 2 & same & spin-polarized calculation\\
+\texttt{RMAX} & 10.0 & same & Madelung sum real-space cutoff\\
+\texttt{GMAX} & 100.0 & same & Madelung sum reciprocal-space cutoff\\
+\texttt{RUNOPT} & \texttt{MPIenerg} & same & parallelize over energies\\
+\texttt{convergence\_criterion} & 1e-08 & same & Lower limit of rms-error in potential to stop iterations\\
+others & default & same & all other parameters\\
+\end{tabular}
diff --git a/table/Step3-4_workflow-input-params.org b/table/Step3-4_workflow-input-params.org
new file mode 100644
index 0000000..19c8191
--- /dev/null
+++ b/table/Step3-4_workflow-input-params.org
@@ -0,0 +1,20 @@
+# # # # #
+# parameter references:
+# - kkr_scf_wc:
+# - https://github.com/JuDFTteam/masci-tools/blob/develop/masci_tools/io/kkr_params.py
+# - https://iffgit.fz-juelich.de/kkr/jukkr/-/wikis/jumu/inputcard_codewords
+# - https://github.com/JuDFTteam/aiida-kkr/blob/develop/aiida_kkr/workflows/kkr_scf.py
+# - kkr_imp_wc (all documented in subworkflow class):
+# - https://github.com/JuDFTteam/aiida-kkr/blob/develop/aiida_kkr/workflows/kkr_imp_sub.py
+# - https://github.com/JuDFTteam/aiida-kkr/blob/develop/aiida_kkr/workflows/kkr_imp.py
+# # # # #
+
+# kkr_imp_wc
+| Parameter | value | default | description |
+|--------------------+---------+---------+--------------------------------------------------------|
+| ~mag_init~ | ~True~ | ~False~ | initialize and converge magnetic calculation |
+| ~nsteps~ | 200 | 50 | number of iterations done per KKR calculation |
+| ~strmix~ | 0.01 | 0.03 | mixing factor of simple mixing (smaller: conservative) |
+| ~aggrmix~ | 0.02 | 0.05 | mixing factor of aggressive mixing |
+| ~retrieve_kkrflex~ | ~True~ | ~False~ | leave kkrflex files on remote (save bandwidth) |
+| others | default | same | all other parameters |
diff --git a/table/Step3-4_workflow-input-params.tex b/table/Step3-4_workflow-input-params.tex
new file mode 100644
index 0000000..18bc4c9
--- /dev/null
+++ b/table/Step3-4_workflow-input-params.tex
@@ -0,0 +1,10 @@
+\begin{tabular}{llll}
+Parameter & value & default & description\\
+\hline
+\texttt{mag\_init} & \texttt{True} & \texttt{False} & initialize and converge magnetic calculation\\
+\texttt{nsteps} & 200 & 50 & number of iterations done per KKR calculation\\
+\texttt{strmix} & 0.01 & 0.03 & mixing factor of simple mixing (smaller: conservative)\\
+\texttt{aggrmix} & 0.02 & 0.05 & mixing factor of aggressive mixing\\
+\texttt{retrieve\_kkrflex} & \texttt{True} & \texttt{False} & leave kkrflex files on remote (save bandwidth)\\
+others & default & same & all other parameters\\
+\end{tabular}
\ No newline at end of file
diff --git a/table/coordination_numbers.org b/table/coordination_numbers.org
new file mode 100644
index 0000000..568e4b3
--- /dev/null
+++ b/table/coordination_numbers.org
@@ -0,0 +1,5 @@
+| structure | #NN | #NNN | \sum |
+|-----------+-----+------+------|
+| bcc | 8 | 6 | 15 |
+| fcc | 12 | 6 | 19 |
+| hcp | 12 | 2 | 15 |
diff --git a/table/coordination_numbers.tex b/table/coordination_numbers.tex
new file mode 100644
index 0000000..305d409
--- /dev/null
+++ b/table/coordination_numbers.tex
@@ -0,0 +1,7 @@
+\begin{tabular}{lrrr}
+system & \#NN & \#NNN & \(\sum\)\\
+\hline
+bcc & 8 & 6 & 15\\
+fcc & 12 & 6 & 19\\
+hcp & 12 & 2 & 15\\
+\end{tabular}
\ No newline at end of file
diff --git a/table/ml-libs.org b/table/ml-libs.org
new file mode 100644
index 0000000..f1e9640
--- /dev/null
+++ b/table/ml-libs.org
@@ -0,0 +1,15 @@
+aml libs table
+
+use https://en.wikibooks.org/wiki/LaTeX/Tables#The_tabulary_package for auto text wrap long lines.
+example in overleaf sandbox
+
+
+
+| Library | State | Created | Active | Category | Descriptors | Estimators | Other features | Citations |
+|---------+-------+---------+------------+----------+-------------+------------+----------------+----------------------------------------------------|
+| [[https://github.com/sirmarcel/cmlkit][cmlkit]] | alpha | 2020 | \markcheck | | | | | \cite{langerRepresentationsMoleculesMaterials2021} |
+| | | | | | | | | |
+Legend:
+- Active: last update not older than a year
+- Category: Categories:
+ -
diff --git a/table/strucrep-props.md b/table/strucrep-props.md
new file mode 100644
index 0000000..d936039
--- /dev/null
+++ b/table/strucrep-props.md
@@ -0,0 +1,9 @@
+| Descriptor | Type | Matrix | Local / global | Finite / periodic systemsq | Hyperparameters |
+|----------------------+------+--------+----------------+----------------------------+-----------------|
+| SortedCoulombMatrix | IC | yes | global | finite | no |
+| SortedEwaldSumMatrix | IC | yes | global | periodic | no |
+| SortedSineMatrix | IC | yes | global | periodic | no |
+| MBTR | IC | no | global | both | yes |
+| Local MBTR | IC | no | local | both | yes |
+| ACSF | IC | no | local | both | yes |
+| SOAP | AD | no | local | both | yes |
diff --git a/table/strucrep-props.tex b/table/strucrep-props.tex
new file mode 100644
index 0000000..32d45e9
--- /dev/null
+++ b/table/strucrep-props.tex
@@ -0,0 +1,18 @@
+% with tabulary: size adjustable, no autoformat to beamertheme
+% (note: if used inside beamer block, size gets auto-adjusted, so
+% in that case, could as well use regular tabular env)
+\begin{tabulary}{0.9\linewidth}{llllll}
+ % \toprule
+ Descriptor & Type & Matrix & Local / global & Finite / periodic
+ & Hyperparameters \\
+ % \hline
+ \midrule
+ SortedCoulombMatrix & IC & yes & global & finite & no \\
+ SortedEwaldSumMatrix & IC & yes & global & periodic & no \\
+ SortedSineMatrix & IC & yes & global & periodic & no \\
+ MBTR & IC & no & global & both & yes \\
+ Local MBTR & IC & no & local & both & yes \\
+ ACSF & IC & no & local & both & yes \\
+ SOAP & AD & no & local & both & yes \\
+ % \bottomrule
+\end{tabulary}
\ No newline at end of file
diff --git a/table/thesis_LOC_count.org b/table/thesis_LOC_count.org
new file mode 100644
index 0000000..610ab2d
--- /dev/null
+++ b/table/thesis_LOC_count.org
@@ -0,0 +1,83 @@
+
+
+
+Date: <2021-10-10 Sun>.
+
+* Method
+Copied all code contributions to masci-tools, aiida-jutools and aiida-kkr-ml
+into separate folder and deleted everything not by me. Then ran LOC counter
+pygount on that.
+* Raw output data from pygount
+
+#+begin_example
+(aiida-kkr2) johannes@joe-9470m:~/pgi/tmp$ pygount ./211010_LOC/ --format=summary
+ Language Files % Code % Comment %
+----------------- ----- ------ ----- ------ ------- ------
+HTML 3 1.01 37810 59.38 1789 11.50
+Python 144 48.32 15030 23.60 13643 87.71
+Text only 10 3.36 10368 16.28 0 0.00
+JSON 13 4.36 145 0.23 0 0.00
+Markdown 3 1.01 98 0.15 2 0.01
+YAML 3 1.01 95 0.15 67 0.43
+reStructuredText 5 1.68 54 0.08 0 0.00
+HTML+Django/Jinja 3 1.01 39 0.06 11 0.07
+Makefile 1 0.34 23 0.04 8 0.05
+Bash 3 1.01 13 0.02 35 0.23
+__unknown__ 93 31.21 0 0.00 0 0.00
+__duplicate__ 14 4.70 0 0.00 0 0.00
+__binary__ 3 1.01 0 0.00 0 0.00
+----------------- ----- ------ ----- ------ ------- ------
+Sum total 298 63675 15555
+(aiida-kkr2) johannes@joe-9470m:~/pgi/tmp$ pygount ./211010_LOC/masci_contributions-wasmer/ --format=summary
+Language Files % Code % Comment %
+--------- ----- ------ ---- ------ ------- ------
+Python 12 100.00 2227 100.00 1422 100.00
+--------- ----- ------ ---- ------ ------- ------
+Sum total 12 2227 1422
+(aiida-kkr2) johannes@joe-9470m:~/pgi/tmp$ pygount ./211010_LOC/jutools_contributions-wasmer/ --format=summary
+ Language Files % Code % Comment %
+---------------- ----- ------ ---- ------ ------- ------
+Python 43 71.67 3428 95.14 2659 99.63
+reStructuredText 5 8.33 54 1.50 0 0.00
+Markdown 1 1.67 50 1.39 2 0.07
+Text only 5 8.33 34 0.94 0 0.00
+Makefile 1 1.67 23 0.64 8 0.30
+JSON 1 1.67 14 0.39 0 0.00
+__unknown__ 3 5.00 0 0.00 0 0.00
+__binary__ 1 1.67 0 0.00 0 0.00
+---------------- ----- ------ ---- ------ ------- ------
+Sum total 60 3603 2669
+(aiida-kkr2) johannes@joe-9470m:~/pgi/tmp$ pygount ./211010_LOC/aiida-kkr-ml/ --format=summary
+ Language Files % Code % Comment %
+----------------- ----- ------ ----- ------ ------- ------
+HTML 3 1.33 37810 65.36 1789 15.61
+Text only 5 2.21 10334 17.86 0 0.00
+Python 89 39.38 9375 16.21 9562 83.41
+JSON 12 5.31 131 0.23 0 0.00
+YAML 3 1.33 95 0.16 67 0.58
+Markdown 2 0.88 48 0.08 0 0.00
+HTML+Django/Jinja 3 1.33 39 0.07 11 0.10
+Bash 3 1.33 13 0.02 35 0.31
+__unknown__ 90 39.82 0 0.00 0 0.00
+__duplicate__ 14 6.19 0 0.00 0 0.00
+__binary__ 2 0.88 0 0.00 0 0.00
+----------------- ----- ------ ----- ------ ------- ------
+Sum total 226 57845 11464
+#+end_example
+
+* Results tabulated
+
+Date: <2021-10-10 Sun>.
+
+| Library | LOC code | LOC documentation | sum |
+|-----------------+----------+-------------------+-------|
+| ~masci-tools~ | 2227 | 1422 | 3649 |
+| ~aiida-jutools~ | 3428 | 2659 | 6087 |
+| ~aiida-kkr-ml~ | 9375 | 9562 | 18937 |
+|-----------------+----------+-------------------+-------|
+| sum | 15030 | 13643 | 28673 |
+#+TBLFM: @5$2=vsum(@2$2..@4$2)::@5$3=vsum(@2$3..@4$3)::@5$4=vsum(@2$4..@4$4)
+
+info on metrics:
+- http://www.projectcodemeter.com/cost_estimation/help/GL_sloc.htm
+- https://pygount.readthedocs.io/en/latest/index.html
diff --git a/table/thesis_LOC_count_table.org b/table/thesis_LOC_count_table.org
new file mode 100644
index 0000000..c9b470d
--- /dev/null
+++ b/table/thesis_LOC_count_table.org
@@ -0,0 +1,9 @@
+| Library | LOC code | LOC documentation | Sum |
+|-----------------+----------+-------------------+-------|
+| ~masci-tools~ | 2227 | 1422 | 3649 |
+| ~aiida-jutools~ | 3428 | 2659 | 6087 |
+| ~aiida-kkr-ml~ | 9375 | 9562 | 18937 |
+|-----------------+----------+-------------------+-------|
+| Sum | 15030 | 13643 | 28673 |
+#+TBLFM: @5$2=vsum(@2$2..@4$2)::@5$3=vsum(@2$3..@4$3)::@5$4=vsum(@2$4..@4$4)
+# Date: <2021-10-10 Sun>.
diff --git a/table/thesis_LOC_count_table.tex b/table/thesis_LOC_count_table.tex
new file mode 100644
index 0000000..9a9962c
--- /dev/null
+++ b/table/thesis_LOC_count_table.tex
@@ -0,0 +1,9 @@
+\begin{tabular}{lrrr}
+Library & LOC code & LOC documentation & Sum\\
+\hline
+\texttt{masci-tools} & 2227 & 1422 & 3649\\
+\texttt{aiida-jutools} & 3428 & 2659 & 6087\\
+\texttt{aiida-kkr-ml} & 9375 & 9562 & 18937\\
+\hline
+Sum & 15030 & 13643 & 28673\\
+\end{tabular}
--
GitLab