NGA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pycosat\n",
    "import secrets\n",
    "import math\n",
    "import numpy as np\n",
    "import time\n",
    "import pandas as pd\n",
    "import scipy.stats as st\n",
    "from sklearn.neural_network import MLPRegressor\n",
    "NUM_FEATURES = 124\n",
    "NUM_SOLUTIONS = 100\n",
    "NUM_MUTATED = 100\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gen_scores(value):\n",
    "    scores = []\n",
    "    for i in range(NUM_FEATURES):\n",
    "        scores.append(np.random.randint(0,value+1))\n",
    "    total = np.sum(scores)\n",
    "    final_scores = []\n",
    "    for score in scores:\n",
    "        final_scores.append(score/total)\n",
    "    return final_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def boolean_to_CNF(solution):\n",
    "    cnf = []\n",
    "    for i, val in enumerate(solution):\n",
    "        if val == 1:\n",
    "            cnf.append(i+1)\n",
    "        else:\n",
    "            cnf.append(-1*(i+1))\n",
    "    return cnf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def validate_CNF(cnf, individual):\n",
    "    for clause in cnf:\n",
    "        valid = False\n",
    "        for val in clause:\n",
    "            if individual[abs(val)-1] == val:\n",
    "                valid = True\n",
    "        if not valid:\n",
    "            return False\n",
    "    return True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mutate(population, scores, p=.01):\n",
    "    items = [p.item for p in population]\n",
    "    size = len(population)\n",
    "    wanted_size = NUM_MUTATED\n",
    "    idx = np.argsort(scores)[:wanted_size]\n",
    "    ret_pop = []\n",
    "    for i in idx:\n",
    "        ret_pop.append(items[i])\n",
    "    mutated = list(map(lambda s: [1 - x if np.random.rand() <= p else x for x in s  ], ret_pop))\n",
    "    mutated_items = [Item(sol) for sol in mutated]\n",
    "    return mutated_items"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sort(population, scores):\n",
    "    return population, scores\n",
    "    idx = np.argsort(scores)\n",
    "    print(idx)\n",
    "    ret_pop, ret_scores = [],[]\n",
    "    for i in idx:\n",
    "        ret_pop.append(population[i])\n",
    "        ret_scores.append(scores[i])\n",
    "    return ret_pop, ret_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def oracle(item, human):\n",
    "    return int(np.sum(np.multiply(item, human)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Item:\n",
    "    max_features = -math.inf\n",
    "    min_features = math.inf\n",
    "    max_totalcost = -math.inf\n",
    "    min_totalcost = math.inf\n",
    "    max_known = -math.inf\n",
    "    min_known = math.inf\n",
    "    max_featuresused = -math.inf\n",
    "    min_featuresused = math.inf\n",
    "    costs = [secrets.randbelow(10) for _ in range(NUM_FEATURES)]\n",
    "    defective = [bool(secrets.randbelow(2)) for _ in range(NUM_FEATURES)]\n",
    "    used = [bool(secrets.randbelow(2)) for _ in range(NUM_FEATURES)]\n",
    "\n",
    "    def __init__(self, item):\n",
    "        self.r = -1\n",
    "        self.d = -1\n",
    "        self.theta = -1\n",
    "        self.item = item\n",
    "        self.score = 0\n",
    "        self.features = sum(item)\n",
    "        self.selectedpoints = 0\n",
    "        self.totalcost = sum(np.multiply(item, self.costs))\n",
    "        self.knowndefects = sum(np.multiply(item, self.defective))\n",
    "        self.featuresused = sum(np.multiply(item, self.used))\n",
    "        \n",
    "    def better(self, other):\n",
    "        east_cols = [self.totalcost, self.knowndefects, self.featuresused,\n",
    "                     self.selectedpoints/100]\n",
    "        west_cols = [other.totalcost, other.knowndefects, other.featuresused,\n",
    "                     other.selectedpoints/100]\n",
    "        s1, s2, n = 0, 0, len(east_cols)\n",
    "        i = 0\n",
    "        for e_col, b_col in zip(east_cols, west_cols):\n",
    "            a = e_col\n",
    "            b = b_col\n",
    "            if i >= n-2:\n",
    "                s1 -= math.e**(1 * (a - b) / n)\n",
    "                s2 -= math.e**(1 * (b - a) / n)\n",
    "            else:\n",
    "                s1 -= math.e**(-1 * (a - b) / n)\n",
    "                s2 -= math.e**(-1 * (b - a) / n)\n",
    "            i += 1\n",
    "        # To simulate a 1 second or more eval function add line below\n",
    "        # time.sleep(1)\n",
    "        return s1 / n < s2 / n\n",
    "\n",
    "    def __lt__(self, other):\n",
    "        return self.better(other)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ga_method(initial_population,  generations):\n",
    "    cur_population = initial_population\n",
    "    best_score = 1e7\n",
    "    produced_items = []\n",
    "    best_item = None\n",
    "    cur_i = 0\n",
    "    model = None\n",
    "    cur_generation = 0\n",
    "    print('----------generation', cur_generation, 'with population', len(cur_population), '---------------')\n",
    "\n",
    "    while cur_generation < generations -1:\n",
    "        if cur_i == len(cur_population) -1:\n",
    "            cur_generation += 1\n",
    "            cur_population += mutate(produced_items, [item.score for item in produced_items])\n",
    "            print('----------generation', cur_generation, 'with population', len(cur_population), '---------------')\n",
    "            cur_i+=1\n",
    "\n",
    "        else:\n",
    "            produced_items.append(cur_population[cur_i])\n",
    "            cur_i+=1\n",
    "       \n",
    "    for item in produced_items:\n",
    "        score = oracle(item.item, human)\n",
    "        item.selectedpoints = score\n",
    "    produced_items.sort()\n",
    "    best_item = produced_items[0]\n",
    "    for index, item in enumerate(produced_items):\n",
    "            item.score = index/float(len(produced_items))\n",
    "    best_score = best_item.score\n",
    "    fits = [item.score for item in produced_items]\n",
    "    return best_item, best_score, produced_items, fits\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.6005859375 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 255\n",
      "Not Valid: 9545\n",
      "%Valid: 0.026020408163265306\n",
      "Percentile of best valid solution = 0.39215686274509803\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.575294017791748 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 272\n",
      "Not Valid: 9528\n",
      "%Valid: 0.027755102040816326\n",
      "Percentile of best valid solution = 0.36764705882352944\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.5688471794128418 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 250\n",
      "Not Valid: 9550\n",
      "%Valid: 0.025510204081632654\n",
      "Percentile of best valid solution = 0.4\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.5946431159973145 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 230\n",
      "Not Valid: 9570\n",
      "%Valid: 0.02346938775510204\n",
      "Percentile of best valid solution = 0.43478260869565216\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.5807511806488037 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 291\n",
      "Not Valid: 9509\n",
      "%Valid: 0.029693877551020407\n",
      "Percentile of best valid solution = 0.3436426116838488\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.5852115154266357 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 262\n",
      "Not Valid: 9538\n",
      "%Valid: 0.026734693877551022\n",
      "Percentile of best valid solution = 0.3816793893129771\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.6243977546691895 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 260\n",
      "Not Valid: 9540\n",
      "%Valid: 0.026530612244897958\n",
      "Percentile of best valid solution = 0.38461538461538464\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.5906727313995361 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 227\n",
      "Not Valid: 9573\n",
      "%Valid: 0.02316326530612245\n",
      "Percentile of best valid solution = 0.44052863436123346\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.6412668228149414 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 245\n",
      "Not Valid: 9555\n",
      "%Valid: 0.025\n",
      "Percentile of best valid solution = 0.40816326530612246\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.5986123085021973 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 254\n",
      "Not Valid: 9546\n",
      "%Valid: 0.025918367346938774\n",
      "Percentile of best valid solution = 0.3937007874015748\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.6526670455932617 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 239\n",
      "Not Valid: 9561\n",
      "%Valid: 0.024387755102040817\n",
      "Percentile of best valid solution = 0.41841004184100417\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.561905860900879 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 260\n",
      "Not Valid: 9540\n",
      "%Valid: 0.026530612244897958\n",
      "Percentile of best valid solution = 0.38461538461538464\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.6447384357452393 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 231\n",
      "Not Valid: 9569\n",
      "%Valid: 0.023571428571428573\n",
      "Percentile of best valid solution = 0.4329004329004329\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "it took 1.591163158416748 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 259\n",
      "Not Valid: 9541\n",
      "%Valid: 0.02642857142857143\n",
      "Percentile of best valid solution = 0.3861003861003861\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.583726406097412 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 265\n",
      "Not Valid: 9535\n",
      "%Valid: 0.027040816326530614\n",
      "Percentile of best valid solution = 0.37735849056603776\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.6070435047149658 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 253\n",
      "Not Valid: 9547\n",
      "%Valid: 0.025816326530612246\n",
      "Percentile of best valid solution = 0.3952569169960474\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.5604164600372314 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 241\n",
      "Not Valid: 9559\n",
      "%Valid: 0.024591836734693878\n",
      "Percentile of best valid solution = 0.4149377593360996\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.555454969406128 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 255\n",
      "Not Valid: 9545\n",
      "%Valid: 0.026020408163265306\n",
      "Percentile of best valid solution = 0.39215686274509803\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n",
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.5732710361480713 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 240\n",
      "Not Valid: 9560\n",
      "%Valid: 0.024489795918367346\n",
      "Percentile of best valid solution = 0.4166666666666667\n",
      "100\n",
      "----------generation 0 with population 100 ---------------\n",
      "----------generation 1 with population 199 ---------------\n",
      "----------generation 2 with population 299 ---------------\n",
      "----------generation 3 with population 399 ---------------\n",
      "----------generation 4 with population 499 ---------------\n",
      "----------generation 5 with population 599 ---------------\n",
      "----------generation 6 with population 699 ---------------\n",
      "----------generation 7 with population 799 ---------------\n",
      "----------generation 8 with population 899 ---------------\n",
      "----------generation 9 with population 999 ---------------\n",
      "----------generation 10 with population 1099 ---------------\n",
      "----------generation 11 with population 1199 ---------------\n",
      "----------generation 12 with population 1299 ---------------\n",
      "----------generation 13 with population 1399 ---------------\n",
      "----------generation 14 with population 1499 ---------------\n",
      "----------generation 15 with population 1599 ---------------\n",
      "----------generation 16 with population 1699 ---------------\n",
      "----------generation 17 with population 1799 ---------------\n",
      "----------generation 18 with population 1899 ---------------\n",
      "----------generation 19 with population 1999 ---------------\n",
      "----------generation 20 with population 2099 ---------------\n",
      "----------generation 21 with population 2199 ---------------\n",
      "----------generation 22 with population 2299 ---------------\n",
      "----------generation 23 with population 2399 ---------------\n",
      "----------generation 24 with population 2499 ---------------\n",
      "----------generation 25 with population 2599 ---------------\n",
      "----------generation 26 with population 2699 ---------------\n",
      "----------generation 27 with population 2799 ---------------\n",
      "----------generation 28 with population 2899 ---------------\n",
      "----------generation 29 with population 2999 ---------------\n",
      "----------generation 30 with population 3099 ---------------\n",
      "----------generation 31 with population 3199 ---------------\n",
      "----------generation 32 with population 3299 ---------------\n",
      "----------generation 33 with population 3399 ---------------\n",
      "----------generation 34 with population 3499 ---------------\n",
      "----------generation 35 with population 3599 ---------------\n",
      "----------generation 36 with population 3699 ---------------\n",
      "----------generation 37 with population 3799 ---------------\n",
      "----------generation 38 with population 3899 ---------------\n",
      "----------generation 39 with population 3999 ---------------\n",
      "----------generation 40 with population 4099 ---------------\n",
      "----------generation 41 with population 4199 ---------------\n",
      "----------generation 42 with population 4299 ---------------\n",
      "----------generation 43 with population 4399 ---------------\n",
      "----------generation 44 with population 4499 ---------------\n",
      "----------generation 45 with population 4599 ---------------\n",
      "----------generation 46 with population 4699 ---------------\n",
      "----------generation 47 with population 4799 ---------------\n",
      "----------generation 48 with population 4899 ---------------\n",
      "----------generation 49 with population 4999 ---------------\n",
      "----------generation 50 with population 5099 ---------------\n",
      "----------generation 51 with population 5199 ---------------\n",
      "----------generation 52 with population 5299 ---------------\n",
      "----------generation 53 with population 5399 ---------------\n",
      "----------generation 54 with population 5499 ---------------\n",
      "----------generation 55 with population 5599 ---------------\n",
      "----------generation 56 with population 5699 ---------------\n",
      "----------generation 57 with population 5799 ---------------\n",
      "----------generation 58 with population 5899 ---------------\n",
      "----------generation 59 with population 5999 ---------------\n",
      "----------generation 60 with population 6099 ---------------\n",
      "----------generation 61 with population 6199 ---------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------generation 62 with population 6299 ---------------\n",
      "----------generation 63 with population 6399 ---------------\n",
      "----------generation 64 with population 6499 ---------------\n",
      "----------generation 65 with population 6599 ---------------\n",
      "----------generation 66 with population 6699 ---------------\n",
      "----------generation 67 with population 6799 ---------------\n",
      "----------generation 68 with population 6899 ---------------\n",
      "----------generation 69 with population 6999 ---------------\n",
      "----------generation 70 with population 7099 ---------------\n",
      "----------generation 71 with population 7199 ---------------\n",
      "----------generation 72 with population 7299 ---------------\n",
      "----------generation 73 with population 7399 ---------------\n",
      "----------generation 74 with population 7499 ---------------\n",
      "----------generation 75 with population 7599 ---------------\n",
      "----------generation 76 with population 7699 ---------------\n",
      "----------generation 77 with population 7799 ---------------\n",
      "----------generation 78 with population 7899 ---------------\n",
      "----------generation 79 with population 7999 ---------------\n",
      "----------generation 80 with population 8099 ---------------\n",
      "----------generation 81 with population 8199 ---------------\n",
      "----------generation 82 with population 8299 ---------------\n",
      "----------generation 83 with population 8399 ---------------\n",
      "----------generation 84 with population 8499 ---------------\n",
      "----------generation 85 with population 8599 ---------------\n",
      "----------generation 86 with population 8699 ---------------\n",
      "----------generation 87 with population 8799 ---------------\n",
      "----------generation 88 with population 8899 ---------------\n",
      "----------generation 89 with population 8999 ---------------\n",
      "----------generation 90 with population 9099 ---------------\n",
      "----------generation 91 with population 9199 ---------------\n",
      "----------generation 92 with population 9299 ---------------\n",
      "----------generation 93 with population 9399 ---------------\n",
      "----------generation 94 with population 9499 ---------------\n",
      "----------generation 95 with population 9599 ---------------\n",
      "----------generation 96 with population 9699 ---------------\n",
      "----------generation 97 with population 9799 ---------------\n",
      "----------generation 98 with population 9899 ---------------\n",
      "----------generation 99 with population 9999 ---------------\n",
      "it took 1.5966219902038574 seconds\n",
      "Percentile of all solutions = 0.01020408163265306\n",
      "Valid: 229\n",
      "Not Valid: 9571\n",
      "%Valid: 0.02336734693877551\n",
      "Percentile of best valid solution = 0.4366812227074236\n"
     ]
    }
   ],
   "source": [
    "a, c, d, u, s, cv, dv, uv, sv,v, t = [], [], [], [], [], [], [], [], [], [], []\n",
    "for i in range(20):\n",
    "    human = gen_scores(100)\n",
    "    file = open(\"Scrum.dimacs\")\n",
    "    lines = file.readlines()\n",
    "    names = []\n",
    "    for line in lines[:NUM_FEATURES]:\n",
    "        names.append(line.split(' ')[2][:-1])\n",
    "    dimacs = lines[NUM_FEATURES+1:]\n",
    "    cnf = [[int(s)  for s in line.split(' ') if int(s) != 0] for line in dimacs]\n",
    "    \n",
    "    cnfsol = []\n",
    "    i = 0\n",
    "    for sol in pycosat.itersolve(cnf):\n",
    "        if i == NUM_SOLUTIONS:\n",
    "            break\n",
    "        i += 1\n",
    "        cnfsol.append(sol)\n",
    "    print(i)\n",
    "    solutions = [[1 if val > 0 else 0 for val in sol] for sol in cnfsol]\n",
    "    items = [Item(sol) for sol in solutions]\n",
    "    start_time = time.time()\n",
    "    best_item, score, produced_items, scores = ga_method(items, 100)\n",
    "    a.append(80)\n",
    "    total_time = time.time() - start_time\n",
    "    t.append(total_time)\n",
    "    print(\"it took\", total_time ,\"seconds\")\n",
    "    valid = 0\n",
    "    valid_items, valid_scores = [], []\n",
    "    for item, sc in zip(produced_items, scores):\n",
    "        sol = boolean_to_CNF(item.item)\n",
    "        if validate_CNF(cnf, sol):\n",
    "            valid+=1\n",
    "            valid_items.append(item)\n",
    "            valid_scores.append(sc)\n",
    "    fit = st.percentileofscore(scores, score)\n",
    "    c.append(best_item.totalcost)\n",
    "    d.append(best_item.knowndefects)\n",
    "    u.append(best_item.featuresused)\n",
    "    s.append(fit)\n",
    "    print(\"Percentile of all solutions =\", st.percentileofscore(scores, score))\n",
    "    print(\"Valid:\", valid)\n",
    "    print(\"Not Valid:\", len(produced_items)-valid)\n",
    "    print(\"%Valid:\", valid/len(produced_items))\n",
    "    v.append(valid/len(produced_items))\n",
    "    sorted_i, sorted_scores = sort(valid_items, valid_scores)\n",
    "    fitv = st.percentileofscore(sorted_scores, sorted_scores[0])\n",
    "    cv.append(sorted_i[0].totalcost)\n",
    "    dv.append(sorted_i[0].knowndefects)\n",
    "    uv.append(sorted_i[0].featuresused)\n",
    "    sv.append(fitv)\n",
    "    print(\"Percentile of best valid solution =\", st.percentileofscore(sorted_scores, sorted_scores[0]))\n",
    "    \n",
    "df = pd.DataFrame(\n",
    "    {\n",
    "        'Cost': c,\n",
    "        'Known Defects': d,\n",
    "        'Features Used': u,\n",
    "        'Score': s,\n",
    "        'Valid %':v,\n",
    "        'Valid Cost': cv,\n",
    "        'Valid Known Defects': dv,\n",
    "        'Valid Features Used': uv,\n",
    "        'Valid Score': sv,\n",
    "        'Time': t\n",
    "     }).T\n",
    "df.to_csv('src/sneak/Scores/NGA.csv')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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