week_8_lab.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0bc0897a-5c50-4a7c-a117-0a9abb4de48a",
   "metadata": {},
   "source": [
    "# Differential Evolution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 939,
   "id": "352e55ed-38f2-4e64-8f8e-e5a67d9a10d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from numpy.random import choice, uniform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 940,
   "id": "5bc68604-bf0f-4167-9da2-680b0708337f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def init_population(pop_size, var_count, min_bound, max_bound):\n",
    "    return uniform(low=min_bound, high=max_bound, size=(pop_size, var_count))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 941,
   "id": "bca034b2-5cfc-4663-bb88-c31df57cbca0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_fitness_scores(population):\n",
    "    scores = []\n",
    "\n",
    "    for vector in population:\n",
    "        # Rosenbrock's Function\n",
    "        score = 100 * (vector[1] - vector[0]**2)**2 + (vector[0] - 1)**2\n",
    "        scores.append(score)\n",
    "\n",
    "    return scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 942,
   "id": "46597879-e642-4f7b-bf1a-ce069b2d232f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def differential_mutation(idx, population, min_bound, max_bound, scaling_factor = 0.5):\n",
    "    used_idx = [idx]\n",
    "    used_idx_no = 3\n",
    "\n",
    "    while len(used_idx) <= used_idx_no:\n",
    "        idx_selected = False\n",
    "        while idx_selected == False:\n",
    "            vector_idx = choice(np.array(range(len(population))), 1, replace=False)[0]\n",
    "            if vector_idx not in used_idx:\n",
    "                idx_selected = True\n",
    "                used_idx.append(vector_idx)\n",
    "\n",
    "    target_vector = used_idx[1]\n",
    "    ran_select_1 = used_idx[2]\n",
    "    ran_select_2 = used_idx[3]\n",
    "\n",
    "    trial_vector = []\n",
    "    trial_vec_loc_1 = population[target_vector][0] + scaling_factor * (population[ran_select_1][0] - population[ran_select_2][0])\n",
    "    if trial_vec_loc_1 < min_bound:\n",
    "        trial_vector.append(min_bound)\n",
    "    elif trial_vec_loc_1 > max_bound:\n",
    "        trial_vector.append(max_bound)\n",
    "    else:\n",
    "        trial_vector.append(trial_vec_loc_1)\n",
    "    trial_vec_loc_2 = population[target_vector][1] + scaling_factor * (population[ran_select_1][1] - population[ran_select_2][1])\n",
    "    if trial_vec_loc_2 < min_bound:\n",
    "        trial_vector.append(min_bound)\n",
    "    elif trial_vec_loc_2 > max_bound:\n",
    "        trial_vector.append(max_bound)\n",
    "    else:\n",
    "        trial_vector.append(trial_vec_loc_2)\n",
    "\n",
    "    return trial_vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 943,
   "id": "5c00fa2c-8d08-44f9-8528-734c7f898839",
   "metadata": {},
   "outputs": [],
   "source": [
    "def crossover(idx, population, trial_vector, crossover_prob = 0.7):\n",
    "    parent_vector = population[idx]\n",
    "    offspring_vector = []\n",
    "    var_len = len(parent_vector)\n",
    "    trial_vec_select_idx = list(choice(np.array(range(var_len)), 1, replace=False))\n",
    "    for i in range(var_len):\n",
    "        if uniform(0, 1) < crossover_prob and i not in trial_vec_select_idx:\n",
    "            trial_vec_select_idx.append(i)\n",
    "    for j in range(var_len):\n",
    "        if j in trial_vec_select_idx:\n",
    "            offspring_vector.append(trial_vector[j])\n",
    "        else:\n",
    "            offspring_vector.append(parent_vector[j])\n",
    "\n",
    "    return offspring_vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5656ec6b-5a70-4a3a-864d-f9b425f53ee9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 944,
   "id": "d4d40fd8-a4b7-4d82-af23-9081615884f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def selection(idx, offspring_vector, population, scores):\n",
    "    sub_pop = [population[idx], offspring_vector]\n",
    "    sub_scores = calc_fitness_scores(sub_pop)\n",
    "    if sub_scores[1] < sub_scores[0]:\n",
    "        population[idx] = offspring_vector\n",
    "        scores[idx] = sub_scores[1]\n",
    "\n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 945,
   "id": "dd6eb8de-0bc8-4f25-905e-9b21a2d01ae2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def differential_evolution(var_count, min_bound, max_bound, pop_size, generations, scaling_factor = 0.5, crossover_prob = 0.7):\n",
    "    population = init_population(pop_size, var_count, min_bound, max_bound)\n",
    "    scores = calc_fitness_scores(population)\n",
    "    for i in range(generations):\n",
    "        print(f\"******************************* Generation {i + 1} *******************************\")\n",
    "        print(\"Population-------------------------------------------------------Scores\")\n",
    "        for idx, vector in enumerate(population):\n",
    "            trial_vector = differential_mutation(idx, population, min_bound, max_bound)\n",
    "            offspring_vector = crossover(idx, population, trial_vector, 0.7)\n",
    "            selection(idx, offspring_vector, population, scores)\n",
    "            print(str(population[idx])+\"                              \"+str(scores[idx]))\n",
    "        best_idx = scores.index(min(scores))\n",
    "        print(\"===============================================================================\")\n",
    "        print(f\"Best Vector: {population[best_idx]}----------------Score: {scores[best_idx]}\")\n",
    "        print(\"===============================================================================\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 946,
   "id": "5352bb14-0a13-49bc-aa54-6acfc643ec1b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "******************************* Generation 1 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[16.21313992 -3.04012979]                              7070833.43550172\n",
      "[-9.8293077  24.79182147]                              515978.33450100425\n",
      "[ 8.57156989 -9.10271454]                              681912.5462414948\n",
      "[-19.31612953  20.12156515]                              12460698.183097191\n",
      "[-1.60669032 -8.7325734 ]                              12807.51597093914\n",
      "[-11.63606939  10.88138322]                              1550601.2139216687\n",
      "[-6.64943229 30.        ]                              20264.99350090161\n",
      "[14.88648507 22.86976235]                              3949859.199139846\n",
      "[-4.73576979 25.05259443]                              722.0029757805598\n",
      "[15.40238252 27.90624904]                              4381992.510568969\n",
      "[20.16865742 18.59813767]                              15068475.051002175\n",
      "[-19.39630741 -29.17967486]                              16435041.416464062\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[-3.49517716  7.12642884]                              2610.848184076069\n",
      "[-17.17195946  -5.83143099]                              9042837.651945798\n",
      "[-6.14868135 13.79455144]                              57707.42595629639\n",
      "[ 25.40751302 -13.5477973 ]                              43440494.61422406\n",
      "[ 5.59125509 28.99766508]                              533.8613251782674\n",
      "[-9.35884648 -0.01223933]                              767487.629713419\n",
      "[ 4.16037947 24.05153919]                              4556.498701286014\n",
      "===============================================================================\n",
      "Best Vector: [2.62516653 6.62526138]----------------Score: 9.729429030075808\n",
      "===============================================================================\n",
      "******************************* Generation 2 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 7.62212659 -3.04012979]                              373816.4394236576\n",
      "[-9.8293077  24.79182147]                              515978.33450100425\n",
      "[ 8.57156989 -9.10271454]                              681912.5462414948\n",
      "[ 2.14963418 16.63525382]                              14435.726309910437\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[-11.63606939  10.88138322]                              1550601.2139216687\n",
      "[-2.22822852 13.41104536]                              7143.985703406994\n",
      "[14.88648507 22.86976235]                              3949859.199139846\n",
      "[-4.73576979 25.05259443]                              722.0029757805598\n",
      "[15.40238252 27.90624904]                              4381992.510568969\n",
      "[20.16865742 18.59813767]                              15068475.051002175\n",
      "[-8.5025556  21.45776018]                              258517.0524548899\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[-3.49517716  7.12642884]                              2610.848184076069\n",
      "[-1.38738503 -4.02157171]                              3541.6775166296693\n",
      "[-6.14868135 13.79455144]                              57707.42595629639\n",
      "[25.40751302 -5.01266511]                              42322696.23597148\n",
      "[ 5.59125509 28.99766508]                              533.8613251782674\n",
      "[-9.35884648 10.66966502]                              591750.4462666933\n",
      "[ 4.16037947 24.05153919]                              4556.498701286014\n",
      "===============================================================================\n",
      "Best Vector: [2.62516653 6.62526138]----------------Score: 9.729429030075808\n",
      "===============================================================================\n",
      "******************************* Generation 3 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[-0.13361439 -9.84234625]                              9723.63761434422\n",
      "[-3.83331109 11.84860216]                              833.1456672536883\n",
      "[ 8.57156989 -9.10271454]                              681912.5462414948\n",
      "[ 2.14963418 16.63525382]                              14435.726309910437\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[-11.63606939  10.88138322]                              1550601.2139216687\n",
      "[ 2.8215605  13.41104536]                              2973.395564476941\n",
      "[14.88648507 22.86976235]                              3949859.199139846\n",
      "[-4.73576979 25.05259443]                              722.0029757805598\n",
      "[15.30369338 27.90624904]                              4256040.821184436\n",
      "[-0.73892451 30.        ]                              86756.77987178812\n",
      "[-8.5025556  21.45776018]                              258517.0524548899\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[-3.49517716  7.12642884]                              2610.848184076069\n",
      "[-1.38738503 -4.02157171]                              3541.6775166296693\n",
      "[-3.78718953 12.59701995]                              327.69356332648795\n",
      "[13.09809817 30.        ]                              2004074.695770724\n",
      "[ 5.59125509 30.        ]                              180.37770983259702\n",
      "[-9.35884648 10.66966502]                              591750.4462666933\n",
      "[ 4.16037947 24.05153919]                              4556.498701286014\n",
      "===============================================================================\n",
      "Best Vector: [2.62516653 6.62526138]----------------Score: 9.729429030075808\n",
      "===============================================================================\n",
      "******************************* Generation 4 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[-0.13361439 -9.84234625]                              9723.63761434422\n",
      "[-3.83331109 11.84860216]                              833.1456672536883\n",
      "[ 8.57156989 -9.10271454]                              681912.5462414948\n",
      "[-0.73240946  7.71589741]                              5157.485627238738\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[ 2.8215605  13.41104536]                              2973.395564476941\n",
      "[ 0.64843961 22.86976235]                              50397.17864370779\n",
      "[-4.73576979 25.05259443]                              722.0029757805598\n",
      "[ 7.09402588 27.90624904]                              50298.08738448453\n",
      "[ 3.08194273 22.99065345]                              18208.50314531776\n",
      "[-8.5025556  21.45776018]                              258517.0524548899\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[-3.49517716  7.12642884]                              2610.848184076069\n",
      "[-1.38738503 -4.02157171]                              3541.6775166296693\n",
      "[ 3.9321936  16.76419775]                              178.13150239324685\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[ 5.59125509 30.        ]                              180.37770983259702\n",
      "[-6.26789172 30.        ]                              8676.668580818668\n",
      "[ 4.16037947 24.05153919]                              4556.498701286014\n",
      "===============================================================================\n",
      "Best Vector: [1.44343417 1.97425979]----------------Score: 1.3900246859181384\n",
      "===============================================================================\n",
      "******************************* Generation 5 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[-0.13361439 -9.84234625]                              9723.63761434422\n",
      "[-3.83331109 11.84860216]                              833.1456672536883\n",
      "[ 4.2111753  -9.16779151]                              72380.93652429152\n",
      "[1.0107294  0.33225349]                              47.51638025037601\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.72219744 4.77964763]                              695.0301462239927\n",
      "[ 0.64843961 22.86976235]                              50397.17864370779\n",
      "[-4.53063532 21.05715483]                              58.73078089515031\n",
      "[ 7.09402588 27.90624904]                              50298.08738448453\n",
      "[ 4.95338386 22.99065345]                              254.44244296497706\n",
      "[  1.91827787 -17.74834498]                              45917.340052989115\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[-3.49517716  7.12642884]                              2610.848184076069\n",
      "[-1.38738503 -4.02157171]                              3541.6775166296693\n",
      "[ 3.9321936  16.76419775]                              178.13150239324685\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[ 5.59125509 30.        ]                              180.37770983259702\n",
      "[-6.26789172 30.        ]                              8676.668580818668\n",
      "[ 4.16037947 24.05153919]                              4556.498701286014\n",
      "===============================================================================\n",
      "Best Vector: [1.44343417 1.97425979]----------------Score: 1.3900246859181384\n",
      "===============================================================================\n",
      "******************************* Generation 6 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[-0.13361439 -9.84234625]                              9723.63761434422\n",
      "[-3.83331109 11.84860216]                              833.1456672536883\n",
      "[ 0.77531818 17.47073558]                              28458.449283187972\n",
      "[1.0107294  0.33225349]                              47.51638025037601\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.72219744 4.77964763]                              695.0301462239927\n",
      "[ 5.1475644  18.43825989]                              6512.2072856997565\n",
      "[-4.53063532 21.05715483]                              58.73078089515031\n",
      "[ 7.09402588 27.90624904]                              50298.08738448453\n",
      "[ 4.95338386 22.99065345]                              254.44244296497706\n",
      "[-1.4248742  -5.19608929]                              5227.90177773256\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[-3.49517716  7.12642884]                              2610.848184076069\n",
      "[ 0.60149693 -2.44305393]                              786.8785503295966\n",
      "[ 3.9321936  16.76419775]                              178.13150239324685\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[ 5.59125509 30.        ]                              180.37770983259702\n",
      "[-6.26789172 30.        ]                              8676.668580818668\n",
      "[ 4.16037947 24.05153919]                              4556.498701286014\n",
      "===============================================================================\n",
      "Best Vector: [1.44343417 1.97425979]----------------Score: 1.3900246859181384\n",
      "===============================================================================\n",
      "******************************* Generation 7 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[-0.13361439 -9.84234625]                              9723.63761434422\n",
      "[-3.83331109 11.84860216]                              833.1456672536883\n",
      "[0.77531818 2.83273415]                              498.0614218570722\n",
      "[1.0107294  0.33225349]                              47.51638025037601\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.37688204 4.77964763]                              77.57199047814979\n",
      "[ 5.1475644  18.43825989]                              6512.2072856997565\n",
      "[-4.53063532 21.05715483]                              58.73078089515031\n",
      "[ 7.09402588 27.90624904]                              50298.08738448453\n",
      "[ 4.95338386 22.99065345]                              254.44244296497706\n",
      "[-1.4248742  -5.19608929]                              5227.90177773256\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[-3.49517716  7.12642884]                              2610.848184076069\n",
      "[-0.03190038 -0.31376979]                              10.973930969370576\n",
      "[ 3.9321936  16.76419775]                              178.13150239324685\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[ 5.59125509 30.        ]                              180.37770983259702\n",
      "[-0.37260219 -4.84405754]                              2484.803249398268\n",
      "[ 4.16037947 24.05153919]                              4556.498701286014\n",
      "===============================================================================\n",
      "Best Vector: [1.44343417 1.97425979]----------------Score: 1.3900246859181384\n",
      "===============================================================================\n",
      "******************************* Generation 8 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[-3.83331109 11.84860216]                              833.1456672536883\n",
      "[0.77531818 2.83273415]                              498.0614218570722\n",
      "[1.0107294  0.33225349]                              47.51638025037601\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.37688204 4.77964763]                              77.57199047814979\n",
      "[0.85276664 4.07429346]                              1120.3178189494245\n",
      "[-4.53063532 21.05715483]                              58.73078089515031\n",
      "[0.46469028 1.06701294]                              72.71957243574036\n",
      "[-3.02845323  8.52912276]                              57.49700620446677\n",
      "[-1.4248742  -5.19608929]                              5227.90177773256\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[-3.49517716  7.12642884]                              2610.848184076069\n",
      "[-0.03190038 -0.31376979]                              10.973930969370576\n",
      "[ 3.9321936  16.76419775]                              178.13150239324685\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[ 5.59125509 30.        ]                              180.37770983259702\n",
      "[-0.37260219 -4.84405754]                              2484.803249398268\n",
      "[ 4.95279793 19.97248759]                              2092.9055189074456\n",
      "===============================================================================\n",
      "Best Vector: [1.44343417 1.97425979]----------------Score: 1.3900246859181384\n",
      "===============================================================================\n",
      "******************************* Generation 9 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[-3.83331109 11.84860216]                              833.1456672536883\n",
      "[0.77531818 2.83273415]                              498.0614218570722\n",
      "[1.0107294  0.33225349]                              47.51638025037601\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.37688204 4.77964763]                              77.57199047814979\n",
      "[0.85276664 4.07429346]                              1120.3178189494245\n",
      "[-4.53063532 21.05715483]                              58.73078089515031\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[-3.02845323  8.52912276]                              57.49700620446677\n",
      "[-1.4248742   0.32111746]                              297.99905046602527\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[-3.49517716  7.12642884]                              2610.848184076069\n",
      "[-0.03190038 -0.31376979]                              10.973930969370576\n",
      "[ 3.9321936  16.76419775]                              178.13150239324685\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[ 5.59125509 30.        ]                              180.37770983259702\n",
      "[-0.37260219 -4.84405754]                              2484.803249398268\n",
      "[ 4.95279793 19.97248759]                              2092.9055189074456\n",
      "===============================================================================\n",
      "Best Vector: [1.07065195 1.06701294]----------------Score: 0.633565550600205\n",
      "===============================================================================\n",
      "******************************* Generation 10 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[-3.83331109 11.84860216]                              833.1456672536883\n",
      "[1.16711129 2.83273415]                              216.2900664392452\n",
      "[1.0107294  0.33225349]                              47.51638025037601\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.37688204 4.77964763]                              77.57199047814979\n",
      "[0.85276664 4.07429346]                              1120.3178189494245\n",
      "[-4.53063532 21.05715483]                              58.73078089515031\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[-3.02845323  8.52912276]                              57.49700620446677\n",
      "[-1.4248742   0.32111746]                              297.99905046602527\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[-3.49517716  7.12642884]                              2610.848184076069\n",
      "[-0.03190038 -0.31376979]                              10.973930969370576\n",
      "[ 3.9321936  16.76419775]                              178.13150239324685\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[ 5.59125509 30.        ]                              180.37770983259702\n",
      "[-0.37260219 -4.84405754]                              2484.803249398268\n",
      "[ 4.95279793 19.97248759]                              2092.9055189074456\n",
      "===============================================================================\n",
      "Best Vector: [1.07065195 1.06701294]----------------Score: 0.633565550600205\n",
      "===============================================================================\n",
      "******************************* Generation 11 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[-3.83331109 11.84860216]                              833.1456672536883\n",
      "[1.16711129 2.83273415]                              216.2900664392452\n",
      "[1.0107294  0.33225349]                              47.51638025037601\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.37688204 4.77964763]                              77.57199047814979\n",
      "[0.85276664 4.07429346]                              1120.3178189494245\n",
      "[-4.53063532 21.05715483]                              58.73078089515031\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[-3.02845323  8.52912276]                              57.49700620446677\n",
      "[-1.4248742   0.32111746]                              297.99905046602527\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[-3.49517716  7.12642884]                              2610.848184076069\n",
      "[-0.03190038 -0.31376979]                              10.973930969370576\n",
      "[ 3.9321936  16.76419775]                              178.13150239324685\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[ 5.59125509 30.        ]                              180.37770983259702\n",
      "[-0.37260219 -4.84405754]                              2484.803249398268\n",
      "[ 4.95279793 19.97248759]                              2092.9055189074456\n",
      "===============================================================================\n",
      "Best Vector: [1.07065195 1.06701294]----------------Score: 0.633565550600205\n",
      "===============================================================================\n",
      "******************************* Generation 12 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[-3.83331109 11.84860216]                              833.1456672536883\n",
      "[1.16711129 2.83273415]                              216.2900664392452\n",
      "[1.0107294  1.45744363]                              18.99835599626213\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.37688204 4.77964763]                              77.57199047814979\n",
      "[0.85276664 4.07429346]                              1120.3178189494245\n",
      "[-4.53063532 21.05715483]                              58.73078089515031\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[-3.02845323  8.52912276]                              57.49700620446677\n",
      "[-1.4248742   0.32111746]                              297.99905046602527\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[ 0.84788271 -2.18102206]                              840.980881776045\n",
      "[-0.03190038 -0.31376979]                              10.973930969370576\n",
      "[ 3.9321936  16.76419775]                              178.13150239324685\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[ 5.59125509 30.        ]                              180.37770983259702\n",
      "[-0.37260219 -4.84405754]                              2484.803249398268\n",
      "[ 4.95279793 19.97248759]                              2092.9055189074456\n",
      "===============================================================================\n",
      "Best Vector: [1.07065195 1.06701294]----------------Score: 0.633565550600205\n",
      "===============================================================================\n",
      "******************************* Generation 13 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[ 4.14854599 17.02260582]                              13.441277048013763\n",
      "[0.36422447 0.53792484]                              16.828213044051633\n",
      "[1.0107294  1.45744363]                              18.99835599626213\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.37688204 4.77964763]                              77.57199047814979\n",
      "[0.85276664 4.07429346]                              1120.3178189494245\n",
      "[-4.53063532 21.05715483]                              58.73078089515031\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[-3.02845323  8.52912276]                              57.49700620446677\n",
      "[-0.69232638  0.32111746]                              5.366640730215837\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[ 3.27130349 12.39077532]                              290.5487556571695\n",
      "[-0.03190038 -0.31376979]                              10.973930969370576\n",
      "[ 3.9321936  16.76419775]                              178.13150239324685\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[ 5.59125509 30.        ]                              180.37770983259702\n",
      "[1.14025678 5.71334035]                              1947.613233321476\n",
      "[1.95648392 7.18849204]                              1130.320245959483\n",
      "===============================================================================\n",
      "Best Vector: [1.07065195 1.06701294]----------------Score: 0.633565550600205\n",
      "===============================================================================\n",
      "******************************* Generation 14 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[ 4.14854599 17.02260582]                              13.441277048013763\n",
      "[0.36422447 0.53792484]                              16.828213044051633\n",
      "[1.0107294  1.45744363]                              18.99835599626213\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.37688204 4.77964763]                              77.57199047814979\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[-4.53063532 21.05715483]                              58.73078089515031\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[-3.02845323  8.52912276]                              57.49700620446677\n",
      "[-0.69232638  0.32111746]                              5.366640730215837\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[ 4.56999923 21.91952962]                              119.79219412528161\n",
      "[-0.03190038 -0.31376979]                              10.973930969370576\n",
      "[ 3.9321936  16.76419775]                              178.13150239324685\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[ 5.59125509 30.        ]                              180.37770983259702\n",
      "[1.14025678 5.71334035]                              1947.613233321476\n",
      "[1.95648392 7.18849204]                              1130.320245959483\n",
      "===============================================================================\n",
      "Best Vector: [1.07065195 1.06701294]----------------Score: 0.633565550600205\n",
      "===============================================================================\n",
      "******************************* Generation 15 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[ 4.14854599 17.02260582]                              13.441277048013763\n",
      "[0.36422447 0.53792484]                              16.828213044051633\n",
      "[1.0107294  1.45744363]                              18.99835599626213\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.37688204 4.77964763]                              77.57199047814979\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[-4.53063532 21.05715483]                              58.73078089515031\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[0.69443747 0.22048121]                              6.945312414397387\n",
      "[-0.69232638  0.32111746]                              5.366640730215837\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[ 4.56999923 21.91952962]                              119.79219412528161\n",
      "[-0.03190038 -0.31376979]                              10.973930969370576\n",
      "[ 3.9321936  16.76419775]                              178.13150239324685\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[ 5.59125509 30.        ]                              180.37770983259702\n",
      "[1.14025678 5.71334035]                              1947.613233321476\n",
      "[1.95648392 7.18849204]                              1130.320245959483\n",
      "===============================================================================\n",
      "Best Vector: [1.07065195 1.06701294]----------------Score: 0.633565550600205\n",
      "===============================================================================\n",
      "******************************* Generation 16 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[ 4.14854599 17.02260582]                              13.441277048013763\n",
      "[0.36422447 0.53792484]                              16.828213044051633\n",
      "[1.0107294  1.45744363]                              18.99835599626213\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.37688204 4.77964763]                              77.57199047814979\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[-4.53063532 21.05715483]                              58.73078089515031\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[0.69443747 0.22048121]                              6.945312414397387\n",
      "[-0.69232638  0.32111746]                              5.366640730215837\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[ 4.56999923 21.91952962]                              119.79219412528161\n",
      "[-0.03190038 -0.31376979]                              10.973930969370576\n",
      "[0.91550063 1.22831621]                              15.230777482230032\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[2.15473033 5.19134179]                              31.416321882992044\n",
      "[1.14025678 5.71334035]                              1947.613233321476\n",
      "[1.95648392 7.18849204]                              1130.320245959483\n",
      "===============================================================================\n",
      "Best Vector: [1.07065195 1.06701294]----------------Score: 0.633565550600205\n",
      "===============================================================================\n",
      "******************************* Generation 17 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[ 4.14854599 17.02260582]                              13.441277048013763\n",
      "[0.36422447 0.53792484]                              16.828213044051633\n",
      "[1.0107294  1.45744363]                              18.99835599626213\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.37688204 4.77964763]                              77.57199047814979\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[-4.53063532 21.05715483]                              58.73078089515031\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[0.69443747 0.22048121]                              6.945312414397387\n",
      "[-0.69232638  0.32111746]                              5.366640730215837\n",
      "[2.62516653 6.62526138]                              9.729429030075808\n",
      "[ 4.56999923 21.91952962]                              119.79219412528161\n",
      "[-0.03190038 -0.31376979]                              10.973930969370576\n",
      "[0.91550063 1.22831621]                              15.230777482230032\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[2.15473033 5.19134179]                              31.416321882992044\n",
      "[1.14025678 3.87931556]                              665.2108533939562\n",
      "[1.95648392 7.18849204]                              1130.320245959483\n",
      "===============================================================================\n",
      "Best Vector: [1.07065195 1.06701294]----------------Score: 0.633565550600205\n",
      "===============================================================================\n",
      "******************************* Generation 18 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[ 4.14854599 17.02260582]                              13.441277048013763\n",
      "[0.36422447 0.53792484]                              16.828213044051633\n",
      "[1.0107294  1.45744363]                              18.99835599626213\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.58475179 6.22175268]                              23.596903677331323\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[1.4667768  1.91870758]                              5.634047678595184\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[0.69443747 0.22048121]                              6.945312414397387\n",
      "[-0.69232638  0.32111746]                              5.366640730215837\n",
      "[0.51937578 0.37662157]                              1.3731272730846473\n",
      "[1.67255055 3.80568608]                              102.11129281588835\n",
      "[1.45682161 1.91612612]                              4.460657431092736\n",
      "[0.91550063 1.22831621]                              15.230777482230032\n",
      "[-0.52197548 -0.73755912]                              104.32994868855586\n",
      "[2.15473033 5.19134179]                              31.416321882992044\n",
      "[1.14025678 3.87931556]                              665.2108533939562\n",
      "[ 0.13047238 -1.93233207]                              380.7546122444491\n",
      "===============================================================================\n",
      "Best Vector: [1.07065195 1.06701294]----------------Score: 0.633565550600205\n",
      "===============================================================================\n",
      "******************************* Generation 19 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[ 4.14854599 17.02260582]                              13.441277048013763\n",
      "[0.36422447 0.53792484]                              16.828213044051633\n",
      "[1.0107294  1.45744363]                              18.99835599626213\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.58475179 6.22175268]                              23.596903677331323\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[1.4667768  1.91870758]                              5.634047678595184\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[0.69443747 0.22048121]                              6.945312414397387\n",
      "[-0.69232638  0.32111746]                              5.366640730215837\n",
      "[0.51937578 0.37662157]                              1.3731272730846473\n",
      "[1.67255055 3.80568608]                              102.11129281588835\n",
      "[1.45682161 1.91612612]                              4.460657431092736\n",
      "[2.11775864 4.261622  ]                              6.23476596197843\n",
      "[1.6318833  1.75998576]                              81.95053163642667\n",
      "[2.15473033 5.19134179]                              31.416321882992044\n",
      "[ 0.25430895 -1.47440664]                              237.43268213280518\n",
      "[ 0.13047238 -1.93233207]                              380.7546122444491\n",
      "===============================================================================\n",
      "Best Vector: [1.07065195 1.06701294]----------------Score: 0.633565550600205\n",
      "===============================================================================\n",
      "******************************* Generation 20 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[ 4.14854599 17.02260582]                              13.441277048013763\n",
      "[0.36422447 0.53792484]                              16.828213044051633\n",
      "[1.0107294  1.45744363]                              18.99835599626213\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.58475179 6.22175268]                              23.596903677331323\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[1.4667768  1.91870758]                              5.634047678595184\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[0.69443747 0.22048121]                              6.945312414397387\n",
      "[-0.69232638  0.32111746]                              5.366640730215837\n",
      "[0.51937578 0.37662157]                              1.3731272730846473\n",
      "[1.67255055 3.80568608]                              102.11129281588835\n",
      "[1.45682161 1.91612612]                              4.460657431092736\n",
      "[2.11775864 4.261622  ]                              6.23476596197843\n",
      "[1.6318833  1.75998576]                              81.95053163642667\n",
      "[2.15473033 5.19134179]                              31.416321882992044\n",
      "[ 0.25430895 -1.47440664]                              237.43268213280518\n",
      "[ 0.13047238 -1.93233207]                              380.7546122444491\n",
      "===============================================================================\n",
      "Best Vector: [1.07065195 1.06701294]----------------Score: 0.633565550600205\n",
      "===============================================================================\n",
      "******************************* Generation 21 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[ 4.14854599 17.02260582]                              13.441277048013763\n",
      "[0.36422447 0.53792484]                              16.828213044051633\n",
      "[0.91002349 1.03023004]                              4.092022731312088\n",
      "[2.81652683 9.24931383]                              176.6144722275676\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.58475179 6.22175268]                              23.596903677331323\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[1.4667768  1.91870758]                              5.634047678595184\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[0.69443747 0.22048121]                              6.945312414397387\n",
      "[-0.69232638  0.32111746]                              5.366640730215837\n",
      "[0.51937578 0.37662157]                              1.3731272730846473\n",
      "[0.38894134 1.08955496]                              88.41025297941151\n",
      "[1.45682161 1.91612612]                              4.460657431092736\n",
      "[2.11775864 4.261622  ]                              6.23476596197843\n",
      "[-0.42562104  0.79313233]                              39.48423203094873\n",
      "[2.15473033 5.19134179]                              31.416321882992044\n",
      "[0.53001809 0.68279419]                              16.371235948553768\n",
      "[ 0.13047238 -1.93233207]                              380.7546122444491\n",
      "===============================================================================\n",
      "Best Vector: [1.07065195 1.06701294]----------------Score: 0.633565550600205\n",
      "===============================================================================\n",
      "******************************* Generation 22 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[ 4.14854599 17.02260582]                              13.441277048013763\n",
      "[0.36422447 0.53792484]                              16.828213044051633\n",
      "[0.91002349 1.03023004]                              4.092022731312088\n",
      "[0.90470234 0.87714373]                              0.3531507972692506\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.58475179 6.22175268]                              23.596903677331323\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[1.4667768  1.91870758]                              5.634047678595184\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[0.69443747 0.22048121]                              6.945312414397387\n",
      "[-0.69232638  0.32111746]                              5.366640730215837\n",
      "[0.51937578 0.37662157]                              1.3731272730846473\n",
      "[0.38894134 1.08955496]                              88.41025297941151\n",
      "[1.45682161 1.91612612]                              4.460657431092736\n",
      "[2.11775864 4.261622  ]                              6.23476596197843\n",
      "[-0.42562104  0.79313233]                              39.48423203094873\n",
      "[2.15473033 5.19134179]                              31.416321882992044\n",
      "[0.53001809 0.68279419]                              16.371235948553768\n",
      "[-0.1816425 -1.3377762]                              189.2973731117908\n",
      "===============================================================================\n",
      "Best Vector: [0.90470234 0.87714373]----------------Score: 0.3531507972692506\n",
      "===============================================================================\n",
      "******************************* Generation 23 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[ 4.14854599 17.02260582]                              13.441277048013763\n",
      "[0.36422447 0.53792484]                              16.828213044051633\n",
      "[0.91002349 1.03023004]                              4.092022731312088\n",
      "[0.90470234 0.87714373]                              0.3531507972692506\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.58475179 6.22175268]                              23.596903677331323\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[1.4667768  1.91870758]                              5.634047678595184\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[0.69443747 0.22048121]                              6.945312414397387\n",
      "[-0.69232638  0.32111746]                              5.366640730215837\n",
      "[0.51937578 0.37662157]                              1.3731272730846473\n",
      "[0.38894134 1.08955496]                              88.41025297941151\n",
      "[1.45682161 1.91612612]                              4.460657431092736\n",
      "[2.11775864 4.261622  ]                              6.23476596197843\n",
      "[0.99292031 1.10266472]                              1.3636665132877297\n",
      "[2.15473033 5.19134179]                              31.416321882992044\n",
      "[0.53001809 0.68279419]                              16.371235948553768\n",
      "[ 0.59082904 -0.94199375]                              166.85429218225963\n",
      "===============================================================================\n",
      "Best Vector: [0.90470234 0.87714373]----------------Score: 0.3531507972692506\n",
      "===============================================================================\n",
      "******************************* Generation 24 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[1.07581712 1.1750994 ]                              0.037137189983128815\n",
      "[0.36422447 0.53792484]                              16.828213044051633\n",
      "[0.91002349 1.03023004]                              4.092022731312088\n",
      "[0.90470234 0.87714373]                              0.3531507972692506\n",
      "[1.44343417 1.97425979]                              1.3900246859181384\n",
      "[2.58475179 6.22175268]                              23.596903677331323\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[0.88139507 0.76787149]                              0.022141537331373036\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[0.81131823 0.46929561]                              3.6054963012348007\n",
      "[0.23197503 0.18502294]                              2.311482703154314\n",
      "[0.51937578 0.37662157]                              1.3731272730846473\n",
      "[0.38894134 1.08955496]                              88.41025297941151\n",
      "[1.45682161 1.91612612]                              4.460657431092736\n",
      "[2.11775864 4.261622  ]                              6.23476596197843\n",
      "[0.99292031 1.10266472]                              1.3636665132877297\n",
      "[0.85295404 0.30043015]                              18.263101552864555\n",
      "[0.53001809 0.68279419]                              16.371235948553768\n",
      "[1.39906521 1.19461359]                              58.3410423951956\n",
      "===============================================================================\n",
      "Best Vector: [0.88139507 0.76787149]----------------Score: 0.022141537331373036\n",
      "===============================================================================\n",
      "******************************* Generation 25 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[1.07581712 1.1750994 ]                              0.037137189983128815\n",
      "[1.15454435 1.11242181]                              4.888151686665162\n",
      "[0.91002349 0.81897399]                              0.016502414146279377\n",
      "[0.90470234 0.87714373]                              0.3531507972692506\n",
      "[0.7931771  0.54235051]                              0.7958422723853711\n",
      "[ 0.41267215 -0.00188078]                              3.309517753581399\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[0.88139507 0.76787149]                              0.022141537331373036\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[0.81131823 0.76787149]                              1.2375669637290871\n",
      "[0.23197503 0.18502294]                              2.311482703154314\n",
      "[0.51937578 0.37662157]                              1.3731272730846473\n",
      "[0.38894134 1.08955496]                              88.41025297941151\n",
      "[1.45682161 1.91612612]                              4.460657431092736\n",
      "[ 0.13890314 -0.08219931]                              1.7715787620062193\n",
      "[0.99292031 1.10266472]                              1.3636665132877297\n",
      "[0.85295404 0.30043015]                              18.263101552864555\n",
      "[0.53001809 0.68279419]                              16.371235948553768\n",
      "[1.26172779 1.19461359]                              15.856681498300821\n",
      "===============================================================================\n",
      "Best Vector: [0.91002349 0.81897399]----------------Score: 0.016502414146279377\n",
      "===============================================================================\n",
      "******************************* Generation 26 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[ 4.17723115 16.97609241]                              32.48355933369792\n",
      "[1.07581712 1.1750994 ]                              0.037137189983128815\n",
      "[0.43864    0.18393461]                              0.32229987900864543\n",
      "[0.91002349 0.81897399]                              0.016502414146279377\n",
      "[0.90470234 0.87714373]                              0.3531507972692506\n",
      "[0.7931771  0.54235051]                              0.7958422723853711\n",
      "[ 0.41267215 -0.00188078]                              3.309517753581399\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[0.88139507 0.76787149]                              0.022141537331373036\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[1.26897994 1.62215591]                              0.08638255827878957\n",
      "[0.23197503 0.12929849]                              1.1596771980760527\n",
      "[0.51937578 0.37662157]                              1.3731272730846473\n",
      "[0.99150406 0.76784416]                              4.632731898928615\n",
      "[1.05766802 0.97410524]                              2.092980857599583\n",
      "[ 0.31971681 -0.01163788]                              1.759120439690065\n",
      "[0.99292031 1.10266472]                              1.3636665132877297\n",
      "[0.85295404 0.30043015]                              18.263101552864555\n",
      "[0.53001809 0.68279419]                              16.371235948553768\n",
      "[0.79842026 0.67293689]                              0.16638953323423084\n",
      "===============================================================================\n",
      "Best Vector: [0.91002349 0.81897399]----------------Score: 0.016502414146279377\n",
      "===============================================================================\n",
      "******************************* Generation 27 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.41916411 0.04457307]                              2.056759656527379\n",
      "[1.07581712 1.1750994 ]                              0.037137189983128815\n",
      "[0.43864    0.18393461]                              0.32229987900864543\n",
      "[0.91002349 0.81897399]                              0.016502414146279377\n",
      "[0.90470234 0.87714373]                              0.3531507972692506\n",
      "[0.95714246 0.93036332]                              0.022119187925722605\n",
      "[ 0.41267215 -0.00188078]                              3.309517753581399\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[0.88139507 0.76787149]                              0.022141537331373036\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[1.26897994 1.62215591]                              0.08638255827878957\n",
      "[0.23197503 0.12929849]                              1.1596771980760527\n",
      "[0.51937578 0.37662157]                              1.3731272730846473\n",
      "[0.99150406 0.76784416]                              4.632731898928615\n",
      "[1.05766802 0.97410524]                              2.092980857599583\n",
      "[ 0.31971681 -0.01163788]                              1.759120439690065\n",
      "[0.99292031 1.10266472]                              1.3636665132877297\n",
      "[0.65471989 0.30043015]                              1.763459908338648\n",
      "[0.99550289 1.15670795]                              2.74507082210987\n",
      "[0.79842026 0.67293689]                              0.16638953323423084\n",
      "===============================================================================\n",
      "Best Vector: [0.91002349 0.81897399]----------------Score: 0.016502414146279377\n",
      "===============================================================================\n",
      "******************************* Generation 28 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.41916411 0.04457307]                              2.056759656527379\n",
      "[1.07581712 1.1750994 ]                              0.037137189983128815\n",
      "[0.43864    0.18393461]                              0.32229987900864543\n",
      "[0.91002349 0.81897399]                              0.016502414146279377\n",
      "[0.90470234 0.87714373]                              0.3531507972692506\n",
      "[0.95714246 0.93036332]                              0.022119187925722605\n",
      "[ 0.41267215 -0.00188078]                              3.309517753581399\n",
      "[0.85276664 0.50551294]                              4.936677844739685\n",
      "[0.88139507 0.76787149]                              0.022141537331373036\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[1.26897994 1.62215591]                              0.08638255827878957\n",
      "[0.65722767 0.43461625]                              0.11820471881059849\n",
      "[0.70782549 0.41342515]                              0.8525978617636362\n",
      "[1.15853522 1.22723655]                              1.3468815781571044\n",
      "[1.05766802 0.97410524]                              2.092980857599583\n",
      "[ 0.31971681 -0.01163788]                              1.759120439690065\n",
      "[1.13597939 1.2254435 ]                              0.44106409142510045\n",
      "[0.65471989 0.30043015]                              1.763459908338648\n",
      "[1.21787255 1.34960458]                              1.8326038256842814\n",
      "[0.79842026 0.67293689]                              0.16638953323423084\n",
      "===============================================================================\n",
      "Best Vector: [0.91002349 0.81897399]----------------Score: 0.016502414146279377\n",
      "===============================================================================\n",
      "******************************* Generation 29 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.66838651 0.50911656]                              0.4990445879523947\n",
      "[1.07581712 1.1750994 ]                              0.037137189983128815\n",
      "[0.43864    0.18393461]                              0.32229987900864543\n",
      "[0.91002349 0.81897399]                              0.016502414146279377\n",
      "[0.90470234 0.87714373]                              0.3531507972692506\n",
      "[0.95714246 0.93036332]                              0.022119187925722605\n",
      "[1.24275988 1.59554612]                              0.3199919823475861\n",
      "[0.39619965 0.03684288]                              1.8077274878575642\n",
      "[0.88139507 0.76787149]                              0.022141537331373036\n",
      "[1.07065195 1.06701294]                              0.633565550600205\n",
      "[1.26897994 1.62215591]                              0.08638255827878957\n",
      "[0.65722767 0.43461625]                              0.11820471881059849\n",
      "[0.91175785 0.90665756]                              0.5756269603797335\n",
      "[1.1384255  1.26942689]                              0.08984171190734487\n",
      "[0.4257888  0.14360226]                              0.47180109472645265\n",
      "[ 0.31971681 -0.01163788]                              1.759120439690065\n",
      "[1.32114713 1.78521553]                              0.2614263222678376\n",
      "[0.86853609 0.77150668]                              0.04670097452533027\n",
      "[1.21787255 1.34960458]                              1.8326038256842814\n",
      "[0.83714193 0.67293689]                              0.10419491780777582\n",
      "===============================================================================\n",
      "Best Vector: [0.91002349 0.81897399]----------------Score: 0.016502414146279377\n",
      "===============================================================================\n",
      "******************************* Generation 30 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.66838651 0.50911656]                              0.4990445879523947\n",
      "[1.07581712 1.1750994 ]                              0.037137189983128815\n",
      "[1.06416348 1.12046328]                              0.01847051297462278\n",
      "[0.91002349 0.81897399]                              0.016502414146279377\n",
      "[0.90470234 0.87714373]                              0.3531507972692506\n",
      "[0.95714246 0.93036332]                              0.022119187925722605\n",
      "[1.24275988 1.59554612]                              0.3199919823475861\n",
      "[1.26340052 1.58490576]                              0.08209267239059254\n",
      "[0.88139507 0.76787149]                              0.022141537331373036\n",
      "[0.41753051 0.16284042]                              0.35247572133056904\n",
      "[1.26897994 1.62215591]                              0.08638255827878957\n",
      "[0.65722767 0.43461625]                              0.11820471881059849\n",
      "[0.5823739  0.37983268]                              0.33984344345686446\n",
      "[0.84640953 0.72403938]                              0.029412175407043974\n",
      "[0.4257888  0.14360226]                              0.47180109472645265\n",
      "[ 0.31971681 -0.01163788]                              1.759120439690065\n",
      "[1.32114713 1.78521553]                              0.2614263222678376\n",
      "[0.86853609 0.77150668]                              0.04670097452533027\n",
      "[1.21787255 1.34960458]                              1.8326038256842814\n",
      "[0.78872464 0.63621683]                              0.06460373717477845\n",
      "===============================================================================\n",
      "Best Vector: [0.91002349 0.81897399]----------------Score: 0.016502414146279377\n",
      "===============================================================================\n",
      "******************************* Generation 31 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.66838651 0.50911656]                              0.4990445879523947\n",
      "[1.07581712 1.1750994 ]                              0.037137189983128815\n",
      "[1.06416348 1.12046328]                              0.01847051297462278\n",
      "[0.91002349 0.81897399]                              0.016502414146279377\n",
      "[0.84497661 0.71581202]                              0.024365877184282562\n",
      "[0.95714246 0.93036332]                              0.022119187925722605\n",
      "[1.24275988 1.59554612]                              0.3199919823475861\n",
      "[1.26340052 1.58490576]                              0.08209267239059254\n",
      "[0.88139507 0.76787149]                              0.022141537331373036\n",
      "[0.41753051 0.16284042]                              0.35247572133056904\n",
      "[1.26897994 1.62215591]                              0.08638255827878957\n",
      "[0.65722767 0.43461625]                              0.11820471881059849\n",
      "[0.95206374 0.8924846 ]                              0.021732379084118687\n",
      "[0.84640953 0.72403938]                              0.029412175407043974\n",
      "[0.4257888  0.14360226]                              0.47180109472645265\n",
      "[0.31971681 0.09300206]                              0.47128012733599683\n",
      "[1.32114713 1.78521553]                              0.2614263222678376\n",
      "[0.86853609 0.77150668]                              0.04670097452533027\n",
      "[1.21787255 1.34960458]                              1.8326038256842814\n",
      "[0.78872464 0.63621683]                              0.06460373717477845\n",
      "===============================================================================\n",
      "Best Vector: [0.91002349 0.81897399]----------------Score: 0.016502414146279377\n",
      "===============================================================================\n",
      "******************************* Generation 32 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.66838651 0.50911656]                              0.4990445879523947\n",
      "[1.07581712 1.1750994 ]                              0.037137189983128815\n",
      "[1.06416348 1.12046328]                              0.01847051297462278\n",
      "[0.91002349 0.81897399]                              0.016502414146279377\n",
      "[0.84497661 0.71581202]                              0.024365877184282562\n",
      "[0.95714246 0.93036332]                              0.022119187925722605\n",
      "[1.24275988 1.59554612]                              0.3199919823475861\n",
      "[0.86572031 0.73954567]                              0.02788356471691086\n",
      "[0.88139507 0.76787149]                              0.022141537331373036\n",
      "[0.8122098  0.64449569]                              0.05833594700366229\n",
      "[1.26897994 1.62215591]                              0.08638255827878957\n",
      "[0.65722767 0.43461625]                              0.11820471881059849\n",
      "[0.95206374 0.8924846 ]                              0.021732379084118687\n",
      "[0.84640953 0.72403938]                              0.029412175407043974\n",
      "[0.4257888  0.14360226]                              0.47180109472645265\n",
      "[0.31971681 0.09300206]                              0.47128012733599683\n",
      "[0.92176607 0.82311342]                              0.07655389161984016\n",
      "[0.86853609 0.77150668]                              0.04670097452533027\n",
      "[1.21787255 1.34960458]                              1.8326038256842814\n",
      "[0.78872464 0.63621683]                              0.06460373717477845\n",
      "===============================================================================\n",
      "Best Vector: [0.91002349 0.81897399]----------------Score: 0.016502414146279377\n",
      "===============================================================================\n",
      "******************************* Generation 33 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.66838651 0.50911656]                              0.4990445879523947\n",
      "[1.07581712 1.1750994 ]                              0.037137189983128815\n",
      "[0.92025675 0.8450173 ]                              0.0067031615164816205\n",
      "[0.91002349 0.81897399]                              0.016502414146279377\n",
      "[0.84497661 0.71581202]                              0.024365877184282562\n",
      "[0.95714246 0.93036332]                              0.022119187925722605\n",
      "[1.24275988 1.59554612]                              0.3199919823475861\n",
      "[0.86572031 0.73954567]                              0.02788356471691086\n",
      "[0.88139507 0.76787149]                              0.022141537331373036\n",
      "[0.8122098  0.64449569]                              0.05833594700366229\n",
      "[1.26897994 1.62215591]                              0.08638255827878957\n",
      "[0.65722767 0.43461625]                              0.11820471881059849\n",
      "[0.98852285 0.9852533 ]                              0.00665370244240854\n",
      "[0.84640953 0.72403938]                              0.029412175407043974\n",
      "[0.9242935  0.81112331]                              0.19231370771356687\n",
      "[0.78830092 0.55992868]                              0.4229143793478092\n",
      "[0.92176607 0.82311342]                              0.07655389161984016\n",
      "[0.86853609 0.77150668]                              0.04670097452533027\n",
      "[0.93313313 0.88619082]                              0.028351852266399948\n",
      "[0.78872464 0.63621683]                              0.06460373717477845\n",
      "===============================================================================\n",
      "Best Vector: [0.98852285 0.9852533 ]----------------Score: 0.00665370244240854\n",
      "===============================================================================\n",
      "******************************* Generation 34 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.79277896 0.60592279]                              0.09390672114430268\n",
      "[0.91463107 0.82703875]                              0.01633422968670775\n",
      "[0.92025675 0.8450173 ]                              0.0067031615164816205\n",
      "[0.91002349 0.81897399]                              0.016502414146279377\n",
      "[0.84497661 0.71581202]                              0.024365877184282562\n",
      "[0.95714246 0.93036332]                              0.022119187925722605\n",
      "[1.01963802 1.01277867]                              0.07265534167840644\n",
      "[0.86572031 0.73954567]                              0.02788356471691086\n",
      "[0.88139507 0.76787149]                              0.022141537331373036\n",
      "[0.8122098  0.64449569]                              0.05833594700366229\n",
      "[1.05834771 1.10258716]                              0.03407399842841985\n",
      "[0.65722767 0.43461625]                              0.11820471881059849\n",
      "[0.98852285 0.9852533 ]                              0.00665370244240854\n",
      "[0.84640953 0.72403938]                              0.029412175407043974\n",
      "[0.9242935  0.81112331]                              0.19231370771356687\n",
      "[0.69287985 0.43140456]                              0.3312769231651873\n",
      "[0.92176607 0.82311342]                              0.07655389161984016\n",
      "[1.06618509 1.11675007]                              0.044382764430221266\n",
      "[0.93313313 0.88619082]                              0.028351852266399948\n",
      "[0.78872464 0.63621683]                              0.06460373717477845\n",
      "===============================================================================\n",
      "Best Vector: [0.98852285 0.9852533 ]----------------Score: 0.00665370244240854\n",
      "===============================================================================\n",
      "******************************* Generation 35 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99833755 0.99390534]                              0.0007714561372392892\n",
      "[0.91463107 0.82703875]                              0.01633422968670775\n",
      "[0.92025675 0.8450173 ]                              0.0067031615164816205\n",
      "[0.95916083 0.91341633]                              0.0059884963931641005\n",
      "[0.84497661 0.71581202]                              0.024365877184282562\n",
      "[0.95714246 0.93036332]                              0.022119187925722605\n",
      "[1.01963802 1.01277867]                              0.07265534167840644\n",
      "[0.86572031 0.73954567]                              0.02788356471691086\n",
      "[0.88139507 0.76787149]                              0.022141537331373036\n",
      "[0.8122098  0.64449569]                              0.05833594700366229\n",
      "[1.05834771 1.10258716]                              0.03407399842841985\n",
      "[0.9600313  0.92142006]                              0.001603258709348718\n",
      "[0.98852285 0.9852533 ]                              0.00665370244240854\n",
      "[0.82941298 0.688439  ]                              0.029126262021732085\n",
      "[0.91123844 0.81112331]                              0.04486629945544439\n",
      "[1.07181307 1.12836566]                              0.04684493225656362\n",
      "[1.08280309 1.1463337 ]                              0.07512795544319044\n",
      "[1.06618509 1.11675007]                              0.044382764430221266\n",
      "[0.93313313 0.88619082]                              0.028351852266399948\n",
      "[0.89462044 0.78153968]                              0.04647158715502451\n",
      "===============================================================================\n",
      "Best Vector: [0.99833755 0.99390534]----------------Score: 0.0007714561372392892\n",
      "===============================================================================\n",
      "******************************* Generation 36 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99833755 0.99390534]                              0.0007714561372392892\n",
      "[0.91463107 0.82703875]                              0.01633422968670775\n",
      "[0.92025675 0.8450173 ]                              0.0067031615164816205\n",
      "[0.95916083 0.91341633]                              0.0059884963931641005\n",
      "[0.84497661 0.71581202]                              0.024365877184282562\n",
      "[0.95714246 0.93036332]                              0.022119187925722605\n",
      "[1.01963802 1.01277867]                              0.07265534167840644\n",
      "[0.91194775 0.83022548]                              0.007955754927342178\n",
      "[0.93340985 0.86445902]                              0.009051349851222147\n",
      "[1.03768002 1.05824766]                              0.03576391272451048\n",
      "[0.96382205 0.913493  ]                              0.025209810972446997\n",
      "[0.9600313  0.92142006]                              0.001603258709348718\n",
      "[0.98852285 0.9852533 ]                              0.00665370244240854\n",
      "[0.82941298 0.688439  ]                              0.029126262021732085\n",
      "[0.97521212 0.95677278]                              0.0039024195988404155\n",
      "[1.07181307 1.12836566]                              0.04684493225656362\n",
      "[0.980749   0.97195875]                              0.010551713191090249\n",
      "[1.06618509 1.11675007]                              0.044382764430221266\n",
      "[0.93313313 0.86421333]                              0.008727588504933093\n",
      "[0.89462044 0.78153968]                              0.04647158715502451\n",
      "===============================================================================\n",
      "Best Vector: [0.99833755 0.99390534]----------------Score: 0.0007714561372392892\n",
      "===============================================================================\n",
      "******************************* Generation 37 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99833755 0.99390534]                              0.0007714561372392892\n",
      "[0.91463107 0.82703875]                              0.01633422968670775\n",
      "[0.92025675 0.8450173 ]                              0.0067031615164816205\n",
      "[0.99186264 0.97681814]                              0.0049289977531190785\n",
      "[0.84497661 0.71581202]                              0.024365877184282562\n",
      "[0.95714246 0.93036332]                              0.022119187925722605\n",
      "[0.99055658 0.98141261]                              9.359976633462942e-05\n",
      "[0.91194775 0.83022548]                              0.007955754927342178\n",
      "[0.93340985 0.86445902]                              0.009051349851222147\n",
      "[1.03768002 1.05824766]                              0.03576391272451048\n",
      "[0.85001052 0.72021001]                              0.023029472880906857\n",
      "[0.9600313  0.92142006]                              0.001603258709348718\n",
      "[0.99614506 0.9852533 ]                              0.004987476580707072\n",
      "[1.02237933 1.03950263]                              0.0038149728776578472\n",
      "[0.97521212 0.95677278]                              0.0039024195988404155\n",
      "[0.921338   0.85054084]                              0.006468989250819791\n",
      "[0.980749   0.97195875]                              0.010551713191090249\n",
      "[0.99488336 0.98894394]                              9.82531135743469e-05\n",
      "[0.93313313 0.86421333]                              0.008727588504933093\n",
      "[0.92119168 0.84868734]                              0.006211619693260744\n",
      "===============================================================================\n",
      "Best Vector: [0.99055658 0.98141261]----------------Score: 9.359976633462942e-05\n",
      "===============================================================================\n",
      "******************************* Generation 38 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99833755 0.99390534]                              0.0007714561372392892\n",
      "[0.91463107 0.82703875]                              0.01633422968670775\n",
      "[0.92025675 0.8450173 ]                              0.0067031615164816205\n",
      "[0.99186264 0.97681814]                              0.0049289977531190785\n",
      "[1.02573279 1.05125367]                              0.0007385779011703461\n",
      "[0.95714246 0.93036332]                              0.022119187925722605\n",
      "[0.99055658 0.98141261]                              9.359976633462942e-05\n",
      "[0.91194775 0.83022548]                              0.007955754927342178\n",
      "[0.93340985 0.86445902]                              0.009051349851222147\n",
      "[0.83114007 0.69091971]                              0.028515259408148384\n",
      "[0.85001052 0.72021001]                              0.023029472880906857\n",
      "[0.9600313  0.92142006]                              0.001603258709348718\n",
      "[0.99614506 0.9852533 ]                              0.004987476580707072\n",
      "[1.02237933 1.03950263]                              0.0038149728776578472\n",
      "[0.97521212 0.95677278]                              0.0039024195988404155\n",
      "[0.9856804  0.96574219]                              0.003596557879262352\n",
      "[0.980749   0.97195875]                              0.010551713191090249\n",
      "[0.99488336 0.98894394]                              9.82531135743469e-05\n",
      "[0.93313313 0.86421333]                              0.008727588504933093\n",
      "[0.92119168 0.84868734]                              0.006211619693260744\n",
      "===============================================================================\n",
      "Best Vector: [0.99055658 0.98141261]----------------Score: 9.359976633462942e-05\n",
      "===============================================================================\n",
      "******************************* Generation 39 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99833755 0.99390534]                              0.0007714561372392892\n",
      "[0.91463107 0.82703875]                              0.01633422968670775\n",
      "[0.92025675 0.8450173 ]                              0.0067031615164816205\n",
      "[0.99186264 0.97681814]                              0.0049289977531190785\n",
      "[1.02573279 1.05125367]                              0.0007385779011703461\n",
      "[1.04463738 1.08742551]                              0.0034683955502575145\n",
      "[0.99055658 0.98141261]                              9.359976633462942e-05\n",
      "[0.91194775 0.83022548]                              0.007955754927342178\n",
      "[0.99001229 0.98388266]                              0.0015122499754109818\n",
      "[0.83239562 0.69091971]                              0.02847647263722405\n",
      "[1.02651554 1.05221758]                              0.0009330736439565436\n",
      "[0.9600313  0.92142006]                              0.001603258709348718\n",
      "[0.99150421 0.9852533 ]                              0.0005442369621437683\n",
      "[1.02237933 1.03950263]                              0.0038149728776578472\n",
      "[0.97521212 0.95677278]                              0.0039024195988404155\n",
      "[1.01976206 1.04349068]                              0.001669325224222546\n",
      "[0.95955748 0.91949972]                              0.0017920577423739335\n",
      "[0.99488336 0.98894394]                              9.82531135743469e-05\n",
      "[0.96509543 0.92850658]                              0.0020608454470317367\n",
      "[0.92119168 0.84868734]                              0.006211619693260744\n",
      "===============================================================================\n",
      "Best Vector: [0.99055658 0.98141261]----------------Score: 9.359976633462942e-05\n",
      "===============================================================================\n",
      "******************************* Generation 40 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99833755 0.99390534]                              0.0007714561372392892\n",
      "[0.91463107 0.82703875]                              0.01633422968670775\n",
      "[0.95380099 0.91365877]                              0.0036728992473799944\n",
      "[0.99186264 0.97681814]                              0.0049289977531190785\n",
      "[1.02573279 1.05125367]                              0.0007385779011703461\n",
      "[0.97877364 0.95880028]                              0.0005149496473884327\n",
      "[0.99055658 0.98141261]                              9.359976633462942e-05\n",
      "[0.91194775 0.83022548]                              0.007955754927342178\n",
      "[0.99001229 0.98388266]                              0.0015122499754109818\n",
      "[0.9884859  0.97245468]                              0.0022945424281400205\n",
      "[1.02651554 1.05221758]                              0.0009330736439565436\n",
      "[0.9600313  0.92142006]                              0.001603258709348718\n",
      "[0.99150421 0.9852533 ]                              0.0005442369621437683\n",
      "[1.00015744 1.00237265]                              0.0004234560154439137\n",
      "[0.97521212 0.95677278]                              0.0039024195988404155\n",
      "[1.01976206 1.04349068]                              0.001669325224222546\n",
      "[0.96363661 0.92974435]                              0.0014542780557876152\n",
      "[0.99488336 0.98894394]                              9.82531135743469e-05\n",
      "[0.96509543 0.92850658]                              0.0020608454470317367\n",
      "[0.98612181 0.9776363 ]                              0.0028966859004713585\n",
      "===============================================================================\n",
      "Best Vector: [0.99055658 0.98141261]----------------Score: 9.359976633462942e-05\n",
      "===============================================================================\n",
      "******************************* Generation 41 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99833755 0.99390534]                              0.0007714561372392892\n",
      "[0.93776302 0.88129678]                              0.004233415641632362\n",
      "[0.95380099 0.91365877]                              0.0036728992473799944\n",
      "[0.98809402 0.97681814]                              0.0001655994341213762\n",
      "[1.02573279 1.05125367]                              0.0007385779011703461\n",
      "[0.97877364 0.95880028]                              0.0005149496473884327\n",
      "[0.99055658 0.98141261]                              9.359976633462942e-05\n",
      "[0.97472256 0.94807634]                              0.0010420456717500622\n",
      "[1.01473954 1.02759773]                              0.000657665284850553\n",
      "[0.9884859  0.97245468]                              0.0022945424281400205\n",
      "[0.98865815 0.97821687]                              0.00018822762696088443\n",
      "[0.9600313  0.92142006]                              0.001603258709348718\n",
      "[0.97781287 0.95565473]                              0.0005137314549810774\n",
      "[1.00015744 1.00237265]                              0.0004234560154439137\n",
      "[0.97521212 0.95677278]                              0.0039024195988404155\n",
      "[1.00570786 1.01407469]                              0.0007223733085022635\n",
      "[0.96363661 0.92974435]                              0.0014542780557876152\n",
      "[0.99488336 0.98894394]                              9.82531135743469e-05\n",
      "[0.99449391 0.99317586]                              0.0017589737012060896\n",
      "[0.98612181 0.9776363 ]                              0.0028966859004713585\n",
      "===============================================================================\n",
      "Best Vector: [0.99055658 0.98141261]----------------Score: 9.359976633462942e-05\n",
      "===============================================================================\n",
      "******************************* Generation 42 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99833755 0.99390534]                              0.0007714561372392892\n",
      "[0.93776302 0.88129678]                              0.004233415641632362\n",
      "[0.98170336 0.9619011 ]                              0.0006734699743046176\n",
      "[0.98809402 0.97681814]                              0.0001655994341213762\n",
      "[0.97972286 0.96039815]                              0.0004404601704243619\n",
      "[0.97877364 0.95880028]                              0.0005149496473884327\n",
      "[0.99055658 0.98141261]                              9.359976633462942e-05\n",
      "[1.01065011 1.02378299]                              0.000674801391851787\n",
      "[1.00093487 1.00319854]                              0.00017721469892900931\n",
      "[0.98568406 0.9714317 ]                              0.0002069445490274289\n",
      "[0.98865815 0.97821687]                              0.00018822762696088443\n",
      "[0.9600313  0.92142006]                              0.001603258709348718\n",
      "[0.97781287 0.95565473]                              0.0005137314549810774\n",
      "[1.00015744 1.00237265]                              0.0004234560154439137\n",
      "[0.98085734 0.96134766]                              0.0004202364921014044\n",
      "[1.00570786 1.01407469]                              0.0007223733085022635\n",
      "[0.96363661 0.92974435]                              0.0014542780557876152\n",
      "[0.99488336 0.98894394]                              9.82531135743469e-05\n",
      "[0.99449391 0.99317586]                              0.0017589737012060896\n",
      "[0.98612181 0.9776363 ]                              0.0028966859004713585\n",
      "===============================================================================\n",
      "Best Vector: [0.99055658 0.98141261]----------------Score: 9.359976633462942e-05\n",
      "===============================================================================\n",
      "******************************* Generation 43 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.98228629 0.96533793]                              0.0003341674805817128\n",
      "[1.01311439 1.02685582]                              0.00019269401743524661\n",
      "[0.98170336 0.9619011 ]                              0.0006734699743046176\n",
      "[0.98809402 0.97681814]                              0.0001655994341213762\n",
      "[0.97972286 0.96039815]                              0.0004404601704243619\n",
      "[0.97877364 0.95880028]                              0.0005149496473884327\n",
      "[0.99055658 0.98141261]                              9.359976633462942e-05\n",
      "[1.01065011 1.02378299]                              0.000674801391851787\n",
      "[1.00093487 1.00319854]                              0.00017721469892900931\n",
      "[0.98568406 0.9714317 ]                              0.0002069445490274289\n",
      "[0.98865815 0.97821687]                              0.00018822762696088443\n",
      "[0.9600313  0.92142006]                              0.001603258709348718\n",
      "[0.97781287 0.95565473]                              0.0005137314549810774\n",
      "[1.00015744 1.00237265]                              0.0004234560154439137\n",
      "[0.98085734 0.96134766]                              0.0004202364921014044\n",
      "[1.00570786 1.01407469]                              0.0007223733085022635\n",
      "[0.99529982 0.99208043]                              0.0002348721607208661\n",
      "[0.99488336 0.98894394]                              9.82531135743469e-05\n",
      "[0.9908881  0.98201335]                              8.540223200777185e-05\n",
      "[1.0189132  1.04042306]                              0.0008589988158072477\n",
      "===============================================================================\n",
      "Best Vector: [0.9908881  0.98201335]----------------Score: 8.540223200777185e-05\n",
      "===============================================================================\n",
      "******************************* Generation 44 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99154924 0.98313385]                              7.154529487444873e-05\n",
      "[0.99730852 0.99520355]                              4.0799245443756486e-05\n",
      "[0.98170336 0.9619011 ]                              0.0006734699743046176\n",
      "[0.98809402 0.97681814]                              0.0001655994341213762\n",
      "[0.97972286 0.96039815]                              0.0004404601704243619\n",
      "[0.99954575 1.00002488]                              8.728754736776606e-05\n",
      "[0.99055658 0.98141261]                              9.359976633462942e-05\n",
      "[1.01065011 1.02378299]                              0.000674801391851787\n",
      "[1.00093487 1.00319854]                              0.00017721469892900931\n",
      "[0.98568406 0.9714317 ]                              0.0002069445490274289\n",
      "[0.98865815 0.97821687]                              0.00018822762696088443\n",
      "[0.98571496 0.97163989]                              0.00020406587354190948\n",
      "[0.99376774 0.9880482 ]                              6.129725126267563e-05\n",
      "[0.99133846 0.9821903 ]                              0.00010656576387283023\n",
      "[1.00373133 1.00823487]                              7.142211831494077e-05\n",
      "[0.98794634 0.9755027 ]                              0.0001739417186863872\n",
      "[0.99529982 0.99208043]                              0.0002348721607208661\n",
      "[0.99488336 0.98894394]                              9.82531135743469e-05\n",
      "[0.9908881  0.98201335]                              8.540223200777185e-05\n",
      "[0.98772116 0.97541423]                              0.00015396910206427845\n",
      "===============================================================================\n",
      "Best Vector: [0.99730852 0.99520355]----------------Score: 4.0799245443756486e-05\n",
      "===============================================================================\n",
      "******************************* Generation 45 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99475207 0.99013021]                              6.33653485484296e-05\n",
      "[0.99730852 0.99520355]                              4.0799245443756486e-05\n",
      "[0.98170336 0.9619011 ]                              0.0006734699743046176\n",
      "[0.98809402 0.97681814]                              0.0001655994341213762\n",
      "[0.97972286 0.96039815]                              0.0004404601704243619\n",
      "[1.00675631 1.01404857]                              6.968849602688137e-05\n",
      "[0.99055658 0.98141261]                              9.359976633462942e-05\n",
      "[0.99851003 0.99867553]                              0.0002755439548303787\n",
      "[1.00048031 1.00111429]                              2.5848307640530565e-06\n",
      "[0.98677917 0.97394422]                              0.00017924658715178388\n",
      "[0.99145031 0.98335118]                              8.734491609770576e-05\n",
      "[0.98571496 0.97163989]                              0.00020406587354190948\n",
      "[0.99376774 0.9880482 ]                              6.129725126267563e-05\n",
      "[0.99133846 0.9821903 ]                              0.00010656576387283023\n",
      "[1.00373133 1.00823487]                              7.142211831494077e-05\n",
      "[0.98794634 0.9755027 ]                              0.0001739417186863872\n",
      "[0.99529982 0.99208043]                              0.0002348721607208661\n",
      "[0.99488336 0.98894394]                              9.82531135743469e-05\n",
      "[0.9908881  0.98201335]                              8.540223200777185e-05\n",
      "[0.99967579 0.9991642 ]                              3.619725693508022e-06\n",
      "===============================================================================\n",
      "Best Vector: [1.00048031 1.00111429]----------------Score: 2.5848307640530565e-06\n",
      "===============================================================================\n",
      "******************************* Generation 46 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99475207 0.99013021]                              6.33653485484296e-05\n",
      "[0.99730852 0.99520355]                              4.0799245443756486e-05\n",
      "[0.98835088 0.97754097]                              0.0001851945940997794\n",
      "[0.99187903 0.984314  ]                              8.99587985283651e-05\n",
      "[1.0048676  1.01031438]                              5.4549847113005335e-05\n",
      "[1.00469607 1.00919151]                              2.701186840351733e-05\n",
      "[0.99055658 0.98141261]                              9.359976633462942e-05\n",
      "[0.99851003 0.99867553]                              0.0002755439548303787\n",
      "[1.00048031 1.00111429]                              2.5848307640530565e-06\n",
      "[0.99193496 0.98489444]                              0.0001571046700390069\n",
      "[0.99145031 0.98335118]                              8.734491609770576e-05\n",
      "[0.99973386 1.00022355]                              5.718644070280722e-05\n",
      "[0.99376774 0.9880482 ]                              6.129725126267563e-05\n",
      "[0.99133846 0.9821903 ]                              0.00010656576387283023\n",
      "[1.00373133 1.00823487]                              7.142211831494077e-05\n",
      "[0.98794634 0.9755027 ]                              0.0001739417186863872\n",
      "[0.99529982 0.99208043]                              0.0002348721607208661\n",
      "[0.99488336 0.98894394]                              9.82531135743469e-05\n",
      "[0.9908881  0.98201335]                              8.540223200777185e-05\n",
      "[0.99967579 0.9991642 ]                              3.619725693508022e-06\n",
      "===============================================================================\n",
      "Best Vector: [1.00048031 1.00111429]----------------Score: 2.5848307640530565e-06\n",
      "===============================================================================\n",
      "******************************* Generation 47 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99475207 0.99013021]                              6.33653485484296e-05\n",
      "[0.99730852 0.99520355]                              4.0799245443756486e-05\n",
      "[0.98835088 0.97754097]                              0.0001851945940997794\n",
      "[0.99187903 0.984314  ]                              8.99587985283651e-05\n",
      "[0.99636758 0.99320778]                              3.4302218387468026e-05\n",
      "[1.00469607 1.00919151]                              2.701186840351733e-05\n",
      "[0.99055658 0.98141261]                              9.359976633462942e-05\n",
      "[0.99851003 0.99867553]                              0.0002755439548303787\n",
      "[1.00048031 1.00111429]                              2.5848307640530565e-06\n",
      "[0.99193496 0.98489444]                              0.0001571046700390069\n",
      "[0.99139612 0.98271429]                              7.63363724291227e-05\n",
      "[0.99973386 1.00022355]                              5.718644070280722e-05\n",
      "[0.99376774 0.9880482 ]                              6.129725126267563e-05\n",
      "[0.99720655 0.99465122]                              1.3107573774875633e-05\n",
      "[1.00373133 1.00823487]                              7.142211831494077e-05\n",
      "[0.98794634 0.9755027 ]                              0.0001739417186863872\n",
      "[0.99680429 0.99367618]                              1.0541858989266403e-05\n",
      "[0.99134183 0.98282047]                              7.53463708173052e-05\n",
      "[0.99709273 0.9946675 ]                              3.0881726880851426e-05\n",
      "[0.99967579 0.9991642 ]                              3.619725693508022e-06\n",
      "===============================================================================\n",
      "Best Vector: [1.00048031 1.00111429]----------------Score: 2.5848307640530565e-06\n",
      "===============================================================================\n",
      "******************************* Generation 48 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99475207 0.99013021]                              6.33653485484296e-05\n",
      "[0.99730852 0.99520355]                              4.0799245443756486e-05\n",
      "[0.98835088 0.97754097]                              0.0001851945940997794\n",
      "[0.99636812 0.99224494]                              3.8641799632140415e-05\n",
      "[0.99636758 0.99320778]                              3.4302218387468026e-05\n",
      "[1.00469607 1.00919151]                              2.701186840351733e-05\n",
      "[0.99554406 0.99134157]                              2.5311939418922805e-05\n",
      "[0.98651059 0.97275869]                              0.0002017183281940537\n",
      "[1.00048031 1.00111429]                              2.5848307640530565e-06\n",
      "[0.99193496 0.98489444]                              0.0001571046700390069\n",
      "[0.99139612 0.98271429]                              7.63363724291227e-05\n",
      "[0.99973386 1.00022355]                              5.718644070280722e-05\n",
      "[0.99376774 0.9880482 ]                              6.129725126267563e-05\n",
      "[0.99720655 0.99465122]                              1.3107573774875633e-05\n",
      "[1.00373133 1.00823487]                              7.142211831494077e-05\n",
      "[0.99045648 0.98051636]                              0.0001148624521681227\n",
      "[0.99680429 0.99367618]                              1.0541858989266403e-05\n",
      "[0.99134183 0.98282047]                              7.53463708173052e-05\n",
      "[0.99709273 0.9946675 ]                              3.0881726880851426e-05\n",
      "[0.99967579 0.9991642 ]                              3.619725693508022e-06\n",
      "===============================================================================\n",
      "Best Vector: [1.00048031 1.00111429]----------------Score: 2.5848307640530565e-06\n",
      "===============================================================================\n",
      "******************************* Generation 49 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99719882 0.9948626 ]                              2.874169375042911e-05\n",
      "[1.00252409 1.00514081]                              7.1151093953688525e-06\n",
      "[0.98835088 0.97754097]                              0.0001851945940997794\n",
      "[0.99636812 0.99224494]                              3.8641799632140415e-05\n",
      "[0.99636758 0.99320778]                              3.4302218387468026e-05\n",
      "[1.00469607 1.00919151]                              2.701186840351733e-05\n",
      "[0.99554406 0.99134157]                              2.5311939418922805e-05\n",
      "[0.99861535 0.99725417]                              1.96371325962937e-06\n",
      "[1.00048031 1.00111429]                              2.5848307640530565e-06\n",
      "[0.99193496 0.98489444]                              0.0001571046700390069\n",
      "[0.99139612 0.98271429]                              7.63363724291227e-05\n",
      "[0.99973386 1.00022355]                              5.718644070280722e-05\n",
      "[0.99376774 0.9880482 ]                              6.129725126267563e-05\n",
      "[0.99720655 0.99465122]                              1.3107573774875633e-05\n",
      "[0.99607919 0.9922639 ]                              1.618525682229347e-05\n",
      "[0.99045648 0.98051636]                              0.0001148624521681227\n",
      "[0.99680429 0.99367618]                              1.0541858989266403e-05\n",
      "[0.9925037 0.9853729]                              6.576139289165168e-05\n",
      "[0.99709273 0.9946675 ]                              3.0881726880851426e-05\n",
      "[0.99967579 0.9991642 ]                              3.619725693508022e-06\n",
      "===============================================================================\n",
      "Best Vector: [0.99861535 0.99725417]----------------Score: 1.96371325962937e-06\n",
      "===============================================================================\n",
      "******************************* Generation 50 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99719882 0.9948626 ]                              2.874169375042911e-05\n",
      "[1.00013362 1.00006816]                              3.982303529938751e-06\n",
      "[0.99554499 0.99140297]                              2.844045564819934e-05\n",
      "[0.99636812 0.99224494]                              3.8641799632140415e-05\n",
      "[0.99636758 0.99320778]                              3.4302218387468026e-05\n",
      "[1.00469607 1.00919151]                              2.701186840351733e-05\n",
      "[0.99760219 0.99546427]                              1.2208001531890851e-05\n",
      "[0.99861535 0.99725417]                              1.96371325962937e-06\n",
      "[1.00048031 1.00111429]                              2.5848307640530565e-06\n",
      "[0.99611339 0.99184656]                              3.073395346281156e-05\n",
      "[0.99139612 0.98271429]                              7.63363724291227e-05\n",
      "[0.99973386 1.00022355]                              5.718644070280722e-05\n",
      "[0.99376774 0.9880482 ]                              6.129725126267563e-05\n",
      "[0.99720655 0.99465122]                              1.3107573774875633e-05\n",
      "[0.99607919 0.9922639 ]                              1.618525682229347e-05\n",
      "[0.99045648 0.98051636]                              0.0001148624521681227\n",
      "[0.99680429 0.99367618]                              1.0541858989266403e-05\n",
      "[0.99660941 0.99321892]                              1.150907275818544e-05\n",
      "[0.99709273 0.9946675 ]                              3.0881726880851426e-05\n",
      "[0.99967579 0.9991642 ]                              3.619725693508022e-06\n",
      "===============================================================================\n",
      "Best Vector: [0.99861535 0.99725417]----------------Score: 1.96371325962937e-06\n",
      "===============================================================================\n",
      "******************************* Generation 51 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.0018165  1.00405746]                              2.1038046650304975e-05\n",
      "[1.00013362 1.00006816]                              3.982303529938751e-06\n",
      "[0.99554499 0.99140297]                              2.844045564819934e-05\n",
      "[0.99636812 0.99224494]                              3.8641799632140415e-05\n",
      "[0.99636758 0.99320778]                              3.4302218387468026e-05\n",
      "[0.99586084 0.9920297 ]                              2.559468704624726e-05\n",
      "[0.99835024 0.99677666]                              3.2613199261265006e-06\n",
      "[0.99861535 0.99725417]                              1.96371325962937e-06\n",
      "[1.00048031 1.00111429]                              2.5848307640530565e-06\n",
      "[0.99611339 0.99184656]                              3.073395346281156e-05\n",
      "[1.0000511  0.99999818]                              1.0845235324788976e-06\n",
      "[1.00210719 1.00443285]                              9.021118297690712e-06\n",
      "[0.99735087 0.99507851]                              2.0689059567059528e-05\n",
      "[0.99720655 0.99465122]                              1.3107573774875633e-05\n",
      "[0.99607919 0.9922639 ]                              1.618525682229347e-05\n",
      "[0.99688726 0.99347883]                              1.9014812914037332e-05\n",
      "[0.99868751 0.99746781]                              2.552066218463851e-06\n",
      "[0.99660941 0.99321892]                              1.150907275818544e-05\n",
      "[0.99611683 0.99246569]                              1.9785536107410893e-05\n",
      "[0.99967579 0.9991642 ]                              3.619725693508022e-06\n",
      "===============================================================================\n",
      "Best Vector: [1.0000511  0.99999818]----------------Score: 1.0845235324788976e-06\n",
      "===============================================================================\n",
      "******************************* Generation 52 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.0018165  1.00405746]                              2.1038046650304975e-05\n",
      "[1.00013362 1.00006816]                              3.982303529938751e-06\n",
      "[0.99636676 0.9924356 ]                              2.2880084840265467e-05\n",
      "[0.99636812 0.99224494]                              3.8641799632140415e-05\n",
      "[0.99680476 0.9935562 ]                              1.0613047865958652e-05\n",
      "[0.99918705 0.99811051]                              7.643877153167831e-06\n",
      "[1.00026131 1.00055398]                              1.6618230420029747e-07\n",
      "[0.99861535 0.99725417]                              1.96371325962937e-06\n",
      "[1.00048031 1.00111429]                              2.5848307640530565e-06\n",
      "[0.99611339 0.99184656]                              3.073395346281156e-05\n",
      "[1.0000511  0.99999818]                              1.0845235324788976e-06\n",
      "[1.00210719 1.00443285]                              9.021118297690712e-06\n",
      "[0.99735087 0.99507851]                              2.0689059567059528e-05\n",
      "[0.99720655 0.99465122]                              1.3107573774875633e-05\n",
      "[1.00250141 1.004889  ]                              7.699257574182207e-06\n",
      "[0.99989145 0.99941198]                              1.3770362029058763e-05\n",
      "[0.99868751 0.99746781]                              2.552066218463851e-06\n",
      "[0.99660941 0.99321892]                              1.150907275818544e-05\n",
      "[0.99611683 0.99246569]                              1.9785536107410893e-05\n",
      "[0.99967579 0.9991642 ]                              3.619725693508022e-06\n",
      "===============================================================================\n",
      "Best Vector: [1.00026131 1.00055398]----------------Score: 1.6618230420029747e-07\n",
      "===============================================================================\n",
      "******************************* Generation 53 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.0018165  1.00405746]                              2.1038046650304975e-05\n",
      "[1.00013362 1.00006816]                              3.982303529938751e-06\n",
      "[0.99636676 0.9924356 ]                              2.2880084840265467e-05\n",
      "[0.99636812 0.99224494]                              3.8641799632140415e-05\n",
      "[1.00071919 1.00146977]                              6.125492441304605e-07\n",
      "[0.99918705 0.99811051]                              7.643877153167831e-06\n",
      "[1.00026131 1.00055398]                              1.6618230420029747e-07\n",
      "[0.99861535 0.99725417]                              1.96371325962937e-06\n",
      "[1.00048031 1.00111429]                              2.5848307640530565e-06\n",
      "[0.99611339 0.99184656]                              3.073395346281156e-05\n",
      "[1.0000511  0.99999818]                              1.0845235324788976e-06\n",
      "[1.00210719 1.00443285]                              9.021118297690712e-06\n",
      "[0.99726613 0.9945704 ]                              7.568026464925664e-06\n",
      "[0.99720655 0.99465122]                              1.3107573774875633e-05\n",
      "[1.00250141 1.004889  ]                              7.699257574182207e-06\n",
      "[0.99989145 0.99941198]                              1.3770362029058763e-05\n",
      "[0.99868751 0.99746781]                              2.552066218463851e-06\n",
      "[0.99660941 0.99321892]                              1.150907275818544e-05\n",
      "[0.99611683 0.99246569]                              1.9785536107410893e-05\n",
      "[0.99967579 0.9991642 ]                              3.619725693508022e-06\n",
      "===============================================================================\n",
      "Best Vector: [1.00026131 1.00055398]----------------Score: 1.6618230420029747e-07\n",
      "===============================================================================\n",
      "******************************* Generation 54 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.0018165  1.00405746]                              2.1038046650304975e-05\n",
      "[1.00013362 1.00006816]                              3.982303529938751e-06\n",
      "[1.00307607 1.00594135]                              1.4312799504593561e-05\n",
      "[0.99636812 0.99224494]                              3.8641799632140415e-05\n",
      "[1.00071919 1.00146977]                              6.125492441304605e-07\n",
      "[1.00196845 1.003864  ]                              4.464001411726062e-06\n",
      "[1.00026131 1.00055398]                              1.6618230420029747e-07\n",
      "[0.99861535 0.99725417]                              1.96371325962937e-06\n",
      "[1.00048031 1.00111429]                              2.5848307640530565e-06\n",
      "[0.99611339 0.99184656]                              3.073395346281156e-05\n",
      "[1.0000511  0.99999818]                              1.0845235324788976e-06\n",
      "[1.00210719 1.00443285]                              9.021118297690712e-06\n",
      "[0.9988809  0.99752463]                              6.936707168851656e-06\n",
      "[1.00013946 1.00009816]                              3.2874437671404594e-06\n",
      "[1.00250141 1.004889  ]                              7.699257574182207e-06\n",
      "[0.99989145 0.99941198]                              1.3770362029058763e-05\n",
      "[0.99868751 0.99746781]                              2.552066218463851e-06\n",
      "[0.99660941 0.99321892]                              1.150907275818544e-05\n",
      "[0.99611683 0.99246569]                              1.9785536107410893e-05\n",
      "[0.99967579 0.9991642 ]                              3.619725693508022e-06\n",
      "===============================================================================\n",
      "Best Vector: [1.00026131 1.00055398]----------------Score: 1.6618230420029747e-07\n",
      "===============================================================================\n",
      "******************************* Generation 55 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.0019131  1.00341741]                              2.0671256538801205e-05\n",
      "[1.00013362 1.00006816]                              3.982303529938751e-06\n",
      "[1.00307607 1.00594135]                              1.4312799504593561e-05\n",
      "[1.00412799 1.00804915]                              2.2051541244091286e-05\n",
      "[1.00071919 1.00146977]                              6.125492441304605e-07\n",
      "[1.00196845 1.003864  ]                              4.464001411726062e-06\n",
      "[1.00026131 1.00055398]                              1.6618230420029747e-07\n",
      "[0.99861535 0.99725417]                              1.96371325962937e-06\n",
      "[1.00048031 1.00111429]                              2.5848307640530565e-06\n",
      "[1.00149102 1.00308085]                              3.156042926630426e-06\n",
      "[1.0000511  0.99999818]                              1.0845235324788976e-06\n",
      "[1.00210719 1.00443285]                              9.021118297690712e-06\n",
      "[0.9988809  0.99752463]                              6.936707168851656e-06\n",
      "[1.00013946 1.00009816]                              3.2874437671404594e-06\n",
      "[1.00175769 1.00369578]                              6.233532945942411e-06\n",
      "[0.99989145 0.99941198]                              1.3770362029058763e-05\n",
      "[0.99868751 0.99746781]                              2.552066218463851e-06\n",
      "[0.99660941 0.99321892]                              1.150907275818544e-05\n",
      "[1.00215702 1.0043831 ]                              5.067586710721373e-06\n",
      "[0.99967579 0.9991642 ]                              3.619725693508022e-06\n",
      "===============================================================================\n",
      "Best Vector: [1.00026131 1.00055398]----------------Score: 1.6618230420029747e-07\n",
      "===============================================================================\n",
      "******************************* Generation 56 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.0019131  1.00341741]                              2.0671256538801205e-05\n",
      "[1.00036979 1.00064575]                              1.0196898723995211e-06\n",
      "[1.00307607 1.00594135]                              1.4312799504593561e-05\n",
      "[1.00412799 1.00804915]                              2.2051541244091286e-05\n",
      "[1.00071919 1.00146977]                              6.125492441304605e-07\n",
      "[1.00196845 1.003864  ]                              4.464001411726062e-06\n",
      "[1.00026131 1.00055398]                              1.6618230420029747e-07\n",
      "[0.99861535 0.99725417]                              1.96371325962937e-06\n",
      "[1.00058585 1.00111429]                              6.768576374050257e-07\n",
      "[1.00149102 1.00308085]                              3.156042926630426e-06\n",
      "[1.0000511  0.99999818]                              1.0845235324788976e-06\n",
      "[0.99884719 0.99772115]                              1.393736358131164e-06\n",
      "[0.9988809  0.99752463]                              6.936707168851656e-06\n",
      "[1.00013946 1.00009816]                              3.2874437671404594e-06\n",
      "[1.00100015 1.00183582]                              3.7390008172972107e-06\n",
      "[0.99989145 0.99941198]                              1.3770362029058763e-05\n",
      "[0.99868751 0.99746781]                              2.552066218463851e-06\n",
      "[0.99660941 0.99321892]                              1.150907275818544e-05\n",
      "[1.00215702 1.0043831 ]                              5.067586710721373e-06\n",
      "[1.00085088 1.00183261]                              2.417266662786414e-06\n",
      "===============================================================================\n",
      "Best Vector: [1.00026131 1.00055398]----------------Score: 1.6618230420029747e-07\n",
      "===============================================================================\n",
      "******************************* Generation 57 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.0019131  1.00341741]                              2.0671256538801205e-05\n",
      "[1.00036979 1.00064575]                              1.0196898723995211e-06\n",
      "[1.00307607 1.00594135]                              1.4312799504593561e-05\n",
      "[1.00119242 1.00229063]                              2.3366045027589367e-06\n",
      "[1.00071919 1.00146977]                              6.125492441304605e-07\n",
      "[1.00196845 1.003864  ]                              4.464001411726062e-06\n",
      "[1.00026131 1.00055398]                              1.6618230420029747e-07\n",
      "[1.0005765  1.00114902]                              3.3420269292951674e-07\n",
      "[1.00058585 1.00111429]                              6.768576374050257e-07\n",
      "[0.99925177 0.99838905]                              1.8833505938456754e-06\n",
      "[1.0000511  0.99999818]                              1.0845235324788976e-06\n",
      "[0.99884719 0.99772115]                              1.393736358131164e-06\n",
      "[0.9988809  0.99752463]                              6.936707168851656e-06\n",
      "[1.00013946 1.00009816]                              3.2874437671404594e-06\n",
      "[0.99931683 0.99845329]                              3.736747683668461e-06\n",
      "[0.99989145 0.99941198]                              1.3770362029058763e-05\n",
      "[0.99868751 0.99746781]                              2.552066218463851e-06\n",
      "[0.99660941 0.99321892]                              1.150907275818544e-05\n",
      "[1.00108907 1.00203899]                              3.155410909745154e-06\n",
      "[1.00085088 1.00183261]                              2.417266662786414e-06\n",
      "===============================================================================\n",
      "Best Vector: [1.00026131 1.00055398]----------------Score: 1.6618230420029747e-07\n",
      "===============================================================================\n",
      "******************************* Generation 58 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00053526 1.00100032]                              7.83346142528876e-07\n",
      "[1.00036979 1.00064575]                              1.0196898723995211e-06\n",
      "[1.00189181 1.00375451]                              3.6857654592584913e-06\n",
      "[1.00119242 1.00229063]                              2.3366045027589367e-06\n",
      "[1.00071919 1.00146977]                              6.125492441304605e-07\n",
      "[1.00196845 1.003864  ]                              4.464001411726062e-06\n",
      "[1.00026131 1.00055398]                              1.6618230420029747e-07\n",
      "[1.0005765  1.00114902]                              3.3420269292951674e-07\n",
      "[1.00058585 1.00111429]                              6.768576374050257e-07\n",
      "[0.99925177 0.99838905]                              1.8833505938456754e-06\n",
      "[1.0000511  0.99999818]                              1.0845235324788976e-06\n",
      "[1.00104003 1.00208278]                              1.0819344800096808e-06\n",
      "[1.00189296 1.00365684]                              5.343384027842219e-06\n",
      "[1.00062615 1.00134028]                              1.1590845646673476e-06\n",
      "[1.00147551 1.00302973]                              2.7628732474096356e-06\n",
      "[0.99989145 0.99941198]                              1.3770362029058763e-05\n",
      "[1.00062359 1.00121787]                              4.771233985734343e-07\n",
      "[0.99660941 0.99321892]                              1.150907275818544e-05\n",
      "[1.00108907 1.00203899]                              3.155410909745154e-06\n",
      "[1.00085088 1.001575  ]                              2.349134760955566e-06\n",
      "===============================================================================\n",
      "Best Vector: [1.00026131 1.00055398]----------------Score: 1.6618230420029747e-07\n",
      "===============================================================================\n",
      "******************************* Generation 59 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00053526 1.00100032]                              7.83346142528876e-07\n",
      "[1.00036979 1.00064575]                              1.0196898723995211e-06\n",
      "[1.00046436 1.00089964]                              3.015176332268309e-07\n",
      "[0.99969094 0.99931749]                              5.113152250299714e-07\n",
      "[1.00071919 1.00146977]                              6.125492441304605e-07\n",
      "[1.00064316 1.00132676]                              5.737954379422845e-07\n",
      "[1.00026131 1.00055398]                              1.6618230420029747e-07\n",
      "[1.0005765  1.00114902]                              3.3420269292951674e-07\n",
      "[1.00058585 1.00111429]                              6.768576374050257e-07\n",
      "[0.99925177 0.99838905]                              1.8833505938456754e-06\n",
      "[1.0000511  0.99999818]                              1.0845235324788976e-06\n",
      "[1.00061508 1.00129342]                              7.736112364360591e-07\n",
      "[1.00075178 1.00156514]                              9.374652324889081e-07\n",
      "[1.00062615 1.00134028]                              1.1590845646673476e-06\n",
      "[1.00147551 1.00302973]                              2.7628732474096356e-06\n",
      "[1.00158459 1.00311536]                              2.828239796521632e-06\n",
      "[1.00062359 1.00121787]                              4.771233985734343e-07\n",
      "[1.00045275 1.00087117]                              3.242420275908745e-07\n",
      "[1.0004825  1.00086265]                              1.2850293556602739e-06\n",
      "[1.00085088 1.001575  ]                              2.349134760955566e-06\n",
      "===============================================================================\n",
      "Best Vector: [1.00026131 1.00055398]----------------Score: 1.6618230420029747e-07\n",
      "===============================================================================\n",
      "******************************* Generation 60 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00053526 1.00100032]                              7.83346142528876e-07\n",
      "[1.00036979 1.00064575]                              1.0196898723995211e-06\n",
      "[1.00046436 1.00089964]                              3.015176332268309e-07\n",
      "[0.99969094 0.99931749]                              5.113152250299714e-07\n",
      "[1.00071919 1.00146977]                              6.125492441304605e-07\n",
      "[0.99950592 0.99897223]                              4.0296691639515e-07\n",
      "[1.00026131 1.00055398]                              1.6618230420029747e-07\n",
      "[1.00025743 1.00052839]                              8.441020174702158e-08\n",
      "[1.00025743 1.00052839]                              8.441020174702158e-08\n",
      "[1.00108729 1.00219609]                              1.2235094866690833e-06\n",
      "[1.0000511  0.99999818]                              1.0845235324788976e-06\n",
      "[1.0005639  1.00106257]                              7.47585443875792e-07\n",
      "[1.00030425 1.00063591]                              1.671707013553484e-07\n",
      "[0.99995351 0.99981748]                              8.039102521766407e-07\n",
      "[1.00147551 1.00302973]                              2.7628732474096356e-06\n",
      "[1.00044275 1.00082769]                              5.325413397044882e-07\n",
      "[1.00062359 1.00121787]                              4.771233985734343e-07\n",
      "[1.00045275 1.00087117]                              3.242420275908745e-07\n",
      "[1.0004825  1.00086265]                              1.2850293556602739e-06\n",
      "[0.99985585 0.99964609]                              4.5146661793139935e-07\n",
      "===============================================================================\n",
      "Best Vector: [1.00025743 1.00052839]----------------Score: 8.441020174702158e-08\n",
      "===============================================================================\n",
      "******************************* Generation 61 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00053526 1.00100032]                              7.83346142528876e-07\n",
      "[1.00036979 1.00064575]                              1.0196898723995211e-06\n",
      "[1.00046436 1.00089964]                              3.015176332268309e-07\n",
      "[0.99969094 0.99931749]                              5.113152250299714e-07\n",
      "[1.00005057 1.0000259 ]                              5.686585029358538e-07\n",
      "[1.00046631 1.00091244]                              2.590479223712602e-07\n",
      "[1.00026131 1.00055398]                              1.6618230420029747e-07\n",
      "[1.00025743 1.00052839]                              8.441020174702158e-08\n",
      "[1.00025743 1.00052839]                              8.441020174702158e-08\n",
      "[1.00108729 1.00219609]                              1.2235094866690833e-06\n",
      "[1.0000165 0.99998  ]                              2.8113053549518294e-07\n",
      "[1.0005639  1.00106257]                              7.47585443875792e-07\n",
      "[1.00030425 1.00063591]                              1.671707013553484e-07\n",
      "[0.99995351 0.99981748]                              8.039102521766407e-07\n",
      "[1.00147551 1.00302973]                              2.7628732474096356e-06\n",
      "[1.00044275 1.00082769]                              5.325413397044882e-07\n",
      "[1.00062359 1.00121787]                              4.771233985734343e-07\n",
      "[1.00045275 1.00087117]                              3.242420275908745e-07\n",
      "[1.0004825  1.00086265]                              1.2850293556602739e-06\n",
      "[1.0001559  1.00035556]                              2.155793375643219e-07\n",
      "===============================================================================\n",
      "Best Vector: [1.00025743 1.00052839]----------------Score: 8.441020174702158e-08\n",
      "===============================================================================\n",
      "******************************* Generation 62 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99992835 0.99988081]                              6.32825266259735e-08\n",
      "[1.00036979 1.00064575]                              1.0196898723995211e-06\n",
      "[1.00046436 1.00089964]                              3.015176332268309e-07\n",
      "[0.99969094 0.99931749]                              5.113152250299714e-07\n",
      "[1.00005057 1.0000259 ]                              5.686585029358538e-07\n",
      "[1.00046631 1.00091244]                              2.590479223712602e-07\n",
      "[1.00026131 1.00055398]                              1.6618230420029747e-07\n",
      "[1.00025743 1.00052839]                              8.441020174702158e-08\n",
      "[1.00025743 1.00052839]                              8.441020174702158e-08\n",
      "[1.00020252 1.00038135]                              9.738007409001923e-08\n",
      "[1.0000165 0.99998  ]                              2.8113053549518294e-07\n",
      "[1.0005639  1.00106257]                              7.47585443875792e-07\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[0.99995351 0.99981748]                              8.039102521766407e-07\n",
      "[1.00147551 1.00302973]                              2.7628732474096356e-06\n",
      "[1.0000277  1.00008182]                              7.056283261533121e-08\n",
      "[1.000313   1.00062408]                              9.837273448069135e-08\n",
      "[1.00043346 1.00089828]                              2.85015477627276e-07\n",
      "[1.0004825  1.00086265]                              1.2850293556602739e-06\n",
      "[1.0000572  1.00007995]                              1.218800487342128e-07\n",
      "===============================================================================\n",
      "Best Vector: [1.00000492 1.00000651]----------------Score: 1.1280467351413787e-09\n",
      "===============================================================================\n",
      "******************************* Generation 63 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99992835 0.99988081]                              6.32825266259735e-08\n",
      "[0.99994334 0.99983391]                              2.8170565774283595e-07\n",
      "[1.00017103 1.00030009]                              2.056572290773916e-07\n",
      "[1.00030526 1.00062454]                              1.1256274445496654e-07\n",
      "[1.00036802 1.00068272]                              4.2113537617546275e-07\n",
      "[0.99974029 0.99948826]                              7.324039666851527e-08\n",
      "[1.00012619 1.00027314]                              5.89054997898071e-08\n",
      "[1.00025743 1.00052839]                              8.441020174702158e-08\n",
      "[1.00025743 1.00052839]                              8.441020174702158e-08\n",
      "[1.00020252 1.00038135]                              9.738007409001923e-08\n",
      "[1.00001109 1.0000315 ]                              8.793263373530789e-09\n",
      "[1.0005639  1.00106257]                              7.47585443875792e-07\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[0.99995351 0.99981748]                              8.039102521766407e-07\n",
      "[1.00055033 1.00115673]                              6.139028703358335e-07\n",
      "[1.0000277  1.00008182]                              7.056283261533121e-08\n",
      "[1.000313   1.00062408]                              9.837273448069135e-08\n",
      "[1.00043346 1.00089828]                              2.85015477627276e-07\n",
      "[0.999822   0.99962427]                              7.071407965110867e-08\n",
      "[1.0000572  1.00007995]                              1.218800487342128e-07\n",
      "===============================================================================\n",
      "Best Vector: [1.00000492 1.00000651]----------------Score: 1.1280467351413787e-09\n",
      "===============================================================================\n",
      "******************************* Generation 64 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99992835 0.99988081]                              6.32825266259735e-08\n",
      "[0.99994334 0.99983391]                              2.8170565774283595e-07\n",
      "[1.00017103 1.00030009]                              2.056572290773916e-07\n",
      "[1.00030526 1.00062454]                              1.1256274445496654e-07\n",
      "[1.00011648 1.00028997]                              3.3846835851549706e-07\n",
      "[0.99974029 0.99948826]                              7.324039666851527e-08\n",
      "[1.00012619 1.00027314]                              5.89054997898071e-08\n",
      "[1.00025743 1.00052839]                              8.441020174702158e-08\n",
      "[1.00021361 1.0004229 ]                              4.75264082294882e-08\n",
      "[1.00020252 1.00038135]                              9.738007409001923e-08\n",
      "[1.00001109 1.0000315 ]                              8.793263373530789e-09\n",
      "[1.0005639  1.00106257]                              7.47585443875792e-07\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[1.00040467 1.00086124]                              4.3146599263144877e-07\n",
      "[0.99989562 0.99977303]                              4.411268268377139e-08\n",
      "[1.0000277  1.00008182]                              7.056283261533121e-08\n",
      "[1.000313   1.00062408]                              9.837273448069135e-08\n",
      "[1.00037088 1.00075217]                              1.4809813192131618e-07\n",
      "[1.00007356 1.00013384]                              2.3032490900141458e-08\n",
      "[1.0000572  1.00007995]                              1.218800487342128e-07\n",
      "===============================================================================\n",
      "Best Vector: [1.00000492 1.00000651]----------------Score: 1.1280467351413787e-09\n",
      "===============================================================================\n",
      "******************************* Generation 65 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99992835 0.99988081]                              6.32825266259735e-08\n",
      "[1.0002305  1.00047743]                              7.997109183786499e-08\n",
      "[1.00017103 1.00030009]                              2.056572290773916e-07\n",
      "[1.0001631  1.00035344]                              1.0064031974407559e-07\n",
      "[1.00011648 1.00028997]                              3.3846835851549706e-07\n",
      "[0.99974029 0.99948826]                              7.324039666851527e-08\n",
      "[1.00014637 1.00030129]                              2.871459655273956e-08\n",
      "[1.00025743 1.00052839]                              8.441020174702158e-08\n",
      "[1.00021361 1.0004229 ]                              4.75264082294882e-08\n",
      "[1.00020252 1.00038135]                              9.738007409001923e-08\n",
      "[1.00001109 1.0000315 ]                              8.793263373530789e-09\n",
      "[1.00006773 1.00013666]                              4.730294704754675e-09\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[0.99978154 0.99956158]                              4.7962968626870893e-08\n",
      "[0.99989562 0.99977303]                              4.411268268377139e-08\n",
      "[1.0000277  1.00008182]                              7.056283261533121e-08\n",
      "[1.000313   1.00062408]                              9.837273448069135e-08\n",
      "[1.00037088 1.00075217]                              1.4809813192131618e-07\n",
      "[1.00007356 1.00013384]                              2.3032490900141458e-08\n",
      "[1.0000572  1.00007995]                              1.218800487342128e-07\n",
      "===============================================================================\n",
      "Best Vector: [1.00000492 1.00000651]----------------Score: 1.1280467351413787e-09\n",
      "===============================================================================\n",
      "******************************* Generation 66 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99992835 0.99988081]                              6.32825266259735e-08\n",
      "[1.00010512 1.00022777]                              4.1749546328924904e-08\n",
      "[0.99968859 0.99939105]                              1.1594344488769338e-07\n",
      "[1.00027809 1.00054665]                              8.65588575677235e-08\n",
      "[1.00018774 1.00037664]                              3.537190939297303e-08\n",
      "[0.99974029 0.99948826]                              7.324039666851527e-08\n",
      "[1.00014637 1.00030129]                              2.871459655273956e-08\n",
      "[1.00000533 1.00000678]                              1.5276771619883304e-09\n",
      "[1.00021361 1.0004229 ]                              4.75264082294882e-08\n",
      "[1.00020252 1.00038135]                              9.738007409001923e-08\n",
      "[1.00001109 1.0000315 ]                              8.793263373530789e-09\n",
      "[1.00006773 1.00013666]                              4.730294704754675e-09\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[0.99978154 0.99956158]                              4.7962968626870893e-08\n",
      "[0.99989562 0.99977303]                              4.411268268377139e-08\n",
      "[0.9997372  0.99947576]                              6.922961880833984e-08\n",
      "[0.99987183 0.99974921]                              1.9486996987682655e-08\n",
      "[0.99978675 0.99954451]                              1.2979302768537334e-07\n",
      "[1.00007356 1.00013384]                              2.3032490900141458e-08\n",
      "[0.99971191 0.99942044]                              8.419496117881571e-08\n",
      "===============================================================================\n",
      "Best Vector: [1.00000492 1.00000651]----------------Score: 1.1280467351413787e-09\n",
      "===============================================================================\n",
      "******************************* Generation 67 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99987688 0.99975833]                              1.7238474973327106e-08\n",
      "[1.00010512 1.00022777]                              4.1749546328924904e-08\n",
      "[0.99968859 0.99939105]                              1.1594344488769338e-07\n",
      "[0.99976861 0.99954084]                              5.481562246272783e-08\n",
      "[1.00018774 1.00037664]                              3.537190939297303e-08\n",
      "[0.99985927 0.99970498]                              3.824063691023523e-08\n",
      "[1.00014637 1.00030129]                              2.871459655273956e-08\n",
      "[1.00000533 1.00000678]                              1.5276771619883304e-09\n",
      "[1.00021361 1.0004229 ]                              4.75264082294882e-08\n",
      "[0.99992612 0.99985815]                              8.951961325102662e-09\n",
      "[1.00001109 1.0000315 ]                              8.793263373530789e-09\n",
      "[1.00006773 1.00013666]                              4.730294704754675e-09\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[1.00000078 1.00001958]                              3.249826911164268e-08\n",
      "[0.99989562 0.99977303]                              4.411268268377139e-08\n",
      "[0.9997372  0.99947576]                              6.922961880833984e-08\n",
      "[0.99987183 0.99974921]                              1.9486996987682655e-08\n",
      "[0.99973797 0.99948383]                              7.477427407269988e-08\n",
      "[1.00007356 1.00013384]                              2.3032490900141458e-08\n",
      "[0.99971191 0.99942044]                              8.419496117881571e-08\n",
      "===============================================================================\n",
      "Best Vector: [1.00000492 1.00000651]----------------Score: 1.1280467351413787e-09\n",
      "===============================================================================\n",
      "******************************* Generation 68 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99987688 0.99975833]                              1.7238474973327106e-08\n",
      "[1.00010512 1.00022777]                              4.1749546328924904e-08\n",
      "[0.99968859 0.99939105]                              1.1594344488769338e-07\n",
      "[0.99976861 0.99954084]                              5.481562246272783e-08\n",
      "[1.00018774 1.00037664]                              3.537190939297303e-08\n",
      "[0.99995274 0.99990241]                              3.1801410751364625e-09\n",
      "[0.99983127 0.99966292]                              2.8480434829111342e-08\n",
      "[1.00000533 1.00000678]                              1.5276771619883304e-09\n",
      "[0.99995749 0.9999089 ]                              5.521788419922499e-09\n",
      "[0.99992612 0.99985815]                              8.951961325102662e-09\n",
      "[1.00001109 1.0000315 ]                              8.793263373530789e-09\n",
      "[1.00006773 1.00013666]                              4.730294704754675e-09\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[1.00009053 1.00018436]                              9.280266707189892e-09\n",
      "[1.00001836 1.00003848]                              6.474048634916754e-10\n",
      "[0.99998464 0.99996337]                              3.7281441838134204e-09\n",
      "[0.99987183 0.99974921]                              1.9486996987682655e-08\n",
      "[1.00005145 1.00009695]                              6.189048846815237e-09\n",
      "[1.00007356 1.00013384]                              2.3032490900141458e-08\n",
      "[1.00006321 1.00011214]                              2.4421640039816037e-08\n",
      "===============================================================================\n",
      "Best Vector: [1.00001836 1.00003848]----------------Score: 6.474048634916754e-10\n",
      "===============================================================================\n",
      "******************************* Generation 69 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99987688 0.99975833]                              1.7238474973327106e-08\n",
      "[1.00010512 1.00022777]                              4.1749546328924904e-08\n",
      "[0.99995549 0.99991055]                              1.9995402863587147e-09\n",
      "[1.00003977 1.00007434]                              4.285245820222083e-09\n",
      "[1.00001121 1.00001438]                              6.592481500443224e-09\n",
      "[0.99995274 0.99990241]                              3.1801410751364625e-09\n",
      "[1.00010036 1.00019515]                              1.3181692671072716e-08\n",
      "[1.00000533 1.00000678]                              1.5276771619883304e-09\n",
      "[0.99995749 0.9999089 ]                              5.521788419922499e-09\n",
      "[0.99992612 0.99985815]                              8.951961325102662e-09\n",
      "[1.00001109 1.0000315 ]                              8.793263373530789e-09\n",
      "[1.00006773 1.00013666]                              4.730294704754675e-09\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[1.00009053 1.00018436]                              9.280266707189892e-09\n",
      "[1.00001836 1.00003848]                              6.474048634916754e-10\n",
      "[0.99998464 0.99996337]                              3.7281441838134204e-09\n",
      "[0.99987183 0.99974921]                              1.9486996987682655e-08\n",
      "[1.00005145 1.00009695]                              6.189048846815237e-09\n",
      "[1.00007356 1.00013384]                              2.3032490900141458e-08\n",
      "[1.00006321 1.00011214]                              2.4421640039816037e-08\n",
      "===============================================================================\n",
      "Best Vector: [1.00001836 1.00003848]----------------Score: 6.474048634916754e-10\n",
      "===============================================================================\n",
      "******************************* Generation 70 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99987688 0.99975833]                              1.7238474973327106e-08\n",
      "[0.99997896 0.9999643 ]                              4.514042918044178e-09\n",
      "[0.99995549 0.99991055]                              1.9995402863587147e-09\n",
      "[1.00003977 1.00007434]                              4.285245820222083e-09\n",
      "[1.00003323 1.00005909]                              6.549262846147633e-09\n",
      "[0.99995274 0.99990241]                              3.1801410751364625e-09\n",
      "[1.00010036 1.00019515]                              1.3181692671072716e-08\n",
      "[1.00000533 1.00000678]                              1.5276771619883304e-09\n",
      "[0.99995749 0.9999089 ]                              5.521788419922499e-09\n",
      "[1.00003858 1.00008384]                              5.953465901447348e-09\n",
      "[1.00001109 1.00003106]                              8.000750420162729e-09\n",
      "[0.99999406 0.99999062]                              6.584135390419522e-10\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[0.99999058 0.99998487]                              1.4684320482514379e-09\n",
      "[1.00001836 1.00003848]                              6.474048634916754e-10\n",
      "[1.00003396 1.00007195]                              2.7744472934063014e-09\n",
      "[0.99993827 0.99987677]                              3.816234525697429e-09\n",
      "[1.00005145 1.00009695]                              6.189048846815237e-09\n",
      "[1.00007356 1.00013384]                              2.3032490900141458e-08\n",
      "[1.00006321 1.00011214]                              2.4421640039816037e-08\n",
      "===============================================================================\n",
      "Best Vector: [1.00001836 1.00003848]----------------Score: 6.474048634916754e-10\n",
      "===============================================================================\n",
      "******************************* Generation 71 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.0000594  1.00010755]                              1.6173553896626812e-08\n",
      "[0.99997896 0.9999643 ]                              4.514042918044178e-09\n",
      "[0.99995549 0.99991055]                              1.9995402863587147e-09\n",
      "[1.00000502 1.00001582]                              3.363831320771874e-09\n",
      "[1.00003323 1.00005909]                              6.549262846147633e-09\n",
      "[0.99995274 0.99990241]                              3.1801410751364625e-09\n",
      "[1.00005726 1.00010723]                              8.586330828253662e-09\n",
      "[1.00000533 1.00000678]                              1.5276771619883304e-09\n",
      "[0.99995749 0.9999089 ]                              5.521788419922499e-09\n",
      "[1.00003858 1.00008384]                              5.953465901447348e-09\n",
      "[1.00001109 1.00003058]                              7.168476933417838e-09\n",
      "[0.99999406 0.99999062]                              6.584135390419522e-10\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[0.99999058 0.99998487]                              1.4684320482514379e-09\n",
      "[1.00001836 1.00003848]                              6.474048634916754e-10\n",
      "[0.99996004 0.99992307]                              2.4875418033119907e-09\n",
      "[0.99993827 0.99987677]                              3.816234525697429e-09\n",
      "[1.00003144 1.00006271]                              9.914739939836153e-10\n",
      "[1.00007356 1.00013384]                              2.3032490900141458e-08\n",
      "[1.00006321 1.00011214]                              2.4421640039816037e-08\n",
      "===============================================================================\n",
      "Best Vector: [1.00001836 1.00003848]----------------Score: 6.474048634916754e-10\n",
      "===============================================================================\n",
      "******************************* Generation 72 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.0000594  1.00010755]                              1.6173553896626812e-08\n",
      "[0.999981   0.99996265]                              4.024337374253396e-10\n",
      "[0.99995549 0.99991055]                              1.9995402863587147e-09\n",
      "[1.00000502 1.00001582]                              3.363831320771874e-09\n",
      "[1.00003323 1.00005909]                              6.549262846147633e-09\n",
      "[0.99995274 0.99990241]                              3.1801410751364625e-09\n",
      "[1.00004216 1.0000794 ]                              4.2027386528331224e-09\n",
      "[1.00000533 1.00000678]                              1.5276771619883304e-09\n",
      "[0.99995749 0.9999089 ]                              5.521788419922499e-09\n",
      "[1.00003858 1.00008384]                              5.953465901447348e-09\n",
      "[1.00001109 1.00003058]                              7.168476933417838e-09\n",
      "[0.99999406 0.99999062]                              6.584135390419522e-10\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[0.99999058 0.99998487]                              1.4684320482514379e-09\n",
      "[1.00001836 1.00003848]                              6.474048634916754e-10\n",
      "[0.99996004 0.99992307]                              2.4875418033119907e-09\n",
      "[0.99993827 0.99987677]                              3.816234525697429e-09\n",
      "[1.00003144 1.00006271]                              9.914739939836153e-10\n",
      "[1.00007356 1.00013384]                              2.3032490900141458e-08\n",
      "[1.0000719  1.00014871]                              7.57014972338597e-09\n",
      "===============================================================================\n",
      "Best Vector: [0.999981   0.99996265]----------------Score: 4.024337374253396e-10\n",
      "===============================================================================\n",
      "******************************* Generation 73 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99997998 0.99995527]                              2.607688831928371e-09\n",
      "[0.999981   0.99996265]                              4.024337374253396e-10\n",
      "[0.99995549 0.99991055]                              1.9995402863587147e-09\n",
      "[1.00000502 1.00001582]                              3.363831320771874e-09\n",
      "[1.00003323 1.00005909]                              6.549262846147633e-09\n",
      "[0.99995274 0.99990241]                              3.1801410751364625e-09\n",
      "[1.00004216 1.0000794 ]                              4.2027386528331224e-09\n",
      "[1.00000533 1.00000678]                              1.5276771619883304e-09\n",
      "[0.99994615 0.99989627]                              4.467608726174825e-09\n",
      "[1.00001216 1.00002268]                              4.139189648122756e-10\n",
      "[1.00006518 1.00013273]                              4.804597122406369e-09\n",
      "[0.99999406 0.99999062]                              6.584135390419522e-10\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[0.99999058 0.99998487]                              1.4684320482514379e-09\n",
      "[1.00001836 1.00003848]                              6.474048634916754e-10\n",
      "[0.99996004 0.99992307]                              2.4875418033119907e-09\n",
      "[1.00002128 1.00004045]                              8.958708647311932e-10\n",
      "[1.00003144 1.00006271]                              9.914739939836153e-10\n",
      "[0.99999059 0.99997587]                              2.9098964518147658e-09\n",
      "[1.0000719  1.00014871]                              7.57014972338597e-09\n",
      "===============================================================================\n",
      "Best Vector: [0.999981   0.99996265]----------------Score: 4.024337374253396e-10\n",
      "===============================================================================\n",
      "******************************* Generation 74 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99997998 0.99995527]                              2.607688831928371e-09\n",
      "[0.999981   0.99996265]                              4.024337374253396e-10\n",
      "[0.99996854 0.99993703]                              9.90069837607272e-10\n",
      "[1.00000502 1.00001582]                              3.363831320771874e-09\n",
      "[1.000057   1.00011576]                              3.555278873145755e-09\n",
      "[0.99995274 0.99990241]                              3.1801410751364625e-09\n",
      "[1.00004166 1.00008346]                              1.7374418795527747e-09\n",
      "[1.00000533 1.00000678]                              1.5276771619883304e-09\n",
      "[0.99994255 0.99988706]                              3.687845301602227e-09\n",
      "[1.00001216 1.00002268]                              4.139189648122756e-10\n",
      "[1.00001184 1.00002675]                              1.0818074404045538e-09\n",
      "[0.99999406 0.99999062]                              6.584135390419522e-10\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[0.99999058 0.99998487]                              1.4684320482514379e-09\n",
      "[1.00001836 1.00003848]                              6.474048634916754e-10\n",
      "[0.99996004 0.99992307]                              2.4875418033119907e-09\n",
      "[1.00002128 1.00004045]                              8.958708647311932e-10\n",
      "[1.00003144 1.00006271]                              9.914739939836153e-10\n",
      "[0.99999059 0.99997587]                              2.9098964518147658e-09\n",
      "[0.99996025 0.99992321]                              2.314659016378269e-09\n",
      "===============================================================================\n",
      "Best Vector: [0.999981   0.99996265]----------------Score: 4.024337374253396e-10\n",
      "===============================================================================\n",
      "******************************* Generation 75 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99997998 0.99995527]                              2.607688831928371e-09\n",
      "[0.999981   0.99996265]                              4.024337374253396e-10\n",
      "[0.99999328 0.99998719]                              8.469209162899251e-11\n",
      "[1.00000502 1.00001582]                              3.363831320771874e-09\n",
      "[1.000057   1.00011576]                              3.555278873145755e-09\n",
      "[1.00001514 1.00002818]                              6.687849353811942e-10\n",
      "[1.00004166 1.00008346]                              1.7374418795527747e-09\n",
      "[0.99996802 0.999936  ]                              1.0230078108668221e-09\n",
      "[0.99994255 0.99988706]                              3.687845301602227e-09\n",
      "[1.00001216 1.00002268]                              4.139189648122756e-10\n",
      "[1.00001184 1.00002675]                              1.0818074404045538e-09\n",
      "[1.00000803 1.00001758]                              2.9524292041094057e-10\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[0.9999993 1.0000011]                              6.265206468788656e-10\n",
      "[1.00001836 1.00003848]                              6.474048634916754e-10\n",
      "[0.99996004 0.99992307]                              2.4875418033119907e-09\n",
      "[1.00002128 1.00004045]                              8.958708647311932e-10\n",
      "[1.00003144 1.00006271]                              9.914739939836153e-10\n",
      "[0.99999059 0.99997587]                              2.9098964518147658e-09\n",
      "[0.99996025 0.99992321]                              2.314659016378269e-09\n",
      "===============================================================================\n",
      "Best Vector: [0.99999328 0.99998719]----------------Score: 8.469209162899251e-11\n",
      "===============================================================================\n",
      "******************************* Generation 76 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99997998 0.99995527]                              2.607688831928371e-09\n",
      "[0.999981   0.99996265]                              4.024337374253396e-10\n",
      "[0.99999328 0.99998719]                              8.469209162899251e-11\n",
      "[1.00000502 1.00001582]                              3.363831320771874e-09\n",
      "[1.000057   1.00011576]                              3.555278873145755e-09\n",
      "[0.99998939 0.99998079]                              5.145378152881124e-10\n",
      "[1.00004166 1.00008346]                              1.7374418795527747e-09\n",
      "[1.00001651 1.0000353 ]                              7.903028325810116e-10\n",
      "[0.99994416 0.9998895 ]                              3.256093465908487e-09\n",
      "[1.00001216 1.00002268]                              4.139189648122756e-10\n",
      "[1.00001184 1.00002675]                              1.0818074404045538e-09\n",
      "[1.00000803 1.00001758]                              2.9524292041094057e-10\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[0.9999993 1.0000011]                              6.265206468788656e-10\n",
      "[1.00001836 1.00003848]                              6.474048634916754e-10\n",
      "[0.99996004 0.99992307]                              2.4875418033119907e-09\n",
      "[1.00002128 1.00004045]                              8.958708647311932e-10\n",
      "[1.00003144 1.00006271]                              9.914739939836153e-10\n",
      "[0.99999059 0.99997587]                              2.9098964518147658e-09\n",
      "[0.99996025 0.99992321]                              2.314659016378269e-09\n",
      "===============================================================================\n",
      "Best Vector: [0.99999328 0.99998719]----------------Score: 8.469209162899251e-11\n",
      "===============================================================================\n",
      "******************************* Generation 77 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99997998 0.99995527]                              2.607688831928371e-09\n",
      "[0.999981   0.99996265]                              4.024337374253396e-10\n",
      "[0.99999328 0.99998719]                              8.469209162899251e-11\n",
      "[0.99998067 0.99995994]                              5.724422941502768e-10\n",
      "[0.9999974  0.99999214]                              7.201502648267204e-10\n",
      "[0.99998939 0.99998079]                              5.145378152881124e-10\n",
      "[0.99999182 0.9999862 ]                              7.23297178530873e-10\n",
      "[1.00001651 1.0000353 ]                              7.903028325810116e-10\n",
      "[0.99997972 0.99995994]                              4.355647075334392e-10\n",
      "[1.00001216 1.00002268]                              4.139189648122756e-10\n",
      "[0.99998722 0.99997448]                              1.6368971430179414e-10\n",
      "[1.00000803 1.00001758]                              2.9524292041094057e-10\n",
      "[1.00000492 1.00000651]                              1.1280467351413787e-09\n",
      "[0.9999993 1.0000011]                              6.265206468788656e-10\n",
      "[1.00001836 1.00003848]                              6.474048634916754e-10\n",
      "[0.99997008 0.99994152]                              1.0832085711795702e-09\n",
      "[1.00002128 1.00004045]                              8.958708647311932e-10\n",
      "[1.00003144 1.00006271]                              9.914739939836153e-10\n",
      "[0.99999129 0.99998527]                              7.956500103443265e-10\n",
      "[0.99996025 0.99992321]                              2.314659016378269e-09\n",
      "===============================================================================\n",
      "Best Vector: [0.99999328 0.99998719]----------------Score: 8.469209162899251e-11\n",
      "===============================================================================\n",
      "******************************* Generation 78 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99997998 0.99995527]                              2.607688831928371e-09\n",
      "[0.99998651 0.99997348]                              2.0385523157805356e-10\n",
      "[0.99999328 0.99998719]                              8.469209162899251e-11\n",
      "[0.99998067 0.99995994]                              5.724422941502768e-10\n",
      "[0.9999974  0.99999214]                              7.201502648267204e-10\n",
      "[0.99998939 0.99998079]                              5.145378152881124e-10\n",
      "[0.99999233 0.9999827 ]                              4.421100980819547e-10\n",
      "[1.00001651 1.0000353 ]                              7.903028325810116e-10\n",
      "[0.99997972 0.99995994]                              4.355647075334392e-10\n",
      "[1.00001216 1.00002268]                              4.139189648122756e-10\n",
      "[0.99998722 0.99997448]                              1.6368971430179414e-10\n",
      "[1.00000803 1.00001758]                              2.9524292041094057e-10\n",
      "[1.00002076 1.00004173]                              4.355894621352467e-10\n",
      "[0.9999993 1.0000011]                              6.265206468788656e-10\n",
      "[1.00001836 1.00003848]                              6.474048634916754e-10\n",
      "[0.99999151 0.99998559]                              7.276149103958665e-10\n",
      "[1.00000674 1.00001442]                              1.335677968225094e-10\n",
      "[1.00003144 1.00006271]                              9.914739939836153e-10\n",
      "[0.99999349 0.99998908]                              4.792911128182632e-10\n",
      "[1.00000135 1.00000525]                              6.493364925727245e-10\n",
      "===============================================================================\n",
      "Best Vector: [0.99999328 0.99998719]----------------Score: 8.469209162899251e-11\n",
      "===============================================================================\n",
      "******************************* Generation 79 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000656 1.00001662]                              1.2684756093787808e-09\n",
      "[0.99998651 0.99997348]                              2.0385523157805356e-10\n",
      "[0.99999328 0.99998719]                              8.469209162899251e-11\n",
      "[0.99998067 0.99995994]                              5.724422941502768e-10\n",
      "[1.00000042 1.00000316]                              5.430998096825542e-10\n",
      "[0.99998939 0.99998079]                              5.145378152881124e-10\n",
      "[0.99999233 0.99998382]                              1.2943746667649055e-10\n",
      "[1.00001727 1.00003394]                              3.3365846578187955e-10\n",
      "[0.99997972 0.99995994]                              4.355647075334392e-10\n",
      "[1.00001216 1.00002268]                              4.139189648122756e-10\n",
      "[0.99998722 0.99997448]                              1.6368971430179414e-10\n",
      "[1.00000803 1.00001758]                              2.9524292041094057e-10\n",
      "[1.00002076 1.00004173]                              4.355894621352467e-10\n",
      "[0.9999993 1.0000011]                              6.265206468788656e-10\n",
      "[1.00001836 1.00003848]                              6.474048634916754e-10\n",
      "[1.00001253 1.00002654]                              3.751589663084476e-10\n",
      "[1.00000099 1.00000232]                              1.2908558815563115e-11\n",
      "[1.00003144 1.00006271]                              9.914739939836153e-10\n",
      "[0.99999349 0.99998908]                              4.792911128182632e-10\n",
      "[0.99999838 0.99999772]                              9.56491043881099e-11\n",
      "===============================================================================\n",
      "Best Vector: [1.00000099 1.00000232]----------------Score: 1.2908558815563115e-11\n",
      "===============================================================================\n",
      "******************************* Generation 80 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00002659 1.00005368]                              7.319241478188253e-10\n",
      "[0.99998651 0.99997348]                              2.0385523157805356e-10\n",
      "[0.99999328 0.99998719]                              8.469209162899251e-11\n",
      "[1.00000501 1.00001063]                              6.311632791074717e-11\n",
      "[1.00000042 1.00000316]                              5.430998096825542e-10\n",
      "[0.99998939 0.99998079]                              5.145378152881124e-10\n",
      "[0.99999233 0.99998382]                              1.2943746667649055e-10\n",
      "[1.00001727 1.00003394]                              3.3365846578187955e-10\n",
      "[1.00000265 1.00000683]                              2.447517708918497e-10\n",
      "[1.00001216 1.00002268]                              4.139189648122756e-10\n",
      "[0.99998722 0.99997448]                              1.6368971430179414e-10\n",
      "[0.99999437 0.99998985]                              1.5374849568947722e-10\n",
      "[1.00002076 1.00004173]                              4.355894621352467e-10\n",
      "[1.00000428 1.0000106 ]                              4.3138889520023275e-10\n",
      "[0.99999312 0.9999882 ]                              4.3140551663131436e-10\n",
      "[1.00001253 1.00002654]                              3.751589663084476e-10\n",
      "[1.00000099 1.00000232]                              1.2908558815563115e-11\n",
      "[1.00003144 1.00006271]                              9.914739939836153e-10\n",
      "[0.99999984 0.99999923]                              2.1035007750446407e-11\n",
      "[0.99999838 0.99999772]                              9.56491043881099e-11\n",
      "===============================================================================\n",
      "Best Vector: [1.00000099 1.00000232]----------------Score: 1.2908558815563115e-11\n",
      "===============================================================================\n",
      "******************************* Generation 81 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00002659 1.00005368]                              7.319241478188253e-10\n",
      "[0.99998651 0.99997348]                              2.0385523157805356e-10\n",
      "[0.99999328 0.99998719]                              8.469209162899251e-11\n",
      "[1.00000501 1.00001063]                              6.311632791074717e-11\n",
      "[0.99999194 0.99998606]                              5.371249174544341e-10\n",
      "[0.99998939 0.99998079]                              5.145378152881124e-10\n",
      "[0.99999233 0.99998382]                              1.2943746667649055e-10\n",
      "[1.00001727 1.00003394]                              3.3365846578187955e-10\n",
      "[0.99999339 0.9999874 ]                              8.131518449628277e-11\n",
      "[1.00001216 1.00002268]                              4.139189648122756e-10\n",
      "[0.99998722 0.99997448]                              1.6368971430179414e-10\n",
      "[0.99999437 0.99998985]                              1.5374849568947722e-10\n",
      "[1.00002076 1.00004173]                              4.355894621352467e-10\n",
      "[1.00000428 1.0000106 ]                              4.3138889520023275e-10\n",
      "[0.99999312 0.9999882 ]                              4.3140551663131436e-10\n",
      "[1.00001253 1.00002654]                              3.751589663084476e-10\n",
      "[1.00000099 1.00000232]                              1.2908558815563115e-11\n",
      "[1.00001913 1.00003764]                              4.042481147378643e-10\n",
      "[0.99999984 0.99999923]                              2.1035007750446407e-11\n",
      "[0.99999838 0.99999772]                              9.56491043881099e-11\n",
      "===============================================================================\n",
      "Best Vector: [1.00000099 1.00000232]----------------Score: 1.2908558815563115e-11\n",
      "===============================================================================\n",
      "******************************* Generation 82 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99998816 0.99997772]                              3.345104937681675e-10\n",
      "[0.99998651 0.99997348]                              2.0385523157805356e-10\n",
      "[0.99999328 0.99998719]                              8.469209162899251e-11\n",
      "[1.00000501 1.00001063]                              6.311632791074717e-11\n",
      "[1.00000869 1.00001887]                              2.985561628607011e-10\n",
      "[0.99998939 0.99998079]                              5.145378152881124e-10\n",
      "[0.99999233 0.99998382]                              1.2943746667649055e-10\n",
      "[1.00001727 1.00003394]                              3.3365846578187955e-10\n",
      "[0.99999339 0.9999874 ]                              8.131518449628277e-11\n",
      "[1.00001216 1.00002411]                              1.5191707400265e-10\n",
      "[1.00000096 1.0000021 ]                              3.833098752616671e-12\n",
      "[0.99999437 0.99998985]                              1.5374849568947722e-10\n",
      "[1.00002076 1.00004173]                              4.355894621352467e-10\n",
      "[0.99998595 0.99997205]                              1.9980674981994132e-10\n",
      "[0.99999312 0.9999882 ]                              4.3140551663131436e-10\n",
      "[1.00001253 1.00002654]                              3.751589663084476e-10\n",
      "[1.00000099 1.00000232]                              1.2908558815563115e-11\n",
      "[0.99999462 0.99999001]                              8.876998084709317e-11\n",
      "[0.99999984 0.99999923]                              2.1035007750446407e-11\n",
      "[0.99999838 0.99999772]                              9.56491043881099e-11\n",
      "===============================================================================\n",
      "Best Vector: [1.00000096 1.0000021 ]----------------Score: 3.833098752616671e-12\n",
      "===============================================================================\n",
      "******************************* Generation 83 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99998943 0.99997892]                              1.1200490127326653e-10\n",
      "[0.99998651 0.99997348]                              2.0385523157805356e-10\n",
      "[0.99999328 0.99998719]                              8.469209162899251e-11\n",
      "[1.00000501 1.00001063]                              6.311632791074717e-11\n",
      "[0.99999165 0.99998397]                              1.1361530986132667e-10\n",
      "[0.99998939 0.99998079]                              5.145378152881124e-10\n",
      "[0.99999233 0.99998382]                              1.2943746667649055e-10\n",
      "[0.99998668 0.9999728 ]                              2.0863255092428804e-10\n",
      "[0.99999339 0.9999874 ]                              8.131518449628277e-11\n",
      "[1.00001216 1.00002411]                              1.5191707400265e-10\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[1.00000026 1.00000157]                              1.1174737115410079e-10\n",
      "[0.99999183 0.99998341]                              7.269530740211831e-11\n",
      "[0.99998595 0.99997205]                              1.9980674981994132e-10\n",
      "[0.99999312 0.9999882 ]                              4.3140551663131436e-10\n",
      "[0.99998611 0.99997129]                              2.7998462798022445e-10\n",
      "[1.00000099 1.00000232]                              1.2908558815563115e-11\n",
      "[0.99999462 0.99999001]                              8.876998084709317e-11\n",
      "[0.99999984 0.99999923]                              2.1035007750446407e-11\n",
      "[1.00000356 1.00000698]                              1.5025383731232045e-11\n",
      "===============================================================================\n",
      "Best Vector: [0.99999963 0.99999921]----------------Score: 3.5173051937186605e-13\n",
      "===============================================================================\n",
      "******************************* Generation 84 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000851 1.00001641]                              1.0846190089335526e-10\n",
      "[0.99999461 0.99998871]                              5.507865589216665e-11\n",
      "[0.99999328 0.99998719]                              8.469209162899251e-11\n",
      "[0.9999997 0.9999998]                              1.532614921405705e-11\n",
      "[0.99999165 0.99998397]                              1.1361530986132667e-10\n",
      "[0.99998939 0.99998079]                              5.145378152881124e-10\n",
      "[1.00000221 1.0000044 ]                              4.922478823053123e-12\n",
      "[0.99998668 0.9999728 ]                              2.0863255092428804e-10\n",
      "[1.00000342 1.00000617]                              5.5574345689588516e-11\n",
      "[1.00001216 1.00002411]                              1.5191707400265e-10\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[0.99999177 0.99998405]                              9.46452740339438e-11\n",
      "[0.99999534 0.99999043]                              2.827861014936536e-11\n",
      "[1.00001219 1.00002488]                              1.7465531779185423e-10\n",
      "[0.9999942 0.9999882]                              3.747780742933945e-11\n",
      "[0.99998611 0.99997129]                              2.7998462798022445e-10\n",
      "[1.00000099 1.00000232]                              1.2908558815563115e-11\n",
      "[0.99999462 0.99999001]                              8.876998084709317e-11\n",
      "[0.99999984 0.99999923]                              2.1035007750446407e-11\n",
      "[1.00000356 1.00000698]                              1.5025383731232045e-11\n",
      "===============================================================================\n",
      "Best Vector: [0.99999963 0.99999921]----------------Score: 3.5173051937186605e-13\n",
      "===============================================================================\n",
      "******************************* Generation 85 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000851 1.00001641]                              1.0846190089335526e-10\n",
      "[1.00000511 1.00001001]                              3.082682690984875e-11\n",
      "[1.00000136 1.00000248]                              7.735261526774103e-12\n",
      "[0.9999997 0.9999998]                              1.532614921405705e-11\n",
      "[1.00000723 1.00001487]                              6.87501281560813e-11\n",
      "[1.00000078 1.00000078]                              6.197807315689672e-11\n",
      "[1.00000221 1.0000044 ]                              4.922478823053123e-12\n",
      "[0.99998668 0.9999728 ]                              2.0863255092428804e-10\n",
      "[1.00000342 1.00000617]                              5.5574345689588516e-11\n",
      "[1.00001216 1.00002411]                              1.5191707400265e-10\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[0.99999202 0.99998352]                              9.067007310705397e-11\n",
      "[0.99999534 0.99999043]                              2.827861014936536e-11\n",
      "[1.00000794 1.00001547]                              8.028602077806439e-11\n",
      "[0.9999942 0.9999882]                              3.747780742933945e-11\n",
      "[1.00000514 1.00001059]                              3.5737245150369063e-11\n",
      "[1.00000099 1.00000232]                              1.2908558815563115e-11\n",
      "[0.99999806 0.99999602]                              4.8521724730017895e-12\n",
      "[0.99999984 0.99999923]                              2.1035007750446407e-11\n",
      "[1.00000356 1.00000698]                              1.5025383731232045e-11\n",
      "===============================================================================\n",
      "Best Vector: [0.99999963 0.99999921]----------------Score: 3.5173051937186605e-13\n",
      "===============================================================================\n",
      "******************************* Generation 86 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000307 1.00000661]                              3.097858064937821e-11\n",
      "[1.00000511 1.00001001]                              3.082682690984875e-11\n",
      "[1.00000136 1.00000248]                              7.735261526774103e-12\n",
      "[0.9999997 0.9999998]                              1.532614921405705e-11\n",
      "[1.00000723 1.00001487]                              6.87501281560813e-11\n",
      "[1.00000078 1.00000078]                              6.197807315689672e-11\n",
      "[1.00000221 1.0000044 ]                              4.922478823053123e-12\n",
      "[1.00001317 1.00002581]                              2.0321450327461805e-10\n",
      "[1.00000342 1.00000617]                              5.5574345689588516e-11\n",
      "[1.00000135 1.00000247]                              6.860414688189171e-12\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[0.99999675 0.99999288]                              4.8938097280395734e-11\n",
      "[0.99999534 0.99999043]                              2.827861014936536e-11\n",
      "[1.00000525 1.0000106 ]                              2.854019799955844e-11\n",
      "[0.9999942 0.9999882]                              3.747780742933945e-11\n",
      "[0.99999818 0.9999967 ]                              1.4270265386203554e-11\n",
      "[1.00000099 1.00000232]                              1.2908558815563115e-11\n",
      "[0.99999806 0.99999602]                              4.8521724730017895e-12\n",
      "[0.99999984 0.99999923]                              2.1035007750446407e-11\n",
      "[1.00000356 1.00000698]                              1.5025383731232045e-11\n",
      "===============================================================================\n",
      "Best Vector: [0.99999963 0.99999921]----------------Score: 3.5173051937186605e-13\n",
      "===============================================================================\n",
      "******************************* Generation 87 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000307 1.00000661]                              3.097858064937821e-11\n",
      "[1.00000511 1.00001001]                              3.082682690984875e-11\n",
      "[1.00000136 1.00000248]                              7.735261526774103e-12\n",
      "[0.9999997 0.9999998]                              1.532614921405705e-11\n",
      "[1.00000723 1.00001487]                              6.87501281560813e-11\n",
      "[1.00000078 1.00000078]                              6.197807315689672e-11\n",
      "[1.00000221 1.0000044 ]                              4.922478823053123e-12\n",
      "[1.00001317 1.00002581]                              2.0321450327461805e-10\n",
      "[1.00000342 1.00000617]                              5.5574345689588516e-11\n",
      "[1.00000135 1.00000247]                              6.860414688189171e-12\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[1.00000201 1.00000384]                              7.0960995092179866e-12\n",
      "[0.99999534 0.99999043]                              2.827861014936536e-11\n",
      "[1.00000525 1.0000106 ]                              2.854019799955844e-11\n",
      "[1.00000371 1.00000702]                              2.911574991688429e-11\n",
      "[0.99999818 0.9999967 ]                              1.4270265386203554e-11\n",
      "[1.00000099 1.00000232]                              1.2908558815563115e-11\n",
      "[0.99999806 0.99999602]                              4.8521724730017895e-12\n",
      "[0.99999984 0.99999923]                              2.1035007750446407e-11\n",
      "[1.00000356 1.00000698]                              1.5025383731232045e-11\n",
      "===============================================================================\n",
      "Best Vector: [0.99999963 0.99999921]----------------Score: 3.5173051937186605e-13\n",
      "===============================================================================\n",
      "******************************* Generation 88 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000307 1.00000661]                              3.097858064937821e-11\n",
      "[1.00000511 1.00001001]                              3.082682690984875e-11\n",
      "[1.00000136 1.00000248]                              7.735261526774103e-12\n",
      "[0.9999997 0.9999998]                              1.532614921405705e-11\n",
      "[1.00000558 1.00001083]                              4.1848074792597195e-11\n",
      "[1.00000286 1.00000561]                              9.534580176453088e-12\n",
      "[1.00000221 1.0000044 ]                              4.922478823053123e-12\n",
      "[1.00001317 1.00002581]                              2.0321450327461805e-10\n",
      "[1.00000342 1.00000617]                              5.5574345689588516e-11\n",
      "[1.00000135 1.00000247]                              6.860414688189171e-12\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[1.00000201 1.00000384]                              7.0960995092179866e-12\n",
      "[0.99999534 0.99999043]                              2.827861014936536e-11\n",
      "[1.00000525 1.0000106 ]                              2.854019799955844e-11\n",
      "[1.00000371 1.00000702]                              2.911574991688429e-11\n",
      "[0.99999818 0.9999967 ]                              1.4270265386203554e-11\n",
      "[1.00000099 1.00000232]                              1.2908558815563115e-11\n",
      "[0.99999806 0.99999602]                              4.8521724730017895e-12\n",
      "[1.00000294 1.0000058 ]                              9.380603377982675e-12\n",
      "[1.00000033 1.00000063]                              1.629478928580937e-13\n",
      "===============================================================================\n",
      "Best Vector: [1.00000033 1.00000063]----------------Score: 1.629478928580937e-13\n",
      "===============================================================================\n",
      "******************************* Generation 89 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.0000014  1.00000253]                              8.716313918879672e-12\n",
      "[1.00000511 1.00001001]                              3.082682690984875e-11\n",
      "[1.00000136 1.00000248]                              7.735261526774103e-12\n",
      "[0.9999997 0.9999998]                              1.532614921405705e-11\n",
      "[1.00000133 1.00000261]                              2.010299530596438e-12\n",
      "[1.00000286 1.00000561]                              9.534580176453088e-12\n",
      "[1.00000221 1.0000044 ]                              4.922478823053123e-12\n",
      "[1.00001317 1.00002581]                              2.0321450327461805e-10\n",
      "[1.00000342 1.00000617]                              5.5574345689588516e-11\n",
      "[1.00000135 1.00000247]                              6.860414688189171e-12\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[1.00000201 1.00000384]                              7.0960995092179866e-12\n",
      "[0.99999534 0.99999043]                              2.827861014936536e-11\n",
      "[1.00000136 1.00000281]                              2.6422477762938768e-12\n",
      "[1.00000371 1.00000702]                              2.911574991688429e-11\n",
      "[0.99999818 0.9999967 ]                              1.4270265386203554e-11\n",
      "[1.00000099 1.00000232]                              1.2908558815563115e-11\n",
      "[0.99999806 0.99999602]                              4.8521724730017895e-12\n",
      "[1.00000294 1.0000058 ]                              9.380603377982675e-12\n",
      "[1.00000033 1.00000063]                              1.629478928580937e-13\n",
      "===============================================================================\n",
      "Best Vector: [1.00000033 1.00000063]----------------Score: 1.629478928580937e-13\n",
      "===============================================================================\n",
      "******************************* Generation 90 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000089 1.0000018 ]                              8.653754753871674e-13\n",
      "[1.00000511 1.00001001]                              3.082682690984875e-11\n",
      "[0.99999862 0.99999741]                              4.938372023775951e-12\n",
      "[0.9999997 0.9999998]                              1.532614921405705e-11\n",
      "[1.00000133 1.00000261]                              2.010299530596438e-12\n",
      "[1.0000005 1.0000013]                              9.470927453550386e-12\n",
      "[1.00000221 1.0000044 ]                              4.922478823053123e-12\n",
      "[1.00001317 1.00002581]                              2.0321450327461805e-10\n",
      "[1.00000342 1.00000617]                              5.5574345689588516e-11\n",
      "[0.99999904 0.99999807]                              9.30824350420117e-13\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[1.00000201 1.00000384]                              7.0960995092179866e-12\n",
      "[1.00000219 1.00000449]                              6.203561828216887e-12\n",
      "[1.00000136 1.00000281]                              2.6422477762938768e-12\n",
      "[1.00000115 1.00000229]                              1.3432307517822581e-12\n",
      "[0.99999818 0.9999967 ]                              1.4270265386203554e-11\n",
      "[1.00000139 1.00000299]                              6.188717019642942e-12\n",
      "[0.99999806 0.99999602]                              4.8521724730017895e-12\n",
      "[1.00000294 1.0000058 ]                              9.380603377982675e-12\n",
      "[1.00000033 1.00000063]                              1.629478928580937e-13\n",
      "===============================================================================\n",
      "Best Vector: [1.00000033 1.00000063]----------------Score: 1.629478928580937e-13\n",
      "===============================================================================\n",
      "******************************* Generation 91 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000089 1.0000018 ]                              8.653754753871674e-13\n",
      "[0.99999881 0.999998  ]                              1.4973743573258528e-11\n",
      "[0.99999862 0.99999741]                              4.938372023775951e-12\n",
      "[0.9999979  0.99999587]                              4.904713183842697e-12\n",
      "[1.00000079 1.00000152]                              1.0516322111164644e-12\n",
      "[1.00000006 1.00000024]                              1.1323613620321742e-12\n",
      "[1.00000221 1.0000044 ]                              4.922478823053123e-12\n",
      "[0.99999944 0.99999929]                              1.6742776174687157e-11\n",
      "[0.99999791 0.99999597]                              6.656181782836803e-12\n",
      "[0.99999904 0.99999807]                              9.30824350420117e-13\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[1.00000201 1.00000384]                              7.0960995092179866e-12\n",
      "[1.00000219 1.00000449]                              6.203561828216887e-12\n",
      "[1.00000109 1.00000217]                              1.1913297258818832e-12\n",
      "[1.00000115 1.00000229]                              1.3432307517822581e-12\n",
      "[0.99999818 0.9999967 ]                              1.4270265386203554e-11\n",
      "[1.00000139 1.00000299]                              6.188717019642942e-12\n",
      "[0.99999806 0.99999602]                              4.8521724730017895e-12\n",
      "[1.00000294 1.0000058 ]                              9.380603377982675e-12\n",
      "[1.00000033 1.00000063]                              1.629478928580937e-13\n",
      "===============================================================================\n",
      "Best Vector: [1.00000033 1.00000063]----------------Score: 1.629478928580937e-13\n",
      "===============================================================================\n",
      "******************************* Generation 92 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000038 1.00000069]                              6.369493267034743e-13\n",
      "[0.99999823 0.99999648]                              3.152484547756814e-12\n",
      "[0.99999862 0.99999741]                              4.938372023775951e-12\n",
      "[0.9999979  0.99999587]                              4.904713183842697e-12\n",
      "[1.00000079 1.00000152]                              1.0516322111164644e-12\n",
      "[1.00000006 1.00000024]                              1.1323613620321742e-12\n",
      "[1.00000221 1.0000044 ]                              4.922478823053123e-12\n",
      "[0.99999944 0.99999929]                              1.6742776174687157e-11\n",
      "[1.00000147 1.00000297]                              2.2196688492230174e-12\n",
      "[0.99999904 0.99999807]                              9.30824350420117e-13\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[1.00000201 1.00000384]                              7.0960995092179866e-12\n",
      "[1.0000001 1.0000004]                              3.7219102321060925e-12\n",
      "[1.00000109 1.00000217]                              1.1913297258818832e-12\n",
      "[1.00000115 1.00000229]                              1.3432307517822581e-12\n",
      "[0.99999818 0.9999967 ]                              1.4270265386203554e-11\n",
      "[1.00000139 1.00000299]                              6.188717019642942e-12\n",
      "[0.99999806 0.99999602]                              4.8521724730017895e-12\n",
      "[0.99999889 0.99999766]                              2.9853123040306823e-12\n",
      "[1.00000033 1.00000063]                              1.629478928580937e-13\n",
      "===============================================================================\n",
      "Best Vector: [1.00000033 1.00000063]----------------Score: 1.629478928580937e-13\n",
      "===============================================================================\n",
      "******************************* Generation 93 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000038 1.00000069]                              6.369493267034743e-13\n",
      "[0.99999823 0.99999648]                              3.152484547756814e-12\n",
      "[0.99999862 0.99999741]                              4.938372023775951e-12\n",
      "[0.9999979  0.99999587]                              4.904713183842697e-12\n",
      "[0.99999965 0.9999993 ]                              1.2883697426610115e-13\n",
      "[1.00000006 1.00000024]                              1.1323613620321742e-12\n",
      "[1.00000221 1.0000044 ]                              4.922478823053123e-12\n",
      "[0.99999895 0.99999795]                              1.3660785212864535e-12\n",
      "[1.00000147 1.00000297]                              2.2196688492230174e-12\n",
      "[0.99999904 0.99999807]                              9.30824350420117e-13\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[1.00000201 1.00000384]                              7.0960995092179866e-12\n",
      "[1.0000001 1.0000004]                              3.7219102321060925e-12\n",
      "[1.00000109 1.00000217]                              1.1913297258818832e-12\n",
      "[1.00000115 1.00000229]                              1.3432307517822581e-12\n",
      "[1.00000029 1.00000065]                              5.579686792980538e-13\n",
      "[1.00000139 1.00000299]                              6.188717019642942e-12\n",
      "[0.99999806 0.99999602]                              4.8521724730017895e-12\n",
      "[0.99999889 0.99999766]                              2.9853123040306823e-12\n",
      "[1.00000033 1.00000063]                              1.629478928580937e-13\n",
      "===============================================================================\n",
      "Best Vector: [0.99999965 0.9999993 ]----------------Score: 1.2883697426610115e-13\n",
      "===============================================================================\n",
      "******************************* Generation 94 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000038 1.00000069]                              6.369493267034743e-13\n",
      "[0.99999823 0.99999648]                              3.152484547756814e-12\n",
      "[0.99999827 0.99999665]                              4.292962327355094e-12\n",
      "[0.9999979  0.99999587]                              4.904713183842697e-12\n",
      "[0.99999965 0.9999993 ]                              1.2883697426610115e-13\n",
      "[1.00000006 1.00000024]                              1.1323613620321742e-12\n",
      "[1.00000221 1.0000044 ]                              4.922478823053123e-12\n",
      "[0.99999895 0.99999795]                              1.3660785212864535e-12\n",
      "[1.00000147 1.00000297]                              2.2196688492230174e-12\n",
      "[0.99999904 0.99999807]                              9.30824350420117e-13\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[1.00000201 1.00000384]                              7.0960995092179866e-12\n",
      "[1.00000067 1.00000135]                              4.623747200999735e-13\n",
      "[1.00000109 1.00000217]                              1.1913297258818832e-12\n",
      "[1.00000006 1.00000011]                              4.6678223624069075e-15\n",
      "[1.00000029 1.00000065]                              5.579686792980538e-13\n",
      "[1.00000093 1.00000182]                              1.061633266974e-12\n",
      "[0.99999806 0.99999602]                              4.8521724730017895e-12\n",
      "[0.99999889 0.99999766]                              2.9853123040306823e-12\n",
      "[1.00000033 1.00000063]                              1.629478928580937e-13\n",
      "===============================================================================\n",
      "Best Vector: [1.00000006 1.00000011]----------------Score: 4.6678223624069075e-15\n",
      "===============================================================================\n",
      "******************************* Generation 95 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000038 1.00000069]                              6.369493267034743e-13\n",
      "[1.00000041 1.00000075]                              6.961520271731886e-13\n",
      "[1.00000071 1.00000141]                              4.986730606721856e-13\n",
      "[1.00000146 1.00000293]                              2.141629527613314e-12\n",
      "[0.99999965 0.9999993 ]                              1.2883697426610115e-13\n",
      "[1.00000006 1.00000024]                              1.1323613620321742e-12\n",
      "[1.00000221 1.0000044 ]                              4.922478823053123e-12\n",
      "[0.99999895 0.99999795]                              1.3660785212864535e-12\n",
      "[1.00000147 1.00000297]                              2.2196688492230174e-12\n",
      "[0.99999904 0.99999807]                              9.30824350420117e-13\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[1.0000017  1.00000341]                              2.8941673400602505e-12\n",
      "[0.99999978 0.99999956]                              5.1888473239208675e-14\n",
      "[1.00000109 1.00000217]                              1.1913297258818832e-12\n",
      "[1.00000006 1.00000011]                              4.6678223624069075e-15\n",
      "[1.00000029 1.00000065]                              5.579686792980538e-13\n",
      "[0.99999943 0.99999881]                              5.760375850184669e-13\n",
      "[0.99999969 0.9999995 ]                              1.4741547561914887e-12\n",
      "[0.99999889 0.99999766]                              2.9853123040306823e-12\n",
      "[1.00000033 1.00000063]                              1.629478928580937e-13\n",
      "===============================================================================\n",
      "Best Vector: [1.00000006 1.00000011]----------------Score: 4.6678223624069075e-15\n",
      "===============================================================================\n",
      "******************************* Generation 96 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000038 1.00000069]                              6.369493267034743e-13\n",
      "[1.00000041 1.00000075]                              6.961520271731886e-13\n",
      "[1.00000071 1.00000141]                              4.986730606721856e-13\n",
      "[0.99999888 0.99999773]                              1.3119878857086884e-12\n",
      "[0.99999965 0.9999993 ]                              1.2883697426610115e-13\n",
      "[1.00000006 1.00000024]                              1.1323613620321742e-12\n",
      "[0.9999995 0.9999991]                              1.3172180262510842e-12\n",
      "[0.99999895 0.99999795]                              1.3660785212864535e-12\n",
      "[1.00000019 1.00000041]                              1.0399767330056814e-13\n",
      "[0.99999904 0.99999807]                              9.30824350420117e-13\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[1.0000017  1.00000341]                              2.8941673400602505e-12\n",
      "[0.99999978 0.99999956]                              5.1888473239208675e-14\n",
      "[1.00000109 1.00000217]                              1.1913297258818832e-12\n",
      "[1.00000006 1.00000011]                              4.6678223624069075e-15\n",
      "[1.00000029 1.00000065]                              5.579686792980538e-13\n",
      "[0.99999943 0.99999881]                              5.760375850184669e-13\n",
      "[1.00000023 1.00000052]                              4.3681938347993474e-13\n",
      "[0.99999889 0.99999766]                              2.9853123040306823e-12\n",
      "[1.00000033 1.00000063]                              1.629478928580937e-13\n",
      "===============================================================================\n",
      "Best Vector: [1.00000006 1.00000011]----------------Score: 4.6678223624069075e-15\n",
      "===============================================================================\n",
      "******************************* Generation 97 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000038 1.00000069]                              6.369493267034743e-13\n",
      "[1.         0.99999992]                              6.141678213471948e-13\n",
      "[1.00000071 1.00000141]                              4.986730606721856e-13\n",
      "[0.99999917 0.99999829]                              8.792880821421029e-13\n",
      "[0.99999965 0.9999993 ]                              1.2883697426610115e-13\n",
      "[1.00000035 1.0000007 ]                              1.276002536382577e-13\n",
      "[1.00000031 1.00000064]                              1.222782192012804e-13\n",
      "[0.99999895 0.99999795]                              1.3660785212864535e-12\n",
      "[1.00000019 1.00000041]                              1.0399767330056814e-13\n",
      "[1.00000006 1.00000011]                              1.3678625665844154e-14\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[1.0000017  1.00000341]                              2.8941673400602505e-12\n",
      "[0.99999978 0.99999956]                              5.1888473239208675e-14\n",
      "[1.00000019 1.00000037]                              5.587161435564594e-14\n",
      "[1.00000006 1.00000011]                              4.6678223624069075e-15\n",
      "[1.00000012 1.00000019]                              2.1228029451041814e-13\n",
      "[1.00000032 1.00000062]                              1.6186496637973589e-13\n",
      "[1.00000023 1.00000052]                              4.3681938347993474e-13\n",
      "[0.99999889 0.99999766]                              2.9853123040306823e-12\n",
      "[1.00000033 1.00000063]                              1.629478928580937e-13\n",
      "===============================================================================\n",
      "Best Vector: [1.00000006 1.00000011]----------------Score: 4.6678223624069075e-15\n",
      "===============================================================================\n",
      "******************************* Generation 98 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[1.00000038 1.00000069]                              6.369493267034743e-13\n",
      "[1.0000004  1.00000078]                              1.639951354454776e-13\n",
      "[1.00000033 1.00000064]                              1.798758025078967e-13\n",
      "[1.00000025 1.00000052]                              1.0704829669010414e-13\n",
      "[0.99999965 0.9999993 ]                              1.2883697426610115e-13\n",
      "[1.0000002  1.00000042]                              1.0138176075616021e-13\n",
      "[1.00000031 1.00000064]                              1.222782192012804e-13\n",
      "[0.99999895 0.99999795]                              1.3660785212864535e-12\n",
      "[1.00000019 1.00000041]                              1.0399767330056814e-13\n",
      "[1.00000006 1.00000011]                              1.3678625665844154e-14\n",
      "[0.99999963 0.99999921]                              3.5173051937186605e-13\n",
      "[1.0000017  1.00000341]                              2.8941673400602505e-12\n",
      "[0.99999978 0.99999956]                              5.1888473239208675e-14\n",
      "[1.00000019 1.00000037]                              5.587161435564594e-14\n",
      "[1.00000006 1.00000011]                              4.6678223624069075e-15\n",
      "[1.00000012 1.00000019]                              2.1228029451041814e-13\n",
      "[1.00000032 1.00000062]                              1.6186496637973589e-13\n",
      "[1.00000036 1.00000074]                              1.50994756272017e-13\n",
      "[1.00000159 1.00000318]                              2.5459481270131494e-12\n",
      "[1.00000033 1.00000063]                              1.629478928580937e-13\n",
      "===============================================================================\n",
      "Best Vector: [1.00000006 1.00000011]----------------Score: 4.6678223624069075e-15\n",
      "===============================================================================\n",
      "******************************* Generation 99 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99999951 0.99999904]                              2.721223887981131e-13\n",
      "[1.0000004  1.00000078]                              1.639951354454776e-13\n",
      "[1.00000033 1.00000064]                              1.798758025078967e-13\n",
      "[1.00000025 1.00000052]                              1.0704829669010414e-13\n",
      "[0.99999965 0.9999993 ]                              1.2883697426610115e-13\n",
      "[1.0000002  1.00000042]                              1.0138176075616021e-13\n",
      "[0.9999997  0.99999943]                              1.1938258305482027e-13\n",
      "[0.99999971 0.99999945]                              1.751098158028119e-13\n",
      "[1.00000019 1.00000041]                              1.0399767330056814e-13\n",
      "[1.00000006 1.00000011]                              1.3678625665844154e-14\n",
      "[1.00000047 1.0000009 ]                              3.500109906062043e-13\n",
      "[0.99999971 0.99999943]                              1.158363726652828e-13\n",
      "[0.99999978 0.99999956]                              5.1888473239208675e-14\n",
      "[1.00000019 1.00000037]                              5.587161435564594e-14\n",
      "[1.00000006 1.00000011]                              4.6678223624069075e-15\n",
      "[1.00000038 1.00000076]                              1.4875397419226883e-13\n",
      "[1.00000032 1.00000062]                              1.6186496637973589e-13\n",
      "[1.00000036 1.00000074]                              1.50994756272017e-13\n",
      "[0.99999944 0.99999887]                              3.180065312208407e-13\n",
      "[1.00000033 1.00000063]                              1.629478928580937e-13\n",
      "===============================================================================\n",
      "Best Vector: [1.00000006 1.00000011]----------------Score: 4.6678223624069075e-15\n",
      "===============================================================================\n",
      "******************************* Generation 100 *******************************\n",
      "Population-------------------------------------------------------Scores\n",
      "[0.99999951 0.99999904]                              2.721223887981131e-13\n",
      "[1.0000004  1.00000078]                              1.639951354454776e-13\n",
      "[1.00000033 1.00000064]                              1.798758025078967e-13\n",
      "[0.99999974 0.9999995 ]                              9.370324201067872e-14\n",
      "[0.99999965 0.9999993 ]                              1.2883697426610115e-13\n",
      "[1.0000002  1.00000042]                              1.0138176075616021e-13\n",
      "[0.9999997  0.99999943]                              1.1938258305482027e-13\n",
      "[0.99999983 0.99999967]                              4.504265449934091e-14\n",
      "[0.99999973 0.99999945]                              7.51838869580525e-14\n",
      "[1.00000006 1.00000011]                              1.3678625665844154e-14\n",
      "[1.00000026 1.00000053]                              6.990575718078757e-14\n",
      "[0.99999971 0.99999943]                              1.158363726652828e-13\n",
      "[1.00000006 1.00000011]                              6.26692401166879e-15\n",
      "[1.00000019 1.00000037]                              5.587161435564594e-14\n",
      "[1.00000006 1.00000011]                              4.6678223624069075e-15\n",
      "[1.00000026 1.00000049]                              1.1556077941531892e-13\n",
      "[0.99999974 0.99999949]                              6.534105004895127e-14\n",
      "[1.00000036 1.00000074]                              1.50994756272017e-13\n",
      "[1.00000013 1.00000026]                              3.068745016879105e-14\n",
      "[0.99999973 0.99999945]                              7.511986246806804e-14\n",
      "===============================================================================\n",
      "Best Vector: [1.00000006 1.00000011]----------------Score: 4.6678223624069075e-15\n",
      "===============================================================================\n"
     ]
    }
   ],
   "source": [
    "differential_evolution(2, -30, 30, 20, 100)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "base"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}