Dar, C++ (gcc) - rextester

Dar

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//g++  7.4.0

const int GW = 10; //grid width
const int GL = 10; //grid length
const int GENES = 16; //number of genes per robot
const int GENELEN=5; //length of each gene
const int GN = 0; //empty grid cell
const int GB = 9; //battery grid cell
const int GDC = 5; //used in gene to match any cell
const int GWA = 1; //wall grid cell (out-of-bounds assumed wall)
//array of view codes that can go in gene
const int VC[4]={GN,GB,GWA,GDC};
const int NVC=4;
//directions and the random direction
const int UP=1;
const int LEFT=2;
const int RIGHT=3;
const int DOWN=4;
const int RANDDIR=5;
const int NDC =5; //number of direction codes including the code for random direction
const int MOVECODES[5]={UP,LEFT,RIGHT,DOWN,RANDDIR};
const int NR=200; //number of robots in each generation
const double PERCBAT = 0.4; //proportion of batteries in grid
const int GENERATIONS = 2000;
const double MUTRATE=0.05;
const int INITEN=5; //initial energy of a robot

#include <iostream>
class Grid { 
  int g[GW][GL]; //g[x][y] is cell at (x,y)
//recursively place a battery than k-1 batteries
void randbat(int k){
  int x,y;
  if (k==0) return;
  else do {
    x=rand()%GW; 
    y=rand()%GL;
  } while(g[x][y] != GN);
  g[x][y]=GB;
  randbat(k-1);
}
public:
  //random Grid with perc rate of batteries
Grid(double perc) {
  for (int y=0; y<GL; y++) 
    for (int x=0; x<GW;x++)
       g[x][y]=0;
  int k=(GW*GL)*perc;
  randbat(k);
}
//get code of cell at (x,y) so out-of-bounds is a wall
int getcode(int x, int y) {
  if ((x>=GW)||(x<0)||(y>=GL)||(y<0)) return GWA;
  else return g[x][y];
}
//get codes of cells north, west, east, and south of 
//(x,y) and pack into pre-allocated array of 4 ints
void getnwes(int x, int y, int* into) {
  into[0]=getcode(x,y-1);
  into[1]=getcode(x-1,y);
  into[2]=getcode(x+1,y);
  into[3]=getcode(x,y+1);
}
//for debugging, print the grid
void print() {
  for (int y=0;y<GL;y++) {
    for (int x=0;x<GW;x++) {
      std::cout<<g[x][y];
    }
    std::cout<<std::endl;
  }
}
//creature munches
//deplete battery there accordingly if any
//return energy munched
  int munch(int x, int y) {
     if (g[x][y]==GB) {g[x][y]=GN; return 1;}
     else return 0;
  }
  int cango(int x, int y) {
    return (getcode(x,y)!=GWA);
  }

//for debugging, print codes for sensor at (x,y)
void printcodes(int x, int y) {
  int a[4];
  getnwes(x,y,a);
  for(int i=0;i<4;i++)
    std::cout<<a[i];
  }
//end class
};

//robot
class Rb {
  int genes[GENES][GENELEN];
  int energy;
  int x,y;
  int movesmade;
  void randplace() {
    x=rand()%GW;
    y=rand()%GL;
  }
 void randgene(int* g) {
   //first 4 codes are one of nothing,wall,battery,or don't care
   for (int i=0;i<4;i++) {
     g[i]=VC[rand()%NVC];
   }
   //5th code is a (non-zero) direction code
   g[4]=MOVECODES[rand()%NDC];
}
public:
Rb() {
      for (int g=0;g<GENES;g++) {
         randgene(genes[g]);
      }
      randplace();
      movesmade=0;
      energy=INITEN;
}
int activategene(int*view,int*gene){
   for (int i=0;i<4;i++) {
      if (view[i]!=gene[i]&&gene[i]!=GDC) return 0;
   }
   return gene[GENELEN-1];
}
//look up a move given a view
//if no gene matches, return last gene's move
int lookup(int* view) {
    int move;
    for (int i=0;i<GENELEN;i++) {
       move=activategene(view, genes[i]);
       if (move!=0) return move;
    }
    //if there are gene activations assume the last gene is activated
    return genes[GENES-1][GENELEN-1];
}
void reset() {
    randplace();
    movesmade=0;
    energy=INITEN;
 }
void go(Grid*gr) {
  if (energy<0) return;
  int view[4]; 
  int move;
  int x2, y2;
  gr->getnwes(x,y,view);
  move=lookup(view);
  //if move represents a random move then 
  //the move becomes a random move
  if (move==RANDDIR) {
     int ds[4]={UP,LEFT,RIGHT,DOWN};
     move=ds[rand()%4];
  }
  y2=y;x2=x;
  switch(move) {
     case(UP): y2--;break;
     case(LEFT): x2--; break;
     case(RIGHT): x2++; break;
     case(DOWN): y2++; break;
  }
  //if can go then go
  if (gr->cango(x2,y2)) {x=x2;y=y2;}
  //and always increment moves made
  movesmade++;
  //return energy
  energy+=gr->munch(x,y);
  energy--;
  go(gr);
}
void mutate(int z) {
  int code=rand()%GENELEN;
  const int* source=VC; //array to copy from
  int l=NVC;           //length of array to copy from
  if (code==GENELEN-1) {
    source=MOVECODES;
    l=NDC;
  }
  genes[z][code]=source[rand()%l];
}
 
void printgenes() {
  for (int g=0; g<GENES;g++) {
    for (int i=0; i<GENELEN; i++) {
      std::cout<<genes[g][i]<<" ";
    }
    std::cout<<std::endl;
  }
}
void printstats() {
  std::cout<<"x: "<<x<<" y: "<<y<<" E: "<<energy+1<<" Score: "<<movesmade<<std::endl;
}
int moves() {return movesmade;}
Rb mate(Rb pa) {
  Rb baby;
  int i=0;
  Rb *source=this;
  for (i=0;i<GENES;i++) {
    for(int i2=0;i2<GENELEN;i2++) {
       if(i>=GENES/2) source=&pa;
       baby.genes[i][i2]=source->genes[i][i2];
    }
  }
  return baby;
}
//end class
};

class Breeder {
  Rb rs[NR]; //the 200 robots
  double avg[GENERATIONS];
Grid newgrid() {
  Grid g(PERCBAT);
  return g;
}
void runrs(int gennum) {
  if (gennum>=GENERATIONS) return;
  double tot=0.0;
  for (int i=0; i<NR; i++) {
     Grid g=newgrid();
     rs[i].reset();
     rs[i].go(&g);
     tot+=rs[i].moves();
  }
  avg[gennum]=tot/(double)NR;
  sort();
  breed();
  runrs(gennum+1);
}
void sort() {
  Rb temp;
  for (int i=0;i<NR-1;i++) {
    for (int i2=i+1;i2<NR;i2++) {
       if (rs[i].moves()<rs[i2].moves()) {
         temp=rs[i];
         rs[i]=rs[i2];
         rs[i2]=temp;
      }
    }
  }
}
void breed() {
  //do the gene combining perfectly
  for(int i=0;i<NR/2;i=i+2) {
    rs[i+NR/2]=rs[i].mate(rs[i+1]);
    rs[i+NR/2+1]=rs[i+1].mate(rs[i]);
  }
  //make some mutants
  int m[(int)(NR*MUTRATE*GENES)]; //array of individual gene numbers in the population
  for (int i=0; i<NR*MUTRATE*GENES;i++) {
    int in;
    do {
       in=0;
       m[i]=rand()%(NR*GENES);
       for(int i2=0;i2<i;i2++) if (m[i2]==m[i]) in=1;
     } while (in);
     rs[i/GENES].mutate(i%GENES);
   }
}
public:
Breeder() {
  runrs(0);
}
void print() {
  for (int i=0;i<GENERATIONS;i++) {
    std::cout<<"Generation "<<1+i<<" average "<<avg[i]<<std::endl;
  }
  rs[0].printgenes();
  std::cout<<rs[0].moves()<<std::endl;
}
};

int main()
{
    srand(time(NULL));
    Breeder b;
    b.print();
}

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Compilation time: 0.82 sec, absolute running time: 1.4 sec, cpu time: 1.35 sec, memory peak: 5 Mb, absolute service time: 2,33 sec

Generation 0 average 8.03 Generation 1 average 7.95 Generation 2 average 8.04 Generation 3 average 7.955 Generation 4 average 7.975 Generation 5 average 8.12 Generation 6 average 8.01 Generation 7 average 8.145 Generation 8 average 8.11 Generation 9 average 8.35 Generation 10 average 8.275 Generation 11 average 8.6 Generation 12 average 8.36 Generation 13 average 8.7 Generation 14 average 8.395 Generation 15 average 8.925 Generation 16 average 9.09 Generation 17 average 9.16 Generation 18 average 9.11 Generation 19 average 9.17 Generation 20 average 9.455 Generation 21 average 9.59 Generation 22 average 9.565 Generation 23 average 9.605 Generation 24 average 9.755 Generation 25 average 10.06 Generation 26 average 9.915 Generation 27 average 10.21 Generation 28 average 10.16 Generation 29 average 10.005 Generation 30 average 10.01 Generation 31 average 10.295 Generation 32 average 10.13 Generation 33 average 10.125 Generation 34 average 10.05 Generation 35 average 10.3 Generation 36 average 10.38 Generation 37 average 10.195 Generation 38 average 10.145 Generation 39 average 10.2 Generation 40 average 10.24 Generation 41 average 9.995 Generation 42 average 10.405 Generation 43 average 9.945 Generation 44 average 10.29 Generation 45 average 10.35 Generation 46 average 9.985 Generation 47 average 10.325 Generation 48 average 10.15 Generation 49 average 10.55 Generation 50 average 10.395 Generation 51 average 9.93 Generation 52 average 10.515 Generation 53 average 9.825 Generation 54 average 10.115 Generation 55 average 9.96 Generation 56 average 10.12 Generation 57 average 10.34 Generation 58 average 10.08 Generation 59 average 10.19 Generation 60 average 10.025 Generation 61 average 9.99 Generation 62 average 9.805 Generation 63 average 10.11 Generation 64 average 10.165 Generation 65 average 10.145 Generation 66 average 10.055 Generation 67 average 10.235 Generation 68 average 10.495 Generation 69 average 10.4 Generation 70 average 10.2 Generation 71 average 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Generation 581 average 14.965 Generation 582 average 14.57 Generation 583 average 14.79 Generation 584 average 14.2 Generation 585 average 14.695 Generation 586 average 14.81 Generation 587 average 14.765 Generation 588 average 14.475 Generation 589 average 14.8 Generation 590 average 14.335 Generation 591 average 15.145 Generation 592 average 14.77 Generation 593 average 14.47 Generation 594 average 15.18 Generation 595 average 14.615 Generation 596 average 14.65 Generation 597 average 14.43 Generation 598 average 14.855 Generation 599 average 14.565 Generation 600 average 14.845 Generation 601 average 14.65 Generation 602 average 14.79 Generation 603 average 14.675 Generation 604 average 15.08 Generation 605 average 14.655 Generation 606 average 14.27 Generation 607 average 14.98 Generation 608 average 14.62 Generation 609 average 15.155 Generation 610 average 15.08 Generation 611 average 14.405 Generation 612 average 14.97 Generation 613 average 14.77 Generation 614 average 14.535 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Generation 683 average 14.34 Generation 684 average 14.465 Generation 685 average 14.855 Generation 686 average 14.34 Generation 687 average 14.785 Generation 688 average 14.41 Generation 689 average 14.99 Generation 690 average 14.655 Generation 691 average 14.575 Generation 692 average 14.58 Generation 693 average 15.17 Generation 694 average 14.85 Generation 695 average 14.275 Generation 696 average 14.525 Generation 697 average 14.565 Generation 698 average 15.35 Generation 699 average 14.54 Generation 700 average 14.21 Generation 701 average 14.985 Generation 702 average 14.995 Generation 703 average 14.755 Generation 704 average 14.395 Generation 705 average 14.435 Generation 706 average 14.445 Generation 707 average 14.62 Generation 708 average 14.255 Generation 709 average 14.365 Generation 710 average 14.43 Generation 711 average 15.145 Generation 712 average 14.86 Generation 713 average 14.955 Generation 714 average 15.14 Generation 715 average 14.915 Generation 716 average 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average 14.97 Generation 751 average 14.91 Generation 752 average 14.445 Generation 753 average 14.785 Generation 754 average 14.22 Generation 755 average 14.875 Generation 756 average 14.91 Generation 757 average 14.78 Generation 758 average 14.705 Generation 759 average 14.365 Generation 760 average 14.165 Generation 761 average 14.845 Generation 762 average 13.835 Generation 763 average 15.28 Generation 764 average 14.84 Generation 765 average 14.435 Generation 766 average 14.68 Generation 767 average 14.215 Generation 768 average 14.995 Generation 769 average 14.395 Generation 770 average 14.695 Generation 771 average 14.51 Generation 772 average 14.525 Generation 773 average 14.305 Generation 774 average 14.155 Generation 775 average 14.555 Generation 776 average 14.605 Generation 777 average 14.53 Generation 778 average 14.68 Generation 779 average 14.41 Generation 780 average 14.395 Generation 781 average 14.75 Generation 782 average 14.38 Generation 783 average 14.235 Generation 784 average 14.945 Generation 785 average 14.67 Generation 786 average 14.68 Generation 787 average 14.565 Generation 788 average 14.865 Generation 789 average 14.72 Generation 790 average 14.935 Generation 791 average 14.67 Generation 792 average 14.21 Generation 793 average 15.16 Generation 794 average 14.725 Generation 795 average 14.53 Generation 796 average 14.905 Generation 797 average 14.885 Generation 798 average 14.565 Generation 799 average 14.935 Generation 800 average 14.32 Generation 801 average 14.28 Generation 802 average 14.285 Generation 803 average 14.785 Generation 804 average 14.72 Generation 805 average 14.26 Generation 806 average 14.52 Generation 807 average 13.9 Generation 808 average 14.105 Generation 809 average 14.945 Generation 810 average 14.3 Generation 811 average 15.03 Generation 812 average 14.84 Generation 813 average 15.365 Generation 814 average 14.705 Generation 815 average 14.435 Generation 816 average 14.24 Generation 817 average 14.805 Generation 818 average 14.485 Generation 819 average 14.995 Generation 820 average 14.505 Generation 821 average 14.44 Generation 822 average 14.85 Generation 823 average 14.48 Generation 824 average 14.39 Generation 825 average 14.87 Generation 826 average 14.84 Generation 827 average 14.75 Generation 828 average 14.58 Generation 829 average 14.27 Generation 830 average 14.425 Generation 831 average 14.375 Generation 832 average 14.315 Generation 833 average 14.76 Generation 834 average 14.76 Generation 835 average 14.725 Generation 836 average 14.465 Generation 837 average 14.51 Generation 838 average 14.805 Generation 839 average 14.485 Generation 840 average 15.295 Generation 841 average 14.98 Generation 842 average 14.74 Generation 843 average 14.875 Generation 844 average 14.85 Generation 845 average 14.925 Generation 846 average 14.695 Generation 847 average 14.655 Generation 848 average 14.905 Generation 849 average 14.4 Generation 850 average 14.835 Generation 851 average 14.635 Generation 852 average 14.8 Generation 853 average 14.905 Generation 854 average 15.135 Generation 855 average 14.355 Generation 856 average 14.605 Generation 857 average 14.39 Generation 858 average 14.42 Generation 859 average 14.64 Generation 860 average 13.99 Generation 861 average 14.645 Generation 862 average 15.07 Generation 863 average 14.835 Generation 864 average 14.825 Generation 865 average 14.765 Generation 866 average 14.855 Generation 867 average 14.475 Generation 868 average 14.73 Generation 869 average 14.95 Generation 870 average 14.22 Generation 871 average 14.6 Generation 872 average 14.645 Generation 873 average 14.105 Generation 874 average 14.525 Generation 875 average 14.67 Generation 876 average 14.165 Generation 877 average 15.19 Generation 878 average 15.14 Generation 879 average 14.32 Generation 880 average 14.29 Generation 881 average 14.275 Generation 882 average 14.235 Generation 883 average 15.24 Generation 884 average 14.76 Generation 885 average 14.495 Generation 886 average 14.715 Generation 887 average 13.96 Generation 888 average 14.17 Generation 889 average 14.365 Generation 890 average 15.105 Generation 891 average 14.805 Generation 892 average 14.3 Generation 893 average 14.98 Generation 894 average 14.72 Generation 895 average 14.69 Generation 896 average 14.225 Generation 897 average 13.895 Generation 898 average 14.19 Generation 899 average 14.65 Generation 900 average 14.52 Generation 901 average 14.605 Generation 902 average 14.555 Generation 903 average 14.77 Generation 904 average 14.455 Generation 905 average 15.045 Generation 906 average 14.595 Generation 907 average 14.5 Generation 908 average 14.78 Generation 909 average 14.215 Generation 910 average 14.32 Generation 911 average 14.605 Generation 912 average 14.22 Generation 913 average 14.47 Generation 914 average 14.01 Generation 915 average 14.445 Generation 916 average 14.81 Generation 917 average 14.32 Generation 918 average 14.915 Generation 919 average 14.605 Generation 920 average 14.04 Generation 921 average 14.415 Generation 922 average 14.415 Generation 923 average 14.59 Generation 924 average 14.24 Generation 925 average 14.44 Generation 926 average 14.55 Generation 927 average 13.715 Generation 928 average 14.625 Generation 929 average 14.66 Generation 930 average 14.95 Generation 931 average 14.775 Generation 932 average 14.835 Generation 933 average 14.54 Generation 934 average 14.71 Generation 935 average 14.045 Generation 936 average 14.27 Generation 937 average 15.445 Generation 938 average 14.89 Generation 939 average 14.585 Generation 940 average 14.565 Generation 941 average 15.115 Generation 942 average 15.145 Generation 943 average 15.535 Generation 944 average 15 Generation 945 average 15.13 Generation 946 average 14.465 Generation 947 average 15.27 Generation 948 average 14.73 Generation 949 average 14.56 Generation 950 average 14.58 Generation 951 average 14.285 Generation 952 average 14.77 Generation 953 average 15.26 Generation 954 average 14.9 Generation 955 average 14.615 Generation 956 average 14.55 Generation 957 average 14.875 Generation 958 average 15.145 Generation 959 average 14.38 Generation 960 average 14.74 Generation 961 average 14.99 Generation 962 average 14.765 Generation 963 average 14.505 Generation 964 average 13.975 Generation 965 average 15.125 Generation 966 average 14.45 Generation 967 average 15.115 Generation 968 average 14.46 Generation 969 average 14.76 Generation 970 average 14.345 Generation 971 average 15.285 Generation 972 average 15.07 Generation 973 average 14.895 Generation 974 average 14.79 Generation 975 average 14.65 Generation 976 average 14.855 Generation 977 average 14.755 Generation 978 average 14.875 Generation 979 average 14.815 Generation 980 average 15.355 Generation 981 average 14.5 Generation 982 average 14.945 Generation 983 average 14.04 Generation 984 average 14.435 Generation 985 average 13.875 Generation 986 average 14.51 Generation 987 average 15.005 Generation 988 average 14.66 Generation 989 average 14.62 Generation 990 average 14.81 Generation 991 average 14.095 Generation 992 average 15.335 Generation 993 average 14.67 Generation 994 average 14.345 Generation 995 average 14.805 Generation 996 average 14.25 Generation 997 average 14.195 Generation 998 average 14.8 Generation 999 average 14.825 Generation 1000 average 14.675 Generation 1001 average 13.71 Generation 1002 average 14.7 Generation 1003 average 14.825 Generation 1004 average 14.585 Generation 1005 average 15.015 Generation 1006 average 14.56 Generation 1007 average 14.41 Generation 1008 average 14.09 Generation 1009 average 14.36 Generation 1010 average 14.475 Generation 1011 average 14.84 Generation 1012 average 14.29 Generation 1013 average 13.84 Generation 1014 average 14.455 Generation 1015 average 15.115 Generation 1016 average 14.705 Generation 1017 average 14.54 Generation 1018 average 14.74 Generation 1019 average 14.845 Generation 1020 average 14.83 Generation 1021 average 14.47 Generation 1022 average 14.62 Generation 1023 average 15.015 Generation 1024 average 14.835 Generation 1025 average 14.69 Generation 1026 average 14.72 Generation 1027 average 14.565 Generation 1028 average 14.895 Generation 1029 average 14.405 Generation 1030 average 14.445 Generation 1031 average 14.39 Generation 1032 average 14.61 Generation 1033 average 14.565 Generation 1034 average 14.965 Generation 1035 average 13.875 Generation 1036 average 14.745 Generation 1037 average 14.42 Generation 1038 average 14.595 Generation 1039 average 14.405 Generation 1040 average 14.63 Generation 1041 average 14.985 Generation 1042 average 14.915 Generation 1043 average 14.28 Generation 1044 average 14.775 Generation 1045 average 15.455 Generation 1046 average 14.23 Generation 1047 average 14.76 Generation 1048 average 14.545 Generation 1049 average 14.965 Generation 1050 average 14.54 Generation 1051 average 14.68 Generation 1052 average 15.21 Generation 1053 average 15.045 Generation 1054 average 14.875 Generation 1055 average 14.94 Generation 1056 average 14.845 Generation 1057 average 14.75 Generation 1058 average 14.405 Generation 1059 average 15.025 Generation 1060 average 13.945 Generation 1061 average 14.775 Generation 1062 average 14.45 Generation 1063 average 14.515 Generation 1064 average 14.89 Generation 1065 average 14.735 Generation 1066 average 14.615 Generation 1067 average 15.355 Generation 1068 average 14.56 Generation 1069 average 14.43 Generation 1070 average 14.17 Generation 1071 average 14.735 Generation 1072 average 15.015 Generation 1073 average 14.27 Generation 1074 average 14.64 Generation 1075 average 14.31 Generation 1076 average 14.885 Generation 1077 average 14.81 Generation 1078 average 14.595 Generation 1079 average 15.115 Generation 1080 average 14.65 Generation 1081 average 14.58 Generation 1082 average 15.095 Generation 1083 average 14.05 Generation 1084 average 15.115 Generation 1085 average 14.71 Generation 1086 average 14.705 Generation 1087 average 14.61 Generation 1088 average 14.38 Generation 1089 average 14.73 Generation 1090 average 14.815 Generation 1091 average 14.47 Generation 1092 average 14.65 Generation 1093 average 15.065 Generation 1094 average 14.625 Generation 1095 average 14.35 Generation 1096 average 14.67 Generation 1097 average 14.875 Generation 1098 average 15.19 Generation 1099 average 14.67 Generation 1100 average 15.19 Generation 1101 average 14.685 Generation 1102 average 14.895 Generation 1103 average 14.15 Generation 1104 average 14.895 Generation 1105 average 15.075 Generation 1106 average 15.145 Generation 1107 average 14.155 Generation 1108 average 14.605 Generation 1109 average 14.775 Generation 1110 average 15.42 Generation 1111 average 14.72 Generation 1112 average 14.715 Generation 1113 average 14.37 Generation 1114 average 13.87 Generation 1115 average 14.835 Generation 1116 average 14.915 Generation 1117 average 14.555 Generation 1118 average 14.71 Generation 1119 average 14.05 Generation 1120 average 14.815 Generation 1121 average 14.545 Generation 1122 average 14.59 Generation 1123 average 15.175 Generation 1124 average 14.22 Generation 1125 average 14.665 Generation 1126 average 14.19 Generation 1127 average 14.57 Generation 1128 average 15.065 Generation 1129 average 14.515 Generation 1130 average 14.49 Generation 1131 average 14.905 Generation 1132 average 14.725 Generation 1133 average 14.9 Generation 1134 average 14.93 Generation 1135 average 14.99 Generation 1136 average 14.11 Generation 1137 average 14.815 Generation 1138 average 14.2 Generation 1139 average 14.425 Generation 1140 average 14.575 Generation 1141 average 14.465 Generation 1142 average 14.435 Generation 1143 average 14.475 Generation 1144 average 14.77 Generation 1145 average 14.42 Generation 1146 average 14.59 Generation 1147 average 14.735 Generation 1148 average 14.33 Generation 1149 average 15.31 Generation 1150 average 15.27 Generation 1151 average 14.43 Generation 1152 average 14.615 Generation 1153 average 15.085 Generation 1154 average 14.32 Generation 1155 average 14.555 Generation 1156 average 14.96 Generation 1157 average 14.9 Generation 1158 average 14.48 Generation 1159 average 14.445 Generation 1160 average 13.84 Generation 1161 average 14.57 Generation 1162 average 14.67 Generation 1163 average 14.4 Generation 1164 average 14.13 Generation 1165 average 14.83 Generation 1166 average 14.605 Generation 1167 average 14.8 Generation 1168 average 14.375 Generation 1169 average 14.315 Generation 1170 average 14 Generation 1171 average 14.755 Generation 1172 average 14.59 Generation 1173 average 14.95 Generation 1174 average 14.345 Generation 1175 average 15.145 Generation 1176 average 14.465 Generation 1177 average 14.83 Generation 1178 average 14.465 Generation 1179 average 14.015 Generation 1180 average 14.9 Generation 1181 average 14.93 Generation 1182 average 14.71 Generation 1183 average 14.6 Generation 1184 average 14.565 Generation 1185 average 15.36 Generation 1186 average 14.385 Generation 1187 average 14.105 Generation 1188 average 14.585 Generation 1189 average 14.865 Generation 1190 average 14.79 Generation 1191 average 14.47 Generation 1192 average 14.815 Generation 1193 average 15.265 Generation 1194 average 14.44 Generation 1195 average 15.1 Generation 1196 average 15.405 Generation 1197 average 14.855 Generation 1198 average 14.665 Generation 1199 average 14.67 Generation 1200 average 14.425 Generation 1201 average 14.575 Generation 1202 average 14.28 Generation 1203 average 14.29 Generation 1204 average 14.165 Generation 1205 average 14.365 Generation 1206 average 14.465 Generation 1207 average 14.585 Generation 1208 average 14.535 Generation 1209 average 14.665 Generation 1210 average 14.64 Generation 1211 average 15.015 Generation 1212 average 14.625 Generation 1213 average 15.05 Generation 1214 average 14.21 Generation 1215 average 14.855 Generation 1216 average 14.63 Generation 1217 average 14.63 Generation 1218 average 14.48 Generation 1219 average 14.085 Generation 1220 average 14.695 Generation 1221 average 14.97 Generation 1222 average 15.385 Generation 1223 average 14.86 Generation 1224 average 14.74 Generation 1225 average 14.495 Generation 1226 average 14.82 Generation 1227 average 14.9 Generation 1228 average 15.275 Generation 1229 average 14.3 Generation 1230 average 14.5 Generation 1231 average 14.885 Generation 1232 average 14.965 Generation 1233 average 15.11 Generation 1234 average 15.32 Generation 1235 average 14 Generation 1236 average 15.455 Generation 1237 average 14.39 Generation 1238 average 15.025 Generation 1239 average 15.045 Generation 1240 average 14.26 Generation 1241 average 14.905 Generation 1242 average 14.54 Generation 1243 average 15.245 Generation 1244 average 15.25 Generation 1245 average 14.545 Generation 1246 average 14 Generation 1247 average 14.48 Generation 1248 average 14.42 Generation 1249 average 15.36 Generation 1250 average 14.73 Generation 1251 average 14.41 Generation 1252 average 14.55 Generation 1253 average 14.855 Generation 1254 average 14.335 Generation 1255 average 14.115 Generation 1256 average 14.125 Generation 1257 average 14.2 Generation 1258 average 14.17 Generation 1259 average 14.315 Generation 1260 average 14.495 Generation 1261 average 14.72 Generation 1262 average 14.15 Generation 1263 average 15.125 Generation 1264 average 14.66 Generation 1265 average 14.465 Generation 1266 average 15.12 Generation 1267 average 14.95 Generation 1268 average 14.85 Generation 1269 average 14.615 Generation 1270 average 14.78 Generation 1271 average 14.26 Generation 1272 average 14.935 Generation 1273 average 13.91 Generation 1274 average 14.975 Generation 1275 average 14.7 Generation 1276 average 14.73 Generation 1277 average 14.49 Generation 1278 average 14.43 Generation 1279 average 14.58 Generation 1280 average 14.585 Generation 1281 average 14.61 Generation 1282 average 13.815 Generation 1283 average 14.355 Generation 1284 average 14.205 Generation 1285 average 15.03 Generation 1286 average 15.165 Generation 1287 average 13.91 Generation 1288 average 14.605 Generation 1289 average 14.305 Generation 1290 average 14.705 Generation 1291 average 14.07 Generation 1292 average 14.295 Generation 1293 average 13.93 Generation 1294 average 15.155 Generation 1295 average 14.915 Generation 1296 average 14.6 Generation 1297 average 14.655 Generation 1298 average 14.655 Generation 1299 average 14.93 Generation 1300 average 14.76 Generation 1301 average 14.915 Generation 1302 average 14.305 Generation 1303 average 14.53 Generation 1304 average 14.71 Generation 1305 average 14.7 Generation 1306 average 13.78 Generation 1307 average 14.465 Generation 1308 average 14.555 Generation 1309 average 14.635 Generation 1310 average 14.38 Generation 1311 average 14.91 Generation 1312 average 14.645 Generation 1313 average 14.275 Generation 1314 average 15.23 Generation 1315 average 14.48 Generation 1316 average 14.94 Generation 1317 average 14.875 Generation 1318 average 15.41 Generation 1319 average 14.31 Generation 1320 average 14.74 Generation 1321 average 14.525 Generation 1322 average 14.515 Generation 1323 average 14.785 Generation 1324 average 14.7 Generation 1325 average 14.74 Generation 1326 average 14.615 Generation 1327 average 14.67 Generation 1328 average 14.29 Generation 1329 average 15.03 Generation 1330 average 14.505 Generation 1331 average 14.355 Generation 1332 average 14.745 Generation 1333 average 14.71 Generation 1334 average 14.225 Generation 1335 average 14.475 Generation 1336 average 14.645 Generation 1337 average 14.375 Generation 1338 average 15.345 Generation 1339 average 14.455 Generation 1340 average 14.635 Generation 1341 average 14.81 Generation 1342 average 14.715 Generation 1343 average 14.6 Generation 1344 average 14.94 Generation 1345 average 14.515 Generation 1346 average 14.435 Generation 1347 average 14.835 Generation 1348 average 14.99 Generation 1349 average 14.75 Generation 1350 average 14.4 Generation 1351 average 14.83 Generation 1352 average 15.18 Generation 1353 average 14.695 Generation 1354 average 14.375 Generation 1355 average 14.675 Generation 1356 average 14.95 Generation 1357 average 14.855 Generation 1358 average 15.19 Generation 1359 average 15.45 Generation 1360 average 14.76 Generation 1361 average 14.855 Generation 1362 average 14.095 Generation 1363 average 15.03 Generation 1364 average 14.69 Generation 1365 average 14.76 Generation 1366 average 14.795 Generation 1367 average 15.48 Generation 1368 average 14.83 Generation 1369 average 13.94 Generation 1370 average 14.95 Generation 1371 average 14.765 Generation 1372 average 14.31 Generation 1373 average 15.14 Generation 1374 average 14.77 Generation 1375 average 15.095 Generation 1376 average 14.37 Generation 1377 average 14.44 Generation 1378 average 14.32 Generation 1379 average 14.775 Generation 1380 average 13.61 Generation 1381 average 14.56 Generation 1382 average 14.44 Generation 1383 average 14.465 Generation 1384 average 14.615 Generation 1385 average 14.64 Generation 1386 average 15.36 Generation 1387 average 14.38 Generation 1388 average 14.615 Generation 1389 average 14.5 Generation 1390 average 14.595 Generation 1391 average 14.755 Generation 1392 average 15.45 Generation 1393 average 14.58 Generation 1394 average 15.22 Generation 1395 average 14.26 Generation 1396 average 15.05 Generation 1397 average 14.765 Generation 1398 average 14.15 Generation 1399 average 14.18 Generation 1400 average 14.01 Generation 1401 average 14.83 Generation 1402 average 14.48 Generation 1403 average 14.135 Generation 1404 average 14.445 Generation 1405 average 14.415 Generation 1406 average 14.45 Generation 1407 average 14.38 Generation 1408 average 14.265 Generation 1409 average 14.105 Generation 1410 average 14.58 Generation 1411 average 13.995 Generation 1412 average 14.72 Generation 1413 average 15.15 Generation 1414 average 15.07 Generation 1415 average 14.795 Generation 1416 average 14.3 Generation 1417 average 14.91 Generation 1418 average 14.31 Generation 1419 average 15 Generation 1420 average 14.39 Generation 1421 average 14.79 Generation 1422 average 14.545 Generation 1423 average 14.705 Generation 1424 average 14.925 Generation 1425 average 14.655 Generation 1426 average 14.63 Generation 1427 average 14.305 Generation 1428 average 14.965 Generation 1429 average 14.57 Generation 1430 average 15.175 Generation 1431 average 14.145 Generation 1432 average 14.61 Generation 1433 average 14.46 Generation 1434 average 14.265 Generation 1435 average 14.885 Generation 1436 average 14.905 Generation 1437 average 14.93 Generation 1438 average 14.435 Generation 1439 average 14.82 Generation 1440 average 14.255 Generation 1441 average 14.87 Generation 1442 average 14.685 Generation 1443 average 14.505 Generation 1444 average 15.11 Generation 1445 average 14.91 Generation 1446 average 14.755 Generation 1447 average 14.675 Generation 1448 average 14.825 Generation 1449 average 14.47 Generation 1450 average 14.1 Generation 1451 average 14.875 Generation 1452 average 14.395 Generation 1453 average 14.425 Generation 1454 average 14.28 Generation 1455 average 14.965 Generation 1456 average 14.755 Generation 1457 average 14.44 Generation 1458 average 14.245 Generation 1459 average 15.19 Generation 1460 average 14.865 Generation 1461 average 14.89 Generation 1462 average 14.84 Generation 1463 average 14.6 Generation 1464 average 14.615 Generation 1465 average 14.86 Generation 1466 average 14.865 Generation 1467 average 15.125 Generation 1468 average 14.41 Generation 1469 average 14.765 Generation 1470 average 14.795 Generation 1471 average 14.715 Generation 1472 average 14.695 Generation 1473 average 15.605 Generation 1474 average 14.48 Generation 1475 average 15.5 Generation 1476 average 14.84 Generation 1477 average 14.8 Generation 1478 average 14.765 Generation 1479 average 15.34 Generation 1480 average 14.485 Generation 1481 average 14.795 Generation 1482 average 14.405 Generation 1483 average 14.415 Generation 1484 average 14.23 Generation 1485 average 13.95 Generation 1486 average 14.56 Generation 1487 average 14.68 Generation 1488 average 14.445 Generation 1489 average 14.03 Generation 1490 average 14.9 Generation 1491 average 14.495 Generation 1492 average 14.83 Generation 1493 average 14.48 Generation 1494 average 14.6 Generation 1495 average 14.82 Generation 1496 average 14.375 Generation 1497 average 14.825 Generation 1498 average 14.54 Generation 1499 average 13.96 Generation 1500 average 14.495 Generation 1501 average 14.79 Generation 1502 average 13.97 Generation 1503 average 15.44 Generation 1504 average 14.555 Generation 1505 average 14.09 Generation 1506 average 14.59 Generation 1507 average 15.24 Generation 1508 average 14.86 Generation 1509 average 14.86 Generation 1510 average 14.955 Generation 1511 average 14.58 Generation 1512 average 14.53 Generation 1513 average 14.93 Generation 1514 average 14.575 Generation 1515 average 14.765 Generation 1516 average 14.78 Generation 1517 average 14.315 Generation 1518 average 14.995 Generation 1519 average 14.455 Generation 1520 average 14.72 Generation 1521 average 14.415 Generation 1522 average 14.795 Generation 1523 average 14.685 Generation 1524 average 15.03 Generation 1525 average 14.705 Generation 1526 average 14.005 Generation 1527 average 15.095 Generation 1528 average 14.945 Generation 1529 average 14.11 Generation 1530 average 14.89 Generation 1531 average 14.745 Generation 1532 average 14.3 Generation 1533 average 14.43 Generation 1534 average 14.865 Generation 1535 average 14.905 Generation 1536 average 14.97 Generation 1537 average 15.165 Generation 1538 average 14.025 Generation 1539 average 13.96 Generation 1540 average 14.495 Generation 1541 average 14.075 Generation 1542 average 15.435 Generation 1543 average 14.785 Generation 1544 average 14.525 Generation 1545 average 14.535 Generation 1546 average 14.795 Generation 1547 average 14.515 Generation 1548 average 14.685 Generation 1549 average 14.86 Generation 1550 average 14.865 Generation 1551 average 14.24 Generation 1552 average 15.15 Generation 1553 average 14.285 Generation 1554 average 15.01 Generation 1555 average 14.81 Generation 1556 average 14.92 Generation 1557 average 15.25 Generation 1558 average 15.055 Generation 1559 average 14.75 Generation 1560 average 14.085 Generation 1561 average 14.645 Generation 1562 average 14.48 Generation 1563 average 13.955 Generation 1564 average 13.98 Generation 1565 average 14.92 Generation 1566 average 14.975 Generation 1567 average 14.28 Generation 1568 average 14.46 Generation 1569 average 14.535 Generation 1570 average 15.24 Generation 1571 average 14.935 Generation 1572 average 14.465 Generation 1573 average 14.94 Generation 1574 average 14.715 Generation 1575 average 14.465 Generation 1576 average 14.56 Generation 1577 average 15.105 Generation 1578 average 14.87 Generation 1579 average 14.745 Generation 1580 average 15.335 Generation 1581 average 14.92 Generation 1582 average 14.985 Generation 1583 average 14.52 Generation 1584 average 14.795 Generation 1585 average 14.535 Generation 1586 average 14.98 Generation 1587 average 14.505 Generation 1588 average 14.55 Generation 1589 average 14.985 Generation 1590 average 14.84 Generation 1591 average 14.66 Generation 1592 average 15.01 Generation 1593 average 14.965 Generation 1594 average 14.625 Generation 1595 average 14.09 Generation 1596 average 15.13 Generation 1597 average 14.57 Generation 1598 average 14.425 Generation 1599 average 14.625 Generation 1600 average 14.47 Generation 1601 average 14.725 Generation 1602 average 14.665 Generation 1603 average 14.825 Generation 1604 average 15.335 Generation 1605 average 14.625 Generation 1606 average 14.94 Generation 1607 average 14.785 Generation 1608 average 14.23 Generation 1609 average 15.015 Generation 1610 average 14.79 Generation 1611 average 14.505 Generation 1612 average 14.89 Generation 1613 average 14.23 Generation 1614 average 14.62 Generation 1615 average 14.425 Generation 1616 average 14.84 Generation 1617 average 14.69 Generation 1618 average 14.85 Generation 1619 average 14.255 Generation 1620 average 15.23 Generation 1621 average 14.535 Generation 1622 average 14.555 Generation 1623 average 14.585 Generation 1624 average 14.695 Generation 1625 average 14.12 Generation 1626 average 14.755 Generation 1627 average 13.925 Generation 1628 average 14.455 Generation 1629 average 13.825 Generation 1630 average 14.57 Generation 1631 average 14.37 Generation 1632 average 14.265 Generation 1633 average 13.655 Generation 1634 average 14.29 Generation 1635 average 14.8 Generation 1636 average 14.865 Generation 1637 average 14.36 Generation 1638 average 14.31 Generation 1639 average 14.685 Generation 1640 average 14.865 Generation 1641 average 14.515 Generation 1642 average 14.81 Generation 1643 average 14.68 Generation 1644 average 14.54 Generation 1645 average 15.03 Generation 1646 average 15.155 Generation 1647 average 14.23 Generation 1648 average 14.555 Generation 1649 average 14.43 Generation 1650 average 14.795 Generation 1651 average 14.575 Generation 1652 average 14.85 Generation 1653 average 14.445 Generation 1654 average 14.38 Generation 1655 average 13.985 Generation 1656 average 15.41 Generation 1657 average 15.14 Generation 1658 average 14.15 Generation 1659 average 14.43 Generation 1660 average 14.76 Generation 1661 average 14.895 Generation 1662 average 15.175 Generation 1663 average 14.26 Generation 1664 average 14.87 Generation 1665 average 14.99 Generation 1666 average 14.155 Generation 1667 average 14.44 Generation 1668 average 14.755 Generation 1669 average 14.425 Generation 1670 average 14.12 Generation 1671 average 14.505 Generation 1672 average 15.17 Generation 1673 average 14.2 Generation 1674 average 14.445 Generation 1675 average 14.655 Generation 1676 average 14.62 Generation 1677 average 14.1 Generation 1678 average 14.24 Generation 1679 average 14.4 Generation 1680 average 14.17 Generation 1681 average 14.58 Generation 1682 average 15.17 Generation 1683 average 15.03 Generation 1684 average 15.275 Generation 1685 average 14.185 Generation 1686 average 14.685 Generation 1687 average 14.71 Generation 1688 average 15.405 Generation 1689 average 14.765 Generation 1690 average 14.3 Generation 1691 average 14.055 Generation 1692 average 14.785 Generation 1693 average 14.57 Generation 1694 average 14.705 Generation 1695 average 14.285 Generation 1696 average 14.62 Generation 1697 average 14.315 Generation 1698 average 14.425 Generation 1699 average 14.915 Generation 1700 average 14.12 Generation 1701 average 13.665 Generation 1702 average 14.545 Generation 1703 average 14.63 Generation 1704 average 14.89 Generation 1705 average 14.56 Generation 1706 average 14.035 Generation 1707 average 14.1 Generation 1708 average 14.54 Generation 1709 average 14.845 Generation 1710 average 14.205 Generation 1711 average 14.625 Generation 1712 average 15.24 Generation 1713 average 14.595 Generation 1714 average 14.575 Generation 1715 average 14.335 Generation 1716 average 14.595 Generation 1717 average 14.02 Generation 1718 average 14.595 Generation 1719 average 14.795 Generation 1720 average 14.205 Generation 1721 average 15.665 Generation 1722 average 14.725 Generation 1723 average 14.8 Generation 1724 average 14.78 Generation 1725 average 14.5 Generation 1726 average 14.595 Generation 1727 average 14.32 Generation 1728 average 15.075 Generation 1729 average 14.385 Generation 1730 average 14.275 Generation 1731 average 14.795 Generation 1732 average 15.585 Generation 1733 average 15.43 Generation 1734 average 14.315 Generation 1735 average 14.765 Generation 1736 average 14.095 Generation 1737 average 15.255 Generation 1738 average 14.975 Generation 1739 average 14.485 Generation 1740 average 14.48 Generation 1741 average 14.615 Generation 1742 average 14.7 Generation 1743 average 14.33 Generation 1744 average 14.645 Generation 1745 average 14.95 Generation 1746 average 14.495 Generation 1747 average 14.425 Generation 1748 average 14.46 Generation 1749 average 15.02 Generation 1750 average 14.195 Generation 1751 average 14.905 Generation 1752 average 15.075 Generation 1753 average 15.39 Generation 1754 average 14.535 Generation 1755 average 14.545 Generation 1756 average 14.55 Generation 1757 average 15.1 Generation 1758 average 14.19 Generation 1759 average 14.725 Generation 1760 average 14.22 Generation 1761 average 14.3 Generation 1762 average 15.03 Generation 1763 average 15.22 Generation 1764 average 14.425 Generation 1765 average 14.445 Generation 1766 average 14.27 Generation 1767 average 15.065 Generation 1768 average 15.265 Generation 1769 average 14.795 Generation 1770 average 14.575 Generation 1771 average 14.835 Generation 1772 average 14.965 Generation 1773 average 14.385 Generation 1774 average 14.32 Generation 1775 average 14.555 Generation 1776 average 14.72 Generation 1777 average 14.265 Generation 1778 average 14.75 Generation 1779 average 14.93 Generation 1780 average 14.625 Generation 1781 average 14.94 Generation 1782 average 14.475 Generation 1783 average 14.785 Generation 1784 average 14.335 Generation 1785 average 15.15 Generation 1786 average 14.815 Generation 1787 average 14.09 Generation 1788 average 14.565 Generation 1789 average 14.545 Generation 1790 average 14.62 Generation 1791 average 15.31 Generation 1792 average 14.725 Generation 1793 average 14.305 Generation 1794 average 14.555 Generation 1795 average 15.13 Generation 1796 average 14.795 Generation 1797 average 14.345 Generation 1798 average 15.265 Generation 1799 average 15.535 Generation 1800 average 15.07 Generation 1801 average 14.65 Generation 1802 average 14.985 Generation 1803 average 15.055 Generation 1804 average 14.16 Generation 1805 average 14.815 Generation 1806 average 13.715 Generation 1807 average 14.235 Generation 1808 average 14.34 Generation 1809 average 14.37 Generation 1810 average 15.57 Generation 1811 average 14.755 Generation 1812 average 14.96 Generation 1813 average 14.25 Generation 1814 average 14.035 Generation 1815 average 14.64 Generation 1816 average 14.34 Generation 1817 average 14.095 Generation 1818 average 13.965 Generation 1819 average 14.615 Generation 1820 average 14.11 Generation 1821 average 15.11 Generation 1822 average 14.245 Generation 1823 average 14.335 Generation 1824 average 14.48 Generation 1825 average 14.215 Generation 1826 average 14.835 Generation 1827 average 14.47 Generation 1828 average 14.97 Generation 1829 average 14.935 Generation 1830 average 14.36 Generation 1831 average 14.19 Generation 1832 average 14.625 Generation 1833 average 14.64 Generation 1834 average 14.525 Generation 1835 average 14.635 Generation 1836 average 14.15 Generation 1837 average 14.11 Generation 1838 average 14.405 Generation 1839 average 14.63 Generation 1840 average 14.81 Generation 1841 average 15.185 Generation 1842 average 14.76 Generation 1843 average 13.985 Generation 1844 average 14.34 Generation 1845 average 14.575 Generation 1846 average 14.65 Generation 1847 average 14.7 Generation 1848 average 14.25 Generation 1849 average 14.27 Generation 1850 average 14.425 Generation 1851 average 14.52 Generation 1852 average 14.22 Generation 1853 average 14.055 Generation 1854 average 14.8 Generation 1855 average 14.8 Generation 1856 average 14.2 Generation 1857 average 14.62 Generation 1858 average 14.945 Generation 1859 average 14.03 Generation 1860 average 15.02 Generation 1861 average 14.1 Generation 1862 average 14.335 Generation 1863 average 14.7 Generation 1864 average 14.995 Generation 1865 average 14.605 Generation 1866 average 15.045 Generation 1867 average 15.12 Generation 1868 average 14.76 Generation 1869 average 14.955 Generation 1870 average 15.205 Generation 1871 average 14.44 Generation 1872 average 14.76 Generation 1873 average 14.38 Generation 1874 average 14.61 Generation 1875 average 14.57 Generation 1876 average 14.645 Generation 1877 average 14.905 Generation 1878 average 14.915 Generation 1879 average 15.025 Generation 1880 average 14.245 Generation 1881 average 15.37 Generation 1882 average 14.26 Generation 1883 average 14.345 Generation 1884 average 14.74 Generation 1885 average 14.39 Generation 1886 average 14.675 Generation 1887 average 14.52 Generation 1888 average 14.725 Generation 1889 average 14.98 Generation 1890 average 14.905 Generation 1891 average 15.06 Generation 1892 average 15.025 Generation 1893 average 14.555 Generation 1894 average 14.65 Generation 1895 average 14.32 Generation 1896 average 14.465 Generation 1897 average 15.355 Generation 1898 average 14.8 Generation 1899 average 14.515 Generation 1900 average 14.405 Generation 1901 average 14.48 Generation 1902 average 14.505 Generation 1903 average 13.915 Generation 1904 average 14.705 Generation 1905 average 14.82 Generation 1906 average 14.735 Generation 1907 average 14.71 Generation 1908 average 15.07 Generation 1909 average 14.3 Generation 1910 average 14.63 Generation 1911 average 14.995 Generation 1912 average 14.39 Generation 1913 average 14.6 Generation 1914 average 14.31 Generation 1915 average 14.67 Generation 1916 average 13.88 Generation 1917 average 15.095 Generation 1918 average 14.77 Generation 1919 average 14.935 Generation 1920 average 14.735 Generation 1921 average 14.515 Generation 1922 average 13.955 Generation 1923 average 14.875 Generation 1924 average 14.48 Generation 1925 average 14.315 Generation 1926 average 15.105 Generation 1927 average 14.58 Generation 1928 average 14.44 Generation 1929 average 14.18 Generation 1930 average 14.615 Generation 1931 average 14.825 Generation 1932 average 14.87 Generation 1933 average 14.6 Generation 1934 average 14.9 Generation 1935 average 14.475 Generation 1936 average 14.63 Generation 1937 average 15.18 Generation 1938 average 14.34 Generation 1939 average 14.805 Generation 1940 average 14.59 Generation 1941 average 15.205 Generation 1942 average 14.87 Generation 1943 average 14.405 Generation 1944 average 15.14 Generation 1945 average 14.48 Generation 1946 average 14.64 Generation 1947 average 15.045 Generation 1948 average 14.765 Generation 1949 average 13.875 Generation 1950 average 14.905 Generation 1951 average 14.06 Generation 1952 average 14.28 Generation 1953 average 14.625 Generation 1954 average 15.22 Generation 1955 average 14.79 Generation 1956 average 14.7 Generation 1957 average 14.975 Generation 1958 average 14.61 Generation 1959 average 14.95 Generation 1960 average 15.31 Generation 1961 average 14.73 Generation 1962 average 13.835 Generation 1963 average 14.705 Generation 1964 average 14.7 Generation 1965 average 14.98 Generation 1966 average 14.87 Generation 1967 average 14.61 Generation 1968 average 14.835 Generation 1969 average 14.795 Generation 1970 average 14.23 Generation 1971 average 14.475 Generation 1972 average 14.185 Generation 1973 average 14.515 Generation 1974 average 14.36 Generation 1975 average 14.155 Generation 1976 average 14.43 Generation 1977 average 14.72 Generation 1978 average 14.57 Generation 1979 average 15.005 Generation 1980 average 14.595 Generation 1981 average 14.525 Generation 1982 average 14.93 Generation 1983 average 14.84 Generation 1984 average 14.665 Generation 1985 average 14.66 Generation 1986 average 14.505 Generation 1987 average 14.705 Generation 1988 average 15.325 Generation 1989 average 15.005 Generation 1990 average 14.68 Generation 1991 average 14.59 Generation 1992 average 14.525 Generation 1993 average 14.955 Generation 1994 average 15.355 Generation 1995 average 14.75 Generation 1996 average 15.115 Generation 1997 average 15.4 Generation 1998 average 14.205 Generation 1999 average 15.365 5 5 5 9 4 5 9 5 0 3 9 1 9 5 4 5 0 9 5 3 0 9 0 9 4 9 9 9 1 2 0 5 9 9 5 1 1 5 0 4 0 5 9 1 3 1 9 0 1 1 5 9 1 9 1 1 5 1 9 2 1 1 1 1 2 0 5 0 0 5 0 9 5 0 1 9 0 1 1 1 29