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README.md ADDED
@@ -0,0 +1,1221 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
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+ dtype: int64
574
+ - name: sBH2_Avg
575
+ dtype: int64
576
+ - name: ssBH_Avg
577
+ dtype: int64
578
+ - name: sssB_Avg
579
+ dtype: int64
580
+ - name: ssssBm_Avg
581
+ dtype: int64
582
+ - name: sCH3_Avg
583
+ dtype: float64
584
+ - name: dCH2_Avg
585
+ dtype: int64
586
+ - name: ssCH2_Avg
587
+ dtype: float64
588
+ - name: tCH_Avg
589
+ dtype: int64
590
+ - name: dsCH_Avg
591
+ dtype: float64
592
+ - name: aaCH_Avg
593
+ dtype: float64
594
+ - name: sssCH_Avg
595
+ dtype: float64
596
+ - name: ddC_Avg
597
+ dtype: int64
598
+ - name: tsC_Avg
599
+ dtype: float64
600
+ - name: dssC_Avg
601
+ dtype: float64
602
+ - name: aasC_Avg
603
+ dtype: float64
604
+ - name: aaaC_Avg
605
+ dtype: float64
606
+ - name: ssssC_Avg
607
+ dtype: float64
608
+ - name: sNH3_Avg
609
+ dtype: float64
610
+ - name: sNH2_Avg
611
+ dtype: float64
612
+ - name: ssNH2_Avg
613
+ dtype: float64
614
+ - name: dNH_Avg
615
+ dtype: int64
616
+ - name: ssNH_Avg
617
+ dtype: float64
618
+ - name: aaNH_Avg
619
+ dtype: float64
620
+ - name: tN_Avg
621
+ dtype: float64
622
+ - name: sssNH_Avg
623
+ dtype: int64
624
+ - name: dsN_Avg
625
+ dtype: float64
626
+ - name: aaN_Avg
627
+ dtype: float64
628
+ - name: sssN_Avg
629
+ dtype: float64
630
+ - name: ddsN_Avg
631
+ dtype: int64
632
+ - name: aasN_Avg
633
+ dtype: float64
634
+ - name: ssssN_Avg
635
+ dtype: int64
636
+ - name: daaN_Avg
637
+ dtype: int64
638
+ - name: sOH_Avg
639
+ dtype: float64
640
+ - name: dO_Avg
641
+ dtype: float64
642
+ - name: ssO_Avg
643
+ dtype: float64
644
+ - name: aaO_Avg
645
+ dtype: float64
646
+ - name: aOm_Avg
647
+ dtype: float64
648
+ - name: sOm_Avg
649
+ dtype: float64
650
+ - name: sF_Avg
651
+ dtype: float64
652
+ - name: sSiH3_Avg
653
+ dtype: int64
654
+ - name: ssSiH2_Avg
655
+ dtype: int64
656
+ - name: sssSiH_Avg
657
+ dtype: int64
658
+ - name: ssssSi_Avg
659
+ dtype: int64
660
+ - name: sPH2_Avg
661
+ dtype: int64
662
+ - name: ssPH_Avg
663
+ dtype: int64
664
+ - name: sssP_Avg
665
+ dtype: int64
666
+ - name: dsssP_Avg
667
+ dtype: int64
668
+ - name: ddsP_Avg
669
+ dtype: int64
670
+ - name: sssssP_Avg
671
+ dtype: int64
672
+ - name: sSH_Avg
673
+ dtype: int64
674
+ - name: dS_Avg
675
+ dtype: int64
676
+ - name: ssS_Avg
677
+ dtype: float64
678
+ - name: aaS_Avg
679
+ dtype: float64
680
+ - name: dssS_Avg
681
+ dtype: float64
682
+ - name: ddssS_Avg
683
+ dtype: float64
684
+ - name: ssssssS_Avg
685
+ dtype: int64
686
+ - name: Sm_Avg
687
+ dtype: int64
688
+ - name: sCl_Avg
689
+ dtype: float64
690
+ - name: sGeH3_Avg
691
+ dtype: int64
692
+ - name: ssGeH2_Avg
693
+ dtype: int64
694
+ - name: sssGeH_Avg
695
+ dtype: int64
696
+ - name: ssssGe_Avg
697
+ dtype: int64
698
+ - name: sAsH2_Avg
699
+ dtype: int64
700
+ - name: ssAsH_Avg
701
+ dtype: int64
702
+ - name: sssAs_Avg
703
+ dtype: int64
704
+ - name: dsssAs_Avg
705
+ dtype: int64
706
+ - name: ddsAs_Avg
707
+ dtype: int64
708
+ - name: sssssAs_Avg
709
+ dtype: int64
710
+ - name: sSeH_Avg
711
+ dtype: int64
712
+ - name: dSe_Avg
713
+ dtype: int64
714
+ - name: ssSe_Avg
715
+ dtype: int64
716
+ - name: aaSe_Avg
717
+ dtype: int64
718
+ - name: dssSe_Avg
719
+ dtype: int64
720
+ - name: ssssssSe_Avg
721
+ dtype: int64
722
+ - name: ddssSe_Avg
723
+ dtype: int64
724
+ - name: sBr_Avg
725
+ dtype: int64
726
+ - name: sSnH3_Avg
727
+ dtype: int64
728
+ - name: ssSnH2_Avg
729
+ dtype: int64
730
+ - name: sssSnH_Avg
731
+ dtype: int64
732
+ - name: ssssSn_Avg
733
+ dtype: int64
734
+ - name: sI_Avg
735
+ dtype: float64
736
+ - name: sPbH3_Avg
737
+ dtype: int64
738
+ - name: ssPbH2_Avg
739
+ dtype: int64
740
+ - name: sssPbH_Avg
741
+ dtype: int64
742
+ - name: ssssPb_Avg
743
+ dtype: int64
744
+ - name: First Zagreb (ZM1)
745
+ dtype: int64
746
+ - name: First Zagreb index by valence vertex degrees (ZM1V)
747
+ dtype: float64
748
+ - name: Second Zagreb (ZM2)
749
+ dtype: int64
750
+ - name: Second Zagreb index by valence vertex degrees (ZM2V)
751
+ dtype: float64
752
+ - name: Polarity (Pol)
753
+ dtype: int64
754
+ - name: Narumi Simple Topological (NST)
755
+ dtype: float64
756
+ - name: Narumi Harmonic Topological (NHT)
757
+ dtype: float64
758
+ - name: Narumi Geometric Topological (NGT)
759
+ dtype: float64
760
+ - name: Total structure connectivity (TSC)
761
+ dtype: float64
762
+ - name: Wiener (W)
763
+ dtype: int64
764
+ - name: Mean Wiener (MW)
765
+ dtype: float64
766
+ - name: Xu (Xu)
767
+ dtype: float64
768
+ - name: Quadratic (QIndex)
769
+ dtype: int64
770
+ - name: Radial centric (RC)
771
+ dtype: float64
772
+ - name: Mean Square Distance Balaban (MSDB)
773
+ dtype: float64
774
+ - name: Superpendentic (SP)
775
+ dtype: float64
776
+ - name: Harary (Har)
777
+ dtype: float64
778
+ - name: Log of product of row sums (LPRS)
779
+ dtype: float64
780
+ - name: Pogliani (Pog)
781
+ dtype: float64
782
+ - name: Schultz Molecular Topological (SMT)
783
+ dtype: int64
784
+ - name: Schultz Molecular Topological by valence vertex degrees (SMTV)
785
+ dtype: float64
786
+ - name: Mean Distance Degree Deviation (MDDD)
787
+ dtype: float64
788
+ - name: Ramification (Ram)
789
+ dtype: int64
790
+ - name: Gutman Molecular Topological (GMT)
791
+ dtype: int64
792
+ - name: Gutman MTI by valence vertex degrees (GMTV)
793
+ dtype: float64
794
+ - name: Average vertex distance degree (AVDD)
795
+ dtype: float64
796
+ - name: Unipolarity (UP)
797
+ dtype: int64
798
+ - name: Centralization (CENT)
799
+ dtype: int64
800
+ - name: Variation (VAR)
801
+ dtype: int64
802
+ - name: Molecular electrotopological variation (MEV)
803
+ dtype: float64
804
+ - name: Maximal electrotopological positive variation (MEPV)
805
+ dtype: float64
806
+ - name: Maximal electrotopological negative variation (MENV)
807
+ dtype: float64
808
+ - name: Eccentric connectivity (ECCc)
809
+ dtype: int64
810
+ - name: Eccentricity (ECC)
811
+ dtype: int64
812
+ - name: Average eccentricity (AECC)
813
+ dtype: float64
814
+ - name: Eccentric (DECC)
815
+ dtype: float64
816
+ - name: Valence connectivity index chi-0 (vX0)
817
+ dtype: float64
818
+ - name: Valence connectivity index chi-1 (vX1)
819
+ dtype: float64
820
+ - name: Valence connectivity index chi-2 (vX2)
821
+ dtype: float64
822
+ - name: Valence connectivity index chi-3 (vX3)
823
+ dtype: float64
824
+ - name: Valence connectivity index chi-4 (vX4)
825
+ dtype: float64
826
+ - name: Valence connectivity index chi-5 (vX5)
827
+ dtype: float64
828
+ - name: Average valence connectivity index chi-0 (AvX0)
829
+ dtype: float64
830
+ - name: Average valence connectivity index chi-1 (AvX1)
831
+ dtype: float64
832
+ - name: Average valence connectivity index chi-2 (AvX2)
833
+ dtype: float64
834
+ - name: Average valence connectivity index chi-3 (AvX3)
835
+ dtype: float64
836
+ - name: Average valence connectivity index chi-4 (AvX4)
837
+ dtype: float64
838
+ - name: Average valence connectivity index chi-5 (AvX5)
839
+ dtype: float64
840
+ - name: Quasi Wiener (QW)
841
+ dtype: float64
842
+ - name: First Mohar (FM)
843
+ dtype: float64
844
+ - name: Second Mohar (SM)
845
+ dtype: float64
846
+ - name: Spanning tree number (STN)
847
+ dtype: int64
848
+ - name: Kier benzene-likeliness index (KBLI)
849
+ dtype: float64
850
+ - name: Topological charge index of order 1 (TCI1)
851
+ dtype: float64
852
+ - name: Topological charge index of order 2 (TCI2)
853
+ dtype: float64
854
+ - name: Topological charge index of order 3 (TCI3)
855
+ dtype: float64
856
+ - name: Topological charge index of order 4 (TCI4)
857
+ dtype: float64
858
+ - name: Topological charge index of order 5 (TCI5)
859
+ dtype: float64
860
+ - name: Topological charge index of order 6 (TCI6)
861
+ dtype: float64
862
+ - name: Topological charge index of order 7 (TCI7)
863
+ dtype: float64
864
+ - name: Topological charge index of order 8 (TCI8)
865
+ dtype: float64
866
+ - name: Topological charge index of order 9 (TCI9)
867
+ dtype: float64
868
+ - name: Topological charge index of order 10 (TCI10)
869
+ dtype: float64
870
+ - name: Mean topological charge index of order 1 (MTCI1)
871
+ dtype: float64
872
+ - name: Mean topological charge index of order 2 (MTCI2)
873
+ dtype: float64
874
+ - name: Mean topological charge index of order 3 (MTCI3)
875
+ dtype: float64
876
+ - name: Mean topological charge index of order 4 (MTCI4)
877
+ dtype: float64
878
+ - name: Mean topological charge index of order 5 (MTCI5)
879
+ dtype: float64
880
+ - name: Mean topological charge index of order 6 (MTCI6)
881
+ dtype: float64
882
+ - name: Mean topological charge index of order 7 (MTCI7)
883
+ dtype: float64
884
+ - name: Mean topological charge index of order 8 (MTCI8)
885
+ dtype: float64
886
+ - name: Mean topological charge index of order 9 (MTCI9)
887
+ dtype: float64
888
+ - name: Mean topological charge index of order 10 (MTCI10)
889
+ dtype: float64
890
+ - name: Global topological charge (GTC)
891
+ dtype: float64
892
+ - name: Hyper-distance-path index (HDPI)
893
+ dtype: int64
894
+ - name: Reciprocal hyper-distance-path index (RHDPI)
895
+ dtype: float64
896
+ - name: Square reciprocal distance sum (SRDS)
897
+ dtype: float64
898
+ - name: Modified Randic connectivity (MRC)
899
+ dtype: float64
900
+ - name: Balaban centric (BC)
901
+ dtype: int64
902
+ - name: Lopping centric (LC)
903
+ dtype: int64
904
+ - name: Kier Hall electronegativity (KHE)
905
+ dtype: float64
906
+ - name: Sum of topological distances between N..N (STD(N N))
907
+ dtype: int64
908
+ - name: Sum of topological distances between N..O (STD(N O))
909
+ dtype: int64
910
+ - name: Sum of topological distances between N..S (STD(N S))
911
+ dtype: int64
912
+ - name: Sum of topological distances between N..P (STD(N P))
913
+ dtype: int64
914
+ - name: Sum of topological distances between N..F (STD(N F))
915
+ dtype: int64
916
+ - name: Sum of topological distances between N..Cl (STD(N Cl))
917
+ dtype: int64
918
+ - name: Sum of topological distances between N..Br (STD(N Br))
919
+ dtype: int64
920
+ - name: Sum of topological distances between N..I (STD(N I))
921
+ dtype: int64
922
+ - name: Sum of topological distances between O..O (STD(O O))
923
+ dtype: int64
924
+ - name: Sum of topological distances between O..S (STD(O S))
925
+ dtype: int64
926
+ - name: Sum of topological distances between O..P (STD(O P))
927
+ dtype: int64
928
+ - name: Sum of topological distances between O..F (STD(O F))
929
+ dtype: int64
930
+ - name: Sum of topological distances between O..Cl (STD(O Cl))
931
+ dtype: int64
932
+ - name: Sum of topological distances between O..Br (STD(O Br))
933
+ dtype: int64
934
+ - name: Sum of topological distances between O..I (STD(O I))
935
+ dtype: int64
936
+ - name: Sum of topological distances between S..S (STD(S S))
937
+ dtype: int64
938
+ - name: Sum of topological distances between S..P (STD(S P))
939
+ dtype: int64
940
+ - name: Sum of topological distances between S..F (STD(S F))
941
+ dtype: int64
942
+ - name: Sum of topological distances between S..Cl (STD(S Cl))
943
+ dtype: int64
944
+ - name: Sum of topological distances between S..Br (STD(S Br))
945
+ dtype: int64
946
+ - name: Sum of topological distances between S..I (STD(S I))
947
+ dtype: int64
948
+ - name: Sum of topological distances between P..P (STD(P P))
949
+ dtype: int64
950
+ - name: Sum of topological distances between P..F (STD(P F))
951
+ dtype: int64
952
+ - name: Sum of topological distances between P..Cl (STD(P Cl))
953
+ dtype: int64
954
+ - name: Sum of topological distances between P..Br (STD(P Br))
955
+ dtype: int64
956
+ - name: Sum of topological distances between P..I (STD(P I))
957
+ dtype: int64
958
+ - name: Sum of topological distances between F..F (STD(F F))
959
+ dtype: int64
960
+ - name: Sum of topological distances between F..Cl (STD(F Cl))
961
+ dtype: int64
962
+ - name: Sum of topological distances between F..Br (STD(F Br))
963
+ dtype: int64
964
+ - name: Sum of topological distances between F..I (STD(F I))
965
+ dtype: int64
966
+ - name: Sum of topological distances between Cl..Cl (STD(Cl Cl))
967
+ dtype: int64
968
+ - name: Sum of topological distances between Cl..Br (STD(Cl Br))
969
+ dtype: int64
970
+ - name: Sum of topological distances between Cl..I (STD(Cl I))
971
+ dtype: int64
972
+ - name: Sum of topological distances between Br..Br (STD(Br Br))
973
+ dtype: int64
974
+ - name: Sum of topological distances between Br..I (STD(Br I))
975
+ dtype: int64
976
+ - name: Sum of topological distances between I..I (STD(I I))
977
+ dtype: int64
978
+ - name: Wiener-type index from Z weighted distance matrix - Barysz matrix (WhetZ)
979
+ dtype: float64
980
+ - name: Wiener-type index from electronegativity weighted distance matrix (Whete)
981
+ dtype: float64
982
+ - name: Wiener-type index from mass weighted distance matrix (Whetm)
983
+ dtype: float64
984
+ - name: Wiener-type index from van der waals weighted distance matrix (Whetv)
985
+ dtype: float64
986
+ - name: Wiener-type index from polarizability weighted distance matrix (Whetp)
987
+ dtype: float64
988
+ - name: Balaban-type index from Z weighted distance matrix - Barysz matrix (JhetZ)
989
+ dtype: float64
990
+ - name: Balaban-type index from electronegativity weighted distance matrix (Jhete)
991
+ dtype: float64
992
+ - name: Balaban-type index from mass weighted distance matrix (Jhetm)
993
+ dtype: float64
994
+ - name: Balaban-type index from van der waals weighted distance matrix (Jhetv)
995
+ dtype: float64
996
+ - name: Balaban-type index from polarizability weighted distance matrix (Jhetp)
997
+ dtype: float64
998
+ - name: Topological diameter (TD)
999
+ dtype: int64
1000
+ - name: Topological radius (TR)
1001
+ dtype: int64
1002
+ - name: Petitjean 2D shape (PJ2DS)
1003
+ dtype: float64
1004
+ - name: Balaban distance connectivity index (J)
1005
+ dtype: float64
1006
+ - name: Solvation connectivity index chi-0 (SCIX0)
1007
+ dtype: float64
1008
+ - name: Solvation connectivity index chi-1 (SCIX1)
1009
+ dtype: float64
1010
+ - name: Solvation connectivity index chi-2 (SCIX2)
1011
+ dtype: float64
1012
+ - name: Solvation connectivity index chi-3 (SCIX3)
1013
+ dtype: float64
1014
+ - name: Solvation connectivity index chi-4 (SCIX4)
1015
+ dtype: float64
1016
+ - name: Solvation connectivity index chi-5 (SCIX5)
1017
+ dtype: float64
1018
+ - name: Connectivity index chi-0 (CIX0)
1019
+ dtype: float64
1020
+ - name: Connectivity chi-1 [Randic connectivity] (CIX1)
1021
+ dtype: float64
1022
+ - name: Connectivity index chi-2 (CIX2)
1023
+ dtype: float64
1024
+ - name: Connectivity index chi-3 (CIX3)
1025
+ dtype: float64
1026
+ - name: Connectivity index chi-4 (CIX4)
1027
+ dtype: float64
1028
+ - name: Connectivity index chi-5 (CIX5)
1029
+ dtype: float64
1030
+ - name: Average connectivity index chi-0 (ACIX0)
1031
+ dtype: float64
1032
+ - name: Average connectivity index chi-1 (ACIX1)
1033
+ dtype: float64
1034
+ - name: Average connectivity index chi-2 (ACIX2)
1035
+ dtype: float64
1036
+ - name: Average connectivity index chi-3 (ACIX3)
1037
+ dtype: float64
1038
+ - name: Average connectivity index chi-4 (ACIX4)
1039
+ dtype: float64
1040
+ - name: Average connectivity index chi-5 (ACIX5)
1041
+ dtype: float64
1042
+ - name: reciprocal distance Randic-type index (RDR)
1043
+ dtype: float64
1044
+ - name: reciprocal distance square Randic-type index (RDSR)
1045
+ dtype: float64
1046
+ - name: 1-path Kier alpha-modified shape index (KAMS1)
1047
+ dtype: float64
1048
+ - name: 2-path Kier alpha-modified shape index (KAMS2)
1049
+ dtype: float64
1050
+ - name: 3-path Kier alpha-modified shape index (KAMS3)
1051
+ dtype: float64
1052
+ - name: Kier flexibility (KF)
1053
+ dtype: float64
1054
+ - name: path/walk 2 - Randic shape index (RSIpw2)
1055
+ dtype: float64
1056
+ - name: path/walk 3 - Randic shape index (RSIpw3)
1057
+ dtype: float64
1058
+ - name: path/walk 4 - Randic shape index (RSIpw4)
1059
+ dtype: float64
1060
+ - name: path/walk 5 - Randic shape index (RSIpw5)
1061
+ dtype: float64
1062
+ - name: E-state topological parameter (ETP)
1063
+ dtype: float64
1064
+ - name: Ring Count 3 (RNGCNT3)
1065
+ dtype: int64
1066
+ - name: Ring Count 4 (RNGCNT4)
1067
+ dtype: int64
1068
+ - name: Ring Count 5 (RNGCNT5)
1069
+ dtype: int64
1070
+ - name: Ring Count 6 (RNGCNT6)
1071
+ dtype: int64
1072
+ - name: Ring Count 7 (RNGCNT7)
1073
+ dtype: int64
1074
+ - name: Ring Count 8 (RNGCNT8)
1075
+ dtype: int64
1076
+ - name: Ring Count 9 (RNGCNT9)
1077
+ dtype: int64
1078
+ - name: Ring Count 10 (RNGCNT10)
1079
+ dtype: int64
1080
+ - name: Ring Count 11 (RNGCNT11)
1081
+ dtype: int64
1082
+ - name: Ring Count 12 (RNGCNT12)
1083
+ dtype: int64
1084
+ - name: Ring Count 13 (RNGCNT13)
1085
+ dtype: int64
1086
+ - name: Ring Count 14 (RNGCNT14)
1087
+ dtype: int64
1088
+ - name: Ring Count 15 (RNGCNT15)
1089
+ dtype: int64
1090
+ - name: Ring Count 16 (RNGCNT16)
1091
+ dtype: int64
1092
+ - name: Ring Count 17 (RNGCNT17)
1093
+ dtype: int64
1094
+ - name: Ring Count 18 (RNGCNT18)
1095
+ dtype: int64
1096
+ - name: Ring Count 19 (RNGCNT19)
1097
+ dtype: int64
1098
+ - name: Ring Count 20 (RNGCNT20)
1099
+ dtype: int64
1100
+ - name: Atom Count (ATMCNT)
1101
+ dtype: int64
1102
+ - name: Bond Count (BNDCNT)
1103
+ dtype: int64
1104
+ - name: Atoms in Ring System (ATMRNGCNT)
1105
+ dtype: int64
1106
+ - name: Bonds in Ring System (BNDRNGCNT)
1107
+ dtype: int64
1108
+ - name: Cyclomatic number (CYCLONUM)
1109
+ dtype: int64
1110
+ - name: Number of ring systems (NRS)
1111
+ dtype: int64
1112
+ - name: Normalized number of ring systems (NNRS)
1113
+ dtype: float64
1114
+ - name: Ring Fusion degree (RFD)
1115
+ dtype: float64
1116
+ - name: Ring perimeter (RNGPERM)
1117
+ dtype: int64
1118
+ - name: Ring bridge count (RNGBDGE)
1119
+ dtype: int64
1120
+ - name: Molecule cyclized degree (MCD)
1121
+ dtype: float64
1122
+ - name: Ring Fusion density (RFDELTA)
1123
+ dtype: float64
1124
+ - name: Ring complexity index (RCI)
1125
+ dtype: float64
1126
+ - name: Van der Waals surface area (VSA)
1127
+ dtype: float64
1128
+ - name: MR1 (MR1)
1129
+ dtype: float64
1130
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