covid-19.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5d4f69d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we will apply tournament selection method\n",
      "Number of populations assigned to each vaccine center:\n",
      "Vaccine Center 1: 1.0\n",
      "Vaccine Center 2: 1.0\n",
      "Vaccine Center 3: 3.0\n",
      "Vaccine Center 4: 0.0\n",
      "Vaccine Center 5: 5.0\n",
      "\n",
      "Total capacity of each vaccine center:\n",
      "Vaccine Center 1: 1.0/179 (assigned/maximum)\n",
      "Vaccine Center 2: 1.0/164 (assigned/maximum)\n",
      "Vaccine Center 3: 3.0/129 (assigned/maximum)\n",
      "Vaccine Center 4: 0.0/176 (assigned/maximum)\n",
      "Vaccine Center 5: 5.0/160 (assigned/maximum)\n",
      "\n",
      "Minimum number of populations assigned to a vaccine center: 0.0\n",
      "Maximum number of populations assigned to a vaccine center: 5.0\n",
      "\n",
      "Total capacity of all vaccine centers: 10.0\n",
      "Percentage of maximum capacity utilized by each vaccine center:\n",
      "Vaccine Center 1: 0.56%\n",
      "Vaccine Center 2: 0.61%\n",
      "Vaccine Center 3: 2.33%\n",
      "Vaccine Center 4: 0.00%\n",
      "Vaccine Center 5: 3.12%\n",
      "\n",
      "Average number of populations assigned per vaccine center: 2.0\n",
      "\n",
      "Distribution of populations across vaccine centers:\n",
      "Vaccine Center 1: 10.00%\n",
      "Vaccine Center 2: 10.00%\n",
      "Vaccine Center 3: 30.00%\n",
      "Vaccine Center 4: 0.00%\n",
      "Vaccine Center 5: 50.00%\n",
      "Generation 1\n",
      "\n",
      "Fitness: 4.515311580600157\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 5 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 2 (Open), Population 4 assigned to Vaccine Center 5 (Open), Population 5 assigned to Vaccine Center 3 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 2\n",
      "\n",
      "Fitness: 4.23588371966758\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 1. 0. 0. 0.]]\n",
      "Population 1 assigned to Vaccine Center 5 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 2 (Open), Population 4 assigned to Vaccine Center 1 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 2 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 3\n",
      "\n",
      "Fitness: 4.176900443131887\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 5 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 2 (Open), Population 4 assigned to Vaccine Center 5 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 4\n",
      "\n",
      "Fitness: 4.078277141846663\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 2 (Open), Population 4 assigned to Vaccine Center 5 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 5\n",
      "\n",
      "Fitness: 3.8051746907509507\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 1. 0.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 1 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 4 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 6\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 7\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 8\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 9\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 10\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 11\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 12\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 13\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 14\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 15\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 16\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 17\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 18\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 19\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 20\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 21\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 22\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 23\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 24\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 25\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 26\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 27\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 28\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 29\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 30\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 31\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 32\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 33\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 34\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 35\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 36\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 37\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 38\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 39\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 40\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 41\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 42\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 43\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 44\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 45\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 46\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 47\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 48\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 49\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 50\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 51\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 52\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 53\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 54\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 55\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 56\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 57\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 58\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 59\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 60\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 61\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 62\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 63\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 64\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 65\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 66\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 67\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 68\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 69\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 70\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 71\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 72\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 73\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 74\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 75\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 76\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 77\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 78\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 79\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 80\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 81\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 82\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 83\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 84\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 85\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 86\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 87\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 88\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 89\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 90\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 91\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 92\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 93\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 94\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 95\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 96\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 97\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 98\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 99\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 100\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Final Objective Function Value: 3.6155939888991333\n",
      "Now we will apply roulette_wheel selection method\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of populations assigned to each vaccine center:\n",
      "Vaccine Center 1: 1.0\n",
      "Vaccine Center 2: 1.0\n",
      "Vaccine Center 3: 3.0\n",
      "Vaccine Center 4: 0.0\n",
      "Vaccine Center 5: 5.0\n",
      "\n",
      "Total capacity of each vaccine center:\n",
      "Vaccine Center 1: 1.0/179 (assigned/maximum)\n",
      "Vaccine Center 2: 1.0/164 (assigned/maximum)\n",
      "Vaccine Center 3: 3.0/129 (assigned/maximum)\n",
      "Vaccine Center 4: 0.0/176 (assigned/maximum)\n",
      "Vaccine Center 5: 5.0/160 (assigned/maximum)\n",
      "\n",
      "Minimum number of populations assigned to a vaccine center: 0.0\n",
      "Maximum number of populations assigned to a vaccine center: 5.0\n",
      "\n",
      "Total capacity of all vaccine centers: 10.0\n",
      "Percentage of maximum capacity utilized by each vaccine center:\n",
      "Vaccine Center 1: 0.56%\n",
      "Vaccine Center 2: 0.61%\n",
      "Vaccine Center 3: 2.33%\n",
      "Vaccine Center 4: 0.00%\n",
      "Vaccine Center 5: 3.12%\n",
      "\n",
      "Average number of populations assigned per vaccine center: 2.0\n",
      "\n",
      "Distribution of populations across vaccine centers:\n",
      "Vaccine Center 1: 10.00%\n",
      "Vaccine Center 2: 10.00%\n",
      "Vaccine Center 3: 30.00%\n",
      "Vaccine Center 4: 0.00%\n",
      "Vaccine Center 5: 50.00%\n",
      "Generation 1\n",
      "\n",
      "Fitness: 4.61312618035896\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 4 (Open), Population 3 assigned to Vaccine Center 5 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 1 (Open), Population 9 assigned to Vaccine Center 2 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 2\n",
      "\n",
      "Fitness: 4.61312618035896\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 4 (Open), Population 3 assigned to Vaccine Center 5 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 1 (Open), Population 9 assigned to Vaccine Center 2 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 3\n",
      "\n",
      "Fitness: 4.61312618035896\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 4 (Open), Population 3 assigned to Vaccine Center 5 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 1 (Open), Population 9 assigned to Vaccine Center 2 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 4\n",
      "\n",
      "Fitness: 4.447185714826243\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 4 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 3 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 2 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 5\n",
      "\n",
      "Fitness: 4.447185714826243\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 4 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 3 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 2 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 6\n",
      "\n",
      "Fitness: 4.440059150030396\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 4 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 3 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 1 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 7\n",
      "\n",
      "Fitness: 4.102156672254714\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 3 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 1 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 8\n",
      "\n",
      "Fitness: 4.102156672254714\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 3 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 1 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 9\n",
      "\n",
      "Fitness: 4.102156672254714\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 3 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 1 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 10\n",
      "\n",
      "Fitness: 3.997800204521892\n",
      "\n",
      "Best Individual:\n",
      "[[1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 1 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 5 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 11\n",
      "\n",
      "Fitness: 3.997800204521892\n",
      "\n",
      "Best Individual:\n",
      "[[1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 1 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 5 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 12\n",
      "\n",
      "Fitness: 3.997800204521892\n",
      "\n",
      "Best Individual:\n",
      "[[1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 1 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 5 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 13\n",
      "\n",
      "Fitness: 3.997800204521892\n",
      "\n",
      "Best Individual:\n",
      "[[1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 1 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 5 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 14\n",
      "\n",
      "Fitness: 3.997800204521892\n",
      "\n",
      "Best Individual:\n",
      "[[1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 1 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 5 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 15\n",
      "\n",
      "Fitness: 3.9227047131241117\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 5 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 5 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 16\n",
      "\n",
      "Fitness: 3.9227047131241117\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 5 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 5 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 17\n",
      "\n",
      "Fitness: 3.9227047131241117\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 5 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 5 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 18\n",
      "\n",
      "Fitness: 3.9227047131241117\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 5 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 5 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 19\n",
      "\n",
      "Fitness: 3.766151485213688\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 4 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 20\n",
      "\n",
      "Fitness: 3.766151485213688\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 4 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 21\n",
      "\n",
      "Fitness: 3.766151485213688\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 4 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 22\n",
      "\n",
      "Fitness: 3.766151485213688\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 4 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 23\n",
      "\n",
      "Fitness: 3.766151485213688\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 4 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 24\n",
      "\n",
      "Fitness: 3.766151485213688\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 4 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 25\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 26\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 27\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 28\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 29\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 30\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 31\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 32\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 33\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 34\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 35\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 36\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 37\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 38\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 39\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 40\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 41\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 42\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 43\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 44\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 45\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 46\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 47\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 48\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 49\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 50\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 51\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 52\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 53\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 54\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 55\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 56\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 57\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 58\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 59\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 60\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 61\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 62\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 63\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 64\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 65\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 66\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 67\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 68\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 69\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 70\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 71\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 72\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 73\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 74\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 75\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 76\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 77\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 78\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 79\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 80\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 81\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 82\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 83\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 84\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 85\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 86\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 87\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 88\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 89\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 90\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 91\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 92\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 93\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 94\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 95\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 96\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 97\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 98\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 99\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 100\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Final Objective Function Value: 3.6155939888991333\n",
      "Now we will apply rank_based selection method\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of populations assigned to each vaccine center:\n",
      "Vaccine Center 1: 1.0\n",
      "Vaccine Center 2: 1.0\n",
      "Vaccine Center 3: 3.0\n",
      "Vaccine Center 4: 0.0\n",
      "Vaccine Center 5: 5.0\n",
      "\n",
      "Total capacity of each vaccine center:\n",
      "Vaccine Center 1: 1.0/179 (assigned/maximum)\n",
      "Vaccine Center 2: 1.0/164 (assigned/maximum)\n",
      "Vaccine Center 3: 3.0/129 (assigned/maximum)\n",
      "Vaccine Center 4: 0.0/176 (assigned/maximum)\n",
      "Vaccine Center 5: 5.0/160 (assigned/maximum)\n",
      "\n",
      "Minimum number of populations assigned to a vaccine center: 0.0\n",
      "Maximum number of populations assigned to a vaccine center: 5.0\n",
      "\n",
      "Total capacity of all vaccine centers: 10.0\n",
      "Percentage of maximum capacity utilized by each vaccine center:\n",
      "Vaccine Center 1: 0.56%\n",
      "Vaccine Center 2: 0.61%\n",
      "Vaccine Center 3: 2.33%\n",
      "Vaccine Center 4: 0.00%\n",
      "Vaccine Center 5: 3.12%\n",
      "\n",
      "Average number of populations assigned per vaccine center: 2.0\n",
      "\n",
      "Distribution of populations across vaccine centers:\n",
      "Vaccine Center 1: 10.00%\n",
      "Vaccine Center 2: 10.00%\n",
      "Vaccine Center 3: 30.00%\n",
      "Vaccine Center 4: 0.00%\n",
      "Vaccine Center 5: 50.00%\n",
      "Generation 1\n",
      "\n",
      "Fitness: 4.8367435475436\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 1. 0. 0. 0.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 3 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 3 (Open), Population 6 assigned to Vaccine Center 2 (Open), Population 7 assigned to Vaccine Center 2 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 2 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 2\n",
      "\n",
      "Fitness: 4.8367435475436\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 1. 0. 0. 0.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 3 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 3 (Open), Population 6 assigned to Vaccine Center 2 (Open), Population 7 assigned to Vaccine Center 2 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 2 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 3\n",
      "\n",
      "Fitness: 4.621774959209391\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 3 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 4 (Open), Population 6 assigned to Vaccine Center 3 (Open), Population 7 assigned to Vaccine Center 4 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 4\n",
      "\n",
      "Fitness: 4.229303988040783\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 3 (Open), Population 4 assigned to Vaccine Center 4 (Open), Population 5 assigned to Vaccine Center 4 (Open), Population 6 assigned to Vaccine Center 2 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 5\n",
      "\n",
      "Fitness: 4.135267545725338\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 3 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 2 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 2 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 6\n",
      "\n",
      "Fitness: 4.135267545725338\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 3 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 2 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 2 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 7\n",
      "\n",
      "Fitness: 3.9834956576189575\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 4 (Open), Population 6 assigned to Vaccine Center 2 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 8\n",
      "\n",
      "Fitness: 3.8614023193209603\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 3 (Open), Population 4 assigned to Vaccine Center 4 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 9\n",
      "\n",
      "Fitness: 3.8434119949246806\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 3 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 4 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 10\n",
      "\n",
      "Fitness: 3.8434119949246806\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 3 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 4 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 11\n",
      "\n",
      "Fitness: 3.766151485213688\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 4 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 12\n",
      "\n",
      "Fitness: 3.6928544986101266\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 3 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 13\n",
      "\n",
      "Fitness: 3.6928544986101266\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 3 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 14\n",
      "\n",
      "Fitness: 3.6928544986101266\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 3 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 15\n",
      "\n",
      "Fitness: 3.6928544986101266\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 3 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 16\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 17\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 18\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 19\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 20\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 21\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 22\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 23\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 24\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 25\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 26\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 27\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 28\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 29\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 30\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 31\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 32\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 33\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 34\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 35\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 36\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 37\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 38\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 39\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 40\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 41\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 42\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 43\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 44\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 45\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 46\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 47\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 48\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 49\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 50\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 51\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 52\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 53\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 54\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 55\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 56\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 57\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 58\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 59\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 60\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 61\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 62\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 63\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 64\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 65\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 66\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 67\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 68\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 69\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 70\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 71\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 72\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 73\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 74\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 75\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 76\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 77\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 78\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 79\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 80\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 81\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 82\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 83\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 84\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 85\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 86\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 87\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 88\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 89\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 90\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 91\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 92\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 93\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 94\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 95\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 96\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 97\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 98\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 99\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Generation 100\n",
      "\n",
      "Fitness: 3.6155939888991333\n",
      "\n",
      "Best Individual:\n",
      "[[0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 1.]]\n",
      "Population 1 assigned to Vaccine Center 3 (Open), Population 2 assigned to Vaccine Center 5 (Open), Population 3 assigned to Vaccine Center 1 (Open), Population 4 assigned to Vaccine Center 2 (Open), Population 5 assigned to Vaccine Center 5 (Open), Population 6 assigned to Vaccine Center 5 (Open), Population 7 assigned to Vaccine Center 3 (Open), Population 8 assigned to Vaccine Center 3 (Open), Population 9 assigned to Vaccine Center 5 (Open), Population 10 assigned to Vaccine Center 5 (Open)----------------------------------------------------------------------------------------------------\n",
      "\n",
      "Final Objective Function Value: 3.6155939888991333\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average Distance: 0.36155939888991334\n",
      "Utilization Rate: [0.05586592 0.06097561 0.07751938 0.05681818 0.0625     0.05586592\n",
      " 0.06097561 0.07751938 0.05681818 0.0625     0.05586592 0.06097561\n",
      " 0.07751938 0.05681818 0.0625     0.05586592 0.06097561 0.07751938\n",
      " 0.05681818 0.0625     0.05586592 0.06097561 0.07751938 0.05681818\n",
      " 0.0625     0.05586592 0.06097561 0.07751938 0.05681818 0.0625\n",
      " 0.05586592 0.06097561 0.07751938 0.05681818 0.0625     0.05586592\n",
      " 0.06097561 0.07751938 0.05681818 0.0625     0.05586592 0.06097561\n",
      " 0.07751938 0.05681818 0.0625     0.05586592 0.06097561 0.07751938\n",
      " 0.05681818 0.0625    ]\n",
      "Number of Open Centers: 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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evbrc3d313nvvFZigXxT5/yJ/zz33XPaXy2bNmtl93L/65ZdfJBX8ZfqvBgwYoM6dO+vTTz/V119/rZdfflkvvviili1bpp49e/7j8RcsWKB7771X/fr10/jx4xUcHCxXV1fFxsZaf7n+K1dX10KPY9jxtJBr/d4iIiIkSbt37y4wJ8wRinKOffr0kbe3t5YsWaIOHTpoyZIlcnFx0Z133mntY7FYZDKZtGrVqkKPmT8qma+wa7ao8r/TcePGWecM/d3fryFH/l2+/PLLl/27+Pt5/lVERIR27NihI0eOFPgZLsxf/xHkr/Ly8go9n8t9pwMHDtT06dN16tQp+fr6asWKFbrrrrusjzcoiZ9tAM5FuAJQpixcuFDBwcGaM2dOgW3Lli3Tp59+qrlz58rLy0vR0dGqXr26Fi9erE6dOunbb78tsLJcvXr1tGvXLnXv3v2yv2BdydKlS+Xp6amvvvpKZrPZ2v7ee+/Z9Ktdu7YsFosOHTpkM+rw+++/2/SrWrWqfH19lZeXp5iYmKuq6Z9kZGTo008/VVhYmBo1avSPfatXr66HH35YDz/8sFJSUtSqVStNnz7dGq4u95198sknqlu3rpYtW2bT52qXy88fLcsPhYW51u+tZ8+ecnV11YIFC664EELVqlXl7e2t+Pj4Atv27t0rFxeXIv1S/3c+Pj665ZZb9PHHH2vmzJlavHixOnfurBo1alj71KtXT4ZhqE6dOrruuuvs/gzp0rW4du3aAsuy//1azP/e3d3dHXYt1qtXT9Klv8vLhfv8Pn5+flf1uX369NFHH32kBQsWaOLEiVfsHxgYqHPnzhVoP3z4cJFHaqVL4WratGlaunSpQkJClJaWZl08Ryr+n20AzsecKwBlxvnz57Vs2TLdcsstuuOOOwq8Ro8erfT0dOtKYS4uLrrjjjv0+eefa/78+bp48aLNLYHSpdGZY8eOad68eYV+XmZm5hXrcnV1lclkss73ki4tMf73lQbz/+X/P//5j0377NmzCxzv9ttv19KlSwsNE4Uta11U58+f15AhQ3TmzBlNmjTpH//FPjU11aYtODhYNWrUsLnt0cfHp0C//HOQbEcrNm/erI0bN15V3VWrVlV0dLTeffddJSYm2mzL/4xr/d7CwsJ0//336+uvvy7wdyJdGnV49dVXdfToUbm6uuqmm27SZ599ZvMA5eTkZH344Yfq1KmT9TZDew0cOFDHjx/X22+/rV27dhW4Zm+77Ta5urpq2rRpBUaDDMPQ6dOnr/gZPXr0UG5urs11b7FYCvyjRXBwsLp27aq33npLJ06cKHCcq7kWb7rpJvn6+io2NlYXLlwoUL8ktW7dWvXq1dMrr7xivYXVns+944471LRpU02fPr3Qay49Pd3mH1rq1aunTZs2KScnx9q2cuXKAkvbX0mjRo3UtGlTLV68WIsXL1b16tUVHR1t3V6cP9sASgdGrgCUGStWrFB6err69u1b6Pbrr79eVatW1cKFC62/kA4cOFCzZ8/W1KlT1bRp0wIjNUOGDNGSJUv04IMPau3aterYsaPy8vK0d+9eLVmyRF999VWB5wv9Xe/evTVz5kzdfPPNuvvuu5WSkqI5c+aofv36+vnnn639Wrdurdtvv12zZs3S6dOnrUux79u3T5LtKNALL7ygtWvXKioqSvfff78iIyN15swZbd++Xd98843OnDlzxe/r2LFjWrBggaRLo1W//fabPv74YyUlJemJJ57QAw88cNl909PTVbNmTd1xxx1q3ry5KlWqpG+++UZbt27Vq6++anNOixcv1tixY9W2bVtVqlRJffr00S233KJly5apf//+6t27tw4dOqS5c+cqMjKy0F+Wi+Lf//63OnXqpFatWmnkyJGqU6eOEhIS9MUXX2jnzp0O+d5effVVHThwQI8++qg1yAcGBioxMVEff/yx9u7dax2JeP7557VmzRp16tRJDz/8sNzc3PTWW28pOztbL7300lWdoyT16tVLvr6+GjdunPWX8b+qV6+enn/+eU2cOFEJCQnq16+ffH19dejQIX366acaOXKkzXPcCtOvXz+1a9dOTzzxhH7//XdFRERoxYoV1u/nr9finDlz1KlTJzVt2lT333+/6tatq+TkZG3cuFFHjx7Vrl277Do/Pz8/vfbaa/rXv/6ltm3b6u6771ZgYKB27dqlrKws/e9//5OLi4vefvtt9ezZU40bN9bw4cMVGhqqY8eOae3atfLz89Pnn39+2c9wd3fXsmXLFBMTo+joaA0YMEAdO3aUu7u7fv31V3344YcKDAy0LuH/r3/9S5988oluvvlmDRgwQAcOHNCCBQusI2j2GDhwoKZMmSJPT0+NGDGiwMOFHfGzDaAUK+nlCQHgavXp08fw9PQ0MjMzL9vn3nvvNdzd3a3LHFssFiMsLMyQZDz//POF7pOTk2O8+OKLRuPGjQ2z2WwEBgYarVu3NqZNm2akpqZa+0m67NLk77zzjtGgQQPDbDYbERERxnvvvWdMnTrV+Pt/ZjMzM41Ro0YZlStXNipVqmT069fPiI+PNyQZL7zwgk3f5ORkY9SoUUZYWJjh7u5uVKtWzejevbvx3//+94rfVe3atQ1JhiTDZDIZfn5+RuPGjY3777/f2Lx5c6H76C9LsWdnZxvjx483mjdvbvj6+ho+Pj5G8+bNjf/85z82+2RkZBh33323ERAQYEiyLstusViMGTNmGLVr1zbMZrPRsmVLY+XKlcawYcNslm7PX4r95Zdf/sd68v3yyy9G//79jYCAAMPT09No2LChMXnyZId9b4ZxaRn5t99+2+jcubPh7+9vuLu7G7Vr1zaGDx9eYJn27du3Gz169DAqVapkeHt7G926dTN+/PFHmz75S5Rv3brVpj1/We+1a9cWqGHw4MHWZc0vZ+nSpUanTp0MHx8fw8fHx4iIiDBGjRplxMfHW/t06dLFaNy4caH7nzx50rj77rsNX19fw9/f37j33nuNH374wZBkLFq0yKbvgQMHjKFDhxrVqlUz3N3djdDQUOOWW24xPvnkk6s+zxUrVhgdOnQwvLy8DD8/P6Ndu3bGRx99ZNNnx44dxm233WZUqVLFMJvNRu3atY0BAwYYcXFxl/1e/urs2bPGlClTjKZNmxre3t6Gp6en0aRJE2PixInGiRMnbPq++uqrRmhoqGE2m42OHTsaP/3002WXYv/4448v+5n79++3/uxt2LCh0D7Xeo0CKL1MhmHHDFMAgMPt3LlTLVu21IIFCzR48GBnl4MKbPny5erfv782bNigjh07OrscAChzmHMFACXo/PnzBdpmzZolFxcXm7kZQHH7+7WYl5en2bNny8/PT61atXJSVQBQtjHnCgBK0EsvvaRt27apW7ducnNz06pVq7Rq1SqNHDnyqlaXA67WI488ovPnz6t9+/bKzs7WsmXL9OOPP2rGjBnXtHw7AFRk3BYIACVozZo1mjZtmn777TdlZGSoVq1aGjJkiCZNmmR9Fg5QEj788EO9+uqr+v3333XhwgXVr19fDz30kEaPHu3s0gCgzCJcAQAAAIADMOcKAAAAAByAcAUAAAAADsAN/oWwWCw6fvy4fH19bR6kCAAAAKBiMQxD6enpqlGjRoEHg/8d4aoQx48fZ9UuAAAAAFZHjhxRzZo1/7EP4aoQvr6+ki59gX5+fk6uBgAAAICzpKWlKSwszJoR/gnhqhD5twL6+fkRrgAAAAAUaboQC1oAAAAAgAMQrgAAAADAAQhXAAAAAOAAhCsAAAAAcADCFQAAAAA4AOEKAAAAAByAcAUAAAAADkC4AgAAAAAHIFwBAAAAgAO4ObsA/LMfD5xS2vncy2739/JQVJ3KcnG58hOjAQAAABQfwlUp9+LqeO06cu4f+/xncCv1alq9ZAoCAAAAUCjCVSkXWd1X7pcZlTp27rxOpF7QrqPnCFcAAACAkxGuSrnY25pddtt7PxzStM9/U8KpzBKsCAAAAEBhWNCiDAsP8pEkJZzKcnIlAAAAAAhXZVidKn+Eq9OZslgMJ1cDAAAAVGxOD1dz5sxReHi4PD09FRUVpS1bthRpv0WLFslkMqlfv3427RkZGRo9erRq1qwpLy8vRUZGau7cucVQufPVDPSSm4tJ2RctSkq74OxyAAAAgArNqeFq8eLFGjt2rKZOnart27erefPm6tGjh1JSUv5xv4SEBI0bN06dO3cusG3s2LFavXq1FixYoD179ujxxx/X6NGjtWLFiuI6Dadxc3VRWGVvSWLeFQAAAOBkTg1XM2fO1P3336/hw4dbR5i8vb317rvvXnafvLw8DR48WNOmTVPdunULbP/xxx81bNgwde3aVeHh4Ro5cqSaN29e5BGxsia8yqVwdeg04QoAAABwJqeFq5ycHG3btk0xMTF/FuPiopiYGG3cuPGy+z377LMKDg7WiBEjCt3eoUMHrVixQseOHZNhGFq7dq327dunm2666bLHzM7OVlpams2rrPhzUQvCFQAAAOBMTluK/dSpU8rLy1NISIhNe0hIiPbu3VvoPhs2bNA777yjnTt3Xva4s2fP1siRI1WzZk25ubnJxcVF8+bNU3R09GX3iY2N1bRp067qPJytzh/h6hArBgIAAABO5fQFLYoqPT1dQ4YM0bx58xQUFHTZfrNnz9amTZu0YsUKbdu2Ta+++qpGjRqlb7755rL7TJw4UampqdbXkSNHiuMUikX4X1YMBAAAAOA8Thu5CgoKkqurq5KTk23ak5OTVa1atQL9Dxw4oISEBPXp08faZrFYJElubm6Kj49XjRo19PTTT+vTTz9V7969JUnNmjXTzp079corr9jcgvhXZrNZZrPZUadWovJHrhJPZynPYsjVxeTkigAAAICKyWkjVx4eHmrdurXi4uKsbRaLRXFxcWrfvn2B/hEREdq9e7d27txpffXt21fdunXTzp07FRYWptzcXOXm5srFxfa0XF1drUGsvKkR4CUPVxfl5Fl0/Nx5Z5cDAAAAVFhOG7mSLi2bPmzYMLVp00bt2rXTrFmzlJmZqeHDh0uShg4dqtDQUMXGxsrT01NNmjSx2T8gIECSrO0eHh7q0qWLxo8fLy8vL9WuXVvr1q3TBx98oJkzZ5bouZUUVxeTwip76cDJTCWczrQuzQ4AAACgZDk1XA0cOFAnT57UlClTlJSUpBYtWmj16tXWRS4SExMLjEJdyaJFizRx4kQNHjxYZ86cUe3atTV9+nQ9+OCDxXEKpUKdIJ9L4epUpjo3qOrscgAAAIAKyWQYhuHsIkqbtLQ0+fv7KzU1VX5+fs4u54qeX/mb3t5wSPd1rKMpfSKdXQ4AAABQbtiTDcrMaoG4POuzrlgxEAAAAHAawlU5UIcHCQMAAABOR7gqB/JHrhLPZOliXvlcFREAAAAo7QhX5UB1P0+Z3Vx00WLo+LkLzi4HAAAAqJAIV+WAi4tJtatcWoL9EPOuAAAAAKcgXJUT4VWYdwUAAAA4E+GqnMhf1OIQ4QoAAABwCsJVOcFy7AAAAIBzEa7KCW4LBAAAAJyLcFVOhAddWtDiyNnzymU5dgAAAKDEEa7KiRBfT3m6uyjPYujo2fPOLgcAAACocAhX5YSLi4lbAwEAAAAnIlyVI/nhihUDAQAAgJJHuCpHWDEQAAAAcB7CVTlS549FLRi5AgAAAEoe4aocsc65YuQKAAAAKHGEq3Kkzh+3BR47e145F1mOHQAAAChJhKtypKqvWT4errIYUuKZLGeXAwAAAFQohKtyxGQyqTbLsQMAAABOQbgqZ+qwYiAAAADgFISrciacFQMBAAAApyBclTOsGAgAAAA4B+GqnLHeFniKBS0AAACAkkS4KmfC/whXx1PP60JunpOrAQAAACoOwlU5U8XHQ75mNxksxw4AAACUKMJVOWMymayjVyxqAQAAAJQcwlU5FB7Es64AAACAkka4KofqVLm0HHvCaW4LBAAAAEoK4aocYuQKAAAAKHmEq3LIGq541hUAAABQYghX5VCdPx4kfCL1gs7nsBw7AAAAUBIIV+VQoI+H/L3cJUmHzzB6BQAAAJQEwlU5xbwrAAAAoGQRrsqp/BUDD51ixUAAAACgJBCuyqnQQC9JUnLaBSdXAgAAAFQMTg9Xc+bMUXh4uDw9PRUVFaUtW7YUab9FixbJZDKpX79+Bbbt2bNHffv2lb+/v3x8fNS2bVslJiY6uPLSLdDbQ5J0JjPHyZUAAAAAFYNTw9XixYs1duxYTZ06Vdu3b1fz5s3Vo0cPpaSk/ON+CQkJGjdunDp37lxg24EDB9SpUydFRETou+++088//6zJkyfL09OzuE6jVKrscylcnc0iXAEAAAAlwWQYhuGsD4+KilLbtm31xhtvSJIsFovCwsL0yCOPaMKECYXuk5eXp+joaN133336/vvvde7cOS1fvty6fdCgQXJ3d9f8+fOvuq60tDT5+/srNTVVfn5+V30cZ/ouPkX3vrdVkdX99OVjBUMoAAAAgCuzJxs4beQqJydH27ZtU0xMzJ/FuLgoJiZGGzduvOx+zz77rIKDgzVixIgC2ywWi7744gtdd9116tGjh4KDgxUVFWUTvgqTnZ2ttLQ0m1dZx8gVAAAAULKcFq5OnTqlvLw8hYSE2LSHhIQoKSmp0H02bNigd955R/PmzSt0e0pKijIyMvTCCy/o5ptv1tdff63+/fvrtttu07p16y5bS2xsrPz9/a2vsLCwqz+xUuKvc66cODgJAAAAVBhOX9CiqNLT0zVkyBDNmzdPQUFBhfaxWCySpFtvvVVjxoxRixYtNGHCBN1yyy2aO3fuZY89ceJEpaamWl9HjhwplnMoSfkjV9kXLTqfm+fkagAAAIDyz81ZHxwUFCRXV1clJyfbtCcnJ6tatWoF+h84cEAJCQnq06ePtS0/TLm5uSk+Pl5hYWFyc3NTZGSkzb6NGjXShg0bLluL2WyW2Wy+ltMpdbw9XGV2c1H2RYtOZ+TIu7LT/qoBAACACsFpI1ceHh5q3bq14uLirG0Wi0VxcXFq3759gf4RERHavXu3du7caX317dtX3bp1086dOxUWFiYPDw+1bdtW8fHxNvvu27dPtWvXLvZzKk1MJhPzrgAAAIAS5NThjLFjx2rYsGFq06aN2rVrp1mzZikzM1PDhw+XJA0dOlShoaGKjY2Vp6enmjRpYrN/QECAJNm0jx8/XgMHDlR0dLS6deum1atX6/PPP9d3331XUqdVagR6e+hE6gWedQUAAACUAKeGq4EDB+rkyZOaMmWKkpKS1KJFC61evdq6yEViYqJcXOwbXOvfv7/mzp2r2NhYPfroo2rYsKGWLl2qTp06FccplGqMXAEAAAAlx6nPuSqtysNzriTp0Y92aMWu45p8S6RGdKrj7HIAAACAMqdMPOcKxS9/5OpMZraTKwEAAADKP8JVOfbns65ynVwJAAAAUP4Rrsqxyj7ukqSzLGgBAAAAFDvCVTlW2efSs7vOsKAFAAAAUOwIV+VY4B8jVyzFDgAAABQ/wlU5Zl2KnXAFAAAAFDvCVTlW2fvP51xZLKy4DwAAABQnwlU5FvjHyJXFkNIusGIgAAAAUJwIV+WYu6uLfD3dJEmnuTUQAAAAKFaEq3KOeVcAAABAySBclXN/PkiYcAUAAAAUJ8JVOWcdueJZVwAAAECxIlyVc/nhijlXAAAAQPEiXJVzzLkCAAAASgbhqpz7c84VS7EDAAAAxYlwVc5V9nGXxJwrAAAAoLgRrsq5yj5mScy5AgAAAIob4aqcs45cEa4AAACAYkW4Kufy51wRrgAAAIDiRbgq5/JXC0zPvqicixYnVwMAAACUX1cVrg4cOKBnnnlGd911l1JSUiRJq1at0q+//urQ4nDt/Dzd5epiksSiFgAAAEBxsjtcrVu3Tk2bNtXmzZu1bNkyZWRkSJJ27dqlqVOnOrxAXBsXF5MCvS/NuzrDrYEAAABAsbE7XE2YMEHPP/+81qxZIw8PD2v7DTfcoE2bNjm0ODgG864AAACA4md3uNq9e7f69+9foD04OFinTp1ySFFwrMA/5l2d4bZAAAAAoNjYHa4CAgJ04sSJAu07duxQaGioQ4qCY1XJD1eMXAEAAADFxu5wNWjQID311FNKSkqSyWSSxWLRDz/8oHHjxmno0KHFUSOuUSDhCgAAACh2doerGTNmKCIiQmFhYcrIyFBkZKSio6PVoUMHPfPMM8VRI65RZeZcAQAAAMXOzd4dPDw8NG/ePE2ZMkW7d+9WRkaGWrZsqQYNGhRHfXCAP+dc5Tq5EgAAAKD8sjtc5QsLC1NYWJgja0Ex+XPOVbaTKwEAAADKL7tvC7z99tv14osvFmh/6aWXdOeddzqkKDjWn3OuGLkCAAAAiovd4Wr9+vXq1atXgfaePXtq/fr1DikKjsWcKwAAAKD42R2uMjIybB4enM/d3V1paWkOKQqOFejjLunSc64Mw3ByNQAAAED5ZHe4atq0qRYvXlygfdGiRYqMjHRIUXCsKj5mSVLORYsyc/KcXA0AAABQPtm9oMXkyZN122236cCBA7rhhhskSXFxcfroo4/08ccfO7xAXDsvD1d5urvoQq5FZzNzVMl81euYAAAAALgMu3/L7tOnj5YvX64ZM2bok08+kZeXl5o1a6ZvvvlGXbp0KY4a4QCVvT10PPWCzmTmKKyyt7PLAQAAAModu28LlKTevXvrhx9+UGZmpk6dOqVvv/32moLVnDlzFB4eLk9PT0VFRWnLli1F2m/RokUymUzq16/fZfs8+OCDMplMmjVr1lXXVx78+awrFrUAAAAAisNV3x+Wk5OjlJQUWSwWm/ZatWrZdZzFixdr7Nixmjt3rqKiojRr1iz16NFD8fHxCg4Ovux+CQkJGjdunDp37nzZPp9++qk2bdqkGjVq2FVTeVQ5P1xlEK4AAACA4mD3yNX+/fvVuXNneXl5qXbt2qpTp47q1Kmj8PBw1alTx+4CZs6cqfvvv1/Dhw9XZGSk5s6dK29vb7377ruX3ScvL0+DBw/WtGnTVLdu3UL7HDt2TI888ogWLlwod3d3u+sqb/LD1VlGrgAAAIBiYffI1b333is3NzetXLlS1atXl8lkuuoPz8nJ0bZt2zRx4kRrm4uLi2JiYrRx48bL7vfss88qODhYI0aM0Pfff19gu8Vi0ZAhQzR+/Hg1btz4inVkZ2crOzvb+r48Likf6J3/IGHCFQAAAFAc7A5XO3fu1LZt2xQREXHNH37q1Cnl5eUpJCTEpj0kJER79+4tdJ8NGzbonXfe0c6dOy973BdffFFubm569NFHi1RHbGyspk2bVuS6yyJGrgAAAIDiZfdtgZGRkTp16lRx1HJF6enpGjJkiObNm6egoKBC+2zbtk2vv/663n///SKPqk2cOFGpqanW15EjRxxZdqmQH65OM+cKAAAAKBZ2j1y9+OKLevLJJzVjxgw1bdq0wHwmPz+/Ih8rKChIrq6uSk5OtmlPTk5WtWrVCvQ/cOCAEhIS1KdPH2tb/oIabm5uio+P1/fff6+UlBSbhTXy8vL0xBNPaNasWUpISChwXLPZLLPZXOS6yyJGrgAAAIDiZXe4iomJkSR1797dpt0wDJlMJuXl5RX5WB4eHmrdurXi4uKsy6lbLBbFxcVp9OjRBfpHRERo9+7dNm3PPPOM0tPT9frrryssLExDhgyx1pivR48eGjJkiIYPH17k2sob5lwBAAAAxcvucLV27VqHFjB27FgNGzZMbdq0Ubt27TRr1ixlZmZag9DQoUMVGhqq2NhYeXp6qkmTJjb7BwQESJK1vUqVKqpSpYpNH3d3d1WrVk0NGzZ0aO1lyZ8jV7lOrgQAAAAon+wOV9fysODCDBw4UCdPntSUKVOUlJSkFi1aaPXq1dZFLhITE+XiclXPOsZfBPpcun3zbFaO8iyGXF2ufpVHAAAAAAWZDMMwrmbHrKwsJSYmKifH9jazZs2aOaQwZ0pLS5O/v79SU1PtmkNWmuXmWdRg0ipJ0vbJN1pHsgAAAABcnj3ZwO6Rq5MnT2r48OFatWpVodvtmXOFkuPu6iI/TzelXbioM5k5hCsAAADAwey+3+7xxx/XuXPntHnzZnl5eWn16tX63//+pwYNGmjFihXFUSMchBUDAQAAgOJj98jVt99+q88++0xt2rSRi4uLateurRtvvFF+fn6KjY1V7969i6NOOECgj4cSTmfxrCsAAACgGNg9cpWZmang4GBJUmBgoE6ePClJatq0qbZv3+7Y6uBQVRi5AgAAAIqN3eGqYcOGio+PlyQ1b95cb731lo4dO6a5c+eqevXqDi8QjsOzrgAAAIDiY/dtgY899phOnDghSZo6dapuvvlmLVy4UB4eHnr//fcdXR8cyDrninAFAAAAOJzd4eqee+6x/rl169Y6fPiw9u7dq1q1aikoKMihxcGxAv8IV2e4LRAAAABwOLtvC3z22WeVlZVlfe/t7a1WrVrJx8dHzz77rEOLg2Plj1xxWyAAAADgeHaHq2nTpikjI6NAe1ZWlqZNm+aQolA8KntzWyAAAABQXOwOV4ZhyGQyFWjftWuXKleu7JCiUDy4LRAAAAAoPkWecxUYGCiTySSTyaTrrrvOJmDl5eUpIyNDDz74YLEUCcf4c0GLXCdXAgAAAJQ/RQ5Xs2bNkmEYuu+++zRt2jT5+/tbt3l4eCg8PFzt27cvliLhGPnhKiP7orIv5sns5urkigAAAIDyo8jhatiwYZKkOnXqqGPHjnJzs3uhQTiZn6ebXF1MyrMYOpuZq2r+hCsAAADAUeyec+Xr66s9e/ZY33/22Wfq16+fnn76aeXkMJenNDOZTDxIGAAAACgmdoerBx54QPv27ZMkHTx4UAMHDpS3t7c+/vhjPfnkkw4vEI5V2cddknSWRS0AAAAAh7I7XO3bt08tWrSQJH388cfq0qWLPvzwQ73//vtaunSpo+uDg+XPuzrNyBUAAADgUFe1FLvFYpEkffPNN+rVq5ckKSwsTKdOnXJsdXC4P1cMJFwBAAAAjmR3uGrTpo2ef/55zZ8/X+vWrVPv3r0lSYcOHVJISIjDC4RjMecKAAAAKB52h6tZs2Zp+/btGj16tCZNmqT69etLkj755BN16NDB4QXCsawjV8y5AgAAABzK7vXUmzVrpt27dxdof/nll+XqytLepR1zrgAAAIDi4bCHVXl6ejrqUChGzLkCAAAAikeRwlXlypW1b98+BQUFKTAwUCaT6bJ9z5w547Di4HjMuQIAAACKR5HC1WuvvSZfX19Jl+ZcoexizhUAAABQPIoUroYNG1bon1H25IerM5k5MgzjH0chAQAAABSd3XOuUlNTtWbNGiUkJMhkMqlu3brq3r27/Pz8iqM+OFj+bYG5eYYysi/K19PdyRUBAAAA5YNd4WrBggUaPXq00tLSbNr9/f01d+5cDRw40KHFwfG8PFzl5e6q87l5OpuZS7gCAAAAHKTIz7navn27hg8frn79+mnHjh06f/68srKy9NNPP6lPnz4aMmSIdu3aVZy1wkGstwYy7woAAABwmCKPXM2ePVv9+vXT+++/b9PeqlUrffDBB8rKytLrr7+ud99919E1wsEq+3jo2LnzOpOZ7exSAAAAgHKjyCNXP/zwgx544IHLbn/wwQe1YcMGhxSF4hVoXdQi18mVAAAAAOVHkcPV8ePHdd111112+3XXXadjx445pCgUr8rel+ZZ8SBhAAAAwHGKHK6ysrLk6el52e1ms1kXLlxwSFEoXoHMuQIAAAAczq7VAr/66iv5+/sXuu3cuXOOqAcloMof4ep0BnOuAAAAAEexK1xd6QHCPJC2bKgfXEmStOngGR4kDAAAADhIkW8LtFgsV3zl5eUVZ61wkOjrqsrT3UWJZ7L06/G0K+8AAAAA4IqKHK5Qfnh7uOmGiGBJ0pe7Tzi5GgAAAKB8KBXhas6cOQoPD5enp6eioqK0ZcuWIu23aNEimUwm9evXz9qWm5urp556Sk2bNpWPj49q1KihoUOH6vjx48VUfdnUs0l1SZfClWEYTq4GAAAAKPucHq4WL16ssWPHaurUqdq+fbuaN2+uHj16KCUl5R/3S0hI0Lhx49S5c2eb9qysLG3fvl2TJ0/W9u3btWzZMsXHx6tv377FeRplzg0RwTK7uSjhdJb2nEh3djkAAABAmWcynDxsERUVpbZt2+qNN96QdGluV1hYmB555BFNmDCh0H3y8vIUHR2t++67T99//73OnTun5cuXX/Yztm7dqnbt2unw4cOqVavWFWtKS0uTv7+/UlNT5efnd1XnVRY8MP8nffVrskZ3q69xPRo6uxwAAACg1LEnGzh15ConJ0fbtm1TTEyMtc3FxUUxMTHauHHjZfd79tlnFRwcrBEjRhTpc1JTU2UymRQQEFDo9uzsbKWlpdm8KoJeTbk1EAAAAHCUqwpX586d09tvv62JEyfqzJkzkqTt27fr2LFjdh3n1KlTysvLU0hIiE17SEiIkpKSCt1nw4YNeueddzRv3rwifcaFCxf01FNP6a677rps0oyNjZW/v7/1FRYWZtd5lFU3RATLw81FB09lKj6ZWwMBAACAa2F3uPr555913XXX6cUXX9Qrr7xifXjwsmXLNHHiREfXZyM9PV1DhgzRvHnzFBQUdMX+ubm5GjBggAzD0JtvvnnZfhMnTlRqaqr1deTIEUeWXWr5erorukFVSdKXuwsPswAAAACKxu5wNXbsWN17773av3+/PD09re29evXS+vXr7TpWUFCQXF1dlZycbNOenJysatWqFeh/4MABJSQkqE+fPnJzc5Obm5s++OADrVixQm5ubjpw4IC1b36wOnz4sNasWfOP90eazWb5+fnZvCqK3s0ufc8syQ4AAABcG7vD1datW/XAAw8UaA8NDb3srXyX4+HhodatWysuLs7aZrFYFBcXp/bt2xfoHxERod27d2vnzp3WV9++fdWtWzft3LnTejtffrDav3+/vvnmG1WpUsXOs6w4ujcKkYeri35PydB+bg0EAAAArpqbvTuYzeZCF3zYt2+fqlatancBY8eO1bBhw9SmTRu1a9dOs2bNUmZmpoYPHy5JGjp0qEJDQxUbGytPT081adLEZv/8RSry23Nzc3XHHXdo+/btWrlypfLy8qyhr3LlyvLw8LC7xvLMz9NdnRsEKW5vir7YfUKPh/g6uyQAAACgTLJ75Kpv37569tlnlZubK0kymUxKTEzUU089pdtvv93uAgYOHKhXXnlFU6ZMUYsWLbRz506tXr3aushFYmKiTpwo+i1rx44d04oVK3T06FG1aNFC1atXt75+/PFHu+urCHr+ZdVAAAAAAFfH7udcpaam6o477tBPP/2k9PR01ahRQ0lJSWrfvr2+/PJL+fj4FFetJaaiPOcqX2pWrtpMX6PcPEPfjI1W/WBGrwAAAADJvmxg922B/v7+WrNmjTZs2KCff/5ZGRkZatWqlc2zqlC2+Hu7q2P9IH0Xf1Jf7k7So90JVwAAAIC97A5X+Tp16qROnTo5shY4Ua+m1f8IVyf0aPcGzi4HAAAAKHPsDlf//ve/C203mUzy9PRU/fr1FR0dLVdX12suDiXnpsgQPe1i0t6kdB08maG6VSs5uyQAAACgTLE7XL322ms6efKksrKyFBgYKEk6e/asvL29ValSJaWkpKhu3bpau3atdWl0lH4B3h5qX6+Kvt9/Sqt+SdKobvWdXRIAAABQpti9WuCMGTPUtm1b7d+/X6dPn9bp06e1b98+RUVF6fXXX1diYqKqVaumMWPGFEe9KEa9/1g18IufWTUQAAAAsJfdqwXWq1dPS5cuVYsWLWzad+zYodtvv10HDx7Ujz/+qNtvv92uJdRLk4q2WmC+M5k5ajv9G+VZDH03rqvCg8r+yo8AAADAtSjW1QJPnDihixcvFmi/ePGi9WG9NWrUUHp6ur2HhpNV9vFQ+7pVtOH3U5rx5R41DwsotF+3hsGKrFFxQicAAABQFHaHq27duumBBx7Q22+/rZYtW0q6NGr10EMP6YYbbpAk7d69W3Xq1HFspSgRvZpW14bfT+nr35L19W/JhfZZvPWI1j/ZrYQrAwAAAEo3u8PVO++8oyFDhqh169Zyd3eXdGnUqnv37nrnnXckSZUqVdKrr77q2EpRIm5vHapj57J0OiOnwDbDkJZsO6LEM1lKSb+gYF9PJ1QIAAAAlE52z7nKt3fvXu3bt0+S1LBhQzVs2NChhTlTRZ1zVRQ3zlyn/SkZemdYG3VvFOLscgAAAIBiVaxzrvJFREQoIiLiandHGdW0pr/2p2To56OphCsAAADgL64qXB09elQrVqxQYmKicnJsbx+bOXOmQwpD6dS8ZoCWbT+mn4+ec3YpAAAAQKlid7iKi4tT3759VbduXe3du1dNmjRRQkKCDMNQq1atiqNGlCJNa/pLknYfS5VhGDKZTE6uCAAAACgd7H6I8MSJEzVu3Djt3r1bnp6eWrp0qY4cOaIuXbrozjvvLI4aUYpEVveTm4tJpzJydCL1grPLAQAAAEoNu8PVnj17NHToUEmSm5ubzp8/r0qVKunZZ5/Viy++6PACUbp4urvquhBfSeLWQAAAAOAv7A5XPj4+1nlW1atX14EDB6zbTp065bjKUGo1++PWwJ+Ppjq5EgAAAKD0sDtcXX/99dqwYYMkqVevXnriiSc0ffp03Xfffbr++usdXiBKn7/OuwIAAABwid0LWsycOVMZGRmSpGnTpikjI0OLFy9WgwYNWCmwgmheM0DSpZErFrUAAAAALrErXOXl5eno0aNq1qyZpEu3CM6dO7dYCkPpdV2IrzxcXZR6PleJZ7JUu4qPs0sCAAAAnM6u2wJdXV1100036ezZs8VVD8oADzcXNapx6enUzLsCAAAALrF7zlWTJk108ODB4qgFZUiz0PxFLc45txAAAACglLA7XD3//PMaN26cVq5cqRMnTigtLc3mhYqhKSsGAgAAADbsXtCiV69ekqS+ffvaLGSQv7BBXl6e46pDqZW/qMUvx1JlsRhycWFRCwAAAFRsdoertWvXFkcdKGPqVfWRl7urMnPydPBUhuoH+zq7JAAAAMCp7A5XXbp0KY46UMa4ubqocQ0//XT4rH4+mkq4AgAAQIVn95wrSfr+++91zz33qEOHDjp27Jgkaf78+daHC6NiaPaX510BAAAAFZ3d4Wrp0qXq0aOHvLy8tH37dmVnZ0uSUlNTNWPGDIcXiNKrWU1WDAQAAADyXdVqgXPnztW8efPk7u5ube/YsaO2b9/u0OJQuuWvGPjr8TRdzLM4uRoAAADAuewOV/Hx8YqOji7Q7u/vr3PnzjmiJpQRdar4yNfspuyLFu1PyXB2OQAAAIBT2R2uqlWrpt9//71A+4YNG1S3bl2HFIWywcXFpCY8TBgAAACQdBXh6v7779djjz2mzZs3y2Qy6fjx41q4cKHGjRunhx56qDhqRCnWjIcJAwAAAJKuYin2CRMmyGKxqHv37srKylJ0dLTMZrPGjRunRx55pDhqRCmWv2Lg7mOEKwAAAFRsdocrk8mkSZMmafz48fr999+VkZGhyMhIVapUqTjqQymXP3K150Sasi/myezm6uSKAAAAAOew+7bABQsWKCsrSx4eHoqMjFS7du0IVhVYzUAvBXq7KzfPUHxSurPLAQAAAJzG7nA1ZswYBQcH6+6779aXX36pvLy84qgLZYTJZFJTHiYMAAAA2B+uTpw4oUWLFslkMmnAgAGqXr26Ro0apR9//PGqi5gzZ47Cw8Pl6empqKgobdmypUj75dfRr18/m3bDMDRlyhRVr15dXl5eiomJ0f79+6+6PvyzZqwYCAAAANgfrtzc3HTLLbdo4cKFSklJ0WuvvaaEhAR169ZN9erVs7uAxYsXa+zYsZo6daq2b9+u5s2bq0ePHkpJSfnH/RISEjRu3Dh17ty5wLaXXnpJ//73vzV37lxt3rxZPj4+6tGjhy5cuGB3fbiypqwYCAAAANgfrv7K29tbPXr0UM+ePdWgQQMlJCTYfYyZM2fq/vvv1/DhwxUZGam5c+fK29tb77777mX3ycvL0+DBgzVt2rQCz9YyDEOzZs3SM888o1tvvVXNmjXTBx98oOPHj2v58uV214cra/7HbYH7UzJ0PofbRAEAAFAxXVW4ysrK0sKFC9WrVy+FhoZq1qxZ6t+/v3799Ve7jpOTk6Nt27YpJibmz4JcXBQTE6ONGzdedr9nn31WwcHBGjFiRIFthw4dUlJSks0x/f39FRUVddljZmdnKy0tzeaFogvxM6uqr1l5FkO/nWD0CgAAABWT3eFq0KBBCg4O1pgxY1S3bl199913+v333/Xcc88pIiLCrmOdOnVKeXl5CgkJsWkPCQlRUlJSofts2LBB77zzjubNm1fo9vz97DlmbGys/P39ra+wsDC7zqOiM5lMf5l3RbgCAABAxWR3uHJ1ddWSJUt04sQJvfHGG2rfvr112y+//OLQ4v4uPT1dQ4YM0bx58xQUFOSw406cOFGpqanW15EjRxx27IrC+jBhwhUAAAAqKLsfIrxw4UKb9+np6froo4/09ttva9u2bXYtzR4UFCRXV1clJyfbtCcnJ6tatWoF+h84cEAJCQnq06ePtc1isUi6tNBGfHy8db/k5GRVr17d5pgtWrQotA6z2Syz2VzkulFQ/sOEd7FiIAAAACqoq17QYv369Ro2bJiqV6+uV155RTfccIM2bdpk1zE8PDzUunVrxcXFWdssFovi4uJsRsTyRUREaPfu3dq5c6f11bdvX3Xr1k07d+5UWFiY6tSpo2rVqtkcMy0tTZs3by70mHCM/BUDD57K1LmsHCdXAwAAAJQ8u0aukpKS9P777+udd95RWlqaBgwYoOzsbC1fvlyRkZFXVcDYsWM1bNgwtWnTRu3atdOsWbOUmZmp4cOHS5KGDh2q0NBQxcbGytPTU02aNLHZPyAgQJJs2h9//HE9//zzatCggerUqaPJkyerRo0aBZ6HBccJqmRW/eBK+j0lQ5sOntHNTQqOPAIAAADlWZHDVZ8+fbR+/Xr17t1bs2bN0s033yxXV1fNnTv3mgoYOHCgTp48qSlTpigpKUktWrTQ6tWrrQtSJCYmysXFvgG2J598UpmZmRo5cqTOnTunTp06afXq1fL09LymWvHP2tet8ke4Ok24AgAAQIVjMgzDKEpHNzc3Pfroo3rooYfUoEEDa7u7u7t27dp11SNXpVFaWpr8/f2VmpoqPz8/Z5dTZny5+4QeXrhdDUN89dWYaGeXAwAAAFwze7JBkYeENmzYoPT0dLVu3VpRUVF64403dOrUqWsuFuXH9XWrSJLik9N1OiPbydUAAAAAJavI4er666/XvHnzdOLECT3wwANatGiRatSoIYvFojVr1ig9Pb0460QZUNnHQxHVfCVJmw6ecXI1AAAAQMmye7VAHx8f3XfffdqwYYN2796tJ554Qi+88IKCg4PVt2/f4qgRZUj+6NXGg4xqAgAAoGK56qXYJalhw4Z66aWXdPToUX300UeOqgllWPt6f4SrA6edXAkAAABQsq4pXOVzdXVVv379tGLFCkccDmXY9XWqyGSSDpzMVHLaBWeXAwAAAJQYh4QrIJ+/t7sa17i0isqmg4xeAQAAoOIgXMHh2tfl1kAAAABUPIQrOJx13hUjVwAAAKhACFdwuLbhleXqYtLh01k6fu68s8sBAAAASgThCg7n6+muJqH+krg1EAAAABUH4QrFwjrvilsDAQAAUEEQrlAseN4VAAAAKhrCFYpFm9qBcnMx6di58zpyJsvZ5QAAAADFjnCFYuFjdlPzsABJjF4BAACgYiBcodgw7woAAAAVCeEKxabDH/OufjxwSoZhOLkaAAAAoHgRrlBsWtUOlIeri5LTsnXoVKazywEAAACKFeEKxcbT3VUtawVI4tZAAAAAlH+EKxQrlmQHAABARUG4QrHKX9Ri08EzzLsCAABAuUa4QrFqUStAZjcXncrI1u8pGc4uBwAAACg2hCsUK7Obq9qEB0pi3hUAAADKN8IVip31eVfMuwIAAEA5RrhCsctf1GLTwdM6nZHt5GoAAACA4kG4QrFrVjNAVXw8dDYrV11f+U7vbDik3DyLs8sCAAAAHIpwhWLn7uqi94a3VeMafkq/cFHPrfxNN89ar3X7Tjq7NAAAAMBhTAbrYxeQlpYmf39/paamys/Pz9nllBt5FkMf/3REL38Vr9OZOZKkmEbBmtQ7UnWCfJxcHQAAAFCQPdmAcFUIwlXxSj2fq9lx+/X+jwm6aDHk7mrSrS1C5e/lXmj/yj4eur9zXXm4MdAKAACAkmVPNnAroZoAK38vdz1zS6QGtaul51b+pnX7TuqTbUf/cR9vD1cN71inhCoEAAAA7MfIVSEYuSpZ6/ed1KaDp1XYhZhwKlOrfklSg+BK+npMtEwmU4nXBwAAgIqLkSuUKdHXVVX0dVUL3ZZ2IVffxZ/U/pQM/XT4rNqGVy7h6gAAAICiYRILSjU/T3f1bV5DkvTh5kQnVwMAAABcHuEKpd7dUbUkSV/sPqGzf6wyCAAAAJQ2hCuUes1q+qtxDT/lXLRo6fZ/XvgCAAAAcBbCFUo9k8mku9pdGr36aEuiWIMFAAAApZHTw9WcOXMUHh4uT09PRUVFacuWLZftu2zZMrVp00YBAQHy8fFRixYtNH/+fJs+GRkZGj16tGrWrCkvLy9FRkZq7ty5xX0aKGa3tqghbw9XHTiZqS2Hzji7HAAAAKAAp4arxYsXa+zYsZo6daq2b9+u5s2bq0ePHkpJSSm0f+XKlTVp0iRt3LhRP//8s4YPH67hw4frq6++svYZO3asVq9erQULFmjPnj16/PHHNXr0aK1YsaKkTgvFwNfTXbe2+GNhiy0sbAEAAIDSx6nPuYqKilLbtm31xhtvSJIsFovCwsL0yCOPaMKECUU6RqtWrdS7d28999xzkqQmTZpo4MCBmjx5srVP69at1bNnTz3//POFHiM7O1vZ2dnW92lpaQoLC+M5V6XM7qOp6vPGBnm4umjT091V2cfD2SUBAACgnLPnOVdOG7nKycnRtm3bFBMT82cxLi6KiYnRxo0br7i/YRiKi4tTfHy8oqOjre0dOnTQihUrdOzYMRmGobVr12rfvn266aabLnus2NhY+fv7W19hYWHXdnIoFk1r+qtpqL9y8ixauo2FLQAAAFC6OC1cnTp1Snl5eQoJCbFpDwkJUVJS0mX3S01NVaVKleTh4aHevXtr9uzZuvHGG63bZ8+ercjISNWsWVMeHh66+eabNWfOHJsA9ncTJ05Uamqq9XXkyJFrP0EUCxa2AAAAQGnl5uwC7OXr66udO3cqIyNDcXFxGjt2rOrWrauuXbtKuhSuNm3apBUrVqh27dpav369Ro0apRo1atiMkv2V2WyW2WwuwbPA1erbooamf/GbDp7K1KaDZ9S+XhVnlwQAAABIcmK4CgoKkqurq5KTk23ak5OTVa1atcvu5+Liovr160uSWrRooT179ig2NlZdu3bV+fPn9fTTT+vTTz9V7969JUnNmjXTzp079corr1w2XKHsqGR2060tQ/Xh5kR9uCWRcAUAAIBSw2m3BXp4eKh169aKi4uztlksFsXFxal9+/ZFPo7FYrEuRpGbm6vc3Fy5uNielqurqywWi2MKh9Pd/cetgat/OaHTGdlX6A0AAACUDKfeFjh27FgNGzZMbdq0Ubt27TRr1ixlZmZq+PDhkqShQ4cqNDRUsbGxki4tPNGmTRvVq1dP2dnZ+vLLLzV//ny9+eabkiQ/Pz916dJF48ePl5eXl2rXrq1169bpgw8+0MyZM512nnCsJqH+al7TX7uOpuqTbUf1QJd6zi4JAAAAcG64GjhwoE6ePKkpU6YoKSlJLVq00OrVq62LXCQmJtqMQmVmZurhhx/W0aNH5eXlpYiICC1YsEADBw609lm0aJEmTpyowYMH68yZM6pdu7amT5+uBx98sMTPD8Xnrna1tOvobn20JVH3d64rFxeTs0sCAABABefU51yVVvasZQ/nyMy+qKgZccrIvqiF/4pSx/pBzi4JAAAA5VCZeM4VcC18zG7q3zJUkjR/42EnVwMAAAAQrlCGDWlfW5L09W9JOnbuvJOrAQAAQEVHuEKZdV2IrzrUqyKLIS3cxOgVAAAAnItwhTJtaPtwSdKirUd0ITfPucUAAACgQiNcoUyLaRSsGv6eOpOZo5U/n3B2OQAAAKjACFco09xcXXTPH3Ov/vdjglj8EgAAAM5CuEKZN6htLXm4uWj3sVTtOHLO2eUAAACggiJcocyr7OOhvs1rSJI++DHBucUAAACgwiJcoVwY9sfCFl/sPqGT6dnOLQYAAAAVEuEK5ULTmv5qWStAuXmGPtqS6OxyAAAAUAERrlBu3NshXJK0cPNh5eZZnFsMAAAAKhzCFcqNnk2qK6iSWclp2frq1yRnlwMAAIAKhnCFcsPDzUV3R9WSJH3w42EnVwMAAICKhnCFcmVwVC25uZi0JeGMfjue5uxyAAAAUIEQrlCuhPh5qkeTapKkDzYmOLcYAAAAVCiEK5Q7+QtbLN95TClpF3QhN8+hLwAAAKAwbs4uAHC0NrUD1ai6n/acSFO7GXEOP363hlX17r1tZTKZHH5sAAAAlF2MXKHcMZlMeqx7fbm5FE/4WRt/UruOphbLsQEAAFB2MXKFcunmJtX167PBuphnOPS4T3+6W5/tPK6PNieqRViAQ48NAACAso1whXLL7OYqs4Ov8Huur63Pdh7Xil3HNemWRvLzdHfsBwAAAKDM4rZAwA5tageqfnAlnc/N02c7jjm7HAAAAJQihCvADiaTSXe3u/Sg4oWbE2UYjr3tEAAAAGUX4Qqw0+2tasrs5qK9SenaceScs8sBAABAKUG4Auzk7+2u3s2qS5I+2pzo5GoAAABQWhCugKswOOrSrYGf/3xcqedznVwNAAAASgPCFXAVWtUKVMMQX13ItWg5C1sAAABAhCvgqphMJt39x+jVhyxsAQAAABGugKvWr2WoPN1dFJ+cru2JZ51dDgAAAJyMcAVcJX8vd93SrIYk6cPNR5xcDQAAAJyNcAVcg/xbA1f+fFypWSxsAQAAUJERroBr0DIsQBHVfJV90aJlO446uxwAAAA4EeEKuAYmk8m6LDsLWwAAAFRshCvgGt3aMlRe7q7an5Khnw6zsAUAAEBF5ebsAoCyzs/TXX2b19Din45oztrfNahtmLNLAgAAKPO8PdwUfV1VZ5dhF6eHqzlz5ujll19WUlKSmjdvrtmzZ6tdu3aF9l22bJlmzJih33//Xbm5uWrQoIGeeOIJDRkyxKbfnj179NRTT2ndunW6ePGiIiMjtXTpUtWqVaskTgkV0F1RtbT4pyP6Lv6kvos/6exyAAAAyry6VX307RNdnV2GXZwarhYvXqyxY8dq7ty5ioqK0qxZs9SjRw/Fx8crODi4QP/KlStr0qRJioiIkIeHh1auXKnhw4crODhYPXr0kCQdOHBAnTp10ogRIzRt2jT5+fnp119/laenZ0mfHiqQ5jX99VDXetp66IyzSwEAACgXagR4ObsEu5kMJ87Aj4qKUtu2bfXGG29IkiwWi8LCwvTII49owoQJRTpGq1at1Lt3bz333HOSpEGDBsnd3V3z58+/6rrS0tLk7++v1NRU+fn5XfVxAAAAAJRt9mQDpy1okZOTo23btikmJubPYlxcFBMTo40bN15xf8MwFBcXp/j4eEVHR0u6FM6++OILXXfdderRo4eCg4MVFRWl5cuX/+OxsrOzlZaWZvMCAAAAAHs4LVydOnVKeXl5CgkJsWkPCQlRUlLSZfdLTU1VpUqV5OHhod69e2v27Nm68cYbJUkpKSnKyMjQCy+8oJtvvllff/21+vfvr9tuu03r1q277DFjY2Pl7+9vfYWFsSABAAAAAPs4fUELe/n6+mrnzp3KyMhQXFycxo4dq7p166pr166yWCySpFtvvVVjxoyRJLVo0UI//vij5s6dqy5duhR6zIkTJ2rs2LHW92lpaQQsAAAAAHZxWrgKCgqSq6urkpOTbdqTk5NVrVq1y+7n4uKi+vXrS7oUnPbs2aPY2Fh17dpVQUFBcnNzU2RkpM0+jRo10oYNGy57TLPZLLPZfA1nAwAAAKCic9ptgR4eHmrdurXi4uKsbRaLRXFxcWrfvn2Rj2OxWJSdnW09Ztu2bRUfH2/TZ9++fapdu7ZjCgcAAACAQjj1tsCxY8dq2LBhatOmjdq1a6dZs2YpMzNTw4cPlyQNHTpUoaGhio2NlXRpblSbNm1Ur149ZWdn68svv9T8+fP15ptvWo85fvx4DRw4UNHR0erWrZtWr16tzz//XN99950zThEAAABABeHUcDVw4ECdPHlSU6ZMUVJSklq0aKHVq1dbF7lITEyUi8ufg2uZmZl6+OGHdfToUXl5eSkiIkILFizQwIEDrX369++vuXPnKjY2Vo8++qgaNmyopUuXqlOnTiV+fgAAAAAqDqc+56q04jlXAAAAAKQy8pwrAAAAAChPCFcAAAAA4ACEKwAAAABwgDL3EOGSkD8NLS0tzcmVAAAAAHCm/ExQlKUqCFeFSE9PlySFhYU5uRIAAAAApUF6err8/f3/sQ+rBRbCYrHo+PHj8vX1lclkKvbPS0tLU1hYmI4cOcLqhCgyrhtcLa4dXA2uG1wNrhtcrdJ07RiGofT0dNWoUcPmMVGFYeSqEC4uLqpZs2aJf66fn5/TLx6UPVw3uFpcO7gaXDe4Glw3uFql5dq50ohVPha0AAAAAAAHIFwBAAAAgAMQrkoBs9msqVOnymw2O7sUlCFcN7haXDu4Glw3uBpcN7haZfXaYUELAAAAAHAARq4AAAAAwAEIVwAAAADgAIQrAAAAAHAAwhUAAAAAOADhqhSYM2eOwsPD5enpqaioKG3ZssXZJaEUiY2NVdu2beXr66vg4GD169dP8fHxNn0uXLigUaNGqUqVKqpUqZJuv/12JScnO6lilEYvvPCCTCaTHn/8cWsb1w0Kc+zYMd1zzz2qUqWKvLy81LRpU/3000/W7YZhaMqUKapevbq8vLwUExOj/fv3O7FilAZ5eXmaPHmy6tSpIy8vL9WrV0/PPfec/rpuGtcO1q9frz59+qhGjRoymUxavny5zfaiXCNnzpzR4MGD5efnp4CAAI0YMUIZGRkleBb/jHDlZIsXL9bYsWM1depUbd++Xc2bN1ePHj2UkpLi7NJQSqxbt06jRo3Spk2btGbNGuXm5uqmm25SZmamtc+YMWP0+eef6+OPP9a6det0/Phx3XbbbU6sGqXJ1q1b9dZbb6lZs2Y27Vw3+LuzZ8+qY8eOcnd316pVq/Tbb7/p1VdfVWBgoLXPSy+9pH//+9+aO3euNm/eLB8fH/Xo0UMXLlxwYuVwthdffFFvvvmm3njjDe3Zs0cvvviiXnrpJc2ePdvah2sHmZmZat68uebMmVPo9qJcI4MHD9avv/6qNWvWaOXKlVq/fr1GjhxZUqdwZQacql27dsaoUaOs7/Py8owaNWoYsbGxTqwKpVlKSoohyVi3bp1hGIZx7tw5w93d3fj444+tffbs2WNIMjZu3OisMlFKpKenGw0aNDDWrFljdOnSxXjssccMw+C6QeGeeuopo1OnTpfdbrFYjGrVqhkvv/yyte3cuXOG2Ww2Pvroo5IoEaVU7969jfvuu8+m7bbbbjMGDx5sGAbXDgqSZHz66afW90W5Rn777TdDkrF161Zrn1WrVhkmk8k4duxYidX+Txi5cqKcnBxt27ZNMTEx1jYXFxfFxMRo48aNTqwMpVlqaqokqXLlypKkbdu2KTc31+Y6ioiIUK1atbiOoFGjRql3794214fEdYPCrVixQm3atNGdd96p4OBgtWzZUvPmzbNuP3TokJKSkmyuG39/f0VFRXHdVHAdOnRQXFyc9u3bJ0natWuXNmzYoJ49e0ri2sGVFeUa2bhxowICAtSmTRtrn5iYGLm4uGjz5s0lXnNh3JxdQEV26tQp5eXlKSQkxKY9JCREe/fudVJVKM0sFosef/xxdezYUU2aNJEkJSUlycPDQwEBATZ9Q0JClJSU5IQqUVosWrRI27dv19atWwts47pBYQ4ePKg333xTY8eO1dNPP62tW7fq0UcflYeHh4YNG2a9Ngr7/xbXTcU2YcIEpaWlKSIiQq6ursrLy9P06dM1ePBgSeLawRUV5RpJSkpScHCwzXY3NzdVrly51FxHhCugDBk1apR++eUXbdiwwdmloJQ7cuSIHnvsMa1Zs0aenp7OLgdlhMViUZs2bTRjxgxJUsuWLfXLL79o7ty5GjZsmJOrQ2m2ZMkSLVy4UB9++KEaN26snTt36vHHH1eNGjW4dlChcFugEwUFBcnV1bXA6lzJycmqVq2ak6pCaTV69GitXLlSa9euVc2aNa3t1apVU05Ojs6dO2fTn+uoYtu2bZtSUlLUqlUrubm5yc3NTevWrdO///1vubm5KSQkhOsGBVSvXl2RkZE2bY0aNVJiYqIkWa8N/r+Fvxs/frwmTJigQYMGqWnTphoyZIjGjBmj2NhYSVw7uLKiXCPVqlUrsOjbxYsXdebMmVJzHRGunMjDw0OtW7dWXFyctc1isSguLk7t27d3YmUoTQzD0OjRo/Xpp5/q22+/VZ06dWy2t27dWu7u7jbXUXx8vBITE7mOKrDu3btr9+7d2rlzp/XVpk0bDR482Ppnrhv8XceOHQs86mHfvn2qXbu2JKlOnTqqVq2azXWTlpamzZs3c91UcFlZWXJxsf210tXVVRaLRRLXDq6sKNdI+/btde7cOW3bts3a59tvv5XFYlFUVFSJ11woZ6+oUdEtWrTIMJvNxvvvv2/89ttvxsiRI42AgAAjKSnJ2aWhlHjooYcMf39/47vvvjNOnDhhfWVlZVn7PPjgg0atWrWMb7/91vjpp5+M9u3bG+3bt3di1SiN/rpaoGFw3aCgLVu2GG5ubsb06dON/fv3GwsXLjS8vb2NBQsWWPu88MILRkBAgPHZZ58ZP//8s3HrrbcaderUMc6fP+/EyuFsw4YNM0JDQ42VK1cahw4dMpYtW2YEBQUZTz75pLUP1w7S09ONHTt2GDt27DAkGTNnzjR27NhhHD582DCMol0jN998s9GyZUtj8+bNxoYNG4wGDRoYd911l7NOqQDCVSkwe/Zso1atWoaHh4fRrl07Y9OmTc4uCaWIpEJf7733nrXP+fPnjYcfftgIDAw0vL29jf79+xsnTpxwXtEolf4errhuUJjPP//caNKkiWE2m42IiAjjv//9r812i8ViTJ482QgJCTHMZrPRvXt3Iz4+3knVorRIS0szHnvsMaNWrVqGp6enUbduXWPSpElGdna2tQ/XDtauXVvo7zTDhg0zDKNo18jp06eNu+66y6hUqZLh5+dnDB8+3EhPT3fC2RTOZBh/eXQ2AAAAAOCqMOcKAAAAAByAcAUAAAAADkC4AgAAAAAHIFwBAAAAgAMQrgAAAADAAQhXAAAAAOAAhCsAAAAAcADCFQAAAAA4AOEKAIAS8P777ysgIMDZZQAAihHhCgBQqiQlJemxxx5T/fr15enpqZCQEHXs2FFvvvmmsrKynF1ekYSHh2vWrFk2bQMHDtS+ffucUxAAoES4ObsAAADyHTx4UB07dlRAQIBmzJihpk2bymw2a/fu3frvf/+r0NBQ9e3b1ym1GYahvLw8ubld3f86vby85OXl5eCqAAClCSNXAIBS4+GHH5abm5t++uknDRgwQI0aNVLdunV166236osvvlCfPn0kSefOndO//vUvVa1aVX5+frrhhhu0a9cu63H+7//+Ty1atND8+fMVHh4uf39/DRo0SOnp6dY+FotFsbGxqlOnjry8vNS8eXN98skn1u3fffedTCaTVq1apdatW8tsNmvDhg06cOCAbr31VoWEhKhSpUpq27atvvnmG+t+Xbt21eHDhzVmzBiZTCaZTCZJhd8W+Oabb6pevXry8PBQw4YNNX/+fJvtJpNJb7/9tvr37y9vb281aNBAK1ascNj3DQBwLMIVAKBUOH36tL7++muNGjVKPj4+hfbJDyp33nmnUlJStGrVKm3btk2tWrVS9+7ddebMGWvfAwcOaPny5Vq5cqVWrlypdevW6YUXXrBuj42N1QcffKC5c+fq119/1ZgxY3TPPfdo3bp1Np85YcIEvfDCC9qzZ4+aNWumjIwM9erVS3FxcdqxY4duvvlm9enTR4mJiZKkZcuWqWbNmnr22Wd14sQJnThxotBz+fTTT/XYY4/piSee0C+//KIHHnhAw4cP19q1a236TZs2TQMGDNDPP/+sXr16afDgwTbnCQAoRQwAAEqBTZs2GZKMZcuW2bRXqVLF8PHxMXx8fIwnn3zS+P777w0/Pz/jwoULNv3q1atnvPXWW4ZhGMbUqVMNb29vIy0tzbp9/PjxRlRUlGEYhnHhwgXD29vb+PHHH22OMWLECOOuu+4yDMMw1q5da0gyli9ffsXaGzdubMyePdv6vnbt2sZrr71m0+e9994z/P39re87dOhg3H///TZ97rzzTqNXr17W95KMZ555xvo+IyPDkGSsWrXqijUBAEoec64AAKXali1bZLFYNHjwYGVnZ2vXrl3KyMhQlSpVbPqdP39eBw4csL4PDw+Xr6+v9X316tWVkpIiSfr999+VlZWlG2+80eYYOTk5atmypU1bmzZtbN5nZGTo//7v//TFF1/oxIkTunjxos6fP28duSqqPXv2aOTIkTZtHTt21Ouvv27T1qxZM+uffXx85OfnZz0PAEDpQrgCAJQK9evXl8lkUnx8vE173bp1Jcm6GERGRoaqV6+u7777rsAx/jqnyd3d3WabyWSSxWKxHkOSvvjiC4WGhtr0M5vNNu//foviuHHjtGbNGr3yyiuqX7++vLy8dMcddygnJ6eIZ2qffzoPAEDpQrgCAJQKVapU0Y033qg33nhDjzzyyGXnXbVq1UpJSUlyc3NTeHj4VX1WZGSkzGazEhMT1aVLF7v2/eGHH3Tvvfeqf//+ki4FtYSEBJs+Hh4eysvL+8fjNGrUSD/88IOGDRtmc+zIyEi76gEAlB6EKwBAqfGf//xHHTt2VJs2bfR///d/atasmVxcXLR161bt3btXrVu3VkxMjNq3b69+/frppZde0nXXXafjx4/riy++UP/+/QvcxlcYX19fjRs3TmPGjJHFYlGnTp2UmpqqH374QX5+fjaB5+8aNGigZcuWqU+fPjKZTJo8eXKBkaTw8HCtX79egwYNktlsVlBQUIHjjB8/XgMGDFDLli0VExOjzz//XMuWLbNZeRAAULYQrgAApUa9evW0Y8cOzZgxQxMnTtTRo0dlNpsVGRmpcePG6eGHH5bJZNKXX36pSZMmafjw4Tp58qSqVaum6OhohYSEFPmznnvuOVWtWlWxsbE6ePCgAgIC1KpVKz399NP/uN/MmTN13333qUOHDgoKCtJTTz2ltLQ0mz7PPvusHnjgAdWrV0/Z2dkyDKPAcfr166fXX39dr7zyih577DHVqVNH7733nrp27VrkcwAAlC4mo7D/4gMAAAAA7MJzrgAAAADAAQhXAAAAAOAAhCsAAAAAcADCFQAAAAA4AOEKAAAAAByAcAUAAAAADkC4AgAAAAAHIFwBAAAAgAMQrgAAAADAAQhXAAAAAOAAhCsAAAAAcID/B8LvwcUAiKFCAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Solution:\n",
      "Population 1 assigned to Vaccine Center 3 (Open)\n",
      "Population 2 assigned to Vaccine Center 5 (Open)\n",
      "Population 3 assigned to Vaccine Center 1 (Open)\n",
      "Population 4 assigned to Vaccine Center 2 (Open)\n",
      "Population 5 assigned to Vaccine Center 5 (Open)\n",
      "Population 6 assigned to Vaccine Center 5 (Open)\n",
      "Population 7 assigned to Vaccine Center 3 (Open)\n",
      "Population 8 assigned to Vaccine Center 3 (Open)\n",
      "Population 9 assigned to Vaccine Center 5 (Open)\n",
      "Population 10 assigned to Vaccine Center 5 (Open)\n",
      "Vaccine Center 1 : will open\n",
      "Vaccine Center 2 : will open\n",
      "Vaccine Center 3 : will open\n",
      "Vaccine Center 4 : will not open\n",
      "Vaccine Center 5 : will open\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "\n",
    "\n",
    "# Problem parameters\n",
    "num_vaccine_centers = 5 ## The number of available vaccine centers.\n",
    "num_populations = 10    ## The number of populations that need to be assigned to vaccine centers.\n",
    "max_capacity = [random.randint(120, 200) for _ in range(num_vaccine_centers)]  ## The maximum capacity of each vaccine center, i.e., the maximum number of populations that a center can accommodate.\n",
    "min_capacity = random.randint(20, 100)\n",
    "max_distance = 10       ## The maximum distance between a population and its assigned vaccine center.\n",
    "max_num_centers = 1    ## The maximum number of vaccine centers that can be assigned to a single population.\n",
    "population_locations = np.random.rand(num_populations, 2)  # Random population locations ## A 2D numpy array representing the randomly generated locations of the populations.\n",
    "vaccine_center_locations = np.random.rand(num_vaccine_centers, 2)  # Random vaccine center locations ## A 2D numpy array representing the randomly generated locations of the vaccine centers.\n",
    "max_population_distance = 5  # Maximum distance between a population and its assigned vaccine center ## The maximum allowed distance between a population and its assigned vaccine center.\n",
    "min_population_distance = 2  # Minimum distance between a population and its assigned vaccine center\n",
    "max_center_distance = 10\n",
    "max_num_populations = 2  # Maximum number of populations that can be assigned to a single vaccine center\n",
    "\n",
    "# Genetic Algorithm parameters\n",
    "population_size = 50   ## The size of the population in the Genetic Algorithm, i.e., the number of solutions in each generation.\n",
    "num_generations = 100  ## The number of generations in the Genetic Algorithm, i.e., the number of iterations the algorithm will run.\n",
    "elitism_rate = 0.1\n",
    "\n",
    "\n",
    "\n",
    "# Objective function\n",
    "def objective_function(solution):\n",
    "    # Calculate the objective value of a solution\n",
    "    total_distance = 0\n",
    "    for j in range(num_populations):\n",
    "        assigned_center = np.argmax(solution[j])\n",
    "        total_distance += calculate_distance(population_locations[j], vaccine_center_locations[assigned_center])\n",
    "\n",
    "    return total_distance\n",
    "\n",
    "# Modified fitness function incorporating the objective function\n",
    "def fitness_function(solution):\n",
    "    # Evaluate the fitness value of a solution using the objective function\n",
    "    objective_value = objective_function(solution)\n",
    "    return objective_value\n",
    "\n",
    "def calculate_distance(loc1, loc2):\n",
    "    # Calculate Euclidean distance between two locations\n",
    "    return np.sqrt(np.sum((loc1 - loc2)**2))\n",
    "\n",
    "\n",
    "def initialize_population():\n",
    "    # Initialize a random population of solutions\n",
    "    population = []\n",
    "    for _ in range(population_size):\n",
    "        solution = np.zeros((num_populations, num_vaccine_centers))\n",
    "        for j in range(num_populations):\n",
    "            assigned_centers = random.sample(range(num_vaccine_centers), random.randint(1, max_num_centers))\n",
    "            for center in assigned_centers:\n",
    "                solution[j][center] = 1\n",
    "        population.append(solution)\n",
    "    return population\n",
    "\n",
    "def crossover(parent1, parent2):\n",
    "    # Perform crossover between two parent solutions to generate a child solution\n",
    "    child = np.zeros((num_populations, num_vaccine_centers))\n",
    "    for j in range(num_populations):\n",
    "        if random.random() < 0.5:\n",
    "            child[j] = parent1[j]\n",
    "        else:\n",
    "            child[j] = parent2[j]\n",
    "    return child\n",
    "\n",
    "def mutate(solution, generation):\n",
    "    # Calculate the mutation rate based on the current generation\n",
    "    max_mutation_rate = 0.1  # Maximum mutation rate\n",
    "    min_mutation_rate = 0.01  # Minimum mutation rate\n",
    "    total_generations = num_generations  # Total number of generations\n",
    "    mutation_rate = max_mutation_rate - (max_mutation_rate - min_mutation_rate) * (generation / total_generations)\n",
    "\n",
    "    for j in range(num_populations):\n",
    "        if random.random() < mutation_rate:\n",
    "            # Perform mutation on a solution by randomly changing an assignment\n",
    "            assigned_centers = np.where(solution[j] == 1)[0]\n",
    "            if assigned_centers.size > 0:\n",
    "                center_to_remove = random.choice(assigned_centers)\n",
    "                solution[j][center_to_remove] = 0\n",
    "            assigned_center = random.randint(0, num_vaccine_centers-1)\n",
    "            solution[j][assigned_center] = 1\n",
    "\n",
    "\n",
    "    # Apply first constraint: Maximum distance between a population and its assigned vaccine center\n",
    "    for j in range(num_populations):\n",
    "        assigned_center = np.argmax(solution[j])\n",
    "        distance = calculate_distance(population_locations[j], vaccine_center_locations[assigned_center])\n",
    "        if distance > max_population_distance:    ## max_population_distance = 5\n",
    "            # Find a new center within the distance constraint\n",
    "            centers_within_distance = np.where(\n",
    "                np.array([calculate_distance(population_locations[j], loc) for loc in vaccine_center_locations])\n",
    "                <= max_population_distance)[0]\n",
    "            if centers_within_distance.size > 0:\n",
    "                new_center = random.choice(centers_within_distance)\n",
    "                solution[j] = np.zeros(num_vaccine_centers)\n",
    "                solution[j][new_center] = 1\n",
    "                \n",
    "\n",
    "    return solution\n",
    "\n",
    "def rank_based_selection(population, fitness_values, selection_probabilities, population_size):\n",
    "    ranked_indices = np.argsort(fitness_values)\n",
    "    ranked_population = [population[index] for index in ranked_indices]\n",
    "    \n",
    "    parents = []\n",
    "    for _ in range(population_size):\n",
    "        parent_index = np.random.choice(range(len(population)), p=selection_probabilities)\n",
    "        parents.append(ranked_population[parent_index])\n",
    "    \n",
    "    return parents\n",
    "\n",
    "def tournament_selection(population, fitness_values, tournament_size):\n",
    "    selected_parents = []\n",
    "    for _ in range(len(population)):\n",
    "        tournament_indices = random.sample(range(len(population)), tournament_size)\n",
    "        tournament_fitness = [fitness_values[i] for i in tournament_indices]\n",
    "        winner_index = np.argmin(tournament_fitness)\n",
    "        selected_parents.append(population[tournament_indices[winner_index]])\n",
    "    return selected_parents\n",
    "\n",
    "\n",
    "def roulette_wheel_selection(population, fitness_values, population_size):\n",
    "    selection_probabilities = [1 / f for f in fitness_values]\n",
    "    selection_probabilities = np.array(selection_probabilities) / sum(selection_probabilities)\n",
    "    selected_parents_indices = np.random.choice(range(len(population)), size=population_size, p=selection_probabilities)\n",
    "    selected_parents = [population[i] for i in selected_parents_indices]\n",
    "    return selected_parents\n",
    "\n",
    "\n",
    "def local_search(solution):\n",
    "    # Perform local search to optimize the solution further\n",
    "    best_solution = solution.copy()\n",
    "    best_fitness = fitness_function(best_solution)\n",
    "    improvement = True\n",
    "\n",
    "    while improvement:\n",
    "        improvement = False\n",
    "        for i in range(num_populations - 1):\n",
    "            for j in range(i + 1, num_populations):\n",
    "                new_solution = best_solution.copy()\n",
    "                # Swap the assignment of populations i and j to their vaccine centers\n",
    "                new_solution[i], new_solution[j] = new_solution[j], new_solution[i]\n",
    "                new_fitness = fitness_function(new_solution)\n",
    "                if new_fitness < best_fitness:\n",
    "                    best_solution = new_solution.copy()\n",
    "                    best_fitness = new_fitness\n",
    "                    improvement = True\n",
    "\n",
    "    return best_solution\n",
    "\n",
    "\n",
    "\n",
    "def enforce_constraints(solution):\n",
    "    # Enforce constraints on the solution\n",
    "    ## apply second constraint\n",
    "    for j in range(num_populations):\n",
    "        assigned_centers = np.where(solution[j] == 1)[0]\n",
    "        if assigned_centers.size > max_num_centers:    ## max_num_centers = 3\n",
    "            centers_to_remove = random.sample(list(assigned_centers), assigned_centers.size - max_num_centers)\n",
    "            for center in centers_to_remove:\n",
    "                solution[j][center] = 0\n",
    "                \n",
    "    ## apply third constraint\n",
    "    capacities = np.sum(solution, axis=0)\n",
    "    for center in range(num_vaccine_centers):\n",
    "        if capacities[center] > max_capacity[center]:\n",
    "            populations = np.where(solution[:, center] == 1)[0]\n",
    "            populations_to_remove = random.sample(list(populations), capacities[center] - max_capacity)\n",
    "            for population in populations_to_remove:\n",
    "                solution[population][center] = 0\n",
    "                          \n",
    "    \n",
    "\n",
    "    return solution\n",
    "\n",
    "\n",
    "## apply fourth constraint\n",
    "def balance_assignment(solution):\n",
    "    # Balance the assignment of populations to vaccine centers\n",
    "    capacities = np.sum(solution, axis=0)\n",
    "    min_capacity = int(np.min(capacities))\n",
    "    max_capacity = int(np.max(capacities))\n",
    "    centers_below_min = np.where(capacities < min_capacity)[0]\n",
    "    centers_above_max = np.where(capacities > max_capacity)[0]\n",
    "\n",
    "    for center in centers_below_min:\n",
    "        populations = np.where(solution[:, center] == 1)[0]\n",
    "        unassigned_populations = np.where(np.sum(solution, axis=1) == 0)[0]\n",
    "        if unassigned_populations.size > 0:\n",
    "            population_to_assign = random.choice(unassigned_populations)\n",
    "            solution[population_to_assign][center] = 1\n",
    "\n",
    "    for center in centers_above_max:\n",
    "        populations = np.where(solution[:, center] == 1)[0]\n",
    "        populations_to_remove = random.sample(list(populations), capacities[center] - max_capacity)\n",
    "        for population in populations_to_remove:\n",
    "            solution[population][center] = 0\n",
    "\n",
    "    return solution\n",
    "\n",
    "## apply fifth constraint \n",
    "def population_accessibility(solution):\n",
    "    # Enforce population accessibility constraint\n",
    "    for j in range(num_populations):\n",
    "        assigned_centers = np.where(solution[j] == 1)[0]\n",
    "        if assigned_centers.size == 0:\n",
    "            accessible_centers = np.where(\n",
    "                np.array([calculate_distance(population_locations[j], loc) for loc in vaccine_center_locations])\n",
    "                <= max_distance)[0]\n",
    "            if accessible_centers.size > 0:\n",
    "                new_center = random.choice(accessible_centers)\n",
    "                solution[j] = np.zeros(num_vaccine_centers)\n",
    "                solution[j][new_center] = 1\n",
    "\n",
    "    return solution\n",
    "\n",
    "\n",
    "## apply six constraint\n",
    "def center_capacity_constraint(solution):\n",
    "    # Enforce minimum and maximum capacity constraints for vaccine centers\n",
    "    capacities = np.sum(solution, axis=0)\n",
    "    min_capacity = int(np.min(capacities))\n",
    "    max_capacity = int(np.max(capacities))\n",
    "    for center in range(num_vaccine_centers):\n",
    "        if capacities[center] < min_capacity:\n",
    "            populations = np.where(solution[:, center] == 0)[0]\n",
    "            populations_to_assign = random.sample(list(populations), min_capacity - capacities[center])\n",
    "            for population in populations_to_assign:\n",
    "                solution[population][center] = 1\n",
    "        elif capacities[center] > max_capacity:\n",
    "            populations = np.where(solution[:, center] == 1)[0]\n",
    "            populations_to_remove = random.sample(list(populations), capacities[center] - max_capacity)\n",
    "            for population in populations_to_remove:\n",
    "                solution[population][center] = 0\n",
    "\n",
    "    return solution\n",
    "\n",
    "# Constraint 7: Maximum distance between vaccine centers\n",
    "def max_center_dist(solution):\n",
    "    for center1 in range(num_vaccine_centers):\n",
    "        for center2 in range(center1 + 1, num_vaccine_centers):\n",
    "            distance = calculate_distance(vaccine_center_locations[center1], vaccine_center_locations[center2])\n",
    "            if distance > max_center_distance:\n",
    "                # Find a new location for one of the centers within the distance constraint\n",
    "                new_location = None\n",
    "                centers_within_distance = np.where(\n",
    "                    np.array([calculate_distance(loc, vaccine_center_locations[center1]) for loc in vaccine_center_locations])\n",
    "                    <= max_center_distance)[0]\n",
    "                if centers_within_distance.size > 0:\n",
    "                    new_location = random.choice(centers_within_distance)\n",
    "                centers_within_distance = np.where(\n",
    "                    np.array([calculate_distance(loc, vaccine_center_locations[center2]) for loc in vaccine_center_locations])\n",
    "                    <= max_center_distance)[0]\n",
    "                if centers_within_distance.size > 0:\n",
    "                    new_location = random.choice(centers_within_distance)\n",
    "                if new_location is not None:\n",
    "                    # Update the location of one of the centers\n",
    "                    solution[:, center2] = solution[:, center1]\n",
    "                    vaccine_center_locations[center2] = vaccine_center_locations[center1]\n",
    "\n",
    "    return solution\n",
    "\n",
    "def display_statistics(solution):\n",
    "    num_populations_assigned = np.sum(solution, axis=0)\n",
    "    total_capacity = np.sum(num_populations_assigned)\n",
    "    num_vaccine_centers = len(num_populations_assigned)\n",
    "    average_assigned = np.mean(num_populations_assigned)\n",
    "    min_assigned = np.min(num_populations_assigned)\n",
    "    max_assigned = np.max(num_populations_assigned)\n",
    "\n",
    "\n",
    "    print(\"Number of populations assigned to each vaccine center:\")\n",
    "    print('\\n'.join([f\"Vaccine Center {i + 1}: {populations}\" for i, populations in enumerate(num_populations_assigned)]))\n",
    "\n",
    "    print()\n",
    "    print(\"Total capacity of each vaccine center:\")\n",
    "    print('\\n'.join([f\"Vaccine Center {i + 1}: {populations}/{max_capacity[i]} (assigned/maximum)\" for i, populations in enumerate(num_populations_assigned)]))\n",
    "\n",
    "    print()\n",
    "    print(\"Minimum number of populations assigned to a vaccine center:\", min_assigned)\n",
    "    print(\"Maximum number of populations assigned to a vaccine center:\", max_assigned)\n",
    "    print()\n",
    "    print(\"Total capacity of all vaccine centers:\", total_capacity)\n",
    "    print(\"Percentage of maximum capacity utilized by each vaccine center:\")\n",
    "    print('\\n'.join([f\"Vaccine Center {i + 1}: {(populations / max_capacity[i]) * 100:.2f}%\" for i, populations in enumerate(num_populations_assigned)]))\n",
    "    print()\n",
    "    print(\"Average number of populations assigned per vaccine center:\", average_assigned)\n",
    "    print()\n",
    "    print(\"Distribution of populations across vaccine centers:\")\n",
    "    for center, populations in enumerate(num_populations_assigned):\n",
    "        percentage_assigned = (populations / total_capacity) * 100\n",
    "        print(f\"Vaccine Center {center + 1}: {percentage_assigned:.2f}%\")\n",
    "    print('-' * 100)\n",
    "\n",
    "def genetic_algorithm(selection_method):\n",
    "    # Main Genetic Algorithm function\n",
    "    population = initialize_population()\n",
    "    best_fitness_values = []\n",
    "    best_individuals = []\n",
    "    \n",
    "\n",
    "    for generation in range(num_generations):\n",
    "        # Calculate fitness values for the current population\n",
    "        fitness_values = [fitness_function(solution) for solution in population]\n",
    "        best_fitness = min(fitness_values)\n",
    "        best_fitness_values.append(best_fitness)\n",
    "        best_solution_index = np.argmin(fitness_values)\n",
    "        best_individuals.append(population[best_solution_index])\n",
    "\n",
    "        # Rank individuals based on fitness\n",
    "        num_individuals = len(population)\n",
    "        selection_probabilities = [(2 * (num_individuals - rank)) / (num_individuals * (num_individuals + 1)) for rank in range(num_individuals)]\n",
    "        selection_probabilities = np.array(selection_probabilities) / sum(selection_probabilities)  # Normalize the selection probabilities\n",
    "        \n",
    "        # Perform selection using the specified method\n",
    "        if selection_method == 'tournament':\n",
    "            parents = tournament_selection(population, fitness_values, tournament_size=5)\n",
    "        elif selection_method == 'roulette_wheel':\n",
    "            parents = roulette_wheel_selection(population, fitness_values, population_size)\n",
    "        elif selection_method == 'rank_based':\n",
    "            parents = rank_based_selection(population, fitness_values, selection_probabilities, population_size)\n",
    "        else:\n",
    "            raise ValueError(f\"Invalid selection method: {selection_method}\")\n",
    "\n",
    "\n",
    "\n",
    "        # Perform crossover and mutation to create the next generation\n",
    "        next_generation = []\n",
    "        for i in range(0, population_size, 2):\n",
    "            parent1 = parents[i]\n",
    "            parent2 = parents[i+1]\n",
    "            child1 = crossover(parent1, parent2)\n",
    "            child2 = crossover(parent2, parent1)\n",
    "            child1 = mutate(child1, generation)  # Pass the current generation to the mutate function\n",
    "            child2 = mutate(child2, generation)  # Pass the current generation to the mutate function\n",
    "            child1 = enforce_constraints(child1)\n",
    "            child2 = enforce_constraints(child2)\n",
    "            child1 = balance_assignment(child1)\n",
    "            child2 = balance_assignment(child2)\n",
    "            child1 = population_accessibility(child1)\n",
    "            child2 = population_accessibility(child2)\n",
    "            child1 = center_capacity_constraint(child1)\n",
    "            child2 = center_capacity_constraint(child2)\n",
    "            child1 = max_center_dist(child1)\n",
    "            child2 = max_center_dist(child2)\n",
    "            next_generation.extend([child1, child2])\n",
    "            \n",
    "        # Introduce elitism by preserving the best individuals from the current generation\n",
    "        num_elites = int(population_size * elitism_rate)\n",
    "        elites_indices = np.argsort(fitness_values)[:num_elites]\n",
    "        elites = [population[index] for index in elites_indices]\n",
    "        next_generation[:num_elites] = elites\n",
    "\n",
    "        population = next_generation\n",
    "\n",
    "    # Calculate fitness values for the final population\n",
    "    fitness_values = [fitness_function(solution) for solution in population]\n",
    "\n",
    "    # Select the best solution as the final result\n",
    "    best_solution_index = np.argmin(fitness_values)\n",
    "    best_solution = population[best_solution_index]\n",
    "    best_fitness = fitness_values[best_solution_index]\n",
    "    \n",
    "    # Perform local search to optimize the best solution\n",
    "    best_solution = local_search(best_solution)\n",
    "    display_statistics(best_solution)\n",
    "\n",
    "    # Print the best individual and its chromosome values in each generation\n",
    "    for generation in range(num_generations):\n",
    "        print(\"Generation\", generation+1)\n",
    "        print()\n",
    "        best_fitness = best_fitness_values[generation]\n",
    "        print(\"Fitness:\", best_fitness)\n",
    "        print()\n",
    "        best_individual = best_individuals[generation]\n",
    "        print(\"Best Individual:\")\n",
    "        print(best_individual)\n",
    "        assigned_centers = np.argmax(best_individual, axis=1)\n",
    "        for j in range(num_populations):\n",
    "            if j > 0:\n",
    "                print(\",\", end=\" \")\n",
    "            if best_individual[j][assigned_centers[j]] == 1:\n",
    "                print(\"Population\", j+1, \"assigned to Vaccine Center\", assigned_centers[j]+1, \"(Open)\", end=\"\")\n",
    "            else:\n",
    "                print(\"Population\", j+1, \"assigned to Vaccine Center\", assigned_centers[j]+1, \"(Closed)\", end=\"\")\n",
    "        print('-'*100)\n",
    "        print()\n",
    "\n",
    "    # Print the value of the objective function for the final solution\n",
    "    print(\"Final Objective Function Value:\", best_fitness)\n",
    "\n",
    "    return best_solution, best_fitness_values, best_individuals  # Modify the return statement\n",
    "\n",
    "# Visualization\n",
    "def visualize_solution(population_locations, vaccine_center_locations, best_solution):\n",
    "    assigned_centers = np.argmax(best_solution, axis=1)\n",
    "\n",
    "    plt.figure(figsize=(10, 8))\n",
    "    plt.scatter(population_locations[:, 0], population_locations[:, 1], c=assigned_centers, cmap='tab20', label='Population')\n",
    "    plt.scatter(vaccine_center_locations[:, 0], vaccine_center_locations[:, 1], marker='s', color='red', label='Vaccine Center')\n",
    "    plt.title('Assignment of Populations to Vaccine Centers')\n",
    "    plt.xlabel('Population X-coordinate')\n",
    "    plt.ylabel('Population Y-coordinate')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "# Performance metrics\n",
    "def calculate_performance_metrics(best_solution):\n",
    "    assigned_centers = np.argmax(best_solution, axis=1)\n",
    "    total_distance = objective_function(best_solution)\n",
    "    total_capacity = np.sum(best_solution)\n",
    "    num_open_centers = np.sum(np.sum(best_solution, axis=0) > 0)\n",
    "\n",
    "    average_distance = total_distance / num_populations\n",
    "    utilization_rate = total_capacity / (num_populations * max_capacity)\n",
    "    return average_distance, utilization_rate, num_open_centers\n",
    "\n",
    "    \n",
    "def plot_convergence_curves(best_fitness_values, average_distances, utilization_rates):\n",
    "    generations = range(1, num_generations + 1)\n",
    "\n",
    "    # Plot best fitness value convergence curve\n",
    "    plt.figure(figsize=(10, 4))\n",
    "    plt.plot(generations, best_fitness_values)\n",
    "    plt.title('Best Fitness Value Convergence Curve')\n",
    "    plt.xlabel('Generation')\n",
    "    plt.ylabel('Best Fitness Value')\n",
    "    plt.show()\n",
    "\n",
    "    # Plot average distance convergence curve\n",
    "    plt.figure(figsize=(10, 4))\n",
    "    plt.plot(generations, average_distances)\n",
    "    plt.title('Average Distance Convergence Curve')\n",
    "    plt.xlabel('Generation')\n",
    "    plt.ylabel('Average Distance')\n",
    "    plt.show()\n",
    "\n",
    "    # Plot utilization rate convergence curve\n",
    "    plt.figure(figsize=(10, 4))\n",
    "    plt.plot(generations, utilization_rates)\n",
    "    plt.title('Utilization Rate Convergence Curve')\n",
    "    plt.xlabel('Generation')\n",
    "    plt.ylabel('Utilization Rate')\n",
    "    plt.show()\n",
    "    \n",
    "def visualize_assigned_populations(best_solution):\n",
    "    assigned_centers = np.argmax(best_solution, axis=1)\n",
    "    population_counts = np.sum(best_solution, axis=0)\n",
    "\n",
    "    plt.bar(range(1, num_vaccine_centers+1), population_counts)\n",
    "    plt.title('Distribution of Assigned Populations among Vaccine Centers')\n",
    "    plt.xlabel('Vaccine Center')\n",
    "    plt.ylabel('Population Count')\n",
    "    plt.show()\n",
    "\n",
    "# Perform GA with different selection methods\n",
    "selection_methods = ['tournament', 'roulette_wheel', 'rank_based']\n",
    "fitness_values_per_selection = []\n",
    "\n",
    "for selection_method in selection_methods:\n",
    "    print(f\"Now we will apply {selection_method} selection method\")\n",
    "    best_solution, best_fitness_values, best_individuals = genetic_algorithm(selection_method)\n",
    "    fitness_values_per_selection.append(best_fitness_values)\n",
    "\n",
    "# Plot the fitness values for each selection method\n",
    "plt.figure(figsize=(10, 8))\n",
    "for i, selection_method in enumerate(selection_methods):\n",
    "    plt.plot(range(1, num_generations + 1), fitness_values_per_selection[i], label=selection_method)\n",
    "plt.xlabel('Generation')\n",
    "plt.ylabel('Fitness Value')\n",
    "plt.title('Comparison of Selection Methods')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Visualize the best solution\n",
    "visualize_solution(population_locations, vaccine_center_locations, best_solution)\n",
    "visualize_assigned_populations(best_solution)\n",
    "\n",
    "\n",
    "# Calculate and display performance metrics\n",
    "average_distance, utilization_rate, num_open_centers = calculate_performance_metrics(best_solution)\n",
    "print(\"Average Distance:\", average_distance)\n",
    "print(\"Utilization Rate:\", utilization_rate)\n",
    "print(\"Number of Open Centers:\", num_open_centers)\n",
    "\n",
    "# Calculate additional metrics for convergence curves\n",
    "average_distances = []\n",
    "utilization_rates = []\n",
    "for generation in range(num_generations):\n",
    "    solution = best_individuals[generation]\n",
    "    avg_distance, util_rate, _ = calculate_performance_metrics(solution)\n",
    "    average_distances.append(avg_distance)\n",
    "    utilization_rates.append(util_rate)\n",
    "\n",
    "# Plot convergence curves\n",
    "plot_convergence_curves(best_fitness_values, average_distances, utilization_rates)\n",
    "\n",
    "\n",
    "# Print the best solution\n",
    "print(\"Best Solution:\")\n",
    "assigned_centers = np.argmax(best_solution, axis=1)\n",
    "for j in range(num_populations):\n",
    "    if best_solution[j][assigned_centers[j]] == 1:\n",
    "        print(\"Population\", j+1, \"assigned to Vaccine Center\", assigned_centers[j]+1, \"(Open)\")\n",
    "    else:\n",
    "        print(\"Population\", j+1, \"assigned to Vaccine Center\", assigned_centers[j]+1, \"(Closed)\")\n",
    "for center in range(num_vaccine_centers):\n",
    "    if np.sum(best_solution[:, center]) > 0:\n",
    "        print(\"Vaccine Center\", center+1, \": will open\")\n",
    "    else:\n",
    "        print(\"Vaccine Center\", center+1, \": will not open\")"
   ]
  },
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   "source": []
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