NSGA-II.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import math\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Objective Functions To Be Optimized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def objective1(x):\n",
    "    y = -x**3\n",
    "    return y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def objective2(x):\n",
    "    y = -(x-2)**2\n",
    "    return y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parameter Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "population = 25\n",
    "max_gen = 501\n",
    "min_value= -100\n",
    "max_value= 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Helper Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def index_locator(a,list):\n",
    "    for i in range(0,len(list)):\n",
    "        if list[i] == a:\n",
    "            return i\n",
    "    return -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def sort_by_values(list1, values):\n",
    "    sorted_list = []\n",
    "    while(len(sorted_list)!=len(list1)):\n",
    "        if index_locator(min(values),values) in list1:\n",
    "            sorted_list.append(index_locator(min(values),values))\n",
    "        values[index_locator(min(values),values)] = math.inf\n",
    "    return sorted_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def crowding_distance(values1, values2, front):\n",
    "    distance = [0 for i in range(0,len(front))]\n",
    "    sorted1 = sort_by_values(front, values1[:])\n",
    "    sorted2 = sort_by_values(front, values2[:])\n",
    "    distance[0] = 9999999999999999\n",
    "    distance[len(front) - 1] = 9999999999999999\n",
    "    for k in range(1,len(front)-1):\n",
    "        distance[k] = distance[k]+ (values1[sorted1[k+1]] - values2[sorted1[k-1]])/(max(values1)-min(values1))\n",
    "    for k in range(1,len(front)-1):\n",
    "        distance[k] = distance[k]+ (values1[sorted2[k+1]] - values2[sorted2[k-1]])/(max(values2)-min(values2))\n",
    "    return distance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Genetic Operator Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def crossover(a,b):\n",
    "    r=random.random()\n",
    "    if r>0.5:\n",
    "        return mutation((a+b)/2)\n",
    "    else:\n",
    "        return mutation((a-b)/2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def mutation(solution):\n",
    "    mutation_prob = random.random()\n",
    "    if mutation_prob <1:\n",
    "        solution = min_value+(max_value-min_value)*random.random()\n",
    "    return solution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def non_dominated_sorting_algorithm(values1, values2):\n",
    "    S=[[] for i in range(0,len(values1))]\n",
    "    front = [[]]\n",
    "    n=[0 for i in range(0,len(values1))]\n",
    "    rank = [0 for i in range(0, len(values1))]\n",
    "\n",
    "    for p in range(0,len(values1)):\n",
    "        S[p]=[]\n",
    "        n[p]=0\n",
    "        for q in range(0, len(values1)):\n",
    "            if (values1[p] > values1[q] and values2[p] > values2[q]) or (values1[p] >= values1[q] and values2[p] > values2[q]) or (values1[p] > values1[q] and values2[p] >= values2[q]):\n",
    "                if q not in S[p]:\n",
    "                    S[p].append(q)\n",
    "            elif (values1[q] > values1[p] and values2[q] > values2[p]) or (values1[q] >= values1[p] and values2[q] > values2[p]) or (values1[q] > values1[p] and values2[q] >= values2[p]):\n",
    "                n[p] = n[p] + 1\n",
    "        if n[p]==0:\n",
    "            rank[p] = 0\n",
    "            if p not in front[0]:\n",
    "                front[0].append(p)\n",
    "    i = 0\n",
    "    while(front[i] != []):\n",
    "        Q=[]\n",
    "        for p in front[i]:\n",
    "            for q in S[p]:\n",
    "                n[q] =n[q] - 1\n",
    "                if( n[q]==0):\n",
    "                    rank[q]=i+1\n",
    "                    if q not in Q:\n",
    "                        Q.append(q)\n",
    "        i = i+1\n",
    "        front.append(Q)\n",
    "    del front[len(front)-1]\n",
    "    return front"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final Implementation Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def nsga2(population,max_gen,min_value,max_value):\n",
    "    \n",
    "    gen_no=0\n",
    "    solution=[min_value+(max_value-min_value)*random.random() for i in range(0,population)]\n",
    "    \n",
    "    while(gen_no<max_gen):\n",
    "        objective1_values = [objective1(solution[i])for i in range(0,population)]\n",
    "        objective2_values = [objective2(solution[i])for i in range(0,population)]\n",
    "        non_dominated_sorted_solution = non_dominated_sorting_algorithm(objective1_values[:],objective2_values[:])\n",
    "        print('Best Front for Generation:',gen_no)\n",
    "        for values in non_dominated_sorted_solution[0]:\n",
    "            print(round(solution[values],3),end=\" \")\n",
    "        print(\"\\n\")\n",
    "        crowding_distance_values=[]\n",
    "        for i in range(0,len(non_dominated_sorted_solution)):\n",
    "            crowding_distance_values.append(crowding_distance(objective1_values[:],objective2_values[:],non_dominated_sorted_solution[i][:]))\n",
    "        solution2 = solution[:]\n",
    "        \n",
    "        while(len(solution2)!=2*population):\n",
    "            a1 = random.randint(0,population-1)\n",
    "            b1 = random.randint(0,population-1)\n",
    "            solution2.append(crossover(solution[a1],solution[b1]))\n",
    "        objective1_values2 = [objective1(solution2[i])for i in range(0,2*population)]\n",
    "        objective2_values2 = [objective2(solution2[i])for i in range(0,2*population)]\n",
    "        non_dominated_sorted_solution2 = non_dominated_sorting_algorithm(objective1_values2[:],objective2_values2[:])\n",
    "        crowding_distance_values2=[]\n",
    "        for i in range(0,len(non_dominated_sorted_solution2)):\n",
    "            crowding_distance_values2.append(crowding_distance(objective1_values2[:],objective2_values2[:],non_dominated_sorted_solution2[i][:]))\n",
    "        new_solution= []\n",
    "        for i in range(0,len(non_dominated_sorted_solution2)):\n",
    "            non_dominated_sorted_solution2_1 = [index_locator(non_dominated_sorted_solution2[i][j],non_dominated_sorted_solution2[i] ) for j in range(0,len(non_dominated_sorted_solution2[i]))]\n",
    "            front22 = sort_by_values(non_dominated_sorted_solution2_1[:], crowding_distance_values2[i][:])\n",
    "            front = [non_dominated_sorted_solution2[i][front22[j]] for j in range(0,len(non_dominated_sorted_solution2[i]))]\n",
    "            front.reverse()\n",
    "            for value in front:\n",
    "                new_solution.append(value)\n",
    "                if(len(new_solution)==population):\n",
    "                    break\n",
    "            if (len(new_solution) == population):\n",
    "                break\n",
    "        solution = [solution2[i] for i in new_solution]\n",
    "        gen_no = gen_no + 1\n",
    "    return [objective1_values, objective2_values]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Curve Plotter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def non_dominating_curve_plotter(objective1_values, objective2_values):\n",
    "    plt.figure(figsize=(15,8))\n",
    "    objective1 = [i * -1 for i in objective1_values]\n",
    "    objective2 = [j * -1 for j in objective2_values]\n",
    "    plt.xlabel('Objective Function 1', fontsize=15)\n",
    "    plt.ylabel('Objective Function 2', fontsize=15)\n",
    "    plt.scatter(objective1, objective2, c='red', s=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Operation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Front for Generation: 0\n",
      "-80.676 -36.563 4.021 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -50.178 -95.551 -76.167 \n",
      "\n",
      "Best Front for Generation: 1\n",
      "-30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -50.178 -95.551 -76.167 -77.697 -1.383 2.868 -22.669 -50.254 -37.406 -88.798 -80.143 -65.505 \n",
      "\n",
      "Best Front for Generation: 2\n",
      "-96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -50.178 -95.551 -76.167 -77.697 -1.383 2.868 -22.669 -50.254 -37.406 -88.798 -80.143 -65.505 -17.43 \n",
      "\n",
      "Best Front for Generation: 3\n",
      "-69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -50.178 -95.551 -76.167 -77.697 -1.383 2.868 -22.669 -50.254 -37.406 -88.798 -80.143 -65.505 \n",
      "\n",
      "Best Front for Generation: 4\n",
      "-85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -50.178 -95.551 -76.167 -77.697 -1.383 2.868 -22.669 -50.254 -37.406 -88.798 -80.143 \n",
      "\n",
      "Best Front for Generation: 5\n",
      "-8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -50.178 -95.551 -76.167 -77.697 -1.383 2.868 -22.669 -50.254 -37.406 -88.798 \n",
      "\n",
      "Best Front for Generation: 6\n",
      "-52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -50.178 -95.551 -76.167 -77.697 -1.383 2.868 -22.669 -50.254 -37.406 \n",
      "\n",
      "Best Front for Generation: 7\n",
      "-13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -50.178 -95.551 -76.167 -77.697 -1.383 -22.669 -50.254 -37.406 \n",
      "\n",
      "Best Front for Generation: 8\n",
      "-27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -50.178 -95.551 -76.167 -77.697 -1.383 -22.669 -50.254 \n",
      "\n",
      "Best Front for Generation: 9\n",
      "-41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -50.178 -95.551 -76.167 -77.697 -1.383 -22.669 \n",
      "\n",
      "Best Front for Generation: 10\n",
      "-64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -50.178 -95.551 -76.167 -77.697 -1.383 \n",
      "\n",
      "Best Front for Generation: 11\n",
      "-25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -50.178 -95.551 -76.167 -77.697 \n",
      "\n",
      "Best Front for Generation: 12\n",
      "-43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -50.178 -95.551 -76.167 \n",
      "\n",
      "Best Front for Generation: 13\n",
      "-36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -95.551 -50.178 \n",
      "\n",
      "Best Front for Generation: 14\n",
      "-1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 -95.551 \n",
      "\n",
      "Best Front for Generation: 15\n",
      "-98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 -35.989 \n",
      "\n",
      "Best Front for Generation: 16\n",
      "-17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 -30.655 \n",
      "\n",
      "Best Front for Generation: 17\n",
      "-52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 -19.411 \n",
      "\n",
      "Best Front for Generation: 18\n",
      "-56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 -60.632 \n",
      "\n",
      "Best Front for Generation: 19\n",
      "-28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 -87.91 \n",
      "\n",
      "Best Front for Generation: 20\n",
      "-16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 -48.069 \n",
      "\n",
      "Best Front for Generation: 21\n",
      "-8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 -14.838 \n",
      "\n",
      "Best Front for Generation: 22\n",
      "-5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 -54.556 \n",
      "\n",
      "Best Front for Generation: 23\n",
      "-99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 -36.563 \n",
      "\n",
      "Best Front for Generation: 24\n",
      "-78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 -80.676 \n",
      "\n",
      "Best Front for Generation: 25\n",
      "-78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 -30.592 \n",
      "\n",
      "Best Front for Generation: 26\n",
      "-2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 -96.483 \n",
      "\n",
      "Best Front for Generation: 27\n",
      "-81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 -69.055 \n",
      "\n",
      "Best Front for Generation: 28\n",
      "-39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 -85.851 \n",
      "\n",
      "Best Front for Generation: 29\n",
      "-27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 -8.825 \n",
      "\n",
      "Best Front for Generation: 30\n",
      "-68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 -52.961 \n",
      "\n",
      "Best Front for Generation: 31\n",
      "1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 -13.569 \n",
      "\n",
      "Best Front for Generation: 32\n",
      "-50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 -27.695 \n",
      "\n",
      "Best Front for Generation: 33\n",
      "-72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 -41.208 \n",
      "\n",
      "Best Front for Generation: 34\n",
      "-65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 -64.811 \n",
      "\n",
      "Best Front for Generation: 35\n",
      "-65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 -25.501 \n",
      "\n",
      "Best Front for Generation: 36\n",
      "-0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 -43.488 \n",
      "\n",
      "Best Front for Generation: 37\n",
      "-24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 -36.824 \n",
      "\n",
      "Best Front for Generation: 38\n",
      "-40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 -1.522 \n",
      "\n",
      "Best Front for Generation: 39\n",
      "-83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 -98.004 \n",
      "\n",
      "Best Front for Generation: 40\n",
      "-81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 -17.932 \n",
      "\n",
      "Best Front for Generation: 41\n",
      "-22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 -52.281 \n",
      "\n",
      "Best Front for Generation: 42\n",
      "-3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 -56.154 \n",
      "\n",
      "Best Front for Generation: 43\n",
      "-7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 -28.305 \n",
      "\n",
      "Best Front for Generation: 44\n",
      "-23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 -16.356 \n",
      "\n",
      "Best Front for Generation: 45\n",
      "-26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 -8.745 \n",
      "\n",
      "Best Front for Generation: 46\n",
      "-50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 -5.928 \n",
      "\n",
      "Best Front for Generation: 47\n",
      "-37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 -99.919 \n",
      "\n",
      "Best Front for Generation: 48\n",
      "-34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 -78.48 \n",
      "\n",
      "Best Front for Generation: 49\n",
      "-22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 -78.392 \n",
      "\n",
      "Best Front for Generation: 50\n",
      "-9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 -2.244 \n",
      "\n",
      "Best Front for Generation: 51\n",
      "-28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 -81.044 \n",
      "\n",
      "Best Front for Generation: 52\n",
      "-82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 -39.672 \n",
      "\n",
      "Best Front for Generation: 53\n",
      "-16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 -27.143 \n",
      "\n",
      "Best Front for Generation: 54\n",
      "-72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 -68.082 \n",
      "\n",
      "Best Front for Generation: 55\n",
      "-20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 1.804 \n",
      "\n",
      "Best Front for Generation: 56\n",
      "-12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 -50.826 \n",
      "\n",
      "Best Front for Generation: 57\n",
      "-65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 -72.419 \n",
      "\n",
      "Best Front for Generation: 58\n",
      "-47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 -65.409 \n",
      "\n",
      "Best Front for Generation: 59\n",
      "-18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 -65.469 \n",
      "\n",
      "Best Front for Generation: 60\n",
      "-79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -83.919 -40.467 -24.389 -0.252 \n",
      "\n",
      "Best Front for Generation: 61\n",
      "-41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -40.467 -83.919 -24.389 \n",
      "\n",
      "Best Front for Generation: 62\n",
      "-70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -40.467 -83.919 \n",
      "\n",
      "Best Front for Generation: 63\n",
      "-63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 -40.467 \n",
      "\n",
      "Best Front for Generation: 64\n",
      "-53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 -81.082 \n",
      "\n",
      "Best Front for Generation: 65\n",
      "-52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 -22.136 \n",
      "\n",
      "Best Front for Generation: 66\n",
      "-61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 -3.716 \n",
      "\n",
      "Best Front for Generation: 67\n",
      "-45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 -7.174 \n",
      "\n",
      "Best Front for Generation: 68\n",
      "-96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 -23.602 \n",
      "\n",
      "Best Front for Generation: 69\n",
      "-4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 -26.419 \n",
      "\n",
      "Best Front for Generation: 70\n",
      "4.58 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 \n",
      "\n",
      "Best Front for Generation: 71\n",
      "-59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 -50.597 \n",
      "\n",
      "Best Front for Generation: 72\n",
      "-35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 -37.513 \n",
      "\n",
      "Best Front for Generation: 73\n",
      "-47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 -34.699 \n",
      "\n",
      "Best Front for Generation: 74\n",
      "-99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 -22.229 \n",
      "\n",
      "Best Front for Generation: 75\n",
      "-6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 -9.848 \n",
      "\n",
      "Best Front for Generation: 76\n",
      "-70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 -28.151 \n",
      "\n",
      "Best Front for Generation: 77\n",
      "-5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 -82.491 \n",
      "\n",
      "Best Front for Generation: 78\n",
      "-37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 -16.617 \n",
      "\n",
      "Best Front for Generation: 79\n",
      "-41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 -72.705 \n",
      "\n",
      "Best Front for Generation: 80\n",
      "-23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -12.228 -20.313 \n",
      "\n",
      "Best Front for Generation: 81\n",
      "-83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -41.035 -79.623 -18.602 -47.609 -65.963 -20.313 \n",
      "\n",
      "Best Front for Generation: 82\n",
      "-24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -79.623 -41.035 -18.602 -47.609 -65.963 \n",
      "\n",
      "Best Front for Generation: 83\n",
      "-76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -79.623 -41.035 -18.602 -47.609 \n",
      "\n",
      "Best Front for Generation: 84\n",
      "-53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -79.623 -41.035 -47.609 \n",
      "\n",
      "Best Front for Generation: 85\n",
      "-33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -79.623 -41.035 \n",
      "\n",
      "Best Front for Generation: 86\n",
      "-1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 -79.623 \n",
      "\n",
      "Best Front for Generation: 87\n",
      "-69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 -70.737 \n",
      "\n",
      "Best Front for Generation: 88\n",
      "-61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 -63.106 \n",
      "\n",
      "Best Front for Generation: 89\n",
      "-43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 -53.629 \n",
      "\n",
      "Best Front for Generation: 90\n",
      "-87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 -52.63 \n",
      "\n",
      "Best Front for Generation: 91\n",
      "-33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 -61.643 \n",
      "\n",
      "Best Front for Generation: 92\n",
      "-99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 -45.314 \n",
      "\n",
      "Best Front for Generation: 93\n",
      "-29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 -96.219 \n",
      "\n",
      "Best Front for Generation: 94\n",
      "-25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 -4.572 \n",
      "\n",
      "Best Front for Generation: 95\n",
      "-15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 -59.625 \n",
      "\n",
      "Best Front for Generation: 96\n",
      "-39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 -35.858 \n",
      "\n",
      "Best Front for Generation: 97\n",
      "-47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 -47.075 \n",
      "\n",
      "Best Front for Generation: 98\n",
      "-36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 -99.193 \n",
      "\n",
      "Best Front for Generation: 99\n",
      "-74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 -6.273 \n",
      "\n",
      "Best Front for Generation: 100\n",
      "-43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 -70.585 \n",
      "\n",
      "Best Front for Generation: 101\n",
      "-5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 -5.077 \n",
      "\n",
      "Best Front for Generation: 102\n",
      "-26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 -37.248 \n",
      "\n",
      "Best Front for Generation: 103\n",
      "-10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 -41.034 \n",
      "\n",
      "Best Front for Generation: 104\n",
      "-60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 -23.613 \n",
      "\n",
      "Best Front for Generation: 105\n",
      "-4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 -83.642 \n",
      "\n",
      "Best Front for Generation: 106\n",
      "-45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 -24.413 \n",
      "\n",
      "Best Front for Generation: 107\n",
      "-55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 -76.308 \n",
      "\n",
      "Best Front for Generation: 108\n",
      "-62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 -53.942 \n",
      "\n",
      "Best Front for Generation: 109\n",
      "-82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 -33.763 \n",
      "\n",
      "Best Front for Generation: 110\n",
      "-61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 -1.172 \n",
      "\n",
      "Best Front for Generation: 111\n",
      "-82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 -69.407 \n",
      "\n",
      "Best Front for Generation: 112\n",
      "-60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 -61.885 \n",
      "\n",
      "Best Front for Generation: 113\n",
      "-39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 -43.06 \n",
      "\n",
      "Best Front for Generation: 114\n",
      "-72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 -87.965 \n",
      "\n",
      "Best Front for Generation: 115\n",
      "-93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 -33.685 \n",
      "\n",
      "Best Front for Generation: 116\n",
      "-88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 -99.328 \n",
      "\n",
      "Best Front for Generation: 117\n",
      "-44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 -29.817 \n",
      "\n",
      "Best Front for Generation: 118\n",
      "-97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -15.696 -25.245 \n",
      "\n",
      "Best Front for Generation: 119\n",
      "-40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 -25.245 \n",
      "\n",
      "Best Front for Generation: 120\n",
      "-9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -5.371 -43.163 -74.531 -36.362 -47.028 -39.613 \n",
      "\n",
      "Best Front for Generation: 121\n",
      "-11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -43.163 -5.371 -36.362 -74.531 -47.028 \n",
      "\n",
      "Best Front for Generation: 122\n",
      "5.364 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -43.163 -5.371 -36.362 -74.531 \n",
      "\n",
      "Best Front for Generation: 123\n",
      "-84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -43.163 -5.371 -36.362 -74.531 \n",
      "\n",
      "Best Front for Generation: 124\n",
      "-6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -43.163 -5.371 -36.362 \n",
      "\n",
      "Best Front for Generation: 125\n",
      "-52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -43.163 -5.371 \n",
      "\n",
      "Best Front for Generation: 126\n",
      "-97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 -43.163 \n",
      "\n",
      "Best Front for Generation: 127\n",
      "-63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 -26.219 \n",
      "\n",
      "Best Front for Generation: 128\n",
      "-7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 -10.505 \n",
      "\n",
      "Best Front for Generation: 129\n",
      "-31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 -60.029 \n",
      "\n",
      "Best Front for Generation: 130\n",
      "-58.456 -31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 -4.525 \n",
      "\n",
      "Best Front for Generation: 131\n",
      "-41.688 -58.456 -31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 -45.454 \n",
      "\n",
      "Best Front for Generation: 132\n",
      "-3.703 -41.688 -58.456 -31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 -55.86 \n",
      "\n",
      "Best Front for Generation: 133\n",
      "-40.296 -3.703 -41.688 -58.456 -31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 -62.573 \n",
      "\n",
      "Best Front for Generation: 134\n",
      "-77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 -82.183 \n",
      "\n",
      "Best Front for Generation: 135\n",
      "-26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 -61.049 \n",
      "\n",
      "Best Front for Generation: 136\n",
      "-45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 -82.308 \n",
      "\n",
      "Best Front for Generation: 137\n",
      "-49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 -60.353 \n",
      "\n",
      "Best Front for Generation: 138\n",
      "-2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 -39.693 \n",
      "\n",
      "Best Front for Generation: 139\n",
      "-51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 -72.647 \n",
      "\n",
      "Best Front for Generation: 140\n",
      "-8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 -93.905 \n",
      "\n",
      "Best Front for Generation: 141\n",
      "-16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 -88.136 \n",
      "\n",
      "Best Front for Generation: 142\n",
      "-2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -7.369 -63.935 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 -44.034 \n",
      "\n",
      "Best Front for Generation: 143\n",
      "-6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -63.935 -7.369 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 -97.496 \n",
      "\n",
      "Best Front for Generation: 144\n",
      "2.995 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -63.935 -7.369 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 -40.137 \n",
      "\n",
      "Best Front for Generation: 145\n",
      "-28.475 2.995 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -63.935 -7.369 -97.264 -52.882 -6.925 -84.151 -11.519 -9.941 \n",
      "\n",
      "Best Front for Generation: 146\n",
      "-0.886 -28.475 2.995 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -63.935 -7.369 -97.264 -52.882 -6.925 -84.151 -11.519 \n",
      "\n",
      "Best Front for Generation: 147\n",
      "-37.061 -0.886 -28.475 2.995 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -63.935 -7.369 -97.264 -52.882 -6.925 -84.151 \n",
      "\n",
      "Best Front for Generation: 148\n",
      "-42.431 -37.061 -0.886 -28.475 2.995 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -63.935 -7.369 -97.264 -52.882 -6.925 \n",
      "\n",
      "Best Front for Generation: 149\n",
      "-82.607 -42.431 -37.061 -0.886 -28.475 2.995 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -63.935 -7.369 -97.264 -52.882 \n",
      "\n",
      "Best Front for Generation: 150\n",
      "-70.627 -82.607 -42.431 -37.061 -0.886 -28.475 2.995 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -63.935 -7.369 -97.264 \n",
      "\n",
      "Best Front for Generation: 151\n",
      "-13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 2.995 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -63.935 -14.036 \n",
      "\n",
      "Best Front for Generation: 152\n",
      "-82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -63.935 -14.036 \n",
      "\n",
      "Best Front for Generation: 153\n",
      "-2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 -63.935 \n",
      "\n",
      "Best Front for Generation: 154\n",
      "-78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 -31.888 \n",
      "\n",
      "Best Front for Generation: 155\n",
      "-49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 -58.456 \n",
      "\n",
      "Best Front for Generation: 156\n",
      "-97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 -41.688 \n",
      "\n",
      "Best Front for Generation: 157\n",
      "-94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 -3.703 \n",
      "\n",
      "Best Front for Generation: 158\n",
      "-22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 -40.296 \n",
      "\n",
      "Best Front for Generation: 159\n",
      "-93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 -77.056 \n",
      "\n",
      "Best Front for Generation: 160\n",
      "-97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -45.142 -26.136 \n",
      "\n",
      "Best Front for Generation: 161\n",
      "-41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 -26.136 \n",
      "\n",
      "Best Front for Generation: 162\n",
      "0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 -49.12 \n",
      "\n",
      "Best Front for Generation: 163\n",
      "-53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 -51.504 -2.074 \n",
      "\n",
      "Best Front for Generation: 164\n",
      "-14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 -51.504 \n",
      "\n",
      "Best Front for Generation: 165\n",
      "-2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 -8.618 \n",
      "\n",
      "Best Front for Generation: 166\n",
      "-43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 -16.727 \n",
      "\n",
      "Best Front for Generation: 167\n",
      "2.503 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 -2.908 \n",
      "\n",
      "Best Front for Generation: 168\n",
      "-23.356 2.503 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 -6.209 \n",
      "\n",
      "Best Front for Generation: 169\n",
      "-89.557 -23.356 2.503 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 -28.475 \n",
      "\n",
      "Best Front for Generation: 170\n",
      "-41.943 -89.557 -23.356 2.503 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 -0.886 \n",
      "\n",
      "Best Front for Generation: 171\n",
      "-21.441 -41.943 -89.557 -23.356 2.503 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 -37.061 \n",
      "\n",
      "Best Front for Generation: 172\n",
      "-1.046 -21.441 -41.943 -89.557 -23.356 2.503 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 -42.431 \n",
      "\n",
      "Best Front for Generation: 173\n",
      "-41.463 -1.046 -21.441 -41.943 -89.557 -23.356 2.503 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 -82.607 \n",
      "\n",
      "Best Front for Generation: 174\n",
      "-1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 2.503 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 -70.627 \n",
      "\n",
      "Best Front for Generation: 175\n",
      "-72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 2.503 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 -13.484 \n",
      "\n",
      "Best Front for Generation: 176\n",
      "-9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 2.503 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 \n",
      "\n",
      "Best Front for Generation: 177\n",
      "-32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 -82.934 \n",
      "\n",
      "Best Front for Generation: 178\n",
      "-34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 -2.493 \n",
      "\n",
      "Best Front for Generation: 179\n",
      "-44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 -78.342 \n",
      "\n",
      "Best Front for Generation: 180\n",
      "-16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 -49.681 \n",
      "\n",
      "Best Front for Generation: 181\n",
      "-95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 -97.172 \n",
      "\n",
      "Best Front for Generation: 182\n",
      "-55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 -94.414 \n",
      "\n",
      "Best Front for Generation: 183\n",
      "-47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 -22.688 \n",
      "\n",
      "Best Front for Generation: 184\n",
      "2.41 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 -93.049 \n",
      "\n",
      "Best Front for Generation: 185\n",
      "-19.684 2.41 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 -97.17 \n",
      "\n",
      "Best Front for Generation: 186\n",
      "-53.444 -19.684 2.41 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 -53.68 0.385 -41.174 \n",
      "\n",
      "Best Front for Generation: 187\n",
      "-42.336 -53.444 -19.684 2.41 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 -53.68 0.385 \n",
      "\n",
      "Best Front for Generation: 188\n",
      "0.983 -42.336 -53.444 -19.684 2.41 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 -53.68 \n",
      "\n",
      "Best Front for Generation: 189\n",
      "-14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 -53.68 \n",
      "\n",
      "Best Front for Generation: 190\n",
      "-48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 -14.987 \n",
      "\n",
      "Best Front for Generation: 191\n",
      "-88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 -2.131 \n",
      "\n",
      "Best Front for Generation: 192\n",
      "-48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 -43.417 \n",
      "\n",
      "Best Front for Generation: 193\n",
      "-61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 -23.356 \n",
      "\n",
      "Best Front for Generation: 194\n",
      "-65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 -89.557 \n",
      "\n",
      "Best Front for Generation: 195\n",
      "-64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 -41.943 \n",
      "\n",
      "Best Front for Generation: 196\n",
      "-52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 -21.441 \n",
      "\n",
      "Best Front for Generation: 197\n",
      "-27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 -1.046 \n",
      "\n",
      "Best Front for Generation: 198\n",
      "-66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 -41.463 \n",
      "\n",
      "Best Front for Generation: 199\n",
      "-33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 -1.948 \n",
      "\n",
      "Best Front for Generation: 200\n",
      "-35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 -72.853 \n",
      "\n",
      "Best Front for Generation: 201\n",
      "-5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 -9.247 \n",
      "\n",
      "Best Front for Generation: 202\n",
      "-52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 -32.881 \n",
      "\n",
      "Best Front for Generation: 203\n",
      "-12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 -34.439 \n",
      "\n",
      "Best Front for Generation: 204\n",
      "-73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 -44.139 \n",
      "\n",
      "Best Front for Generation: 205\n",
      "-24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 -16.366 \n",
      "\n",
      "Best Front for Generation: 206\n",
      "-58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 -95.011 \n",
      "\n",
      "Best Front for Generation: 207\n",
      "-66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 -55.407 \n",
      "\n",
      "Best Front for Generation: 208\n",
      "-61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 -47.104 \n",
      "\n",
      "Best Front for Generation: 209\n",
      "-0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 -19.684 \n",
      "\n",
      "Best Front for Generation: 210\n",
      "-99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 -53.444 \n",
      "\n",
      "Best Front for Generation: 211\n",
      "-85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 -42.336 \n",
      "\n",
      "Best Front for Generation: 212\n",
      "-50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 0.983 \n",
      "\n",
      "Best Front for Generation: 213\n",
      "-21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 -14.915 \n",
      "\n",
      "Best Front for Generation: 214\n",
      "-37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 -48.871 \n",
      "\n",
      "Best Front for Generation: 215\n",
      "-0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 -88.461 \n",
      "\n",
      "Best Front for Generation: 216\n",
      "-55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 -48.177 \n",
      "\n",
      "Best Front for Generation: 217\n",
      "-25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 -61.298 \n",
      "\n",
      "Best Front for Generation: 218\n",
      "-14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 -65.546 \n",
      "\n",
      "Best Front for Generation: 219\n",
      "-36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 -64.166 \n",
      "\n",
      "Best Front for Generation: 220\n",
      "-95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 -52.503 \n",
      "\n",
      "Best Front for Generation: 221\n",
      "-99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 -27.241 \n",
      "\n",
      "Best Front for Generation: 222\n",
      "-29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 -66.355 \n",
      "\n",
      "Best Front for Generation: 223\n",
      "-87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 -33.541 \n",
      "\n",
      "Best Front for Generation: 224\n",
      "-28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 -35.319 \n",
      "\n",
      "Best Front for Generation: 225\n",
      "-26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 -5.81 \n",
      "\n",
      "Best Front for Generation: 226\n",
      "-42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 -52.555 \n",
      "\n",
      "Best Front for Generation: 227\n",
      "-13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 -12.536 \n",
      "\n",
      "Best Front for Generation: 228\n",
      "-84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 -73.128 \n",
      "\n",
      "Best Front for Generation: 229\n",
      "-60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 -24.505 \n",
      "\n",
      "Best Front for Generation: 230\n",
      "-34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 -58.348 \n",
      "\n",
      "Best Front for Generation: 231\n",
      "-18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 -66.236 \n",
      "\n",
      "Best Front for Generation: 232\n",
      "-2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 -61.963 \n",
      "\n",
      "Best Front for Generation: 233\n",
      "-70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 -0.314 \n",
      "\n",
      "Best Front for Generation: 234\n",
      "-55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -50.045 -85.997 -99.744 \n",
      "\n",
      "Best Front for Generation: 235\n",
      "-94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -85.997 -50.045 \n",
      "\n",
      "Best Front for Generation: 236\n",
      "-23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 -85.997 \n",
      "\n",
      "Best Front for Generation: 237\n",
      "-84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 -21.863 \n",
      "\n",
      "Best Front for Generation: 238\n",
      "-76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 -37.648 \n",
      "\n",
      "Best Front for Generation: 239\n",
      "-75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 -0.55 \n",
      "\n",
      "Best Front for Generation: 240\n",
      "-74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 -55.589 \n",
      "\n",
      "Best Front for Generation: 241\n",
      "-30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 -25.218 \n",
      "\n",
      "Best Front for Generation: 242\n",
      "-9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 -14.255 \n",
      "\n",
      "Best Front for Generation: 243\n",
      "-65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 -36.234 \n",
      "\n",
      "Best Front for Generation: 244\n",
      "-2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 -95.667 \n",
      "\n",
      "Best Front for Generation: 245\n",
      "-47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 -99.296 \n",
      "\n",
      "Best Front for Generation: 246\n",
      "-60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 -29.097 \n",
      "\n",
      "Best Front for Generation: 247\n",
      "-35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 -87.482 \n",
      "\n",
      "Best Front for Generation: 248\n",
      "-69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 -28.754 \n",
      "\n",
      "Best Front for Generation: 249\n",
      "-59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 -26.561 \n",
      "\n",
      "Best Front for Generation: 250\n",
      "-83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 -42.639 \n",
      "\n",
      "Best Front for Generation: 251\n",
      "-45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 -13.032 \n",
      "\n",
      "Best Front for Generation: 252\n",
      "-49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 -84.418 \n",
      "\n",
      "Best Front for Generation: 253\n",
      "-52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 -60.293 \n",
      "\n",
      "Best Front for Generation: 254\n",
      "-47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 -34.618 \n",
      "\n",
      "Best Front for Generation: 255\n",
      "-18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 -18.256 \n",
      "\n",
      "Best Front for Generation: 256\n",
      "-45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 -2.471 \n",
      "\n",
      "Best Front for Generation: 257\n",
      "-40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 -70.492 \n",
      "\n",
      "Best Front for Generation: 258\n",
      "2.577 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 -55.3 \n",
      "\n",
      "Best Front for Generation: 259\n",
      "-83.351 2.577 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 -94.093 \n",
      "\n",
      "Best Front for Generation: 260\n",
      "-38.911 -83.351 2.577 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 \n",
      "\n",
      "Best Front for Generation: 261\n",
      "2.266 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 -23.8 \n",
      "\n",
      "Best Front for Generation: 262\n",
      "-37.251 2.266 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 -84.394 \n",
      "\n",
      "Best Front for Generation: 263\n",
      "-26.817 -37.251 2.266 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 \n",
      "\n",
      "Best Front for Generation: 264\n",
      "-89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 -76.994 \n",
      "\n",
      "Best Front for Generation: 265\n",
      "-47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 -75.7 \n",
      "\n",
      "Best Front for Generation: 266\n",
      "-68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 -74.036 \n",
      "\n",
      "Best Front for Generation: 267\n",
      "-19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 -30.841 \n",
      "\n",
      "Best Front for Generation: 268\n",
      "-46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -35.144 -60.723 -47.049 -2.73 -65.921 -9.663 \n",
      "\n",
      "Best Front for Generation: 269\n",
      "-21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -60.723 -35.144 -47.049 -2.73 -65.921 \n",
      "\n",
      "Best Front for Generation: 270\n",
      "3.165 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -60.723 -35.144 -47.049 -2.73 \n",
      "\n",
      "Best Front for Generation: 271\n",
      "-72.092 3.165 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -60.723 -35.144 -47.049 \n",
      "\n",
      "Best Front for Generation: 272\n",
      "-53.275 -72.092 3.165 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -60.723 -35.144 \n",
      "\n",
      "Best Front for Generation: 273\n",
      "-92.498 -53.275 -72.092 3.165 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -60.723 \n",
      "\n",
      "Best Front for Generation: 274\n",
      "-23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -83.148 -59.446 -69.62 -60.723 \n",
      "\n",
      "Best Front for Generation: 275\n",
      "-77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 -59.446 -83.148 -69.62 \n",
      "\n",
      "Best Front for Generation: 276\n",
      "-17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -45.327 -49.028 -59.446 -83.148 \n",
      "\n",
      "Best Front for Generation: 277\n",
      "-86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -45.327 -49.028 -59.446 \n",
      "\n",
      "Best Front for Generation: 278\n",
      "-99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 -45.327 \n",
      "\n",
      "Best Front for Generation: 279\n",
      "-1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 -49.028 \n",
      "\n",
      "Best Front for Generation: 280\n",
      "-83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 -52.64 \n",
      "\n",
      "Best Front for Generation: 281\n",
      "-79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 -47.833 \n",
      "\n",
      "Best Front for Generation: 282\n",
      "-50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 -18.566 \n",
      "\n",
      "Best Front for Generation: 283\n",
      "-22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 -45.315 \n",
      "\n",
      "Best Front for Generation: 284\n",
      "-97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 -40.628 \n",
      "\n",
      "Best Front for Generation: 285\n",
      "-70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 -83.351 \n",
      "\n",
      "Best Front for Generation: 286\n",
      "-58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 -38.911 \n",
      "\n",
      "Best Front for Generation: 287\n",
      "-66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 -37.251 \n",
      "\n",
      "Best Front for Generation: 288\n",
      "-3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 -26.817 \n",
      "\n",
      "Best Front for Generation: 289\n",
      "-27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 -89.796 \n",
      "\n",
      "Best Front for Generation: 290\n",
      "-76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 -47.501 \n",
      "\n",
      "Best Front for Generation: 291\n",
      "-95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 -68.737 \n",
      "\n",
      "Best Front for Generation: 292\n",
      "-42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 -19.18 \n",
      "\n",
      "Best Front for Generation: 293\n",
      "-70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 -46.258 \n",
      "\n",
      "Best Front for Generation: 294\n",
      "-37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 -21.436 \n",
      "\n",
      "Best Front for Generation: 295\n",
      "-56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 -72.092 \n",
      "\n",
      "Best Front for Generation: 296\n",
      "-37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 -53.275 \n",
      "\n",
      "Best Front for Generation: 297\n",
      "-55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 -92.498 \n",
      "\n",
      "Best Front for Generation: 298\n",
      "4.458 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -77.86 -23.89 \n",
      "\n",
      "Best Front for Generation: 299\n",
      "-57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -23.89 -77.86 \n",
      "\n",
      "Best Front for Generation: 300\n",
      "-75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 -23.89 \n",
      "\n",
      "Best Front for Generation: 301\n",
      "-1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 -17.395 \n",
      "\n",
      "Best Front for Generation: 302\n",
      "-40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 -86.781 \n",
      "\n",
      "Best Front for Generation: 303\n",
      "-60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 -99.696 \n",
      "\n",
      "Best Front for Generation: 304\n",
      "-85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 -1.598 \n",
      "\n",
      "Best Front for Generation: 305\n",
      "-98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 -83.749 \n",
      "\n",
      "Best Front for Generation: 306\n",
      "-39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 -79.499 \n",
      "\n",
      "Best Front for Generation: 307\n",
      "-74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 -50.605 \n",
      "\n",
      "Best Front for Generation: 308\n",
      "-10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 -22.621 \n",
      "\n",
      "Best Front for Generation: 309\n",
      "-49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 -97.285 \n",
      "\n",
      "Best Front for Generation: 310\n",
      "-62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 -70.261 \n",
      "\n",
      "Best Front for Generation: 311\n",
      "-59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 -58.269 \n",
      "\n",
      "Best Front for Generation: 312\n",
      "1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 -66.272 \n",
      "\n",
      "Best Front for Generation: 313\n",
      "-2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 -3.991 \n",
      "\n",
      "Best Front for Generation: 314\n",
      "-18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 -27.572 \n",
      "\n",
      "Best Front for Generation: 315\n",
      "-78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 -76.813 \n",
      "\n",
      "Best Front for Generation: 316\n",
      "-89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 -95.68 \n",
      "\n",
      "Best Front for Generation: 317\n",
      "-32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 -42.267 \n",
      "\n",
      "Best Front for Generation: 318\n",
      "-11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 -70.777 \n",
      "\n",
      "Best Front for Generation: 319\n",
      "-38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 -37.299 \n",
      "\n",
      "Best Front for Generation: 320\n",
      "-5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 -56.887 \n",
      "\n",
      "Best Front for Generation: 321\n",
      "-26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 -37.902 \n",
      "\n",
      "Best Front for Generation: 322\n",
      "-87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 -55.618 \n",
      "\n",
      "Best Front for Generation: 323\n",
      "-51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 -57.141 \n",
      "\n",
      "Best Front for Generation: 324\n",
      "-32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 -75.774 \n",
      "\n",
      "Best Front for Generation: 325\n",
      "-89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 -1.602 \n",
      "\n",
      "Best Front for Generation: 326\n",
      "-21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 -40.529 \n",
      "\n",
      "Best Front for Generation: 327\n",
      "-73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 -60.535 \n",
      "\n",
      "Best Front for Generation: 328\n",
      "-72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 -85.161 \n",
      "\n",
      "Best Front for Generation: 329\n",
      "-41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 -98.214 \n",
      "\n",
      "Best Front for Generation: 330\n",
      "-35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 -39.982 \n",
      "\n",
      "Best Front for Generation: 331\n",
      "-69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 -74.176 \n",
      "\n",
      "Best Front for Generation: 332\n",
      "-97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -49.834 -10.606 \n",
      "\n",
      "Best Front for Generation: 333\n",
      "-8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 -12.864 \n",
      "\n",
      "Best Front for Generation: 334\n",
      "-44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 -62.07 \n",
      "\n",
      "Best Front for Generation: 335\n",
      "-66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 -59.178 \n",
      "\n",
      "Best Front for Generation: 336\n",
      "-24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 1.661 \n",
      "\n",
      "Best Front for Generation: 337\n",
      "-33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 -2.285 \n",
      "\n",
      "Best Front for Generation: 338\n",
      "-60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -78.048 -18.234 \n",
      "\n",
      "Best Front for Generation: 339\n",
      "1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 -18.234 \n",
      "\n",
      "Best Front for Generation: 340\n",
      "-96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 -89.538 \n",
      "\n",
      "Best Front for Generation: 341\n",
      "-56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 -32.087 \n",
      "\n",
      "Best Front for Generation: 342\n",
      "-52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 -11.313 \n",
      "\n",
      "Best Front for Generation: 343\n",
      "-32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 -38.328 \n",
      "\n",
      "Best Front for Generation: 344\n",
      "-65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 -5.079 \n",
      "\n",
      "Best Front for Generation: 345\n",
      "-39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 -26.439 \n",
      "\n",
      "Best Front for Generation: 346\n",
      "-25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 -87.264 \n",
      "\n",
      "Best Front for Generation: 347\n",
      "-40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 -51.375 \n",
      "\n",
      "Best Front for Generation: 348\n",
      "-48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 -32.735 \n",
      "\n",
      "Best Front for Generation: 349\n",
      "-49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 -89.753 \n",
      "\n",
      "Best Front for Generation: 350\n",
      "-33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 -21.175 \n",
      "\n",
      "Best Front for Generation: 351\n",
      "-28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 -73.205 \n",
      "\n",
      "Best Front for Generation: 352\n",
      "-52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 -72.032 \n",
      "\n",
      "Best Front for Generation: 353\n",
      "-7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 -41.853 \n",
      "\n",
      "Best Front for Generation: 354\n",
      "-65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 -35.845 \n",
      "\n",
      "Best Front for Generation: 355\n",
      "-4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 -69.998 \n",
      "\n",
      "Best Front for Generation: 356\n",
      "-10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 -97.18 \n",
      "\n",
      "Best Front for Generation: 357\n",
      "-89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 -8.449 \n",
      "\n",
      "Best Front for Generation: 358\n",
      "-60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 -44.949 \n",
      "\n",
      "Best Front for Generation: 359\n",
      "-77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 -66.23 \n",
      "\n",
      "Best Front for Generation: 360\n",
      "-16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 -24.225 \n",
      "\n",
      "Best Front for Generation: 361\n",
      "-39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 -33.76 \n",
      "\n",
      "Best Front for Generation: 362\n",
      "-66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 -60.25 \n",
      "\n",
      "Best Front for Generation: 363\n",
      "-65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 1.038 \n",
      "\n",
      "Best Front for Generation: 364\n",
      "-27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 -96.044 \n",
      "\n",
      "Best Front for Generation: 365\n",
      "-69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 -56.483 \n",
      "\n",
      "Best Front for Generation: 366\n",
      "-17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 -52.134 \n",
      "\n",
      "Best Front for Generation: 367\n",
      "-85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 -32.472 \n",
      "\n",
      "Best Front for Generation: 368\n",
      "4.254 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 \n",
      "\n",
      "Best Front for Generation: 369\n",
      "-74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 -65.896 \n",
      "\n",
      "Best Front for Generation: 370\n",
      "-76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 -39.203 \n",
      "\n",
      "Best Front for Generation: 371\n",
      "2.802 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 \n",
      "\n",
      "Best Front for Generation: 372\n",
      "-63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 -25.006 \n",
      "\n",
      "Best Front for Generation: 373\n",
      "-50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 -40.037 \n",
      "\n",
      "Best Front for Generation: 374\n",
      "-35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 -48.279 \n",
      "\n",
      "Best Front for Generation: 375\n",
      "-88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 -49.361 \n",
      "\n",
      "Best Front for Generation: 376\n",
      "-52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 -33.246 \n",
      "\n",
      "Best Front for Generation: 377\n",
      "-27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 -28.481 \n",
      "\n",
      "Best Front for Generation: 378\n",
      "-18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 -52.445 \n",
      "\n",
      "Best Front for Generation: 379\n",
      "-9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 -7.315 \n",
      "\n",
      "Best Front for Generation: 380\n",
      "-22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 -65.951 \n",
      "\n",
      "Best Front for Generation: 381\n",
      "-93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 -4.14 \n",
      "\n",
      "Best Front for Generation: 382\n",
      "-26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 -10.317 \n",
      "\n",
      "Best Front for Generation: 383\n",
      "-65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 -89.059 \n",
      "\n",
      "Best Front for Generation: 384\n",
      "-57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 -60.567 \n",
      "\n",
      "Best Front for Generation: 385\n",
      "-88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 -77.041 \n",
      "\n",
      "Best Front for Generation: 386\n",
      "-64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 -16.642 \n",
      "\n",
      "Best Front for Generation: 387\n",
      "-17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 -39.123 \n",
      "\n",
      "Best Front for Generation: 388\n",
      "-66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 -66.344 \n",
      "\n",
      "Best Front for Generation: 389\n",
      "-30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 -65.443 \n",
      "\n",
      "Best Front for Generation: 390\n",
      "-73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 -27.977 \n",
      "\n",
      "Best Front for Generation: 391\n",
      "-43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 -69.194 \n",
      "\n",
      "Best Front for Generation: 392\n",
      "2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 -17.319 \n",
      "\n",
      "Best Front for Generation: 393\n",
      "-41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 -85.355 \n",
      "\n",
      "Best Front for Generation: 394\n",
      "-10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 -74.528 \n",
      "\n",
      "Best Front for Generation: 395\n",
      "-39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 -76.59 \n",
      "\n",
      "Best Front for Generation: 396\n",
      "-99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 -63.107 \n",
      "\n",
      "Best Front for Generation: 397\n",
      "-73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 -50.392 \n",
      "\n",
      "Best Front for Generation: 398\n",
      "-40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 -35.842 \n",
      "\n",
      "Best Front for Generation: 399\n",
      "-51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 -88.966 \n",
      "\n",
      "Best Front for Generation: 400\n",
      "-90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 -52.647 \n",
      "\n",
      "Best Front for Generation: 401\n",
      "-35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 -27.727 \n",
      "\n",
      "Best Front for Generation: 402\n",
      "-21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -22.564 -9.783 -18.275 \n",
      "\n",
      "Best Front for Generation: 403\n",
      "-90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -9.783 -22.564 \n",
      "\n",
      "Best Front for Generation: 404\n",
      "-93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 -9.783 \n",
      "\n",
      "Best Front for Generation: 405\n",
      "-98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -26.029 -93.234 \n",
      "\n",
      "Best Front for Generation: 406\n",
      "-92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 -93.234 \n",
      "\n",
      "Best Front for Generation: 407\n",
      "-91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 -65.634 \n",
      "\n",
      "Best Front for Generation: 408\n",
      "-51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -30.469 -66.002 -17.051 -64.762 -88.514 -57.564 \n",
      "\n",
      "Best Front for Generation: 409\n",
      "-65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -66.002 -30.469 -17.051 -64.762 -88.514 \n",
      "\n",
      "Best Front for Generation: 410\n",
      "-98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -66.002 -30.469 -17.051 -64.762 \n",
      "\n",
      "Best Front for Generation: 411\n",
      "-25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -66.002 -30.469 -17.051 \n",
      "\n",
      "Best Front for Generation: 412\n",
      "-40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -66.002 -30.469 \n",
      "\n",
      "Best Front for Generation: 413\n",
      "-76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 -66.002 \n",
      "\n",
      "Best Front for Generation: 414\n",
      "-79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 -73.771 \n",
      "\n",
      "Best Front for Generation: 415\n",
      "-29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 -43.504 \n",
      "\n",
      "Best Front for Generation: 416\n",
      "-75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 2.025 \n",
      "\n",
      "Best Front for Generation: 417\n",
      "-38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 -41.438 \n",
      "\n",
      "Best Front for Generation: 418\n",
      "-58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 -10.203 \n",
      "\n",
      "Best Front for Generation: 419\n",
      "-33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 -39.89 \n",
      "\n",
      "Best Front for Generation: 420\n",
      "-79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 -99.779 \n",
      "\n",
      "Best Front for Generation: 421\n",
      "-98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 -73.713 \n",
      "\n",
      "Best Front for Generation: 422\n",
      "-46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 -40.589 \n",
      "\n",
      "Best Front for Generation: 423\n",
      "-30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 -51.546 \n",
      "\n",
      "Best Front for Generation: 424\n",
      "-49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 -90.306 \n",
      "\n",
      "Best Front for Generation: 425\n",
      "-19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 -35.145 \n",
      "\n",
      "Best Front for Generation: 426\n",
      "1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 -21.79 \n",
      "\n",
      "Best Front for Generation: 427\n",
      "-87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 -90.254 \n",
      "\n",
      "Best Front for Generation: 428\n",
      "-93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 -93.223 \n",
      "\n",
      "Best Front for Generation: 429\n",
      "-50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 -98.028 \n",
      "\n",
      "Best Front for Generation: 430\n",
      "-43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 -92.292 \n",
      "\n",
      "Best Front for Generation: 431\n",
      "2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 -91.945 \n",
      "\n",
      "Best Front for Generation: 432\n",
      "-46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 -51.171 \n",
      "\n",
      "Best Front for Generation: 433\n",
      "-8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 -65.425 \n",
      "\n",
      "Best Front for Generation: 434\n",
      "-35.622 -8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 -98.702 \n",
      "\n",
      "Best Front for Generation: 435\n",
      "-5.878 -35.622 -8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 -25.153 \n",
      "\n",
      "Best Front for Generation: 436\n",
      "-19.348 -5.878 -35.622 -8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 -40.774 \n",
      "\n",
      "Best Front for Generation: 437\n",
      "-10.858 -19.348 -5.878 -35.622 -8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 -76.409 \n",
      "\n",
      "Best Front for Generation: 438\n",
      "-80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 -79.772 \n",
      "\n",
      "Best Front for Generation: 439\n",
      "-1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 -29.632 \n",
      "\n",
      "Best Front for Generation: 440\n",
      "-77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 -75.175 \n",
      "\n",
      "Best Front for Generation: 441\n",
      "-99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 -38.127 \n",
      "\n",
      "Best Front for Generation: 442\n",
      "-15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 -58.561 \n",
      "\n",
      "Best Front for Generation: 443\n",
      "-20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 -33.162 \n",
      "\n",
      "Best Front for Generation: 444\n",
      "-78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 -79.702 \n",
      "\n",
      "Best Front for Generation: 445\n",
      "-24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 -98.494 \n",
      "\n",
      "Best Front for Generation: 446\n",
      "-17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 2.084 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 \n",
      "\n",
      "Best Front for Generation: 447\n",
      "-62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 -46.025 \n",
      "\n",
      "Best Front for Generation: 448\n",
      "-75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 -43.784 -50.162 -93.111 -87.958 1.741 -19.329 -49.915 -30.378 \n",
      "\n",
      "Best Front for Generation: 449\n",
      "-16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 -43.784 -50.162 -93.111 -87.958 1.741 -49.915 -19.329 \n",
      "\n",
      "Best Front for Generation: 450\n",
      "-14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 -43.784 -50.162 -93.111 -87.958 1.741 -49.915 \n",
      "\n",
      "Best Front for Generation: 451\n",
      "-32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 -43.784 -50.162 -93.111 -87.958 1.741 \n",
      "\n",
      "Best Front for Generation: 452\n",
      "-68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 -43.784 -50.162 -93.111 -87.958 \n",
      "\n",
      "Best Front for Generation: 453\n",
      "-13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 -43.784 -50.162 -93.111 \n",
      "\n",
      "Best Front for Generation: 454\n",
      "-52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 -43.784 -93.111 \n",
      "\n",
      "Best Front for Generation: 455\n",
      "3.963 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 -51.547 \n",
      "\n",
      "Best Front for Generation: 456\n",
      "-8.572 3.963 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 -46.976 \n",
      "\n",
      "Best Front for Generation: 457\n",
      "-9.892 -8.572 3.963 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 -8.769 \n",
      "\n",
      "Best Front for Generation: 458\n",
      "-44.723 -9.892 -8.572 3.963 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 \n",
      "\n",
      "Best Front for Generation: 459\n",
      "-34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -5.878 -35.622 \n",
      "\n",
      "Best Front for Generation: 460\n",
      "-93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -80.427 -10.858 -19.348 -98.627 \n",
      "\n",
      "Best Front for Generation: 461\n",
      "-6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -69.535 -47.029 -80.427 \n",
      "\n",
      "Best Front for Generation: 462\n",
      "-10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -69.535 -47.029 \n",
      "\n",
      "Best Front for Generation: 463\n",
      "-67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 -69.535 \n",
      "\n",
      "Best Front for Generation: 464\n",
      "-76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 -1.864 \n",
      "\n",
      "Best Front for Generation: 465\n",
      "-51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 -77.789 \n",
      "\n",
      "Best Front for Generation: 466\n",
      "-97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 -99.492 \n",
      "\n",
      "Best Front for Generation: 467\n",
      "-82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 -15.091 \n",
      "\n",
      "Best Front for Generation: 468\n",
      "-18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -17.544 -24.627 -78.521 -20.355 \n",
      "\n",
      "Best Front for Generation: 469\n",
      "-95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -24.627 -17.544 -78.521 \n",
      "\n",
      "Best Front for Generation: 470\n",
      "-10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -24.627 -17.544 \n",
      "\n",
      "Best Front for Generation: 471\n",
      "2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 -24.627 \n",
      "\n",
      "Best Front for Generation: 472\n",
      "-35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 -62.927 \n",
      "\n",
      "Best Front for Generation: 473\n",
      "-18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 -75.372 \n",
      "\n",
      "Best Front for Generation: 474\n",
      "-67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 -16.534 \n",
      "\n",
      "Best Front for Generation: 475\n",
      "-35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -32.443 -14.701 \n",
      "\n",
      "Best Front for Generation: 476\n",
      "-54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 -2.501 \n",
      "\n",
      "Best Front for Generation: 477\n",
      "-77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 -68.527 \n",
      "\n",
      "Best Front for Generation: 478\n",
      "-85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 -13.334 \n",
      "\n",
      "Best Front for Generation: 479\n",
      "-95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 -52.156 \n",
      "\n",
      "Best Front for Generation: 480\n",
      "-94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 -8.572 \n",
      "\n",
      "Best Front for Generation: 481\n",
      "-59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 -9.892 \n",
      "\n",
      "Best Front for Generation: 482\n",
      "-22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 -44.723 \n",
      "\n",
      "Best Front for Generation: 483\n",
      "-52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 -34.165 \n",
      "\n",
      "Best Front for Generation: 484\n",
      "-36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 -93.83 \n",
      "\n",
      "Best Front for Generation: 485\n",
      "-95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 -6.511 \n",
      "\n",
      "Best Front for Generation: 486\n",
      "-54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 -10.869 \n",
      "\n",
      "Best Front for Generation: 487\n",
      "-8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 -67.153 \n",
      "\n",
      "Best Front for Generation: 488\n",
      "-2.03 -8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 -76.03 \n",
      "\n",
      "Best Front for Generation: 489\n",
      "-71.805 -2.03 -8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 -51.453 \n",
      "\n",
      "Best Front for Generation: 490\n",
      "-19.547 -71.805 -2.03 -8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 -97.66 \n",
      "\n",
      "Best Front for Generation: 491\n",
      "-27.944 -19.547 -71.805 -2.03 -8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 -82.966 \n",
      "\n",
      "Best Front for Generation: 492\n",
      "-29.858 -27.944 -19.547 -71.805 -2.03 -8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 -18.611 \n",
      "\n",
      "Best Front for Generation: 493\n",
      "-64.365 -29.858 -27.944 -19.547 -71.805 -2.03 -8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 -95.274 \n",
      "\n",
      "Best Front for Generation: 494\n",
      "-86.896 -64.365 -29.858 -27.944 -19.547 -71.805 -2.03 -8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 -10.045 \n",
      "\n",
      "Best Front for Generation: 495\n",
      "-87.657 -86.896 -64.365 -29.858 -27.944 -19.547 -71.805 -2.03 -8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 2.212 \n",
      "\n",
      "Best Front for Generation: 496\n",
      "-19.411 -87.657 -86.896 -64.365 -29.858 -27.944 -19.547 -71.805 -2.03 -8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 -35.614 \n",
      "\n",
      "Best Front for Generation: 497\n",
      "-83.698 -19.411 -87.657 -86.896 -64.365 -29.858 -27.944 -19.547 -71.805 -2.03 -8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 -18.798 \n",
      "\n",
      "Best Front for Generation: 498\n",
      "-83.976 -83.698 -19.411 -87.657 -86.896 -64.365 -29.858 -27.944 -19.547 -71.805 -2.03 -8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 -67.452 \n",
      "\n",
      "Best Front for Generation: 499\n",
      "-62.053 -83.976 -83.698 -19.411 -87.657 -86.896 -64.365 -29.858 -27.944 -19.547 -71.805 -2.03 -8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 -35.82 \n",
      "\n",
      "Best Front for Generation: 500\n",
      "-36.019 -62.053 -83.976 -83.698 -19.411 -87.657 -86.896 -64.365 -29.858 -27.944 -19.547 -71.805 -2.03 -8.054 -54.416 -95.653 -36.318 -52.411 -22.625 -59.598 -94.733 -95.908 -85.377 -77.631 -54.892 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "objective1_values, objective2_values = nsga2(population,max_gen,min_value,max_value)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Non Dominating Curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5AAAAHoCAYAAAA/ogChAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bffef8fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "non_dominating_curve_plotter(objective1_values, objective2_values)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}