An_improved_learnable_evolution_model_for_solving_multi_objective_vehicle_routing_problem_with_stochastic_demand.ipynb

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  "metadata": {
    "colab": {
      "provenance": [],
      "collapsed_sections": [
        "tpjiLQw80_c0",
        "CDqnEa6ZiYal",
        "6Bt9HafAbLKp",
        "uWAR6DhWbNF6"
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      "mount_file_id": "13QyCDeQ7rusVCh5yrRb-iHAUx8iB5rSP",
      "authorship_tag": "ABX9TyMoJX2tLb1Jw881kVxeZYeD"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "This an implementation of the paper proposed by Niu et al. in 2021, entitled \"*An improved learnable evolution model for solving multi-objective vehicle routing problem with stochastic demand*\".\n",
        "\n",
        "Briefly speaking, the paper uses evolution algorithm along with decision tree classifier to solve the vehicle routing problem in which the clients have stochastic demands. Moreover, several objectives have been considered in this algorithm including the distance, total time spent, and the number of sub-routes which is also referred to as the number of vehicles.\n",
        "\n",
        "The implemented algorithm is then tested on Solomon dataset and the results are reported."
      ],
      "metadata": {
        "id": "JIvcdECuVIgm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7o9nOpcjjFzZ",
        "outputId": "c0bc8c8f-b882-46e4-93c8-4390cc14affb"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import re\n",
        "from scipy.stats import pareto"
      ],
      "metadata": {
        "id": "6HQM-HNAP670"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# IMOLEM"
      ],
      "metadata": {
        "id": "2T1NF9EtOkAW"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The dataset, number of specified problem instance and the number of clients on which the problem is being run can be selected as int the following cell."
      ],
      "metadata": {
        "id": "SkP-TFYxWZI_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset_num = 7\n",
        "dataset = \"C\"\n",
        "client_number = 25"
      ],
      "metadata": {
        "id": "gGU-g_czzRJd"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Data Preparation"
      ],
      "metadata": {
        "id": "PwMNMJD7MnpE"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The path should be modified according to the file path."
      ],
      "metadata": {
        "id": "MvY0iUZ_g6M3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "if dataset_num <=9:\n",
        "  if dataset == \"RC\":\n",
        "    data_path = \"/Datasets/Solomon/RC1/rc10\"+str(dataset_num)+\".txt\"\n",
        "  elif dataset == \"C\":\n",
        "    data_path = \"/Datasets/Solomon/C1/c10\"+str(dataset_num)+\".txt\"\n",
        "  elif dataset == \"R\":\n",
        "    data_path = \"/Datasets/Solomon/R1/r10\"+str(dataset_num)+\".txt\"\n",
        "else:\n",
        "    data_path = \"/Datasets/Solomon/R1/r1\"+str(dataset_num)+\".txt\"\n",
        "\n",
        "data_dataframe = pd.read_csv(data_path, delim_whitespace=True)"
      ],
      "metadata": {
        "id": "vghkDXDSrSQU"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "coordinates = dict()\n",
        "time_windows = dict()\n",
        "demands = dict()\n",
        "service_times = dict()\n",
        "\n",
        "coordinates[0] = [data_dataframe[\"XCOORD.\"][0], list(data_dataframe[\"YCOORD.\"])[0]]\n",
        "time_windows[0] = [data_dataframe[\"READY_TIME\"][0], list(data_dataframe[\"DUE_DATE\"])[0]]\n",
        "demands[0] = list(data_dataframe[\"DEMAND\"])[0]\n",
        "service_times[0] = list(data_dataframe[\"SERVICE_TIME\"])[0]\n",
        "\n",
        "for item in list(dict(data_dataframe[\"XCOORD.\"]).keys())[1:client_number+1]:\n",
        "  coordinates[item] = [data_dataframe[\"XCOORD.\"][item], list(data_dataframe[\"YCOORD.\"])[item]]\n",
        "  time_windows[item] = [data_dataframe[\"READY_TIME\"][item], list(data_dataframe[\"DUE_DATE\"])[item]]\n",
        "  demands[item] = list(data_dataframe[\"DEMAND\"])[item]\n",
        "  service_times[item] = list(data_dataframe[\"SERVICE_TIME\"])[item]"
      ],
      "metadata": {
        "id": "aHS9jkBHQFKh"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(coordinates)\n",
        "print(time_windows)\n",
        "print(demands)\n",
        "print(service_times)"
      ],
      "metadata": {
        "id": "BRRQcodoykPH",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f53e8b19-0410-4120-9b82-ada399b1d206"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{0: [40.0, 50.0], 1: [45.0, 68.0], 2: [45.0, 70.0], 3: [42.0, 66.0], 4: [42.0, 68.0], 5: [42.0, 65.0], 6: [40.0, 69.0], 7: [40.0, 66.0], 8: [38.0, 68.0], 9: [38.0, 70.0], 10: [35.0, 66.0], 11: [35.0, 69.0], 12: [25.0, 85.0], 13: [22.0, 75.0], 14: [22.0, 85.0], 15: [20.0, 80.0], 16: [20.0, 85.0], 17: [18.0, 75.0], 18: [15.0, 75.0], 19: [15.0, 80.0], 20: [30.0, 50.0], 21: [30.0, 52.0], 22: [28.0, 52.0], 23: [28.0, 55.0], 24: [25.0, 50.0], 25: [25.0, 52.0]}\n",
            "{0: [0.0, 1236.0], 1: [850.0, 1030.0], 2: [758.0, 938.0], 3: [16.0, 196.0], 4: [665.0, 845.0], 5: [15.0, 195.0], 6: [572.0, 752.0], 7: [108.0, 288.0], 8: [200.0, 380.0], 9: [480.0, 660.0], 10: [294.0, 474.0], 11: [387.0, 567.0], 12: [597.0, 777.0], 13: [30.0, 210.0], 14: [504.0, 684.0], 15: [317.0, 497.0], 16: [412.0, 592.0], 17: [34.0, 214.0], 18: [127.0, 307.0], 19: [222.0, 402.0], 20: [10.0, 190.0], 21: [850.0, 1030.0], 22: [758.0, 938.0], 23: [665.0, 845.0], 24: [15.0, 195.0], 25: [107.0, 287.0]}\n",
            "{0: 0.0, 1: 10.0, 2: 30.0, 3: 10.0, 4: 10.0, 5: 10.0, 6: 20.0, 7: 20.0, 8: 20.0, 9: 10.0, 10: 10.0, 11: 10.0, 12: 20.0, 13: 30.0, 14: 10.0, 15: 40.0, 16: 40.0, 17: 20.0, 18: 20.0, 19: 10.0, 20: 10.0, 21: 20.0, 22: 20.0, 23: 10.0, 24: 10.0, 25: 40.0}\n",
            "{0: 0.0, 1: 90.0, 2: 90.0, 3: 90.0, 4: 90.0, 5: 90.0, 6: 90.0, 7: 90.0, 8: 90.0, 9: 90.0, 10: 90.0, 11: 90.0, 12: 90.0, 13: 90.0, 14: 90.0, 15: 90.0, 16: 90.0, 17: 90.0, 18: 90.0, 19: 90.0, 20: 90.0, 21: 90.0, 22: 90.0, 23: 90.0, 24: 90.0, 25: 90.0}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Functions"
      ],
      "metadata": {
        "id": "tpjiLQw80_c0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from scipy.spatial import distance\n",
        "from sklearn import tree\n",
        "import numpy as np\n",
        "import random"
      ],
      "metadata": {
        "id": "xS7w9v08JvVj"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def pareto_frontier_multi(myArray):\n",
        "    # Sort on first dimension\n",
        "    myArray = myArray[myArray[:,0].argsort()]\n",
        "    # Add first row to pareto_frontier\n",
        "    pareto_frontier = myArray[0:1,:]\n",
        "    # Test next row against the last row in pareto_frontier\n",
        "    for row in myArray[1:,:]:\n",
        "        if sum([row[x] >= pareto_frontier[-1][x]\n",
        "                for x in range(len(row))]) == len(row):\n",
        "            # If it is better on all features add the row to pareto_frontier\n",
        "            pareto_frontier = np.concatenate((pareto_frontier, [row]))\n",
        "    return pareto_frontier"
      ],
      "metadata": {
        "id": "6AbItt8-hxQJ"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def compute_distances(clients):\n",
        "    ## Computes the total distance matrix between each pair of clients\n",
        "    distances = []\n",
        "    for from_client in clients:\n",
        "        row = []\n",
        "        for to_client in clients:\n",
        "          row.append(distance.euclidean(from_client, to_client))\n",
        "        distances.append(row)\n",
        "    return np.array(distances)\n",
        "\n",
        "def sub_routes_to_chromosome(routes):\n",
        "  ## Converts a route including several sub-routes into a chromosone\n",
        "  individual = []\n",
        "  for item in routes:\n",
        "    for i in item:\n",
        "      individual.append(i)\n",
        "  return individual\n",
        "\n",
        "def subroute_distance(sequence, distances):\n",
        "    ## Calculates the total distance within a sub-route, given the sequence and the distance matrix\n",
        "    dist = 0\n",
        "    key = 1\n",
        "    seq_dict = dict()\n",
        "    seq_dict[0] = 0\n",
        "    for s in sequence:\n",
        "      seq_dict[key] = s\n",
        "      key +=1\n",
        "    sorted_route = dict(sorted(seq_dict.items(), key=lambda x:x[1], reverse=True))\n",
        "    # print(seq_dict)\n",
        "    # print(sorted_route)\n",
        "    Keys = list(sorted_route.keys())\n",
        "    Values = list(sorted_route.values())\n",
        "\n",
        "    # print(\"Keys => \",Keys)\n",
        "    # print(\"Values => \",Values)\n",
        "\n",
        "    rt = [0]+sequence+[0]\n",
        "    for item in range(len(rt)-1):\n",
        "      # print(rt[item], rt[item+1], Values.index(rt[item]), Values.index(rt[item+1]))\n",
        "      key1 = Keys[Values.index(rt[item])]\n",
        "      key2 = Keys[Values.index(rt[item+1])]\n",
        "      # print(\"Keys => \", key1, key2)\n",
        "      dist += distances[(key1, key2)]\n",
        "      # print(rt[item], rt[item+1], \"Keys => \", key1, key2, dist)\n",
        "\n",
        "    return dist\n",
        "\n",
        "def route_distance(sequence, distances):\n",
        "    ## Calculates the total distance of a route comprised of several sub-routes\n",
        "    dist = 0\n",
        "    routes = []\n",
        "    key = 1\n",
        "    seq_dict = dict()\n",
        "    seq_dict[0] = 0\n",
        "    for s in sequence:\n",
        "      seq_dict[key] = s\n",
        "      key +=1\n",
        "    sorted_route = dict(sorted(seq_dict.items(), key=lambda x:x[1], reverse=True))\n",
        "    # print(seq_dict)\n",
        "    # print(sorted_route)\n",
        "    Keys = list(sorted_route.keys())\n",
        "    Values = list(sorted_route.values())\n",
        "\n",
        "    # print(\"Keys => \",Keys)\n",
        "    # print(\"Values => \",Values)\n",
        "\n",
        "    i1 = 0\n",
        "    for i in range(len(Keys)-1):\n",
        "      if np.abs(Values[i+1]-Values[i])>1:\n",
        "        # print(\"Found one sub-route\", i, Values[i1:i+1])\n",
        "        r = Values[i1:i+1]\n",
        "        routes.append(r)\n",
        "        i1 = i+1\n",
        "\n",
        "    # print(routes)\n",
        "\n",
        "    for rt in routes:\n",
        "      rt = [0]+rt+[0]\n",
        "      for item in range(len(rt)-1):\n",
        "        # print(rt[item], rt[item+1], Values.index(rt[item]), Values.index(rt[item+1]))\n",
        "        key1 = Keys[Values.index(rt[item])]\n",
        "        key2 = Keys[Values.index(rt[item+1])]\n",
        "        dist += distances[key1, key2]\n",
        "        # print(rt[item], rt[item+1], \"Keys => \", key1, key2, dist)\n",
        "\n",
        "    return dist\n",
        "\n",
        "def sub_route_identifier(sequence):\n",
        "    ## Identifies the sub-routes within a sequence and\n",
        "    ## Converts a sequence into a list of sub-routes\n",
        "    routes = []\n",
        "    key = 1\n",
        "    seq_dict = dict()\n",
        "    for s in sequence:\n",
        "      seq_dict[key] = s\n",
        "      key +=1\n",
        "\n",
        "    Keys = list(seq_dict.keys())\n",
        "    Values = list(seq_dict.values())\n",
        "    i1 = 0\n",
        "    for i in range(len(Keys)-1):\n",
        "      if np.abs(Values[i+1]-Values[i])>1:\n",
        "        r = Values[i1:i+1]\n",
        "        routes.append(r)\n",
        "        i1 = i+1\n",
        "    routes.append(Values[i1:])\n",
        "    return routes\n",
        "\n",
        "def get_swap_dict(d):\n",
        "    ## Swapps the value-key association of given dictionary\n",
        "    return {v: k for k, v in d.items()}"
      ],
      "metadata": {
        "id": "oaL9oCdhLO5c"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "distance_matrix = compute_distances(list(coordinates.values()))\n",
        "distance_matrix.shape"
      ],
      "metadata": {
        "id": "r3iW2_-rLyZJ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "af16c38a-1a65-436a-9d55-78f0a99d0b4b"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(26, 26)"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Classes"
      ],
      "metadata": {
        "id": "CDqnEa6ZiYal"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Chromosome"
      ],
      "metadata": {
        "id": "6Bt9HafAbLKp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "class chromosome_class():\n",
        "  def __init__(self, length, max_priority, initialize=False):\n",
        "    self.length = length\n",
        "    self.max_priority = max_priority\n",
        "    self.chromosome = []\n",
        "\n",
        "    if initialize:\n",
        "      self.initialize()\n",
        "\n",
        "  def initialize(self):\n",
        "    ## According to the random policy mentioned in the paper,\n",
        "    ## the priorities chromosomes will be initialized randomly.\n",
        "    ## The bubbles in a chromosome are randomly created using a rand variable.\n",
        "    max_prior = self.max_priority\n",
        "    for i in range(1,self.length+1):\n",
        "      rand_ = random.random()\n",
        "      if rand_ <0.4:\n",
        "        max_prior -= 1\n",
        "        self.chromosome.append(max_prior)\n",
        "      else:\n",
        "        self.chromosome.append(max_prior)\n",
        "      max_prior -= 1\n",
        "\n",
        "    ## Here, to randomize the sequence of clients within a route,\n",
        "    ## we randomly shuffle the sub-routes to create a random individual.\n",
        "    routes = sub_route_identifier(self.chromosome)\n",
        "    random.shuffle(routes)\n",
        "    self.chromosome = sub_routes_to_chromosome(routes)"
      ],
      "metadata": {
        "id": "EZ1T9QWC4Q7F"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Population"
      ],
      "metadata": {
        "id": "uWAR6DhWbNF6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from numpy.random import randint\n",
        "class population():\n",
        "  def __init__(self, generation, length, vehicle_range, demands, vehicle_capacity, time_windows, distances, initialize=False):\n",
        "    self.size = generation\n",
        "    self.length = length\n",
        "    self.vehicle_range = vehicle_range\n",
        "    self.client_demands = demands\n",
        "    self.vehicle_capacity = vehicle_capacity\n",
        "    self.client_time_windows = time_windows\n",
        "    self.client_number = len(self.client_demands)\n",
        "    self.N_r = self.client_number ## initially the number of sub-routes is considered the number of clients as we haven't created any chromosome\n",
        "    self.distances = distances\n",
        "\n",
        "    self.vehicle_number = randint(1,self.vehicle_range)\n",
        "    print(\"vehicle number => \",self.vehicle_number)\n",
        "    self.max_priority = self.client_number + self.N_r-1\n",
        "    print(\"max priority => \", self.max_priority)\n",
        "\n",
        "    self.population = []\n",
        "\n",
        "    if initialize:\n",
        "      self.initialize()\n",
        "\n",
        "  def demand_check(self, sequence): ## The total demands of the clients in a sub-route should not be greater than the vehicle-capacity\n",
        "    total_demand = 0\n",
        "    for i in range(len(sequence)):\n",
        "      total_demand += self.client_demands[i]\n",
        "    return total_demand <= self.vehicle_capacity\n",
        "\n",
        "  def initialize(self):\n",
        "    max_nv = self.vehicle_number\n",
        "    i = 0\n",
        "    while i <= self.size:\n",
        "      ch = chromosome_class(self.length, self.max_priority, initialize=True)\n",
        "      routes = sub_route_identifier(ch.chromosome)\n",
        "      demand_flag = True\n",
        "      for subroute in routes:\n",
        "        if not self.demand_check(subroute):\n",
        "          flag = False\n",
        "          break\n",
        "      time_flag = True\n",
        "      for subroute in routes: ## we assume the time is equal to the distance\n",
        "        dist = subroute_distance(subroute, self.distances)\n",
        "        if dist >= 0.8*self.client_time_windows[0][1]:\n",
        "          time_flag = False\n",
        "          break\n",
        "\n",
        "      if demand_flag and time_flag and len(routes)<= max_nv: ## the chromosome is accepted\n",
        "        if i == 0:\n",
        "          max_nv = len(routes)\n",
        "        self.population.append(ch.chromosome)\n",
        "        i += 1\n",
        "\n",
        "  def create(self, tree, n_generation): ## creating new generation of individuals according to the positive rules of the trained tree model\n",
        "    pop_H = []\n",
        "    self.n_generation = n_generation\n",
        "    print(\"H generated population => \",int(self.n_generation/2))\n",
        "    ## Half of the generation value should be constructed using the trained tree model\n",
        "    for i in range(int(self.n_generation/2)):\n",
        "      ch = chromosome_class(self.length, self.max_priority, initialize=True)\n",
        "      prd = tree.predict([ch.chromosome])[0]\n",
        "      rep = 0 ## rep prevents an unending loop\n",
        "      while prd==0 and rep<100000:\n",
        "        rep += 1\n",
        "        ch = chromosome_class(self.length, self.max_priority, initialize=True)\n",
        "        prd = tree.predict([ch.chromosome])[0]\n",
        "      pop_H.append(ch.chromosome)\n",
        "      print(i, prd, ch.chromosome)\n",
        "\n",
        "    ## The other hald of the generation should be created using random initialization\n",
        "    pop_Random = []\n",
        "    for i in range(int(self.n_generation/2), self.n_generation):\n",
        "      ch = chromosome_class(self.length, self.max_priority, initialize=True)\n",
        "      pop_Random.append(ch.chromosome)\n",
        "    return pop_H+pop_Random\n",
        "\n",
        "  def partial_swapping(self, individual):\n",
        "    routes = sub_route_identifier(individual)\n",
        "    # print(\"Routes before the partial swap => \", routes)\n",
        "    if len(routes)>=2:## Choose two subroutes to partial swap their randomly selected segments\n",
        "      index1 = random.randint(0, len(routes)-1)\n",
        "      index2 = random.randint(0, len(routes)-1)\n",
        "      while index1 == index2:\n",
        "        index2 = random.randint(0, len(routes)-1)\n",
        "\n",
        "      min_index = min(index1, index2)\n",
        "      max_index = max(index1, index2)\n",
        "      sub_routes = [routes[min_index], routes[max_index]]\n",
        "      # print(\"Sub routes =>\", sub_routes)\n",
        "\n",
        "      segments= []\n",
        "      for route in sub_routes:\n",
        "        if len(route)>=2:\n",
        "          idx1 = random.randint(0, len(route)-1)\n",
        "          idx2 = random.randint(0, len(route)-1)\n",
        "          while idx1 == idx2:\n",
        "            idx1 = random.randint(0, len(routes)-1)\n",
        "          min_index = min(idx1, idx2)\n",
        "          max_index = max(idx1, idx2)\n",
        "          segments.append([min_index, max_index, route[min_index: max_index]])\n",
        "        else:\n",
        "          segments.append([0, 1, route])\n",
        "\n",
        "      # print(\"Segments => \", segments)\n",
        "      value_0 = segments[0][2][:]\n",
        "      value_1 = segments[1][2][:]\n",
        "      # print(\"values => \", value_0, value_1)\n",
        "      sub_routes[0][segments[0][0]:segments[0][1]] = value_1\n",
        "      sub_routes[1][segments[1][0]:segments[1][1]] = value_0\n",
        "      # print(\"Swapped routes => \", sub_routes[0], sub_routes[1])\n",
        "\n",
        "      routes[index1] = sub_routes[0]\n",
        "      routes[index2] = sub_routes[1]\n",
        "      # print(\"Routes after partial swap = >\", routes)\n",
        "    else:\n",
        "        return individual\n",
        "    return sub_routes_to_chromosome(routes)\n",
        "\n",
        "  def priority_fix(self, routes):\n",
        "    # print(\"Inside Priority Fix => \", routes)\n",
        "\n",
        "    individual_dict = dict()\n",
        "    individual = []\n",
        "    for subroute in routes:\n",
        "      individual += subroute\n",
        "    individual_dict = dict(enumerate(individual))\n",
        "    index_dict = dict(enumerate(sorted(list(individual_dict.values()), reverse=True)))\n",
        "    index_dict = get_swap_dict(index_dict)\n",
        "    # print(\"individual_dict => \", individual_dict)\n",
        "    # print(\"index_dict => \", index_dict)\n",
        "\n",
        "    paths = []\n",
        "    for route in routes:\n",
        "      path = []\n",
        "      for i in route:\n",
        "        path.append(index_dict[i])\n",
        "      paths.append(path)\n",
        "    # print(paths)\n",
        "\n",
        "    max_pr = len(individual_dict.keys())+len(routes)-1\n",
        "    # print(len(individual_dict.keys()), len(routes), max_pr)\n",
        "    for path in paths:\n",
        "      d = dict(sorted(dict(enumerate(path)).items(), key=lambda x:x[1])).values()\n",
        "      d = dict(enumerate(d))\n",
        "      for key in d:\n",
        "        path[path.index(d[key])] = max_pr\n",
        "        max_pr -= 1\n",
        "      max_pr -= 1\n",
        "    # print(\"Fixed Routes => \", paths)\n",
        "    return paths\n",
        "\n",
        "  def merging_sub_routes(self, individual, distances):\n",
        "    routes = sub_route_identifier(individual)\n",
        "    # print(\"inside merging subroutes\", routes)\n",
        "    if len(routes)>=2:\n",
        "      subroute_dists = dict()\n",
        "      for route_index in range(len(routes)):\n",
        "        subroute_dists[route_index] = subroute_distance(routes[route_index], distances)\n",
        "      # print(subroute_dists)\n",
        "\n",
        "      sorted_dists = sorted(subroute_dists.items(), key=lambda x:x[1])\n",
        "      # print(sorted_dists)\n",
        "\n",
        "      min_index = min(sorted_dists[0][0], sorted_dists[1][0])\n",
        "      max_index = max(sorted_dists[0][0], sorted_dists[1][0])\n",
        "\n",
        "      merged_route = routes[min_index]+routes[max_index]\n",
        "      # print(\"merged route => \", merged_route)\n",
        "      routes[min_index] = merged_route\n",
        "      routes.remove(routes[max_index])\n",
        "      routes = self.priority_fix(routes)\n",
        "\n",
        "    return sub_routes_to_chromosome(routes)\n",
        "\n",
        "  def split_routes(self, individual, distances):\n",
        "    routes = sub_route_identifier(individual)\n",
        "    # print(\"inside splitting subroutes\", routes)\n",
        "\n",
        "    subroute_dists = dict()\n",
        "    for route_index in range(len(routes)):\n",
        "      subroute_dists[route_index] = subroute_distance(routes[route_index], distances)\n",
        "    # print(subroute_dists)\n",
        "\n",
        "    sorted_dists = sorted(subroute_dists.items(), key=lambda x:x[1], reverse=True)\n",
        "    # print(sorted_dists)\n",
        "    route_index = sorted_dists[0][0]\n",
        "    longest_route = routes[route_index]\n",
        "    # print(\"Longest sub-route =>\", longest_route)\n",
        "\n",
        "    rand_position = random.randint(1,len(longest_route)-1)\n",
        "    split_1 = longest_route[0:rand_position]\n",
        "    split_2 = longest_route[rand_position:]\n",
        "    routes.insert(route_index, split_1)\n",
        "    routes.insert(route_index+1, split_2)\n",
        "    routes.remove(longest_route)\n",
        "    routes = self.priority_fix(routes)\n",
        "    # print(\"Rand position and split sections => \", rand_position, split_1, split_2)\n",
        "    # print(\"routes after splitting the longest route => \", routes)\n",
        "    return sub_routes_to_chromosome(routes)\n",
        "\n",
        "  def random_suffle(self, individual):\n",
        "    routes = sub_route_identifier(individual)\n",
        "    # print(\"inside random shuffle\", routes)\n",
        "\n",
        "    rand_indx = random.randint(0, len(routes)-1)\n",
        "    random.shuffle(routes[rand_indx])\n",
        "    # print(\"After shuffling => \", rand_indx, routes)\n",
        "    return sub_routes_to_chromosome(routes)\n",
        "\n",
        "  def heuristic_operations(self, individual, distances, swap_rate, merge_rate, shuffle_rate):\n",
        "    swap_rand = random.random()\n",
        "    merge_rand = random.random()\n",
        "    shuffle_rand = random.random()\n",
        "\n",
        "    resulted_individual = individual\n",
        "\n",
        "    if swap_rand < swap_rate:\n",
        "      resulted_individual = self.partial_swapping(resulted_individual)\n",
        "      # print(\"Individual after partial swapping => \", resulted_individual)\n",
        "      # print(\"============= Partial Swapping Done ================\")\n",
        "    elif merge_rand < merge_rate:\n",
        "      resulted_individual = self.merging_sub_routes(resulted_individual, distances)\n",
        "      # print(\"Individual after merging => \", resulted_individual)\n",
        "      # print(\"============== Merging Done ===============\")\n",
        "    else:\n",
        "      resulted_individual = self.split_routes(resulted_individual, distances)\n",
        "      # print(\"Individual after Splitting => \", resulted_individual)\n",
        "      # print(\"============== Splitting the longest Done ====================\")\n",
        "\n",
        "    if shuffle_rand < shuffle_rate:\n",
        "      resulted_individual = self.random_suffle(resulted_individual)\n",
        "      # print(\"Individual after Shuffling => \", resulted_individual)\n",
        "      # print(\"============== Random Shuffling Done ====================\")\n",
        "\n",
        "    # print(resulted_individual)\n",
        "    return resulted_individual"
      ],
      "metadata": {
        "id": "xFqsVtXu6gJp"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def driver_renumeration(route, distances, service_time, B, m1, m2, Q_r):\n",
        "  distance = route_distance(route, distances)\n",
        "\n",
        "  total_service_time = 0\n",
        "  for r in range(len(route)):\n",
        "    total_service_time += service_time[r]\n",
        "  time_duration = distance+total_service_time\n",
        "\n",
        "  additional_time = 0\n",
        "  for item in Q_r:\n",
        "      additional_time += service_time[r]\n",
        "  total_service_time += additional_time\n",
        "  W = total_service_time\n",
        "\n",
        "  M = 0\n",
        "  if time_duration <= B:\n",
        "    M = (W/B)*time_duration*m1\n",
        "  else:\n",
        "    M = W*m1+((W/B)*time_duration-W)*m2\n",
        "\n",
        "  return M"
      ],
      "metadata": {
        "id": "5K7rrHGsIwKk"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import copy\n",
        "def RSM(individual, distances_matrix, client_demands, client_time_window, capacity, service_times, B, m1, m2):\n",
        "  distances = []\n",
        "  n_subroutes = []\n",
        "  M_values = []\n",
        "\n",
        "  v_cap = capacity\n",
        "  routes = sub_route_identifier(individual)\n",
        "  route_keys = dict(enumerate(individual))\n",
        "  # print(routes)\n",
        "  # print(route_keys)\n",
        "  n = len(client_demands)\n",
        "  # n = 5\n",
        "  additional_cost = []\n",
        "\n",
        "  max_pr = max(individual)\n",
        "  sorted_values = sorted(list(route_keys.values()), reverse=True)\n",
        "  # print(sorted_values)\n",
        "  for i in range(n):\n",
        "    Q_r = []\n",
        "    v_cap = capacity\n",
        "    left_demands = copy.deepcopy(client_demands)\n",
        "    left_demands.pop(0)\n",
        "    # print(\"before assigning the demanads\",left_demands)\n",
        "\n",
        "    for key in left_demands:\n",
        "      mean_value = left_demands[key]\n",
        "      sigma = np.random.uniform(0,0.33)*mean_value\n",
        "      left_demands[key] = np.random.normal(mean_value, sigma)\n",
        "      # rand = random.random()\n",
        "      # if rand>0.5:\n",
        "      #   left_demands[key] = mean_value + np.random.normal(mean_value, sigma)\n",
        "      # else:\n",
        "      #   left_demands[key] = mean_value - np.random.normal(mean_value, sigma)\n",
        "    # print(\"after assigning the demands\", left_demands)\n",
        "\n",
        "    left_demands_keys = list(left_demands.keys())\n",
        "    j = 0\n",
        "    while len(left_demands_keys):\n",
        "      indx = sorted_values[j]\n",
        "      client_index = list(route_keys.keys())[list(route_keys.values()).index(indx)]+1\n",
        "      # print(f\"index={indx}\" , f\"client index={client_index}\", left_demands[client_index], v_cap)\n",
        "      if v_cap >= left_demands[client_index]:\n",
        "        v_cap-= left_demands[client_index]\n",
        "        left_demands.pop(client_index)\n",
        "        j += 1\n",
        "      else:\n",
        "        # print(\"Not\", left_demands[client_index], v_cap)\n",
        "        ## serve the client partially\n",
        "        left_demands[client_index] -= v_cap\n",
        "        ## return to depot to refill the capacity\n",
        "        v_cap = capacity\n",
        "        Q_r.append(client_index)\n",
        "\n",
        "      left_demands_keys = list(left_demands.keys())\n",
        "      # print(\"===============\", left_demands)\n",
        "    additional_cost.append(Q_r)\n",
        "\n",
        "    for item in Q_r:\n",
        "      added_subroute = [item, 0, item]\n",
        "      # print(added_subroute)\n",
        "      added_distance = 0\n",
        "      for item in range(len(added_subroute)-1):\n",
        "        added_distance += distances_matrix[added_subroute[item], added_subroute[item+1]]\n",
        "      # print(\"Added distance\", added_distance)\n",
        "\n",
        "    dist = route_distance(individual, distances_matrix) + added_distance\n",
        "    distances.append(dist)\n",
        "    n_subroutes.append(len(routes))\n",
        "    obj_M = driver_renumeration(individual, distances_matrix, service_times, B, m1, m2, Q_r)\n",
        "    M_values.append(obj_M)\n",
        "\n",
        "  # print(additional_cost)\n",
        "  # print(distances)\n",
        "  # print(M_values)\n",
        "  return np.mean(distances), np.mean(M_values), np.mean(n_subroutes)"
      ],
      "metadata": {
        "id": "_P3QitcgcpH5"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Main"
      ],
      "metadata": {
        "id": "mCxb-5UOiaX1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "iteration = 50\n",
        "population_size = 100\n",
        "n_generation = 200\n",
        "length = len(coordinates)-1\n",
        "vehicle_capacity = 100\n",
        "H_group_rate = 0.3\n",
        "L_group_rate = 0.3\n",
        "\n",
        "search_rate = 0.4\n",
        "swapping_rate = 0.5\n",
        "merging_rate = 0.5\n",
        "shuffling_rate =  0.3\n",
        "\n",
        "B= 0.8*time_windows[0][1]\n",
        "m1 = 10\n",
        "m2 = 20\n",
        "\n",
        "H_group = []\n",
        "L_group = []\n",
        "\n",
        "Population = population(population_size, length, client_number, demands, vehicle_capacity, time_windows, distance_matrix, initialize=True)\n",
        "P = Population.population\n",
        "print(f\"P => {len(P)}\",P)\n",
        "\n",
        "Q = []\n",
        "clf = tree.DecisionTreeClassifier(criterion='entropy', random_state=0)\n",
        "for iter in range(iteration):\n",
        "  print(f\"\\n ========= Iteration {iter} =========== \\n\")\n",
        "  obj_dict_Q = dict()\n",
        "  for individual in Q:\n",
        "    obj_distance,obj_M, obj_subroutes = RSM(individual, distance_matrix, demands, time_windows, vehicle_capacity,service_times, B, m1, m2)\n",
        "\n",
        "    objective_values = [obj_distance, obj_M, obj_subroutes]\n",
        "    obj_dict_Q[Q.index(individual)] = objective_values\n",
        "\n",
        "\n",
        "  Q.extend(P)\n",
        "  if len(obj_dict_Q):\n",
        "    obj_list = np.array(list(obj_dict_Q.values()))\n",
        "    pt_Q_values = pareto_frontier_multi(obj_list)\n",
        "\n",
        "    Q_sorted = []\n",
        "    for i in pt_Q_values:\n",
        "      index = list(obj_dict_Q.values()).index(list(i))\n",
        "      Q_sorted.append(P[index])\n",
        "    Q = Q_sorted[:population_size]\n",
        "    # print(\"Q sorted =>\", Q)\n",
        "\n",
        "  obj_dict_P = dict()\n",
        "  for individual in P:\n",
        "    obj_distance, obj_M, obj_subroutes = RSM(individual, distance_matrix, demands, time_windows, vehicle_capacity,service_times, B, m1, m2)\n",
        "    objective_values = [obj_distance, obj_M, obj_subroutes]\n",
        "\n",
        "    obj_dict_P[P.index(individual)] = objective_values\n",
        "\n",
        "\n",
        "  pt_P_values = pareto_frontier_multi(np.array(list(obj_dict_P.values())))\n",
        "  # print(\"Pareto sort\", len(pt_P_values), pt_P_values)\n",
        "  print(\"Pareto sort\", len(pt_P_values))\n",
        "  P_sorted = []\n",
        "  for i in pt_P_values:\n",
        "    index = list(obj_dict_P.values()).index(list(i))\n",
        "    P_sorted.append(P[index])\n",
        "\n",
        "  P = P_sorted\n",
        "  # print(\"P sorted => \",P)\n",
        "  print(len(P), int(H_group_rate*len(P)))\n",
        "  H_group = P[0: int(H_group_rate*len(P))]\n",
        "  L_group = P[-int(L_group_rate*len(P)):]\n",
        "  if len(H_group)==0 and len(P)>1:\n",
        "    H_group = P[0:int(len(P)/2)]\n",
        "    L_group = P[-int(len(P)/2):]\n",
        "\n",
        "  if len(P)==1:\n",
        "    H_group = P\n",
        "    L_group = []\n",
        "\n",
        "  X = [item for item in H_group]\n",
        "  Y = [[1] for item in H_group]\n",
        "  X +=[item for item in L_group]\n",
        "  Y += [[0] for item in L_group]\n",
        "\n",
        "  print(\"H_group\", H_group)\n",
        "  print(\"L_group\", L_group)\n",
        "  clf.fit(X,Y)\n",
        "\n",
        "  print()\n",
        "  indexes = [\"Client \"+str(index) for index in range(1,length+1)]\n",
        "  text_representation = tree.export_text(clf, feature_names=indexes)\n",
        "  print(text_representation)\n",
        "\n",
        "  new_generation = Population.create(clf, n_generation)\n",
        "  # print(\"New generation \", len(new_generation) , new_generation)\n",
        "  print(\"New generation \", len(new_generation))\n",
        "  new_generation.extend(Q[0:int(len(Q)/2)])\n",
        "  # print(\"New generation \", len(new_generation) , new_generation)\n",
        "  print(\"New generation \", len(new_generation))\n",
        "  P = new_generation\n",
        "  Population.population = P\n",
        "  for individual in P[int(len(P)/2):]:\n",
        "    index = P.index(individual)\n",
        "    P[index] = Population.heuristic_operations(P[index], distance_matrix, swapping_rate, merging_rate, shuffling_rate)\n",
        "\n",
        "  # print(\"P\", len(P) , P)\n",
        "  print(\"P\", len(P))\n",
        "\n",
        "print(\"Q is :\")\n",
        "print(Q)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qTm0MSGDt34U",
        "outputId": "efa1143f-6262-4f81-d07b-d559599d2688"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "\n",
            " ========= Iteration 8 =========== \n",
            "\n",
            "Pareto sort 10\n",
            "10 3\n",
            "H_group [[28, 51, 48, 46, 49, 47, 45, 44, 50, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 25, 27, 23], [37, 36, 20, 19, 33, 32, 31, 30, 26, 34, 28, 44, 43, 48, 46, 49, 50, 51, 47, 41, 40, 39, 24, 23, 22], [34, 33, 31, 30, 29, 27, 26, 24, 20, 21, 22, 19, 14, 15, 16, 17, 13, 11, 9, 5, 6, 7, 8, 3, 1]]\n",
            "L_group [[40, 38, 37, 34, 33, 35, 31, 30, 28, 26, 25, 24, 22, 21, 19, 17, 15, 13, 12, 10, 8, 6, 4, 2, 1], [36, 25, 20, 19, 51, 12, 47, 46, 15, 13, 50, 49, 23, 22, 29, 34, 44, 43, 42, 40, 27, 17, 38, 32, 31], [21, 39, 34, 33, 25, 27, 19, 37, 36, 10, 14, 51, 29, 17, 16, 31, 49, 23, 12, 47, 46, 45, 44, 43, 41]]\n",
            "\n",
            "|--- Client 16 <= 35.00\n",
            "|   |--- Client 21 <= 7.00\n",
            "|   |   |--- class: 1\n",
            "|   |--- Client 21 >  7.00\n",
            "|   |   |--- class: 0\n",
            "|--- Client 16 >  35.00\n",
            "|   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [49, 48, 47, 46, 45, 44, 43, 42, 41, 51, 34, 33, 32, 31, 19, 36, 39, 38, 26, 29, 28, 24, 23, 22, 21]\n",
            "1 1 [42, 18, 45, 44, 31, 30, 29, 38, 37, 36, 35, 34, 33, 51, 50, 49, 27, 26, 25, 24, 23, 21, 20, 47, 40]\n",
            "2 1 [21, 50, 49, 48, 47, 34, 33, 32, 45, 19, 25, 24, 23, 17, 39, 38, 37, 36, 30, 29, 28, 27, 43, 42, 41]\n",
            "3 1 [32, 30, 37, 36, 35, 34, 51, 18, 39, 43, 42, 41, 22, 21, 20, 49, 47, 46, 45, 28, 27, 16, 15, 25, 24]\n",
            "4 1 [37, 36, 35, 45, 44, 43, 42, 50, 49, 48, 47, 23, 22, 21, 40, 39, 33, 32, 31, 30, 29, 28, 27, 26, 25]\n",
            "5 1 [43, 38, 37, 36, 35, 31, 30, 23, 22, 21, 20, 47, 46, 45, 41, 40, 28, 27, 26, 25, 50, 49, 18, 17, 33]\n",
            "6 1 [30, 29, 28, 27, 26, 25, 24, 23, 51, 50, 49, 48, 47, 46, 41, 40, 39, 38, 37, 36, 35, 34, 32, 44, 43]\n",
            "7 1 [29, 28, 26, 25, 24, 23, 22, 21, 38, 37, 36, 35, 34, 42, 41, 40, 50, 49, 48, 47, 46, 45, 44, 32, 31]\n",
            "8 1 [51, 50, 49, 48, 47, 31, 30, 29, 25, 45, 44, 43, 27, 41, 40, 39, 38, 36, 35, 34, 33, 23, 22, 21, 20]\n",
            "9 1 [35, 34, 33, 32, 31, 30, 29, 28, 50, 49, 48, 26, 25, 24, 22, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37]\n",
            "10 1 [41, 40, 50, 49, 38, 37, 36, 35, 47, 16, 18, 24, 23, 22, 45, 43, 20, 33, 32, 31, 30, 29, 28, 27, 26]\n",
            "11 1 [25, 24, 23, 22, 21, 20, 51, 50, 39, 38, 37, 31, 33, 35, 48, 47, 46, 45, 44, 43, 42, 41, 29, 28, 27]\n",
            "12 1 [38, 37, 36, 18, 31, 30, 29, 28, 27, 25, 46, 34, 33, 16, 50, 49, 48, 23, 22, 21, 20, 44, 43, 41, 40]\n",
            "13 1 [37, 36, 48, 47, 34, 33, 32, 31, 30, 29, 28, 27, 25, 50, 45, 44, 43, 42, 40, 39, 23, 22, 21, 20, 19]\n",
            "14 1 [24, 29, 28, 48, 47, 26, 50, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 33, 32, 31, 22, 20, 19, 18]\n",
            "15 1 [40, 39, 38, 21, 20, 18, 17, 51, 23, 32, 44, 15, 14, 46, 25, 42, 36, 35, 34, 49, 48, 30, 29, 28, 27]\n",
            "16 1 [32, 30, 51, 39, 38, 37, 28, 27, 26, 25, 24, 44, 43, 42, 41, 47, 46, 49, 19, 18, 22, 21, 16, 35, 34]\n",
            "17 1 [27, 26, 25, 24, 23, 34, 18, 17, 30, 29, 32, 21, 20, 36, 46, 45, 44, 42, 41, 40, 39, 38, 50, 49, 48]\n",
            "18 1 [32, 31, 30, 29, 27, 26, 25, 21, 20, 19, 18, 23, 36, 35, 34, 47, 46, 45, 50, 49, 43, 42, 41, 39, 38]\n",
            "19 1 [35, 22, 50, 20, 19, 18, 17, 31, 48, 33, 15, 46, 44, 43, 42, 41, 40, 39, 38, 37, 29, 28, 27, 25, 24]\n",
            "20 1 [21, 27, 30, 29, 38, 37, 36, 35, 17, 16, 15, 44, 43, 42, 41, 40, 33, 32, 50, 25, 24, 23, 46, 19, 48]\n",
            "21 1 [51, 33, 32, 31, 30, 18, 17, 16, 15, 14, 39, 28, 27, 44, 47, 46, 25, 42, 41, 35, 23, 22, 37, 20, 49]\n",
            "22 1 [32, 30, 20, 19, 18, 48, 47, 46, 45, 44, 38, 37, 36, 35, 34, 51, 50, 22, 28, 27, 26, 25, 24, 42, 40]\n",
            "23 1 [29, 28, 40, 39, 38, 21, 20, 19, 18, 16, 15, 36, 35, 34, 33, 50, 49, 26, 47, 24, 23, 31, 43, 42, 45]\n",
            "24 1 [23, 30, 21, 20, 35, 34, 33, 32, 47, 46, 45, 44, 43, 42, 41, 40, 39, 28, 27, 26, 25, 37, 51, 50, 49]\n",
            "25 1 [29, 46, 45, 31, 21, 20, 19, 18, 43, 42, 27, 26, 25, 23, 37, 36, 35, 34, 33, 16, 40, 39, 48, 51, 50]\n",
            "26 1 [31, 42, 41, 40, 39, 27, 29, 25, 19, 18, 50, 49, 48, 47, 46, 45, 44, 37, 36, 35, 34, 33, 23, 22, 21]\n",
            "27 1 [34, 46, 44, 30, 29, 27, 26, 25, 24, 23, 22, 21, 20, 19, 42, 41, 40, 39, 38, 37, 36, 50, 49, 48, 32]\n",
            "28 1 [41, 40, 23, 21, 26, 25, 19, 30, 29, 28, 43, 47, 46, 45, 38, 37, 51, 50, 49, 35, 34, 33, 32, 17, 16]\n",
            "29 1 [22, 21, 32, 31, 25, 24, 29, 28, 27, 44, 43, 42, 41, 40, 50, 49, 48, 47, 46, 38, 37, 19, 18, 35, 34]\n",
            "30 1 [37, 36, 32, 31, 30, 29, 28, 27, 47, 46, 45, 44, 43, 42, 34, 50, 49, 40, 39, 25, 24, 23, 22, 21, 20]\n",
            "31 1 [51, 25, 24, 17, 16, 15, 14, 30, 29, 49, 34, 33, 32, 38, 37, 36, 47, 22, 45, 20, 19, 43, 27, 41, 40]\n",
            "32 1 [22, 47, 46, 45, 44, 43, 42, 41, 39, 30, 29, 28, 27, 18, 17, 50, 49, 32, 25, 24, 37, 36, 35, 34, 20]\n",
            "33 1 [18, 17, 16, 21, 20, 27, 26, 25, 24, 23, 36, 34, 33, 32, 48, 47, 40, 51, 50, 45, 44, 38, 42, 30, 29]\n",
            "34 1 [30, 29, 28, 27, 39, 38, 25, 24, 23, 22, 21, 20, 44, 43, 42, 41, 51, 34, 33, 32, 49, 48, 47, 46, 36]\n",
            "35 1 [34, 33, 32, 30, 29, 28, 46, 42, 41, 40, 51, 17, 38, 36, 49, 48, 44, 20, 19, 15, 14, 22, 26, 25, 24]\n",
            "36 1 [29, 28, 27, 26, 25, 23, 22, 38, 48, 36, 35, 34, 33, 32, 31, 51, 50, 20, 46, 45, 44, 43, 42, 41, 40]\n",
            "37 1 [35, 34, 33, 32, 31, 39, 43, 42, 41, 16, 29, 21, 20, 19, 18, 37, 49, 48, 23, 46, 45, 51, 27, 26, 25]\n",
            "38 1 [28, 34, 33, 21, 20, 19, 18, 36, 16, 51, 50, 48, 46, 45, 44, 43, 38, 41, 40, 26, 25, 24, 23, 31, 30]\n",
            "39 1 [33, 32, 31, 30, 29, 36, 35, 44, 43, 42, 41, 22, 21, 20, 19, 39, 38, 27, 51, 50, 49, 47, 46, 25, 24]\n",
            "40 1 [21, 31, 30, 29, 28, 24, 23, 51, 19, 18, 17, 42, 41, 40, 49, 48, 47, 38, 45, 44, 26, 36, 35, 34, 33]\n",
            "41 1 [33, 32, 31, 39, 38, 37, 29, 27, 26, 25, 21, 20, 19, 35, 48, 46, 45, 44, 43, 42, 41, 23, 17, 51, 50]\n",
            "42 1 [23, 51, 50, 49, 48, 47, 41, 40, 39, 30, 21, 19, 18, 17, 37, 36, 35, 28, 45, 44, 43, 26, 25, 33, 32]\n",
            "43 1 [51, 49, 33, 29, 28, 27, 26, 25, 24, 23, 22, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 31]\n",
            "44 1 [31, 30, 28, 27, 51, 50, 49, 48, 47, 46, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 25, 24, 23]\n",
            "45 1 [33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 45, 36, 35, 43, 42, 21, 20, 51, 50, 48, 47, 40, 39, 38]\n",
            "46 1 [30, 51, 50, 49, 48, 28, 27, 26, 25, 33, 32, 37, 36, 35, 46, 45, 23, 22, 21, 20, 19, 40, 39, 43, 42]\n",
            "47 1 [48, 47, 46, 45, 44, 43, 50, 29, 34, 33, 32, 31, 41, 39, 38, 36, 27, 25, 24, 23, 22, 21, 20, 19, 18]\n",
            "48 1 [36, 35, 34, 33, 32, 31, 45, 44, 47, 29, 28, 27, 42, 41, 40, 39, 38, 51, 50, 49, 25, 24, 23, 21, 20]\n",
            "49 1 [41, 51, 50, 49, 48, 47, 46, 37, 26, 25, 24, 20, 19, 18, 22, 44, 43, 28, 35, 34, 33, 32, 31, 30, 39]\n",
            "50 1 [31, 43, 42, 41, 40, 39, 38, 20, 19, 18, 34, 33, 49, 48, 47, 46, 45, 25, 24, 23, 22, 27, 51, 29, 36]\n",
            "51 1 [37, 26, 35, 34, 33, 19, 18, 17, 16, 15, 21, 24, 23, 50, 49, 42, 41, 40, 39, 31, 44, 47, 46, 29, 28]\n",
            "52 1 [38, 37, 36, 20, 19, 18, 17, 29, 28, 48, 26, 25, 41, 40, 15, 50, 23, 22, 13, 34, 32, 31, 43, 46, 45]\n",
            "53 1 [45, 44, 43, 26, 25, 30, 29, 28, 23, 22, 21, 20, 19, 41, 40, 39, 38, 37, 36, 34, 32, 50, 49, 48, 47]\n",
            "54 1 [37, 32, 42, 40, 39, 30, 29, 27, 26, 51, 50, 49, 48, 47, 46, 45, 44, 35, 34, 18, 17, 21, 20, 24, 23]\n",
            "55 1 [29, 41, 40, 39, 38, 44, 43, 25, 24, 23, 22, 21, 20, 50, 49, 48, 47, 46, 27, 36, 35, 34, 33, 32, 31]\n",
            "56 1 [25, 21, 20, 29, 34, 33, 32, 31, 27, 43, 42, 41, 40, 39, 38, 37, 36, 51, 50, 49, 48, 47, 46, 45, 23]\n",
            "57 1 [21, 15, 24, 23, 19, 27, 26, 50, 49, 48, 36, 29, 46, 45, 44, 43, 17, 34, 33, 32, 31, 41, 40, 39, 38]\n",
            "58 1 [32, 16, 15, 46, 22, 21, 20, 30, 29, 28, 35, 34, 13, 40, 39, 37, 18, 44, 43, 42, 26, 25, 24, 48, 50]\n",
            "59 1 [18, 17, 16, 25, 45, 44, 43, 42, 34, 33, 32, 31, 30, 29, 40, 39, 38, 36, 47, 27, 20, 50, 49, 23, 22]\n",
            "60 1 [43, 42, 32, 31, 30, 29, 28, 21, 20, 34, 26, 25, 24, 23, 40, 39, 51, 50, 49, 47, 46, 45, 37, 36, 18]\n",
            "61 1 [25, 24, 23, 42, 30, 51, 50, 49, 48, 47, 46, 45, 44, 40, 39, 38, 37, 36, 35, 34, 33, 32, 28, 27, 21]\n",
            "62 1 [15, 33, 20, 29, 28, 13, 48, 31, 42, 41, 40, 50, 46, 45, 44, 38, 37, 36, 35, 26, 24, 23, 22, 18, 17]\n",
            "63 1 [36, 35, 38, 42, 41, 40, 20, 49, 48, 47, 18, 17, 45, 44, 27, 51, 33, 32, 31, 30, 29, 25, 24, 23, 22]\n",
            "64 1 [32, 16, 20, 30, 37, 51, 50, 49, 48, 28, 18, 23, 22, 35, 34, 46, 45, 44, 43, 42, 41, 40, 39, 26, 25]\n",
            "65 1 [38, 37, 36, 21, 20, 30, 42, 41, 40, 28, 27, 26, 25, 24, 23, 51, 49, 48, 47, 46, 45, 44, 34, 33, 32]\n",
            "66 1 [23, 22, 20, 19, 18, 17, 47, 50, 49, 31, 15, 38, 37, 42, 41, 40, 35, 34, 33, 29, 28, 45, 44, 26, 25]\n",
            "67 1 [21, 28, 27, 26, 25, 24, 23, 51, 50, 49, 48, 47, 19, 31, 30, 39, 38, 45, 44, 43, 42, 41, 36, 35, 33]\n",
            "68 1 [20, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 50, 49, 48, 47, 46, 45, 25, 38, 43, 42, 41, 40, 23, 22]\n",
            "69 1 [25, 24, 23, 22, 21, 20, 19, 50, 49, 34, 33, 32, 31, 30, 29, 42, 41, 39, 38, 37, 36, 27, 47, 46, 44]\n",
            "70 1 [33, 32, 31, 30, 29, 28, 27, 26, 39, 38, 37, 20, 44, 43, 42, 41, 24, 51, 50, 49, 48, 47, 46, 35, 22]\n",
            "71 1 [26, 25, 24, 51, 50, 29, 28, 41, 32, 31, 45, 35, 34, 48, 47, 43, 37, 16, 15, 39, 22, 21, 20, 19, 18]\n",
            "72 1 [17, 28, 19, 45, 44, 43, 42, 41, 40, 39, 38, 36, 13, 23, 48, 47, 34, 33, 50, 15, 31, 30, 26, 25, 21]\n",
            "73 1 [26, 25, 24, 23, 29, 28, 47, 46, 45, 44, 51, 42, 40, 49, 38, 37, 36, 35, 34, 33, 32, 31, 21, 20, 19]\n",
            "74 1 [38, 37, 36, 35, 34, 26, 25, 24, 23, 22, 32, 31, 30, 29, 28, 49, 20, 43, 42, 41, 40, 47, 46, 45, 51]\n",
            "75 1 [34, 33, 32, 28, 27, 25, 21, 51, 36, 19, 18, 45, 44, 43, 42, 41, 40, 23, 30, 49, 48, 47, 38, 16, 15]\n",
            "76 1 [43, 21, 34, 33, 32, 14, 25, 24, 23, 50, 19, 46, 45, 17, 16, 48, 41, 40, 39, 38, 37, 36, 27, 30, 29]\n",
            "77 1 [47, 46, 20, 27, 26, 25, 24, 23, 22, 41, 37, 36, 35, 34, 51, 50, 49, 44, 43, 39, 32, 31, 30, 29, 18]\n",
            "78 1 [49, 48, 29, 28, 27, 21, 20, 25, 24, 23, 44, 43, 42, 41, 40, 39, 38, 51, 46, 36, 35, 34, 33, 32, 31]\n",
            "79 1 [24, 32, 31, 30, 29, 17, 16, 22, 27, 26, 20, 19, 50, 35, 34, 40, 38, 37, 48, 47, 46, 45, 44, 43, 42]\n",
            "80 1 [51, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 26, 47, 49, 29, 28, 21, 20, 19, 24, 23, 31]\n",
            "81 1 [21, 20, 31, 30, 29, 28, 27, 25, 42, 40, 18, 38, 51, 50, 49, 48, 47, 46, 45, 44, 36, 35, 34, 33, 23]\n",
            "82 1 [33, 32, 31, 30, 35, 24, 23, 40, 39, 15, 19, 18, 17, 26, 37, 43, 42, 28, 21, 50, 49, 48, 47, 46, 45]\n",
            "83 1 [34, 33, 41, 40, 39, 38, 37, 36, 51, 50, 49, 48, 47, 46, 45, 44, 43, 31, 30, 29, 28, 27, 26, 25, 24]\n",
            "84 1 [29, 28, 27, 26, 39, 38, 37, 36, 22, 21, 20, 19, 34, 33, 24, 41, 15, 17, 50, 48, 47, 46, 45, 43, 31]\n",
            "85 1 [51, 50, 35, 34, 48, 22, 21, 20, 29, 43, 42, 41, 40, 39, 46, 45, 18, 17, 16, 37, 24, 27, 26, 32, 31]\n",
            "86 1 [24, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 32, 31, 30, 36, 49, 34, 20, 16, 51, 28, 27, 26, 22, 18]\n",
            "87 1 [22, 21, 29, 27, 26, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 24, 51, 50, 19, 36, 34, 33, 32, 31]\n",
            "88 1 [22, 21, 35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 46, 45, 44, 43, 50, 49, 48, 41, 40, 39, 38, 37, 24]\n",
            "89 1 [23, 22, 25, 48, 47, 46, 45, 29, 20, 27, 40, 43, 42, 50, 18, 38, 37, 36, 35, 34, 33, 32, 31, 16, 15]\n",
            "90 1 [45, 44, 43, 24, 49, 48, 47, 27, 26, 51, 32, 41, 40, 39, 38, 37, 36, 35, 34, 18, 30, 29, 22, 21, 20]\n",
            "91 1 [45, 44, 43, 31, 35, 34, 33, 47, 24, 23, 21, 20, 19, 18, 41, 40, 51, 50, 49, 38, 37, 29, 28, 27, 26]\n",
            "92 1 [51, 50, 49, 28, 27, 26, 47, 31, 30, 22, 21, 24, 19, 18, 40, 39, 38, 37, 36, 35, 45, 44, 43, 42, 33]\n",
            "93 1 [22, 51, 49, 24, 47, 34, 33, 32, 31, 30, 36, 28, 27, 26, 39, 38, 18, 17, 45, 44, 43, 42, 41, 20, 15]\n",
            "94 1 [32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21, 20, 19, 38, 37, 36, 42, 48, 17, 34, 44, 40, 50, 46]\n",
            "95 1 [18, 17, 43, 30, 29, 15, 46, 45, 32, 41, 37, 36, 35, 34, 27, 50, 49, 48, 39, 20, 13, 25, 24, 23, 22]\n",
            "96 1 [39, 38, 20, 28, 27, 25, 24, 23, 22, 36, 31, 30, 46, 18, 17, 51, 50, 49, 48, 34, 33, 44, 43, 42, 41]\n",
            "97 1 [26, 28, 18, 17, 16, 20, 30, 50, 49, 38, 37, 36, 35, 34, 42, 41, 40, 22, 32, 24, 14, 47, 46, 45, 44]\n",
            "98 1 [26, 20, 19, 18, 24, 45, 44, 43, 38, 37, 36, 35, 34, 16, 41, 40, 48, 47, 29, 28, 51, 50, 22, 32, 31]\n",
            "99 1 [22, 21, 27, 26, 25, 24, 40, 39, 38, 37, 36, 35, 42, 48, 47, 46, 45, 44, 33, 32, 31, 30, 29, 51, 50]\n",
            "New generation  200\n",
            "New generation  201\n",
            "P 201\n",
            "\n",
            " ========= Iteration 9 =========== \n",
            "\n",
            "Pareto sort 21\n",
            "21 6\n",
            "H_group [[29, 28, 27, 25, 24, 23, 22, 21, 19, 18, 17, 16, 15, 14, 12, 11, 10, 9, 8, 7, 5, 4, 3, 2, 1], [29, 30, 27, 26, 25, 24, 23, 21, 20, 19, 17, 16, 14, 13, 12, 8, 9, 11, 10, 6, 5, 4, 3, 2, 1], [37, 49, 48, 47, 46, 45, 21, 43, 42, 50, 36, 34, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 40, 39], [33, 32, 30, 29, 28, 26, 25, 22, 23, 20, 19, 18, 17, 16, 14, 13, 12, 11, 10, 8, 6, 4, 3, 2, 1], [31, 30, 28, 27, 26, 24, 22, 23, 20, 19, 18, 17, 16, 15, 14, 12, 11, 10, 8, 7, 5, 1, 2, 3, 4], [26, 24, 22, 25, 23, 49, 35, 34, 33, 32, 31, 50, 37, 36, 48, 47, 45, 44, 43, 42, 41, 40, 39, 29, 28]]\n",
            "L_group [[47, 45, 19, 18, 17, 16, 15, 29, 31, 51, 27, 26, 25, 24, 23, 22, 21, 40, 33, 41, 49, 39, 37, 35, 43], [39, 37, 36, 34, 32, 31, 29, 27, 26, 24, 22, 20, 18, 17, 16, 15, 13, 11, 9, 8, 6, 5, 4, 3, 1], [24, 22, 31, 30, 33, 36, 35, 16, 15, 14, 51, 42, 41, 40, 49, 48, 26, 38, 44, 46, 20, 19, 18, 17, 28], [40, 38, 36, 35, 33, 31, 30, 28, 26, 25, 23, 21, 20, 18, 17, 15, 14, 12, 10, 8, 7, 6, 4, 2, 1], [22, 21, 49, 48, 47, 28, 41, 36, 35, 26, 25, 24, 19, 18, 51, 43, 33, 16, 30, 32, 31, 15, 45, 39, 38], [51, 21, 14, 34, 37, 19, 32, 42, 24, 23, 36, 18, 28, 27, 26, 10, 30, 49, 48, 46, 16, 12, 44, 40, 39]]\n",
            "\n",
            "|--- Client 11 <= 20.50\n",
            "|   |--- class: 1\n",
            "|--- Client 11 >  20.50\n",
            "|   |--- Client 6 <= 40.50\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 6 >  40.50\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [40, 39, 29, 28, 35, 34, 37, 32, 31, 20, 19, 18, 51, 50, 49, 26, 25, 24, 23, 22, 44, 43, 42, 47, 46]\n",
            "1 1 [26, 25, 24, 46, 42, 41, 40, 39, 22, 20, 19, 37, 36, 35, 34, 33, 32, 31, 29, 28, 51, 50, 49, 48, 44]\n",
            "2 1 [35, 34, 33, 44, 43, 42, 41, 29, 28, 27, 26, 25, 24, 23, 22, 21, 19, 18, 39, 31, 37, 47, 46, 50, 49]\n",
            "3 1 [43, 21, 20, 47, 46, 45, 23, 41, 40, 39, 30, 29, 28, 27, 26, 25, 18, 50, 49, 37, 36, 35, 34, 33, 32]\n",
            "4 1 [47, 46, 45, 43, 42, 41, 40, 50, 49, 25, 27, 21, 38, 37, 36, 35, 34, 33, 31, 30, 29, 23, 19, 18, 16]\n",
            "5 1 [45, 44, 43, 42, 41, 49, 39, 38, 37, 36, 35, 34, 33, 51, 26, 25, 24, 23, 22, 21, 47, 31, 30, 29, 28]\n",
            "6 1 [24, 23, 22, 21, 26, 48, 47, 46, 45, 44, 42, 41, 40, 31, 30, 29, 28, 19, 18, 34, 33, 50, 38, 37, 36]\n",
            "7 1 [44, 43, 42, 41, 51, 50, 49, 47, 46, 39, 17, 23, 37, 36, 35, 34, 33, 25, 21, 19, 31, 30, 29, 28, 27]\n",
            "8 1 [51, 32, 31, 30, 49, 48, 38, 46, 45, 20, 19, 18, 17, 16, 15, 25, 23, 22, 43, 42, 28, 27, 36, 40, 34]\n",
            "9 1 [50, 49, 48, 30, 29, 38, 37, 36, 35, 34, 19, 46, 45, 44, 43, 42, 41, 40, 32, 27, 23, 22, 21, 25, 17]\n",
            "10 1 [48, 20, 19, 18, 32, 50, 28, 27, 26, 25, 24, 23, 22, 36, 35, 34, 40, 16, 15, 38, 43, 42, 30, 46, 45]\n",
            "11 1 [49, 48, 47, 46, 45, 44, 43, 32, 31, 30, 29, 28, 51, 37, 39, 22, 35, 34, 26, 20, 19, 18, 17, 41, 24]\n",
            "12 1 [25, 32, 31, 41, 40, 39, 38, 36, 35, 34, 11, 23, 43, 50, 49, 16, 45, 29, 14, 13, 47, 27, 18, 21, 20]\n",
            "13 1 [22, 21, 26, 25, 24, 41, 40, 39, 38, 37, 36, 35, 34, 30, 44, 43, 19, 18, 50, 49, 48, 47, 46, 28, 32]\n",
            "14 1 [34, 33, 31, 30, 51, 50, 49, 25, 20, 19, 41, 40, 39, 38, 37, 36, 17, 44, 43, 28, 27, 23, 22, 47, 46]\n",
            "15 1 [51, 50, 49, 22, 45, 44, 28, 27, 26, 25, 24, 42, 36, 35, 34, 33, 47, 31, 30, 40, 39, 38, 20, 19, 18]\n",
            "16 1 [23, 22, 32, 27, 43, 42, 41, 25, 50, 49, 48, 47, 46, 45, 39, 38, 37, 36, 35, 34, 20, 19, 30, 29, 17]\n",
            "17 1 [35, 51, 50, 49, 47, 46, 45, 44, 23, 22, 21, 20, 19, 29, 28, 17, 42, 41, 40, 39, 37, 31, 26, 25, 33]\n",
            "18 1 [44, 43, 46, 51, 50, 49, 48, 35, 34, 41, 40, 39, 38, 37, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21, 32]\n",
            "19 1 [36, 35, 34, 26, 25, 24, 39, 38, 22, 20, 19, 32, 49, 51, 47, 14, 17, 16, 30, 28, 45, 44, 43, 42, 41]\n",
            "20 1 [48, 30, 20, 34, 25, 24, 23, 22, 51, 50, 18, 32, 46, 45, 41, 40, 39, 38, 28, 27, 16, 15, 14, 43, 36]\n",
            "21 1 [21, 36, 44, 50, 49, 48, 47, 46, 40, 39, 38, 42, 16, 14, 34, 32, 31, 30, 29, 24, 23, 27, 26, 19, 18]\n",
            "22 1 [47, 46, 39, 44, 43, 42, 41, 51, 32, 31, 30, 29, 28, 27, 26, 25, 23, 22, 21, 20, 49, 37, 36, 35, 34]\n",
            "23 1 [27, 40, 39, 38, 36, 42, 30, 29, 44, 50, 49, 48, 25, 24, 22, 21, 32, 19, 18, 17, 16, 15, 14, 46, 34]\n",
            "24 1 [51, 50, 49, 48, 47, 46, 45, 27, 40, 30, 29, 22, 21, 20, 25, 24, 38, 37, 36, 34, 33, 32, 43, 42, 18]\n",
            "25 1 [32, 39, 38, 37, 35, 34, 22, 21, 20, 19, 18, 24, 42, 41, 30, 29, 28, 27, 26, 50, 48, 47, 46, 45, 44]\n",
            "26 1 [44, 38, 37, 50, 49, 48, 47, 46, 26, 40, 24, 23, 19, 18, 14, 21, 28, 16, 42, 35, 34, 33, 32, 31, 30]\n",
            "27 1 [50, 46, 22, 21, 26, 48, 29, 28, 19, 18, 44, 43, 42, 24, 16, 15, 40, 39, 38, 37, 36, 35, 34, 32, 31]\n",
            "28 1 [48, 47, 32, 30, 29, 28, 27, 51, 50, 19, 18, 17, 39, 38, 37, 36, 35, 34, 43, 42, 41, 25, 23, 21, 45]\n",
            "29 1 [23, 22, 21, 42, 41, 44, 19, 18, 51, 50, 49, 25, 47, 46, 30, 29, 28, 27, 39, 38, 37, 36, 35, 34, 32]\n",
            "30 1 [42, 41, 40, 30, 51, 50, 49, 15, 44, 38, 37, 36, 32, 47, 46, 28, 34, 26, 25, 23, 22, 21, 19, 18, 17]\n",
            "31 1 [39, 38, 37, 49, 47, 43, 23, 22, 21, 41, 19, 35, 34, 33, 32, 31, 30, 29, 28, 27, 25, 51, 45, 17, 16]\n",
            "32 1 [17, 47, 46, 45, 44, 43, 42, 41, 27, 26, 25, 24, 29, 22, 31, 50, 49, 20, 19, 39, 38, 37, 36, 34, 33]\n",
            "33 1 [32, 31, 16, 34, 49, 47, 46, 51, 44, 14, 18, 23, 22, 10, 9, 36, 25, 27, 29, 42, 20, 12, 40, 39, 38]\n",
            "34 1 [38, 37, 35, 45, 44, 43, 42, 41, 40, 16, 15, 47, 28, 27, 26, 25, 24, 22, 31, 30, 20, 50, 49, 18, 33]\n",
            "35 1 [23, 22, 49, 48, 47, 46, 45, 37, 20, 19, 43, 42, 41, 35, 34, 33, 32, 31, 30, 29, 28, 27, 25, 39, 51]\n",
            "36 1 [46, 45, 32, 31, 30, 29, 24, 23, 35, 34, 16, 37, 41, 39, 27, 26, 43, 21, 20, 19, 18, 51, 50, 49, 48]\n",
            "37 1 [16, 47, 25, 34, 32, 31, 23, 22, 21, 20, 19, 18, 50, 49, 45, 44, 43, 39, 38, 37, 36, 41, 29, 28, 27]\n",
            "38 1 [34, 47, 46, 44, 43, 42, 41, 40, 39, 38, 32, 24, 23, 26, 21, 20, 19, 18, 36, 30, 29, 28, 51, 50, 49]\n",
            "39 1 [36, 42, 50, 48, 47, 46, 40, 39, 38, 28, 27, 26, 25, 24, 23, 22, 44, 34, 33, 32, 31, 30, 20, 19, 18]\n",
            "40 1 [46, 45, 44, 43, 42, 41, 40, 39, 38, 27, 26, 25, 24, 23, 22, 21, 48, 33, 36, 35, 51, 50, 31, 30, 29]\n",
            "41 1 [30, 29, 51, 50, 42, 44, 21, 20, 19, 18, 40, 39, 37, 36, 35, 34, 48, 47, 46, 32, 27, 26, 25, 24, 23]\n",
            "42 1 [39, 47, 46, 51, 50, 49, 16, 29, 28, 21, 20, 19, 18, 31, 34, 33, 42, 41, 37, 36, 44, 26, 25, 24, 23]\n",
            "43 1 [17, 46, 20, 19, 44, 43, 42, 41, 40, 39, 23, 22, 32, 31, 30, 29, 28, 26, 25, 50, 49, 48, 37, 35, 34]\n",
            "44 1 [19, 18, 37, 36, 35, 47, 46, 45, 44, 43, 42, 41, 39, 26, 25, 24, 23, 50, 49, 31, 30, 29, 28, 21, 33]\n",
            "45 1 [41, 39, 16, 47, 46, 45, 44, 43, 50, 49, 31, 30, 28, 27, 26, 25, 24, 23, 22, 35, 34, 33, 18, 20, 37]\n",
            "46 1 [24, 48, 47, 46, 51, 50, 26, 28, 31, 30, 33, 22, 21, 20, 19, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35]\n",
            "47 1 [30, 29, 28, 27, 26, 43, 42, 41, 40, 39, 38, 37, 45, 35, 34, 33, 32, 24, 51, 22, 21, 20, 49, 48, 47]\n",
            "48 1 [29, 28, 27, 43, 42, 41, 40, 46, 45, 31, 50, 49, 48, 23, 22, 21, 20, 19, 18, 38, 37, 35, 34, 33, 25]\n",
            "49 1 [51, 50, 48, 47, 46, 45, 44, 43, 42, 33, 32, 31, 30, 29, 28, 24, 23, 37, 36, 35, 21, 20, 40, 39, 26]\n",
            "50 1 [34, 50, 32, 31, 22, 43, 42, 41, 40, 39, 38, 37, 36, 16, 48, 20, 19, 18, 29, 28, 27, 46, 45, 25, 24]\n",
            "51 1 [20, 40, 39, 38, 36, 47, 46, 31, 30, 29, 44, 43, 42, 16, 27, 26, 24, 23, 22, 18, 51, 50, 49, 34, 33]\n",
            "52 1 [45, 43, 42, 41, 40, 39, 38, 37, 36, 34, 20, 19, 47, 17, 25, 24, 23, 22, 32, 50, 49, 30, 29, 28, 27]\n",
            "53 1 [42, 41, 40, 51, 50, 49, 48, 47, 46, 44, 34, 33, 27, 31, 30, 29, 38, 37, 36, 25, 20, 18, 17, 23, 22]\n",
            "54 1 [24, 23, 26, 18, 47, 46, 51, 50, 49, 29, 28, 21, 20, 33, 31, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35]\n",
            "55 1 [34, 33, 32, 31, 30, 29, 28, 47, 46, 20, 19, 18, 17, 38, 44, 40, 26, 25, 24, 23, 22, 50, 49, 36, 42]\n",
            "56 1 [17, 16, 23, 19, 25, 48, 47, 46, 35, 34, 41, 40, 39, 38, 37, 27, 32, 31, 30, 29, 44, 43, 21, 51, 50]\n",
            "57 1 [12, 11, 32, 31, 30, 41, 40, 38, 34, 21, 20, 28, 45, 48, 47, 26, 18, 36, 24, 23, 14, 16, 43, 51, 50]\n",
            "58 1 [17, 16, 51, 50, 49, 48, 44, 43, 42, 41, 46, 29, 22, 27, 26, 25, 24, 36, 20, 19, 31, 34, 33, 39, 38]\n",
            "59 1 [35, 42, 45, 44, 27, 33, 32, 31, 30, 29, 18, 17, 51, 50, 49, 37, 40, 39, 25, 24, 23, 22, 21, 20, 47]\n",
            "60 1 [50, 49, 48, 47, 45, 44, 43, 31, 23, 22, 21, 20, 19, 18, 17, 27, 33, 39, 38, 37, 36, 35, 41, 25, 29]\n",
            "61 1 [22, 21, 24, 44, 43, 42, 41, 34, 49, 48, 47, 46, 51, 14, 32, 19, 39, 30, 29, 28, 17, 16, 37, 36, 26]\n",
            "62 1 [24, 23, 50, 49, 48, 46, 45, 44, 42, 41, 40, 30, 29, 28, 27, 26, 38, 37, 36, 35, 34, 33, 32, 21, 20]\n",
            "63 1 [43, 42, 41, 40, 48, 47, 38, 37, 29, 28, 27, 26, 25, 50, 23, 22, 21, 20, 19, 45, 33, 32, 31, 17, 35]\n",
            "64 1 [23, 29, 14, 21, 31, 47, 46, 37, 36, 35, 34, 33, 44, 19, 18, 17, 16, 42, 41, 40, 39, 25, 27, 50, 49]\n",
            "65 1 [29, 28, 37, 43, 23, 22, 21, 45, 17, 16, 15, 14, 41, 35, 33, 32, 31, 51, 50, 48, 47, 19, 39, 26, 25]\n",
            "66 1 [18, 47, 46, 45, 44, 31, 30, 25, 24, 42, 16, 22, 21, 20, 40, 50, 49, 28, 27, 38, 37, 36, 35, 34, 33]\n",
            "67 1 [20, 19, 33, 47, 43, 51, 50, 49, 26, 41, 40, 39, 31, 22, 37, 17, 16, 15, 14, 13, 45, 24, 29, 28, 35]\n",
            "68 1 [39, 41, 37, 36, 35, 51, 49, 48, 47, 19, 18, 21, 28, 27, 26, 25, 24, 23, 33, 32, 31, 30, 45, 44, 43]\n",
            "69 1 [27, 26, 29, 24, 19, 43, 51, 31, 41, 40, 38, 37, 36, 35, 34, 33, 22, 21, 49, 48, 47, 46, 45, 17, 16]\n",
            "70 1 [28, 27, 43, 45, 51, 50, 38, 41, 40, 25, 21, 20, 19, 18, 17, 23, 32, 30, 15, 14, 48, 47, 36, 35, 34]\n",
            "71 1 [45, 44, 35, 34, 33, 32, 31, 20, 19, 18, 17, 16, 47, 22, 27, 26, 42, 38, 37, 51, 50, 49, 24, 29, 40]\n",
            "72 1 [31, 30, 29, 50, 49, 48, 16, 15, 20, 44, 43, 42, 18, 46, 40, 38, 37, 36, 34, 33, 27, 25, 24, 23, 22]\n",
            "73 1 [19, 38, 49, 48, 46, 45, 44, 31, 30, 28, 27, 26, 25, 24, 23, 22, 21, 42, 41, 40, 36, 35, 34, 33, 51]\n",
            "74 1 [36, 35, 34, 43, 42, 41, 29, 20, 19, 18, 51, 32, 31, 49, 48, 47, 27, 26, 16, 39, 38, 24, 23, 22, 45]\n",
            "75 1 [49, 48, 35, 34, 33, 43, 42, 41, 40, 39, 38, 37, 29, 28, 27, 26, 25, 24, 23, 22, 21, 31, 46, 45, 51]\n",
            "76 1 [20, 19, 25, 23, 22, 51, 50, 49, 48, 47, 46, 45, 44, 40, 39, 34, 33, 42, 31, 30, 29, 28, 27, 37, 36]\n",
            "77 1 [40, 42, 17, 44, 51, 50, 31, 30, 29, 28, 27, 26, 20, 19, 36, 35, 34, 33, 38, 48, 47, 46, 24, 23, 22]\n",
            "78 1 [49, 48, 47, 46, 45, 44, 22, 21, 26, 25, 24, 42, 41, 40, 31, 30, 29, 28, 38, 37, 36, 35, 34, 33, 51]\n",
            "79 1 [43, 42, 41, 40, 51, 50, 49, 48, 47, 45, 22, 21, 32, 30, 29, 28, 27, 26, 25, 24, 38, 37, 36, 35, 34]\n",
            "80 1 [25, 51, 50, 49, 48, 47, 19, 41, 40, 45, 44, 43, 28, 27, 31, 30, 38, 37, 36, 35, 34, 33, 23, 22, 21]\n",
            "81 1 [42, 41, 40, 21, 19, 47, 32, 31, 30, 28, 51, 50, 49, 45, 44, 38, 37, 36, 35, 34, 26, 25, 24, 23, 17]\n",
            "82 1 [13, 50, 39, 35, 34, 32, 31, 25, 37, 18, 17, 16, 15, 20, 48, 47, 46, 23, 22, 44, 43, 42, 41, 29, 27]\n",
            "83 1 [25, 24, 39, 50, 49, 33, 32, 31, 30, 29, 20, 19, 18, 17, 37, 36, 35, 22, 41, 47, 46, 45, 44, 43, 27]\n",
            "84 1 [50, 49, 48, 43, 42, 41, 31, 46, 45, 29, 39, 38, 37, 36, 35, 34, 33, 23, 27, 26, 25, 21, 20, 19, 18]\n",
            "85 1 [27, 26, 24, 22, 21, 49, 48, 47, 34, 33, 32, 31, 30, 29, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 51]\n",
            "86 1 [32, 31, 30, 29, 28, 51, 19, 49, 23, 21, 34, 47, 46, 45, 44, 43, 41, 40, 39, 38, 36, 17, 16, 26, 25]\n",
            "87 1 [47, 38, 37, 51, 43, 42, 41, 40, 33, 32, 17, 16, 25, 24, 23, 22, 21, 20, 19, 35, 30, 45, 28, 27, 49]\n",
            "88 1 [51, 41, 40, 46, 45, 44, 43, 38, 33, 32, 30, 29, 28, 27, 36, 35, 49, 48, 20, 19, 18, 25, 24, 23, 22]\n",
            "89 1 [31, 30, 24, 23, 51, 50, 49, 47, 46, 45, 40, 39, 35, 34, 33, 28, 27, 26, 37, 43, 42, 21, 19, 18, 17]\n",
            "90 1 [24, 46, 50, 44, 43, 42, 40, 39, 38, 37, 36, 34, 33, 32, 30, 26, 28, 48, 22, 21, 20, 19, 18, 17, 16]\n",
            "91 1 [26, 41, 39, 38, 50, 49, 36, 19, 18, 47, 46, 45, 44, 43, 24, 23, 22, 21, 34, 33, 32, 31, 30, 29, 28]\n",
            "92 1 [51, 50, 45, 44, 27, 26, 29, 48, 47, 20, 19, 24, 23, 22, 17, 42, 32, 31, 40, 39, 38, 37, 36, 35, 34]\n",
            "93 1 [51, 50, 17, 16, 46, 45, 44, 34, 32, 42, 41, 40, 27, 26, 25, 24, 38, 37, 36, 48, 22, 21, 30, 29, 19]\n",
            "94 1 [44, 51, 50, 49, 48, 47, 46, 22, 21, 24, 34, 33, 32, 42, 41, 40, 39, 38, 37, 36, 30, 29, 28, 27, 26]\n",
            "95 1 [50, 49, 32, 40, 28, 26, 25, 24, 23, 30, 17, 16, 15, 47, 38, 37, 36, 45, 44, 43, 42, 34, 21, 20, 19]\n",
            "96 1 [20, 19, 23, 22, 45, 44, 43, 42, 41, 40, 39, 38, 37, 30, 17, 33, 32, 28, 26, 25, 35, 50, 49, 48, 47]\n",
            "97 1 [28, 27, 26, 20, 42, 41, 40, 39, 38, 37, 32, 31, 30, 45, 44, 24, 23, 22, 51, 50, 49, 48, 47, 35, 34]\n",
            "98 1 [12, 38, 37, 40, 44, 26, 46, 28, 42, 15, 14, 51, 50, 49, 48, 21, 33, 32, 31, 30, 17, 35, 19, 24, 23]\n",
            "99 1 [43, 42, 24, 51, 50, 49, 45, 34, 33, 32, 31, 27, 26, 47, 29, 19, 18, 17, 40, 39, 38, 37, 36, 22, 21]\n",
            "New generation  200\n",
            "New generation  201\n",
            "P 201\n",
            "\n",
            " ========= Iteration 10 =========== \n",
            "\n",
            "Pareto sort 37\n",
            "37 11\n",
            "H_group [[28, 27, 26, 25, 24, 21, 18, 19, 20, 22, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 4, 3, 2, 1], [29, 28, 27, 26, 24, 23, 22, 21, 20, 19, 18, 17, 16, 14, 13, 12, 10, 11, 8, 7, 6, 4, 3, 2, 1], [30, 29, 28, 26, 25, 24, 23, 21, 20, 19, 18, 16, 15, 14, 13, 12, 11, 9, 8, 7, 6, 5, 4, 2, 1], [29, 30, 27, 26, 25, 24, 23, 22, 15, 16, 17, 18, 19, 20, 14, 13, 11, 10, 9, 6, 7, 5, 3, 2, 1], [31, 32, 29, 28, 26, 25, 24, 23, 21, 20, 19, 17, 9, 10, 11, 12, 13, 14, 15, 7, 6, 4, 3, 2, 1], [32, 31, 29, 28, 27, 26, 25, 24, 23, 21, 20, 19, 18, 17, 16, 15, 13, 11, 10, 8, 6, 5, 4, 2, 1], [31, 32, 29, 28, 27, 26, 25, 23, 21, 20, 19, 14, 15, 16, 17, 13, 11, 10, 9, 8, 7, 5, 6, 3, 1], [33, 34, 31, 30, 29, 27, 26, 24, 22, 20, 19, 18, 17, 15, 14, 13, 12, 11, 10, 8, 7, 5, 4, 2, 1], [33, 32, 31, 29, 28, 27, 25, 24, 23, 21, 20, 19, 16, 17, 15, 14, 13, 11, 10, 8, 7, 5, 4, 1, 2], [33, 32, 30, 29, 27, 26, 23, 24, 21, 20, 18, 17, 15, 14, 12, 11, 10, 9, 4, 5, 6, 7, 3, 2, 1], [45, 44, 33, 32, 21, 20, 48, 41, 40, 39, 46, 37, 36, 35, 34, 43, 30, 29, 28, 27, 26, 25, 24, 23, 50]]\n",
            "L_group [[38, 37, 35, 34, 32, 30, 28, 27, 26, 25, 23, 21, 19, 18, 16, 15, 13, 12, 11, 10, 9, 7, 5, 3, 1], [38, 36, 35, 34, 33, 31, 29, 27, 25, 24, 22, 20, 18, 17, 15, 14, 13, 11, 10, 8, 7, 6, 5, 3, 1], [36, 35, 33, 31, 30, 29, 27, 26, 24, 23, 22, 19, 20, 21, 17, 15, 13, 11, 9, 8, 6, 7, 4, 3, 1], [29, 28, 37, 43, 23, 22, 21, 45, 17, 16, 15, 14, 41, 35, 33, 32, 31, 51, 50, 48, 47, 19, 39, 26, 25], [38, 36, 35, 33, 32, 30, 28, 27, 26, 24, 22, 21, 20, 18, 17, 15, 13, 11, 9, 8, 6, 4, 3, 2, 1], [38, 37, 34, 35, 32, 31, 30, 28, 26, 24, 23, 21, 19, 18, 16, 14, 12, 10, 9, 8, 6, 5, 4, 2, 1], [38, 37, 35, 34, 33, 31, 30, 29, 28, 27, 26, 24, 22, 21, 19, 17, 15, 13, 11, 9, 6, 7, 4, 3, 1], [39, 38, 37, 35, 34, 32, 30, 29, 28, 26, 25, 23, 21, 19, 17, 15, 14, 13, 11, 9, 8, 7, 5, 3, 1], [24, 39, 38, 37, 15, 17, 13, 35, 30, 29, 20, 19, 51, 33, 32, 22, 49, 43, 42, 41, 27, 26, 47, 46, 45], [12, 11, 32, 31, 30, 41, 40, 38, 34, 21, 20, 28, 45, 48, 47, 26, 18, 36, 24, 23, 14, 16, 43, 51, 50], [32, 31, 16, 34, 49, 47, 46, 51, 44, 14, 18, 23, 22, 10, 9, 36, 25, 27, 29, 42, 20, 12, 40, 39, 38]]\n",
            "\n",
            "|--- Client 4 <= 30.50\n",
            "|   |--- class: 1\n",
            "|--- Client 4 >  30.50\n",
            "|   |--- Client 11 <= 36.00\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 11 >  36.00\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [15, 27, 26, 25, 24, 40, 39, 38, 18, 17, 47, 29, 22, 43, 42, 51, 50, 49, 20, 36, 35, 34, 33, 45, 31]\n",
            "1 1 [19, 18, 48, 30, 24, 23, 22, 21, 36, 35, 34, 33, 32, 42, 41, 40, 51, 50, 38, 46, 45, 44, 28, 27, 26]\n",
            "2 1 [36, 35, 34, 32, 31, 42, 29, 28, 18, 51, 38, 22, 26, 25, 24, 20, 49, 48, 46, 45, 44, 40, 13, 16, 15]\n",
            "3 1 [38, 37, 36, 20, 19, 30, 26, 25, 24, 51, 50, 49, 48, 47, 45, 44, 43, 42, 40, 34, 33, 32, 28, 22, 17]\n",
            "4 1 [20, 51, 29, 28, 34, 33, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 31, 24, 23, 22, 26]\n",
            "5 1 [24, 23, 36, 35, 34, 33, 32, 49, 30, 51, 38, 26, 47, 43, 42, 41, 40, 17, 16, 15, 21, 20, 19, 28, 45]\n",
            "6 1 [21, 28, 27, 36, 35, 34, 33, 32, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 30, 25, 24, 23]\n",
            "7 1 [36, 41, 34, 33, 32, 51, 50, 49, 48, 47, 46, 45, 43, 24, 23, 22, 18, 26, 20, 39, 38, 30, 29, 28, 16]\n",
            "8 1 [35, 48, 47, 27, 26, 33, 32, 31, 24, 23, 51, 50, 45, 44, 43, 29, 41, 40, 39, 38, 37, 21, 20, 19, 18]\n",
            "9 1 [24, 23, 22, 18, 17, 31, 30, 46, 45, 43, 42, 48, 28, 27, 26, 51, 50, 40, 39, 38, 37, 36, 35, 33, 20]\n",
            "10 1 [36, 35, 34, 33, 32, 31, 13, 26, 25, 23, 47, 38, 21, 42, 45, 44, 15, 29, 28, 50, 49, 19, 18, 17, 40]\n",
            "11 1 [44, 43, 23, 22, 21, 20, 19, 18, 48, 31, 30, 29, 28, 27, 41, 40, 39, 38, 34, 33, 25, 36, 51, 50, 46]\n",
            "12 1 [37, 36, 41, 40, 39, 34, 33, 32, 31, 16, 45, 50, 49, 20, 19, 18, 43, 27, 26, 25, 24, 23, 22, 29, 47]\n",
            "13 1 [25, 24, 23, 22, 21, 27, 34, 30, 29, 40, 39, 38, 37, 36, 44, 43, 42, 19, 32, 51, 50, 49, 48, 47, 46]\n",
            "14 1 [43, 42, 41, 46, 45, 27, 26, 25, 31, 39, 38, 37, 36, 35, 34, 33, 48, 18, 51, 50, 29, 23, 22, 21, 20]\n",
            "15 1 [51, 50, 20, 19, 18, 27, 26, 25, 23, 22, 48, 44, 43, 42, 40, 39, 38, 37, 36, 32, 31, 30, 29, 34, 46]\n",
            "16 1 [28, 27, 26, 25, 24, 37, 22, 21, 35, 34, 42, 41, 39, 46, 45, 44, 32, 31, 30, 19, 18, 17, 50, 49, 48]\n",
            "17 1 [43, 49, 38, 37, 36, 35, 15, 14, 41, 40, 47, 46, 45, 23, 19, 51, 17, 27, 26, 25, 30, 29, 21, 33, 32]\n",
            "18 1 [28, 32, 31, 30, 51, 50, 49, 48, 35, 34, 19, 46, 45, 43, 42, 26, 25, 24, 23, 22, 21, 40, 39, 38, 37]\n",
            "19 1 [50, 49, 48, 35, 34, 33, 46, 42, 41, 40, 39, 38, 37, 20, 19, 18, 31, 30, 29, 28, 27, 26, 24, 22, 44]\n",
            "20 1 [50, 49, 32, 20, 19, 18, 17, 27, 26, 25, 24, 47, 46, 45, 44, 42, 41, 22, 30, 29, 39, 37, 36, 35, 34]\n",
            "21 1 [42, 41, 40, 39, 45, 44, 21, 20, 51, 50, 49, 48, 47, 37, 36, 35, 34, 24, 23, 27, 26, 32, 31, 30, 29]\n",
            "22 1 [48, 30, 28, 27, 51, 50, 43, 21, 20, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 46, 45, 25, 24, 23, 18]\n",
            "23 1 [28, 27, 26, 25, 24, 35, 42, 41, 40, 39, 49, 48, 30, 46, 22, 33, 32, 17, 16, 15, 44, 20, 19, 51, 37]\n",
            "24 1 [41, 28, 36, 26, 25, 24, 23, 22, 21, 20, 19, 45, 47, 34, 33, 32, 31, 30, 17, 16, 50, 49, 39, 38, 43]\n",
            "25 1 [20, 19, 30, 29, 28, 27, 26, 33, 32, 24, 23, 22, 51, 44, 43, 42, 41, 40, 49, 48, 47, 46, 35, 38, 37]\n",
            "26 1 [22, 21, 28, 27, 26, 45, 44, 43, 42, 19, 24, 51, 50, 40, 39, 38, 37, 48, 47, 35, 17, 16, 30, 33, 32]\n",
            "27 1 [27, 26, 25, 24, 23, 30, 29, 32, 19, 18, 34, 38, 37, 36, 21, 45, 44, 43, 42, 41, 40, 47, 51, 50, 49]\n",
            "28 1 [26, 25, 24, 23, 22, 46, 45, 44, 42, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 51, 50, 49, 48, 40]\n",
            "29 1 [20, 19, 18, 36, 35, 40, 39, 38, 46, 45, 44, 43, 42, 24, 23, 22, 29, 28, 27, 26, 50, 31, 33, 16, 48]\n",
            "30 1 [24, 23, 22, 21, 20, 19, 28, 37, 35, 34, 39, 46, 32, 31, 30, 17, 16, 15, 51, 44, 43, 41, 26, 49, 48]\n",
            "31 1 [48, 47, 46, 35, 34, 33, 32, 28, 30, 41, 40, 39, 38, 37, 44, 43, 50, 22, 21, 20, 19, 18, 26, 25, 24]\n",
            "32 1 [45, 44, 30, 36, 34, 33, 32, 38, 17, 51, 50, 49, 42, 41, 40, 47, 19, 28, 27, 26, 25, 24, 23, 22, 21]\n",
            "33 1 [50, 46, 17, 27, 32, 31, 30, 29, 44, 43, 20, 19, 48, 25, 24, 23, 22, 41, 40, 39, 38, 37, 36, 35, 34]\n",
            "34 1 [29, 28, 27, 26, 20, 31, 50, 49, 48, 47, 46, 45, 44, 42, 41, 40, 39, 22, 18, 37, 36, 35, 34, 33, 24]\n",
            "35 1 [23, 46, 26, 25, 37, 44, 42, 41, 39, 33, 32, 31, 21, 20, 19, 29, 28, 50, 49, 48, 17, 16, 14, 13, 35]\n",
            "36 1 [29, 18, 17, 16, 27, 14, 35, 34, 33, 49, 51, 47, 46, 37, 44, 43, 42, 41, 40, 39, 20, 23, 22, 25, 31]\n",
            "37 1 [20, 32, 30, 29, 28, 27, 26, 25, 51, 49, 48, 47, 46, 45, 38, 37, 36, 18, 34, 23, 22, 43, 42, 41, 40]\n",
            "38 1 [49, 48, 47, 22, 21, 39, 38, 37, 28, 27, 26, 25, 24, 45, 44, 43, 42, 41, 51, 35, 34, 33, 32, 31, 30]\n",
            "39 1 [31, 17, 47, 25, 24, 23, 22, 21, 27, 19, 38, 37, 36, 35, 34, 33, 45, 44, 43, 42, 41, 40, 29, 50, 49]\n",
            "40 1 [27, 26, 37, 24, 51, 30, 29, 35, 34, 22, 47, 46, 44, 43, 42, 41, 40, 39, 32, 49, 20, 19, 18, 17, 16]\n",
            "41 1 [31, 30, 29, 28, 27, 26, 25, 24, 36, 51, 39, 38, 49, 48, 47, 46, 45, 43, 42, 41, 22, 21, 20, 34, 33]\n",
            "42 1 [51, 49, 48, 47, 43, 42, 41, 40, 39, 38, 37, 22, 21, 45, 35, 34, 33, 32, 31, 29, 28, 27, 26, 25, 24]\n",
            "43 1 [35, 34, 33, 21, 20, 18, 17, 27, 26, 31, 24, 23, 43, 42, 41, 15, 29, 39, 38, 37, 50, 48, 47, 46, 45]\n",
            "44 1 [25, 24, 34, 33, 32, 27, 36, 43, 42, 41, 40, 39, 38, 22, 21, 46, 45, 51, 49, 48, 30, 29, 19, 18, 17]\n",
            "45 1 [18, 25, 24, 23, 22, 36, 35, 44, 43, 42, 41, 40, 33, 32, 31, 30, 51, 50, 49, 47, 46, 38, 20, 28, 27]\n",
            "46 1 [24, 23, 22, 21, 20, 31, 30, 29, 28, 27, 26, 33, 43, 42, 41, 35, 39, 38, 37, 51, 50, 49, 47, 46, 45]\n",
            "47 1 [35, 33, 32, 31, 30, 21, 47, 45, 44, 43, 42, 41, 40, 39, 26, 25, 37, 19, 18, 17, 51, 50, 49, 23, 28]\n",
            "48 1 [51, 50, 49, 48, 47, 46, 41, 21, 20, 39, 38, 37, 36, 35, 34, 32, 31, 30, 29, 23, 27, 26, 25, 44, 43]\n",
            "49 1 [48, 14, 28, 27, 26, 25, 50, 23, 33, 32, 21, 20, 41, 40, 39, 46, 45, 30, 43, 37, 36, 35, 18, 17, 16]\n",
            "50 1 [40, 39, 38, 37, 35, 34, 16, 50, 49, 43, 42, 25, 18, 28, 27, 47, 46, 45, 23, 22, 21, 20, 32, 31, 30]\n",
            "51 1 [30, 29, 28, 36, 45, 44, 43, 41, 50, 49, 48, 47, 21, 20, 19, 18, 26, 25, 24, 23, 39, 38, 34, 33, 32]\n",
            "52 1 [38, 37, 20, 19, 43, 42, 41, 40, 50, 48, 47, 46, 45, 28, 27, 26, 25, 24, 23, 22, 35, 34, 33, 31, 30]\n",
            "53 1 [48, 47, 46, 38, 37, 25, 24, 30, 22, 41, 40, 17, 16, 15, 14, 20, 19, 50, 35, 34, 32, 44, 43, 28, 27]\n",
            "54 1 [51, 31, 29, 43, 38, 37, 17, 35, 34, 33, 41, 40, 49, 48, 47, 46, 45, 27, 26, 25, 24, 23, 22, 21, 19]\n",
            "55 1 [24, 37, 36, 35, 34, 33, 43, 31, 30, 29, 41, 50, 49, 47, 46, 45, 27, 26, 20, 19, 18, 17, 16, 22, 39]\n",
            "56 1 [38, 37, 30, 29, 28, 27, 48, 35, 34, 42, 46, 19, 18, 17, 16, 15, 50, 25, 24, 23, 13, 44, 32, 21, 40]\n",
            "57 1 [50, 49, 23, 22, 35, 34, 47, 46, 44, 43, 42, 17, 30, 15, 28, 27, 26, 25, 40, 39, 38, 37, 32, 20, 19]\n",
            "58 1 [39, 33, 49, 21, 31, 30, 41, 43, 51, 19, 18, 17, 16, 15, 23, 28, 13, 47, 46, 45, 26, 25, 37, 36, 35]\n",
            "59 1 [27, 21, 25, 24, 23, 44, 43, 42, 41, 40, 39, 37, 36, 35, 34, 33, 32, 30, 29, 51, 50, 49, 48, 47, 46]\n",
            "60 1 [31, 23, 22, 21, 20, 19, 50, 36, 35, 17, 16, 38, 29, 28, 44, 43, 42, 41, 40, 48, 47, 46, 33, 26, 25]\n",
            "61 1 [34, 20, 19, 17, 39, 38, 37, 36, 27, 26, 25, 23, 22, 32, 31, 30, 29, 51, 50, 45, 44, 48, 47, 42, 41]\n",
            "62 1 [51, 27, 26, 25, 24, 23, 22, 44, 43, 49, 48, 47, 46, 20, 38, 37, 36, 35, 34, 32, 41, 40, 18, 30, 29]\n",
            "63 1 [24, 22, 21, 47, 46, 45, 44, 50, 49, 42, 41, 34, 33, 32, 30, 29, 27, 26, 39, 38, 37, 36, 19, 18, 17]\n",
            "64 1 [51, 50, 30, 19, 36, 35, 34, 33, 32, 41, 40, 39, 38, 46, 45, 43, 28, 27, 26, 25, 23, 22, 21, 48, 17]\n",
            "65 1 [20, 18, 17, 25, 50, 49, 48, 47, 39, 38, 23, 22, 45, 44, 43, 42, 41, 36, 32, 31, 30, 29, 28, 27, 34]\n",
            "66 1 [25, 24, 30, 29, 28, 27, 50, 49, 48, 47, 46, 44, 43, 41, 40, 39, 38, 37, 36, 35, 34, 22, 21, 20, 32]\n",
            "67 1 [21, 20, 46, 45, 44, 43, 42, 41, 40, 39, 37, 36, 35, 34, 33, 31, 23, 50, 49, 48, 29, 28, 27, 26, 25]\n",
            "68 1 [27, 26, 20, 50, 49, 48, 47, 46, 45, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 43, 42, 24, 23, 22, 29]\n",
            "69 1 [47, 46, 45, 44, 43, 42, 51, 50, 49, 38, 37, 40, 20, 23, 22, 35, 34, 32, 31, 30, 18, 28, 27, 26, 25]\n",
            "70 1 [40, 39, 38, 44, 49, 23, 22, 21, 16, 30, 42, 36, 35, 34, 33, 32, 47, 46, 28, 27, 26, 25, 51, 19, 18]\n",
            "71 1 [35, 26, 25, 24, 23, 22, 21, 20, 19, 18, 17, 50, 49, 48, 46, 33, 42, 29, 28, 44, 31, 40, 39, 38, 37]\n",
            "72 1 [22, 21, 20, 25, 24, 41, 40, 14, 38, 37, 36, 27, 48, 47, 50, 29, 45, 44, 43, 31, 34, 33, 18, 17, 16]\n",
            "73 1 [40, 23, 22, 21, 31, 30, 48, 47, 46, 33, 19, 18, 17, 38, 37, 36, 35, 28, 27, 26, 25, 50, 44, 43, 42]\n",
            "74 1 [35, 41, 40, 27, 26, 25, 38, 37, 23, 22, 43, 30, 29, 33, 32, 20, 19, 18, 50, 49, 48, 47, 46, 45, 16]\n",
            "75 1 [42, 41, 36, 26, 25, 31, 30, 23, 39, 38, 51, 50, 15, 28, 21, 20, 19, 18, 17, 46, 45, 44, 48, 34, 33]\n",
            "76 1 [25, 24, 23, 22, 20, 39, 38, 37, 29, 28, 27, 33, 31, 18, 17, 16, 35, 45, 44, 49, 48, 47, 42, 41, 51]\n",
            "77 1 [48, 46, 19, 18, 17, 16, 39, 38, 37, 36, 30, 29, 28, 27, 44, 43, 42, 41, 50, 34, 33, 32, 23, 25, 21]\n",
            "78 1 [26, 25, 46, 21, 32, 31, 30, 23, 17, 12, 36, 35, 34, 50, 44, 43, 42, 19, 15, 14, 40, 39, 38, 28, 48]\n",
            "79 1 [48, 51, 50, 46, 24, 23, 22, 21, 40, 38, 37, 36, 35, 34, 33, 19, 44, 43, 42, 29, 28, 27, 26, 17, 31]\n",
            "80 1 [40, 39, 44, 15, 14, 19, 18, 17, 29, 42, 27, 26, 25, 21, 50, 37, 36, 35, 34, 33, 32, 31, 48, 23, 46]\n",
            "81 1 [23, 17, 16, 15, 27, 47, 46, 45, 21, 20, 19, 43, 42, 41, 40, 39, 31, 33, 29, 37, 36, 35, 50, 49, 25]\n",
            "82 1 [34, 16, 47, 46, 45, 19, 18, 50, 49, 23, 39, 14, 13, 43, 30, 29, 28, 27, 26, 25, 21, 32, 37, 36, 41]\n",
            "83 1 [33, 32, 31, 30, 29, 28, 26, 37, 50, 24, 23, 22, 42, 20, 19, 18, 17, 16, 35, 46, 45, 44, 48, 40, 39]\n",
            "84 1 [45, 28, 27, 26, 25, 24, 23, 22, 33, 32, 31, 30, 51, 50, 49, 48, 47, 37, 20, 43, 42, 41, 40, 39, 35]\n",
            "85 1 [33, 27, 47, 46, 44, 43, 42, 41, 40, 39, 51, 50, 49, 37, 36, 35, 23, 22, 21, 20, 19, 25, 31, 30, 29]\n",
            "86 1 [31, 30, 29, 28, 49, 48, 39, 38, 36, 35, 34, 33, 24, 23, 22, 26, 20, 19, 51, 46, 45, 44, 43, 42, 41]\n",
            "87 1 [49, 33, 32, 31, 30, 29, 17, 42, 41, 40, 39, 21, 20, 19, 44, 51, 27, 26, 47, 46, 24, 23, 37, 36, 35]\n",
            "88 1 [44, 18, 17, 16, 15, 14, 42, 41, 50, 31, 30, 29, 35, 25, 27, 48, 46, 23, 22, 21, 20, 33, 39, 38, 37]\n",
            "89 1 [33, 48, 47, 42, 22, 15, 14, 28, 31, 30, 45, 44, 40, 26, 25, 24, 50, 20, 19, 18, 17, 38, 37, 36, 35]\n",
            "90 1 [18, 40, 16, 38, 37, 36, 34, 33, 51, 50, 49, 28, 27, 26, 25, 45, 44, 31, 30, 47, 42, 23, 22, 21, 20]\n",
            "91 1 [42, 48, 47, 46, 37, 29, 28, 27, 40, 39, 51, 50, 32, 31, 18, 17, 44, 25, 24, 23, 22, 21, 20, 35, 34]\n",
            "92 1 [23, 46, 45, 44, 43, 42, 40, 21, 20, 38, 37, 36, 35, 34, 33, 32, 31, 30, 50, 49, 48, 28, 27, 26, 25]\n",
            "93 1 [28, 27, 51, 45, 44, 43, 42, 41, 40, 38, 37, 49, 48, 47, 35, 34, 33, 32, 30, 25, 24, 23, 22, 21, 20]\n",
            "94 1 [38, 37, 36, 27, 26, 25, 24, 34, 33, 31, 30, 29, 22, 21, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40]\n",
            "95 1 [29, 27, 26, 25, 51, 50, 49, 23, 22, 21, 47, 46, 45, 44, 43, 42, 36, 35, 34, 33, 32, 31, 40, 39, 38]\n",
            "96 1 [23, 27, 25, 21, 20, 51, 50, 49, 48, 47, 46, 45, 43, 42, 41, 40, 39, 38, 36, 35, 34, 33, 31, 30, 29]\n",
            "97 1 [24, 33, 35, 45, 44, 18, 17, 42, 41, 15, 48, 47, 51, 50, 31, 30, 29, 28, 27, 26, 39, 37, 22, 21, 20]\n",
            "98 1 [51, 50, 49, 36, 35, 23, 22, 20, 16, 42, 41, 40, 39, 38, 18, 30, 29, 28, 45, 44, 26, 25, 47, 33, 32]\n",
            "99 1 [15, 27, 51, 47, 46, 45, 44, 43, 42, 41, 40, 38, 22, 21, 36, 35, 25, 24, 19, 17, 31, 30, 29, 49, 33]\n",
            "New generation  200\n",
            "New generation  201\n",
            "P 201\n",
            "\n",
            " ========= Iteration 11 =========== \n",
            "\n",
            "Pareto sort 18\n",
            "18 5\n",
            "H_group [[31, 30, 28, 27, 25, 23, 21, 20, 19, 17, 16, 15, 14, 13, 12, 10, 11, 8, 7, 6, 5, 4, 3, 2, 1], [30, 29, 28, 27, 26, 25, 24, 23, 20, 21, 18, 17, 16, 12, 13, 14, 11, 9, 8, 6, 1, 2, 3, 4, 5], [31, 30, 29, 27, 26, 25, 22, 23, 24, 20, 18, 16, 15, 14, 13, 12, 11, 10, 8, 7, 5, 4, 3, 2, 1], [32, 31, 29, 28, 27, 25, 22, 23, 24, 20, 19, 16, 17, 15, 14, 13, 12, 10, 9, 7, 6, 3, 4, 5, 1], [33, 32, 30, 29, 28, 26, 25, 21, 23, 20, 22, 18, 17, 16, 15, 14, 12, 11, 10, 9, 8, 6, 4, 3, 1]]\n",
            "L_group [[49, 48, 23, 22, 40, 27, 51, 33, 36, 35, 20, 19, 38, 44, 43, 42, 41, 28, 25, 46, 17, 16, 15, 31, 30], [39, 37, 35, 33, 31, 30, 29, 27, 25, 23, 21, 19, 18, 17, 15, 13, 12, 11, 9, 10, 7, 5, 3, 2, 1], [28, 27, 26, 38, 22, 35, 34, 16, 17, 15, 42, 49, 51, 40, 47, 46, 45, 44, 24, 32, 37, 36, 21, 19, 30], [41, 39, 38, 36, 34, 32, 30, 28, 27, 25, 24, 22, 21, 20, 18, 16, 15, 13, 11, 9, 7, 5, 3, 2, 1], [41, 39, 37, 35, 33, 32, 30, 29, 28, 26, 25, 23, 21, 19, 18, 16, 14, 12, 11, 9, 8, 6, 4, 2, 1]]\n",
            "\n",
            "|--- Client 12 <= 18.50\n",
            "|   |--- class: 1\n",
            "|--- Client 12 >  18.50\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [36, 35, 34, 44, 42, 38, 40, 32, 31, 30, 18, 17, 28, 27, 26, 22, 21, 20, 24, 49, 47, 46, 15, 14, 51]\n",
            "1 1 [43, 19, 41, 40, 21, 35, 34, 33, 17, 16, 15, 14, 25, 24, 23, 31, 38, 37, 46, 45, 50, 29, 28, 27, 48]\n",
            "2 1 [47, 32, 31, 20, 19, 26, 25, 24, 34, 29, 28, 17, 51, 50, 49, 45, 44, 43, 42, 41, 40, 39, 38, 36, 22]\n",
            "3 1 [28, 27, 48, 47, 46, 45, 32, 21, 20, 19, 18, 17, 23, 34, 30, 25, 39, 38, 15, 14, 50, 36, 43, 42, 41]\n",
            "4 1 [32, 49, 34, 51, 18, 17, 45, 44, 43, 20, 15, 14, 41, 40, 39, 38, 47, 30, 29, 36, 27, 12, 25, 23, 22]\n",
            "5 1 [38, 16, 36, 43, 42, 41, 40, 30, 21, 20, 19, 18, 51, 50, 49, 48, 46, 45, 34, 32, 24, 23, 28, 27, 26]\n",
            "6 1 [28, 27, 42, 38, 37, 36, 35, 46, 51, 20, 19, 18, 40, 49, 48, 44, 30, 25, 24, 33, 32, 22, 16, 15, 14]\n",
            "7 1 [28, 27, 26, 25, 23, 36, 41, 40, 38, 19, 18, 17, 16, 34, 51, 50, 49, 48, 47, 46, 30, 21, 32, 44, 43]\n",
            "8 1 [40, 43, 42, 50, 49, 48, 24, 22, 21, 20, 19, 18, 36, 35, 46, 45, 38, 33, 32, 31, 30, 16, 15, 26, 28]\n",
            "9 1 [45, 44, 43, 42, 26, 25, 23, 21, 20, 19, 18, 17, 29, 28, 40, 50, 49, 38, 37, 36, 34, 33, 32, 31, 47]\n",
            "10 1 [39, 37, 32, 51, 50, 49, 48, 47, 46, 30, 21, 16, 42, 41, 35, 34, 44, 19, 18, 28, 27, 26, 25, 24, 23]\n",
            "11 1 [34, 50, 49, 17, 40, 28, 27, 25, 24, 22, 15, 14, 45, 44, 43, 42, 32, 31, 30, 47, 38, 37, 36, 20, 19]\n",
            "12 1 [46, 20, 19, 49, 48, 13, 44, 40, 39, 38, 37, 17, 15, 42, 23, 22, 51, 28, 27, 25, 32, 31, 30, 35, 34]\n",
            "13 1 [33, 21, 48, 47, 46, 45, 31, 30, 29, 28, 19, 18, 17, 43, 42, 26, 50, 40, 39, 38, 37, 36, 35, 24, 23]\n",
            "14 1 [39, 37, 36, 35, 48, 33, 32, 31, 23, 41, 17, 16, 21, 20, 19, 29, 46, 45, 44, 43, 27, 26, 25, 51, 50]\n",
            "15 1 [14, 35, 34, 33, 32, 26, 50, 49, 44, 12, 21, 16, 24, 23, 42, 41, 30, 28, 47, 46, 39, 38, 37, 19, 18]\n",
            "16 1 [51, 50, 49, 48, 47, 46, 28, 23, 22, 26, 25, 17, 44, 43, 42, 41, 20, 19, 30, 39, 37, 36, 34, 33, 32]\n",
            "17 1 [37, 29, 28, 27, 32, 31, 51, 49, 48, 47, 46, 17, 39, 44, 43, 42, 41, 35, 34, 25, 23, 22, 21, 20, 19]\n",
            "18 1 [32, 40, 44, 16, 49, 24, 23, 22, 21, 20, 19, 18, 51, 26, 47, 46, 38, 37, 36, 35, 34, 42, 30, 29, 28]\n",
            "19 1 [21, 33, 46, 44, 35, 31, 42, 50, 49, 48, 15, 14, 29, 28, 27, 19, 18, 17, 40, 39, 38, 37, 25, 24, 23]\n",
            "20 1 [20, 36, 14, 48, 30, 29, 28, 27, 34, 33, 32, 18, 17, 16, 38, 25, 24, 23, 22, 44, 43, 42, 40, 46, 50]\n",
            "21 1 [31, 30, 29, 22, 49, 48, 47, 20, 42, 41, 18, 17, 16, 36, 35, 34, 33, 45, 44, 25, 24, 27, 39, 38, 51]\n",
            "22 1 [41, 18, 31, 49, 48, 47, 46, 45, 35, 34, 33, 16, 21, 20, 43, 29, 28, 27, 26, 25, 39, 38, 37, 51, 23]\n",
            "23 1 [33, 23, 50, 49, 16, 36, 35, 41, 40, 27, 14, 13, 47, 46, 45, 44, 43, 21, 20, 19, 18, 25, 31, 38, 29]\n",
            "24 1 [34, 33, 50, 49, 48, 47, 31, 22, 21, 20, 19, 18, 45, 36, 41, 40, 38, 16, 43, 29, 28, 27, 26, 25, 24]\n",
            "25 1 [32, 31, 30, 29, 28, 23, 22, 21, 26, 25, 19, 18, 51, 50, 49, 48, 38, 40, 46, 45, 43, 42, 36, 35, 34]\n",
            "26 1 [20, 44, 43, 42, 41, 25, 31, 23, 22, 50, 18, 17, 16, 15, 27, 13, 35, 33, 39, 38, 37, 29, 48, 47, 46]\n",
            "27 1 [28, 49, 41, 40, 43, 30, 38, 23, 33, 32, 14, 13, 21, 20, 19, 18, 17, 16, 36, 35, 51, 45, 26, 25, 47]\n",
            "28 1 [45, 44, 30, 40, 39, 38, 26, 25, 24, 23, 22, 15, 18, 17, 28, 20, 36, 47, 34, 33, 32, 51, 50, 49, 42]\n",
            "29 1 [46, 45, 44, 50, 26, 22, 21, 20, 19, 18, 17, 16, 42, 35, 34, 48, 30, 29, 28, 40, 39, 38, 37, 24, 32]\n",
            "30 1 [46, 45, 44, 31, 50, 49, 48, 42, 36, 35, 20, 18, 17, 16, 15, 24, 23, 22, 40, 38, 29, 28, 27, 26, 33]\n",
            "31 1 [39, 38, 31, 30, 29, 28, 27, 33, 22, 21, 19, 18, 17, 47, 46, 36, 35, 44, 43, 42, 41, 25, 24, 50, 49]\n",
            "32 1 [43, 42, 41, 40, 23, 22, 33, 20, 45, 18, 17, 16, 38, 37, 36, 35, 25, 31, 30, 29, 28, 27, 50, 48, 47]\n",
            "33 1 [33, 32, 37, 19, 30, 48, 47, 45, 44, 13, 12, 17, 15, 42, 21, 28, 27, 26, 51, 50, 40, 39, 35, 24, 23]\n",
            "34 1 [40, 36, 35, 34, 25, 24, 23, 22, 21, 20, 19, 18, 30, 28, 27, 42, 38, 47, 46, 45, 44, 51, 50, 49, 32]\n",
            "35 1 [37, 26, 25, 33, 32, 31, 23, 22, 21, 20, 19, 18, 45, 44, 43, 29, 28, 49, 48, 47, 35, 51, 41, 40, 39]\n",
            "36 1 [51, 34, 33, 32, 20, 49, 28, 41, 40, 39, 16, 15, 37, 36, 13, 45, 44, 43, 30, 23, 22, 47, 18, 26, 25]\n",
            "37 1 [39, 38, 37, 36, 51, 47, 34, 33, 49, 19, 18, 17, 26, 25, 21, 45, 44, 43, 42, 41, 15, 31, 30, 28, 23]\n",
            "38 1 [39, 37, 31, 30, 29, 43, 42, 41, 33, 20, 19, 18, 17, 50, 49, 48, 47, 46, 45, 27, 26, 25, 24, 22, 35]\n",
            "39 1 [31, 30, 18, 41, 25, 39, 38, 23, 16, 15, 14, 13, 45, 43, 48, 47, 28, 27, 21, 20, 34, 33, 51, 50, 36]\n",
            "40 1 [34, 33, 43, 50, 49, 27, 26, 25, 24, 20, 19, 18, 22, 16, 15, 36, 41, 40, 38, 47, 46, 45, 31, 30, 29]\n",
            "41 1 [27, 26, 48, 44, 43, 30, 29, 33, 32, 20, 19, 18, 17, 24, 23, 22, 51, 50, 41, 40, 39, 38, 37, 35, 46]\n",
            "42 1 [44, 34, 33, 48, 28, 27, 42, 41, 40, 50, 17, 16, 38, 25, 24, 46, 19, 31, 30, 14, 13, 12, 22, 21, 36]\n",
            "43 1 [33, 32, 25, 24, 23, 41, 40, 30, 38, 50, 18, 17, 28, 27, 48, 47, 46, 44, 43, 21, 20, 15, 14, 36, 35]\n",
            "44 1 [38, 37, 46, 45, 18, 17, 16, 23, 22, 48, 50, 14, 43, 42, 41, 40, 35, 30, 29, 28, 20, 33, 32, 26, 25]\n",
            "45 1 [46, 45, 44, 24, 23, 48, 40, 39, 38, 37, 36, 17, 27, 26, 31, 30, 29, 34, 33, 50, 15, 42, 21, 20, 19]\n",
            "46 1 [38, 46, 30, 51, 50, 36, 35, 15, 44, 43, 42, 18, 17, 33, 32, 23, 22, 21, 20, 28, 40, 26, 25, 13, 48]\n",
            "47 1 [25, 24, 23, 22, 49, 41, 40, 39, 37, 44, 43, 16, 20, 19, 18, 28, 27, 30, 51, 35, 34, 33, 32, 47, 46]\n",
            "48 1 [51, 50, 49, 48, 28, 27, 42, 41, 44, 33, 32, 18, 17, 16, 15, 25, 24, 20, 30, 22, 39, 38, 37, 35, 46]\n",
            "49 1 [29, 28, 27, 26, 49, 48, 47, 51, 22, 45, 44, 16, 32, 31, 42, 40, 38, 37, 36, 35, 34, 24, 20, 19, 18]\n",
            "50 1 [51, 49, 47, 46, 24, 42, 41, 40, 39, 38, 37, 17, 16, 33, 32, 31, 30, 29, 27, 26, 35, 44, 20, 19, 22]\n",
            "51 1 [47, 45, 44, 43, 42, 41, 40, 39, 38, 37, 18, 17, 16, 50, 49, 24, 20, 28, 27, 26, 35, 33, 31, 30, 22]\n",
            "52 1 [25, 45, 44, 43, 42, 41, 14, 27, 35, 34, 19, 18, 17, 16, 32, 31, 30, 29, 50, 37, 23, 21, 48, 47, 39]\n",
            "53 1 [38, 37, 36, 22, 21, 20, 43, 42, 41, 40, 51, 18, 24, 30, 29, 28, 27, 26, 32, 34, 16, 49, 47, 46, 45]\n",
            "54 1 [38, 33, 32, 40, 46, 44, 42, 26, 25, 36, 35, 14, 13, 16, 23, 50, 49, 48, 21, 20, 19, 18, 30, 29, 28]\n",
            "55 1 [24, 23, 22, 48, 42, 51, 50, 27, 26, 29, 44, 17, 16, 20, 19, 38, 37, 36, 35, 34, 33, 32, 31, 46, 40]\n",
            "56 1 [35, 34, 33, 25, 24, 23, 22, 21, 37, 48, 47, 17, 45, 44, 43, 42, 41, 40, 39, 19, 50, 29, 28, 27, 31]\n",
            "57 1 [36, 35, 26, 43, 42, 41, 18, 33, 32, 14, 51, 16, 45, 21, 20, 30, 29, 28, 39, 38, 49, 48, 47, 24, 23]\n",
            "58 1 [44, 43, 28, 51, 50, 49, 48, 32, 31, 30, 46, 18, 17, 39, 38, 26, 36, 35, 34, 41, 24, 23, 22, 21, 20]\n",
            "59 1 [34, 33, 15, 31, 30, 46, 45, 44, 48, 36, 22, 13, 12, 42, 28, 50, 20, 19, 17, 40, 39, 38, 26, 25, 24]\n",
            "60 1 [46, 45, 21, 29, 28, 27, 23, 25, 49, 48, 19, 18, 31, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 51]\n",
            "61 1 [27, 49, 48, 21, 51, 25, 24, 23, 19, 18, 17, 16, 15, 33, 31, 46, 45, 29, 41, 40, 43, 38, 37, 36, 35]\n",
            "62 1 [29, 28, 27, 40, 23, 25, 32, 31, 51, 50, 34, 16, 38, 37, 36, 45, 44, 43, 42, 48, 47, 21, 20, 19, 18]\n",
            "63 1 [28, 27, 26, 25, 31, 30, 33, 44, 43, 42, 51, 16, 49, 40, 39, 38, 47, 46, 23, 22, 36, 35, 20, 19, 18]\n",
            "64 1 [31, 30, 38, 37, 36, 16, 20, 34, 33, 50, 49, 18, 47, 46, 45, 44, 43, 42, 41, 40, 26, 24, 23, 22, 28]\n",
            "65 1 [31, 38, 37, 36, 35, 34, 33, 42, 41, 40, 19, 18, 17, 29, 21, 25, 50, 49, 48, 47, 46, 45, 44, 27, 23]\n",
            "66 1 [37, 13, 23, 35, 34, 33, 32, 39, 50, 49, 43, 18, 17, 16, 15, 30, 47, 46, 45, 41, 26, 25, 21, 20, 28]\n",
            "67 1 [26, 25, 33, 32, 31, 30, 51, 50, 48, 47, 46, 17, 23, 22, 21, 40, 19, 35, 44, 43, 42, 38, 37, 15, 28]\n",
            "68 1 [31, 30, 39, 38, 44, 43, 22, 21, 28, 27, 26, 16, 19, 18, 33, 24, 36, 35, 47, 46, 14, 41, 51, 50, 49]\n",
            "69 1 [40, 44, 46, 25, 24, 23, 22, 21, 28, 27, 19, 18, 17, 16, 42, 51, 50, 49, 48, 38, 37, 36, 30, 34, 32]\n",
            "70 1 [48, 47, 29, 32, 31, 24, 23, 22, 21, 20, 50, 18, 17, 35, 34, 45, 44, 43, 42, 41, 27, 26, 39, 38, 37]\n",
            "71 1 [51, 50, 49, 47, 46, 45, 23, 22, 21, 20, 19, 18, 17, 30, 28, 27, 39, 38, 25, 34, 33, 32, 36, 43, 41]\n",
            "72 1 [28, 23, 22, 50, 20, 26, 25, 48, 15, 14, 18, 17, 36, 35, 34, 33, 32, 31, 30, 46, 44, 39, 38, 42, 41]\n",
            "73 1 [40, 46, 23, 19, 33, 32, 31, 17, 16, 15, 14, 13, 48, 50, 21, 38, 37, 36, 35, 42, 44, 29, 28, 27, 25]\n",
            "74 1 [31, 44, 33, 42, 50, 49, 48, 47, 46, 20, 19, 18, 17, 16, 36, 35, 29, 28, 27, 26, 22, 24, 40, 39, 38]\n",
            "75 1 [35, 25, 48, 47, 46, 45, 44, 43, 37, 31, 15, 14, 13, 20, 19, 18, 17, 33, 39, 50, 27, 41, 23, 22, 29]\n",
            "76 1 [42, 41, 40, 39, 38, 51, 24, 45, 44, 27, 26, 18, 17, 16, 15, 29, 36, 49, 48, 47, 32, 31, 20, 34, 22]\n",
            "77 1 [28, 27, 26, 25, 46, 33, 32, 35, 30, 48, 17, 16, 15, 20, 19, 13, 44, 43, 50, 23, 22, 11, 39, 37, 41]\n",
            "78 1 [43, 42, 41, 28, 24, 26, 22, 21, 20, 19, 18, 17, 16, 30, 39, 47, 46, 45, 37, 35, 51, 50, 49, 33, 32]\n",
            "79 1 [39, 31, 30, 29, 35, 34, 33, 43, 16, 15, 27, 18, 25, 24, 23, 22, 21, 20, 46, 45, 37, 50, 49, 48, 41]\n",
            "80 1 [37, 36, 35, 33, 32, 31, 30, 47, 46, 20, 19, 18, 26, 51, 50, 49, 28, 40, 39, 44, 43, 42, 24, 23, 22]\n",
            "81 1 [23, 22, 21, 38, 37, 36, 35, 43, 46, 45, 19, 18, 17, 33, 32, 31, 30, 49, 48, 41, 40, 51, 26, 25, 28]\n",
            "82 1 [41, 26, 30, 29, 28, 49, 48, 37, 36, 35, 34, 17, 16, 46, 51, 24, 23, 22, 21, 20, 19, 44, 43, 32, 39]\n",
            "83 1 [24, 23, 22, 21, 37, 43, 35, 34, 33, 19, 18, 17, 16, 15, 26, 39, 50, 49, 48, 47, 41, 45, 28, 31, 30]\n",
            "84 1 [35, 34, 33, 47, 49, 38, 37, 51, 31, 20, 19, 18, 23, 22, 45, 44, 43, 42, 41, 40, 29, 28, 27, 26, 25]\n",
            "85 1 [25, 24, 23, 22, 21, 27, 33, 32, 45, 40, 19, 18, 17, 16, 43, 42, 48, 47, 30, 29, 38, 37, 36, 35, 50]\n",
            "86 1 [31, 26, 25, 24, 23, 51, 50, 49, 48, 47, 36, 16, 45, 41, 39, 38, 34, 33, 29, 28, 21, 20, 43, 14, 18]\n",
            "87 1 [42, 41, 19, 46, 45, 44, 21, 39, 38, 37, 23, 17, 16, 50, 49, 48, 35, 34, 33, 32, 31, 30, 26, 25, 28]\n",
            "88 1 [32, 31, 39, 38, 29, 20, 46, 45, 18, 16, 15, 14, 48, 43, 27, 26, 25, 24, 23, 22, 34, 41, 51, 50, 36]\n",
            "89 1 [34, 33, 23, 22, 43, 42, 36, 29, 28, 18, 17, 16, 15, 40, 39, 38, 31, 46, 45, 26, 25, 51, 20, 49, 48]\n",
            "90 1 [37, 36, 35, 34, 33, 32, 41, 40, 39, 48, 47, 17, 27, 30, 29, 45, 50, 43, 25, 24, 23, 22, 21, 20, 19]\n",
            "91 1 [47, 13, 21, 20, 23, 38, 37, 36, 35, 45, 44, 18, 50, 49, 40, 28, 27, 26, 25, 16, 15, 42, 33, 32, 30]\n",
            "92 1 [22, 35, 34, 33, 48, 47, 46, 45, 44, 43, 37, 17, 31, 30, 29, 28, 27, 26, 25, 24, 39, 50, 20, 19, 41]\n",
            "93 1 [26, 19, 24, 23, 45, 34, 36, 17, 16, 15, 14, 13, 30, 48, 47, 43, 42, 41, 40, 39, 38, 28, 21, 32, 50]\n",
            "94 1 [35, 34, 42, 41, 29, 28, 27, 23, 22, 51, 50, 15, 37, 39, 32, 31, 17, 20, 19, 25, 48, 47, 46, 45, 44]\n",
            "95 1 [21, 39, 38, 37, 14, 50, 46, 45, 44, 48, 19, 12, 30, 29, 32, 25, 24, 23, 27, 17, 16, 42, 41, 35, 34]\n",
            "96 1 [47, 25, 50, 49, 45, 44, 36, 35, 42, 41, 40, 15, 19, 18, 17, 38, 23, 22, 21, 27, 33, 32, 31, 30, 29]\n",
            "97 1 [27, 25, 24, 23, 22, 20, 50, 49, 47, 46, 45, 16, 31, 30, 29, 39, 38, 37, 36, 35, 34, 33, 41, 43, 18]\n",
            "98 1 [39, 24, 23, 37, 36, 35, 34, 33, 32, 51, 15, 17, 26, 30, 42, 41, 49, 48, 47, 21, 20, 19, 45, 44, 28]\n",
            "99 1 [32, 31, 30, 50, 49, 44, 43, 42, 41, 19, 18, 17, 16, 37, 24, 23, 39, 21, 28, 27, 26, 47, 46, 35, 34]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 12 =========== \n",
            "\n",
            "Pareto sort 15\n",
            "15 4\n",
            "H_group [[29, 28, 27, 25, 24, 21, 22, 19, 18, 17, 16, 15, 14, 12, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11], [29, 28, 38, 37, 36, 35, 34, 31, 32, 21, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 26, 25, 24, 23], [46, 29, 28, 27, 48, 50, 31, 30, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 25, 24, 23, 22, 21], [31, 30, 28, 27, 26, 24, 23, 21, 20, 19, 18, 12, 13, 14, 15, 16, 17, 10, 9, 8, 5, 6, 3, 2, 1]]\n",
            "L_group [[32, 49, 34, 51, 18, 17, 45, 44, 43, 20, 15, 14, 41, 40, 39, 38, 47, 30, 29, 36, 27, 12, 25, 23, 22], [45, 34, 33, 18, 17, 41, 27, 26, 25, 15, 14, 36, 43, 40, 51, 50, 49, 47, 23, 22, 30, 29, 31, 38, 20], [51, 42, 43, 45, 16, 14, 13, 40, 38, 49, 23, 22, 29, 28, 24, 26, 21, 47, 33, 32, 31, 19, 18, 36, 35], [42, 41, 39, 38, 36, 34, 32, 31, 30, 28, 26, 24, 22, 20, 18, 16, 14, 12, 11, 10, 8, 6, 5, 3, 1]]\n",
            "\n",
            "|--- Client 2 <= 32.00\n",
            "|   |--- class: 1\n",
            "|--- Client 2 >  32.00\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [32, 31, 30, 29, 28, 27, 23, 22, 21, 50, 40, 25, 19, 38, 37, 36, 17, 48, 47, 46, 45, 44, 43, 42, 34]\n",
            "1 1 [21, 20, 19, 18, 27, 26, 29, 31, 24, 23, 39, 38, 37, 36, 35, 49, 48, 47, 46, 45, 44, 51, 33, 42, 41]\n",
            "2 1 [50, 21, 20, 19, 18, 17, 29, 28, 37, 36, 35, 34, 33, 32, 31, 23, 26, 25, 43, 48, 47, 46, 45, 41, 39]\n",
            "3 1 [25, 24, 42, 17, 34, 22, 21, 20, 19, 48, 47, 46, 45, 44, 38, 37, 36, 28, 27, 40, 51, 50, 32, 31, 30]\n",
            "4 1 [28, 27, 26, 25, 24, 23, 22, 21, 20, 41, 36, 35, 34, 39, 38, 51, 50, 32, 31, 30, 44, 43, 48, 47, 46]\n",
            "5 1 [18, 16, 15, 38, 37, 36, 35, 24, 20, 31, 50, 49, 48, 22, 33, 29, 28, 27, 26, 46, 45, 44, 43, 41, 40]\n",
            "6 1 [24, 23, 22, 48, 47, 51, 50, 31, 30, 29, 28, 27, 26, 36, 35, 34, 33, 45, 44, 43, 42, 41, 40, 39, 38]\n",
            "7 1 [24, 28, 27, 26, 31, 30, 38, 12, 42, 17, 48, 47, 46, 50, 36, 44, 19, 15, 14, 34, 33, 22, 21, 40, 10]\n",
            "8 1 [51, 25, 24, 40, 47, 46, 45, 44, 18, 16, 42, 29, 28, 27, 22, 21, 20, 49, 38, 36, 35, 34, 33, 32, 31]\n",
            "9 1 [26, 31, 29, 28, 19, 18, 17, 16, 15, 50, 49, 34, 33, 39, 38, 21, 43, 42, 41, 36, 24, 23, 47, 46, 45]\n",
            "10 1 [17, 16, 41, 40, 39, 38, 37, 36, 43, 46, 45, 34, 33, 28, 27, 48, 25, 24, 51, 50, 19, 22, 21, 31, 30]\n",
            "11 1 [21, 20, 16, 29, 35, 18, 14, 24, 23, 31, 38, 37, 49, 48, 47, 46, 51, 27, 26, 33, 44, 43, 42, 41, 40]\n",
            "12 1 [18, 17, 51, 35, 34, 41, 15, 14, 44, 43, 49, 48, 46, 39, 38, 37, 26, 25, 20, 30, 29, 28, 32, 23, 22]\n",
            "13 1 [33, 32, 31, 30, 36, 35, 28, 27, 26, 25, 48, 47, 20, 50, 18, 17, 23, 22, 41, 40, 39, 38, 45, 44, 43]\n",
            "14 1 [29, 22, 21, 20, 32, 31, 34, 51, 50, 49, 48, 47, 46, 37, 36, 44, 43, 42, 41, 40, 39, 27, 26, 25, 24]\n",
            "15 1 [40, 31, 38, 37, 36, 35, 34, 33, 50, 49, 48, 29, 28, 18, 17, 16, 15, 21, 20, 44, 24, 23, 46, 26, 42]\n",
            "16 1 [27, 26, 25, 30, 29, 17, 37, 36, 35, 34, 33, 32, 44, 50, 40, 39, 42, 48, 47, 46, 23, 22, 21, 20, 19]\n",
            "17 1 [27, 26, 36, 35, 34, 33, 50, 48, 47, 46, 20, 19, 18, 44, 43, 42, 41, 22, 31, 30, 29, 24, 16, 39, 38]\n",
            "18 1 [27, 26, 25, 24, 48, 39, 38, 37, 35, 34, 33, 19, 18, 31, 30, 29, 46, 45, 44, 43, 22, 21, 41, 51, 50]\n",
            "19 1 [34, 32, 31, 30, 29, 19, 18, 47, 46, 45, 44, 43, 51, 50, 49, 21, 27, 26, 25, 24, 23, 41, 39, 37, 36]\n",
            "20 1 [25, 23, 22, 17, 27, 41, 40, 39, 37, 36, 35, 34, 33, 32, 30, 29, 20, 19, 47, 46, 45, 44, 43, 50, 49]\n",
            "21 1 [32, 31, 30, 36, 34, 19, 18, 17, 16, 15, 21, 44, 43, 42, 26, 25, 24, 23, 38, 51, 28, 40, 46, 49, 48]\n",
            "22 1 [21, 20, 19, 51, 50, 39, 38, 36, 35, 34, 48, 47, 46, 45, 26, 25, 24, 23, 43, 42, 41, 30, 29, 28, 32]\n",
            "23 1 [27, 26, 25, 33, 32, 31, 30, 29, 35, 39, 21, 20, 19, 51, 50, 49, 48, 47, 23, 37, 45, 44, 43, 42, 41]\n",
            "24 1 [26, 30, 29, 28, 20, 19, 18, 17, 45, 44, 43, 42, 50, 49, 48, 47, 38, 37, 36, 34, 33, 32, 40, 24, 22]\n",
            "25 1 [32, 31, 30, 23, 28, 27, 25, 19, 17, 38, 47, 46, 45, 44, 43, 42, 41, 40, 21, 36, 35, 34, 51, 50, 49]\n",
            "26 1 [20, 26, 44, 43, 42, 41, 51, 24, 23, 22, 32, 31, 30, 29, 28, 39, 38, 37, 36, 35, 34, 49, 48, 47, 46]\n",
            "27 1 [29, 21, 19, 18, 17, 16, 15, 51, 42, 27, 26, 45, 44, 37, 36, 35, 34, 49, 32, 31, 40, 39, 47, 24, 23]\n",
            "28 1 [25, 31, 17, 15, 27, 51, 49, 48, 47, 21, 29, 23, 19, 41, 40, 39, 38, 37, 36, 35, 34, 33, 45, 44, 43]\n",
            "29 1 [29, 28, 50, 49, 31, 44, 43, 41, 40, 39, 26, 15, 20, 19, 18, 17, 24, 23, 22, 37, 36, 47, 46, 34, 33]\n",
            "30 1 [32, 31, 38, 37, 36, 17, 47, 29, 28, 27, 26, 25, 24, 45, 20, 19, 34, 43, 42, 41, 40, 51, 50, 49, 22]\n",
            "31 1 [17, 16, 22, 25, 24, 50, 39, 38, 20, 19, 36, 35, 34, 33, 32, 42, 41, 46, 45, 44, 48, 30, 29, 28, 27]\n",
            "32 1 [33, 32, 31, 38, 37, 36, 35, 16, 50, 49, 44, 43, 42, 40, 29, 28, 27, 26, 22, 21, 20, 47, 46, 18, 24]\n",
            "33 1 [33, 32, 31, 30, 29, 23, 22, 21, 25, 44, 19, 35, 51, 50, 49, 48, 47, 46, 17, 27, 42, 41, 40, 38, 37]\n",
            "34 1 [30, 29, 28, 27, 26, 25, 24, 23, 22, 21, 35, 42, 41, 51, 39, 37, 33, 32, 19, 49, 48, 47, 46, 45, 44]\n",
            "35 1 [26, 25, 24, 23, 21, 33, 32, 31, 30, 43, 28, 51, 50, 49, 48, 47, 46, 45, 41, 40, 39, 38, 37, 36, 35]\n",
            "36 1 [31, 30, 29, 22, 38, 37, 36, 35, 34, 33, 48, 27, 26, 25, 24, 46, 45, 44, 43, 50, 20, 19, 18, 41, 40]\n",
            "37 1 [29, 28, 37, 36, 35, 26, 25, 24, 23, 22, 21, 20, 19, 18, 44, 43, 42, 41, 31, 48, 39, 33, 51, 50, 46]\n",
            "38 1 [32, 31, 26, 25, 24, 23, 22, 20, 19, 29, 28, 45, 44, 43, 42, 41, 40, 39, 38, 34, 51, 50, 36, 48, 47]\n",
            "39 1 [33, 32, 31, 30, 43, 42, 40, 39, 26, 25, 24, 23, 48, 47, 46, 45, 51, 50, 21, 20, 19, 37, 36, 35, 28]\n",
            "40 1 [33, 28, 27, 26, 25, 46, 40, 39, 35, 48, 37, 23, 22, 21, 20, 19, 18, 17, 16, 31, 30, 44, 51, 50, 42]\n",
            "41 1 [51, 29, 28, 27, 26, 25, 24, 23, 22, 21, 49, 37, 35, 34, 33, 32, 31, 45, 44, 43, 42, 41, 40, 39, 47]\n",
            "42 1 [20, 19, 18, 45, 44, 43, 42, 32, 40, 39, 38, 37, 36, 30, 28, 27, 26, 25, 50, 49, 48, 47, 23, 22, 34]\n",
            "43 1 [23, 22, 20, 19, 45, 17, 16, 48, 47, 33, 32, 31, 43, 42, 41, 40, 36, 35, 29, 28, 51, 50, 38, 26, 25]\n",
            "44 1 [25, 24, 22, 21, 20, 19, 51, 40, 39, 42, 37, 35, 34, 33, 32, 31, 30, 28, 27, 49, 48, 47, 46, 45, 44]\n",
            "45 1 [46, 18, 17, 16, 15, 27, 23, 22, 44, 25, 20, 50, 35, 34, 40, 39, 38, 37, 42, 13, 32, 31, 30, 29, 48]\n",
            "46 1 [29, 28, 27, 50, 40, 39, 38, 25, 24, 36, 35, 33, 32, 31, 48, 47, 46, 22, 20, 19, 18, 17, 44, 43, 42]\n",
            "47 1 [30, 29, 28, 27, 46, 45, 43, 34, 25, 24, 23, 22, 21, 20, 19, 18, 38, 37, 36, 50, 49, 48, 32, 41, 40]\n",
            "48 1 [29, 27, 26, 25, 24, 43, 41, 40, 47, 46, 45, 31, 36, 38, 34, 33, 51, 50, 49, 22, 21, 20, 19, 18, 17]\n",
            "49 1 [25, 24, 36, 35, 34, 33, 32, 31, 45, 27, 29, 22, 18, 17, 16, 15, 47, 49, 43, 42, 41, 51, 20, 39, 38]\n",
            "50 1 [50, 24, 26, 38, 37, 36, 16, 22, 21, 20, 19, 18, 32, 31, 34, 48, 47, 46, 29, 28, 44, 43, 42, 41, 40]\n",
            "51 1 [21, 20, 37, 36, 44, 43, 42, 41, 25, 24, 23, 34, 33, 32, 31, 30, 29, 28, 27, 50, 49, 48, 47, 46, 39]\n",
            "52 1 [42, 25, 51, 23, 19, 18, 17, 16, 33, 32, 27, 40, 39, 38, 37, 36, 35, 49, 21, 47, 46, 45, 44, 30, 29]\n",
            "53 1 [26, 25, 24, 23, 22, 20, 18, 17, 16, 36, 43, 42, 40, 50, 49, 34, 33, 38, 31, 30, 29, 28, 47, 46, 45]\n",
            "54 1 [24, 23, 29, 28, 38, 37, 36, 35, 34, 33, 32, 31, 26, 51, 50, 49, 47, 43, 42, 40, 45, 17, 16, 19, 21]\n",
            "55 1 [28, 27, 25, 24, 39, 37, 22, 21, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 35, 34, 33, 32, 31, 30]\n",
            "56 1 [25, 24, 51, 50, 49, 48, 47, 46, 45, 44, 43, 34, 33, 32, 31, 30, 29, 28, 27, 39, 22, 21, 37, 36, 41]\n",
            "57 1 [28, 26, 25, 24, 23, 22, 21, 20, 16, 15, 43, 18, 45, 36, 49, 48, 47, 51, 41, 39, 38, 32, 31, 30, 34]\n",
            "58 1 [25, 24, 23, 22, 45, 36, 35, 34, 33, 32, 31, 29, 28, 27, 51, 50, 49, 48, 47, 43, 42, 41, 40, 39, 38]\n",
            "59 1 [27, 16, 19, 18, 37, 36, 21, 50, 48, 47, 46, 45, 44, 43, 42, 25, 40, 39, 23, 34, 33, 32, 31, 30, 29]\n",
            "60 1 [23, 22, 21, 37, 36, 26, 25, 40, 39, 32, 31, 30, 29, 28, 51, 50, 49, 48, 42, 46, 34, 17, 16, 19, 44]\n",
            "61 1 [30, 23, 22, 42, 12, 11, 28, 27, 44, 20, 14, 38, 18, 25, 33, 32, 47, 46, 50, 49, 36, 35, 40, 9, 16]\n",
            "62 1 [23, 26, 25, 28, 40, 31, 30, 38, 37, 36, 35, 34, 33, 43, 42, 21, 20, 19, 18, 51, 49, 48, 47, 45, 16]\n",
            "63 1 [16, 15, 14, 13, 18, 25, 39, 23, 22, 27, 50, 49, 48, 47, 46, 45, 29, 41, 35, 33, 32, 31, 20, 43, 37]\n",
            "64 1 [16, 20, 19, 18, 47, 46, 37, 36, 29, 28, 27, 26, 25, 34, 33, 32, 31, 51, 49, 40, 39, 44, 23, 22, 42]\n",
            "65 1 [28, 27, 34, 33, 32, 31, 30, 25, 24, 23, 43, 21, 20, 41, 40, 18, 38, 37, 36, 51, 50, 48, 47, 46, 45]\n",
            "66 1 [36, 31, 30, 29, 28, 27, 26, 38, 24, 42, 41, 40, 46, 34, 33, 18, 17, 51, 50, 49, 48, 44, 22, 21, 20]\n",
            "67 1 [30, 29, 36, 35, 23, 22, 21, 20, 19, 17, 51, 50, 48, 27, 33, 32, 25, 46, 45, 43, 42, 41, 40, 39, 38]\n",
            "68 1 [31, 30, 41, 40, 39, 38, 37, 28, 27, 26, 35, 24, 23, 22, 21, 43, 50, 49, 48, 47, 46, 45, 19, 18, 33]\n",
            "69 1 [12, 20, 35, 26, 25, 24, 29, 28, 18, 22, 50, 49, 14, 44, 43, 42, 47, 46, 33, 32, 31, 37, 16, 40, 39]\n",
            "70 1 [37, 18, 35, 41, 40, 39, 28, 27, 26, 33, 32, 31, 30, 44, 43, 50, 49, 48, 47, 46, 24, 23, 22, 21, 20]\n",
            "71 1 [23, 22, 21, 50, 49, 48, 47, 46, 45, 44, 25, 42, 41, 40, 38, 37, 36, 35, 34, 32, 31, 30, 29, 28, 27]\n",
            "72 1 [28, 27, 30, 43, 42, 41, 25, 24, 23, 21, 20, 19, 51, 39, 49, 48, 47, 46, 45, 37, 36, 35, 34, 33, 32]\n",
            "73 1 [21, 20, 48, 40, 39, 38, 37, 46, 45, 44, 43, 42, 35, 34, 23, 51, 50, 25, 18, 32, 31, 30, 29, 28, 27]\n",
            "74 1 [30, 29, 28, 27, 41, 40, 39, 46, 45, 44, 43, 48, 18, 17, 25, 37, 36, 35, 33, 32, 20, 51, 50, 23, 22]\n",
            "75 1 [27, 22, 21, 36, 35, 34, 33, 32, 31, 30, 29, 45, 44, 43, 42, 41, 40, 39, 38, 51, 49, 25, 24, 47, 19]\n",
            "76 1 [51, 30, 42, 41, 40, 28, 27, 26, 25, 24, 49, 48, 47, 46, 45, 44, 22, 21, 38, 37, 36, 35, 34, 33, 32]\n",
            "77 1 [27, 25, 24, 23, 46, 45, 44, 42, 41, 40, 39, 38, 37, 36, 35, 21, 20, 31, 30, 29, 33, 51, 50, 49, 48]\n",
            "78 1 [24, 23, 22, 49, 48, 47, 17, 39, 38, 34, 33, 32, 30, 29, 28, 27, 26, 42, 41, 45, 44, 20, 19, 36, 51]\n",
            "79 1 [26, 24, 22, 21, 20, 43, 42, 41, 40, 39, 38, 18, 28, 32, 31, 30, 36, 35, 34, 50, 49, 48, 47, 46, 45]\n",
            "80 1 [27, 26, 25, 24, 23, 29, 45, 44, 43, 49, 47, 35, 34, 16, 41, 40, 21, 20, 19, 18, 32, 31, 51, 38, 37]\n",
            "81 1 [23, 27, 41, 50, 39, 21, 20, 19, 18, 17, 32, 37, 30, 29, 25, 35, 34, 43, 48, 47, 46, 45, 15, 14, 13]\n",
            "82 1 [16, 15, 27, 26, 25, 24, 23, 18, 32, 38, 36, 34, 30, 29, 47, 46, 49, 51, 44, 43, 42, 41, 40, 21, 20]\n",
            "83 1 [48, 16, 15, 46, 45, 44, 43, 42, 40, 21, 20, 19, 18, 50, 32, 38, 37, 27, 30, 29, 25, 24, 23, 35, 34]\n",
            "84 1 [21, 20, 19, 42, 41, 49, 48, 46, 45, 44, 37, 36, 35, 34, 24, 23, 32, 30, 29, 27, 26, 51, 17, 39, 15]\n",
            "85 1 [23, 30, 29, 28, 27, 26, 25, 48, 51, 50, 46, 45, 44, 43, 42, 41, 40, 38, 37, 36, 35, 21, 20, 33, 32]\n",
            "86 1 [23, 22, 21, 20, 19, 30, 29, 28, 27, 45, 44, 39, 38, 37, 36, 32, 25, 42, 41, 34, 50, 17, 16, 48, 47]\n",
            "87 1 [29, 28, 27, 37, 36, 35, 22, 31, 41, 40, 39, 20, 50, 49, 48, 47, 46, 45, 44, 43, 33, 18, 17, 25, 24]\n",
            "88 1 [14, 13, 12, 33, 37, 48, 23, 22, 21, 19, 18, 16, 31, 50, 43, 42, 41, 25, 35, 46, 45, 39, 29, 28, 27]\n",
            "89 1 [32, 30, 29, 28, 42, 19, 40, 50, 36, 35, 34, 24, 23, 22, 21, 26, 45, 44, 48, 47, 17, 16, 15, 14, 38]\n",
            "90 1 [30, 29, 21, 25, 24, 23, 33, 32, 19, 18, 50, 49, 48, 47, 46, 45, 44, 37, 42, 41, 40, 39, 27, 16, 35]\n",
            "91 1 [14, 24, 20, 19, 18, 17, 16, 46, 29, 28, 27, 26, 48, 33, 32, 31, 36, 35, 50, 41, 40, 22, 44, 43, 38]\n",
            "92 1 [20, 19, 48, 47, 45, 44, 30, 29, 28, 27, 26, 25, 24, 23, 22, 38, 37, 36, 35, 33, 32, 42, 41, 40, 50]\n",
            "93 1 [41, 25, 37, 36, 29, 16, 48, 27, 23, 22, 21, 20, 19, 18, 14, 50, 12, 39, 31, 46, 45, 44, 43, 34, 33]\n",
            "94 1 [50, 26, 39, 24, 30, 29, 28, 44, 43, 42, 41, 37, 36, 48, 47, 46, 22, 21, 20, 19, 34, 32, 17, 16, 15]\n",
            "95 1 [26, 28, 51, 50, 49, 47, 45, 43, 42, 41, 40, 38, 37, 36, 34, 33, 32, 31, 30, 24, 23, 22, 21, 20, 19]\n",
            "96 1 [20, 19, 18, 33, 44, 43, 42, 41, 40, 50, 49, 31, 30, 38, 28, 27, 26, 25, 24, 23, 22, 47, 46, 36, 35]\n",
            "97 1 [19, 18, 43, 22, 21, 24, 41, 40, 39, 38, 37, 36, 35, 33, 32, 31, 30, 29, 49, 47, 46, 45, 51, 27, 26]\n",
            "98 1 [23, 28, 41, 40, 39, 38, 50, 49, 48, 47, 46, 45, 26, 25, 30, 36, 35, 34, 33, 32, 21, 20, 19, 18, 43]\n",
            "99 1 [31, 30, 29, 27, 38, 43, 42, 41, 40, 16, 15, 45, 48, 47, 25, 36, 34, 33, 20, 19, 18, 51, 50, 23, 22]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 13 =========== \n",
            "\n",
            "Pareto sort 30\n",
            "30 9\n",
            "H_group [[27, 26, 25, 19, 20, 22, 21, 23, 24, 17, 16, 15, 14, 13, 12, 11, 9, 8, 7, 6, 5, 4, 3, 2, 1], [26, 28, 27, 24, 23, 22, 21, 15, 16, 17, 18, 19, 14, 13, 12, 11, 10, 7, 8, 6, 5, 4, 3, 2, 1], [31, 30, 28, 27, 26, 25, 24, 23, 22, 21, 18, 19, 16, 15, 10, 11, 12, 13, 14, 8, 7, 5, 3, 2, 1], [32, 31, 30, 29, 27, 26, 24, 23, 22, 21, 20, 17, 18, 15, 14, 13, 12, 11, 10, 8, 7, 5, 3, 2, 1], [31, 30, 29, 26, 27, 24, 23, 21, 20, 19, 17, 16, 7, 8, 9, 10, 11, 12, 13, 14, 15, 5, 4, 3, 1], [48, 45, 39, 38, 46, 51, 50, 41, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21, 43], [32, 31, 30, 27, 28, 25, 24, 23, 21, 20, 19, 17, 16, 15, 14, 13, 12, 10, 9, 7, 6, 5, 3, 2, 1], [31, 30, 28, 27, 25, 24, 23, 22, 20, 19, 18, 17, 16, 12, 13, 14, 11, 6, 7, 8, 9, 5, 3, 2, 1], [32, 31, 26, 25, 24, 23, 22, 20, 19, 29, 28, 45, 44, 43, 42, 41, 40, 39, 38, 34, 51, 50, 36, 48, 47]]\n",
            "L_group [[39, 37, 36, 34, 32, 31, 30, 28, 27, 25, 23, 20, 21, 18, 17, 16, 14, 11, 12, 9, 7, 5, 4, 3, 1], [39, 38, 36, 34, 33, 31, 30, 28, 26, 24, 22, 20, 19, 17, 15, 16, 13, 11, 10, 8, 7, 6, 5, 3, 1], [39, 37, 38, 35, 34, 32, 31, 29, 28, 26, 25, 23, 22, 21, 19, 18, 16, 14, 12, 10, 8, 6, 4, 2, 1], [30, 51, 50, 45, 13, 43, 32, 23, 22, 35, 41, 40, 20, 19, 48, 47, 17, 16, 15, 33, 25, 38, 37, 28, 27], [39, 40, 37, 35, 33, 32, 30, 28, 26, 25, 24, 23, 21, 19, 17, 15, 14, 12, 11, 10, 8, 7, 5, 3, 1], [40, 39, 37, 36, 35, 33, 31, 29, 28, 26, 24, 22, 21, 19, 17, 15, 13, 11, 10, 8, 7, 6, 5, 3, 1], [45, 44, 39, 26, 33, 32, 14, 20, 37, 24, 23, 22, 12, 16, 42, 41, 48, 47, 35, 29, 28, 31, 51, 50, 18], [24, 28, 27, 26, 31, 30, 38, 12, 42, 17, 48, 47, 46, 50, 36, 44, 19, 15, 14, 34, 33, 22, 21, 40, 10], [30, 23, 22, 42, 12, 11, 28, 27, 44, 20, 14, 38, 18, 25, 33, 32, 47, 46, 50, 49, 36, 35, 40, 9, 16]]\n",
            "\n",
            "|--- Client 16 <= 14.50\n",
            "|   |--- class: 1\n",
            "|--- Client 16 >  14.50\n",
            "|   |--- Client 25 <= 35.00\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 25 >  35.00\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [34, 33, 32, 31, 30, 29, 19, 27, 26, 25, 24, 23, 22, 21, 45, 40, 43, 42, 38, 37, 36, 49, 48, 47, 51]\n",
            "1 1 [16, 25, 24, 23, 22, 39, 38, 37, 51, 50, 32, 30, 29, 28, 27, 35, 34, 18, 42, 41, 20, 48, 47, 46, 44]\n",
            "2 1 [25, 39, 34, 33, 32, 31, 30, 29, 28, 27, 18, 17, 20, 41, 48, 47, 46, 45, 43, 23, 22, 51, 50, 37, 36]\n",
            "3 1 [33, 48, 21, 38, 37, 36, 35, 43, 42, 46, 45, 40, 17, 16, 31, 30, 29, 28, 27, 19, 25, 24, 23, 51, 50]\n",
            "4 1 [25, 24, 23, 22, 21, 20, 32, 31, 47, 46, 44, 43, 42, 41, 40, 38, 37, 36, 35, 34, 27, 29, 51, 50, 49]\n",
            "5 1 [41, 40, 39, 38, 37, 35, 21, 19, 18, 33, 32, 24, 23, 30, 29, 28, 27, 26, 50, 49, 48, 47, 45, 44, 43]\n",
            "6 1 [36, 35, 34, 33, 31, 23, 29, 28, 27, 38, 46, 45, 44, 43, 42, 41, 40, 48, 21, 20, 25, 18, 17, 16, 50]\n",
            "7 1 [31, 23, 22, 18, 17, 16, 29, 28, 20, 26, 25, 51, 50, 49, 48, 47, 46, 38, 44, 43, 42, 34, 33, 36, 40]\n",
            "8 1 [35, 34, 48, 47, 46, 45, 44, 26, 25, 23, 22, 21, 20, 19, 18, 37, 28, 42, 41, 40, 39, 32, 31, 30, 50]\n",
            "9 1 [23, 22, 21, 32, 31, 30, 29, 27, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 25, 51, 50, 49, 47]\n",
            "10 1 [46, 45, 44, 43, 42, 41, 19, 18, 51, 50, 34, 33, 26, 25, 24, 23, 22, 21, 29, 28, 48, 36, 31, 39, 38]\n",
            "11 1 [50, 49, 48, 47, 45, 25, 16, 15, 27, 41, 40, 23, 22, 21, 20, 19, 18, 43, 31, 30, 29, 35, 33, 38, 37]\n",
            "12 1 [50, 49, 48, 21, 20, 37, 36, 35, 34, 33, 31, 30, 29, 28, 27, 42, 41, 40, 39, 25, 24, 23, 46, 45, 44]\n",
            "13 1 [44, 18, 51, 42, 41, 40, 39, 29, 47, 46, 31, 49, 21, 20, 27, 26, 25, 16, 15, 14, 23, 34, 33, 37, 36]\n",
            "14 1 [23, 22, 51, 50, 20, 36, 35, 34, 33, 32, 31, 30, 29, 28, 26, 25, 48, 40, 39, 38, 46, 45, 44, 43, 42]\n",
            "15 1 [46, 40, 39, 38, 37, 36, 27, 21, 14, 34, 42, 50, 25, 24, 23, 19, 18, 17, 16, 32, 31, 30, 29, 48, 44]\n",
            "16 1 [35, 34, 33, 32, 19, 18, 44, 43, 42, 41, 40, 39, 38, 37, 46, 23, 30, 48, 21, 28, 27, 26, 25, 51, 50]\n",
            "17 1 [51, 37, 41, 40, 39, 24, 23, 22, 21, 35, 34, 33, 31, 30, 29, 28, 27, 26, 49, 48, 47, 46, 45, 44, 43]\n",
            "18 1 [26, 50, 49, 43, 42, 41, 40, 39, 38, 45, 34, 33, 32, 47, 30, 29, 28, 20, 18, 17, 16, 24, 23, 22, 36]\n",
            "19 1 [51, 50, 25, 24, 28, 27, 18, 17, 16, 15, 46, 35, 40, 39, 38, 37, 42, 48, 33, 22, 21, 20, 31, 30, 44]\n",
            "20 1 [36, 23, 49, 48, 34, 33, 32, 25, 21, 20, 19, 30, 29, 28, 27, 51, 46, 45, 44, 43, 42, 41, 40, 39, 38]\n",
            "21 1 [40, 39, 38, 42, 28, 27, 26, 25, 24, 48, 47, 46, 45, 44, 36, 35, 34, 22, 21, 32, 16, 19, 18, 30, 50]\n",
            "22 1 [48, 40, 39, 38, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 46, 45, 44, 43, 42, 22, 51, 50]\n",
            "23 1 [29, 28, 34, 33, 31, 49, 48, 26, 25, 24, 23, 22, 21, 40, 39, 38, 37, 36, 46, 45, 44, 43, 42, 19, 51]\n",
            "24 1 [50, 49, 40, 39, 19, 43, 42, 17, 26, 25, 24, 22, 21, 37, 35, 34, 33, 15, 31, 13, 29, 28, 47, 46, 45]\n",
            "25 1 [39, 38, 37, 36, 32, 31, 30, 26, 25, 24, 23, 22, 21, 20, 46, 45, 44, 43, 42, 41, 48, 28, 34, 51, 50]\n",
            "26 1 [45, 20, 19, 39, 38, 37, 29, 28, 27, 26, 49, 48, 47, 51, 41, 24, 23, 22, 35, 34, 33, 32, 31, 17, 43]\n",
            "27 1 [51, 50, 49, 48, 47, 24, 23, 22, 21, 20, 33, 32, 31, 38, 36, 35, 29, 28, 27, 26, 43, 42, 41, 40, 45]\n",
            "28 1 [42, 27, 48, 47, 25, 24, 23, 15, 21, 40, 39, 38, 50, 36, 35, 34, 33, 32, 31, 30, 29, 17, 19, 45, 44]\n",
            "29 1 [43, 42, 41, 40, 26, 24, 23, 22, 21, 20, 38, 49, 47, 46, 45, 36, 35, 34, 33, 32, 31, 30, 29, 28, 51]\n",
            "30 1 [19, 18, 36, 35, 34, 33, 32, 21, 46, 45, 44, 43, 42, 41, 40, 39, 38, 30, 29, 28, 24, 23, 48, 26, 50]\n",
            "31 1 [30, 29, 28, 27, 19, 18, 32, 25, 24, 23, 22, 21, 40, 39, 38, 37, 51, 50, 49, 47, 46, 35, 34, 44, 42]\n",
            "32 1 [29, 28, 27, 26, 25, 24, 23, 37, 36, 35, 39, 21, 41, 33, 32, 31, 51, 50, 49, 48, 47, 46, 45, 44, 43]\n",
            "33 1 [51, 50, 49, 48, 31, 35, 34, 33, 22, 21, 20, 19, 18, 46, 45, 29, 28, 27, 25, 24, 40, 39, 43, 42, 37]\n",
            "34 1 [23, 22, 21, 46, 45, 44, 43, 42, 19, 50, 31, 30, 29, 28, 27, 26, 25, 40, 39, 38, 37, 35, 34, 33, 48]\n",
            "35 1 [36, 19, 18, 17, 38, 42, 41, 40, 27, 26, 25, 24, 23, 32, 15, 21, 46, 30, 29, 34, 44, 51, 50, 49, 48]\n",
            "36 1 [40, 47, 46, 45, 31, 30, 29, 28, 27, 26, 25, 24, 36, 35, 43, 42, 33, 38, 22, 21, 20, 19, 51, 50, 49]\n",
            "37 1 [20, 19, 18, 38, 37, 42, 41, 40, 35, 34, 33, 22, 26, 25, 24, 31, 30, 29, 28, 47, 46, 44, 51, 50, 49]\n",
            "38 1 [22, 30, 29, 28, 32, 18, 17, 16, 15, 46, 20, 50, 49, 48, 26, 25, 24, 42, 41, 39, 38, 36, 35, 34, 44]\n",
            "39 1 [33, 44, 19, 18, 51, 50, 31, 16, 29, 28, 27, 37, 36, 35, 48, 47, 46, 25, 24, 23, 22, 21, 42, 41, 39]\n",
            "40 1 [24, 23, 22, 21, 20, 19, 18, 17, 37, 36, 35, 34, 33, 31, 42, 27, 26, 46, 44, 29, 40, 39, 50, 49, 48]\n",
            "41 1 [30, 28, 26, 25, 24, 23, 17, 33, 32, 40, 39, 21, 20, 19, 37, 36, 35, 42, 50, 49, 48, 47, 46, 45, 44]\n",
            "42 1 [40, 39, 38, 37, 48, 46, 33, 24, 23, 22, 21, 29, 16, 15, 31, 13, 44, 35, 42, 19, 18, 51, 50, 27, 26]\n",
            "43 1 [13, 36, 35, 29, 31, 19, 27, 26, 25, 33, 17, 16, 15, 23, 22, 21, 44, 43, 38, 47, 46, 41, 40, 50, 49]\n",
            "44 1 [50, 43, 42, 41, 39, 38, 17, 20, 19, 15, 27, 26, 25, 24, 46, 45, 33, 32, 31, 30, 29, 36, 35, 22, 48]\n",
            "45 1 [33, 32, 31, 30, 50, 28, 27, 26, 25, 24, 23, 22, 21, 48, 43, 42, 41, 40, 39, 38, 37, 36, 35, 46, 45]\n",
            "46 1 [36, 35, 34, 26, 25, 24, 48, 38, 22, 15, 14, 17, 46, 45, 44, 32, 28, 30, 51, 50, 20, 19, 42, 41, 40]\n",
            "47 1 [28, 26, 25, 46, 45, 30, 39, 38, 37, 36, 17, 43, 42, 41, 34, 32, 23, 22, 21, 20, 19, 51, 50, 49, 48]\n",
            "48 1 [36, 35, 34, 33, 32, 30, 29, 28, 50, 49, 48, 47, 26, 25, 24, 23, 22, 16, 40, 43, 42, 45, 18, 20, 38]\n",
            "49 1 [17, 49, 51, 42, 41, 40, 21, 19, 23, 27, 30, 29, 38, 37, 12, 35, 34, 33, 32, 15, 14, 44, 25, 47, 46]\n",
            "50 1 [20, 19, 51, 50, 49, 41, 40, 39, 31, 30, 29, 28, 26, 25, 24, 23, 22, 37, 36, 34, 33, 44, 43, 47, 46]\n",
            "51 1 [30, 33, 32, 21, 20, 16, 35, 23, 28, 27, 26, 25, 49, 48, 47, 46, 45, 44, 40, 39, 38, 37, 18, 42, 51]\n",
            "52 1 [31, 30, 38, 37, 28, 27, 17, 16, 51, 50, 33, 44, 43, 42, 20, 19, 25, 24, 23, 22, 48, 47, 46, 35, 40]\n",
            "53 1 [40, 39, 38, 28, 27, 26, 25, 24, 23, 36, 35, 34, 33, 32, 44, 42, 46, 21, 20, 19, 17, 51, 30, 49, 48]\n",
            "54 1 [47, 29, 28, 50, 49, 45, 16, 31, 21, 20, 19, 18, 39, 38, 37, 36, 35, 33, 26, 25, 24, 23, 43, 42, 41]\n",
            "55 1 [30, 32, 28, 16, 20, 19, 18, 26, 25, 24, 38, 37, 36, 35, 34, 48, 47, 45, 44, 43, 42, 41, 40, 22, 50]\n",
            "56 1 [42, 41, 40, 39, 38, 37, 35, 33, 32, 21, 20, 19, 51, 50, 25, 24, 23, 48, 47, 30, 29, 28, 27, 45, 44]\n",
            "57 1 [45, 44, 43, 42, 41, 51, 50, 49, 23, 33, 29, 28, 27, 25, 39, 38, 37, 15, 35, 21, 20, 18, 17, 31, 47]\n",
            "58 1 [16, 38, 37, 18, 14, 48, 47, 46, 33, 32, 31, 25, 44, 43, 42, 23, 22, 21, 20, 35, 27, 51, 50, 29, 40]\n",
            "59 1 [43, 50, 49, 48, 19, 46, 45, 17, 28, 27, 35, 34, 33, 32, 31, 30, 41, 40, 39, 25, 24, 23, 22, 21, 37]\n",
            "60 1 [47, 31, 50, 49, 27, 26, 25, 24, 45, 41, 40, 39, 17, 16, 15, 14, 13, 19, 43, 29, 22, 21, 35, 33, 37]\n",
            "61 1 [46, 45, 36, 50, 49, 48, 43, 21, 20, 19, 18, 17, 26, 25, 15, 14, 23, 29, 28, 34, 33, 38, 31, 41, 40]\n",
            "62 1 [33, 29, 47, 49, 41, 24, 31, 22, 21, 27, 26, 39, 38, 37, 36, 35, 45, 44, 43, 19, 18, 17, 16, 15, 51]\n",
            "63 1 [35, 34, 33, 32, 48, 46, 45, 44, 43, 42, 18, 24, 23, 22, 21, 20, 26, 16, 40, 30, 29, 28, 38, 37, 50]\n",
            "64 1 [42, 41, 40, 26, 48, 47, 46, 45, 44, 30, 17, 16, 33, 32, 36, 35, 51, 50, 28, 20, 19, 24, 23, 22, 38]\n",
            "65 1 [27, 40, 39, 38, 37, 36, 50, 49, 31, 30, 29, 16, 45, 34, 33, 21, 20, 19, 18, 43, 42, 25, 24, 23, 47]\n",
            "66 1 [51, 50, 49, 27, 26, 47, 46, 45, 39, 38, 24, 23, 22, 21, 36, 35, 34, 33, 32, 31, 30, 29, 43, 42, 41]\n",
            "67 1 [51, 46, 45, 41, 40, 39, 38, 37, 27, 18, 17, 49, 48, 35, 21, 20, 25, 24, 23, 33, 32, 31, 30, 29, 43]\n",
            "68 1 [29, 28, 41, 39, 38, 37, 36, 35, 34, 33, 32, 31, 51, 50, 26, 24, 23, 22, 21, 20, 45, 44, 43, 48, 47]\n",
            "69 1 [22, 21, 38, 37, 40, 35, 34, 27, 26, 25, 24, 32, 19, 30, 29, 17, 51, 50, 49, 48, 47, 46, 45, 43, 42]\n",
            "70 1 [47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 22, 21, 20, 26, 30, 29, 28, 24, 34, 33, 32, 50, 49]\n",
            "71 1 [29, 35, 34, 33, 32, 31, 27, 26, 24, 22, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37]\n",
            "72 1 [34, 33, 32, 31, 51, 50, 49, 47, 46, 45, 23, 22, 21, 20, 43, 42, 41, 39, 38, 29, 28, 27, 26, 25, 36]\n",
            "73 1 [35, 38, 37, 27, 26, 25, 33, 32, 31, 30, 29, 23, 22, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40]\n",
            "74 1 [38, 18, 36, 35, 34, 33, 32, 31, 30, 29, 48, 44, 21, 20, 16, 15, 42, 41, 40, 50, 24, 23, 27, 26, 46]\n",
            "75 1 [45, 26, 28, 32, 31, 30, 43, 17, 51, 41, 40, 39, 37, 36, 35, 34, 24, 23, 22, 21, 20, 19, 49, 48, 47]\n",
            "76 1 [24, 23, 22, 21, 20, 19, 18, 17, 31, 30, 35, 34, 33, 28, 38, 37, 50, 26, 48, 46, 44, 43, 42, 41, 40]\n",
            "77 1 [24, 22, 21, 28, 19, 26, 33, 32, 17, 16, 30, 50, 49, 48, 47, 46, 45, 44, 43, 37, 36, 35, 41, 40, 39]\n",
            "78 1 [25, 24, 17, 16, 33, 32, 47, 46, 39, 44, 43, 37, 36, 35, 41, 30, 29, 28, 27, 51, 22, 21, 20, 19, 49]\n",
            "79 1 [20, 19, 18, 48, 46, 45, 44, 43, 42, 36, 24, 23, 22, 40, 34, 33, 32, 31, 30, 29, 28, 27, 26, 50, 38]\n",
            "80 1 [48, 47, 46, 17, 16, 37, 29, 28, 24, 35, 51, 50, 19, 14, 26, 33, 31, 22, 21, 44, 43, 42, 41, 40, 39]\n",
            "81 1 [35, 34, 33, 37, 31, 30, 29, 17, 16, 41, 40, 39, 48, 27, 26, 25, 24, 23, 22, 21, 19, 50, 44, 43, 46]\n",
            "82 1 [43, 42, 41, 40, 28, 47, 46, 45, 22, 21, 20, 19, 26, 50, 49, 17, 16, 14, 31, 30, 38, 24, 34, 33, 36]\n",
            "83 1 [37, 44, 35, 34, 33, 32, 31, 30, 29, 27, 25, 24, 39, 42, 41, 19, 18, 17, 22, 21, 50, 49, 48, 15, 46]\n",
            "84 1 [18, 17, 26, 25, 43, 37, 36, 35, 48, 47, 41, 40, 39, 23, 22, 33, 32, 31, 30, 29, 28, 51, 50, 20, 45]\n",
            "85 1 [26, 19, 37, 36, 39, 43, 42, 41, 51, 50, 49, 34, 33, 32, 31, 30, 29, 28, 24, 23, 22, 21, 47, 46, 45]\n",
            "86 1 [33, 45, 44, 43, 49, 48, 47, 18, 17, 16, 36, 35, 51, 31, 30, 29, 28, 24, 22, 21, 20, 26, 39, 38, 41]\n",
            "87 1 [23, 22, 30, 32, 40, 18, 17, 43, 42, 28, 27, 26, 25, 38, 37, 36, 35, 34, 20, 50, 49, 48, 47, 46, 45]\n",
            "88 1 [41, 40, 24, 23, 22, 49, 48, 47, 30, 29, 28, 27, 26, 20, 38, 37, 36, 35, 34, 33, 32, 43, 18, 51, 45]\n",
            "89 1 [23, 22, 21, 47, 46, 45, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 28, 27, 26, 25, 50, 49, 43]\n",
            "90 1 [36, 35, 45, 44, 26, 25, 24, 23, 33, 32, 31, 51, 50, 42, 41, 40, 39, 38, 29, 28, 21, 20, 19, 48, 47]\n",
            "91 1 [35, 34, 32, 31, 30, 29, 28, 17, 22, 21, 20, 19, 38, 37, 47, 46, 45, 43, 41, 40, 26, 25, 24, 50, 49]\n",
            "92 1 [46, 45, 44, 43, 42, 41, 40, 39, 31, 30, 29, 23, 22, 21, 20, 19, 51, 37, 36, 35, 27, 33, 25, 49, 48]\n",
            "93 1 [30, 29, 17, 32, 50, 49, 48, 47, 46, 24, 44, 43, 41, 22, 15, 27, 26, 20, 19, 13, 34, 39, 38, 37, 36]\n",
            "94 1 [24, 23, 22, 44, 42, 41, 40, 39, 20, 19, 31, 30, 29, 28, 27, 26, 51, 50, 49, 48, 34, 33, 37, 36, 46]\n",
            "95 1 [37, 27, 26, 45, 21, 20, 41, 40, 39, 24, 23, 33, 32, 31, 30, 29, 15, 14, 50, 18, 17, 43, 35, 48, 47]\n",
            "96 1 [37, 36, 35, 34, 33, 22, 21, 20, 48, 47, 46, 31, 30, 29, 28, 27, 26, 25, 24, 42, 41, 40, 39, 50, 44]\n",
            "97 1 [33, 32, 31, 30, 28, 47, 46, 45, 44, 43, 37, 36, 35, 39, 26, 25, 24, 22, 21, 20, 19, 51, 50, 49, 41]\n",
            "98 1 [17, 16, 22, 21, 20, 19, 29, 28, 27, 26, 31, 37, 36, 35, 34, 33, 48, 50, 43, 41, 40, 39, 24, 46, 45]\n",
            "99 1 [28, 49, 48, 47, 46, 37, 36, 35, 31, 30, 17, 16, 39, 24, 23, 33, 21, 20, 19, 44, 43, 42, 41, 26, 51]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 14 =========== \n",
            "\n",
            "Pareto sort 16\n",
            "16 4\n",
            "H_group [[31, 32, 29, 27, 26, 24, 22, 21, 20, 18, 16, 15, 14, 13, 12, 8, 9, 10, 11, 6, 5, 4, 3, 2, 1], [49, 48, 47, 46, 45, 51, 43, 42, 41, 40, 38, 37, 36, 35, 34, 33, 28, 29, 27, 31, 20, 19, 23, 22, 25], [34, 32, 30, 29, 28, 27, 25, 23, 21, 20, 18, 17, 16, 14, 13, 12, 11, 10, 9, 7, 6, 3, 4, 2, 1], [34, 35, 32, 31, 30, 28, 27, 25, 23, 22, 20, 19, 18, 17, 14, 15, 13, 12, 11, 9, 7, 6, 4, 3, 1]]\n",
            "L_group [[39, 38, 37, 35, 33, 31, 29, 27, 26, 24, 22, 21, 20, 18, 17, 15, 14, 12, 10, 8, 7, 5, 4, 3, 1], [40, 38, 37, 35, 33, 31, 29, 27, 26, 24, 23, 21, 20, 19, 17, 16, 15, 13, 11, 9, 8, 6, 5, 3, 1], [40, 39, 38, 35, 36, 33, 31, 29, 27, 26, 24, 22, 20, 19, 17, 15, 14, 12, 11, 10, 8, 6, 4, 2, 1], [18, 20, 26, 25, 42, 35, 34, 33, 32, 31, 40, 39, 13, 23, 28, 37, 49, 47, 29, 22, 16, 15, 51, 45, 44]]\n",
            "\n",
            "|--- Client 11 <= 21.00\n",
            "|   |--- class: 1\n",
            "|--- Client 11 >  21.00\n",
            "|   |--- Client 21 <= 18.00\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 21 >  18.00\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [34, 33, 32, 31, 30, 29, 28, 51, 50, 49, 48, 47, 46, 44, 42, 41, 24, 23, 22, 21, 39, 38, 37, 36, 26]\n",
            "1 1 [51, 19, 26, 31, 17, 39, 38, 37, 36, 29, 28, 49, 48, 47, 15, 14, 13, 24, 41, 45, 22, 21, 34, 33, 43]\n",
            "2 1 [49, 51, 24, 22, 21, 20, 19, 18, 17, 35, 34, 33, 32, 31, 42, 41, 27, 26, 39, 47, 46, 45, 44, 37, 29]\n",
            "3 1 [22, 49, 47, 51, 45, 44, 28, 27, 26, 25, 24, 42, 38, 37, 20, 19, 18, 17, 35, 34, 33, 32, 31, 30, 40]\n",
            "4 1 [15, 33, 19, 48, 47, 46, 45, 44, 43, 50, 36, 35, 38, 31, 30, 28, 27, 26, 25, 41, 40, 23, 22, 21, 17]\n",
            "5 1 [51, 50, 49, 48, 47, 46, 45, 27, 26, 25, 24, 34, 33, 22, 21, 43, 42, 41, 40, 39, 31, 30, 29, 37, 36]\n",
            "6 1 [45, 44, 43, 42, 41, 40, 50, 32, 31, 30, 29, 28, 27, 26, 24, 19, 17, 35, 34, 38, 37, 22, 21, 48, 47]\n",
            "7 1 [51, 50, 40, 39, 43, 42, 22, 48, 47, 46, 45, 32, 31, 30, 29, 28, 27, 26, 25, 24, 37, 36, 35, 34, 20]\n",
            "8 1 [51, 50, 21, 20, 19, 26, 25, 24, 23, 31, 48, 47, 46, 36, 35, 34, 33, 41, 40, 38, 44, 43, 17, 29, 28]\n",
            "9 1 [24, 40, 39, 38, 37, 36, 44, 34, 30, 29, 28, 27, 26, 42, 32, 17, 22, 21, 20, 19, 51, 49, 48, 47, 46]\n",
            "10 1 [39, 38, 37, 51, 50, 49, 19, 47, 46, 45, 31, 30, 29, 28, 27, 26, 35, 34, 33, 24, 23, 22, 21, 41, 43]\n",
            "11 1 [33, 41, 25, 24, 23, 22, 21, 20, 19, 50, 49, 48, 47, 46, 45, 39, 38, 37, 43, 31, 30, 29, 28, 27, 35]\n",
            "12 1 [39, 38, 37, 36, 35, 34, 27, 26, 25, 32, 31, 30, 29, 46, 45, 44, 43, 19, 18, 41, 48, 50, 23, 22, 21]\n",
            "13 1 [25, 24, 23, 22, 21, 20, 19, 18, 49, 32, 30, 51, 34, 28, 27, 42, 41, 47, 46, 45, 44, 39, 38, 37, 36]\n",
            "14 1 [20, 51, 50, 37, 31, 30, 29, 28, 45, 43, 42, 41, 40, 39, 35, 34, 33, 18, 26, 25, 24, 23, 22, 48, 47]\n",
            "15 1 [51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 28, 39, 38, 36, 35, 34, 24, 23, 32, 31, 30, 26, 21, 20]\n",
            "16 1 [32, 31, 46, 24, 23, 49, 48, 18, 17, 16, 44, 51, 29, 39, 38, 36, 35, 34, 27, 26, 21, 20, 14, 42, 41]\n",
            "17 1 [27, 26, 25, 24, 50, 49, 48, 47, 46, 45, 29, 43, 22, 21, 17, 41, 19, 39, 38, 37, 36, 35, 34, 33, 31]\n",
            "18 1 [48, 47, 46, 23, 21, 20, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 44, 43, 42, 41, 39, 38, 51, 50, 25]\n",
            "19 1 [23, 22, 21, 40, 39, 46, 45, 26, 25, 49, 48, 43, 42, 37, 36, 35, 51, 19, 18, 33, 32, 31, 30, 29, 28]\n",
            "20 1 [28, 20, 38, 32, 31, 30, 26, 24, 23, 22, 36, 35, 34, 41, 40, 51, 50, 49, 48, 47, 45, 44, 43, 18, 17]\n",
            "21 1 [44, 49, 14, 13, 12, 38, 34, 42, 10, 47, 46, 19, 18, 21, 32, 31, 51, 40, 24, 23, 27, 26, 16, 29, 36]\n",
            "22 1 [32, 15, 17, 40, 38, 13, 12, 43, 42, 48, 47, 46, 45, 26, 30, 19, 24, 23, 22, 21, 36, 35, 34, 28, 50]\n",
            "23 1 [31, 48, 47, 25, 24, 51, 50, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 45, 44, 22, 21, 29, 28, 27, 19]\n",
            "24 1 [45, 44, 37, 36, 35, 34, 28, 27, 26, 39, 48, 47, 32, 42, 41, 24, 23, 22, 21, 20, 19, 18, 30, 51, 50]\n",
            "25 1 [32, 31, 34, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 23, 22, 21, 49, 48, 47, 51, 29, 28, 27, 26, 25]\n",
            "26 1 [41, 40, 39, 38, 37, 36, 23, 26, 25, 32, 30, 51, 50, 49, 48, 47, 46, 45, 44, 43, 28, 34, 19, 18, 21]\n",
            "27 1 [38, 37, 36, 46, 28, 27, 26, 34, 33, 32, 44, 42, 41, 40, 51, 50, 48, 30, 24, 23, 22, 21, 20, 19, 18]\n",
            "28 1 [37, 30, 29, 41, 47, 46, 45, 44, 43, 17, 16, 15, 33, 32, 50, 49, 35, 19, 23, 22, 21, 27, 26, 25, 39]\n",
            "29 1 [33, 32, 31, 30, 29, 28, 27, 51, 50, 49, 25, 24, 23, 22, 21, 47, 39, 38, 37, 35, 45, 44, 42, 41, 19]\n",
            "30 1 [22, 31, 43, 42, 41, 40, 39, 38, 49, 48, 47, 46, 45, 36, 35, 34, 33, 18, 17, 24, 26, 29, 28, 20, 51]\n",
            "31 1 [48, 46, 45, 44, 34, 33, 32, 30, 42, 41, 40, 39, 38, 36, 18, 17, 25, 24, 23, 21, 20, 51, 50, 28, 27]\n",
            "32 1 [31, 20, 34, 33, 18, 17, 51, 12, 29, 28, 22, 45, 44, 43, 42, 47, 15, 14, 24, 49, 38, 37, 36, 26, 40]\n",
            "33 1 [40, 47, 34, 45, 44, 43, 42, 51, 49, 36, 38, 21, 20, 19, 18, 17, 25, 24, 23, 32, 31, 30, 29, 28, 27]\n",
            "34 1 [45, 23, 26, 25, 16, 15, 21, 20, 43, 42, 41, 39, 38, 37, 36, 30, 29, 28, 48, 47, 32, 34, 51, 50, 18]\n",
            "35 1 [25, 24, 23, 22, 18, 45, 40, 39, 38, 20, 36, 35, 34, 51, 50, 43, 42, 32, 31, 30, 29, 28, 27, 48, 47]\n",
            "36 1 [20, 41, 50, 49, 48, 47, 27, 26, 25, 24, 23, 22, 45, 44, 43, 39, 38, 37, 36, 35, 34, 33, 32, 30, 29]\n",
            "37 1 [25, 24, 20, 38, 37, 51, 50, 49, 48, 47, 46, 32, 30, 29, 28, 27, 18, 17, 41, 40, 44, 43, 22, 35, 34]\n",
            "38 1 [25, 24, 22, 21, 36, 35, 19, 18, 31, 30, 28, 27, 47, 46, 16, 15, 41, 13, 50, 49, 39, 38, 33, 44, 43]\n",
            "39 1 [45, 41, 49, 22, 21, 20, 47, 39, 43, 37, 36, 31, 30, 29, 28, 27, 26, 25, 24, 34, 33, 18, 17, 16, 51]\n",
            "40 1 [37, 41, 39, 44, 43, 21, 13, 26, 24, 23, 46, 50, 49, 48, 19, 17, 16, 15, 35, 33, 32, 31, 30, 29, 28]\n",
            "41 1 [36, 31, 30, 20, 19, 18, 16, 15, 41, 48, 47, 46, 45, 44, 43, 28, 39, 38, 26, 25, 50, 34, 33, 23, 22]\n",
            "42 1 [20, 19, 18, 26, 25, 24, 23, 22, 30, 29, 28, 37, 48, 47, 46, 45, 44, 43, 41, 40, 39, 32, 50, 35, 34]\n",
            "43 1 [29, 28, 42, 41, 48, 24, 23, 22, 21, 39, 38, 51, 50, 26, 19, 36, 35, 34, 33, 32, 31, 17, 46, 45, 44]\n",
            "44 1 [35, 51, 42, 41, 40, 39, 38, 37, 30, 29, 46, 45, 44, 23, 22, 21, 20, 19, 18, 49, 48, 27, 25, 33, 32]\n",
            "45 1 [40, 38, 37, 36, 48, 17, 34, 42, 21, 20, 19, 30, 29, 28, 27, 26, 25, 15, 14, 46, 45, 44, 23, 32, 50]\n",
            "46 1 [50, 49, 48, 47, 46, 45, 44, 34, 33, 32, 42, 41, 39, 38, 37, 36, 30, 29, 28, 27, 26, 25, 24, 23, 22]\n",
            "47 1 [44, 51, 50, 49, 48, 39, 34, 33, 32, 31, 30, 23, 22, 21, 20, 42, 41, 28, 27, 26, 25, 37, 36, 18, 46]\n",
            "48 1 [50, 48, 40, 38, 37, 36, 35, 34, 33, 19, 24, 23, 22, 21, 17, 46, 45, 44, 43, 42, 31, 30, 29, 28, 26]\n",
            "49 1 [27, 26, 25, 24, 29, 38, 37, 36, 35, 46, 19, 18, 17, 33, 48, 22, 21, 31, 44, 43, 42, 41, 40, 51, 50]\n",
            "50 1 [51, 50, 16, 46, 45, 20, 43, 42, 40, 39, 38, 37, 36, 35, 18, 48, 26, 25, 33, 32, 23, 22, 30, 29, 28]\n",
            "51 1 [17, 30, 41, 40, 39, 38, 36, 35, 44, 43, 26, 33, 32, 51, 21, 19, 28, 24, 23, 49, 47, 46, 15, 14, 13]\n",
            "52 1 [19, 18, 22, 21, 28, 27, 26, 44, 43, 47, 46, 16, 39, 38, 51, 50, 49, 31, 30, 24, 41, 36, 35, 34, 33]\n",
            "53 1 [21, 45, 31, 30, 29, 28, 27, 50, 49, 48, 47, 33, 19, 18, 17, 25, 24, 23, 36, 35, 43, 42, 41, 39, 38]\n",
            "54 1 [26, 25, 36, 35, 38, 30, 29, 28, 21, 20, 19, 18, 45, 44, 43, 42, 41, 40, 50, 49, 48, 47, 33, 32, 23]\n",
            "55 1 [18, 24, 38, 37, 36, 35, 49, 20, 47, 31, 29, 16, 27, 26, 22, 14, 13, 45, 44, 43, 42, 41, 40, 33, 51]\n",
            "56 1 [28, 27, 26, 25, 24, 22, 21, 34, 33, 32, 31, 30, 46, 45, 40, 39, 38, 43, 42, 51, 50, 49, 48, 36, 19]\n",
            "57 1 [51, 50, 49, 28, 27, 26, 24, 23, 22, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 31, 30, 47, 46, 45]\n",
            "58 1 [38, 51, 50, 40, 22, 21, 20, 32, 43, 42, 36, 35, 34, 30, 29, 28, 27, 26, 48, 47, 46, 45, 18, 17, 24]\n",
            "59 1 [21, 19, 35, 29, 17, 16, 23, 27, 25, 49, 48, 47, 46, 45, 44, 43, 33, 32, 31, 51, 41, 40, 39, 38, 37]\n",
            "60 1 [20, 19, 18, 23, 22, 42, 41, 40, 39, 38, 37, 36, 45, 44, 28, 27, 34, 33, 32, 30, 25, 50, 49, 48, 47]\n",
            "61 1 [35, 42, 41, 40, 39, 46, 45, 44, 22, 50, 37, 48, 25, 24, 27, 17, 16, 15, 20, 19, 33, 32, 31, 30, 29]\n",
            "62 1 [16, 44, 43, 22, 21, 25, 24, 39, 38, 37, 19, 18, 30, 29, 28, 27, 46, 35, 34, 33, 32, 50, 49, 48, 41]\n",
            "63 1 [38, 36, 34, 20, 19, 18, 51, 50, 49, 48, 47, 46, 45, 32, 31, 43, 42, 41, 40, 23, 22, 27, 26, 25, 29]\n",
            "64 1 [46, 45, 43, 42, 40, 39, 38, 37, 36, 48, 34, 24, 23, 22, 21, 20, 19, 30, 29, 28, 27, 26, 51, 50, 32]\n",
            "65 1 [33, 32, 51, 50, 42, 41, 40, 48, 47, 46, 45, 44, 23, 30, 29, 28, 27, 26, 25, 38, 37, 36, 35, 21, 20]\n",
            "66 1 [41, 43, 45, 24, 47, 20, 19, 22, 17, 51, 50, 49, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 26]\n",
            "67 1 [32, 31, 42, 41, 40, 39, 38, 37, 24, 23, 22, 21, 20, 19, 18, 29, 28, 27, 26, 48, 35, 34, 50, 44, 46]\n",
            "68 1 [25, 24, 23, 22, 17, 16, 41, 40, 39, 38, 37, 50, 49, 20, 19, 27, 43, 45, 47, 30, 29, 35, 34, 33, 32]\n",
            "69 1 [47, 31, 50, 49, 29, 23, 22, 21, 45, 27, 26, 25, 17, 16, 43, 42, 41, 40, 39, 38, 37, 36, 19, 34, 33]\n",
            "70 1 [23, 21, 38, 37, 36, 35, 28, 27, 51, 50, 25, 30, 19, 18, 33, 32, 48, 47, 46, 45, 44, 43, 42, 41, 40]\n",
            "71 1 [43, 27, 26, 50, 49, 48, 46, 45, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 24, 22, 18, 20]\n",
            "72 1 [51, 50, 24, 23, 22, 21, 20, 19, 35, 34, 43, 48, 41, 32, 31, 30, 29, 28, 27, 26, 46, 45, 39, 38, 37]\n",
            "73 1 [28, 27, 44, 18, 46, 30, 16, 25, 24, 23, 51, 50, 49, 48, 33, 32, 35, 21, 20, 42, 41, 40, 39, 38, 37]\n",
            "74 1 [29, 39, 38, 37, 36, 35, 34, 33, 32, 31, 44, 43, 42, 41, 27, 26, 47, 46, 24, 51, 50, 49, 22, 21, 20]\n",
            "75 1 [51, 50, 49, 27, 26, 25, 24, 23, 22, 41, 40, 39, 31, 30, 29, 47, 46, 45, 44, 43, 37, 36, 35, 34, 33]\n",
            "76 1 [50, 48, 47, 23, 40, 39, 25, 45, 21, 43, 42, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 19, 18, 17]\n",
            "77 1 [31, 51, 14, 33, 23, 36, 35, 41, 40, 39, 38, 17, 16, 29, 28, 27, 26, 25, 49, 12, 19, 21, 47, 43, 45]\n",
            "78 1 [29, 28, 27, 26, 25, 24, 23, 22, 21, 20, 45, 44, 50, 49, 48, 47, 40, 39, 32, 31, 37, 36, 35, 34, 42]\n",
            "79 1 [32, 30, 29, 28, 27, 20, 18, 25, 24, 23, 22, 34, 40, 39, 38, 37, 36, 50, 45, 44, 43, 42, 48, 47, 16]\n",
            "80 1 [22, 21, 20, 41, 43, 16, 29, 39, 25, 24, 18, 14, 13, 12, 37, 45, 33, 27, 51, 50, 49, 48, 47, 31, 35]\n",
            "81 1 [37, 39, 16, 33, 31, 45, 44, 43, 42, 41, 22, 21, 19, 18, 35, 29, 27, 26, 25, 24, 51, 50, 49, 48, 47]\n",
            "82 1 [21, 25, 33, 32, 41, 40, 39, 38, 37, 36, 35, 23, 19, 18, 17, 44, 43, 50, 48, 47, 46, 30, 29, 28, 27]\n",
            "83 1 [22, 21, 20, 43, 35, 34, 33, 32, 31, 41, 51, 50, 49, 48, 47, 46, 45, 25, 24, 39, 38, 37, 29, 28, 27]\n",
            "84 1 [23, 25, 43, 42, 41, 40, 39, 38, 18, 21, 20, 50, 16, 30, 29, 27, 36, 35, 34, 33, 32, 48, 47, 46, 45]\n",
            "85 1 [36, 30, 44, 26, 25, 24, 22, 15, 14, 20, 42, 41, 40, 39, 38, 34, 33, 32, 18, 17, 50, 48, 47, 46, 28]\n",
            "86 1 [46, 18, 17, 42, 41, 40, 49, 48, 25, 24, 23, 22, 21, 20, 38, 37, 36, 44, 30, 29, 28, 27, 51, 32, 34]\n",
            "87 1 [50, 49, 47, 40, 39, 38, 37, 36, 45, 44, 43, 42, 34, 32, 31, 30, 28, 27, 26, 25, 24, 23, 22, 21, 20]\n",
            "88 1 [44, 43, 19, 18, 17, 36, 35, 34, 41, 40, 25, 24, 23, 47, 46, 32, 31, 30, 29, 28, 27, 21, 38, 50, 49]\n",
            "89 1 [48, 21, 20, 25, 24, 23, 46, 44, 51, 50, 18, 28, 27, 33, 32, 31, 30, 42, 41, 40, 39, 38, 37, 36, 35]\n",
            "90 1 [34, 33, 32, 31, 30, 29, 41, 40, 51, 45, 44, 43, 27, 26, 25, 24, 23, 22, 21, 38, 37, 36, 49, 48, 47]\n",
            "91 1 [51, 50, 31, 30, 29, 48, 27, 26, 25, 24, 23, 22, 21, 46, 45, 44, 40, 39, 38, 37, 36, 35, 34, 33, 42]\n",
            "92 1 [38, 37, 16, 35, 31, 30, 29, 27, 26, 24, 23, 22, 20, 19, 18, 50, 48, 46, 45, 44, 43, 42, 41, 40, 33]\n",
            "93 1 [15, 46, 44, 49, 48, 42, 34, 33, 32, 30, 29, 19, 18, 17, 51, 40, 39, 38, 27, 26, 25, 24, 36, 22, 21]\n",
            "94 1 [38, 26, 24, 23, 22, 21, 20, 41, 40, 33, 32, 31, 30, 29, 28, 51, 50, 49, 48, 36, 35, 46, 45, 44, 43]\n",
            "95 1 [44, 43, 46, 36, 34, 33, 31, 41, 40, 39, 38, 29, 50, 49, 48, 27, 26, 25, 24, 23, 22, 21, 20, 19, 18]\n",
            "96 1 [41, 15, 21, 13, 23, 45, 32, 31, 30, 29, 28, 27, 26, 25, 19, 18, 17, 47, 36, 34, 43, 39, 38, 50, 49]\n",
            "97 1 [36, 15, 14, 21, 20, 19, 30, 39, 38, 32, 12, 51, 23, 28, 26, 25, 17, 47, 46, 45, 44, 43, 49, 41, 34]\n",
            "98 1 [27, 26, 25, 24, 23, 22, 21, 31, 30, 29, 51, 50, 49, 48, 47, 34, 33, 45, 43, 41, 40, 39, 38, 37, 36]\n",
            "99 1 [28, 33, 32, 31, 30, 26, 25, 21, 42, 15, 51, 23, 19, 18, 17, 49, 38, 37, 36, 35, 40, 47, 46, 45, 44]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 15 =========== \n",
            "\n",
            "Pareto sort 23\n",
            "23 6\n",
            "H_group [[22, 27, 26, 25, 24, 23, 20, 19, 15, 16, 17, 18, 13, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], [51, 50, 49, 28, 27, 26, 24, 23, 22, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 31, 30, 47, 46, 45], [41, 40, 27, 26, 25, 24, 23, 22, 42, 28, 39, 38, 37, 36, 35, 34, 49, 48, 47, 46, 51, 44, 32, 31, 30], [31, 30, 29, 28, 27, 26, 25, 23, 19, 20, 21, 22, 16, 17, 9, 10, 11, 12, 13, 14, 8, 5, 6, 3, 1], [43, 27, 26, 50, 49, 48, 46, 45, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 24, 22, 18, 20], [33, 32, 30, 29, 28, 27, 25, 24, 22, 21, 19, 18, 16, 15, 13, 12, 11, 10, 9, 7, 5, 4, 3, 2, 1]]\n",
            "L_group [[31, 51, 14, 33, 23, 36, 35, 41, 40, 39, 38, 17, 16, 29, 28, 27, 26, 25, 49, 12, 19, 21, 47, 43, 45], [40, 39, 38, 36, 35, 33, 32, 30, 28, 26, 25, 22, 23, 20, 18, 16, 15, 13, 12, 10, 9, 7, 5, 3, 1], [40, 39, 37, 35, 34, 32, 31, 30, 28, 26, 24, 21, 22, 20, 18, 16, 13, 14, 11, 9, 7, 3, 4, 5, 1], [29, 31, 20, 19, 18, 17, 16, 25, 47, 46, 38, 37, 44, 14, 42, 22, 12, 27, 23, 35, 51, 50, 49, 33, 40], [51, 27, 26, 37, 15, 45, 24, 23, 33, 40, 39, 49, 11, 10, 21, 19, 18, 17, 29, 47, 31, 43, 42, 35, 13], [44, 49, 14, 13, 12, 38, 34, 42, 10, 47, 46, 19, 18, 21, 32, 31, 51, 40, 24, 23, 27, 26, 16, 29, 36]]\n",
            "\n",
            "|--- Client 5 <= 23.50\n",
            "|   |--- class: 0\n",
            "|--- Client 5 >  23.50\n",
            "|   |--- Client 6 <= 29.50\n",
            "|   |   |--- class: 1\n",
            "|   |--- Client 6 >  29.50\n",
            "|   |   |--- Client 22 <= 15.50\n",
            "|   |   |   |--- class: 0\n",
            "|   |   |--- Client 22 >  15.50\n",
            "|   |   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [29, 28, 27, 26, 25, 38, 36, 40, 51, 50, 48, 47, 46, 45, 44, 34, 33, 23, 22, 21, 20, 19, 18, 42, 31]\n",
            "1 1 [24, 23, 22, 21, 50, 49, 48, 47, 46, 40, 39, 38, 37, 36, 35, 34, 33, 32, 28, 44, 43, 42, 30, 19, 26]\n",
            "2 1 [32, 37, 36, 34, 41, 40, 39, 30, 28, 27, 25, 24, 23, 15, 50, 49, 48, 47, 43, 45, 21, 20, 19, 18, 17]\n",
            "3 1 [47, 26, 51, 50, 49, 41, 24, 23, 35, 34, 33, 32, 31, 30, 29, 28, 45, 44, 43, 21, 20, 19, 39, 38, 37]\n",
            "4 1 [33, 39, 38, 37, 50, 24, 23, 22, 21, 20, 19, 27, 26, 45, 44, 43, 42, 41, 48, 47, 17, 31, 30, 29, 35]\n",
            "5 1 [23, 25, 43, 42, 41, 51, 50, 49, 27, 39, 21, 20, 14, 30, 29, 18, 12, 45, 37, 36, 35, 47, 33, 32, 16]\n",
            "6 1 [50, 25, 23, 32, 31, 40, 39, 38, 37, 36, 35, 34, 29, 28, 27, 42, 21, 20, 19, 18, 48, 47, 46, 45, 44]\n",
            "7 1 [21, 49, 48, 47, 46, 51, 37, 36, 30, 29, 28, 27, 26, 25, 24, 23, 41, 34, 33, 32, 19, 18, 39, 44, 43]\n",
            "8 1 [31, 30, 29, 28, 37, 36, 23, 22, 21, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 34, 33, 39, 26, 25]\n",
            "9 1 [48, 35, 34, 33, 32, 39, 38, 37, 50, 30, 29, 24, 23, 46, 45, 44, 43, 42, 41, 21, 20, 19, 18, 27, 26]\n",
            "10 1 [50, 25, 24, 23, 40, 38, 21, 20, 45, 31, 15, 18, 17, 13, 29, 28, 27, 36, 35, 34, 33, 48, 47, 43, 42]\n",
            "11 1 [27, 31, 22, 35, 34, 33, 29, 41, 40, 39, 38, 37, 51, 50, 49, 48, 47, 46, 20, 19, 18, 25, 24, 44, 43]\n",
            "12 1 [32, 31, 34, 38, 51, 40, 18, 17, 36, 29, 28, 27, 26, 24, 23, 22, 49, 48, 47, 46, 45, 44, 43, 42, 20]\n",
            "13 1 [39, 38, 30, 20, 51, 50, 49, 48, 14, 46, 45, 28, 27, 26, 16, 18, 41, 43, 36, 34, 33, 32, 24, 23, 22]\n",
            "14 1 [35, 34, 33, 32, 31, 30, 44, 43, 42, 41, 40, 39, 38, 37, 46, 50, 49, 48, 24, 23, 21, 20, 26, 18, 28]\n",
            "15 1 [50, 49, 45, 44, 26, 25, 32, 31, 30, 20, 23, 22, 47, 18, 40, 16, 15, 14, 38, 37, 36, 35, 34, 42, 28]\n",
            "16 1 [34, 33, 46, 45, 51, 29, 28, 27, 40, 22, 21, 20, 19, 18, 17, 38, 37, 36, 49, 48, 43, 42, 31, 25, 24]\n",
            "17 1 [18, 30, 29, 42, 41, 27, 51, 50, 49, 44, 25, 24, 23, 47, 46, 39, 38, 37, 36, 35, 34, 33, 32, 21, 20]\n",
            "18 1 [25, 45, 44, 43, 42, 23, 22, 21, 20, 19, 18, 17, 48, 47, 34, 33, 32, 31, 36, 15, 38, 50, 40, 27, 29]\n",
            "19 1 [24, 51, 50, 49, 48, 47, 46, 33, 20, 19, 18, 31, 30, 28, 27, 26, 39, 38, 36, 35, 44, 43, 42, 41, 22]\n",
            "20 1 [48, 31, 39, 46, 45, 44, 43, 22, 21, 20, 29, 28, 27, 26, 25, 24, 37, 36, 35, 18, 17, 33, 41, 51, 50]\n",
            "21 1 [29, 39, 38, 37, 36, 50, 49, 48, 47, 46, 45, 44, 42, 41, 21, 20, 18, 16, 15, 31, 27, 34, 33, 25, 23]\n",
            "22 1 [17, 39, 47, 46, 45, 44, 43, 42, 41, 35, 37, 50, 49, 20, 19, 25, 24, 22, 33, 32, 31, 30, 29, 28, 27]\n",
            "23 1 [42, 41, 40, 39, 37, 23, 22, 46, 45, 44, 20, 19, 18, 35, 34, 33, 26, 25, 51, 49, 48, 31, 30, 29, 28]\n",
            "24 1 [36, 32, 18, 17, 30, 44, 43, 42, 41, 40, 39, 38, 25, 34, 49, 48, 47, 46, 51, 20, 28, 27, 15, 23, 22]\n",
            "25 1 [51, 50, 49, 48, 47, 33, 32, 31, 30, 43, 42, 41, 40, 39, 37, 28, 27, 23, 22, 45, 20, 19, 18, 25, 35]\n",
            "26 1 [21, 31, 30, 29, 28, 27, 26, 25, 24, 23, 39, 42, 41, 48, 47, 46, 37, 36, 50, 34, 33, 44, 19, 18, 17]\n",
            "27 1 [51, 27, 26, 16, 49, 48, 47, 21, 20, 19, 18, 32, 36, 35, 34, 24, 23, 43, 42, 41, 40, 45, 30, 29, 38]\n",
            "28 1 [16, 15, 49, 48, 36, 18, 43, 42, 41, 40, 39, 38, 34, 33, 32, 31, 20, 26, 24, 22, 46, 45, 29, 28, 51]\n",
            "29 1 [33, 32, 31, 30, 29, 28, 26, 25, 24, 51, 37, 22, 21, 39, 35, 44, 15, 47, 46, 49, 19, 18, 17, 42, 41]\n",
            "30 1 [51, 50, 18, 48, 33, 32, 31, 23, 22, 21, 20, 35, 41, 39, 38, 37, 46, 45, 44, 43, 29, 28, 27, 26, 25]\n",
            "31 1 [36, 34, 32, 31, 30, 29, 28, 21, 20, 19, 18, 17, 44, 42, 41, 24, 23, 47, 46, 15, 50, 49, 39, 38, 26]\n",
            "32 1 [39, 38, 37, 36, 35, 34, 33, 45, 44, 31, 22, 21, 48, 47, 29, 28, 27, 42, 41, 25, 24, 19, 18, 51, 50]\n",
            "33 1 [50, 49, 42, 41, 40, 39, 37, 30, 29, 28, 32, 47, 46, 45, 44, 23, 22, 20, 19, 18, 17, 35, 34, 26, 25]\n",
            "34 1 [28, 41, 35, 34, 33, 32, 18, 17, 16, 26, 25, 24, 12, 43, 20, 50, 48, 47, 46, 45, 30, 37, 22, 14, 39]\n",
            "35 1 [49, 37, 22, 21, 47, 46, 19, 27, 35, 34, 33, 32, 31, 30, 29, 25, 24, 40, 39, 51, 44, 43, 42, 17, 16]\n",
            "36 1 [19, 18, 35, 34, 33, 32, 31, 30, 42, 48, 47, 46, 45, 44, 40, 39, 38, 37, 28, 27, 50, 25, 23, 22, 21]\n",
            "37 1 [23, 22, 21, 25, 27, 47, 43, 42, 41, 40, 19, 38, 50, 49, 13, 12, 29, 17, 16, 15, 45, 34, 33, 36, 31]\n",
            "38 1 [21, 19, 18, 17, 49, 48, 47, 46, 31, 30, 29, 34, 33, 44, 24, 23, 27, 26, 42, 41, 51, 39, 38, 37, 36]\n",
            "39 1 [46, 45, 44, 25, 24, 23, 22, 21, 20, 34, 48, 32, 31, 30, 29, 28, 27, 42, 51, 50, 38, 37, 36, 40, 18]\n",
            "40 1 [19, 18, 16, 15, 29, 43, 42, 21, 40, 39, 38, 37, 45, 51, 25, 24, 23, 35, 34, 33, 32, 31, 47, 49, 27]\n",
            "41 1 [42, 41, 51, 15, 47, 17, 49, 28, 27, 26, 45, 44, 24, 23, 22, 21, 20, 19, 35, 33, 39, 38, 37, 31, 30]\n",
            "42 1 [49, 48, 47, 46, 44, 43, 24, 23, 34, 33, 32, 31, 30, 29, 28, 26, 19, 41, 40, 38, 37, 36, 21, 51, 17]\n",
            "43 1 [24, 23, 50, 40, 39, 44, 43, 42, 19, 18, 17, 16, 35, 34, 33, 31, 30, 28, 27, 26, 37, 48, 47, 46, 21]\n",
            "44 1 [41, 40, 24, 23, 33, 38, 37, 21, 20, 19, 18, 17, 16, 15, 28, 26, 31, 30, 50, 49, 48, 46, 45, 43, 35]\n",
            "45 1 [30, 33, 32, 28, 27, 26, 25, 24, 46, 45, 41, 39, 38, 43, 22, 21, 48, 36, 35, 19, 18, 17, 16, 15, 50]\n",
            "46 1 [31, 30, 29, 28, 27, 26, 25, 38, 37, 36, 35, 34, 33, 45, 44, 42, 40, 49, 23, 22, 21, 20, 19, 51, 47]\n",
            "47 1 [32, 31, 49, 48, 47, 37, 45, 44, 43, 42, 41, 51, 27, 26, 25, 24, 20, 19, 18, 16, 35, 34, 29, 22, 39]\n",
            "48 1 [46, 51, 50, 49, 48, 41, 40, 24, 32, 31, 30, 29, 38, 37, 36, 35, 34, 22, 21, 20, 19, 44, 43, 27, 26]\n",
            "49 1 [48, 35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 25, 51, 50, 37, 23, 22, 21, 40, 39, 46, 45, 44, 43, 42]\n",
            "50 1 [42, 41, 40, 39, 38, 24, 23, 22, 21, 48, 46, 36, 19, 18, 17, 34, 33, 32, 31, 30, 29, 28, 26, 50, 44]\n",
            "51 1 [39, 38, 37, 27, 26, 19, 15, 17, 50, 49, 48, 35, 34, 33, 46, 45, 21, 24, 23, 31, 30, 29, 43, 42, 41]\n",
            "52 1 [51, 50, 49, 48, 40, 39, 38, 37, 30, 29, 28, 27, 23, 35, 34, 33, 32, 21, 20, 19, 18, 46, 44, 42, 25]\n",
            "53 1 [51, 24, 23, 29, 28, 27, 26, 33, 32, 31, 39, 38, 37, 21, 20, 19, 35, 49, 48, 46, 45, 44, 43, 42, 41]\n",
            "54 1 [42, 40, 39, 38, 37, 36, 35, 34, 33, 31, 30, 29, 47, 46, 45, 44, 20, 19, 50, 49, 23, 22, 27, 26, 25]\n",
            "55 1 [50, 33, 32, 46, 44, 43, 16, 30, 29, 28, 27, 26, 25, 24, 14, 39, 48, 41, 37, 22, 21, 20, 19, 18, 35]\n",
            "56 1 [46, 40, 50, 49, 48, 38, 37, 36, 27, 26, 25, 23, 22, 21, 34, 33, 32, 31, 30, 29, 16, 19, 18, 44, 42]\n",
            "57 1 [22, 21, 34, 33, 32, 31, 40, 39, 42, 29, 27, 26, 25, 24, 37, 36, 50, 49, 48, 47, 46, 45, 44, 19, 18]\n",
            "58 1 [33, 19, 22, 21, 51, 50, 49, 47, 17, 16, 31, 30, 45, 44, 43, 41, 40, 39, 25, 24, 37, 36, 35, 28, 27]\n",
            "59 1 [33, 32, 28, 27, 30, 20, 39, 51, 50, 49, 48, 47, 46, 25, 44, 43, 18, 17, 16, 41, 23, 22, 37, 36, 35]\n",
            "60 1 [18, 17, 16, 35, 50, 49, 48, 47, 20, 31, 30, 29, 28, 41, 40, 33, 26, 25, 23, 22, 38, 37, 45, 44, 43]\n",
            "61 1 [47, 46, 45, 44, 43, 30, 29, 28, 36, 35, 34, 33, 32, 23, 22, 21, 39, 38, 50, 49, 19, 18, 26, 25, 41]\n",
            "62 1 [20, 32, 31, 30, 29, 28, 51, 50, 49, 48, 24, 23, 22, 36, 34, 26, 41, 40, 39, 38, 18, 46, 45, 44, 43]\n",
            "63 1 [42, 45, 44, 40, 39, 38, 30, 29, 24, 23, 22, 16, 15, 50, 48, 47, 36, 35, 27, 26, 20, 19, 18, 33, 32]\n",
            "64 1 [16, 15, 49, 32, 44, 43, 42, 41, 21, 20, 19, 18, 39, 51, 27, 30, 29, 34, 37, 36, 47, 46, 25, 24, 23]\n",
            "65 1 [41, 16, 29, 32, 31, 34, 27, 26, 25, 24, 39, 38, 37, 36, 46, 45, 44, 43, 50, 49, 48, 18, 22, 21, 20]\n",
            "66 1 [46, 44, 43, 42, 41, 40, 39, 37, 36, 35, 51, 22, 21, 20, 49, 48, 33, 32, 31, 30, 29, 28, 27, 25, 24]\n",
            "67 1 [26, 51, 50, 49, 48, 47, 46, 24, 23, 33, 32, 31, 30, 29, 28, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35]\n",
            "68 1 [22, 45, 44, 40, 39, 38, 37, 36, 20, 42, 51, 34, 33, 26, 24, 49, 48, 47, 16, 15, 31, 30, 29, 28, 18]\n",
            "69 1 [17, 16, 14, 31, 51, 33, 38, 42, 12, 27, 49, 36, 35, 25, 24, 47, 46, 45, 44, 40, 22, 21, 20, 19, 29]\n",
            "70 1 [23, 21, 20, 19, 51, 50, 49, 48, 47, 46, 45, 44, 43, 28, 27, 25, 38, 37, 35, 34, 33, 32, 41, 40, 30]\n",
            "71 1 [27, 26, 25, 37, 36, 41, 32, 31, 34, 43, 39, 47, 46, 45, 51, 29, 20, 19, 18, 17, 49, 23, 22, 15, 14]\n",
            "72 1 [45, 44, 43, 42, 41, 40, 38, 36, 34, 33, 15, 29, 25, 23, 22, 50, 49, 48, 47, 27, 31, 20, 19, 18, 17]\n",
            "73 1 [27, 26, 25, 24, 39, 18, 17, 30, 29, 42, 41, 22, 45, 44, 37, 36, 35, 34, 33, 32, 51, 20, 49, 48, 47]\n",
            "74 1 [39, 38, 37, 36, 35, 44, 42, 41, 51, 50, 49, 48, 20, 46, 33, 32, 31, 30, 29, 28, 26, 25, 24, 23, 22]\n",
            "75 1 [40, 39, 46, 45, 44, 43, 42, 37, 35, 34, 33, 32, 30, 29, 27, 26, 25, 24, 23, 22, 21, 51, 50, 49, 48]\n",
            "76 1 [48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 31, 30, 34, 33, 28, 27, 26, 50, 24, 23, 22, 21]\n",
            "77 1 [27, 29, 25, 38, 37, 36, 49, 48, 47, 46, 45, 44, 43, 51, 31, 34, 33, 41, 40, 20, 19, 18, 17, 23, 22]\n",
            "78 1 [22, 51, 49, 45, 44, 43, 42, 18, 30, 26, 47, 40, 39, 38, 37, 36, 20, 28, 16, 15, 14, 24, 34, 33, 32]\n",
            "79 1 [24, 23, 29, 28, 27, 26, 21, 19, 37, 41, 40, 39, 49, 48, 47, 46, 45, 17, 16, 43, 35, 34, 32, 31, 51]\n",
            "80 1 [46, 45, 39, 38, 43, 42, 41, 48, 51, 50, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 36, 35, 21, 20]\n",
            "81 1 [31, 29, 28, 27, 26, 20, 24, 37, 45, 44, 42, 41, 40, 39, 51, 18, 17, 16, 35, 34, 33, 49, 48, 47, 22]\n",
            "82 1 [29, 28, 27, 26, 25, 24, 49, 48, 47, 34, 33, 42, 41, 40, 38, 51, 22, 20, 19, 18, 17, 36, 45, 44, 31]\n",
            "83 1 [40, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 45, 34, 43, 42, 21, 19, 51, 17, 38, 37, 36, 49, 48, 47]\n",
            "84 1 [21, 20, 19, 48, 47, 46, 45, 44, 43, 42, 41, 40, 38, 26, 25, 50, 36, 35, 34, 33, 32, 31, 29, 28, 23]\n",
            "85 1 [23, 50, 32, 42, 48, 47, 46, 30, 29, 14, 13, 40, 25, 27, 11, 38, 37, 36, 21, 20, 19, 18, 44, 34, 16]\n",
            "86 1 [27, 26, 41, 40, 39, 38, 37, 36, 35, 34, 30, 29, 45, 44, 43, 24, 23, 22, 21, 19, 32, 49, 48, 47, 51]\n",
            "87 1 [34, 28, 27, 26, 30, 19, 24, 23, 32, 41, 40, 39, 38, 37, 36, 51, 50, 49, 48, 47, 46, 45, 44, 43, 21]\n",
            "88 1 [30, 29, 28, 27, 26, 25, 36, 35, 40, 33, 32, 51, 49, 48, 47, 46, 44, 42, 23, 22, 38, 20, 19, 18, 17]\n",
            "89 1 [37, 36, 35, 34, 33, 27, 25, 18, 17, 16, 29, 48, 47, 46, 21, 20, 50, 23, 44, 43, 42, 41, 40, 39, 31]\n",
            "90 1 [49, 22, 21, 20, 44, 18, 39, 38, 37, 36, 35, 34, 24, 32, 31, 30, 29, 28, 27, 26, 47, 46, 42, 41, 51]\n",
            "91 1 [19, 36, 35, 34, 46, 45, 44, 39, 38, 32, 31, 30, 29, 28, 27, 26, 25, 42, 41, 50, 49, 48, 23, 22, 21]\n",
            "92 1 [42, 22, 21, 20, 50, 49, 48, 47, 46, 37, 36, 44, 26, 24, 18, 17, 16, 40, 39, 34, 33, 32, 31, 30, 28]\n",
            "93 1 [49, 48, 26, 25, 30, 29, 28, 32, 51, 14, 40, 39, 19, 17, 16, 46, 45, 44, 43, 42, 21, 34, 37, 36, 23]\n",
            "94 1 [29, 28, 27, 37, 36, 14, 19, 18, 17, 16, 50, 25, 12, 45, 41, 48, 47, 10, 43, 23, 21, 34, 39, 32, 31]\n",
            "95 1 [50, 49, 47, 46, 45, 20, 19, 18, 37, 36, 35, 34, 43, 42, 41, 40, 39, 26, 25, 29, 28, 32, 31, 23, 22]\n",
            "96 1 [23, 22, 21, 20, 48, 51, 50, 31, 46, 45, 44, 43, 42, 41, 25, 39, 38, 37, 36, 35, 34, 33, 29, 28, 27]\n",
            "97 1 [28, 27, 26, 25, 37, 36, 35, 23, 51, 50, 49, 48, 46, 45, 44, 40, 39, 33, 32, 31, 30, 21, 20, 19, 42]\n",
            "98 1 [40, 26, 25, 24, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 45, 44, 43, 42, 22, 51, 50, 49, 48, 47]\n",
            "99 1 [48, 22, 21, 27, 26, 36, 35, 34, 33, 50, 19, 18, 17, 46, 44, 43, 42, 41, 40, 39, 38, 31, 30, 29, 24]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 16 =========== \n",
            "\n",
            "Pareto sort 20\n",
            "20 6\n",
            "H_group [[30, 29, 27, 26, 25, 23, 22, 21, 20, 19, 18, 17, 16, 13, 14, 12, 11, 10, 9, 7, 6, 5, 3, 4, 1], [30, 29, 28, 26, 25, 24, 21, 22, 23, 19, 18, 17, 16, 15, 14, 11, 12, 9, 7, 1, 2, 3, 4, 5, 6], [51, 25, 24, 23, 27, 22, 46, 44, 45, 48, 47, 49, 35, 34, 33, 32, 31, 30, 29, 42, 41, 40, 39, 38, 37], [31, 32, 29, 28, 27, 25, 22, 23, 21, 19, 18, 17, 16, 15, 14, 13, 12, 11, 9, 8, 7, 5, 3, 1, 2], [33, 32, 31, 30, 29, 26, 27, 24, 23, 22, 21, 19, 18, 17, 16, 15, 13, 14, 11, 9, 7, 5, 4, 2, 1], [32, 33, 30, 28, 27, 25, 23, 22, 20, 19, 18, 16, 15, 14, 11, 12, 10, 9, 3, 4, 5, 6, 7, 2, 1]]\n",
            "L_group [[36, 35, 34, 32, 30, 29, 27, 26, 25, 23, 21, 20, 18, 16, 14, 12, 11, 9, 10, 7, 6, 4, 3, 2, 1], [38, 36, 35, 33, 31, 29, 28, 26, 24, 23, 22, 21, 19, 18, 16, 15, 11, 12, 13, 9, 7, 6, 4, 3, 1], [23, 28, 29, 22, 21, 48, 47, 45, 35, 33, 19, 50, 41, 40, 39, 38, 37, 43, 26, 25, 17, 16, 15, 14, 31], [39, 38, 36, 34, 33, 31, 29, 27, 25, 24, 23, 21, 20, 18, 17, 15, 13, 12, 11, 8, 9, 6, 5, 3, 1], [27, 49, 51, 48, 46, 16, 19, 18, 34, 33, 25, 24, 23, 22, 21, 31, 30, 29, 38, 44, 36, 14, 40, 12, 42], [29, 28, 27, 37, 36, 14, 19, 18, 17, 16, 50, 25, 12, 45, 41, 48, 47, 10, 43, 23, 21, 34, 39, 32, 31]]\n",
            "\n",
            "|--- Client 4 <= 31.00\n",
            "|   |--- Client 12 <= 49.50\n",
            "|   |   |--- class: 1\n",
            "|   |--- Client 12 >  49.50\n",
            "|   |   |--- class: 0\n",
            "|--- Client 4 >  31.00\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [23, 22, 21, 20, 51, 41, 13, 36, 34, 32, 31, 49, 47, 46, 18, 29, 16, 15, 27, 26, 25, 39, 38, 44, 43]\n",
            "1 1 [45, 44, 21, 20, 23, 48, 47, 39, 38, 37, 36, 34, 42, 41, 32, 31, 30, 29, 28, 27, 26, 25, 51, 50, 18]\n",
            "2 1 [31, 30, 29, 24, 33, 14, 13, 27, 26, 19, 49, 48, 22, 21, 51, 42, 41, 39, 44, 37, 36, 35, 46, 17, 16]\n",
            "3 1 [20, 19, 18, 17, 31, 30, 48, 47, 46, 33, 42, 35, 26, 40, 39, 38, 37, 24, 23, 22, 44, 15, 14, 50, 28]\n",
            "4 1 [33, 32, 31, 29, 51, 50, 48, 47, 27, 26, 25, 24, 23, 22, 21, 45, 44, 42, 41, 40, 39, 38, 37, 36, 35]\n",
            "5 1 [22, 21, 20, 19, 18, 31, 30, 29, 28, 26, 25, 24, 48, 50, 46, 44, 43, 42, 41, 40, 39, 34, 33, 37, 36]\n",
            "6 1 [26, 30, 20, 22, 34, 33, 32, 24, 49, 51, 15, 18, 17, 28, 36, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38]\n",
            "7 1 [49, 24, 23, 18, 17, 16, 21, 20, 47, 46, 45, 44, 42, 41, 40, 39, 30, 29, 28, 33, 32, 37, 35, 26, 51]\n",
            "8 1 [29, 39, 38, 25, 24, 36, 35, 34, 22, 21, 20, 19, 32, 31, 45, 44, 43, 42, 41, 50, 49, 48, 47, 27, 17]\n",
            "9 1 [29, 24, 23, 22, 21, 51, 50, 49, 48, 41, 40, 39, 46, 45, 44, 43, 37, 36, 35, 34, 33, 32, 31, 27, 26]\n",
            "10 1 [17, 32, 31, 30, 29, 28, 27, 20, 19, 25, 24, 23, 22, 51, 35, 34, 38, 37, 49, 47, 42, 41, 40, 45, 44]\n",
            "11 1 [23, 22, 21, 20, 19, 51, 50, 42, 45, 44, 36, 35, 34, 48, 47, 29, 28, 27, 26, 25, 32, 31, 40, 39, 38]\n",
            "12 1 [50, 29, 28, 27, 26, 24, 23, 22, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 36, 35, 34, 33, 32, 31]\n",
            "13 1 [27, 26, 25, 24, 35, 45, 44, 37, 51, 31, 30, 29, 20, 19, 18, 17, 16, 47, 49, 22, 33, 42, 41, 40, 39]\n",
            "14 1 [42, 38, 30, 28, 27, 51, 50, 49, 25, 24, 23, 22, 21, 20, 19, 18, 17, 16, 47, 46, 36, 32, 44, 34, 40]\n",
            "15 1 [27, 37, 35, 21, 20, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 25, 24, 23, 33, 32, 31, 30, 29]\n",
            "16 1 [39, 38, 48, 26, 46, 45, 44, 42, 41, 34, 33, 32, 16, 51, 50, 30, 28, 36, 24, 23, 22, 21, 20, 19, 18]\n",
            "17 1 [23, 22, 21, 20, 37, 25, 51, 50, 45, 44, 43, 42, 41, 39, 18, 17, 29, 28, 27, 33, 32, 31, 35, 48, 47]\n",
            "18 1 [26, 25, 19, 18, 23, 22, 21, 43, 42, 30, 29, 28, 36, 35, 34, 33, 32, 51, 47, 46, 45, 40, 39, 38, 49]\n",
            "19 1 [22, 39, 34, 24, 48, 47, 46, 42, 41, 20, 28, 26, 18, 17, 16, 15, 14, 13, 37, 36, 32, 30, 44, 51, 50]\n",
            "20 1 [42, 41, 31, 30, 29, 21, 25, 24, 23, 39, 38, 37, 27, 49, 48, 47, 46, 45, 44, 51, 19, 18, 35, 34, 33]\n",
            "21 1 [22, 42, 41, 18, 17, 16, 25, 24, 20, 27, 37, 36, 35, 34, 33, 32, 31, 30, 29, 45, 44, 39, 50, 49, 47]\n",
            "22 1 [46, 20, 27, 26, 25, 24, 23, 22, 40, 39, 34, 33, 32, 31, 30, 29, 51, 50, 49, 48, 37, 36, 44, 43, 42]\n",
            "23 1 [27, 26, 25, 24, 51, 37, 36, 47, 46, 45, 49, 34, 33, 32, 17, 19, 30, 29, 43, 42, 41, 40, 39, 22, 21]\n",
            "24 1 [22, 21, 38, 24, 40, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 49, 48, 47, 46, 45, 44, 43, 42, 51]\n",
            "25 1 [51, 46, 45, 30, 29, 38, 17, 15, 13, 27, 49, 48, 36, 35, 21, 20, 19, 25, 23, 33, 32, 43, 42, 41, 40]\n",
            "26 1 [22, 21, 20, 25, 24, 37, 36, 35, 18, 31, 29, 28, 27, 50, 49, 48, 47, 46, 45, 44, 43, 41, 40, 39, 33]\n",
            "27 1 [38, 37, 30, 29, 28, 27, 26, 25, 24, 23, 21, 35, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 33, 32]\n",
            "28 1 [30, 29, 21, 20, 33, 32, 39, 38, 37, 36, 35, 24, 23, 50, 49, 48, 18, 17, 46, 45, 44, 27, 26, 42, 41]\n",
            "29 1 [17, 29, 28, 27, 26, 25, 24, 23, 22, 49, 15, 41, 39, 37, 32, 31, 47, 46, 35, 34, 20, 19, 51, 44, 43]\n",
            "30 1 [44, 40, 18, 17, 16, 38, 37, 36, 35, 34, 47, 46, 42, 49, 51, 32, 31, 30, 22, 21, 20, 28, 27, 26, 24]\n",
            "31 1 [33, 32, 31, 30, 29, 22, 20, 51, 40, 39, 38, 37, 43, 42, 35, 27, 26, 25, 24, 49, 47, 46, 45, 18, 17]\n",
            "32 1 [23, 22, 21, 20, 19, 33, 32, 31, 48, 50, 17, 46, 45, 43, 41, 29, 28, 27, 26, 25, 39, 38, 37, 36, 35]\n",
            "33 1 [19, 47, 17, 16, 42, 41, 40, 34, 33, 32, 45, 44, 21, 30, 28, 27, 26, 25, 24, 23, 50, 49, 38, 37, 36]\n",
            "34 1 [40, 39, 38, 22, 21, 20, 19, 18, 36, 43, 42, 48, 47, 46, 45, 26, 25, 24, 34, 51, 50, 32, 30, 29, 28]\n",
            "35 1 [51, 18, 16, 20, 27, 26, 42, 41, 40, 39, 47, 46, 24, 23, 22, 33, 32, 31, 30, 29, 49, 37, 36, 35, 44]\n",
            "36 1 [51, 50, 49, 27, 26, 25, 24, 23, 22, 21, 36, 47, 46, 45, 44, 43, 34, 33, 32, 41, 40, 39, 38, 30, 29]\n",
            "37 1 [27, 26, 25, 24, 48, 47, 46, 35, 34, 29, 44, 43, 18, 17, 22, 21, 20, 50, 41, 40, 39, 38, 37, 32, 31]\n",
            "38 1 [47, 21, 45, 17, 51, 50, 49, 43, 42, 41, 40, 26, 31, 30, 29, 28, 38, 37, 36, 35, 34, 33, 24, 23, 19]\n",
            "39 1 [43, 42, 38, 14, 32, 31, 30, 29, 28, 45, 34, 47, 12, 40, 22, 21, 50, 49, 19, 18, 17, 16, 26, 36, 24]\n",
            "40 1 [19, 18, 17, 16, 48, 30, 29, 46, 45, 44, 43, 42, 36, 27, 26, 25, 24, 34, 40, 39, 38, 32, 22, 21, 50]\n",
            "41 1 [17, 16, 15, 24, 23, 11, 51, 49, 47, 39, 45, 44, 26, 37, 36, 13, 34, 32, 31, 30, 28, 19, 21, 42, 41]\n",
            "42 1 [51, 50, 48, 22, 36, 35, 41, 40, 39, 38, 46, 20, 19, 18, 33, 44, 43, 31, 30, 29, 28, 27, 26, 25, 24]\n",
            "43 1 [24, 22, 21, 20, 19, 18, 17, 44, 33, 32, 31, 30, 29, 48, 47, 46, 35, 42, 41, 50, 39, 38, 37, 27, 26]\n",
            "44 1 [38, 18, 17, 31, 30, 29, 27, 26, 25, 24, 23, 40, 50, 49, 48, 47, 21, 20, 36, 35, 34, 33, 45, 44, 42]\n",
            "45 1 [39, 43, 21, 20, 19, 51, 24, 23, 29, 28, 27, 26, 31, 37, 17, 16, 15, 49, 48, 47, 45, 41, 13, 33, 35]\n",
            "46 1 [32, 31, 23, 22, 21, 20, 43, 37, 47, 49, 45, 29, 28, 27, 26, 25, 35, 34, 16, 15, 51, 41, 40, 39, 18]\n",
            "47 1 [29, 28, 27, 26, 16, 15, 31, 22, 21, 43, 42, 40, 39, 38, 37, 36, 19, 18, 45, 51, 49, 47, 34, 33, 24]\n",
            "48 1 [18, 30, 16, 15, 39, 38, 28, 48, 47, 46, 45, 44, 43, 42, 41, 24, 26, 20, 50, 22, 36, 35, 34, 33, 32]\n",
            "49 1 [38, 37, 36, 31, 30, 28, 27, 26, 43, 20, 19, 48, 47, 46, 45, 41, 40, 22, 51, 50, 34, 33, 17, 15, 24]\n",
            "50 1 [49, 21, 51, 19, 18, 17, 23, 42, 29, 40, 39, 38, 37, 36, 34, 33, 32, 31, 25, 27, 47, 46, 45, 44, 15]\n",
            "51 1 [20, 19, 24, 29, 28, 26, 15, 51, 43, 42, 32, 31, 22, 49, 48, 47, 46, 45, 40, 38, 37, 36, 35, 34, 17]\n",
            "52 1 [31, 24, 23, 22, 21, 46, 45, 44, 43, 42, 41, 40, 26, 38, 37, 36, 35, 34, 33, 29, 28, 51, 50, 49, 48]\n",
            "53 1 [50, 33, 32, 31, 30, 29, 28, 27, 48, 47, 19, 17, 16, 37, 36, 35, 41, 43, 45, 39, 25, 24, 23, 22, 21]\n",
            "54 1 [47, 34, 25, 24, 51, 50, 49, 45, 44, 43, 42, 41, 40, 39, 32, 31, 29, 27, 22, 16, 37, 36, 20, 19, 18]\n",
            "55 1 [50, 49, 48, 22, 36, 35, 24, 42, 41, 40, 39, 38, 33, 32, 18, 44, 20, 16, 15, 46, 30, 29, 28, 27, 26]\n",
            "56 1 [26, 41, 40, 17, 16, 29, 28, 31, 24, 23, 38, 37, 21, 20, 19, 50, 49, 48, 47, 46, 45, 35, 34, 33, 43]\n",
            "57 1 [27, 51, 50, 25, 24, 46, 45, 44, 43, 42, 40, 39, 38, 37, 36, 35, 34, 22, 21, 20, 48, 32, 31, 30, 29]\n",
            "58 1 [18, 17, 22, 21, 20, 40, 39, 42, 24, 31, 30, 29, 28, 27, 26, 37, 36, 34, 33, 51, 50, 49, 44, 47, 46]\n",
            "59 1 [35, 51, 50, 18, 48, 47, 46, 45, 44, 43, 42, 41, 16, 31, 30, 23, 26, 25, 33, 28, 21, 20, 39, 38, 37]\n",
            "60 1 [46, 45, 21, 20, 19, 25, 48, 51, 50, 23, 17, 43, 34, 33, 32, 31, 30, 29, 28, 27, 41, 40, 39, 37, 36]\n",
            "61 1 [27, 20, 19, 18, 17, 23, 22, 33, 32, 31, 25, 43, 42, 41, 40, 39, 38, 37, 46, 45, 29, 35, 50, 49, 48]\n",
            "62 1 [51, 50, 32, 31, 30, 29, 28, 27, 26, 43, 42, 24, 38, 34, 20, 19, 46, 45, 15, 13, 36, 22, 48, 17, 40]\n",
            "63 1 [22, 28, 27, 26, 25, 24, 48, 47, 46, 44, 43, 42, 33, 32, 31, 30, 20, 51, 50, 40, 39, 38, 37, 36, 35]\n",
            "64 1 [35, 21, 20, 19, 51, 50, 49, 25, 30, 29, 43, 42, 47, 46, 45, 23, 17, 16, 15, 33, 32, 27, 40, 39, 37]\n",
            "65 1 [27, 26, 25, 23, 22, 50, 37, 36, 35, 34, 39, 20, 43, 48, 46, 45, 41, 18, 29, 32, 31, 16, 15, 14, 13]\n",
            "66 1 [44, 22, 30, 29, 28, 18, 34, 33, 32, 42, 41, 40, 39, 38, 36, 16, 15, 20, 24, 50, 49, 48, 47, 46, 26]\n",
            "67 1 [51, 50, 23, 22, 21, 20, 48, 47, 46, 45, 44, 43, 42, 34, 33, 31, 30, 40, 39, 28, 27, 26, 25, 37, 36]\n",
            "68 1 [22, 21, 20, 28, 27, 26, 25, 24, 45, 44, 43, 41, 40, 18, 30, 32, 51, 49, 48, 47, 38, 37, 36, 35, 34]\n",
            "69 1 [34, 33, 32, 31, 29, 27, 26, 24, 23, 22, 21, 39, 38, 37, 36, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41]\n",
            "70 1 [26, 25, 24, 23, 51, 49, 48, 47, 29, 28, 38, 37, 21, 45, 44, 43, 35, 34, 33, 32, 31, 19, 18, 41, 40]\n",
            "71 1 [21, 19, 18, 17, 16, 33, 14, 23, 31, 37, 29, 28, 26, 25, 39, 51, 35, 49, 47, 46, 45, 44, 43, 42, 41]\n",
            "72 1 [44, 33, 32, 31, 30, 29, 50, 38, 37, 36, 35, 48, 17, 22, 21, 20, 19, 46, 42, 41, 40, 27, 26, 25, 24]\n",
            "73 1 [33, 31, 30, 29, 51, 50, 49, 48, 46, 45, 44, 37, 35, 25, 24, 23, 21, 20, 19, 18, 27, 42, 41, 40, 39]\n",
            "74 1 [26, 22, 21, 20, 19, 40, 39, 44, 43, 42, 37, 35, 34, 33, 32, 31, 30, 29, 28, 51, 50, 49, 48, 24, 46]\n",
            "75 1 [35, 19, 18, 17, 16, 51, 50, 25, 24, 44, 43, 37, 28, 27, 22, 21, 41, 40, 39, 33, 31, 30, 48, 47, 46]\n",
            "76 1 [25, 24, 23, 22, 21, 20, 50, 49, 48, 42, 41, 39, 38, 36, 35, 33, 32, 31, 30, 29, 28, 27, 46, 45, 44]\n",
            "77 1 [38, 45, 43, 25, 24, 18, 17, 16, 15, 22, 21, 20, 51, 47, 30, 29, 41, 40, 27, 49, 36, 35, 34, 33, 32]\n",
            "78 1 [22, 50, 49, 20, 19, 17, 16, 15, 14, 41, 37, 36, 25, 24, 47, 45, 44, 43, 32, 39, 34, 30, 29, 28, 27]\n",
            "79 1 [27, 26, 25, 24, 23, 22, 35, 34, 33, 32, 31, 37, 42, 41, 40, 39, 50, 29, 18, 17, 48, 47, 20, 45, 44]\n",
            "80 1 [39, 38, 31, 30, 29, 28, 45, 50, 36, 43, 42, 41, 16, 15, 48, 47, 24, 23, 22, 21, 20, 34, 33, 26, 18]\n",
            "81 1 [23, 22, 21, 20, 19, 17, 38, 50, 49, 26, 25, 36, 35, 34, 33, 32, 47, 46, 44, 43, 42, 30, 29, 28, 40]\n",
            "82 1 [44, 19, 32, 31, 24, 23, 22, 21, 42, 41, 40, 39, 38, 29, 28, 27, 26, 51, 49, 48, 47, 46, 36, 35, 34]\n",
            "83 1 [40, 39, 38, 24, 48, 12, 22, 14, 26, 20, 19, 46, 45, 50, 43, 42, 17, 16, 31, 29, 28, 36, 35, 34, 33]\n",
            "84 1 [24, 22, 21, 20, 48, 47, 42, 41, 40, 39, 38, 37, 18, 45, 44, 51, 50, 35, 34, 33, 32, 27, 26, 30, 29]\n",
            "85 1 [50, 49, 45, 31, 30, 17, 12, 26, 43, 42, 41, 36, 35, 47, 28, 21, 20, 19, 33, 39, 38, 15, 14, 24, 23]\n",
            "86 1 [32, 31, 29, 28, 27, 26, 25, 35, 34, 41, 23, 22, 16, 20, 39, 37, 18, 50, 49, 48, 47, 46, 45, 44, 43]\n",
            "87 1 [26, 25, 24, 23, 22, 21, 50, 49, 48, 47, 46, 45, 44, 43, 29, 28, 35, 34, 33, 32, 31, 39, 38, 37, 41]\n",
            "88 1 [23, 21, 15, 14, 31, 30, 42, 48, 28, 40, 39, 38, 37, 36, 35, 19, 18, 17, 26, 25, 33, 46, 45, 44, 50]\n",
            "89 1 [26, 25, 24, 23, 51, 50, 48, 47, 46, 45, 44, 43, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 28, 41, 21]\n",
            "90 1 [34, 19, 28, 27, 26, 17, 16, 15, 42, 41, 40, 13, 30, 50, 49, 36, 21, 24, 23, 32, 38, 47, 46, 45, 44]\n",
            "91 1 [33, 18, 17, 27, 39, 38, 37, 36, 35, 31, 30, 29, 51, 15, 45, 44, 43, 20, 41, 49, 48, 47, 23, 22, 25]\n",
            "92 1 [35, 37, 20, 19, 48, 47, 45, 44, 43, 42, 41, 40, 39, 33, 32, 27, 22, 30, 29, 25, 24, 17, 16, 51, 50]\n",
            "93 1 [25, 24, 23, 28, 27, 49, 38, 37, 36, 35, 34, 33, 32, 51, 30, 21, 20, 47, 46, 45, 44, 43, 42, 41, 40]\n",
            "94 1 [49, 48, 29, 28, 27, 42, 36, 35, 34, 33, 32, 31, 20, 19, 18, 25, 24, 22, 40, 46, 45, 44, 16, 51, 38]\n",
            "95 1 [31, 42, 41, 23, 22, 27, 37, 36, 35, 34, 33, 25, 29, 20, 19, 51, 50, 49, 48, 15, 39, 46, 45, 44, 17]\n",
            "96 1 [46, 42, 28, 27, 26, 24, 23, 22, 21, 40, 39, 38, 37, 36, 35, 34, 50, 49, 48, 44, 32, 31, 30, 19, 18]\n",
            "97 1 [26, 25, 24, 23, 22, 21, 20, 35, 28, 48, 47, 46, 45, 51, 50, 39, 38, 37, 43, 42, 41, 33, 32, 31, 30]\n",
            "98 1 [20, 31, 47, 18, 45, 44, 29, 28, 27, 26, 25, 24, 23, 22, 50, 49, 42, 41, 40, 39, 38, 36, 35, 34, 33]\n",
            "99 1 [29, 28, 26, 25, 20, 19, 18, 17, 37, 35, 34, 42, 41, 40, 39, 23, 22, 50, 48, 47, 46, 45, 44, 32, 31]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 17 =========== \n",
            "\n",
            "Pareto sort 24\n",
            "24 7\n",
            "H_group [[29, 28, 27, 26, 25, 24, 22, 21, 20, 19, 17, 16, 15, 14, 12, 11, 10, 8, 7, 6, 5, 4, 3, 2, 1], [50, 29, 28, 27, 26, 24, 23, 22, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 36, 35, 34, 33, 32, 31], [30, 29, 28, 27, 25, 23, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 8, 7, 6, 5, 4, 2, 1], [34, 33, 28, 31, 30, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 22, 21, 25, 24, 36, 27], [31, 30, 29, 25, 24, 27, 26, 22, 21, 20, 14, 16, 17, 13, 18, 15, 11, 10, 9, 7, 6, 5, 4, 2, 1], [36, 35, 34, 32, 31, 30, 28, 26, 24, 23, 21, 20, 19, 18, 16, 15, 14, 13, 12, 10, 8, 6, 4, 2, 1], [35, 34, 32, 30, 29, 28, 26, 24, 23, 22, 19, 20, 18, 17, 15, 14, 12, 11, 10, 8, 6, 5, 3, 2, 1]]\n",
            "L_group [[15, 14, 38, 37, 36, 51, 31, 30, 20, 24, 23, 22, 28, 45, 34, 49, 48, 47, 32, 26, 41, 40, 43, 18, 17], [50, 41, 40, 46, 26, 32, 43, 17, 48, 19, 38, 37, 36, 35, 34, 30, 29, 21, 24, 23, 27, 45, 15, 14, 13], [18, 17, 51, 37, 36, 40, 34, 47, 46, 45, 44, 43, 42, 15, 49, 35, 39, 27, 20, 25, 24, 22, 32, 30, 29], [41, 39, 38, 36, 35, 33, 32, 30, 28, 26, 25, 23, 21, 19, 17, 16, 15, 14, 12, 10, 8, 6, 5, 3, 1], [23, 19, 18, 17, 13, 12, 29, 32, 31, 49, 51, 25, 39, 38, 45, 44, 43, 41, 35, 34, 47, 15, 21, 27, 37], [24, 11, 27, 26, 43, 42, 14, 45, 48, 47, 29, 40, 36, 20, 19, 18, 12, 38, 16, 34, 33, 32, 31, 50, 22], [17, 16, 15, 24, 23, 11, 51, 49, 47, 39, 45, 44, 26, 37, 36, 13, 34, 32, 31, 30, 28, 19, 21, 42, 41]]\n",
            "\n",
            "|--- Client 11 <= 22.00\n",
            "|   |--- class: 1\n",
            "|--- Client 11 >  22.00\n",
            "|   |--- Client 12 <= 44.50\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 12 >  44.50\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [40, 24, 23, 22, 21, 20, 28, 30, 50, 49, 48, 47, 46, 26, 18, 35, 33, 32, 16, 15, 44, 43, 42, 38, 37]\n",
            "1 1 [32, 31, 30, 17, 38, 37, 36, 28, 20, 19, 22, 26, 25, 24, 34, 40, 51, 50, 48, 47, 46, 45, 44, 43, 42]\n",
            "2 1 [26, 25, 46, 45, 23, 31, 43, 51, 50, 21, 20, 19, 18, 17, 29, 28, 48, 37, 36, 35, 34, 33, 41, 40, 39]\n",
            "3 1 [49, 48, 47, 31, 30, 29, 28, 27, 26, 18, 24, 45, 40, 39, 37, 36, 35, 34, 33, 22, 21, 20, 51, 43, 42]\n",
            "4 1 [23, 44, 43, 42, 41, 31, 30, 29, 51, 50, 49, 48, 19, 18, 46, 36, 35, 34, 33, 39, 38, 27, 26, 25, 21]\n",
            "5 1 [17, 44, 43, 42, 35, 31, 30, 29, 46, 27, 49, 48, 15, 51, 25, 24, 23, 22, 21, 20, 19, 33, 38, 37, 40]\n",
            "6 1 [31, 30, 29, 28, 44, 43, 34, 33, 50, 49, 48, 47, 46, 20, 19, 22, 26, 25, 24, 41, 40, 39, 38, 37, 36]\n",
            "7 1 [33, 32, 39, 37, 36, 35, 48, 47, 46, 45, 51, 50, 43, 41, 19, 15, 27, 17, 25, 24, 23, 22, 21, 30, 29]\n",
            "8 1 [21, 19, 18, 17, 16, 35, 51, 29, 28, 49, 48, 47, 46, 45, 44, 26, 25, 23, 39, 42, 41, 37, 33, 32, 31]\n",
            "9 1 [43, 42, 41, 40, 39, 46, 45, 22, 21, 33, 50, 49, 48, 31, 30, 19, 18, 28, 27, 26, 25, 24, 37, 36, 35]\n",
            "10 1 [47, 34, 45, 49, 32, 51, 24, 23, 22, 21, 20, 19, 30, 29, 27, 26, 17, 16, 15, 14, 38, 40, 43, 42, 36]\n",
            "11 1 [50, 49, 48, 47, 27, 21, 20, 19, 18, 17, 16, 15, 29, 34, 36, 32, 31, 23, 42, 41, 40, 38, 25, 45, 44]\n",
            "12 1 [43, 42, 41, 25, 24, 23, 22, 51, 50, 49, 48, 47, 20, 19, 18, 39, 38, 33, 45, 27, 31, 30, 29, 36, 35]\n",
            "13 1 [46, 31, 42, 25, 24, 23, 40, 39, 13, 12, 49, 48, 19, 18, 17, 27, 44, 21, 51, 37, 29, 35, 34, 33, 15]\n",
            "14 1 [39, 38, 37, 36, 20, 45, 50, 49, 48, 47, 16, 15, 28, 34, 33, 23, 22, 31, 30, 18, 43, 42, 41, 26, 25]\n",
            "15 1 [42, 25, 30, 29, 28, 27, 23, 22, 21, 20, 19, 37, 36, 35, 34, 33, 32, 40, 39, 49, 48, 47, 46, 44, 51]\n",
            "16 1 [18, 17, 16, 45, 44, 43, 42, 29, 23, 22, 21, 20, 25, 51, 50, 33, 27, 40, 48, 47, 31, 38, 37, 36, 35]\n",
            "17 1 [26, 25, 24, 23, 22, 42, 41, 40, 32, 31, 44, 48, 47, 46, 18, 17, 36, 35, 34, 29, 28, 20, 51, 50, 38]\n",
            "18 1 [28, 46, 26, 25, 24, 50, 49, 48, 14, 13, 19, 18, 35, 34, 39, 32, 31, 30, 22, 21, 44, 16, 42, 41, 37]\n",
            "19 1 [19, 23, 37, 36, 34, 33, 32, 15, 50, 17, 13, 25, 30, 29, 28, 27, 21, 41, 40, 39, 48, 46, 45, 44, 43]\n",
            "20 1 [40, 39, 38, 37, 36, 27, 19, 21, 25, 17, 15, 51, 50, 23, 30, 29, 45, 44, 43, 42, 48, 47, 34, 33, 32]\n",
            "21 1 [27, 26, 25, 23, 22, 21, 17, 19, 35, 34, 33, 50, 49, 48, 47, 46, 45, 44, 31, 40, 39, 38, 37, 29, 42]\n",
            "22 1 [38, 37, 35, 34, 28, 27, 26, 25, 23, 22, 21, 41, 40, 19, 18, 30, 50, 49, 48, 47, 46, 45, 44, 43, 32]\n",
            "23 1 [44, 33, 32, 31, 36, 35, 16, 42, 41, 19, 18, 39, 38, 49, 48, 47, 46, 29, 21, 27, 26, 25, 24, 23, 51]\n",
            "24 1 [31, 30, 28, 27, 26, 25, 24, 22, 51, 50, 49, 48, 47, 46, 45, 44, 43, 41, 40, 39, 37, 36, 35, 34, 33]\n",
            "25 1 [51, 50, 34, 29, 28, 42, 26, 38, 32, 31, 22, 21, 20, 19, 18, 17, 16, 15, 46, 45, 44, 48, 36, 24, 40]\n",
            "26 1 [42, 41, 40, 39, 38, 37, 36, 22, 51, 50, 48, 47, 46, 45, 44, 30, 34, 33, 32, 20, 28, 27, 26, 25, 24]\n",
            "27 1 [23, 21, 20, 19, 26, 25, 29, 28, 32, 31, 51, 50, 38, 37, 36, 35, 34, 46, 45, 44, 43, 42, 41, 40, 48]\n",
            "28 1 [43, 42, 41, 40, 39, 26, 25, 24, 23, 22, 50, 49, 20, 19, 18, 45, 34, 33, 32, 31, 30, 37, 36, 47, 28]\n",
            "29 1 [46, 45, 44, 43, 42, 40, 39, 49, 48, 37, 21, 51, 33, 27, 26, 25, 24, 23, 35, 31, 30, 29, 19, 18, 17]\n",
            "30 1 [48, 47, 46, 45, 44, 43, 42, 41, 17, 16, 21, 31, 24, 23, 50, 29, 28, 27, 26, 37, 36, 39, 19, 34, 33]\n",
            "31 1 [46, 18, 20, 42, 41, 40, 39, 44, 51, 50, 49, 48, 29, 28, 16, 33, 32, 31, 37, 36, 35, 22, 26, 25, 24]\n",
            "32 1 [31, 20, 19, 23, 22, 36, 45, 44, 50, 49, 48, 47, 40, 42, 34, 33, 17, 16, 15, 14, 38, 26, 25, 29, 28]\n",
            "33 1 [44, 37, 36, 32, 39, 42, 41, 34, 22, 21, 20, 19, 18, 51, 50, 49, 48, 47, 46, 30, 28, 27, 26, 25, 24]\n",
            "34 1 [43, 42, 41, 40, 21, 20, 19, 47, 46, 45, 38, 50, 49, 36, 28, 27, 32, 31, 30, 34, 23, 25, 17, 16, 15]\n",
            "35 1 [46, 29, 40, 48, 51, 50, 22, 21, 20, 19, 18, 44, 43, 42, 27, 26, 25, 24, 38, 37, 36, 35, 34, 33, 31]\n",
            "36 1 [27, 26, 25, 33, 21, 20, 19, 50, 49, 48, 47, 46, 45, 31, 39, 38, 37, 36, 35, 23, 17, 43, 42, 41, 29]\n",
            "37 1 [47, 36, 35, 25, 24, 23, 27, 30, 29, 15, 14, 50, 49, 41, 40, 33, 32, 19, 18, 17, 45, 44, 43, 38, 21]\n",
            "38 1 [41, 40, 31, 30, 45, 44, 43, 22, 38, 37, 18, 16, 15, 48, 47, 28, 27, 26, 25, 24, 50, 35, 34, 33, 20]\n",
            "39 1 [45, 44, 43, 42, 41, 40, 39, 38, 37, 17, 19, 50, 49, 32, 31, 30, 28, 35, 34, 22, 21, 26, 25, 24, 47]\n",
            "40 1 [22, 25, 24, 40, 51, 50, 49, 48, 32, 31, 20, 19, 18, 29, 44, 43, 42, 16, 27, 38, 37, 36, 35, 34, 46]\n",
            "41 1 [51, 31, 30, 29, 15, 17, 43, 42, 41, 20, 19, 23, 22, 34, 33, 39, 38, 37, 36, 27, 25, 49, 48, 47, 45]\n",
            "42 1 [18, 50, 40, 39, 30, 29, 28, 35, 34, 37, 16, 15, 26, 25, 24, 43, 42, 22, 21, 20, 48, 47, 46, 45, 32]\n",
            "43 1 [51, 36, 28, 31, 30, 49, 48, 42, 41, 40, 20, 19, 18, 17, 16, 34, 33, 24, 23, 22, 26, 46, 45, 44, 38]\n",
            "44 1 [28, 27, 26, 24, 23, 22, 21, 49, 48, 47, 30, 51, 45, 44, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32]\n",
            "45 1 [26, 37, 35, 39, 33, 32, 31, 51, 50, 49, 48, 47, 45, 44, 43, 42, 41, 17, 21, 20, 19, 29, 28, 24, 23]\n",
            "46 1 [45, 44, 43, 42, 41, 48, 47, 25, 24, 28, 27, 50, 31, 30, 19, 18, 39, 38, 37, 36, 35, 34, 33, 22, 21]\n",
            "47 1 [45, 44, 43, 42, 51, 36, 35, 33, 19, 18, 17, 38, 47, 31, 30, 23, 22, 21, 28, 27, 26, 25, 49, 40, 15]\n",
            "48 1 [16, 42, 41, 24, 39, 38, 37, 36, 35, 22, 21, 50, 49, 19, 18, 47, 33, 45, 44, 31, 30, 29, 28, 27, 26]\n",
            "49 1 [20, 19, 18, 35, 34, 24, 29, 51, 50, 49, 48, 47, 46, 45, 44, 27, 26, 22, 39, 38, 37, 32, 31, 42, 41]\n",
            "50 1 [34, 40, 48, 47, 46, 45, 44, 43, 42, 32, 51, 50, 24, 26, 18, 17, 30, 29, 28, 38, 37, 36, 22, 21, 20]\n",
            "51 1 [50, 35, 34, 26, 30, 29, 28, 19, 18, 13, 24, 48, 47, 32, 41, 40, 39, 38, 37, 16, 15, 43, 22, 21, 45]\n",
            "52 1 [24, 23, 34, 41, 40, 39, 38, 50, 49, 19, 17, 21, 15, 14, 47, 36, 45, 44, 43, 26, 32, 31, 30, 29, 28]\n",
            "53 1 [49, 47, 51, 45, 44, 43, 26, 24, 22, 21, 20, 36, 35, 34, 33, 32, 18, 17, 16, 30, 29, 28, 41, 39, 38]\n",
            "54 1 [27, 26, 42, 41, 32, 31, 34, 44, 29, 24, 23, 51, 50, 49, 48, 15, 36, 21, 20, 19, 18, 17, 39, 38, 46]\n",
            "55 1 [35, 42, 33, 32, 31, 17, 16, 50, 44, 48, 47, 46, 29, 28, 40, 39, 38, 37, 24, 23, 22, 21, 20, 19, 26]\n",
            "56 1 [46, 45, 44, 43, 42, 41, 24, 28, 27, 26, 30, 51, 50, 49, 48, 35, 34, 33, 32, 22, 21, 20, 39, 38, 37]\n",
            "57 1 [24, 23, 22, 21, 44, 43, 32, 31, 36, 34, 41, 50, 49, 48, 47, 46, 29, 28, 27, 26, 19, 18, 17, 39, 38]\n",
            "58 1 [31, 30, 33, 40, 18, 17, 16, 15, 26, 25, 24, 50, 49, 44, 43, 42, 47, 46, 22, 38, 37, 36, 35, 28, 20]\n",
            "59 1 [46, 45, 44, 43, 42, 32, 21, 20, 19, 18, 49, 48, 51, 34, 30, 29, 28, 27, 26, 25, 24, 23, 36, 38, 40]\n",
            "60 1 [24, 50, 22, 21, 19, 18, 27, 26, 48, 47, 46, 45, 43, 42, 41, 40, 39, 34, 33, 37, 36, 31, 30, 29, 16]\n",
            "61 1 [34, 42, 51, 50, 46, 16, 48, 32, 31, 21, 14, 13, 29, 28, 26, 44, 24, 23, 40, 39, 38, 37, 36, 19, 18]\n",
            "62 1 [41, 24, 23, 22, 21, 27, 26, 39, 38, 37, 50, 49, 48, 47, 46, 45, 44, 43, 31, 30, 29, 19, 35, 34, 33]\n",
            "63 1 [22, 21, 20, 19, 37, 36, 26, 25, 24, 48, 47, 46, 45, 44, 31, 30, 29, 28, 34, 33, 51, 50, 42, 41, 39]\n",
            "64 1 [39, 38, 41, 31, 47, 36, 35, 34, 33, 43, 29, 45, 27, 50, 49, 25, 16, 15, 14, 23, 22, 12, 20, 19, 18]\n",
            "65 1 [27, 15, 22, 21, 20, 19, 18, 17, 38, 37, 36, 48, 46, 45, 44, 43, 50, 25, 24, 32, 34, 41, 40, 30, 29]\n",
            "66 1 [30, 32, 48, 47, 46, 45, 44, 26, 25, 24, 22, 21, 20, 19, 18, 51, 50, 37, 36, 35, 34, 28, 40, 39, 42]\n",
            "67 1 [50, 48, 28, 27, 22, 14, 17, 16, 25, 24, 46, 45, 38, 37, 36, 35, 20, 19, 43, 42, 41, 40, 33, 31, 30]\n",
            "68 1 [50, 49, 48, 46, 28, 27, 26, 25, 24, 23, 22, 21, 35, 34, 32, 19, 15, 38, 37, 17, 30, 44, 43, 42, 40]\n",
            "69 1 [27, 26, 17, 47, 46, 45, 44, 43, 42, 41, 22, 21, 50, 49, 32, 31, 24, 34, 39, 38, 37, 36, 29, 19, 15]\n",
            "70 1 [29, 19, 18, 36, 35, 48, 47, 46, 45, 44, 43, 51, 50, 33, 32, 31, 27, 26, 41, 40, 39, 38, 22, 21, 24]\n",
            "71 1 [33, 50, 49, 22, 21, 20, 31, 30, 29, 28, 47, 46, 45, 44, 43, 42, 41, 40, 26, 25, 24, 38, 37, 36, 35]\n",
            "72 1 [30, 29, 20, 19, 37, 13, 12, 43, 45, 17, 10, 32, 39, 41, 50, 49, 15, 35, 34, 25, 24, 23, 22, 27, 47]\n",
            "73 1 [44, 43, 42, 31, 26, 21, 29, 28, 17, 24, 23, 47, 46, 40, 39, 38, 37, 36, 35, 34, 33, 51, 50, 49, 19]\n",
            "74 1 [34, 33, 32, 46, 45, 44, 43, 42, 23, 22, 21, 20, 19, 26, 25, 30, 29, 28, 51, 50, 49, 48, 40, 38, 36]\n",
            "75 1 [25, 24, 23, 34, 33, 32, 31, 39, 38, 51, 50, 49, 36, 44, 43, 42, 41, 47, 46, 21, 20, 19, 29, 28, 27]\n",
            "76 1 [41, 40, 39, 24, 23, 43, 28, 27, 26, 21, 20, 19, 35, 34, 33, 32, 31, 30, 17, 47, 46, 45, 37, 50, 49]\n",
            "77 1 [27, 26, 20, 19, 18, 46, 45, 44, 43, 42, 51, 50, 49, 48, 36, 34, 22, 40, 39, 38, 32, 31, 30, 29, 24]\n",
            "78 1 [39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 45, 47, 28, 19, 26, 25, 24, 23, 22, 21, 50, 49, 43, 42, 41]\n",
            "79 1 [34, 33, 32, 42, 40, 21, 46, 45, 44, 51, 19, 30, 29, 38, 37, 36, 27, 26, 25, 24, 23, 17, 16, 49, 48]\n",
            "80 1 [38, 28, 27, 26, 25, 24, 23, 22, 36, 43, 51, 50, 49, 48, 47, 41, 40, 45, 34, 33, 32, 31, 30, 20, 19]\n",
            "81 1 [28, 27, 25, 24, 23, 43, 42, 41, 51, 49, 48, 47, 46, 45, 21, 20, 31, 30, 39, 38, 37, 36, 35, 34, 33]\n",
            "82 1 [18, 42, 32, 14, 13, 34, 38, 37, 36, 26, 16, 40, 21, 20, 51, 50, 49, 48, 47, 46, 28, 30, 44, 24, 23]\n",
            "83 1 [24, 23, 37, 44, 40, 39, 21, 20, 19, 18, 17, 50, 49, 48, 47, 46, 42, 35, 34, 33, 32, 26, 30, 29, 28]\n",
            "84 1 [51, 50, 43, 42, 36, 35, 17, 24, 23, 22, 21, 27, 26, 40, 33, 32, 31, 30, 29, 46, 45, 48, 19, 38, 15]\n",
            "85 1 [22, 21, 39, 38, 37, 36, 35, 43, 42, 41, 50, 49, 48, 47, 46, 45, 33, 32, 31, 30, 29, 19, 27, 25, 24]\n",
            "86 1 [42, 41, 40, 39, 29, 28, 27, 37, 36, 35, 34, 50, 49, 48, 21, 20, 19, 18, 23, 46, 45, 44, 32, 31, 25]\n",
            "87 1 [26, 25, 24, 45, 44, 43, 42, 41, 37, 28, 18, 17, 16, 48, 47, 22, 21, 20, 50, 35, 39, 33, 32, 31, 30]\n",
            "88 1 [21, 20, 19, 42, 25, 40, 39, 38, 17, 16, 15, 23, 31, 30, 36, 47, 46, 45, 44, 50, 49, 34, 33, 28, 27]\n",
            "89 1 [30, 29, 28, 16, 15, 22, 21, 35, 50, 49, 48, 47, 46, 45, 24, 37, 19, 18, 39, 43, 42, 41, 33, 32, 26]\n",
            "90 1 [38, 37, 36, 32, 31, 29, 28, 27, 26, 51, 50, 49, 48, 24, 23, 22, 21, 20, 19, 34, 44, 42, 41, 40, 46]\n",
            "91 1 [50, 30, 29, 34, 48, 18, 32, 42, 41, 40, 16, 15, 14, 27, 26, 38, 37, 36, 46, 45, 44, 24, 23, 21, 20]\n",
            "92 1 [32, 31, 30, 19, 26, 25, 40, 39, 38, 48, 47, 46, 45, 44, 43, 42, 34, 28, 17, 23, 22, 21, 51, 50, 36]\n",
            "93 1 [39, 23, 22, 20, 19, 18, 41, 49, 48, 25, 51, 46, 45, 44, 43, 27, 37, 36, 35, 34, 33, 32, 31, 30, 29]\n",
            "94 1 [29, 27, 26, 25, 19, 43, 42, 41, 50, 49, 48, 47, 46, 45, 21, 23, 39, 38, 37, 36, 35, 34, 33, 32, 31]\n",
            "95 1 [26, 32, 31, 30, 16, 24, 36, 20, 34, 18, 14, 13, 51, 43, 22, 41, 40, 39, 38, 49, 48, 47, 46, 45, 28]\n",
            "96 1 [36, 35, 34, 33, 43, 42, 18, 17, 16, 45, 22, 14, 24, 51, 49, 28, 27, 26, 47, 20, 40, 39, 38, 31, 30]\n",
            "97 1 [30, 40, 39, 38, 37, 23, 22, 21, 20, 19, 47, 51, 50, 49, 35, 34, 33, 32, 25, 28, 27, 45, 44, 43, 42]\n",
            "98 1 [21, 20, 23, 44, 43, 42, 33, 32, 31, 30, 29, 51, 37, 36, 35, 40, 39, 18, 17, 49, 47, 46, 27, 26, 25]\n",
            "99 1 [37, 36, 25, 24, 18, 17, 16, 41, 34, 33, 22, 21, 20, 46, 31, 30, 29, 51, 50, 49, 48, 27, 39, 44, 43]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 18 =========== \n",
            "\n",
            "Pareto sort 16\n",
            "16 4\n",
            "H_group [[29, 28, 27, 26, 21, 20, 19, 24, 23, 22, 17, 16, 15, 14, 13, 11, 10, 9, 8, 7, 6, 4, 1, 2, 3], [29, 30, 27, 26, 25, 24, 23, 22, 21, 20, 18, 16, 15, 14, 13, 12, 10, 9, 8, 7, 5, 1, 2, 3, 4], [31, 30, 29, 27, 25, 24, 23, 22, 21, 19, 18, 16, 14, 13, 12, 11, 10, 8, 7, 6, 5, 4, 3, 2, 1], [32, 30, 28, 27, 26, 25, 24, 23, 22, 20, 19, 18, 15, 16, 17, 13, 12, 11, 10, 9, 7, 5, 4, 2, 1]]\n",
            "L_group [[39, 21, 20, 25, 18, 43, 42, 16, 49, 45, 37, 27, 51, 47, 35, 34, 33, 32, 31, 30, 29, 14, 23, 17, 41], [40, 38, 36, 35, 34, 32, 29, 28, 30, 26, 25, 24, 22, 21, 19, 17, 15, 13, 11, 9, 8, 7, 5, 3, 1], [41, 40, 38, 36, 34, 33, 31, 29, 27, 26, 24, 22, 21, 19, 17, 16, 14, 12, 10, 9, 7, 6, 4, 3, 1], [30, 29, 20, 19, 37, 13, 12, 43, 45, 17, 10, 32, 39, 41, 50, 49, 15, 35, 34, 25, 24, 23, 22, 27, 47]]\n",
            "\n",
            "|--- Client 16 <= 14.50\n",
            "|   |--- class: 1\n",
            "|--- Client 16 >  14.50\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [48, 44, 43, 42, 41, 29, 23, 22, 16, 15, 14, 13, 35, 39, 25, 11, 10, 37, 50, 20, 31, 27, 33, 18, 46]\n",
            "1 1 [49, 39, 24, 51, 32, 37, 36, 44, 43, 42, 41, 22, 34, 12, 15, 14, 18, 17, 20, 47, 46, 27, 26, 30, 29]\n",
            "2 1 [28, 27, 25, 24, 40, 50, 49, 42, 47, 46, 44, 35, 11, 31, 30, 13, 22, 21, 33, 19, 38, 37, 17, 16, 15]\n",
            "3 1 [45, 38, 51, 50, 49, 48, 47, 36, 35, 29, 28, 18, 17, 31, 15, 14, 43, 42, 26, 25, 24, 20, 22, 33, 40]\n",
            "4 1 [48, 47, 46, 22, 21, 20, 30, 36, 44, 43, 18, 34, 33, 32, 14, 13, 28, 16, 26, 25, 24, 41, 40, 50, 38]\n",
            "5 1 [27, 39, 33, 32, 30, 29, 37, 41, 20, 18, 17, 25, 24, 23, 22, 13, 43, 35, 15, 50, 49, 48, 47, 46, 45]\n",
            "6 1 [48, 47, 46, 40, 21, 23, 25, 38, 37, 36, 44, 42, 28, 27, 50, 12, 11, 34, 33, 15, 14, 19, 17, 31, 30]\n",
            "7 1 [31, 17, 16, 15, 29, 50, 19, 36, 35, 34, 33, 48, 47, 40, 27, 13, 12, 38, 23, 45, 44, 43, 42, 21, 25]\n",
            "8 1 [31, 30, 39, 19, 25, 24, 23, 22, 21, 37, 36, 35, 47, 49, 15, 14, 28, 27, 17, 51, 45, 44, 42, 41, 33]\n",
            "9 1 [16, 35, 18, 48, 38, 37, 31, 30, 29, 27, 26, 50, 40, 33, 46, 14, 12, 11, 10, 24, 23, 44, 21, 20, 42]\n",
            "10 1 [23, 22, 27, 44, 43, 20, 19, 18, 41, 10, 50, 46, 25, 32, 31, 12, 16, 15, 14, 48, 37, 29, 35, 34, 39]\n",
            "11 1 [35, 34, 33, 32, 45, 44, 48, 47, 19, 27, 30, 29, 25, 24, 14, 13, 38, 37, 42, 17, 16, 22, 21, 50, 40]\n",
            "12 1 [50, 48, 29, 28, 33, 32, 31, 43, 42, 26, 25, 24, 46, 45, 35, 12, 40, 38, 37, 19, 22, 21, 15, 14, 17]\n",
            "13 1 [37, 36, 18, 43, 50, 20, 27, 26, 25, 24, 23, 22, 41, 16, 15, 14, 48, 46, 45, 39, 32, 31, 30, 29, 34]\n",
            "14 1 [39, 38, 37, 41, 48, 47, 24, 45, 44, 43, 28, 27, 26, 16, 15, 14, 30, 35, 18, 22, 21, 20, 33, 32, 50]\n",
            "15 1 [30, 42, 50, 48, 47, 37, 17, 22, 21, 40, 39, 45, 44, 19, 15, 14, 13, 28, 27, 35, 34, 33, 32, 25, 24]\n",
            "16 1 [50, 39, 28, 27, 25, 24, 48, 47, 46, 45, 30, 17, 16, 15, 14, 13, 37, 36, 32, 19, 43, 22, 21, 41, 34]\n",
            "17 1 [31, 22, 21, 20, 19, 18, 17, 16, 44, 39, 25, 24, 29, 50, 14, 13, 46, 37, 36, 35, 27, 42, 41, 33, 48]\n",
            "18 1 [27, 26, 25, 19, 18, 17, 33, 46, 45, 31, 30, 29, 15, 23, 38, 13, 43, 42, 21, 40, 36, 35, 50, 49, 48]\n",
            "19 1 [16, 27, 26, 25, 38, 20, 29, 34, 18, 23, 22, 32, 31, 41, 40, 14, 13, 47, 46, 45, 44, 43, 50, 49, 36]\n",
            "20 1 [51, 19, 42, 41, 40, 39, 21, 17, 16, 26, 47, 46, 45, 44, 34, 14, 24, 23, 28, 37, 36, 49, 32, 31, 30]\n",
            "21 1 [24, 23, 27, 26, 36, 40, 39, 38, 19, 18, 34, 33, 32, 31, 29, 14, 21, 50, 44, 43, 42, 16, 48, 47, 46]\n",
            "22 1 [31, 30, 24, 23, 22, 43, 42, 18, 40, 39, 16, 28, 27, 26, 37, 14, 13, 46, 45, 20, 50, 48, 35, 33, 11]\n",
            "23 1 [44, 49, 48, 37, 46, 21, 42, 41, 40, 39, 19, 35, 33, 17, 16, 14, 31, 30, 29, 28, 26, 25, 24, 23, 51]\n",
            "24 1 [21, 20, 19, 18, 40, 48, 47, 46, 45, 30, 28, 26, 25, 24, 23, 13, 36, 16, 15, 34, 38, 43, 42, 32, 50]\n",
            "25 1 [45, 43, 18, 17, 49, 41, 40, 39, 38, 31, 30, 47, 28, 26, 33, 13, 51, 24, 23, 22, 21, 20, 15, 36, 35]\n",
            "26 1 [32, 31, 21, 43, 50, 49, 41, 45, 24, 23, 16, 29, 28, 27, 26, 12, 47, 19, 18, 39, 38, 14, 36, 35, 34]\n",
            "27 1 [33, 32, 31, 46, 42, 37, 36, 35, 18, 25, 24, 23, 27, 48, 16, 14, 40, 39, 44, 21, 20, 51, 50, 12, 29]\n",
            "28 1 [48, 26, 28, 46, 45, 51, 50, 34, 38, 24, 23, 11, 32, 30, 40, 13, 15, 21, 20, 19, 18, 17, 43, 42, 36]\n",
            "29 1 [20, 19, 18, 17, 15, 31, 25, 38, 50, 49, 27, 33, 23, 22, 44, 13, 12, 47, 46, 42, 41, 40, 29, 36, 35]\n",
            "30 1 [28, 27, 33, 32, 23, 25, 46, 42, 41, 19, 18, 17, 16, 15, 14, 13, 35, 39, 51, 44, 49, 48, 21, 37, 30]\n",
            "31 1 [24, 23, 22, 48, 47, 46, 45, 26, 28, 40, 39, 38, 37, 36, 50, 14, 18, 17, 16, 30, 43, 42, 20, 34, 32]\n",
            "32 1 [24, 34, 36, 28, 27, 26, 22, 21, 38, 40, 42, 19, 17, 16, 15, 14, 13, 32, 31, 30, 46, 48, 44, 51, 50]\n",
            "33 1 [48, 47, 29, 28, 45, 44, 26, 25, 12, 23, 22, 21, 31, 42, 15, 14, 35, 34, 33, 19, 38, 37, 40, 50, 17]\n",
            "34 1 [22, 49, 48, 33, 46, 45, 35, 26, 25, 24, 38, 37, 17, 16, 15, 14, 41, 40, 43, 20, 19, 31, 30, 28, 51]\n",
            "35 1 [51, 50, 49, 48, 26, 25, 30, 28, 17, 16, 46, 32, 23, 38, 14, 13, 12, 36, 40, 19, 21, 44, 43, 42, 34]\n",
            "36 1 [46, 45, 20, 35, 34, 37, 25, 24, 28, 27, 18, 17, 16, 15, 14, 13, 50, 49, 48, 43, 22, 32, 30, 39, 41]\n",
            "37 1 [12, 35, 34, 33, 44, 43, 42, 41, 21, 20, 18, 17, 25, 50, 15, 14, 31, 30, 29, 23, 39, 48, 37, 27, 46]\n",
            "38 1 [29, 28, 36, 26, 25, 24, 23, 50, 49, 48, 38, 19, 18, 17, 21, 13, 32, 31, 43, 42, 46, 45, 15, 40, 34]\n",
            "39 1 [50, 38, 32, 31, 30, 43, 28, 48, 17, 16, 26, 25, 24, 22, 21, 14, 13, 36, 35, 34, 41, 40, 19, 46, 45]\n",
            "40 1 [26, 25, 44, 43, 30, 29, 28, 46, 34, 18, 32, 16, 15, 14, 13, 12, 41, 50, 23, 22, 39, 20, 48, 37, 36]\n",
            "41 1 [32, 19, 21, 28, 27, 26, 25, 51, 50, 49, 41, 35, 34, 39, 15, 14, 47, 46, 45, 44, 43, 17, 37, 23, 30]\n",
            "42 1 [46, 45, 44, 43, 42, 50, 40, 31, 35, 34, 33, 18, 17, 16, 15, 14, 38, 37, 48, 22, 20, 25, 24, 27, 29]\n",
            "43 1 [27, 26, 22, 21, 20, 34, 33, 32, 24, 40, 18, 36, 30, 29, 38, 14, 13, 16, 48, 46, 45, 44, 43, 42, 50]\n",
            "44 1 [15, 26, 25, 51, 45, 49, 48, 47, 18, 17, 20, 36, 23, 22, 34, 13, 28, 38, 43, 42, 41, 40, 32, 31, 30]\n",
            "45 1 [34, 33, 50, 29, 28, 22, 21, 20, 19, 44, 36, 42, 48, 15, 14, 13, 12, 17, 31, 40, 39, 38, 24, 46, 26]\n",
            "46 1 [16, 38, 18, 50, 34, 33, 42, 41, 40, 24, 23, 22, 21, 20, 36, 14, 48, 47, 46, 29, 28, 27, 26, 44, 31]\n",
            "47 1 [37, 36, 50, 49, 28, 40, 39, 26, 30, 47, 24, 23, 22, 21, 19, 14, 17, 16, 34, 33, 32, 45, 44, 43, 42]\n",
            "48 1 [31, 43, 51, 50, 27, 26, 20, 19, 18, 17, 16, 36, 46, 45, 24, 14, 29, 22, 48, 34, 33, 41, 40, 39, 38]\n",
            "49 1 [28, 21, 19, 18, 38, 42, 40, 46, 45, 44, 26, 24, 23, 51, 50, 13, 36, 35, 34, 32, 31, 30, 48, 16, 15]\n",
            "50 1 [50, 18, 17, 16, 15, 25, 24, 23, 39, 21, 20, 45, 44, 37, 36, 13, 42, 41, 32, 34, 30, 29, 27, 48, 47]\n",
            "51 1 [39, 23, 22, 21, 46, 44, 43, 42, 41, 34, 12, 37, 36, 30, 15, 14, 19, 25, 28, 27, 32, 17, 50, 49, 48]\n",
            "52 1 [46, 35, 34, 33, 49, 48, 16, 44, 51, 27, 26, 22, 31, 29, 37, 14, 13, 20, 19, 18, 24, 42, 41, 40, 39]\n",
            "53 1 [44, 43, 42, 41, 40, 24, 23, 35, 33, 50, 49, 48, 19, 17, 15, 13, 38, 37, 46, 31, 30, 29, 28, 21, 26]\n",
            "54 1 [30, 29, 28, 23, 22, 21, 20, 39, 38, 37, 41, 43, 48, 47, 15, 14, 26, 25, 45, 32, 18, 17, 35, 34, 50]\n",
            "55 1 [19, 18, 38, 36, 22, 21, 44, 43, 46, 41, 40, 29, 48, 16, 15, 14, 51, 50, 34, 33, 32, 31, 24, 27, 26]\n",
            "56 1 [47, 17, 27, 26, 25, 19, 39, 38, 21, 29, 45, 44, 43, 42, 41, 13, 15, 51, 50, 49, 36, 34, 33, 23, 31]\n",
            "57 1 [39, 38, 37, 36, 35, 34, 33, 16, 41, 48, 50, 31, 30, 46, 45, 14, 24, 20, 19, 18, 28, 27, 26, 43, 22]\n",
            "58 1 [23, 29, 28, 27, 31, 38, 36, 41, 40, 47, 46, 45, 44, 43, 15, 14, 25, 49, 34, 33, 21, 20, 18, 17, 51]\n",
            "59 1 [35, 27, 47, 46, 45, 44, 43, 16, 29, 41, 40, 39, 33, 32, 31, 14, 50, 49, 18, 21, 20, 25, 24, 23, 37]\n",
            "60 1 [48, 21, 20, 46, 36, 35, 42, 38, 23, 18, 28, 27, 16, 15, 14, 13, 12, 11, 25, 40, 50, 33, 32, 30, 44]\n",
            "61 1 [34, 33, 38, 21, 20, 19, 45, 44, 42, 31, 30, 50, 49, 48, 47, 14, 28, 27, 26, 25, 36, 40, 17, 16, 23]\n",
            "62 1 [20, 16, 33, 31, 30, 51, 28, 27, 25, 24, 47, 45, 44, 43, 14, 13, 12, 18, 49, 37, 36, 35, 39, 41, 22]\n",
            "63 1 [50, 49, 22, 38, 37, 36, 35, 20, 15, 28, 40, 18, 17, 45, 44, 11, 47, 26, 24, 42, 13, 33, 32, 31, 30]\n",
            "64 1 [17, 24, 49, 48, 12, 46, 51, 33, 32, 22, 21, 42, 41, 40, 15, 14, 30, 29, 38, 37, 19, 27, 26, 35, 44]\n",
            "65 1 [20, 18, 11, 22, 24, 43, 42, 48, 47, 28, 36, 35, 50, 16, 15, 14, 13, 40, 45, 38, 33, 32, 31, 30, 26]\n",
            "66 1 [45, 41, 39, 30, 29, 28, 15, 14, 50, 49, 47, 18, 17, 37, 12, 11, 35, 24, 23, 22, 26, 43, 20, 33, 32]\n",
            "67 1 [21, 35, 25, 24, 23, 15, 33, 32, 31, 30, 41, 40, 39, 37, 50, 13, 48, 47, 28, 27, 19, 18, 17, 43, 45]\n",
            "68 1 [36, 31, 30, 29, 28, 43, 38, 20, 24, 15, 14, 22, 50, 49, 48, 12, 46, 45, 26, 18, 17, 41, 40, 34, 33]\n",
            "69 1 [36, 50, 39, 38, 46, 45, 44, 43, 34, 33, 20, 48, 31, 30, 14, 13, 22, 18, 17, 16, 28, 27, 41, 25, 24]\n",
            "70 1 [36, 48, 26, 38, 30, 29, 28, 34, 20, 19, 18, 22, 16, 15, 14, 13, 50, 46, 45, 32, 43, 42, 41, 40, 24]\n",
            "71 1 [35, 43, 42, 28, 27, 21, 20, 19, 18, 17, 16, 33, 45, 49, 40, 14, 47, 25, 24, 23, 51, 31, 30, 38, 37]\n",
            "72 1 [38, 37, 36, 31, 27, 44, 25, 40, 19, 18, 17, 16, 15, 14, 51, 12, 42, 23, 29, 34, 33, 49, 47, 46, 21]\n",
            "73 1 [33, 32, 31, 16, 29, 28, 35, 22, 45, 14, 26, 25, 24, 18, 37, 12, 43, 42, 41, 40, 39, 20, 50, 49, 47]\n",
            "74 1 [45, 17, 16, 31, 30, 51, 50, 49, 43, 47, 39, 21, 20, 19, 14, 13, 41, 25, 37, 36, 34, 33, 23, 28, 27]\n",
            "75 1 [36, 28, 26, 25, 45, 44, 43, 42, 41, 40, 31, 30, 49, 16, 15, 14, 51, 18, 47, 20, 23, 22, 38, 34, 33]\n",
            "76 1 [50, 49, 48, 40, 29, 28, 35, 34, 21, 20, 19, 26, 32, 31, 15, 14, 24, 23, 38, 37, 17, 43, 42, 46, 45]\n",
            "77 1 [18, 17, 16, 31, 30, 29, 28, 27, 50, 41, 25, 24, 33, 39, 38, 14, 48, 36, 35, 22, 21, 20, 46, 44, 43]\n",
            "78 1 [26, 25, 35, 34, 47, 46, 45, 44, 43, 30, 17, 38, 37, 15, 14, 13, 28, 23, 32, 19, 50, 49, 21, 41, 40]\n",
            "79 1 [27, 26, 25, 24, 22, 18, 17, 16, 41, 29, 39, 38, 20, 44, 43, 12, 51, 36, 47, 46, 34, 14, 49, 32, 31]\n",
            "80 1 [37, 36, 35, 19, 18, 17, 26, 25, 49, 42, 41, 40, 39, 23, 28, 13, 45, 44, 21, 47, 30, 15, 33, 32, 51]\n",
            "81 1 [40, 39, 38, 21, 20, 19, 32, 15, 14, 36, 42, 48, 46, 34, 28, 12, 17, 44, 51, 50, 26, 25, 24, 23, 30]\n",
            "82 1 [23, 22, 46, 41, 40, 28, 27, 44, 43, 20, 19, 18, 17, 16, 15, 14, 48, 50, 38, 37, 31, 30, 35, 33, 25]\n",
            "83 1 [27, 35, 50, 33, 32, 31, 21, 25, 41, 40, 39, 38, 37, 15, 23, 13, 12, 29, 19, 44, 43, 17, 48, 47, 46]\n",
            "84 1 [40, 39, 30, 43, 42, 25, 24, 23, 13, 28, 27, 21, 47, 50, 49, 11, 37, 15, 19, 18, 17, 45, 32, 35, 34]\n",
            "85 1 [31, 23, 49, 48, 17, 41, 40, 29, 44, 43, 19, 27, 51, 15, 14, 13, 38, 37, 36, 35, 34, 33, 46, 25, 21]\n",
            "86 1 [17, 34, 24, 23, 22, 15, 50, 49, 42, 41, 40, 39, 32, 27, 26, 13, 47, 46, 37, 36, 44, 20, 19, 30, 29]\n",
            "87 1 [36, 24, 23, 22, 18, 17, 28, 48, 38, 50, 46, 45, 44, 43, 15, 14, 20, 41, 40, 26, 34, 33, 32, 31, 30]\n",
            "88 1 [33, 32, 45, 38, 25, 24, 51, 41, 40, 36, 35, 22, 20, 19, 18, 14, 43, 49, 48, 47, 30, 29, 28, 27, 16]\n",
            "89 1 [51, 50, 29, 34, 33, 27, 48, 47, 46, 45, 44, 43, 17, 16, 41, 14, 23, 22, 25, 20, 19, 31, 36, 39, 38]\n",
            "90 1 [19, 18, 37, 28, 27, 26, 25, 33, 50, 49, 41, 23, 31, 30, 35, 14, 21, 39, 47, 46, 45, 44, 43, 16, 12]\n",
            "91 1 [46, 45, 43, 42, 48, 33, 32, 31, 27, 26, 15, 17, 40, 39, 29, 13, 50, 19, 37, 36, 35, 24, 23, 22, 21]\n",
            "92 1 [37, 36, 35, 33, 42, 41, 40, 39, 18, 17, 48, 50, 31, 30, 20, 13, 12, 10, 46, 24, 15, 22, 26, 28, 44]\n",
            "93 1 [20, 19, 18, 16, 44, 43, 42, 41, 40, 32, 31, 27, 50, 49, 29, 12, 34, 47, 46, 25, 38, 23, 22, 14, 36]\n",
            "94 1 [23, 22, 21, 20, 37, 36, 35, 34, 33, 31, 29, 28, 27, 48, 47, 13, 43, 18, 25, 41, 39, 45, 50, 16, 15]\n",
            "95 1 [24, 46, 44, 43, 42, 41, 39, 29, 17, 16, 37, 33, 31, 35, 14, 13, 50, 49, 48, 27, 26, 22, 20, 19, 11]\n",
            "96 1 [42, 41, 40, 39, 38, 25, 36, 28, 27, 21, 20, 19, 18, 32, 48, 14, 13, 46, 45, 44, 34, 23, 50, 30, 16]\n",
            "97 1 [31, 48, 47, 50, 27, 26, 16, 15, 14, 13, 41, 18, 29, 33, 20, 11, 9, 24, 22, 39, 38, 37, 43, 35, 45]\n",
            "98 1 [18, 17, 16, 35, 22, 37, 41, 50, 49, 31, 25, 24, 43, 39, 14, 13, 12, 20, 47, 46, 45, 33, 29, 28, 27]\n",
            "99 1 [46, 45, 44, 11, 21, 42, 41, 40, 39, 38, 50, 48, 32, 15, 14, 13, 30, 29, 23, 25, 36, 17, 19, 27, 34]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 19 =========== \n",
            "\n",
            "Pareto sort 25\n",
            "25 7\n",
            "H_group [[29, 28, 27, 26, 25, 24, 23, 21, 20, 19, 12, 13, 14, 15, 16, 17, 11, 10, 9, 8, 6, 5, 3, 2, 1], [30, 29, 28, 27, 25, 21, 22, 23, 24, 19, 9, 10, 11, 12, 13, 14, 15, 16, 17, 8, 4, 5, 6, 3, 1], [31, 30, 29, 28, 26, 25, 22, 23, 24, 20, 19, 18, 17, 16, 13, 14, 12, 11, 10, 8, 7, 5, 4, 3, 1], [32, 31, 29, 28, 27, 25, 24, 22, 23, 20, 19, 17, 16, 14, 13, 12, 11, 10, 9, 7, 6, 4, 3, 2, 1], [33, 32, 30, 28, 26, 24, 22, 21, 20, 19, 17, 16, 15, 10, 11, 12, 13, 9, 7, 6, 5, 2, 3, 1, 4], [16, 15, 40, 39, 22, 21, 50, 42, 44, 26, 49, 48, 47, 46, 45, 31, 30, 29, 28, 19, 18, 33, 37, 35, 24], [36, 35, 34, 32, 31, 29, 28, 26, 24, 23, 22, 20, 19, 16, 17, 15, 14, 12, 10, 8, 6, 5, 3, 4, 1]]\n",
            "L_group [[34, 36, 19, 26, 15, 33, 32, 30, 42, 41, 40, 39, 38, 13, 12, 44, 17, 28, 47, 46, 24, 23, 50, 49, 21], [50, 49, 22, 38, 37, 36, 35, 20, 15, 28, 40, 18, 17, 45, 44, 11, 47, 26, 24, 42, 13, 33, 32, 31, 30], [27, 26, 25, 24, 22, 18, 17, 16, 41, 29, 39, 38, 20, 44, 43, 12, 51, 36, 47, 46, 34, 14, 49, 32, 31], [40, 39, 30, 43, 42, 25, 24, 23, 13, 28, 27, 21, 47, 50, 49, 11, 37, 15, 19, 18, 17, 45, 32, 35, 34], [16, 35, 18, 48, 38, 37, 31, 30, 29, 27, 26, 50, 40, 33, 46, 14, 12, 11, 10, 24, 23, 44, 21, 20, 42], [48, 26, 28, 46, 45, 51, 50, 34, 38, 24, 23, 11, 32, 30, 40, 13, 15, 21, 20, 19, 18, 17, 43, 42, 36], [31, 48, 47, 50, 27, 26, 16, 15, 14, 13, 41, 18, 29, 33, 20, 11, 9, 24, 22, 39, 38, 37, 43, 35, 45]]\n",
            "\n",
            "|--- Client 11 <= 22.50\n",
            "|   |--- class: 1\n",
            "|--- Client 11 >  22.50\n",
            "|   |--- Client 11 <= 45.00\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 11 >  45.00\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [43, 42, 45, 26, 25, 24, 47, 19, 18, 17, 22, 21, 37, 36, 51, 40, 39, 49, 34, 33, 32, 31, 30, 29, 28]\n",
            "1 1 [37, 36, 35, 34, 33, 32, 31, 30, 23, 21, 20, 19, 47, 46, 45, 44, 51, 50, 49, 42, 41, 28, 27, 39, 25]\n",
            "2 1 [28, 27, 26, 25, 24, 31, 30, 18, 48, 51, 50, 46, 45, 44, 43, 42, 41, 37, 36, 22, 21, 20, 39, 34, 33]\n",
            "3 1 [29, 36, 35, 25, 24, 23, 22, 21, 20, 27, 51, 33, 32, 31, 49, 48, 47, 46, 45, 44, 43, 42, 40, 39, 38]\n",
            "4 1 [21, 37, 36, 47, 46, 45, 44, 43, 51, 50, 49, 32, 31, 30, 29, 28, 19, 41, 40, 39, 34, 26, 25, 24, 23]\n",
            "5 1 [38, 37, 35, 43, 18, 17, 30, 29, 41, 40, 51, 50, 49, 48, 27, 21, 20, 25, 24, 23, 46, 45, 15, 33, 32]\n",
            "6 1 [28, 33, 32, 22, 50, 20, 18, 17, 48, 47, 46, 45, 44, 43, 30, 26, 25, 24, 41, 40, 39, 38, 37, 36, 35]\n",
            "7 1 [19, 36, 42, 47, 40, 39, 38, 34, 23, 22, 21, 49, 45, 44, 51, 32, 31, 30, 29, 28, 27, 26, 25, 17, 16]\n",
            "8 1 [38, 37, 19, 32, 17, 16, 50, 25, 24, 23, 48, 21, 40, 35, 34, 11, 30, 29, 14, 13, 46, 44, 43, 42, 27]\n",
            "9 1 [44, 35, 34, 37, 50, 49, 26, 25, 24, 17, 16, 15, 22, 21, 20, 19, 32, 40, 39, 30, 29, 28, 47, 46, 42]\n",
            "10 1 [35, 23, 33, 27, 26, 25, 21, 20, 18, 29, 13, 48, 47, 50, 31, 41, 40, 39, 38, 37, 16, 15, 45, 44, 43]\n",
            "11 1 [23, 43, 42, 41, 40, 39, 17, 16, 21, 20, 19, 25, 35, 37, 29, 28, 27, 47, 45, 51, 50, 49, 33, 32, 31]\n",
            "12 1 [23, 22, 21, 29, 46, 27, 25, 33, 40, 51, 19, 18, 44, 43, 42, 31, 49, 48, 14, 13, 38, 37, 36, 35, 16]\n",
            "13 1 [49, 24, 23, 22, 21, 26, 16, 15, 14, 35, 51, 43, 42, 41, 40, 30, 45, 33, 32, 38, 37, 47, 28, 19, 18]\n",
            "14 1 [26, 25, 24, 28, 38, 37, 36, 35, 43, 42, 22, 21, 20, 40, 51, 50, 49, 48, 47, 46, 45, 33, 32, 31, 30]\n",
            "15 1 [25, 24, 40, 39, 22, 21, 34, 51, 50, 49, 48, 43, 42, 17, 37, 36, 46, 45, 32, 31, 30, 29, 28, 27, 19]\n",
            "16 1 [26, 31, 34, 33, 41, 40, 39, 38, 37, 36, 19, 18, 46, 45, 24, 23, 22, 21, 29, 28, 51, 50, 49, 48, 43]\n",
            "17 1 [47, 46, 45, 44, 26, 25, 30, 29, 28, 23, 22, 21, 20, 34, 33, 32, 50, 49, 18, 40, 39, 38, 37, 36, 42]\n",
            "18 1 [44, 43, 42, 41, 30, 29, 28, 27, 26, 25, 47, 46, 35, 34, 33, 32, 39, 37, 23, 22, 21, 20, 51, 50, 49]\n",
            "19 1 [23, 22, 21, 20, 19, 51, 42, 25, 28, 27, 49, 48, 47, 46, 35, 34, 33, 32, 31, 30, 40, 39, 38, 37, 44]\n",
            "20 1 [51, 50, 23, 39, 44, 37, 46, 35, 48, 19, 18, 17, 16, 33, 32, 31, 30, 29, 28, 27, 26, 25, 21, 42, 41]\n",
            "21 1 [34, 48, 42, 37, 36, 14, 26, 51, 50, 24, 20, 32, 31, 18, 17, 16, 22, 12, 46, 45, 44, 40, 39, 29, 28]\n",
            "22 1 [28, 27, 39, 38, 34, 33, 32, 31, 30, 51, 50, 48, 47, 36, 45, 25, 24, 23, 43, 42, 41, 21, 20, 19, 17]\n",
            "23 1 [38, 37, 36, 35, 34, 33, 32, 45, 23, 17, 47, 19, 28, 27, 26, 25, 30, 51, 50, 49, 21, 43, 42, 41, 40]\n",
            "24 1 [34, 42, 41, 28, 27, 26, 25, 23, 22, 21, 20, 51, 50, 49, 39, 38, 37, 36, 18, 47, 46, 44, 32, 31, 30]\n",
            "25 1 [31, 30, 29, 28, 23, 22, 36, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 34, 33, 26, 25]\n",
            "26 1 [22, 21, 20, 36, 32, 14, 34, 39, 38, 51, 50, 49, 48, 30, 29, 28, 46, 45, 44, 18, 24, 42, 41, 26, 16]\n",
            "27 1 [22, 21, 36, 35, 42, 40, 39, 38, 19, 50, 17, 16, 33, 31, 30, 29, 28, 27, 26, 25, 24, 48, 46, 14, 44]\n",
            "28 1 [25, 24, 45, 44, 43, 42, 41, 40, 39, 38, 50, 19, 22, 21, 28, 27, 48, 47, 36, 35, 34, 33, 32, 31, 30]\n",
            "29 1 [23, 22, 31, 30, 29, 28, 27, 26, 25, 20, 18, 17, 35, 34, 33, 37, 43, 51, 50, 46, 45, 41, 40, 39, 48]\n",
            "30 1 [25, 32, 31, 30, 29, 28, 27, 50, 49, 23, 22, 43, 42, 41, 40, 39, 20, 18, 37, 36, 35, 34, 47, 46, 45]\n",
            "31 1 [32, 31, 47, 27, 43, 42, 45, 40, 39, 17, 16, 51, 50, 49, 25, 23, 22, 21, 20, 19, 29, 37, 36, 35, 34]\n",
            "32 1 [24, 30, 45, 44, 43, 17, 38, 37, 36, 22, 21, 20, 19, 51, 50, 49, 48, 47, 32, 15, 34, 26, 28, 41, 40]\n",
            "33 1 [19, 40, 21, 38, 37, 36, 43, 42, 50, 49, 48, 47, 32, 45, 26, 15, 14, 13, 34, 24, 23, 17, 30, 29, 28]\n",
            "34 1 [20, 19, 35, 12, 38, 37, 51, 50, 23, 22, 17, 16, 14, 46, 45, 44, 25, 31, 33, 42, 41, 40, 27, 48, 29]\n",
            "35 1 [34, 13, 12, 28, 45, 22, 21, 20, 26, 43, 51, 49, 48, 47, 24, 18, 16, 15, 41, 37, 36, 39, 32, 31, 30]\n",
            "36 1 [19, 18, 29, 28, 27, 26, 40, 32, 31, 21, 16, 15, 42, 51, 50, 49, 38, 47, 46, 44, 24, 23, 36, 35, 34]\n",
            "37 1 [51, 26, 25, 24, 23, 22, 20, 19, 18, 17, 47, 15, 30, 40, 38, 28, 32, 36, 35, 34, 43, 42, 13, 45, 49]\n",
            "38 1 [28, 27, 37, 35, 34, 33, 32, 42, 41, 30, 14, 25, 23, 17, 16, 46, 45, 44, 50, 49, 48, 21, 20, 19, 39]\n",
            "39 1 [41, 40, 39, 23, 37, 36, 35, 43, 19, 18, 17, 29, 27, 26, 25, 33, 32, 31, 21, 50, 49, 48, 47, 46, 45]\n",
            "40 1 [33, 32, 31, 30, 36, 35, 45, 44, 43, 42, 49, 40, 20, 19, 18, 38, 47, 28, 27, 25, 24, 23, 22, 51, 16]\n",
            "41 1 [41, 40, 39, 38, 37, 36, 45, 22, 43, 18, 17, 28, 27, 26, 32, 31, 30, 50, 49, 48, 47, 15, 20, 24, 34]\n",
            "42 1 [37, 36, 35, 34, 32, 31, 30, 49, 48, 21, 20, 46, 42, 28, 27, 23, 40, 39, 15, 14, 44, 18, 17, 51, 25]\n",
            "43 1 [49, 15, 14, 37, 39, 45, 44, 24, 23, 22, 21, 20, 19, 17, 51, 31, 30, 29, 33, 47, 27, 26, 35, 42, 41]\n",
            "44 1 [20, 19, 18, 50, 39, 28, 23, 22, 41, 33, 48, 47, 26, 25, 37, 36, 35, 31, 30, 13, 45, 44, 43, 16, 15]\n",
            "45 1 [41, 20, 22, 32, 31, 30, 29, 24, 43, 51, 50, 49, 48, 47, 46, 45, 34, 36, 18, 17, 16, 39, 38, 27, 26]\n",
            "46 1 [17, 16, 31, 30, 29, 28, 44, 40, 23, 22, 21, 20, 19, 48, 42, 33, 46, 26, 25, 51, 50, 38, 37, 36, 35]\n",
            "47 1 [26, 25, 16, 15, 14, 13, 36, 23, 22, 45, 20, 31, 38, 41, 40, 43, 51, 34, 33, 29, 28, 18, 49, 48, 47]\n",
            "48 1 [32, 31, 36, 34, 29, 28, 27, 26, 25, 50, 49, 39, 38, 47, 46, 45, 44, 43, 42, 41, 23, 22, 20, 19, 18]\n",
            "49 1 [43, 42, 41, 40, 39, 38, 37, 36, 45, 48, 47, 24, 23, 22, 21, 34, 33, 51, 50, 31, 30, 29, 28, 27, 26]\n",
            "50 1 [50, 24, 48, 47, 46, 45, 44, 43, 42, 41, 22, 21, 20, 19, 33, 32, 31, 27, 26, 39, 38, 37, 36, 35, 29]\n",
            "51 1 [50, 49, 24, 23, 21, 20, 19, 32, 31, 30, 47, 46, 45, 44, 43, 42, 41, 40, 28, 38, 37, 36, 35, 34, 26]\n",
            "52 1 [36, 45, 28, 40, 39, 38, 21, 20, 18, 17, 16, 15, 14, 51, 26, 25, 24, 23, 32, 30, 34, 43, 42, 47, 49]\n",
            "53 1 [48, 28, 27, 46, 45, 44, 43, 42, 41, 51, 50, 32, 25, 39, 38, 37, 36, 35, 34, 30, 23, 22, 21, 20, 18]\n",
            "54 1 [38, 37, 20, 46, 33, 12, 35, 27, 26, 42, 18, 17, 16, 48, 14, 31, 40, 29, 10, 9, 8, 22, 50, 24, 44]\n",
            "55 1 [42, 34, 27, 19, 18, 17, 32, 31, 36, 50, 49, 40, 29, 47, 46, 45, 44, 15, 14, 38, 25, 24, 23, 22, 21]\n",
            "56 1 [41, 40, 39, 38, 37, 45, 44, 43, 35, 34, 21, 20, 18, 29, 27, 26, 25, 24, 23, 50, 49, 48, 47, 32, 31]\n",
            "57 1 [27, 26, 25, 51, 50, 49, 47, 23, 22, 21, 20, 19, 45, 43, 42, 41, 36, 35, 33, 32, 31, 30, 29, 39, 38]\n",
            "58 1 [45, 44, 43, 42, 37, 16, 35, 34, 24, 23, 22, 18, 32, 31, 30, 29, 40, 39, 27, 26, 50, 49, 48, 47, 20]\n",
            "59 1 [35, 45, 44, 29, 28, 27, 26, 25, 24, 23, 22, 48, 47, 33, 32, 31, 51, 50, 40, 39, 38, 37, 20, 19, 42]\n",
            "60 1 [38, 51, 45, 44, 43, 18, 27, 25, 24, 23, 22, 29, 14, 47, 49, 16, 20, 41, 40, 36, 35, 34, 33, 32, 31]\n",
            "61 1 [34, 33, 32, 31, 30, 29, 47, 46, 45, 51, 50, 49, 21, 20, 43, 42, 41, 39, 38, 37, 36, 24, 23, 27, 26]\n",
            "62 1 [39, 41, 43, 19, 18, 17, 16, 14, 13, 48, 47, 45, 21, 32, 50, 30, 37, 36, 28, 27, 26, 25, 24, 23, 34]\n",
            "63 1 [39, 38, 37, 36, 28, 27, 26, 25, 24, 23, 22, 21, 20, 51, 50, 49, 48, 47, 46, 30, 34, 42, 41, 32, 44]\n",
            "64 1 [42, 41, 40, 47, 46, 45, 44, 28, 27, 22, 21, 20, 38, 37, 25, 24, 16, 31, 30, 18, 49, 51, 35, 34, 33]\n",
            "65 1 [24, 16, 15, 13, 44, 43, 42, 38, 37, 36, 22, 51, 47, 46, 49, 20, 30, 29, 34, 33, 32, 27, 26, 18, 40]\n",
            "66 1 [46, 23, 26, 25, 19, 29, 28, 21, 51, 50, 49, 48, 44, 43, 42, 41, 40, 39, 38, 37, 36, 34, 33, 32, 31]\n",
            "67 1 [15, 14, 22, 21, 20, 19, 17, 45, 37, 43, 12, 50, 48, 47, 26, 25, 24, 35, 34, 33, 39, 41, 29, 28, 31]\n",
            "68 1 [39, 38, 37, 36, 44, 46, 34, 27, 26, 25, 21, 20, 18, 32, 31, 30, 29, 49, 48, 16, 23, 51, 14, 42, 41]\n",
            "69 1 [12, 36, 15, 14, 46, 45, 50, 20, 18, 17, 22, 27, 43, 42, 25, 24, 48, 40, 39, 38, 31, 30, 29, 34, 33]\n",
            "70 1 [40, 39, 38, 37, 36, 27, 26, 25, 24, 18, 17, 34, 33, 50, 49, 47, 46, 45, 44, 43, 42, 20, 31, 22, 29]\n",
            "71 1 [23, 22, 21, 20, 42, 41, 25, 16, 34, 33, 18, 28, 27, 31, 30, 39, 38, 37, 36, 50, 48, 47, 46, 45, 44]\n",
            "72 1 [26, 32, 31, 30, 37, 36, 28, 24, 23, 19, 49, 48, 39, 21, 46, 45, 44, 43, 34, 17, 16, 15, 14, 41, 51]\n",
            "73 1 [21, 20, 19, 18, 17, 30, 32, 45, 44, 43, 49, 48, 47, 41, 40, 39, 26, 25, 37, 36, 35, 34, 28, 23, 51]\n",
            "74 1 [40, 49, 42, 47, 46, 44, 23, 22, 21, 20, 51, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 25]\n",
            "75 1 [14, 37, 36, 35, 34, 33, 44, 43, 39, 20, 19, 18, 12, 23, 22, 46, 48, 26, 25, 16, 41, 50, 31, 30, 28]\n",
            "76 1 [35, 34, 33, 31, 20, 19, 29, 24, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 22, 27, 26, 51]\n",
            "77 1 [26, 25, 51, 50, 16, 32, 31, 30, 48, 38, 12, 44, 28, 34, 42, 41, 40, 14, 20, 19, 18, 23, 22, 36, 46]\n",
            "78 1 [48, 47, 46, 45, 33, 25, 24, 23, 22, 21, 20, 37, 41, 40, 39, 31, 18, 17, 51, 50, 35, 29, 28, 27, 43]\n",
            "79 1 [48, 47, 46, 44, 43, 50, 30, 29, 21, 20, 19, 41, 40, 39, 38, 37, 27, 26, 25, 24, 23, 35, 34, 33, 32]\n",
            "80 1 [45, 29, 28, 27, 26, 25, 24, 33, 51, 20, 22, 18, 17, 31, 35, 43, 42, 41, 40, 39, 38, 37, 49, 48, 47]\n",
            "81 1 [43, 41, 39, 38, 37, 36, 35, 34, 33, 32, 49, 48, 47, 30, 29, 51, 45, 22, 21, 20, 19, 27, 26, 25, 24]\n",
            "82 1 [48, 47, 51, 50, 34, 33, 32, 31, 29, 21, 20, 45, 44, 43, 42, 41, 40, 39, 38, 27, 26, 25, 24, 23, 36]\n",
            "83 1 [28, 27, 26, 25, 24, 23, 22, 46, 45, 20, 19, 18, 30, 39, 37, 50, 49, 48, 35, 34, 33, 32, 43, 42, 41]\n",
            "84 1 [25, 48, 38, 50, 17, 16, 15, 14, 44, 23, 22, 21, 32, 31, 30, 46, 28, 27, 19, 36, 35, 34, 42, 41, 40]\n",
            "85 1 [17, 16, 15, 19, 35, 34, 33, 27, 26, 25, 50, 49, 48, 41, 40, 39, 38, 37, 46, 45, 43, 31, 23, 21, 29]\n",
            "86 1 [50, 40, 39, 38, 37, 36, 35, 34, 43, 42, 48, 47, 46, 45, 28, 27, 26, 25, 32, 23, 22, 21, 20, 19, 30]\n",
            "87 1 [27, 39, 38, 37, 42, 41, 35, 25, 24, 50, 22, 21, 44, 33, 32, 31, 30, 29, 19, 18, 17, 16, 48, 47, 46]\n",
            "88 1 [33, 32, 41, 40, 43, 22, 21, 20, 48, 24, 50, 38, 37, 35, 46, 45, 18, 17, 16, 15, 30, 29, 28, 27, 26]\n",
            "89 1 [19, 18, 23, 51, 50, 49, 48, 39, 34, 33, 21, 25, 28, 27, 46, 45, 44, 43, 42, 41, 31, 30, 16, 37, 36]\n",
            "90 1 [46, 26, 29, 28, 36, 35, 34, 51, 50, 49, 48, 39, 38, 32, 31, 41, 24, 23, 22, 21, 20, 19, 18, 44, 43]\n",
            "91 1 [31, 30, 28, 48, 47, 46, 45, 44, 43, 42, 51, 50, 40, 38, 37, 36, 35, 34, 33, 26, 25, 24, 23, 22, 21]\n",
            "92 1 [34, 43, 42, 41, 40, 39, 38, 37, 36, 25, 49, 48, 47, 46, 45, 23, 22, 21, 20, 28, 27, 51, 32, 31, 30]\n",
            "93 1 [48, 47, 46, 44, 22, 21, 20, 16, 12, 34, 50, 14, 42, 32, 38, 37, 36, 40, 30, 29, 28, 27, 18, 25, 24]\n",
            "94 1 [21, 20, 19, 27, 26, 25, 39, 51, 49, 48, 47, 46, 45, 37, 36, 35, 34, 33, 32, 31, 29, 43, 42, 41, 23]\n",
            "95 1 [50, 48, 47, 34, 45, 44, 43, 42, 24, 20, 22, 32, 31, 30, 29, 28, 27, 26, 18, 17, 40, 39, 38, 37, 36]\n",
            "96 1 [26, 40, 47, 34, 33, 32, 31, 30, 29, 28, 49, 42, 24, 23, 22, 21, 45, 44, 38, 36, 51, 19, 18, 17, 16]\n",
            "97 1 [44, 42, 41, 34, 33, 32, 31, 20, 19, 18, 17, 16, 50, 49, 39, 29, 28, 26, 47, 46, 24, 23, 22, 37, 36]\n",
            "98 1 [32, 50, 49, 48, 39, 38, 37, 36, 21, 20, 19, 18, 17, 30, 29, 46, 45, 44, 43, 41, 34, 27, 25, 24, 23]\n",
            "99 1 [29, 28, 27, 26, 25, 18, 17, 50, 49, 21, 20, 23, 31, 37, 15, 45, 44, 42, 41, 40, 39, 47, 35, 34, 33]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 20 =========== \n",
            "\n",
            "Pareto sort 16\n",
            "16 4\n",
            "H_group [[31, 30, 29, 28, 23, 22, 36, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 34, 33, 26, 25], [50, 27, 26, 25, 24, 23, 22, 21, 45, 44, 43, 48, 37, 42, 41, 40, 39, 38, 47, 30, 31, 29, 35, 34, 33], [29, 27, 30, 28, 25, 24, 23, 17, 18, 19, 20, 21, 16, 15, 13, 12, 10, 9, 8, 7, 5, 4, 3, 2, 1], [32, 31, 30, 28, 27, 25, 24, 22, 21, 20, 19, 17, 11, 12, 13, 14, 15, 10, 8, 7, 6, 4, 1, 2, 3]]\n",
            "L_group [[24, 27, 26, 50, 22, 36, 18, 17, 16, 15, 51, 31, 34, 32, 33, 29, 42, 41, 40, 45, 44, 38, 20, 48, 47], [40, 38, 36, 34, 33, 32, 30, 29, 27, 25, 23, 21, 19, 17, 16, 14, 15, 12, 10, 9, 7, 6, 5, 3, 1], [41, 40, 39, 37, 36, 35, 33, 31, 30, 28, 27, 25, 23, 22, 20, 18, 15, 16, 13, 11, 9, 7, 5, 3, 1], [38, 37, 20, 46, 33, 12, 35, 27, 26, 42, 18, 17, 16, 48, 14, 31, 40, 29, 10, 9, 8, 22, 50, 24, 44]]\n",
            "\n",
            "|--- Client 4 <= 31.00\n",
            "|   |--- class: 1\n",
            "|--- Client 4 >  31.00\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [31, 30, 23, 22, 51, 50, 49, 48, 47, 42, 20, 19, 18, 38, 37, 36, 35, 34, 33, 45, 44, 40, 28, 27, 25]\n",
            "1 1 [26, 25, 24, 23, 30, 42, 41, 36, 35, 34, 33, 32, 45, 44, 48, 47, 28, 16, 19, 18, 21, 39, 38, 51, 50]\n",
            "2 1 [45, 44, 14, 13, 16, 42, 25, 24, 23, 22, 20, 40, 39, 51, 37, 36, 32, 49, 48, 47, 30, 28, 27, 18, 34]\n",
            "3 1 [32, 31, 30, 16, 15, 23, 22, 21, 38, 36, 28, 27, 26, 25, 48, 47, 45, 19, 18, 43, 51, 50, 41, 40, 34]\n",
            "4 1 [50, 49, 20, 19, 18, 17, 15, 30, 38, 22, 42, 41, 40, 45, 44, 36, 35, 34, 28, 27, 26, 25, 24, 32, 47]\n",
            "5 1 [50, 33, 19, 18, 43, 27, 26, 31, 30, 29, 22, 21, 48, 41, 40, 39, 38, 37, 36, 35, 46, 45, 16, 15, 24]\n",
            "6 1 [33, 32, 24, 23, 22, 40, 39, 38, 42, 46, 44, 48, 28, 27, 26, 30, 20, 19, 18, 17, 16, 15, 36, 35, 50]\n",
            "7 1 [22, 21, 20, 19, 26, 25, 24, 30, 29, 28, 17, 46, 42, 44, 34, 33, 32, 38, 37, 36, 51, 50, 49, 48, 40]\n",
            "8 1 [18, 17, 40, 29, 28, 27, 26, 31, 50, 49, 48, 36, 35, 34, 33, 20, 46, 45, 44, 43, 42, 38, 24, 23, 22]\n",
            "9 1 [41, 39, 13, 12, 32, 31, 30, 18, 26, 25, 35, 34, 23, 22, 21, 20, 43, 50, 37, 46, 45, 28, 16, 15, 48]\n",
            "10 1 [51, 50, 32, 31, 30, 29, 27, 26, 25, 24, 23, 22, 21, 19, 38, 36, 35, 34, 41, 40, 44, 43, 48, 47, 46]\n",
            "11 1 [17, 27, 25, 24, 23, 35, 34, 21, 20, 19, 38, 37, 30, 29, 32, 50, 49, 45, 44, 43, 42, 41, 40, 15, 47]\n",
            "12 1 [50, 49, 48, 25, 24, 23, 19, 18, 40, 39, 21, 37, 36, 35, 34, 33, 46, 44, 43, 42, 31, 30, 29, 28, 27]\n",
            "13 1 [50, 49, 37, 23, 47, 46, 35, 34, 33, 32, 21, 20, 19, 18, 44, 43, 42, 41, 30, 29, 28, 27, 26, 25, 39]\n",
            "14 1 [23, 22, 28, 27, 26, 25, 42, 47, 50, 49, 20, 19, 18, 45, 44, 40, 39, 37, 36, 35, 34, 33, 32, 31, 30]\n",
            "15 1 [46, 45, 44, 18, 48, 51, 50, 20, 27, 26, 24, 23, 22, 39, 38, 42, 41, 36, 35, 34, 33, 32, 31, 30, 29]\n",
            "16 1 [20, 34, 33, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 48, 46, 45, 44, 40, 39, 38, 37, 36, 50, 42, 18]\n",
            "17 1 [30, 21, 20, 28, 27, 46, 45, 43, 42, 35, 34, 33, 32, 25, 49, 48, 40, 39, 38, 37, 18, 17, 16, 23, 51]\n",
            "18 1 [23, 29, 28, 27, 51, 21, 20, 19, 45, 44, 43, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 47, 49, 25]\n",
            "19 1 [47, 46, 45, 26, 51, 31, 30, 29, 28, 49, 22, 21, 20, 19, 43, 42, 41, 35, 34, 33, 17, 39, 38, 37, 24]\n",
            "20 1 [23, 27, 26, 25, 49, 29, 47, 46, 45, 44, 43, 42, 36, 35, 34, 18, 17, 51, 40, 39, 38, 21, 20, 32, 31]\n",
            "21 1 [51, 20, 19, 26, 25, 24, 23, 22, 33, 32, 36, 35, 40, 39, 38, 42, 49, 48, 47, 46, 45, 44, 30, 29, 28]\n",
            "22 1 [22, 21, 20, 19, 18, 31, 30, 29, 36, 35, 34, 33, 27, 49, 48, 40, 39, 38, 46, 45, 44, 25, 24, 42, 51]\n",
            "23 1 [21, 20, 25, 24, 23, 40, 39, 18, 50, 49, 48, 47, 46, 45, 44, 43, 42, 37, 36, 35, 31, 29, 28, 27, 33]\n",
            "24 1 [31, 30, 29, 28, 27, 26, 16, 46, 48, 44, 43, 42, 41, 39, 38, 50, 36, 35, 34, 33, 19, 18, 24, 23, 21]\n",
            "25 1 [34, 33, 32, 31, 30, 29, 39, 51, 50, 41, 48, 37, 36, 46, 45, 44, 43, 27, 26, 25, 24, 23, 22, 21, 20]\n",
            "26 1 [44, 43, 42, 19, 18, 38, 37, 36, 34, 33, 49, 47, 46, 51, 27, 26, 25, 40, 23, 14, 16, 31, 30, 29, 21]\n",
            "27 1 [18, 32, 31, 30, 29, 40, 39, 38, 27, 51, 50, 49, 48, 47, 36, 25, 24, 23, 22, 21, 20, 34, 42, 45, 44]\n",
            "28 1 [47, 46, 26, 29, 28, 51, 44, 43, 42, 41, 40, 39, 38, 24, 23, 22, 21, 20, 19, 49, 36, 34, 33, 32, 31]\n",
            "29 1 [31, 30, 29, 28, 26, 22, 20, 24, 36, 35, 34, 33, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 39, 38]\n",
            "30 1 [25, 24, 23, 22, 21, 41, 40, 32, 31, 30, 29, 28, 27, 35, 34, 38, 37, 48, 47, 46, 45, 44, 43, 51, 50]\n",
            "31 1 [25, 24, 32, 31, 30, 29, 28, 27, 51, 50, 22, 21, 48, 47, 46, 45, 44, 40, 39, 38, 37, 36, 35, 34, 42]\n",
            "32 1 [33, 48, 25, 24, 23, 22, 51, 50, 42, 41, 40, 39, 38, 37, 35, 20, 19, 18, 29, 28, 27, 31, 46, 45, 44]\n",
            "33 1 [41, 48, 20, 19, 18, 17, 43, 30, 29, 28, 27, 25, 50, 23, 22, 46, 45, 39, 38, 37, 36, 35, 34, 33, 32]\n",
            "34 1 [37, 20, 19, 18, 22, 32, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 50, 25, 24, 30, 29, 28, 27, 35, 34]\n",
            "35 1 [33, 32, 31, 30, 29, 28, 27, 26, 51, 41, 40, 39, 38, 37, 36, 35, 24, 49, 48, 47, 46, 45, 44, 43, 22]\n",
            "36 1 [36, 35, 28, 27, 26, 25, 23, 21, 44, 31, 30, 19, 18, 17, 16, 15, 46, 49, 48, 40, 39, 38, 33, 42, 51]\n",
            "37 1 [28, 27, 26, 25, 21, 20, 19, 48, 47, 23, 32, 31, 30, 17, 34, 15, 39, 38, 37, 36, 43, 41, 45, 51, 50]\n",
            "38 1 [45, 29, 22, 20, 27, 26, 25, 24, 43, 42, 35, 34, 33, 32, 31, 40, 39, 18, 17, 51, 50, 49, 48, 47, 37]\n",
            "39 1 [27, 26, 25, 24, 23, 36, 35, 33, 32, 31, 30, 29, 42, 41, 40, 39, 38, 51, 50, 49, 48, 47, 46, 45, 44]\n",
            "40 1 [50, 35, 25, 24, 23, 46, 45, 48, 15, 18, 17, 13, 30, 29, 27, 37, 43, 42, 41, 40, 39, 21, 20, 33, 32]\n",
            "41 1 [32, 31, 30, 29, 22, 21, 20, 46, 36, 35, 34, 18, 17, 16, 48, 50, 44, 43, 42, 41, 40, 25, 24, 38, 27]\n",
            "42 1 [18, 17, 16, 20, 25, 24, 41, 40, 43, 22, 38, 37, 36, 35, 34, 33, 50, 49, 31, 30, 29, 28, 27, 47, 45]\n",
            "43 1 [28, 27, 26, 24, 23, 22, 34, 33, 32, 43, 42, 41, 39, 38, 37, 36, 51, 30, 20, 19, 49, 48, 47, 46, 45]\n",
            "44 1 [13, 12, 28, 27, 33, 42, 41, 40, 39, 44, 16, 15, 35, 19, 18, 48, 47, 46, 23, 37, 31, 30, 21, 50, 25]\n",
            "45 1 [51, 29, 20, 19, 18, 36, 35, 34, 33, 32, 31, 23, 22, 45, 44, 42, 41, 40, 39, 38, 27, 26, 25, 49, 47]\n",
            "46 1 [41, 21, 15, 14, 50, 49, 25, 24, 23, 45, 19, 33, 32, 31, 39, 38, 37, 36, 35, 29, 28, 27, 47, 43, 17]\n",
            "47 1 [39, 27, 48, 25, 37, 36, 35, 33, 32, 31, 46, 45, 44, 43, 42, 41, 29, 50, 23, 22, 21, 20, 19, 18, 17]\n",
            "48 1 [48, 47, 46, 16, 15, 26, 37, 36, 35, 34, 20, 18, 30, 29, 28, 50, 32, 24, 23, 22, 40, 39, 44, 43, 42]\n",
            "49 1 [34, 33, 32, 31, 30, 21, 20, 50, 28, 27, 26, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 48, 47, 24, 23]\n",
            "50 1 [49, 48, 31, 30, 40, 39, 38, 51, 46, 45, 24, 23, 22, 21, 20, 19, 36, 35, 34, 33, 43, 42, 28, 27, 26]\n",
            "51 1 [17, 22, 21, 20, 19, 34, 33, 32, 31, 30, 24, 51, 26, 47, 46, 45, 28, 43, 42, 41, 40, 38, 37, 36, 49]\n",
            "52 1 [38, 43, 23, 22, 41, 40, 27, 45, 34, 36, 51, 50, 49, 48, 47, 32, 31, 30, 29, 14, 20, 19, 18, 25, 16]\n",
            "53 1 [39, 38, 24, 23, 19, 26, 36, 35, 34, 21, 32, 31, 30, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 28]\n",
            "54 1 [31, 38, 37, 21, 23, 14, 16, 19, 18, 44, 43, 42, 41, 40, 50, 49, 29, 27, 26, 25, 35, 34, 33, 47, 46]\n",
            "55 1 [18, 22, 32, 20, 30, 29, 28, 50, 39, 38, 37, 36, 35, 34, 26, 25, 24, 42, 41, 16, 15, 48, 47, 46, 44]\n",
            "56 1 [44, 43, 42, 25, 24, 31, 47, 46, 36, 35, 17, 16, 15, 33, 27, 29, 50, 49, 22, 21, 20, 19, 40, 39, 38]\n",
            "57 1 [44, 42, 20, 25, 24, 23, 22, 40, 50, 49, 48, 47, 46, 38, 36, 35, 18, 17, 16, 29, 28, 27, 33, 32, 31]\n",
            "58 1 [46, 45, 44, 31, 48, 18, 29, 28, 26, 25, 24, 22, 21, 20, 50, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33]\n",
            "59 1 [51, 50, 29, 28, 27, 26, 42, 38, 37, 36, 34, 33, 32, 31, 22, 18, 17, 48, 47, 46, 45, 44, 24, 40, 20]\n",
            "60 1 [47, 46, 18, 17, 15, 21, 20, 33, 36, 35, 44, 43, 51, 28, 27, 23, 25, 41, 40, 39, 38, 13, 49, 31, 30]\n",
            "61 1 [21, 20, 19, 23, 46, 45, 25, 50, 49, 48, 43, 42, 41, 39, 38, 37, 36, 34, 33, 31, 30, 29, 27, 17, 16]\n",
            "62 1 [31, 17, 16, 15, 50, 22, 29, 28, 24, 35, 33, 26, 20, 19, 48, 47, 46, 44, 43, 42, 41, 40, 39, 38, 37]\n",
            "63 1 [42, 41, 46, 26, 25, 36, 44, 28, 23, 50, 49, 48, 30, 21, 20, 39, 38, 34, 33, 32, 18, 17, 16, 15, 14]\n",
            "64 1 [15, 14, 51, 24, 42, 40, 39, 38, 32, 31, 30, 36, 35, 34, 28, 22, 18, 17, 47, 46, 45, 44, 26, 20, 49]\n",
            "65 1 [51, 25, 24, 23, 22, 21, 17, 49, 27, 33, 19, 47, 45, 31, 30, 29, 15, 14, 13, 12, 37, 35, 41, 43, 39]\n",
            "66 1 [17, 28, 27, 25, 24, 19, 51, 31, 30, 41, 40, 49, 48, 38, 37, 15, 14, 35, 46, 45, 44, 43, 33, 22, 21]\n",
            "67 1 [48, 47, 15, 14, 35, 39, 31, 43, 22, 21, 51, 50, 33, 29, 28, 27, 26, 25, 24, 37, 41, 45, 19, 18, 17]\n",
            "68 1 [45, 41, 43, 24, 33, 32, 31, 14, 26, 29, 28, 39, 38, 37, 36, 35, 20, 22, 51, 50, 48, 47, 18, 17, 16]\n",
            "69 1 [35, 34, 33, 21, 20, 19, 18, 17, 23, 50, 49, 48, 47, 41, 40, 39, 38, 37, 25, 31, 30, 45, 43, 28, 27]\n",
            "70 1 [30, 29, 28, 27, 26, 25, 24, 42, 13, 38, 32, 40, 18, 17, 36, 35, 34, 20, 22, 15, 46, 45, 44, 50, 48]\n",
            "71 1 [44, 43, 42, 22, 21, 20, 46, 51, 50, 49, 48, 26, 29, 28, 31, 18, 40, 39, 38, 37, 36, 35, 34, 33, 24]\n",
            "72 1 [49, 48, 51, 30, 35, 34, 33, 32, 44, 38, 37, 19, 18, 17, 42, 41, 40, 46, 28, 26, 25, 24, 23, 22, 21]\n",
            "73 1 [19, 30, 29, 28, 27, 26, 46, 24, 23, 21, 34, 33, 32, 44, 43, 42, 41, 40, 39, 38, 37, 36, 50, 49, 48]\n",
            "74 1 [29, 28, 27, 26, 25, 24, 23, 43, 42, 51, 50, 49, 48, 47, 46, 45, 34, 33, 32, 31, 40, 39, 38, 21, 36]\n",
            "75 1 [33, 32, 31, 30, 28, 27, 26, 25, 24, 23, 22, 37, 36, 35, 41, 40, 39, 51, 50, 49, 47, 46, 45, 44, 43]\n",
            "76 1 [28, 26, 32, 31, 30, 38, 37, 40, 45, 47, 17, 16, 15, 14, 51, 43, 42, 49, 19, 24, 23, 22, 21, 35, 34]\n",
            "77 1 [18, 30, 48, 25, 24, 23, 22, 51, 50, 34, 32, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 28, 27, 20]\n",
            "78 1 [32, 31, 48, 20, 19, 18, 51, 50, 37, 27, 46, 45, 44, 43, 42, 41, 40, 39, 22, 25, 24, 16, 35, 34, 29]\n",
            "79 1 [19, 15, 17, 29, 28, 37, 36, 46, 45, 44, 48, 26, 25, 40, 39, 34, 33, 32, 31, 51, 50, 23, 22, 21, 42]\n",
            "80 1 [25, 24, 31, 30, 29, 20, 19, 18, 17, 16, 35, 34, 33, 27, 38, 37, 50, 49, 47, 46, 40, 22, 44, 43, 42]\n",
            "81 1 [22, 20, 19, 18, 42, 41, 40, 39, 38, 51, 31, 30, 36, 35, 34, 33, 49, 48, 47, 46, 44, 28, 27, 26, 24]\n",
            "82 1 [29, 28, 26, 31, 24, 23, 22, 21, 20, 19, 46, 45, 44, 43, 42, 41, 35, 34, 33, 37, 51, 50, 49, 48, 39]\n",
            "83 1 [18, 17, 16, 26, 25, 24, 46, 45, 44, 31, 20, 38, 14, 42, 41, 40, 36, 22, 51, 50, 34, 33, 48, 29, 28]\n",
            "84 1 [37, 29, 27, 26, 25, 24, 33, 32, 31, 22, 21, 20, 44, 43, 35, 51, 50, 49, 48, 47, 46, 41, 40, 39, 18]\n",
            "85 1 [25, 24, 23, 22, 35, 34, 40, 39, 38, 37, 17, 49, 48, 47, 30, 29, 20, 19, 32, 45, 44, 43, 42, 51, 27]\n",
            "86 1 [26, 25, 24, 23, 22, 21, 20, 38, 37, 36, 35, 44, 43, 50, 49, 48, 30, 46, 28, 18, 17, 33, 32, 41, 40]\n",
            "87 1 [27, 26, 25, 24, 23, 49, 48, 47, 45, 44, 30, 29, 17, 51, 21, 20, 19, 42, 41, 39, 38, 36, 35, 33, 32]\n",
            "88 1 [43, 22, 21, 16, 45, 41, 40, 39, 38, 37, 36, 47, 34, 19, 18, 32, 31, 50, 49, 29, 28, 27, 26, 25, 24]\n",
            "89 1 [40, 48, 24, 23, 22, 21, 19, 17, 16, 43, 42, 14, 32, 31, 46, 45, 50, 29, 28, 26, 38, 37, 36, 35, 34]\n",
            "90 1 [27, 26, 25, 18, 34, 33, 31, 23, 22, 21, 20, 42, 40, 39, 29, 37, 36, 51, 50, 49, 48, 47, 46, 45, 44]\n",
            "91 1 [20, 13, 18, 17, 16, 15, 30, 22, 40, 48, 43, 42, 38, 37, 36, 35, 28, 27, 25, 24, 46, 45, 33, 32, 50]\n",
            "92 1 [43, 41, 31, 30, 37, 36, 35, 34, 33, 17, 16, 28, 27, 50, 22, 21, 20, 19, 48, 47, 46, 45, 25, 24, 39]\n",
            "93 1 [29, 28, 27, 26, 20, 19, 18, 50, 49, 48, 40, 42, 38, 37, 36, 35, 34, 33, 32, 31, 46, 44, 24, 23, 22]\n",
            "94 1 [46, 45, 28, 30, 26, 25, 24, 32, 48, 43, 41, 40, 39, 37, 36, 22, 21, 20, 50, 34, 18, 17, 16, 15, 14]\n",
            "95 1 [49, 28, 27, 26, 25, 24, 23, 47, 32, 31, 30, 51, 34, 43, 42, 21, 20, 19, 18, 17, 45, 37, 36, 40, 39]\n",
            "96 1 [19, 17, 15, 14, 25, 29, 21, 45, 44, 32, 31, 34, 23, 27, 40, 39, 38, 37, 36, 51, 50, 49, 48, 47, 42]\n",
            "97 1 [19, 44, 30, 29, 28, 27, 51, 36, 35, 34, 33, 32, 49, 48, 47, 46, 42, 25, 24, 23, 22, 21, 40, 39, 38]\n",
            "98 1 [23, 22, 21, 20, 38, 51, 50, 45, 44, 43, 42, 41, 40, 26, 25, 31, 30, 29, 28, 48, 47, 36, 35, 34, 33]\n",
            "99 1 [30, 29, 18, 20, 37, 36, 35, 34, 23, 22, 40, 39, 50, 49, 48, 32, 27, 26, 25, 46, 45, 44, 43, 42, 16]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 21 =========== \n",
            "\n",
            "Pareto sort 20\n",
            "20 6\n",
            "H_group [[30, 29, 27, 26, 25, 23, 22, 21, 19, 18, 16, 15, 14, 13, 12, 11, 10, 9, 6, 7, 5, 4, 3, 2, 1], [31, 32, 29, 28, 27, 25, 24, 22, 21, 20, 18, 16, 9, 10, 11, 12, 13, 14, 15, 7, 6, 4, 1, 2, 3], [23, 34, 24, 36, 35, 22, 21, 51, 50, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 30, 28, 27, 26, 32], [47, 38, 33, 32, 31, 23, 22, 21, 20, 34, 37, 36, 30, 29, 28, 27, 45, 44, 43, 42, 41, 40, 25, 50, 49], [34, 33, 31, 30, 29, 28, 26, 25, 24, 22, 20, 19, 17, 15, 14, 13, 12, 11, 10, 8, 7, 5, 4, 2, 1], [34, 33, 32, 30, 29, 27, 26, 25, 23, 22, 20, 19, 18, 16, 15, 14, 12, 11, 10, 8, 7, 5, 3, 2, 1]]\n",
            "L_group [[33, 50, 42, 41, 40, 48, 19, 37, 36, 35, 31, 30, 29, 28, 27, 25, 22, 24, 21, 23, 43, 49, 39, 46, 45], [23, 22, 35, 43, 42, 41, 40, 39, 50, 49, 19, 51, 20, 48, 33, 32, 31, 37, 46, 45, 25, 27, 29, 26, 28], [51, 25, 24, 23, 22, 21, 17, 49, 27, 33, 19, 47, 45, 31, 30, 29, 15, 14, 13, 12, 37, 35, 41, 43, 39], [37, 22, 21, 43, 33, 19, 29, 28, 25, 17, 15, 14, 41, 40, 39, 31, 51, 50, 48, 47, 46, 45, 26, 35, 24], [33, 32, 30, 15, 14, 13, 35, 45, 43, 28, 24, 51, 50, 26, 21, 38, 37, 22, 41, 40, 20, 48, 47, 18, 17], [41, 39, 37, 35, 34, 32, 31, 29, 27, 26, 24, 22, 20, 19, 18, 16, 14, 13, 11, 9, 8, 7, 5, 3, 1]]\n",
            "\n",
            "|--- Client 9 <= 24.50\n",
            "|   |--- class: 1\n",
            "|--- Client 9 >  24.50\n",
            "|   |--- Client 11 <= 39.00\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 11 >  39.00\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [50, 49, 48, 47, 46, 30, 29, 28, 27, 26, 41, 40, 38, 22, 21, 20, 36, 32, 24, 18, 17, 16, 34, 44, 43]\n",
            "1 1 [21, 51, 50, 49, 48, 46, 45, 44, 31, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 23, 29, 28, 27, 26, 25]\n",
            "2 1 [42, 48, 47, 46, 45, 44, 25, 24, 23, 50, 40, 39, 38, 37, 36, 35, 34, 33, 31, 30, 29, 28, 27, 21, 20]\n",
            "3 1 [38, 37, 36, 35, 31, 51, 41, 40, 29, 28, 47, 17, 16, 24, 23, 22, 21, 20, 19, 45, 44, 43, 49, 26, 33]\n",
            "4 1 [38, 37, 36, 35, 34, 33, 16, 19, 18, 14, 29, 31, 49, 25, 45, 12, 27, 51, 43, 42, 41, 40, 23, 21, 47]\n",
            "5 1 [30, 29, 28, 27, 26, 24, 44, 46, 22, 21, 20, 19, 18, 48, 50, 38, 37, 36, 35, 34, 33, 32, 42, 41, 40]\n",
            "6 1 [16, 46, 41, 40, 39, 38, 37, 36, 35, 25, 44, 43, 33, 32, 31, 30, 50, 49, 48, 18, 23, 21, 20, 28, 27]\n",
            "7 1 [21, 42, 41, 40, 39, 38, 37, 17, 45, 44, 50, 49, 48, 47, 29, 35, 34, 33, 25, 24, 23, 27, 31, 15, 19]\n",
            "8 1 [42, 41, 28, 37, 48, 21, 19, 18, 24, 23, 16, 15, 51, 50, 46, 45, 44, 35, 34, 33, 32, 31, 30, 26, 39]\n",
            "9 1 [51, 50, 34, 48, 47, 46, 18, 25, 24, 37, 36, 44, 43, 42, 41, 40, 39, 22, 21, 20, 27, 32, 31, 30, 29]\n",
            "10 1 [26, 22, 24, 18, 17, 16, 47, 36, 45, 44, 43, 42, 41, 40, 39, 38, 51, 50, 49, 32, 31, 30, 20, 34, 28]\n",
            "11 1 [51, 33, 35, 16, 23, 43, 21, 20, 19, 18, 29, 28, 27, 26, 25, 49, 48, 46, 45, 31, 41, 40, 39, 38, 37]\n",
            "12 1 [16, 35, 34, 51, 19, 18, 49, 48, 47, 46, 45, 30, 29, 28, 27, 26, 32, 24, 22, 21, 43, 37, 41, 40, 39]\n",
            "13 1 [25, 24, 22, 21, 20, 49, 29, 28, 27, 36, 40, 39, 38, 31, 34, 33, 18, 17, 15, 47, 46, 44, 43, 42, 51]\n",
            "14 1 [32, 31, 30, 29, 28, 27, 26, 25, 24, 41, 51, 50, 49, 48, 47, 46, 45, 39, 43, 22, 21, 37, 36, 35, 34]\n",
            "15 1 [27, 26, 25, 24, 23, 22, 45, 44, 20, 42, 41, 47, 29, 37, 32, 31, 39, 50, 49, 35, 34, 18, 17, 16, 15]\n",
            "16 1 [18, 16, 24, 23, 22, 29, 28, 27, 26, 31, 48, 47, 46, 39, 38, 37, 36, 35, 44, 33, 51, 50, 42, 41, 20]\n",
            "17 1 [41, 40, 39, 38, 37, 36, 35, 50, 16, 15, 31, 29, 19, 18, 46, 48, 44, 43, 33, 27, 25, 24, 23, 22, 21]\n",
            "18 1 [25, 24, 38, 27, 41, 40, 19, 18, 17, 30, 29, 44, 43, 36, 35, 34, 33, 32, 50, 49, 48, 47, 46, 22, 21]\n",
            "19 1 [36, 47, 46, 45, 21, 20, 19, 18, 17, 23, 15, 34, 43, 42, 38, 40, 51, 50, 49, 32, 30, 28, 27, 26, 25]\n",
            "20 1 [51, 50, 23, 22, 21, 20, 40, 39, 33, 48, 47, 46, 45, 44, 42, 31, 30, 29, 28, 27, 26, 25, 37, 36, 35]\n",
            "21 1 [50, 49, 16, 15, 42, 28, 44, 40, 39, 38, 47, 46, 26, 25, 23, 32, 31, 30, 21, 20, 19, 18, 36, 35, 34]\n",
            "22 1 [40, 51, 50, 22, 21, 20, 19, 18, 17, 35, 34, 48, 47, 46, 45, 25, 24, 30, 29, 32, 27, 43, 42, 38, 37]\n",
            "23 1 [26, 25, 24, 23, 22, 33, 32, 20, 19, 51, 50, 49, 48, 47, 46, 42, 41, 40, 30, 28, 38, 37, 36, 35, 44]\n",
            "24 1 [26, 25, 24, 23, 22, 21, 20, 19, 28, 49, 48, 47, 46, 45, 44, 42, 41, 40, 35, 38, 37, 51, 30, 33, 32]\n",
            "25 1 [48, 50, 19, 30, 29, 25, 46, 45, 44, 43, 42, 27, 23, 22, 21, 17, 16, 36, 35, 34, 33, 32, 40, 39, 38]\n",
            "26 1 [48, 47, 21, 20, 27, 26, 25, 18, 17, 51, 50, 45, 44, 43, 42, 41, 40, 39, 37, 23, 32, 30, 29, 35, 34]\n",
            "27 1 [30, 51, 26, 25, 24, 23, 22, 21, 20, 43, 16, 32, 41, 40, 18, 28, 49, 48, 47, 46, 45, 38, 37, 35, 34]\n",
            "28 1 [21, 35, 43, 42, 41, 40, 39, 19, 47, 46, 45, 37, 49, 28, 27, 26, 24, 23, 17, 16, 33, 32, 31, 30, 51]\n",
            "29 1 [42, 41, 40, 39, 38, 37, 35, 22, 21, 33, 32, 31, 51, 50, 49, 48, 47, 46, 45, 44, 25, 24, 29, 28, 27]\n",
            "30 1 [20, 19, 36, 35, 34, 27, 17, 16, 15, 30, 29, 43, 45, 25, 24, 32, 50, 49, 48, 47, 22, 41, 40, 39, 38]\n",
            "31 1 [20, 51, 41, 40, 39, 18, 26, 24, 23, 22, 37, 33, 32, 31, 30, 29, 28, 47, 46, 49, 35, 16, 15, 44, 43]\n",
            "32 1 [48, 47, 29, 28, 27, 26, 25, 24, 51, 50, 42, 41, 22, 21, 39, 38, 37, 36, 35, 34, 33, 32, 31, 45, 44]\n",
            "33 1 [31, 23, 22, 21, 20, 19, 18, 41, 16, 15, 50, 39, 38, 29, 28, 45, 44, 43, 48, 47, 26, 25, 34, 33, 36]\n",
            "34 1 [13, 27, 26, 22, 17, 11, 20, 19, 39, 45, 41, 29, 34, 33, 32, 31, 43, 9, 37, 36, 15, 50, 49, 47, 24]\n",
            "35 1 [39, 38, 37, 36, 35, 31, 30, 29, 18, 17, 48, 46, 33, 15, 23, 22, 50, 20, 27, 26, 25, 44, 43, 42, 41]\n",
            "36 1 [34, 33, 32, 28, 30, 18, 17, 23, 22, 21, 20, 50, 49, 26, 25, 15, 41, 40, 47, 45, 44, 43, 38, 37, 36]\n",
            "37 1 [22, 37, 36, 14, 13, 18, 17, 16, 51, 50, 49, 48, 47, 26, 43, 42, 41, 20, 45, 34, 28, 39, 32, 24, 30]\n",
            "38 1 [37, 36, 34, 33, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 31, 30, 29, 28, 27, 25, 24, 23, 22, 40, 39]\n",
            "39 1 [28, 26, 25, 24, 42, 41, 44, 50, 49, 48, 47, 46, 30, 20, 19, 18, 22, 39, 38, 37, 36, 35, 34, 33, 32]\n",
            "40 1 [48, 42, 41, 40, 31, 21, 20, 19, 46, 45, 44, 24, 23, 50, 33, 29, 28, 27, 26, 38, 37, 36, 35, 17, 16]\n",
            "41 1 [29, 32, 31, 43, 14, 21, 20, 19, 18, 50, 49, 48, 47, 16, 34, 27, 26, 25, 24, 23, 37, 36, 39, 41, 45]\n",
            "42 1 [45, 51, 38, 37, 36, 35, 15, 14, 47, 33, 43, 42, 41, 40, 31, 25, 24, 23, 21, 27, 49, 29, 19, 18, 17]\n",
            "43 1 [36, 38, 47, 50, 49, 45, 44, 43, 42, 41, 40, 34, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21]\n",
            "44 1 [29, 34, 50, 40, 39, 32, 31, 45, 44, 43, 42, 20, 19, 18, 24, 23, 22, 27, 26, 48, 47, 16, 37, 36, 14]\n",
            "45 1 [37, 36, 27, 26, 25, 24, 23, 22, 21, 32, 31, 30, 29, 41, 39, 46, 45, 44, 43, 34, 50, 49, 48, 19, 18]\n",
            "46 1 [35, 34, 33, 32, 31, 29, 28, 27, 26, 46, 45, 44, 43, 51, 50, 49, 48, 41, 21, 39, 37, 19, 24, 23, 17]\n",
            "47 1 [17, 16, 48, 47, 46, 45, 50, 29, 19, 25, 43, 23, 22, 21, 27, 41, 40, 39, 38, 37, 35, 34, 33, 32, 31]\n",
            "48 1 [19, 37, 36, 35, 26, 25, 24, 23, 17, 16, 48, 47, 46, 45, 31, 43, 42, 41, 40, 39, 29, 28, 33, 50, 21]\n",
            "49 1 [37, 35, 14, 21, 20, 28, 27, 39, 18, 49, 45, 44, 43, 41, 16, 25, 24, 23, 47, 12, 33, 32, 31, 30, 51]\n",
            "50 1 [23, 22, 21, 43, 49, 15, 14, 34, 33, 27, 41, 40, 39, 17, 19, 51, 37, 36, 31, 30, 29, 25, 47, 46, 45]\n",
            "51 1 [51, 50, 39, 38, 25, 24, 36, 22, 46, 45, 43, 42, 41, 34, 33, 32, 31, 30, 29, 28, 27, 48, 20, 19, 18]\n",
            "52 1 [50, 49, 38, 37, 35, 47, 46, 44, 43, 42, 41, 40, 26, 25, 24, 23, 22, 21, 20, 33, 32, 31, 30, 29, 28]\n",
            "53 1 [37, 40, 39, 45, 44, 43, 42, 17, 21, 19, 51, 23, 35, 34, 33, 32, 31, 30, 29, 28, 27, 25, 49, 48, 47]\n",
            "54 1 [38, 12, 30, 29, 28, 27, 20, 32, 14, 34, 44, 25, 24, 23, 22, 36, 50, 49, 48, 46, 40, 42, 18, 17, 16]\n",
            "55 1 [32, 31, 36, 40, 29, 28, 45, 44, 34, 38, 48, 47, 21, 20, 26, 25, 24, 23, 42, 50, 18, 17, 16, 15, 14]\n",
            "56 1 [36, 49, 48, 47, 46, 31, 41, 40, 39, 38, 44, 43, 24, 23, 22, 21, 29, 27, 26, 19, 18, 17, 34, 33, 51]\n",
            "57 1 [15, 35, 34, 33, 32, 47, 46, 25, 18, 17, 42, 51, 50, 49, 23, 40, 39, 30, 29, 28, 27, 21, 20, 44, 37]\n",
            "58 1 [35, 34, 33, 42, 40, 27, 26, 25, 24, 23, 17, 19, 50, 49, 48, 47, 46, 45, 44, 38, 37, 21, 31, 30, 29]\n",
            "59 1 [17, 16, 14, 13, 12, 32, 31, 30, 26, 28, 50, 42, 41, 19, 39, 38, 34, 46, 45, 44, 24, 23, 36, 48, 21]\n",
            "60 1 [11, 19, 45, 44, 33, 17, 42, 41, 21, 51, 37, 36, 35, 27, 26, 49, 39, 31, 30, 29, 13, 24, 23, 15, 47]\n",
            "61 1 [34, 33, 32, 31, 30, 51, 25, 24, 23, 22, 21, 42, 41, 40, 39, 38, 37, 36, 49, 28, 27, 47, 46, 45, 44]\n",
            "62 1 [45, 44, 28, 27, 25, 24, 49, 42, 41, 40, 47, 31, 30, 20, 19, 18, 51, 36, 35, 38, 33, 22, 16, 15, 13]\n",
            "63 1 [33, 32, 31, 29, 28, 27, 49, 25, 24, 23, 22, 21, 20, 47, 46, 44, 40, 39, 38, 37, 36, 35, 42, 18, 51]\n",
            "64 1 [51, 50, 49, 39, 38, 37, 20, 19, 18, 25, 24, 23, 22, 41, 47, 46, 45, 35, 34, 33, 32, 31, 29, 27, 43]\n",
            "65 1 [33, 32, 31, 30, 29, 39, 38, 25, 36, 35, 48, 47, 46, 51, 50, 44, 43, 42, 41, 27, 21, 20, 19, 18, 23]\n",
            "66 1 [36, 35, 34, 49, 48, 47, 46, 45, 43, 42, 41, 40, 39, 38, 26, 32, 22, 21, 19, 18, 24, 30, 29, 28, 51]\n",
            "67 1 [47, 46, 45, 41, 40, 39, 38, 36, 18, 17, 16, 32, 31, 30, 20, 34, 43, 24, 23, 22, 50, 49, 28, 27, 26]\n",
            "68 1 [36, 35, 34, 33, 32, 31, 30, 29, 28, 43, 42, 41, 40, 38, 21, 51, 50, 49, 48, 47, 46, 45, 23, 26, 25]\n",
            "69 1 [35, 38, 37, 42, 20, 19, 18, 50, 16, 40, 33, 32, 31, 30, 28, 27, 26, 25, 24, 23, 22, 48, 46, 45, 44]\n",
            "70 1 [36, 35, 34, 33, 25, 24, 23, 22, 49, 48, 47, 46, 44, 43, 42, 41, 40, 39, 38, 51, 31, 30, 29, 28, 27]\n",
            "71 1 [50, 49, 48, 33, 32, 31, 30, 29, 28, 27, 46, 45, 22, 21, 20, 25, 24, 41, 40, 39, 38, 37, 36, 35, 43]\n",
            "72 1 [20, 19, 30, 23, 22, 28, 27, 26, 25, 50, 49, 48, 47, 46, 44, 43, 42, 40, 39, 37, 36, 35, 34, 33, 32]\n",
            "73 1 [40, 39, 24, 37, 33, 32, 31, 30, 29, 28, 43, 42, 51, 50, 49, 47, 46, 45, 35, 22, 20, 19, 18, 17, 26]\n",
            "74 1 [44, 18, 39, 38, 37, 36, 34, 12, 20, 14, 47, 46, 28, 27, 26, 25, 30, 23, 22, 50, 49, 16, 42, 41, 32]\n",
            "75 1 [27, 26, 25, 32, 51, 50, 43, 30, 29, 48, 47, 46, 45, 23, 22, 21, 20, 19, 41, 40, 39, 38, 36, 35, 34]\n",
            "76 1 [50, 49, 33, 32, 20, 19, 17, 16, 24, 23, 22, 30, 29, 28, 47, 46, 45, 44, 43, 35, 39, 38, 37, 26, 41]\n",
            "77 1 [17, 24, 15, 31, 22, 21, 19, 44, 43, 42, 41, 40, 39, 38, 37, 35, 51, 50, 49, 48, 26, 33, 46, 29, 28]\n",
            "78 1 [46, 14, 32, 31, 44, 43, 42, 41, 23, 22, 20, 37, 36, 39, 34, 50, 49, 48, 16, 18, 29, 28, 27, 26, 25]\n",
            "79 1 [32, 31, 50, 49, 48, 47, 29, 37, 36, 24, 42, 41, 40, 39, 27, 26, 17, 22, 45, 44, 20, 19, 34, 15, 14]\n",
            "80 1 [27, 49, 48, 46, 32, 31, 29, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 51, 25, 17, 21, 20, 19, 23]\n",
            "81 1 [48, 47, 25, 24, 37, 15, 28, 27, 43, 42, 41, 50, 13, 12, 45, 39, 30, 32, 22, 21, 20, 35, 34, 18, 17]\n",
            "82 1 [42, 24, 22, 20, 50, 49, 45, 44, 16, 15, 14, 40, 34, 33, 32, 31, 30, 29, 28, 27, 26, 47, 18, 38, 36]\n",
            "83 1 [51, 38, 29, 28, 27, 26, 22, 21, 20, 19, 18, 36, 35, 43, 42, 41, 40, 45, 33, 32, 31, 49, 48, 47, 24]\n",
            "84 1 [17, 16, 51, 27, 34, 33, 32, 45, 44, 43, 42, 30, 29, 40, 39, 38, 36, 49, 48, 47, 21, 20, 19, 25, 23]\n",
            "85 1 [23, 50, 49, 48, 47, 46, 21, 20, 19, 18, 27, 26, 25, 32, 35, 34, 44, 43, 42, 41, 39, 38, 37, 30, 29]\n",
            "86 1 [40, 32, 31, 44, 42, 16, 15, 14, 18, 48, 47, 46, 20, 34, 25, 29, 28, 27, 51, 50, 23, 22, 38, 37, 36]\n",
            "87 1 [51, 50, 49, 24, 22, 16, 15, 14, 13, 36, 47, 27, 26, 29, 40, 18, 38, 42, 20, 34, 33, 32, 31, 45, 44]\n",
            "88 1 [29, 41, 40, 25, 24, 50, 49, 48, 19, 18, 17, 22, 21, 31, 46, 45, 44, 43, 38, 37, 36, 34, 33, 27, 15]\n",
            "89 1 [33, 32, 31, 30, 24, 23, 22, 21, 20, 28, 42, 41, 40, 39, 38, 37, 36, 35, 46, 44, 51, 50, 49, 48, 26]\n",
            "90 1 [15, 50, 24, 31, 39, 46, 29, 18, 17, 37, 36, 35, 34, 33, 22, 21, 20, 44, 43, 42, 41, 13, 48, 27, 26]\n",
            "91 1 [35, 34, 33, 32, 31, 30, 29, 28, 51, 42, 41, 40, 39, 38, 37, 45, 44, 49, 48, 47, 26, 25, 24, 23, 22]\n",
            "92 1 [38, 36, 35, 33, 32, 18, 17, 16, 27, 47, 46, 51, 50, 49, 40, 30, 29, 25, 24, 23, 22, 21, 20, 42, 44]\n",
            "93 1 [31, 24, 23, 46, 45, 44, 43, 42, 33, 18, 50, 49, 48, 29, 38, 37, 36, 35, 16, 21, 20, 27, 26, 40, 14]\n",
            "94 1 [51, 50, 49, 45, 44, 40, 39, 38, 37, 36, 42, 20, 34, 33, 32, 31, 30, 29, 28, 27, 26, 24, 23, 22, 47]\n",
            "95 1 [25, 23, 22, 21, 50, 45, 44, 43, 42, 41, 40, 39, 48, 47, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27]\n",
            "96 1 [27, 26, 50, 41, 39, 38, 24, 23, 22, 21, 20, 18, 17, 16, 36, 35, 34, 33, 45, 43, 48, 47, 31, 30, 29]\n",
            "97 1 [28, 27, 26, 15, 33, 32, 24, 22, 21, 20, 30, 47, 46, 45, 18, 17, 50, 49, 43, 42, 40, 38, 37, 36, 35]\n",
            "98 1 [27, 26, 40, 44, 43, 42, 50, 20, 19, 18, 17, 36, 35, 34, 33, 38, 31, 30, 29, 24, 23, 22, 48, 47, 46]\n",
            "99 1 [25, 44, 19, 18, 32, 31, 30, 29, 28, 27, 49, 48, 47, 46, 51, 23, 22, 21, 42, 41, 40, 38, 36, 35, 34]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 22 =========== \n",
            "\n",
            "Pareto sort 6\n",
            "6 1\n",
            "H_group [[29, 28, 27, 22, 24, 23, 25, 21, 19, 20, 17, 16, 15, 9, 10, 11, 12, 13, 8, 7, 6, 5, 3, 2, 1]]\n",
            "L_group [[13, 27, 26, 22, 17, 11, 20, 19, 39, 45, 41, 29, 34, 33, 32, 31, 43, 9, 37, 36, 15, 50, 49, 47, 24]]\n",
            "\n",
            "|--- Client 3 <= 26.50\n",
            "|   |--- class: 0\n",
            "|--- Client 3 >  26.50\n",
            "|   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [25, 24, 36, 34, 48, 47, 46, 50, 19, 38, 17, 16, 32, 31, 22, 21, 40, 14, 13, 11, 27, 44, 43, 42, 29]\n",
            "1 1 [31, 17, 29, 41, 50, 49, 48, 44, 43, 46, 19, 15, 39, 38, 37, 33, 35, 27, 26, 25, 24, 23, 13, 12, 21]\n",
            "2 1 [31, 30, 29, 28, 27, 26, 33, 35, 42, 38, 37, 24, 23, 22, 21, 20, 40, 51, 50, 49, 48, 47, 46, 45, 44]\n",
            "3 1 [34, 33, 46, 45, 44, 43, 42, 41, 37, 36, 25, 24, 23, 50, 31, 48, 21, 20, 19, 29, 39, 17, 27, 15, 14]\n",
            "4 1 [28, 27, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 21, 32, 31, 30, 49, 48, 25, 24, 23, 19, 51, 35, 34]\n",
            "5 1 [16, 42, 41, 49, 48, 25, 24, 22, 28, 27, 14, 51, 34, 33, 39, 37, 36, 31, 30, 46, 45, 44, 20, 19, 18]\n",
            "6 1 [50, 49, 48, 47, 46, 45, 44, 43, 30, 36, 34, 18, 41, 32, 22, 21, 20, 16, 39, 38, 28, 27, 26, 25, 24]\n",
            "7 1 [48, 47, 50, 38, 27, 26, 25, 24, 23, 22, 21, 20, 36, 35, 34, 33, 32, 31, 30, 29, 40, 18, 45, 43, 42]\n",
            "8 1 [24, 23, 50, 49, 48, 47, 46, 28, 27, 26, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30]\n",
            "9 1 [44, 43, 42, 28, 51, 50, 49, 48, 47, 46, 30, 26, 24, 23, 22, 21, 20, 19, 40, 39, 38, 36, 34, 33, 32]\n",
            "10 1 [45, 44, 43, 42, 20, 23, 22, 38, 37, 36, 35, 34, 32, 30, 29, 28, 27, 26, 25, 40, 51, 50, 49, 48, 47]\n",
            "11 1 [43, 42, 28, 48, 47, 46, 45, 51, 50, 26, 40, 24, 22, 21, 20, 19, 18, 32, 31, 30, 38, 37, 36, 35, 34]\n",
            "12 1 [44, 34, 33, 32, 30, 42, 41, 40, 39, 38, 37, 36, 22, 21, 20, 19, 50, 49, 48, 47, 46, 28, 27, 26, 24]\n",
            "13 1 [49, 48, 47, 29, 28, 27, 26, 25, 24, 23, 51, 39, 38, 37, 43, 18, 17, 16, 33, 35, 31, 41, 45, 21, 20]\n",
            "14 1 [50, 49, 48, 28, 30, 17, 39, 38, 37, 36, 35, 34, 33, 32, 41, 46, 45, 44, 43, 26, 25, 23, 22, 21, 19]\n",
            "15 1 [47, 46, 28, 27, 26, 25, 24, 23, 40, 39, 16, 30, 42, 44, 50, 49, 21, 20, 19, 18, 34, 33, 32, 37, 36]\n",
            "16 1 [51, 50, 32, 31, 30, 41, 46, 39, 26, 24, 22, 21, 20, 19, 18, 17, 44, 43, 15, 28, 37, 36, 35, 34, 48]\n",
            "17 1 [44, 43, 42, 41, 40, 39, 27, 33, 31, 50, 25, 24, 23, 22, 21, 19, 18, 17, 48, 47, 46, 37, 36, 35, 29]\n",
            "18 1 [45, 44, 43, 42, 41, 22, 21, 27, 26, 25, 24, 29, 50, 49, 48, 47, 39, 38, 37, 36, 35, 34, 33, 32, 31]\n",
            "19 1 [48, 47, 46, 45, 43, 35, 34, 33, 32, 31, 30, 29, 28, 27, 50, 38, 37, 41, 40, 25, 24, 23, 22, 21, 20]\n",
            "20 1 [33, 32, 31, 25, 45, 44, 29, 28, 27, 35, 16, 15, 40, 21, 20, 19, 18, 49, 48, 47, 23, 42, 38, 37, 51]\n",
            "21 1 [43, 42, 41, 40, 39, 23, 22, 21, 30, 29, 28, 27, 33, 32, 45, 25, 37, 36, 35, 51, 50, 49, 48, 47, 19]\n",
            "22 1 [30, 29, 43, 42, 41, 50, 49, 45, 22, 20, 19, 18, 17, 27, 26, 25, 24, 39, 38, 37, 36, 35, 34, 47, 32]\n",
            "23 1 [35, 34, 33, 32, 31, 39, 37, 48, 47, 45, 44, 27, 26, 24, 23, 22, 21, 20, 19, 18, 29, 42, 41, 51, 50]\n",
            "24 1 [51, 50, 48, 46, 45, 24, 43, 42, 41, 40, 30, 29, 22, 21, 20, 19, 18, 38, 37, 36, 35, 33, 32, 27, 26]\n",
            "25 1 [35, 34, 38, 37, 32, 31, 29, 27, 42, 41, 40, 46, 19, 18, 17, 51, 50, 44, 25, 24, 23, 22, 21, 15, 48]\n",
            "26 1 [44, 34, 33, 32, 31, 30, 29, 28, 27, 26, 49, 48, 47, 46, 51, 24, 42, 41, 40, 39, 38, 37, 36, 22, 20]\n",
            "27 1 [38, 37, 36, 35, 34, 33, 32, 50, 49, 30, 47, 46, 45, 28, 27, 26, 25, 24, 23, 21, 20, 43, 42, 41, 40]\n",
            "28 1 [18, 24, 49, 27, 26, 42, 41, 40, 39, 38, 36, 35, 47, 46, 45, 44, 22, 21, 20, 33, 32, 31, 30, 29, 51]\n",
            "29 1 [21, 50, 49, 33, 32, 31, 30, 19, 47, 45, 44, 43, 42, 41, 37, 36, 35, 28, 27, 15, 39, 17, 25, 24, 23]\n",
            "30 1 [25, 24, 42, 41, 40, 39, 38, 37, 36, 51, 49, 34, 33, 32, 30, 47, 45, 44, 22, 21, 19, 18, 17, 28, 27]\n",
            "31 1 [33, 32, 31, 30, 29, 28, 27, 17, 16, 47, 46, 25, 24, 19, 14, 22, 21, 42, 50, 49, 38, 36, 35, 40, 44]\n",
            "32 1 [50, 49, 48, 47, 46, 45, 21, 41, 39, 19, 18, 37, 36, 34, 33, 32, 31, 30, 43, 28, 27, 26, 25, 24, 23]\n",
            "33 1 [42, 41, 35, 50, 48, 47, 46, 45, 44, 20, 19, 17, 16, 23, 22, 39, 37, 26, 25, 33, 32, 31, 30, 29, 28]\n",
            "34 1 [32, 31, 43, 42, 41, 40, 39, 38, 49, 48, 47, 46, 45, 34, 36, 24, 23, 22, 29, 27, 26, 20, 19, 18, 51]\n",
            "35 1 [51, 50, 41, 18, 33, 21, 20, 36, 35, 16, 15, 31, 30, 44, 43, 28, 27, 26, 39, 38, 48, 47, 46, 24, 23]\n",
            "36 1 [22, 29, 28, 39, 50, 49, 48, 33, 32, 31, 37, 36, 35, 20, 19, 26, 25, 24, 17, 46, 45, 44, 43, 42, 41]\n",
            "37 1 [31, 30, 34, 33, 47, 46, 45, 44, 42, 41, 39, 38, 37, 36, 17, 28, 50, 49, 22, 21, 20, 19, 26, 25, 24]\n",
            "38 1 [46, 45, 44, 19, 42, 41, 40, 17, 16, 38, 36, 35, 24, 23, 22, 21, 26, 33, 14, 31, 30, 29, 28, 50, 48]\n",
            "39 1 [44, 43, 50, 24, 23, 22, 21, 20, 26, 32, 31, 30, 29, 28, 18, 17, 46, 48, 41, 40, 39, 38, 36, 35, 34]\n",
            "40 1 [33, 32, 31, 30, 45, 44, 43, 41, 40, 39, 48, 47, 51, 50, 22, 20, 24, 37, 36, 35, 28, 27, 26, 18, 17]\n",
            "41 1 [40, 28, 27, 26, 38, 42, 31, 30, 18, 17, 16, 24, 23, 22, 21, 20, 36, 35, 34, 33, 48, 47, 50, 45, 44]\n",
            "42 1 [34, 33, 27, 26, 22, 21, 19, 18, 24, 31, 30, 29, 46, 45, 43, 42, 41, 40, 16, 38, 37, 36, 50, 49, 48]\n",
            "43 1 [43, 42, 41, 25, 24, 23, 22, 39, 30, 29, 28, 27, 37, 36, 35, 34, 49, 48, 47, 51, 32, 45, 20, 19, 18]\n",
            "44 1 [33, 35, 50, 27, 26, 25, 29, 38, 37, 41, 40, 48, 47, 46, 45, 20, 19, 18, 17, 16, 15, 23, 22, 31, 43]\n",
            "45 1 [37, 33, 47, 45, 44, 43, 42, 41, 40, 39, 29, 28, 24, 23, 22, 21, 20, 19, 18, 17, 49, 35, 51, 31, 26]\n",
            "46 1 [44, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 46, 20, 19, 50, 49, 48, 40, 39, 42, 26, 25, 24, 23, 22]\n",
            "47 1 [19, 48, 47, 46, 51, 50, 25, 24, 23, 28, 27, 42, 41, 40, 21, 38, 37, 36, 35, 34, 33, 32, 31, 30, 44]\n",
            "48 1 [50, 49, 32, 20, 19, 18, 22, 24, 30, 29, 44, 43, 42, 41, 40, 39, 38, 16, 27, 26, 36, 35, 34, 47, 46]\n",
            "49 1 [48, 31, 41, 21, 14, 13, 12, 39, 38, 26, 25, 46, 45, 44, 43, 34, 33, 23, 16, 36, 50, 29, 28, 19, 18]\n",
            "50 1 [38, 41, 40, 51, 50, 24, 23, 22, 28, 27, 26, 30, 48, 47, 46, 45, 44, 43, 36, 35, 34, 33, 32, 18, 20]\n",
            "51 1 [51, 33, 32, 28, 27, 35, 15, 43, 42, 41, 37, 30, 13, 49, 25, 39, 19, 18, 17, 23, 22, 21, 45, 47, 11]\n",
            "52 1 [32, 31, 35, 34, 17, 16, 21, 20, 19, 23, 29, 47, 46, 45, 44, 43, 42, 27, 25, 37, 51, 50, 49, 40, 39]\n",
            "53 1 [32, 31, 30, 29, 25, 24, 23, 22, 49, 48, 47, 46, 45, 44, 27, 51, 36, 38, 34, 40, 42, 20, 18, 17, 16]\n",
            "54 1 [47, 26, 45, 44, 43, 24, 23, 30, 29, 28, 41, 40, 39, 21, 20, 19, 18, 51, 50, 49, 37, 35, 34, 33, 32]\n",
            "55 1 [37, 32, 31, 30, 20, 19, 17, 23, 22, 28, 50, 49, 48, 47, 46, 45, 26, 25, 43, 42, 41, 40, 39, 35, 34]\n",
            "56 1 [34, 33, 32, 27, 26, 25, 39, 38, 37, 36, 46, 45, 44, 43, 23, 22, 20, 19, 51, 50, 49, 48, 41, 30, 29]\n",
            "57 1 [18, 32, 31, 30, 29, 28, 27, 26, 25, 24, 47, 42, 41, 40, 39, 37, 36, 35, 34, 49, 45, 44, 51, 20, 22]\n",
            "58 1 [43, 42, 41, 40, 39, 38, 17, 16, 21, 20, 19, 26, 50, 30, 48, 47, 46, 45, 24, 23, 28, 36, 34, 33, 32]\n",
            "59 1 [41, 40, 39, 38, 37, 36, 35, 34, 33, 31, 30, 29, 28, 27, 26, 25, 24, 22, 21, 46, 45, 43, 50, 49, 48]\n",
            "60 1 [33, 32, 31, 29, 28, 27, 46, 25, 37, 36, 35, 44, 43, 42, 41, 40, 39, 50, 49, 48, 23, 22, 21, 20, 19]\n",
            "61 1 [19, 40, 51, 50, 49, 48, 35, 34, 43, 42, 27, 26, 25, 17, 32, 31, 30, 29, 46, 45, 23, 22, 21, 38, 37]\n",
            "62 1 [37, 27, 35, 34, 33, 32, 31, 30, 29, 41, 40, 39, 50, 45, 44, 43, 48, 47, 25, 24, 23, 22, 20, 19, 18]\n",
            "63 1 [27, 26, 45, 44, 43, 42, 47, 21, 20, 19, 50, 49, 37, 36, 35, 34, 33, 17, 31, 30, 29, 40, 39, 24, 23]\n",
            "64 1 [40, 39, 38, 37, 42, 51, 27, 25, 24, 23, 22, 21, 19, 18, 30, 29, 35, 34, 33, 32, 49, 48, 47, 46, 44]\n",
            "65 1 [26, 50, 42, 41, 40, 39, 38, 37, 36, 18, 48, 30, 29, 28, 24, 23, 22, 21, 20, 34, 33, 32, 46, 45, 44]\n",
            "66 1 [42, 41, 39, 38, 37, 36, 35, 34, 33, 48, 47, 50, 45, 44, 31, 30, 29, 28, 27, 26, 25, 24, 22, 21, 20]\n",
            "67 1 [39, 38, 37, 36, 35, 22, 21, 20, 19, 41, 28, 26, 25, 24, 48, 47, 46, 45, 44, 43, 33, 32, 31, 30, 50]\n",
            "68 1 [41, 29, 28, 27, 26, 43, 22, 21, 20, 19, 18, 16, 46, 45, 36, 24, 48, 51, 50, 34, 33, 32, 31, 39, 38]\n",
            "69 1 [39, 38, 47, 46, 45, 44, 43, 42, 41, 51, 50, 49, 34, 32, 31, 30, 29, 28, 27, 25, 24, 23, 22, 21, 36]\n",
            "70 1 [32, 31, 30, 51, 50, 49, 48, 47, 46, 28, 27, 26, 25, 23, 22, 44, 43, 42, 40, 39, 38, 37, 36, 35, 34]\n",
            "71 1 [29, 40, 39, 38, 50, 49, 48, 47, 46, 45, 44, 43, 42, 20, 18, 24, 23, 22, 33, 32, 31, 36, 35, 27, 26]\n",
            "72 1 [47, 46, 45, 44, 29, 28, 27, 49, 51, 42, 41, 40, 17, 20, 19, 36, 35, 34, 33, 32, 31, 38, 23, 22, 25]\n",
            "73 1 [26, 29, 28, 39, 38, 37, 36, 35, 49, 48, 47, 46, 45, 19, 18, 51, 43, 42, 41, 33, 32, 31, 24, 22, 21]\n",
            "74 1 [15, 14, 33, 29, 28, 45, 44, 43, 37, 36, 35, 26, 31, 24, 17, 41, 51, 39, 49, 48, 47, 22, 21, 20, 19]\n",
            "75 1 [19, 18, 50, 28, 27, 26, 25, 21, 35, 34, 33, 32, 31, 30, 23, 40, 39, 16, 37, 48, 47, 46, 45, 43, 42]\n",
            "76 1 [51, 50, 49, 25, 24, 23, 16, 18, 47, 46, 39, 42, 41, 29, 27, 21, 20, 12, 35, 33, 32, 31, 14, 44, 37]\n",
            "77 1 [38, 37, 40, 47, 24, 23, 22, 21, 20, 19, 35, 34, 33, 32, 31, 29, 28, 27, 26, 42, 51, 50, 49, 45, 44]\n",
            "78 1 [23, 21, 30, 29, 28, 27, 26, 25, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 32, 39, 38, 37, 36, 34]\n",
            "79 1 [30, 33, 32, 41, 40, 39, 38, 37, 36, 35, 20, 24, 23, 22, 28, 27, 26, 49, 48, 47, 46, 45, 44, 43, 51]\n",
            "80 1 [46, 45, 44, 43, 42, 41, 40, 39, 22, 21, 37, 36, 35, 51, 50, 49, 48, 30, 29, 28, 27, 26, 33, 32, 24]\n",
            "81 1 [47, 46, 45, 44, 32, 31, 30, 21, 20, 19, 38, 17, 42, 41, 40, 36, 34, 26, 25, 24, 23, 51, 50, 49, 28]\n",
            "82 1 [48, 47, 46, 51, 50, 18, 30, 29, 40, 39, 38, 37, 36, 35, 34, 44, 27, 26, 25, 32, 42, 23, 22, 21, 20]\n",
            "83 1 [37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 46, 45, 44, 43, 42, 41, 40, 39, 50, 49, 48, 25, 24, 23]\n",
            "84 1 [51, 50, 49, 43, 42, 41, 45, 22, 21, 20, 19, 39, 38, 29, 28, 27, 26, 25, 24, 32, 31, 36, 35, 34, 47]\n",
            "85 1 [50, 49, 47, 41, 40, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 25, 24, 23, 22, 27, 45, 20, 43, 18, 17]\n",
            "86 1 [40, 39, 32, 25, 24, 30, 29, 28, 27, 22, 21, 20, 19, 18, 16, 46, 45, 44, 43, 42, 37, 50, 48, 35, 34]\n",
            "87 1 [39, 38, 34, 33, 21, 20, 19, 31, 30, 28, 27, 26, 51, 50, 49, 48, 47, 36, 43, 42, 41, 17, 45, 24, 23]\n",
            "88 1 [37, 36, 35, 29, 28, 45, 44, 22, 21, 20, 19, 51, 42, 14, 13, 17, 16, 31, 49, 24, 40, 39, 33, 26, 47]\n",
            "89 1 [34, 33, 32, 31, 36, 48, 47, 46, 45, 22, 21, 20, 29, 27, 26, 43, 41, 40, 39, 38, 24, 18, 17, 51, 50]\n",
            "90 1 [48, 46, 50, 18, 17, 26, 44, 43, 15, 14, 41, 40, 39, 34, 33, 32, 31, 37, 36, 29, 28, 20, 24, 23, 22]\n",
            "91 1 [48, 47, 46, 27, 26, 44, 51, 50, 42, 41, 40, 38, 32, 24, 23, 22, 21, 20, 19, 18, 36, 35, 34, 30, 29]\n",
            "92 1 [30, 29, 39, 38, 37, 36, 35, 34, 33, 32, 46, 45, 27, 26, 25, 24, 23, 22, 20, 43, 42, 41, 50, 49, 48]\n",
            "93 1 [51, 50, 49, 48, 47, 46, 45, 43, 42, 41, 40, 39, 38, 37, 31, 30, 29, 28, 27, 23, 22, 33, 20, 25, 35]\n",
            "94 1 [48, 47, 46, 45, 44, 30, 28, 39, 38, 37, 36, 35, 20, 19, 18, 42, 41, 26, 25, 24, 23, 22, 33, 32, 50]\n",
            "95 1 [21, 32, 31, 30, 19, 18, 17, 16, 42, 41, 40, 23, 46, 45, 44, 50, 48, 38, 37, 36, 35, 34, 28, 26, 25]\n",
            "96 1 [35, 45, 44, 39, 20, 19, 50, 49, 17, 16, 15, 42, 41, 33, 31, 30, 29, 28, 27, 26, 25, 47, 23, 22, 37]\n",
            "97 1 [27, 30, 29, 25, 24, 23, 22, 21, 47, 46, 36, 35, 34, 33, 32, 42, 41, 40, 39, 38, 51, 50, 49, 19, 44]\n",
            "98 1 [41, 39, 38, 37, 36, 35, 24, 23, 22, 21, 20, 19, 18, 51, 50, 28, 27, 26, 44, 43, 33, 32, 46, 48, 30]\n",
            "99 1 [35, 34, 33, 51, 49, 48, 47, 31, 30, 29, 28, 27, 42, 41, 40, 38, 37, 45, 44, 23, 22, 21, 19, 25, 17]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 23 =========== \n",
            "\n",
            "Pareto sort 26\n",
            "26 7\n",
            "H_group [[37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 46, 45, 44, 43, 42, 41, 40, 39, 50, 49, 48, 25, 24, 23], [24, 23, 50, 49, 48, 47, 46, 28, 27, 26, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30], [31, 30, 27, 28, 25, 24, 22, 21, 19, 18, 17, 16, 15, 14, 13, 12, 11, 9, 10, 4, 5, 7, 6, 2, 1], [32, 31, 30, 28, 27, 26, 24, 23, 22, 17, 18, 19, 20, 21, 15, 14, 13, 11, 10, 8, 7, 4, 5, 3, 1], [32, 33, 30, 29, 28, 27, 25, 24, 23, 21, 20, 17, 18, 16, 15, 14, 12, 11, 8, 9, 6, 5, 4, 2, 1], [50, 49, 47, 41, 40, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 25, 24, 23, 22, 27, 45, 20, 43, 18, 17], [34, 32, 31, 30, 29, 27, 26, 24, 23, 22, 20, 19, 18, 15, 16, 13, 12, 11, 10, 8, 6, 5, 4, 2, 1]]\n",
            "L_group [[48, 31, 41, 21, 14, 13, 12, 39, 38, 26, 25, 46, 45, 44, 43, 34, 33, 23, 16, 36, 50, 29, 28, 19, 18], [25, 24, 23, 41, 37, 44, 35, 34, 33, 19, 39, 46, 49, 48, 36, 43, 51, 29, 28, 27, 21, 31, 17, 16, 15], [39, 40, 37, 35, 33, 32, 30, 28, 26, 24, 23, 22, 20, 18, 14, 15, 16, 12, 10, 9, 7, 5, 4, 3, 1], [37, 36, 34, 33, 15, 44, 48, 31, 29, 27, 26, 25, 40, 39, 13, 12, 42, 21, 50, 23, 22, 17, 20, 19, 46], [27, 26, 25, 42, 33, 37, 36, 13, 40, 45, 44, 21, 23, 15, 34, 38, 32, 31, 19, 18, 17, 50, 48, 47, 29], [51, 33, 32, 28, 27, 35, 15, 43, 42, 41, 37, 30, 13, 49, 25, 39, 19, 18, 17, 23, 22, 21, 45, 47, 11], [43, 42, 40, 39, 38, 36, 34, 32, 30, 28, 26, 25, 23, 21, 19, 18, 16, 14, 12, 10, 8, 6, 4, 3, 1]]\n",
            "\n",
            "|--- Client 11 <= 21.50\n",
            "|   |--- class: 1\n",
            "|--- Client 11 >  21.50\n",
            "|   |--- Client 21 <= 28.00\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 21 >  28.00\n",
            "|   |   |--- Client 19 <= 19.00\n",
            "|   |   |   |--- class: 0\n",
            "|   |   |--- Client 19 >  19.00\n",
            "|   |   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [33, 32, 31, 20, 19, 22, 50, 49, 48, 47, 43, 27, 26, 25, 24, 14, 41, 40, 39, 29, 45, 37, 17, 16, 35]\n",
            "1 1 [45, 44, 43, 51, 22, 20, 19, 18, 29, 28, 26, 16, 15, 13, 33, 32, 31, 24, 37, 36, 35, 41, 39, 47, 49]\n",
            "2 1 [51, 50, 49, 48, 47, 46, 31, 30, 29, 28, 44, 36, 35, 33, 23, 22, 21, 20, 26, 25, 42, 41, 40, 39, 38]\n",
            "3 1 [47, 46, 45, 43, 42, 41, 40, 21, 20, 27, 26, 25, 49, 30, 29, 38, 37, 36, 35, 34, 33, 32, 51, 18, 23]\n",
            "4 1 [34, 43, 51, 50, 49, 26, 25, 28, 30, 18, 17, 16, 32, 41, 40, 39, 38, 23, 22, 20, 47, 46, 45, 14, 36]\n",
            "5 1 [26, 33, 32, 31, 30, 24, 23, 22, 21, 16, 28, 38, 19, 18, 50, 49, 48, 47, 46, 36, 35, 42, 41, 40, 44]\n",
            "6 1 [37, 36, 35, 31, 30, 40, 39, 19, 18, 17, 15, 33, 47, 46, 44, 42, 28, 27, 26, 24, 23, 22, 21, 50, 49]\n",
            "7 1 [48, 39, 38, 17, 44, 43, 42, 41, 23, 22, 21, 19, 51, 50, 33, 32, 31, 30, 46, 36, 35, 28, 27, 26, 25]\n",
            "8 1 [51, 50, 49, 33, 32, 31, 30, 29, 22, 21, 20, 19, 24, 42, 17, 15, 40, 39, 47, 46, 37, 44, 27, 26, 35]\n",
            "9 1 [39, 41, 37, 50, 49, 48, 47, 46, 45, 44, 43, 18, 33, 32, 31, 30, 29, 28, 27, 26, 35, 20, 24, 23, 22]\n",
            "10 1 [30, 29, 28, 44, 51, 50, 14, 42, 40, 39, 38, 19, 48, 26, 25, 17, 16, 23, 21, 46, 36, 35, 34, 33, 32]\n",
            "11 1 [42, 41, 40, 39, 37, 36, 23, 22, 21, 51, 17, 16, 25, 31, 30, 19, 28, 27, 34, 33, 47, 46, 45, 44, 49]\n",
            "12 1 [22, 21, 50, 46, 45, 44, 40, 39, 42, 35, 14, 48, 19, 18, 17, 16, 31, 30, 37, 28, 27, 26, 25, 24, 33]\n",
            "13 1 [29, 28, 22, 21, 20, 19, 26, 32, 31, 37, 36, 42, 41, 39, 17, 16, 24, 49, 48, 47, 46, 45, 44, 51, 34]\n",
            "14 1 [44, 43, 42, 41, 40, 38, 37, 30, 29, 28, 26, 25, 24, 23, 22, 21, 20, 33, 32, 50, 49, 48, 47, 46, 35]\n",
            "15 1 [24, 23, 22, 32, 36, 35, 34, 51, 20, 19, 49, 48, 47, 46, 45, 43, 42, 41, 40, 39, 38, 30, 28, 27, 26]\n",
            "16 1 [25, 24, 23, 42, 41, 40, 39, 38, 49, 21, 20, 51, 18, 47, 46, 45, 44, 27, 36, 35, 34, 33, 31, 30, 29]\n",
            "17 1 [27, 26, 14, 35, 34, 33, 51, 49, 48, 20, 19, 17, 16, 22, 38, 37, 46, 24, 44, 31, 30, 29, 42, 41, 40]\n",
            "18 1 [34, 43, 42, 41, 40, 39, 38, 37, 36, 22, 21, 32, 31, 27, 46, 45, 19, 50, 49, 48, 25, 24, 17, 16, 29]\n",
            "19 1 [43, 42, 41, 40, 51, 50, 49, 33, 31, 30, 29, 28, 27, 26, 25, 24, 23, 45, 35, 38, 37, 47, 21, 20, 19]\n",
            "20 1 [50, 41, 40, 30, 29, 32, 48, 16, 15, 43, 34, 46, 45, 27, 26, 25, 24, 23, 38, 37, 36, 21, 20, 19, 18]\n",
            "21 1 [25, 46, 51, 32, 49, 48, 44, 30, 29, 28, 27, 19, 18, 17, 40, 39, 38, 37, 36, 35, 34, 23, 22, 21, 42]\n",
            "22 1 [51, 50, 49, 48, 42, 41, 40, 39, 38, 37, 23, 21, 20, 28, 27, 26, 25, 35, 34, 46, 45, 44, 32, 31, 30]\n",
            "23 1 [51, 50, 43, 42, 41, 20, 19, 37, 36, 35, 28, 27, 26, 25, 24, 23, 22, 48, 47, 46, 45, 30, 39, 33, 32]\n",
            "24 1 [35, 34, 46, 45, 44, 37, 19, 18, 24, 23, 26, 42, 41, 40, 39, 50, 49, 48, 21, 32, 31, 30, 29, 28, 16]\n",
            "25 1 [25, 28, 27, 40, 39, 38, 37, 36, 35, 34, 20, 32, 31, 30, 50, 49, 48, 18, 17, 23, 22, 42, 46, 45, 44]\n",
            "26 1 [27, 26, 19, 18, 17, 35, 34, 24, 23, 43, 32, 21, 41, 40, 39, 38, 37, 45, 30, 29, 51, 50, 49, 48, 47]\n",
            "27 1 [34, 33, 24, 23, 22, 21, 31, 30, 29, 28, 46, 26, 41, 40, 44, 43, 38, 37, 36, 51, 50, 49, 48, 19, 18]\n",
            "28 1 [48, 47, 34, 50, 17, 45, 44, 24, 23, 22, 21, 20, 19, 26, 42, 15, 38, 37, 36, 40, 32, 31, 30, 29, 28]\n",
            "29 1 [20, 51, 40, 38, 15, 25, 23, 22, 34, 18, 17, 45, 44, 43, 42, 36, 32, 31, 30, 29, 28, 27, 49, 48, 47]\n",
            "30 1 [37, 36, 17, 16, 47, 46, 49, 29, 28, 27, 26, 25, 51, 44, 23, 22, 21, 34, 33, 42, 41, 40, 39, 19, 31]\n",
            "31 1 [45, 44, 24, 23, 22, 21, 20, 51, 50, 49, 48, 47, 30, 35, 34, 37, 42, 28, 27, 26, 40, 39, 16, 32, 18]\n",
            "32 1 [35, 34, 33, 32, 30, 29, 28, 27, 41, 40, 39, 38, 37, 25, 24, 23, 22, 50, 49, 48, 47, 46, 45, 44, 43]\n",
            "33 1 [22, 25, 24, 46, 45, 44, 43, 50, 49, 48, 28, 27, 41, 20, 19, 18, 17, 39, 38, 37, 36, 34, 33, 32, 30]\n",
            "34 1 [45, 51, 50, 49, 48, 47, 31, 30, 29, 28, 27, 26, 19, 18, 22, 21, 36, 24, 34, 33, 39, 38, 43, 42, 41]\n",
            "35 1 [51, 49, 37, 36, 45, 44, 43, 42, 41, 40, 39, 24, 23, 22, 21, 34, 19, 18, 32, 31, 30, 28, 27, 26, 47]\n",
            "36 1 [15, 30, 29, 21, 17, 19, 27, 26, 25, 32, 50, 49, 47, 46, 45, 34, 43, 42, 41, 40, 39, 38, 37, 36, 23]\n",
            "37 1 [48, 47, 46, 23, 22, 21, 20, 28, 41, 40, 39, 38, 37, 36, 35, 34, 33, 51, 50, 44, 43, 31, 30, 26, 25]\n",
            "38 1 [42, 40, 25, 24, 22, 21, 20, 49, 48, 47, 46, 15, 38, 18, 17, 36, 35, 34, 33, 32, 30, 51, 28, 27, 44]\n",
            "39 1 [24, 23, 48, 47, 30, 36, 42, 41, 40, 34, 21, 28, 27, 26, 45, 44, 51, 50, 38, 19, 18, 17, 16, 15, 32]\n",
            "40 1 [46, 45, 29, 28, 27, 25, 50, 49, 48, 37, 36, 39, 23, 22, 21, 34, 43, 42, 41, 32, 31, 17, 16, 15, 19]\n",
            "41 1 [40, 28, 27, 38, 37, 36, 35, 34, 32, 31, 30, 20, 25, 24, 23, 22, 45, 44, 43, 42, 51, 50, 49, 48, 47]\n",
            "42 1 [27, 26, 38, 51, 50, 49, 48, 24, 22, 21, 20, 19, 36, 35, 34, 33, 31, 30, 29, 41, 40, 46, 45, 44, 43]\n",
            "43 1 [26, 25, 24, 23, 46, 45, 44, 43, 21, 20, 19, 37, 29, 28, 35, 34, 33, 32, 31, 50, 49, 48, 41, 40, 39]\n",
            "44 1 [47, 46, 45, 44, 42, 41, 40, 39, 38, 37, 51, 50, 49, 27, 25, 24, 23, 19, 35, 34, 33, 32, 21, 30, 29]\n",
            "45 1 [36, 42, 23, 18, 17, 16, 29, 28, 27, 25, 12, 31, 38, 47, 46, 45, 44, 50, 49, 21, 20, 14, 34, 33, 40]\n",
            "46 1 [31, 30, 29, 28, 24, 23, 22, 21, 50, 49, 40, 39, 19, 26, 47, 46, 45, 44, 43, 42, 37, 36, 35, 34, 33]\n",
            "47 1 [51, 50, 49, 48, 47, 46, 37, 36, 21, 20, 44, 43, 34, 33, 28, 27, 26, 25, 24, 23, 41, 31, 30, 18, 39]\n",
            "48 1 [40, 38, 37, 36, 35, 34, 33, 32, 30, 29, 28, 27, 42, 18, 25, 24, 22, 21, 20, 50, 49, 47, 46, 45, 44]\n",
            "49 1 [42, 38, 37, 36, 50, 49, 48, 47, 27, 26, 25, 24, 19, 18, 17, 16, 30, 29, 40, 34, 32, 22, 21, 45, 44]\n",
            "50 1 [34, 33, 32, 31, 30, 24, 23, 28, 27, 26, 47, 46, 45, 44, 51, 50, 49, 42, 41, 40, 39, 38, 37, 36, 21]\n",
            "51 1 [45, 41, 40, 39, 38, 37, 24, 23, 22, 21, 28, 27, 26, 51, 50, 49, 48, 47, 35, 19, 33, 32, 31, 30, 43]\n",
            "52 1 [32, 31, 30, 23, 42, 41, 25, 28, 27, 39, 38, 37, 51, 50, 49, 48, 35, 34, 46, 45, 44, 21, 20, 19, 18]\n",
            "53 1 [34, 33, 32, 31, 19, 18, 17, 51, 50, 29, 28, 27, 26, 25, 23, 38, 42, 41, 40, 48, 47, 21, 45, 44, 36]\n",
            "54 1 [25, 24, 23, 22, 21, 34, 47, 46, 36, 19, 18, 17, 16, 32, 30, 29, 39, 38, 42, 41, 27, 51, 50, 49, 44]\n",
            "55 1 [48, 47, 19, 31, 37, 35, 34, 33, 29, 28, 27, 26, 25, 24, 23, 22, 21, 50, 45, 44, 43, 42, 41, 40, 39]\n",
            "56 1 [50, 33, 32, 31, 30, 24, 17, 16, 15, 14, 28, 48, 42, 40, 39, 38, 37, 36, 35, 26, 46, 20, 19, 22, 44]\n",
            "57 1 [37, 31, 30, 29, 27, 26, 25, 24, 23, 22, 21, 20, 19, 18, 33, 35, 42, 41, 46, 45, 44, 50, 49, 48, 39]\n",
            "58 1 [44, 43, 42, 18, 16, 15, 26, 25, 24, 23, 40, 39, 38, 46, 31, 50, 49, 48, 29, 28, 36, 34, 33, 21, 20]\n",
            "59 1 [43, 42, 15, 51, 50, 49, 48, 25, 40, 32, 31, 18, 17, 29, 46, 45, 27, 35, 34, 38, 37, 23, 22, 21, 20]\n",
            "60 1 [36, 35, 38, 33, 32, 51, 50, 49, 22, 21, 20, 19, 18, 24, 30, 29, 28, 27, 26, 45, 44, 43, 42, 40, 47]\n",
            "61 1 [27, 25, 24, 23, 39, 38, 51, 50, 49, 48, 36, 43, 15, 21, 20, 18, 17, 41, 32, 31, 30, 29, 34, 46, 45]\n",
            "62 1 [51, 50, 49, 45, 44, 43, 41, 40, 38, 37, 36, 24, 22, 21, 20, 19, 18, 26, 47, 34, 33, 31, 30, 29, 28]\n",
            "63 1 [32, 30, 29, 28, 27, 44, 20, 19, 18, 34, 25, 24, 23, 22, 42, 47, 46, 16, 36, 51, 50, 49, 40, 39, 38]\n",
            "64 1 [18, 17, 16, 36, 43, 20, 26, 25, 23, 22, 45, 28, 34, 33, 32, 31, 30, 14, 41, 40, 50, 12, 38, 48, 47]\n",
            "65 1 [44, 29, 28, 36, 48, 39, 38, 34, 33, 21, 20, 19, 18, 17, 16, 15, 14, 24, 23, 46, 50, 31, 42, 41, 26]\n",
            "66 1 [26, 43, 42, 41, 24, 39, 38, 37, 36, 35, 22, 20, 19, 47, 46, 45, 51, 50, 49, 33, 32, 31, 30, 29, 28]\n",
            "67 1 [40, 39, 38, 37, 19, 17, 23, 22, 21, 27, 46, 51, 25, 35, 34, 33, 31, 49, 48, 15, 29, 42, 44, 13, 12]\n",
            "68 1 [50, 49, 27, 26, 25, 24, 20, 47, 46, 29, 22, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31]\n",
            "69 1 [40, 39, 42, 45, 44, 37, 36, 35, 34, 33, 32, 31, 30, 19, 22, 21, 26, 25, 24, 28, 51, 50, 49, 48, 47]\n",
            "70 1 [38, 32, 31, 30, 36, 35, 34, 17, 21, 20, 19, 23, 44, 43, 42, 41, 40, 28, 27, 26, 25, 46, 50, 49, 48]\n",
            "71 1 [25, 33, 20, 19, 18, 17, 45, 44, 43, 42, 41, 40, 31, 30, 29, 28, 27, 48, 47, 36, 35, 23, 22, 38, 50]\n",
            "72 1 [33, 24, 43, 26, 16, 15, 14, 13, 51, 50, 49, 48, 47, 41, 40, 22, 28, 31, 30, 36, 35, 45, 18, 38, 20]\n",
            "73 1 [37, 45, 44, 43, 41, 40, 39, 30, 29, 35, 34, 25, 24, 23, 19, 18, 17, 21, 49, 48, 47, 27, 51, 15, 32]\n",
            "74 1 [50, 49, 48, 26, 25, 24, 23, 22, 21, 30, 39, 28, 41, 37, 36, 43, 34, 33, 32, 46, 45, 19, 18, 17, 16]\n",
            "75 1 [29, 25, 44, 27, 35, 14, 13, 50, 23, 22, 21, 31, 48, 42, 41, 40, 39, 38, 37, 46, 33, 19, 18, 17, 16]\n",
            "76 1 [22, 21, 20, 18, 24, 26, 51, 50, 49, 16, 31, 30, 29, 28, 35, 34, 33, 47, 46, 40, 39, 44, 43, 42, 37]\n",
            "77 1 [51, 50, 49, 47, 46, 45, 40, 18, 16, 32, 20, 22, 43, 42, 38, 37, 36, 35, 34, 30, 29, 28, 27, 25, 24]\n",
            "78 1 [50, 26, 25, 24, 48, 47, 45, 44, 34, 33, 38, 37, 36, 20, 19, 18, 17, 42, 41, 40, 31, 30, 29, 28, 22]\n",
            "79 1 [51, 50, 28, 27, 26, 25, 24, 23, 22, 21, 20, 32, 31, 30, 34, 46, 45, 37, 36, 43, 42, 41, 40, 39, 48]\n",
            "80 1 [33, 51, 29, 28, 37, 36, 35, 26, 25, 24, 23, 22, 21, 20, 43, 42, 41, 40, 39, 49, 48, 47, 46, 45, 31]\n",
            "81 1 [50, 49, 48, 47, 46, 45, 20, 19, 34, 43, 42, 17, 16, 22, 40, 25, 24, 29, 28, 27, 38, 37, 36, 32, 31]\n",
            "82 1 [51, 29, 28, 27, 20, 19, 18, 39, 38, 37, 36, 41, 23, 22, 49, 44, 43, 14, 25, 34, 33, 16, 31, 47, 46]\n",
            "83 1 [51, 50, 49, 48, 47, 46, 45, 44, 43, 22, 21, 20, 29, 27, 26, 33, 32, 31, 18, 38, 41, 40, 24, 36, 35]\n",
            "84 1 [51, 50, 49, 48, 25, 24, 23, 36, 35, 34, 33, 21, 20, 31, 30, 42, 41, 40, 39, 38, 46, 45, 44, 28, 27]\n",
            "85 1 [41, 40, 48, 47, 46, 45, 44, 43, 30, 24, 23, 22, 21, 20, 50, 18, 28, 27, 26, 38, 37, 36, 35, 34, 32]\n",
            "86 1 [49, 27, 26, 25, 29, 37, 19, 23, 22, 21, 35, 34, 33, 32, 31, 17, 45, 44, 43, 42, 41, 40, 39, 47, 51]\n",
            "87 1 [28, 27, 26, 25, 41, 40, 21, 20, 19, 50, 49, 48, 23, 43, 46, 45, 38, 37, 36, 35, 34, 33, 32, 31, 30]\n",
            "88 1 [35, 34, 44, 46, 19, 49, 48, 40, 39, 26, 25, 24, 22, 21, 37, 15, 14, 42, 51, 17, 32, 31, 30, 29, 28]\n",
            "89 1 [40, 39, 38, 37, 35, 20, 50, 25, 48, 47, 46, 45, 44, 43, 42, 18, 23, 22, 33, 32, 31, 30, 29, 28, 27]\n",
            "90 1 [31, 48, 47, 46, 45, 50, 29, 28, 27, 26, 25, 24, 23, 39, 38, 37, 36, 35, 34, 33, 43, 42, 41, 21, 20]\n",
            "91 1 [27, 26, 25, 19, 18, 23, 22, 21, 40, 48, 47, 46, 45, 44, 43, 42, 31, 30, 29, 38, 33, 51, 50, 36, 35]\n",
            "92 1 [29, 28, 50, 49, 48, 47, 46, 45, 22, 21, 26, 25, 24, 43, 42, 40, 39, 34, 33, 32, 31, 19, 18, 37, 36]\n",
            "93 1 [42, 41, 40, 39, 50, 49, 35, 34, 33, 32, 18, 28, 27, 26, 25, 24, 23, 22, 21, 20, 45, 44, 30, 37, 47]\n",
            "94 1 [23, 22, 26, 25, 30, 32, 12, 11, 51, 20, 14, 45, 44, 34, 40, 38, 37, 36, 28, 47, 42, 49, 18, 17, 16]\n",
            "95 1 [41, 35, 34, 33, 32, 26, 25, 24, 23, 22, 21, 20, 19, 30, 29, 28, 49, 48, 46, 45, 44, 43, 37, 39, 51]\n",
            "96 1 [44, 43, 41, 40, 28, 27, 26, 25, 24, 23, 22, 51, 49, 48, 20, 19, 17, 38, 30, 34, 33, 32, 36, 15, 46]\n",
            "97 1 [35, 34, 33, 32, 31, 30, 26, 25, 24, 23, 22, 28, 45, 44, 43, 42, 41, 37, 51, 50, 49, 48, 47, 20, 39]\n",
            "98 1 [37, 36, 29, 28, 27, 26, 34, 33, 32, 31, 49, 41, 40, 39, 21, 20, 19, 51, 24, 23, 47, 46, 45, 44, 43]\n",
            "99 1 [25, 34, 33, 32, 31, 20, 18, 17, 37, 36, 29, 28, 27, 23, 22, 50, 49, 48, 46, 44, 43, 42, 41, 40, 39]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 24 =========== \n",
            "\n",
            "Pareto sort 23\n",
            "23 6\n",
            "H_group [[28, 27, 26, 25, 24, 23, 19, 18, 17, 16, 15, 21, 20, 13, 12, 11, 10, 9, 7, 6, 5, 4, 3, 2, 1], [27, 28, 29, 25, 19, 20, 21, 22, 23, 24, 17, 16, 15, 14, 13, 12, 11, 8, 9, 6, 5, 4, 3, 2, 1], [30, 29, 28, 26, 25, 24, 22, 21, 20, 13, 14, 15, 16, 17, 18, 19, 11, 10, 9, 5, 6, 7, 3, 2, 1], [30, 29, 27, 26, 22, 20, 19, 23, 21, 24, 17, 16, 15, 14, 13, 12, 11, 9, 8, 6, 5, 4, 3, 2, 1], [32, 31, 30, 28, 27, 25, 24, 20, 21, 22, 19, 18, 16, 15, 14, 11, 12, 13, 9, 8, 7, 4, 5, 2, 1], [33, 32, 30, 29, 28, 27, 25, 24, 22, 23, 20, 19, 18, 16, 15, 13, 12, 11, 10, 8, 5, 6, 3, 2, 1]]\n",
            "L_group [[41, 43, 44, 40, 42, 45, 36, 35, 34, 47, 28, 26, 25, 24, 23, 22, 32, 49, 30, 17, 16, 50, 38, 20, 19], [39, 37, 35, 33, 31, 29, 28, 27, 26, 24, 22, 21, 19, 18, 17, 16, 15, 13, 10, 11, 9, 7, 5, 3, 1], [40, 39, 38, 37, 19, 17, 23, 22, 21, 27, 46, 51, 25, 35, 34, 33, 31, 49, 48, 15, 29, 42, 44, 13, 12], [45, 44, 43, 41, 40, 21, 25, 50, 38, 17, 23, 14, 36, 19, 34, 32, 31, 30, 29, 28, 27, 15, 48, 47, 13], [23, 22, 26, 25, 30, 32, 12, 11, 51, 20, 14, 45, 44, 34, 40, 38, 37, 36, 28, 47, 42, 49, 18, 17, 16], [16, 26, 48, 12, 11, 42, 41, 28, 22, 24, 14, 46, 49, 32, 20, 19, 18, 37, 36, 35, 34, 30, 51, 39, 44]]\n",
            "\n",
            "|--- Client 21 <= 8.00\n",
            "|   |--- class: 1\n",
            "|--- Client 21 >  8.00\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [11, 27, 16, 38, 21, 29, 14, 13, 42, 36, 23, 44, 47, 46, 19, 18, 34, 32, 31, 9, 8, 25, 50, 49, 40]\n",
            "1 1 [44, 43, 37, 50, 9, 28, 27, 35, 48, 13, 41, 11, 20, 39, 46, 23, 22, 18, 17, 15, 7, 25, 33, 32, 30]\n",
            "2 1 [12, 35, 33, 39, 41, 46, 26, 24, 22, 21, 20, 44, 43, 50, 14, 18, 31, 30, 48, 16, 8, 7, 10, 28, 37]\n",
            "3 1 [35, 34, 33, 50, 37, 41, 31, 43, 29, 25, 15, 14, 10, 27, 23, 22, 21, 46, 45, 39, 8, 17, 48, 12, 19]\n",
            "4 1 [14, 37, 46, 22, 28, 27, 12, 44, 43, 10, 16, 20, 35, 34, 33, 48, 41, 25, 24, 39, 8, 18, 31, 30, 50]\n",
            "5 1 [39, 37, 11, 35, 34, 46, 44, 21, 20, 14, 13, 42, 41, 48, 18, 16, 27, 23, 32, 9, 8, 25, 50, 30, 29]\n",
            "6 1 [41, 32, 34, 37, 36, 48, 10, 14, 30, 24, 23, 50, 16, 6, 39, 19, 18, 46, 12, 21, 8, 28, 26, 44, 43]\n",
            "7 1 [11, 10, 35, 34, 20, 19, 40, 39, 26, 22, 32, 31, 30, 44, 42, 13, 37, 24, 46, 50, 8, 48, 17, 15, 28]\n",
            "8 0 [18, 50, 48, 47, 39, 27, 26, 16, 15, 37, 36, 34, 33, 29, 24, 23, 22, 13, 12, 20, 41, 31, 45, 44, 43]\n",
            "9 1 [50, 49, 17, 45, 11, 10, 39, 38, 15, 30, 13, 19, 32, 36, 47, 41, 24, 22, 21, 43, 8, 28, 27, 26, 34]\n",
            "10 0 [33, 32, 31, 20, 37, 36, 35, 29, 28, 43, 42, 41, 40, 39, 50, 49, 48, 47, 46, 45, 26, 25, 24, 23, 22]\n",
            "11 1 [31, 50, 24, 23, 33, 38, 37, 36, 35, 44, 29, 28, 17, 48, 13, 12, 40, 10, 46, 21, 8, 42, 26, 15, 19]\n",
            "12 0 [33, 32, 31, 30, 28, 26, 25, 21, 20, 19, 36, 35, 23, 51, 50, 38, 48, 47, 46, 45, 44, 43, 42, 41, 40]\n",
            "13 1 [46, 45, 43, 10, 20, 19, 18, 48, 12, 50, 16, 41, 30, 33, 32, 36, 35, 26, 39, 38, 8, 22, 24, 28, 14]\n",
            "14 0 [47, 33, 32, 27, 26, 24, 23, 21, 20, 45, 44, 43, 42, 41, 18, 17, 30, 29, 35, 39, 38, 37, 51, 50, 49]\n",
            "15 1 [12, 28, 27, 26, 10, 35, 34, 51, 41, 40, 22, 18, 24, 47, 32, 38, 37, 49, 20, 43, 8, 14, 30, 45, 16]\n",
            "16 1 [10, 31, 14, 41, 40, 12, 33, 18, 49, 35, 47, 46, 45, 23, 22, 25, 16, 51, 20, 27, 8, 43, 38, 37, 29]\n",
            "17 0 [37, 26, 25, 24, 20, 19, 18, 35, 34, 33, 31, 22, 51, 50, 49, 48, 42, 41, 40, 39, 29, 28, 46, 45, 44]\n",
            "18 1 [38, 27, 20, 19, 25, 24, 36, 29, 46, 34, 33, 44, 11, 48, 31, 9, 40, 42, 22, 50, 7, 17, 16, 15, 13]\n",
            "19 1 [34, 33, 20, 14, 24, 26, 28, 36, 16, 43, 51, 31, 30, 12, 22, 45, 8, 39, 38, 41, 6, 18, 49, 47, 10]\n",
            "20 1 [9, 42, 41, 39, 38, 34, 11, 32, 46, 16, 14, 13, 36, 28, 18, 50, 22, 21, 20, 24, 7, 44, 26, 48, 30]\n",
            "21 1 [14, 13, 11, 43, 42, 40, 23, 29, 33, 38, 37, 25, 45, 16, 27, 21, 20, 47, 49, 9, 8, 18, 35, 31, 51]\n",
            "22 1 [18, 51, 11, 10, 42, 47, 46, 40, 13, 28, 30, 49, 34, 32, 38, 44, 26, 25, 24, 36, 8, 22, 20, 16, 15]\n",
            "23 1 [15, 19, 46, 45, 33, 32, 31, 27, 43, 50, 49, 48, 10, 39, 25, 13, 12, 41, 21, 37, 8, 23, 35, 29, 17]\n",
            "24 0 [25, 24, 23, 37, 36, 35, 18, 45, 44, 43, 51, 50, 41, 40, 39, 33, 31, 30, 29, 28, 27, 21, 20, 48, 47]\n",
            "25 1 [44, 43, 32, 31, 27, 26, 10, 29, 24, 20, 34, 41, 40, 12, 22, 48, 36, 16, 15, 14, 8, 50, 18, 46, 38]\n",
            "26 1 [14, 37, 39, 35, 43, 47, 41, 22, 16, 24, 45, 10, 9, 12, 29, 28, 33, 31, 50, 49, 7, 20, 19, 18, 26]\n",
            "27 0 [19, 37, 36, 35, 33, 21, 24, 23, 49, 17, 31, 30, 29, 28, 27, 26, 51, 41, 40, 39, 47, 46, 45, 44, 43]\n",
            "28 1 [42, 19, 18, 25, 10, 50, 29, 27, 36, 35, 34, 33, 31, 46, 48, 23, 22, 21, 14, 44, 8, 16, 38, 12, 40]\n",
            "29 1 [48, 19, 24, 46, 15, 27, 26, 50, 31, 37, 10, 40, 39, 33, 42, 35, 29, 13, 12, 8, 6, 17, 22, 21, 44]\n",
            "30 1 [34, 33, 17, 37, 36, 19, 25, 39, 23, 44, 31, 50, 46, 29, 27, 42, 41, 48, 21, 15, 8, 13, 12, 11, 10]\n",
            "31 1 [10, 22, 12, 44, 42, 31, 40, 39, 38, 37, 24, 50, 49, 48, 18, 14, 35, 33, 46, 20, 8, 16, 27, 26, 29]\n",
            "32 1 [40, 34, 23, 12, 50, 36, 28, 46, 45, 10, 19, 21, 30, 17, 16, 32, 14, 38, 48, 8, 7, 26, 25, 43, 42]\n",
            "33 0 [30, 29, 38, 46, 51, 50, 49, 48, 17, 16, 33, 32, 44, 43, 42, 24, 23, 22, 21, 40, 36, 35, 19, 27, 26]\n",
            "34 1 [38, 25, 18, 43, 29, 14, 48, 47, 36, 31, 16, 50, 12, 11, 23, 22, 34, 33, 27, 9, 8, 20, 45, 41, 40]\n",
            "35 1 [14, 13, 11, 10, 25, 24, 44, 31, 16, 42, 41, 40, 39, 48, 22, 20, 46, 33, 29, 50, 8, 27, 18, 37, 35]\n",
            "36 1 [22, 36, 28, 27, 14, 38, 44, 9, 40, 48, 12, 11, 25, 24, 46, 18, 34, 32, 31, 30, 7, 16, 42, 50, 20]\n",
            "37 0 [34, 33, 32, 31, 29, 21, 20, 19, 36, 27, 26, 25, 23, 40, 39, 38, 49, 48, 47, 46, 45, 44, 43, 42, 51]\n",
            "38 0 [26, 47, 46, 36, 35, 34, 33, 32, 31, 30, 29, 28, 51, 50, 49, 24, 23, 22, 44, 43, 42, 41, 40, 39, 38]\n",
            "39 1 [20, 33, 32, 31, 30, 28, 27, 12, 10, 25, 42, 41, 48, 35, 18, 44, 16, 37, 46, 39, 8, 50, 14, 23, 22]\n",
            "40 0 [20, 19, 18, 17, 16, 50, 49, 45, 44, 24, 23, 22, 29, 47, 27, 26, 42, 34, 33, 31, 40, 39, 38, 37, 36]\n",
            "41 1 [25, 29, 48, 31, 44, 46, 50, 39, 37, 17, 16, 14, 27, 21, 20, 19, 33, 42, 41, 35, 7, 23, 10, 9, 12]\n",
            "42 1 [24, 33, 26, 50, 48, 20, 31, 30, 39, 38, 37, 16, 18, 44, 43, 22, 41, 11, 10, 28, 8, 14, 13, 46, 35]\n",
            "43 1 [34, 33, 46, 45, 38, 19, 50, 43, 41, 40, 25, 24, 23, 17, 10, 21, 31, 29, 48, 12, 8, 27, 15, 14, 36]\n",
            "44 1 [15, 14, 10, 17, 41, 46, 45, 21, 20, 19, 32, 34, 28, 26, 25, 39, 38, 30, 50, 36, 8, 48, 12, 23, 43]\n",
            "45 1 [42, 28, 26, 25, 37, 36, 21, 20, 32, 16, 14, 18, 10, 34, 30, 12, 40, 39, 23, 50, 8, 46, 45, 44, 48]\n",
            "46 0 [45, 51, 50, 23, 22, 25, 34, 33, 32, 31, 30, 29, 28, 27, 37, 36, 20, 19, 48, 47, 43, 42, 41, 40, 39]\n",
            "47 1 [34, 51, 41, 39, 38, 19, 49, 28, 27, 43, 30, 14, 21, 47, 10, 36, 17, 16, 32, 12, 8, 45, 25, 24, 23]\n",
            "48 1 [13, 12, 11, 36, 43, 42, 40, 26, 47, 34, 15, 45, 50, 49, 22, 28, 18, 17, 30, 9, 8, 24, 38, 32, 20]\n",
            "49 1 [35, 31, 21, 20, 33, 23, 45, 27, 18, 47, 41, 40, 43, 29, 50, 49, 38, 37, 16, 14, 8, 12, 11, 10, 25]\n",
            "50 0 [17, 38, 37, 51, 50, 19, 26, 25, 48, 47, 46, 45, 44, 21, 23, 35, 34, 33, 32, 31, 30, 28, 42, 41, 40]\n",
            "51 1 [39, 38, 28, 34, 22, 15, 14, 32, 12, 11, 10, 41, 30, 24, 26, 48, 36, 50, 17, 43, 8, 46, 45, 20, 19]\n",
            "52 1 [16, 10, 18, 35, 34, 14, 28, 27, 26, 12, 39, 20, 45, 47, 41, 30, 37, 43, 32, 24, 8, 51, 50, 49, 22]\n",
            "53 1 [48, 32, 30, 29, 50, 38, 10, 25, 23, 44, 43, 41, 40, 13, 12, 15, 34, 36, 21, 20, 8, 46, 27, 18, 17]\n",
            "54 0 [30, 29, 28, 50, 49, 20, 19, 44, 43, 37, 17, 16, 47, 46, 26, 25, 24, 41, 40, 39, 22, 35, 34, 33, 32]\n",
            "55 1 [38, 48, 47, 17, 28, 34, 13, 12, 30, 50, 45, 10, 26, 25, 23, 22, 20, 19, 36, 40, 8, 43, 42, 32, 15]\n",
            "56 1 [50, 49, 48, 15, 46, 45, 26, 21, 30, 41, 33, 32, 28, 17, 35, 43, 11, 10, 39, 13, 8, 19, 37, 24, 23]\n",
            "57 1 [46, 45, 24, 23, 22, 30, 20, 14, 35, 34, 41, 18, 28, 39, 32, 50, 49, 48, 37, 10, 8, 12, 43, 16, 26]\n",
            "58 1 [26, 35, 18, 22, 16, 37, 12, 42, 41, 40, 39, 20, 33, 29, 28, 24, 44, 31, 46, 14, 8, 10, 50, 49, 48]\n",
            "59 1 [40, 31, 47, 46, 38, 42, 36, 22, 21, 13, 44, 27, 26, 24, 49, 19, 34, 33, 29, 15, 7, 17, 51, 11, 9]\n",
            "60 0 [32, 31, 30, 29, 28, 27, 42, 41, 40, 39, 38, 37, 36, 51, 22, 21, 20, 34, 49, 48, 46, 45, 44, 25, 24]\n",
            "61 1 [18, 17, 16, 37, 43, 31, 41, 35, 12, 14, 45, 39, 10, 27, 29, 48, 47, 50, 25, 33, 8, 23, 22, 21, 20]\n",
            "62 0 [47, 46, 50, 49, 30, 29, 39, 42, 41, 23, 22, 21, 20, 19, 18, 17, 16, 44, 37, 36, 35, 34, 25, 27, 32]\n",
            "63 1 [16, 23, 22, 43, 51, 49, 47, 14, 28, 26, 25, 12, 20, 30, 35, 34, 33, 32, 10, 18, 8, 45, 39, 41, 37]\n",
            "64 1 [41, 39, 45, 33, 32, 31, 10, 29, 28, 50, 18, 23, 43, 26, 25, 12, 37, 21, 20, 16, 8, 35, 14, 48, 47]\n",
            "65 1 [40, 33, 50, 31, 17, 21, 29, 44, 27, 26, 25, 24, 23, 19, 35, 48, 15, 10, 13, 12, 8, 42, 38, 37, 46]\n",
            "66 1 [36, 11, 50, 40, 44, 15, 14, 13, 28, 21, 23, 19, 48, 17, 30, 38, 46, 42, 9, 8, 7, 34, 32, 26, 25]\n",
            "67 0 [48, 22, 21, 27, 26, 25, 24, 51, 50, 35, 34, 33, 32, 31, 30, 29, 37, 19, 39, 46, 45, 44, 43, 42, 41]\n",
            "68 1 [43, 35, 34, 37, 47, 13, 30, 29, 49, 23, 19, 25, 17, 27, 45, 51, 39, 11, 10, 9, 8, 15, 21, 41, 32]\n",
            "69 1 [15, 46, 27, 36, 23, 44, 50, 34, 33, 21, 29, 13, 42, 19, 18, 17, 38, 11, 10, 9, 8, 31, 48, 40, 25]\n",
            "70 1 [28, 10, 50, 14, 21, 30, 46, 45, 44, 16, 42, 41, 48, 12, 35, 34, 37, 23, 26, 25, 8, 32, 39, 19, 18]\n",
            "71 1 [44, 34, 10, 40, 39, 38, 17, 16, 15, 14, 25, 27, 46, 21, 36, 19, 42, 48, 50, 23, 8, 12, 29, 32, 31]\n",
            "72 0 [28, 27, 26, 48, 38, 37, 35, 12, 22, 21, 24, 42, 41, 40, 31, 30, 50, 46, 45, 44, 33, 14, 16, 19, 18]\n",
            "73 1 [23, 19, 18, 17, 13, 12, 25, 46, 32, 31, 34, 27, 10, 48, 21, 50, 37, 36, 42, 41, 8, 29, 39, 15, 44]\n",
            "74 1 [47, 19, 41, 37, 17, 26, 25, 24, 39, 32, 11, 30, 28, 43, 22, 21, 45, 35, 34, 9, 8, 49, 51, 15, 13]\n",
            "75 1 [26, 31, 30, 50, 35, 19, 41, 33, 13, 17, 16, 15, 48, 46, 24, 44, 43, 22, 21, 28, 8, 39, 37, 11, 10]\n",
            "76 1 [42, 24, 36, 35, 40, 33, 22, 46, 18, 10, 20, 50, 38, 16, 15, 14, 13, 12, 26, 31, 8, 48, 44, 29, 28]\n",
            "77 1 [12, 14, 20, 34, 10, 9, 36, 28, 18, 16, 48, 47, 22, 40, 39, 38, 45, 44, 26, 30, 7, 42, 50, 24, 32]\n",
            "78 0 [31, 30, 29, 28, 27, 26, 25, 51, 50, 49, 23, 39, 38, 47, 46, 45, 44, 43, 19, 18, 36, 35, 21, 41, 33]\n",
            "79 1 [33, 42, 41, 37, 44, 23, 39, 17, 13, 12, 11, 25, 51, 35, 21, 15, 29, 47, 46, 9, 8, 19, 27, 31, 49]\n",
            "80 1 [17, 11, 15, 14, 13, 46, 44, 27, 23, 50, 36, 35, 34, 32, 42, 25, 40, 21, 48, 9, 8, 30, 29, 38, 19]\n",
            "81 1 [48, 47, 12, 26, 25, 20, 42, 45, 44, 30, 37, 36, 23, 22, 14, 40, 39, 16, 34, 50, 8, 10, 32, 28, 18]\n",
            "82 0 [51, 50, 49, 48, 43, 42, 41, 40, 35, 34, 33, 32, 31, 30, 29, 28, 27, 22, 25, 24, 38, 37, 46, 45, 20]\n",
            "83 1 [10, 30, 46, 51, 26, 14, 28, 17, 16, 36, 39, 38, 32, 49, 48, 42, 41, 22, 21, 24, 8, 44, 12, 19, 34]\n",
            "84 0 [33, 32, 31, 30, 29, 28, 27, 26, 36, 35, 49, 48, 47, 45, 44, 43, 42, 41, 40, 51, 24, 23, 22, 21, 38]\n",
            "85 1 [47, 46, 13, 11, 10, 26, 38, 18, 32, 30, 22, 21, 20, 24, 16, 15, 40, 50, 49, 36, 8, 34, 28, 44, 42]\n",
            "86 1 [35, 12, 48, 10, 29, 18, 17, 16, 40, 39, 20, 37, 31, 44, 27, 22, 50, 14, 42, 33, 8, 7, 46, 25, 24]\n",
            "87 1 [50, 42, 11, 27, 36, 40, 48, 20, 22, 44, 34, 33, 32, 31, 25, 24, 38, 29, 15, 9, 7, 18, 17, 46, 13]\n",
            "88 0 [16, 33, 28, 50, 49, 48, 47, 46, 20, 18, 31, 30, 26, 25, 36, 35, 44, 43, 42, 41, 40, 39, 38, 23, 22]\n",
            "89 1 [19, 23, 32, 31, 36, 21, 12, 25, 45, 44, 48, 47, 17, 16, 42, 29, 28, 27, 34, 38, 8, 10, 40, 50, 14]\n",
            "90 1 [31, 30, 15, 19, 38, 48, 42, 26, 50, 40, 46, 45, 44, 21, 24, 23, 13, 12, 17, 10, 8, 28, 36, 34, 33]\n",
            "91 1 [44, 33, 32, 40, 36, 35, 48, 30, 26, 25, 17, 16, 15, 42, 46, 21, 13, 50, 19, 9, 7, 23, 38, 11, 28]\n",
            "92 0 [34, 33, 31, 30, 45, 39, 38, 48, 47, 16, 23, 22, 21, 28, 27, 26, 25, 43, 42, 41, 51, 50, 19, 18, 36]\n",
            "93 1 [50, 20, 19, 30, 29, 41, 40, 22, 48, 34, 13, 36, 15, 17, 27, 25, 24, 11, 46, 45, 7, 9, 32, 43, 38]\n",
            "94 1 [39, 38, 24, 41, 30, 22, 32, 14, 13, 12, 11, 10, 48, 36, 20, 50, 34, 18, 26, 43, 8, 16, 28, 46, 45]\n",
            "95 1 [48, 47, 32, 13, 45, 34, 30, 11, 19, 41, 40, 25, 24, 23, 17, 43, 21, 38, 50, 9, 7, 28, 27, 15, 36]\n",
            "96 1 [50, 37, 20, 19, 18, 17, 16, 29, 33, 46, 35, 23, 22, 44, 14, 42, 41, 27, 31, 10, 8, 39, 25, 12, 48]\n",
            "97 1 [14, 29, 35, 43, 25, 10, 18, 17, 16, 12, 50, 49, 48, 41, 37, 39, 21, 20, 46, 45, 8, 31, 23, 27, 33]\n",
            "98 0 [41, 40, 39, 38, 37, 46, 45, 20, 19, 18, 31, 30, 29, 35, 34, 33, 43, 48, 27, 51, 50, 25, 24, 23, 22]\n",
            "99 1 [24, 16, 22, 50, 49, 48, 47, 40, 29, 33, 18, 42, 14, 10, 45, 44, 27, 26, 12, 20, 8, 35, 31, 38, 37]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 25 =========== \n",
            "\n",
            "Pareto sort 28\n",
            "28 8\n",
            "H_group [[29, 28, 25, 26, 23, 21, 18, 20, 19, 16, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15], [33, 32, 30, 29, 28, 26, 25, 24, 22, 20, 19, 14, 15, 16, 17, 13, 12, 11, 10, 8, 7, 6, 4, 3, 1], [33, 32, 31, 30, 28, 27, 25, 23, 22, 20, 15, 16, 17, 18, 19, 13, 12, 11, 10, 9, 7, 5, 4, 3, 1], [33, 32, 30, 29, 28, 27, 26, 25, 23, 21, 19, 18, 16, 17, 14, 13, 11, 10, 9, 8, 6, 4, 5, 2, 1], [34, 33, 31, 29, 28, 26, 25, 24, 23, 21, 19, 18, 12, 13, 14, 15, 16, 10, 9, 6, 7, 8, 4, 1, 2], [43, 48, 47, 18, 32, 39, 45, 44, 50, 49, 42, 41, 37, 36, 35, 34, 30, 29, 28, 22, 21, 20, 26, 25, 24], [37, 36, 35, 33, 32, 30, 28, 26, 24, 23, 21, 20, 18, 17, 16, 15, 13, 12, 11, 9, 7, 4, 5, 3, 1], [35, 36, 33, 32, 30, 28, 27, 25, 23, 22, 21, 17, 18, 19, 20, 15, 14, 12, 10, 8, 6, 2, 3, 4, 1]]\n",
            "L_group [[50, 42, 11, 27, 36, 40, 48, 20, 22, 44, 34, 33, 32, 31, 25, 24, 38, 29, 15, 9, 7, 18, 17, 46, 13], [18, 51, 11, 10, 42, 47, 46, 40, 13, 28, 30, 49, 34, 32, 38, 44, 26, 25, 24, 36, 8, 22, 20, 16, 15], [47, 19, 41, 37, 17, 26, 25, 24, 39, 32, 11, 30, 28, 43, 22, 21, 45, 35, 34, 9, 8, 49, 51, 15, 13], [22, 36, 28, 27, 14, 38, 44, 9, 40, 48, 12, 11, 25, 24, 46, 18, 34, 32, 31, 30, 7, 16, 42, 50, 20], [48, 47, 32, 13, 45, 34, 30, 11, 19, 41, 40, 25, 24, 23, 17, 43, 21, 38, 50, 9, 7, 28, 27, 15, 36], [40, 31, 47, 46, 38, 42, 36, 22, 21, 13, 44, 27, 26, 24, 49, 19, 34, 33, 29, 15, 7, 17, 51, 11, 9], [48, 19, 24, 46, 15, 27, 26, 50, 31, 37, 10, 40, 39, 33, 42, 35, 29, 13, 12, 8, 6, 17, 22, 21, 44], [34, 33, 20, 14, 24, 26, 28, 36, 16, 43, 51, 31, 30, 12, 22, 45, 8, 39, 38, 41, 6, 18, 49, 47, 10]]\n",
            "\n",
            "|--- Client 16 <= 16.50\n",
            "|   |--- class: 1\n",
            "|--- Client 16 >  16.50\n",
            "|   |--- Client 21 <= 14.50\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 21 >  14.50\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [42, 41, 40, 39, 37, 51, 50, 49, 48, 47, 46, 45, 44, 35, 34, 33, 32, 31, 30, 28, 27, 25, 24, 23, 22]\n",
            "1 1 [43, 42, 41, 40, 39, 32, 31, 30, 25, 24, 23, 21, 20, 19, 50, 28, 27, 48, 47, 46, 45, 37, 36, 35, 34]\n",
            "2 1 [33, 32, 45, 47, 27, 26, 25, 35, 23, 22, 21, 20, 16, 18, 43, 42, 41, 40, 39, 38, 37, 30, 29, 50, 49]\n",
            "3 1 [49, 48, 30, 39, 38, 34, 33, 32, 28, 27, 26, 51, 36, 46, 45, 44, 43, 24, 22, 41, 20, 19, 18, 17, 16]\n",
            "4 1 [44, 43, 42, 41, 35, 34, 33, 32, 31, 25, 24, 23, 22, 21, 37, 51, 50, 49, 39, 19, 47, 46, 29, 28, 27]\n",
            "5 1 [18, 50, 49, 48, 47, 46, 44, 43, 27, 26, 25, 24, 23, 22, 41, 40, 39, 38, 20, 33, 32, 36, 35, 30, 29]\n",
            "6 1 [39, 38, 37, 26, 29, 28, 18, 51, 50, 49, 41, 43, 24, 23, 22, 21, 20, 35, 34, 33, 32, 31, 47, 46, 45]\n",
            "7 1 [43, 37, 26, 25, 33, 32, 31, 30, 17, 16, 15, 14, 48, 47, 50, 45, 28, 35, 41, 39, 23, 22, 21, 20, 19]\n",
            "8 1 [40, 26, 25, 50, 49, 48, 33, 32, 43, 42, 38, 37, 36, 35, 23, 22, 21, 46, 45, 19, 18, 17, 30, 29, 28]\n",
            "9 1 [39, 29, 27, 22, 21, 20, 19, 18, 17, 37, 41, 35, 34, 25, 24, 32, 31, 50, 49, 48, 47, 46, 45, 44, 43]\n",
            "10 1 [37, 36, 30, 29, 28, 27, 32, 51, 42, 41, 25, 24, 23, 22, 21, 20, 19, 18, 49, 48, 47, 46, 39, 44, 34]\n",
            "11 1 [24, 23, 22, 21, 49, 48, 46, 45, 44, 43, 34, 33, 32, 31, 30, 29, 28, 41, 26, 39, 38, 51, 36, 19, 18]\n",
            "12 1 [51, 50, 24, 23, 48, 29, 28, 21, 20, 19, 46, 44, 43, 42, 40, 39, 38, 37, 36, 35, 34, 32, 31, 17, 26]\n",
            "13 1 [18, 42, 41, 40, 39, 35, 34, 33, 21, 20, 31, 30, 28, 27, 26, 25, 16, 48, 47, 23, 51, 50, 37, 45, 44]\n",
            "14 1 [46, 45, 28, 27, 26, 51, 50, 49, 48, 24, 22, 21, 20, 35, 34, 43, 42, 41, 40, 39, 38, 37, 32, 31, 30]\n",
            "15 1 [41, 40, 39, 38, 50, 49, 18, 31, 30, 36, 35, 34, 33, 16, 15, 47, 45, 44, 43, 26, 28, 21, 20, 24, 23]\n",
            "16 1 [29, 16, 23, 22, 21, 20, 34, 27, 32, 31, 51, 50, 49, 48, 43, 25, 18, 46, 45, 41, 40, 39, 38, 37, 36]\n",
            "17 1 [23, 33, 32, 31, 30, 50, 49, 48, 47, 46, 45, 44, 43, 42, 21, 28, 27, 26, 25, 40, 39, 38, 37, 36, 35]\n",
            "18 1 [28, 46, 32, 31, 30, 34, 40, 23, 22, 38, 37, 36, 26, 25, 20, 19, 18, 17, 16, 50, 49, 48, 44, 43, 42]\n",
            "19 1 [33, 45, 24, 23, 22, 21, 20, 19, 43, 35, 38, 37, 29, 28, 27, 26, 31, 41, 40, 50, 49, 48, 47, 17, 16]\n",
            "20 1 [21, 50, 33, 32, 31, 29, 25, 24, 23, 48, 46, 44, 42, 41, 40, 39, 37, 36, 35, 19, 18, 17, 16, 15, 27]\n",
            "21 1 [31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21, 46, 45, 48, 41, 39, 38, 37, 36, 35, 34, 33, 51, 50, 43]\n",
            "22 1 [21, 19, 50, 49, 27, 25, 23, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 47, 46, 45]\n",
            "23 1 [14, 37, 36, 35, 24, 23, 22, 21, 20, 18, 50, 49, 47, 46, 42, 41, 33, 32, 44, 39, 16, 30, 28, 27, 26]\n",
            "24 1 [29, 41, 25, 18, 17, 16, 27, 31, 36, 35, 34, 33, 43, 45, 39, 38, 50, 49, 48, 47, 23, 22, 21, 20, 14]\n",
            "25 1 [42, 41, 40, 39, 20, 19, 18, 26, 51, 49, 48, 47, 45, 44, 30, 24, 23, 22, 37, 36, 35, 34, 33, 32, 28]\n",
            "26 1 [44, 30, 29, 28, 19, 18, 40, 22, 21, 42, 51, 50, 49, 48, 47, 46, 38, 36, 35, 34, 33, 32, 26, 25, 24]\n",
            "27 1 [32, 31, 30, 29, 28, 27, 34, 19, 42, 41, 40, 39, 38, 37, 36, 23, 49, 48, 47, 46, 45, 44, 25, 21, 51]\n",
            "28 1 [21, 33, 32, 28, 27, 26, 25, 30, 51, 50, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 23]\n",
            "29 1 [51, 50, 49, 48, 47, 33, 32, 31, 29, 28, 27, 26, 25, 35, 23, 40, 45, 44, 38, 37, 42, 21, 20, 19, 18]\n",
            "30 1 [45, 44, 43, 42, 27, 26, 49, 51, 21, 20, 19, 40, 39, 38, 37, 35, 34, 33, 32, 30, 29, 47, 17, 24, 23]\n",
            "31 1 [21, 20, 19, 18, 23, 48, 46, 45, 44, 43, 42, 41, 32, 16, 35, 34, 25, 51, 50, 37, 30, 29, 28, 27, 39]\n",
            "32 1 [26, 25, 24, 23, 42, 41, 34, 28, 36, 16, 15, 48, 47, 46, 32, 31, 30, 39, 38, 50, 21, 20, 19, 18, 44]\n",
            "33 1 [49, 20, 37, 36, 23, 22, 40, 39, 47, 27, 26, 25, 34, 18, 17, 16, 15, 30, 29, 32, 51, 45, 44, 43, 42]\n",
            "34 1 [42, 36, 35, 34, 40, 11, 16, 15, 26, 32, 49, 47, 46, 28, 13, 38, 44, 24, 23, 22, 21, 51, 19, 18, 30]\n",
            "35 1 [35, 45, 33, 43, 23, 22, 21, 20, 19, 18, 17, 16, 15, 48, 47, 37, 39, 25, 31, 30, 29, 28, 27, 50, 41]\n",
            "36 1 [48, 47, 45, 44, 43, 42, 41, 37, 36, 35, 34, 33, 32, 31, 30, 29, 51, 50, 27, 26, 25, 24, 23, 22, 39]\n",
            "37 1 [49, 32, 31, 30, 29, 28, 16, 47, 46, 45, 44, 43, 34, 18, 24, 38, 37, 36, 22, 21, 20, 26, 41, 40, 51]\n",
            "38 1 [30, 29, 28, 27, 26, 25, 21, 35, 34, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 23, 32, 39, 38, 37]\n",
            "39 1 [36, 35, 34, 27, 26, 25, 24, 23, 22, 21, 20, 45, 50, 49, 32, 31, 30, 29, 43, 42, 41, 40, 39, 38, 47]\n",
            "40 1 [41, 32, 31, 30, 29, 49, 20, 19, 18, 17, 44, 43, 51, 27, 39, 38, 37, 36, 35, 34, 23, 22, 25, 47, 46]\n",
            "41 1 [51, 50, 49, 48, 30, 29, 28, 27, 25, 24, 44, 43, 42, 46, 32, 20, 19, 22, 40, 39, 38, 37, 36, 35, 34]\n",
            "42 1 [20, 19, 17, 22, 47, 43, 13, 41, 40, 39, 38, 15, 50, 49, 45, 27, 36, 35, 25, 24, 33, 32, 31, 30, 29]\n",
            "43 1 [36, 35, 45, 44, 43, 19, 33, 32, 31, 30, 29, 28, 27, 17, 25, 24, 48, 47, 41, 40, 51, 50, 22, 21, 38]\n",
            "44 1 [37, 36, 35, 34, 51, 17, 16, 41, 40, 39, 22, 21, 20, 19, 43, 26, 24, 32, 30, 29, 28, 49, 48, 47, 45]\n",
            "45 1 [43, 42, 41, 40, 39, 38, 37, 36, 31, 30, 29, 34, 33, 24, 23, 21, 50, 49, 48, 27, 26, 19, 18, 46, 45]\n",
            "46 1 [30, 29, 28, 27, 26, 42, 41, 51, 50, 49, 48, 47, 46, 45, 44, 39, 38, 37, 36, 35, 34, 33, 32, 24, 23]\n",
            "47 1 [47, 23, 38, 37, 32, 31, 29, 28, 27, 26, 25, 45, 44, 17, 42, 41, 40, 51, 50, 49, 35, 34, 21, 20, 19]\n",
            "48 1 [44, 43, 42, 34, 33, 13, 18, 46, 36, 31, 30, 29, 23, 22, 27, 26, 25, 50, 40, 39, 38, 16, 15, 48, 20]\n",
            "49 1 [43, 31, 30, 36, 35, 34, 33, 17, 16, 15, 24, 23, 50, 28, 27, 26, 48, 47, 46, 45, 41, 19, 21, 39, 38]\n",
            "50 1 [47, 46, 45, 44, 43, 21, 20, 19, 26, 25, 49, 30, 29, 28, 41, 40, 39, 33, 32, 17, 23, 51, 37, 36, 35]\n",
            "51 1 [38, 11, 14, 13, 44, 43, 42, 25, 21, 36, 50, 49, 48, 31, 40, 46, 34, 33, 19, 18, 17, 16, 27, 29, 23]\n",
            "52 1 [25, 46, 39, 50, 49, 48, 37, 36, 35, 34, 44, 43, 42, 41, 29, 28, 27, 23, 22, 21, 20, 19, 18, 32, 31]\n",
            "53 1 [36, 35, 48, 47, 33, 32, 30, 51, 50, 38, 26, 25, 24, 23, 22, 21, 20, 28, 40, 43, 42, 18, 17, 16, 45]\n",
            "54 1 [41, 40, 44, 43, 31, 30, 29, 28, 47, 46, 26, 25, 24, 36, 35, 34, 33, 22, 21, 20, 19, 51, 50, 49, 38]\n",
            "55 1 [43, 42, 41, 39, 38, 37, 22, 27, 35, 20, 19, 18, 25, 24, 51, 50, 49, 48, 47, 45, 33, 32, 31, 30, 29]\n",
            "56 1 [51, 50, 49, 20, 35, 34, 33, 32, 31, 45, 44, 42, 41, 39, 38, 37, 22, 29, 28, 27, 26, 18, 17, 24, 47]\n",
            "57 1 [31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 40, 43, 42, 51, 50, 49, 47, 46, 45, 38, 37, 36, 35, 34, 33]\n",
            "58 1 [47, 45, 44, 49, 38, 37, 36, 35, 34, 42, 41, 40, 23, 22, 21, 20, 27, 26, 25, 51, 30, 29, 32, 18, 17]\n",
            "59 1 [49, 48, 47, 46, 34, 33, 51, 26, 25, 36, 42, 23, 22, 21, 20, 19, 31, 17, 16, 44, 40, 39, 38, 29, 28]\n",
            "60 1 [36, 50, 41, 40, 17, 16, 48, 34, 33, 46, 45, 43, 19, 29, 28, 27, 26, 25, 23, 22, 21, 38, 31, 14, 13]\n",
            "61 1 [50, 49, 27, 26, 38, 42, 31, 30, 29, 47, 46, 24, 23, 22, 21, 20, 19, 18, 17, 16, 36, 44, 40, 34, 33]\n",
            "62 1 [15, 50, 49, 33, 32, 30, 29, 28, 37, 42, 41, 40, 39, 47, 46, 45, 44, 35, 22, 21, 20, 19, 26, 24, 17]\n",
            "63 1 [19, 40, 25, 24, 23, 21, 51, 50, 14, 48, 32, 31, 46, 45, 44, 43, 42, 38, 37, 29, 27, 35, 34, 17, 16]\n",
            "64 1 [36, 35, 38, 19, 18, 17, 31, 30, 42, 23, 33, 51, 50, 49, 48, 47, 46, 45, 44, 28, 27, 26, 25, 21, 40]\n",
            "65 1 [48, 47, 36, 35, 29, 38, 31, 17, 16, 14, 22, 21, 20, 19, 43, 42, 41, 40, 27, 26, 25, 24, 50, 45, 33]\n",
            "66 1 [43, 42, 40, 34, 33, 32, 31, 30, 29, 28, 27, 26, 49, 47, 46, 45, 22, 21, 20, 24, 38, 37, 36, 51, 18]\n",
            "67 1 [23, 22, 21, 28, 27, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 25, 50, 49, 48, 46, 45, 44, 43]\n",
            "68 1 [46, 40, 29, 28, 27, 26, 25, 24, 23, 48, 51, 50, 38, 42, 36, 35, 34, 33, 32, 31, 44, 21, 19, 18, 17]\n",
            "69 1 [51, 42, 22, 21, 20, 19, 18, 40, 24, 38, 45, 44, 49, 16, 36, 35, 34, 33, 47, 31, 30, 29, 28, 27, 26]\n",
            "70 1 [29, 28, 27, 22, 21, 25, 24, 50, 49, 48, 47, 46, 45, 38, 37, 43, 19, 18, 35, 34, 33, 32, 31, 41, 40]\n",
            "71 1 [39, 38, 48, 36, 35, 34, 33, 50, 31, 30, 29, 28, 27, 26, 25, 18, 17, 46, 45, 44, 23, 22, 20, 42, 41]\n",
            "72 1 [31, 30, 29, 28, 26, 24, 23, 22, 21, 40, 39, 33, 44, 50, 49, 48, 47, 46, 42, 19, 18, 17, 37, 36, 35]\n",
            "73 1 [22, 21, 28, 45, 44, 42, 19, 26, 40, 39, 47, 50, 49, 24, 13, 15, 37, 36, 35, 34, 33, 32, 31, 30, 17]\n",
            "74 1 [23, 22, 21, 20, 29, 28, 27, 26, 25, 18, 39, 38, 37, 36, 35, 34, 33, 50, 49, 48, 47, 45, 43, 31, 41]\n",
            "75 1 [32, 31, 29, 28, 27, 21, 42, 41, 50, 49, 44, 25, 24, 23, 39, 38, 37, 36, 35, 34, 19, 18, 17, 47, 46]\n",
            "76 1 [51, 41, 40, 31, 30, 29, 28, 27, 26, 25, 24, 46, 45, 44, 43, 49, 48, 38, 37, 36, 35, 34, 33, 22, 21]\n",
            "77 1 [51, 38, 37, 36, 35, 34, 28, 47, 46, 45, 44, 43, 42, 40, 32, 31, 30, 49, 26, 25, 24, 23, 22, 21, 20]\n",
            "78 1 [49, 48, 16, 29, 23, 18, 39, 38, 37, 36, 35, 34, 33, 31, 51, 21, 20, 43, 42, 41, 46, 45, 27, 26, 25]\n",
            "79 1 [20, 34, 36, 51, 50, 49, 48, 47, 46, 44, 43, 42, 32, 30, 29, 28, 27, 26, 25, 24, 23, 22, 40, 39, 38]\n",
            "80 1 [33, 44, 42, 31, 30, 29, 28, 49, 48, 47, 46, 26, 25, 24, 23, 22, 51, 20, 19, 40, 39, 38, 37, 36, 35]\n",
            "81 1 [47, 46, 45, 44, 28, 23, 35, 34, 50, 49, 17, 26, 25, 42, 41, 40, 39, 38, 37, 21, 20, 19, 32, 31, 30]\n",
            "82 1 [32, 47, 46, 51, 44, 43, 22, 21, 20, 49, 18, 17, 41, 40, 39, 38, 36, 35, 34, 30, 29, 28, 26, 25, 24]\n",
            "83 1 [46, 45, 51, 50, 33, 28, 27, 26, 25, 24, 23, 31, 30, 48, 43, 16, 15, 18, 37, 36, 35, 41, 21, 20, 39]\n",
            "84 1 [27, 30, 29, 21, 20, 23, 36, 35, 34, 33, 32, 41, 40, 18, 17, 49, 48, 47, 46, 45, 44, 43, 51, 38, 25]\n",
            "85 1 [44, 43, 42, 41, 34, 27, 26, 25, 32, 36, 39, 38, 23, 22, 21, 48, 47, 46, 19, 18, 30, 29, 50, 16, 15]\n",
            "86 1 [43, 51, 41, 40, 19, 18, 17, 16, 15, 21, 26, 24, 23, 35, 47, 46, 45, 38, 37, 28, 49, 33, 32, 31, 30]\n",
            "87 1 [50, 49, 48, 47, 45, 44, 43, 42, 41, 40, 36, 38, 20, 34, 33, 27, 18, 17, 25, 24, 23, 22, 31, 30, 29]\n",
            "88 1 [28, 18, 17, 21, 20, 30, 26, 25, 38, 37, 36, 35, 33, 32, 50, 49, 48, 46, 45, 44, 43, 42, 41, 40, 23]\n",
            "89 1 [43, 42, 41, 23, 18, 17, 31, 30, 29, 28, 27, 26, 25, 39, 38, 36, 35, 34, 33, 49, 51, 47, 21, 20, 45]\n",
            "90 1 [51, 50, 49, 48, 47, 46, 32, 31, 30, 29, 28, 27, 26, 25, 23, 39, 44, 43, 42, 41, 35, 34, 37, 21, 19]\n",
            "91 1 [29, 28, 27, 26, 25, 24, 23, 22, 21, 44, 43, 17, 47, 46, 38, 37, 36, 31, 41, 40, 34, 33, 50, 49, 19]\n",
            "92 1 [24, 29, 28, 27, 26, 36, 34, 33, 18, 22, 31, 20, 51, 50, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38]\n",
            "93 1 [43, 42, 26, 40, 47, 46, 45, 24, 23, 22, 33, 29, 28, 38, 37, 36, 35, 31, 51, 50, 49, 20, 18, 17, 16]\n",
            "94 1 [46, 51, 23, 22, 21, 20, 19, 18, 28, 27, 34, 33, 32, 30, 49, 48, 25, 37, 36, 44, 43, 42, 41, 40, 39]\n",
            "95 1 [40, 28, 27, 26, 25, 23, 22, 21, 20, 51, 31, 30, 43, 42, 38, 37, 36, 35, 34, 33, 49, 48, 47, 46, 45]\n",
            "96 1 [32, 31, 30, 44, 43, 42, 22, 35, 34, 40, 39, 38, 37, 49, 20, 19, 18, 28, 27, 26, 25, 24, 47, 46, 51]\n",
            "97 1 [31, 24, 38, 15, 22, 21, 20, 19, 18, 17, 29, 28, 27, 26, 44, 43, 42, 36, 35, 46, 50, 48, 13, 33, 40]\n",
            "98 1 [30, 29, 28, 27, 25, 24, 23, 22, 21, 47, 45, 44, 42, 41, 40, 39, 38, 50, 49, 19, 18, 32, 36, 35, 34]\n",
            "99 1 [20, 19, 23, 22, 47, 46, 45, 34, 37, 36, 43, 42, 28, 27, 26, 25, 50, 49, 17, 16, 32, 31, 30, 40, 39]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 26 =========== \n",
            "\n",
            "Pareto sort 29\n",
            "29 8\n",
            "H_group [[30, 29, 27, 26, 25, 24, 23, 22, 21, 20, 19, 18, 17, 13, 14, 15, 16, 11, 10, 9, 8, 6, 5, 3, 1], [30, 29, 28, 27, 26, 25, 21, 35, 34, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 23, 32, 39, 38, 37], [31, 30, 29, 26, 25, 27, 23, 22, 21, 20, 19, 18, 16, 15, 13, 12, 11, 10, 9, 8, 6, 5, 3, 2, 1], [32, 31, 30, 29, 28, 25, 26, 23, 22, 20, 19, 17, 18, 15, 14, 13, 12, 10, 9, 7, 6, 2, 3, 4, 1], [40, 39, 38, 37, 36, 35, 34, 33, 42, 44, 51, 50, 49, 48, 47, 46, 25, 24, 30, 22, 31, 23, 29, 28, 27], [33, 32, 30, 29, 27, 26, 25, 23, 21, 20, 19, 16, 17, 18, 14, 13, 12, 10, 9, 7, 5, 1, 2, 3, 4], [34, 33, 31, 30, 28, 26, 24, 23, 22, 21, 19, 18, 15, 16, 17, 13, 12, 10, 9, 8, 6, 5, 3, 2, 1], [35, 33, 31, 30, 29, 27, 25, 23, 21, 20, 19, 16, 17, 15, 14, 13, 12, 10, 9, 8, 6, 5, 3, 2, 1]]\n",
            "L_group [[38, 37, 35, 34, 32, 31, 29, 28, 27, 25, 23, 21, 20, 18, 17, 15, 13, 11, 10, 8, 6, 5, 4, 2, 1], [37, 38, 35, 34, 33, 31, 29, 27, 26, 24, 23, 21, 19, 18, 17, 15, 14, 12, 10, 8, 7, 5, 4, 2, 1], [37, 38, 35, 33, 32, 31, 29, 27, 26, 24, 22, 20, 18, 17, 15, 14, 13, 11, 9, 8, 7, 5, 3, 1, 2], [40, 39, 38, 37, 35, 34, 32, 30, 28, 26, 24, 22, 21, 20, 19, 17, 16, 14, 12, 10, 8, 6, 5, 3, 1], [39, 37, 36, 35, 33, 31, 30, 28, 26, 24, 23, 21, 19, 17, 15, 12, 13, 11, 10, 9, 7, 6, 4, 3, 1], [38, 11, 14, 13, 44, 43, 42, 25, 21, 36, 50, 49, 48, 31, 40, 46, 34, 33, 19, 18, 17, 16, 27, 29, 23], [41, 39, 37, 35, 34, 33, 31, 29, 28, 27, 25, 24, 22, 20, 18, 16, 14, 13, 11, 9, 7, 5, 4, 3, 1], [42, 36, 35, 34, 40, 11, 16, 15, 26, 32, 49, 47, 46, 28, 13, 38, 44, 24, 23, 22, 21, 51, 19, 18, 30]]\n",
            "\n",
            "|--- Client 1 <= 36.00\n",
            "|   |--- class: 1\n",
            "|--- Client 1 >  36.00\n",
            "|   |--- Client 21 <= 26.00\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 21 >  26.00\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [25, 24, 41, 39, 38, 43, 36, 22, 46, 45, 20, 19, 18, 17, 16, 14, 50, 49, 48, 12, 34, 33, 29, 27, 31]\n",
            "1 1 [20, 19, 25, 49, 48, 40, 39, 38, 37, 36, 35, 34, 33, 31, 17, 51, 29, 28, 27, 46, 45, 23, 22, 43, 42]\n",
            "2 1 [25, 24, 32, 36, 35, 34, 15, 22, 21, 20, 38, 51, 40, 18, 17, 28, 27, 13, 46, 30, 44, 43, 42, 49, 48]\n",
            "3 1 [43, 42, 48, 47, 34, 50, 23, 22, 21, 25, 30, 29, 28, 27, 45, 19, 18, 17, 16, 15, 32, 40, 39, 38, 36]\n",
            "4 1 [29, 28, 27, 40, 39, 37, 36, 50, 31, 22, 21, 20, 19, 18, 34, 33, 48, 47, 46, 45, 44, 43, 42, 25, 24]\n",
            "5 1 [27, 26, 24, 23, 22, 21, 20, 19, 33, 31, 29, 51, 50, 49, 48, 47, 45, 44, 43, 42, 40, 39, 38, 37, 35]\n",
            "6 1 [30, 29, 28, 27, 26, 32, 43, 42, 24, 23, 22, 21, 20, 45, 50, 37, 36, 35, 34, 48, 47, 18, 17, 40, 39]\n",
            "7 1 [42, 17, 47, 46, 15, 44, 24, 23, 22, 21, 20, 19, 40, 26, 29, 28, 31, 38, 37, 36, 35, 34, 33, 50, 49]\n",
            "8 1 [40, 27, 26, 17, 16, 48, 50, 30, 29, 38, 24, 23, 22, 21, 20, 19, 36, 35, 34, 33, 32, 46, 44, 43, 42]\n",
            "9 1 [49, 25, 24, 23, 22, 51, 18, 17, 16, 20, 30, 29, 28, 27, 41, 40, 44, 43, 36, 38, 47, 46, 14, 32, 34]\n",
            "10 1 [44, 27, 31, 29, 51, 36, 35, 34, 33, 22, 21, 14, 13, 25, 24, 19, 46, 49, 48, 42, 40, 39, 38, 17, 16]\n",
            "11 1 [51, 49, 48, 47, 46, 45, 44, 43, 42, 41, 39, 38, 37, 28, 27, 26, 25, 24, 23, 35, 34, 33, 32, 31, 30]\n",
            "12 1 [31, 30, 51, 18, 41, 40, 39, 38, 37, 23, 22, 21, 20, 35, 33, 43, 28, 27, 26, 25, 49, 48, 47, 46, 45]\n",
            "13 1 [23, 22, 34, 33, 32, 46, 37, 36, 44, 43, 42, 51, 50, 49, 48, 20, 19, 18, 25, 30, 29, 28, 27, 40, 39]\n",
            "14 1 [28, 27, 26, 25, 23, 44, 48, 19, 18, 51, 50, 42, 41, 40, 39, 21, 46, 37, 36, 35, 34, 33, 32, 31, 30]\n",
            "15 1 [46, 28, 27, 26, 25, 24, 23, 22, 21, 20, 19, 39, 42, 41, 50, 33, 44, 17, 31, 30, 48, 15, 37, 36, 35]\n",
            "16 1 [45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 51, 50, 49, 47, 32, 31, 30, 29, 28, 27, 26, 25, 23]\n",
            "17 1 [32, 31, 30, 23, 35, 34, 21, 20, 19, 18, 45, 44, 40, 39, 38, 37, 42, 50, 49, 48, 47, 28, 27, 26, 25]\n",
            "18 1 [22, 21, 20, 51, 50, 30, 29, 28, 27, 26, 25, 24, 42, 33, 32, 48, 47, 46, 45, 44, 35, 40, 39, 38, 37]\n",
            "19 1 [41, 40, 39, 18, 51, 50, 49, 48, 46, 32, 31, 37, 35, 34, 21, 20, 44, 43, 29, 28, 27, 26, 25, 24, 23]\n",
            "20 1 [32, 31, 30, 29, 28, 27, 26, 39, 37, 18, 35, 34, 50, 49, 45, 44, 43, 42, 41, 24, 23, 22, 21, 20, 47]\n",
            "21 1 [49, 43, 42, 41, 40, 39, 38, 37, 20, 24, 23, 22, 33, 32, 31, 30, 29, 28, 27, 26, 51, 35, 47, 46, 45]\n",
            "22 1 [38, 37, 36, 50, 49, 24, 23, 21, 20, 19, 34, 33, 32, 31, 30, 45, 44, 43, 42, 41, 40, 28, 27, 26, 47]\n",
            "23 1 [44, 43, 48, 51, 50, 33, 39, 38, 37, 36, 35, 46, 20, 41, 18, 17, 16, 22, 24, 31, 30, 29, 28, 27, 26]\n",
            "24 1 [23, 22, 21, 19, 18, 40, 39, 32, 31, 30, 43, 42, 51, 47, 46, 45, 28, 27, 26, 25, 49, 37, 36, 35, 34]\n",
            "25 1 [43, 24, 23, 22, 20, 19, 46, 45, 34, 33, 32, 38, 37, 36, 28, 27, 26, 15, 30, 41, 40, 17, 50, 49, 48]\n",
            "26 1 [20, 19, 17, 29, 42, 27, 26, 25, 31, 50, 49, 48, 23, 22, 46, 45, 44, 40, 39, 38, 37, 36, 35, 34, 33]\n",
            "27 1 [39, 28, 30, 32, 37, 22, 21, 20, 19, 51, 50, 49, 48, 26, 24, 46, 45, 44, 43, 42, 41, 35, 34, 17, 16]\n",
            "28 1 [33, 32, 31, 39, 38, 37, 36, 35, 50, 48, 47, 46, 45, 44, 43, 42, 41, 19, 24, 22, 21, 29, 28, 27, 26]\n",
            "29 1 [30, 29, 28, 39, 38, 37, 26, 51, 47, 46, 45, 44, 43, 41, 49, 24, 23, 22, 21, 20, 19, 18, 33, 32, 35]\n",
            "30 1 [24, 23, 41, 21, 20, 19, 35, 34, 32, 31, 30, 29, 28, 27, 26, 45, 44, 43, 51, 50, 49, 47, 39, 38, 37]\n",
            "31 1 [34, 33, 36, 31, 42, 41, 40, 39, 38, 51, 50, 49, 48, 47, 46, 45, 44, 29, 28, 27, 26, 25, 24, 23, 22]\n",
            "32 1 [33, 41, 26, 25, 24, 39, 38, 37, 36, 35, 31, 30, 29, 28, 50, 49, 48, 47, 46, 45, 44, 43, 22, 21, 20]\n",
            "33 1 [47, 50, 49, 43, 41, 40, 21, 30, 29, 27, 19, 18, 17, 16, 25, 24, 23, 38, 37, 36, 35, 34, 33, 32, 45]\n",
            "34 1 [41, 19, 39, 46, 45, 37, 23, 22, 21, 30, 29, 28, 27, 26, 25, 35, 34, 33, 32, 51, 49, 48, 17, 16, 43]\n",
            "35 1 [33, 44, 43, 28, 27, 26, 39, 38, 37, 36, 35, 21, 20, 19, 18, 17, 46, 50, 49, 48, 41, 24, 23, 31, 30]\n",
            "36 1 [50, 49, 33, 45, 23, 22, 21, 20, 19, 36, 35, 17, 47, 15, 14, 25, 43, 42, 41, 39, 38, 31, 30, 28, 27]\n",
            "37 1 [35, 40, 39, 21, 20, 19, 51, 31, 30, 29, 28, 27, 44, 25, 24, 23, 49, 48, 47, 46, 42, 37, 17, 16, 33]\n",
            "38 1 [27, 26, 24, 23, 29, 32, 31, 48, 47, 46, 45, 44, 35, 34, 39, 38, 37, 19, 18, 17, 51, 50, 21, 42, 41]\n",
            "39 1 [51, 50, 18, 17, 46, 45, 35, 34, 33, 32, 31, 24, 22, 29, 15, 14, 41, 40, 27, 26, 48, 38, 37, 20, 43]\n",
            "40 1 [40, 39, 38, 37, 33, 32, 31, 30, 29, 22, 24, 27, 26, 20, 19, 18, 44, 43, 42, 35, 50, 49, 48, 47, 46]\n",
            "41 1 [44, 43, 42, 41, 40, 39, 38, 21, 20, 23, 30, 29, 28, 18, 36, 48, 47, 46, 34, 33, 32, 26, 25, 51, 50]\n",
            "42 1 [30, 28, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 36, 26, 25, 24, 23, 22, 21, 34, 33, 32, 51, 50]\n",
            "43 1 [45, 31, 30, 29, 28, 27, 26, 17, 16, 38, 43, 42, 41, 40, 50, 49, 48, 47, 22, 36, 35, 24, 20, 19, 33]\n",
            "44 1 [30, 26, 25, 24, 28, 51, 50, 49, 48, 19, 18, 17, 22, 21, 41, 40, 39, 38, 44, 43, 36, 35, 33, 32, 46]\n",
            "45 1 [48, 26, 25, 36, 35, 34, 33, 32, 28, 46, 44, 43, 42, 41, 40, 39, 38, 30, 23, 22, 50, 16, 20, 19, 18]\n",
            "46 1 [20, 19, 41, 26, 51, 50, 24, 23, 22, 29, 28, 48, 46, 45, 43, 17, 16, 36, 35, 34, 33, 32, 31, 39, 38]\n",
            "47 1 [35, 39, 38, 37, 31, 30, 29, 47, 46, 45, 44, 43, 42, 41, 18, 17, 33, 27, 26, 20, 24, 23, 22, 50, 49]\n",
            "48 1 [22, 21, 20, 19, 40, 39, 38, 37, 28, 27, 26, 43, 42, 49, 48, 47, 46, 45, 32, 31, 30, 24, 51, 35, 34]\n",
            "49 1 [37, 36, 35, 34, 33, 42, 41, 40, 39, 46, 24, 22, 21, 20, 19, 18, 17, 16, 48, 31, 30, 26, 44, 28, 50]\n",
            "50 1 [33, 45, 43, 47, 37, 36, 35, 27, 26, 25, 24, 23, 31, 30, 29, 21, 20, 19, 18, 17, 16, 41, 39, 50, 49]\n",
            "51 1 [29, 28, 27, 26, 25, 24, 22, 42, 37, 36, 35, 40, 39, 20, 19, 33, 51, 50, 49, 48, 47, 46, 45, 44, 31]\n",
            "52 1 [49, 48, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 51, 46, 45, 44, 43]\n",
            "53 1 [49, 48, 46, 45, 44, 43, 33, 32, 31, 51, 29, 41, 27, 26, 25, 24, 23, 22, 21, 20, 39, 38, 36, 35, 18]\n",
            "54 1 [19, 18, 17, 35, 37, 33, 32, 31, 47, 46, 45, 44, 43, 23, 22, 21, 41, 40, 39, 29, 27, 26, 25, 49, 51]\n",
            "55 1 [46, 36, 35, 34, 33, 32, 31, 48, 51, 50, 29, 28, 27, 26, 20, 19, 42, 41, 40, 39, 38, 24, 23, 22, 44]\n",
            "56 1 [28, 27, 43, 42, 41, 18, 17, 22, 21, 20, 31, 30, 45, 35, 34, 33, 51, 49, 48, 47, 39, 38, 37, 25, 24]\n",
            "57 1 [41, 22, 50, 49, 48, 47, 46, 45, 36, 15, 43, 20, 18, 17, 28, 27, 26, 25, 24, 39, 38, 34, 33, 32, 30]\n",
            "58 1 [25, 42, 41, 31, 30, 20, 39, 38, 37, 36, 35, 34, 33, 23, 22, 28, 27, 51, 50, 49, 48, 47, 46, 45, 44]\n",
            "59 1 [50, 28, 27, 25, 48, 21, 20, 19, 18, 17, 36, 23, 44, 43, 42, 41, 40, 39, 38, 34, 33, 32, 31, 30, 46]\n",
            "60 1 [32, 39, 38, 37, 44, 43, 51, 35, 34, 30, 15, 28, 23, 22, 21, 20, 47, 46, 49, 18, 17, 13, 26, 25, 41]\n",
            "61 1 [46, 29, 28, 49, 48, 26, 25, 51, 44, 43, 39, 38, 37, 36, 35, 21, 20, 19, 17, 16, 33, 32, 31, 41, 23]\n",
            "62 1 [51, 50, 49, 47, 45, 44, 43, 32, 31, 30, 34, 28, 27, 26, 25, 24, 23, 36, 39, 38, 41, 21, 20, 19, 18]\n",
            "63 1 [25, 23, 22, 21, 44, 43, 42, 41, 40, 39, 38, 37, 51, 50, 49, 48, 30, 29, 28, 27, 46, 35, 34, 33, 32]\n",
            "64 1 [34, 32, 31, 30, 29, 28, 27, 25, 24, 23, 22, 21, 20, 19, 42, 41, 37, 36, 50, 49, 39, 47, 46, 45, 44]\n",
            "65 1 [42, 41, 40, 39, 38, 15, 17, 48, 47, 29, 28, 27, 26, 36, 50, 24, 23, 22, 31, 34, 33, 45, 44, 20, 19]\n",
            "66 1 [35, 48, 47, 46, 45, 37, 25, 24, 23, 50, 43, 42, 41, 40, 39, 30, 29, 33, 32, 21, 20, 19, 18, 17, 27]\n",
            "67 1 [20, 19, 46, 26, 25, 24, 23, 22, 32, 31, 49, 48, 35, 34, 29, 28, 38, 37, 15, 44, 43, 41, 40, 17, 51]\n",
            "68 1 [20, 19, 18, 17, 48, 47, 46, 45, 43, 51, 50, 41, 34, 33, 32, 31, 39, 38, 37, 36, 24, 26, 22, 29, 28]\n",
            "69 1 [33, 32, 50, 49, 48, 47, 46, 39, 38, 37, 36, 35, 28, 27, 26, 25, 24, 23, 22, 42, 41, 30, 44, 20, 19]\n",
            "70 1 [28, 27, 18, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 50, 49, 43, 47, 25, 24, 23, 45, 21, 20]\n",
            "71 1 [29, 28, 27, 19, 18, 17, 16, 25, 36, 35, 41, 31, 50, 49, 47, 46, 45, 44, 43, 23, 22, 21, 33, 39, 38]\n",
            "72 1 [49, 48, 27, 34, 33, 23, 25, 14, 13, 21, 20, 46, 37, 36, 18, 16, 40, 39, 31, 30, 29, 51, 44, 43, 42]\n",
            "73 1 [15, 14, 27, 21, 36, 35, 34, 25, 24, 23, 32, 31, 30, 29, 50, 49, 41, 45, 44, 43, 19, 47, 39, 38, 17]\n",
            "74 1 [16, 35, 34, 37, 50, 49, 32, 31, 30, 29, 47, 46, 45, 25, 43, 42, 41, 40, 39, 23, 22, 21, 20, 18, 27]\n",
            "75 1 [38, 37, 17, 16, 15, 14, 13, 45, 43, 42, 48, 47, 29, 28, 40, 35, 50, 21, 33, 32, 31, 26, 19, 24, 23]\n",
            "76 1 [48, 30, 29, 28, 27, 26, 25, 24, 22, 21, 19, 32, 51, 50, 34, 46, 45, 44, 43, 42, 41, 39, 38, 36, 17]\n",
            "77 1 [39, 29, 51, 27, 26, 25, 24, 23, 22, 21, 32, 31, 19, 18, 37, 36, 35, 34, 46, 45, 44, 42, 41, 49, 48]\n",
            "78 1 [44, 43, 39, 38, 37, 35, 34, 33, 49, 48, 47, 46, 29, 28, 27, 31, 23, 22, 21, 20, 41, 25, 18, 17, 51]\n",
            "79 1 [28, 18, 26, 25, 23, 22, 21, 20, 42, 41, 40, 39, 38, 47, 46, 45, 44, 36, 35, 50, 49, 33, 32, 31, 30]\n",
            "80 1 [25, 24, 13, 49, 48, 34, 44, 43, 42, 41, 40, 36, 38, 51, 46, 28, 27, 20, 30, 22, 32, 18, 17, 16, 15]\n",
            "81 1 [34, 33, 32, 16, 15, 20, 47, 46, 45, 44, 43, 37, 36, 50, 49, 18, 25, 24, 41, 30, 29, 28, 27, 22, 39]\n",
            "82 1 [31, 30, 29, 23, 22, 21, 20, 19, 18, 51, 43, 42, 40, 45, 27, 47, 36, 35, 34, 33, 25, 16, 15, 38, 49]\n",
            "83 1 [17, 51, 50, 44, 43, 42, 41, 30, 29, 28, 24, 22, 21, 20, 19, 33, 32, 35, 46, 39, 38, 37, 48, 26, 15]\n",
            "84 1 [46, 45, 44, 43, 42, 41, 36, 51, 34, 25, 24, 49, 48, 28, 27, 22, 20, 18, 32, 31, 30, 16, 15, 39, 38]\n",
            "85 1 [13, 12, 29, 39, 38, 19, 50, 49, 48, 47, 21, 15, 45, 44, 43, 42, 41, 33, 25, 23, 27, 17, 36, 35, 31]\n",
            "86 1 [35, 34, 32, 31, 30, 29, 24, 23, 22, 21, 39, 38, 37, 27, 26, 51, 50, 49, 47, 46, 45, 44, 43, 42, 41]\n",
            "87 1 [36, 35, 31, 30, 43, 42, 41, 50, 49, 45, 33, 21, 17, 16, 15, 19, 39, 38, 28, 27, 26, 25, 24, 23, 47]\n",
            "88 1 [24, 44, 34, 33, 16, 50, 49, 42, 41, 40, 39, 38, 37, 36, 20, 47, 46, 31, 30, 29, 28, 27, 26, 18, 22]\n",
            "89 1 [18, 50, 43, 42, 16, 15, 23, 22, 40, 39, 38, 27, 26, 25, 48, 20, 36, 46, 45, 31, 30, 29, 34, 33, 13]\n",
            "90 1 [22, 21, 20, 49, 48, 26, 25, 24, 28, 18, 17, 16, 46, 45, 32, 31, 30, 51, 35, 34, 39, 43, 42, 41, 37]\n",
            "91 1 [30, 29, 28, 27, 26, 25, 24, 23, 47, 51, 33, 32, 45, 44, 43, 19, 18, 35, 49, 16, 41, 40, 38, 37, 21]\n",
            "92 1 [37, 36, 35, 34, 33, 32, 30, 22, 21, 20, 28, 27, 26, 25, 24, 49, 48, 47, 46, 45, 44, 51, 39, 42, 41]\n",
            "93 1 [32, 31, 25, 24, 50, 49, 48, 34, 29, 27, 18, 22, 21, 20, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36]\n",
            "94 1 [47, 46, 45, 37, 36, 35, 34, 43, 42, 41, 40, 39, 23, 29, 28, 21, 20, 26, 25, 32, 31, 18, 17, 50, 49]\n",
            "95 1 [29, 28, 17, 16, 15, 14, 38, 37, 43, 42, 40, 45, 35, 22, 21, 33, 47, 26, 25, 24, 51, 50, 49, 19, 31]\n",
            "96 1 [36, 20, 19, 18, 25, 24, 23, 22, 50, 49, 48, 47, 46, 45, 28, 27, 38, 43, 42, 41, 40, 31, 30, 34, 33]\n",
            "97 1 [36, 35, 34, 21, 32, 31, 30, 29, 28, 27, 26, 25, 42, 41, 40, 51, 50, 49, 48, 38, 46, 45, 44, 23, 19]\n",
            "98 1 [34, 33, 22, 21, 20, 19, 26, 25, 24, 31, 30, 29, 28, 44, 43, 50, 49, 47, 46, 41, 40, 39, 38, 37, 36]\n",
            "99 1 [23, 22, 21, 20, 25, 30, 43, 51, 50, 49, 47, 46, 45, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 28, 27]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 27 =========== \n",
            "\n",
            "Pareto sort 14\n",
            "14 4\n",
            "H_group [[49, 48, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 51, 46, 45, 44, 43], [30, 29, 28, 27, 26, 20, 21, 22, 23, 24, 18, 17, 16, 15, 14, 12, 11, 10, 9, 7, 6, 5, 3, 2, 1], [30, 29, 28, 26, 25, 24, 23, 22, 21, 19, 18, 17, 16, 15, 14, 12, 11, 10, 9, 8, 6, 5, 3, 2, 1], [31, 30, 29, 27, 26, 25, 23, 22, 20, 19, 18, 17, 15, 14, 13, 12, 11, 10, 9, 7, 8, 5, 4, 2, 1]]\n",
            "L_group [[33, 32, 30, 29, 28, 27, 26, 25, 24, 22, 21, 19, 18, 16, 12, 13, 14, 15, 10, 8, 6, 4, 3, 2, 1], [34, 33, 38, 31, 24, 23, 22, 32, 47, 41, 42, 45, 44, 46, 49, 40, 51, 43, 48, 50, 29, 28, 27, 26, 36], [41, 40, 38, 36, 34, 32, 31, 29, 27, 25, 24, 22, 20, 18, 17, 16, 14, 13, 11, 9, 7, 5, 4, 2, 1], [40, 38, 36, 35, 34, 32, 30, 28, 27, 26, 24, 23, 21, 20, 18, 17, 15, 13, 11, 9, 10, 7, 5, 3, 1]]\n",
            "\n",
            "|--- Client 3 <= 29.50\n",
            "|   |--- class: 1\n",
            "|--- Client 3 >  29.50\n",
            "|   |--- Client 21 <= 40.00\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 21 >  40.00\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [35, 29, 28, 26, 25, 18, 50, 49, 48, 47, 46, 31, 23, 22, 21, 20, 44, 43, 42, 41, 40, 39, 38, 37, 33]\n",
            "1 1 [32, 31, 29, 28, 27, 26, 25, 24, 47, 34, 45, 44, 43, 42, 41, 40, 39, 51, 50, 49, 37, 36, 22, 20, 18]\n",
            "2 1 [26, 25, 24, 36, 35, 22, 21, 15, 49, 48, 33, 28, 43, 42, 41, 19, 46, 45, 51, 13, 31, 30, 39, 38, 17]\n",
            "3 1 [28, 27, 32, 17, 39, 38, 37, 36, 35, 34, 21, 20, 19, 25, 24, 23, 43, 30, 41, 45, 51, 50, 49, 48, 47]\n",
            "4 1 [45, 44, 30, 39, 28, 27, 42, 41, 34, 33, 32, 17, 16, 37, 36, 25, 24, 23, 22, 51, 49, 48, 47, 20, 19]\n",
            "5 1 [39, 22, 21, 26, 25, 24, 19, 43, 42, 41, 35, 34, 33, 32, 31, 51, 50, 49, 37, 47, 46, 45, 29, 28, 17]\n",
            "6 1 [36, 35, 34, 33, 25, 24, 23, 27, 31, 30, 29, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38]\n",
            "7 1 [29, 28, 27, 26, 25, 24, 23, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 50, 49, 48, 47, 46, 44, 43]\n",
            "8 1 [40, 39, 21, 48, 47, 46, 45, 44, 43, 42, 37, 50, 31, 30, 29, 28, 27, 26, 25, 24, 23, 35, 34, 33, 19]\n",
            "9 1 [43, 42, 22, 49, 51, 34, 33, 36, 40, 38, 47, 25, 24, 45, 31, 30, 29, 28, 27, 20, 19, 18, 17, 16, 15]\n",
            "10 1 [37, 35, 27, 26, 25, 51, 49, 48, 47, 46, 44, 43, 42, 41, 40, 39, 23, 22, 21, 20, 33, 32, 31, 30, 29]\n",
            "11 1 [16, 29, 28, 27, 34, 33, 22, 21, 20, 19, 18, 48, 51, 50, 37, 36, 31, 46, 45, 44, 43, 39, 25, 24, 41]\n",
            "12 1 [30, 38, 37, 36, 40, 25, 24, 23, 34, 33, 32, 48, 47, 46, 45, 44, 43, 42, 28, 27, 50, 21, 20, 19, 18]\n",
            "13 1 [21, 20, 19, 46, 45, 51, 50, 37, 36, 35, 34, 33, 32, 31, 30, 28, 27, 26, 25, 24, 23, 41, 39, 48, 43]\n",
            "14 1 [50, 49, 20, 19, 18, 34, 32, 31, 30, 28, 27, 26, 25, 23, 22, 40, 43, 42, 16, 47, 46, 45, 38, 37, 36]\n",
            "15 1 [30, 29, 25, 24, 23, 22, 21, 32, 43, 50, 49, 48, 41, 40, 39, 38, 15, 14, 27, 36, 46, 45, 19, 17, 34]\n",
            "16 1 [34, 33, 51, 50, 49, 16, 15, 40, 44, 43, 42, 22, 20, 19, 18, 36, 25, 24, 38, 47, 46, 31, 29, 28, 27]\n",
            "17 1 [19, 18, 17, 16, 15, 34, 33, 21, 24, 23, 50, 44, 36, 26, 48, 46, 31, 30, 29, 28, 42, 41, 40, 39, 38]\n",
            "18 1 [48, 47, 46, 23, 22, 35, 34, 33, 32, 31, 30, 29, 28, 27, 39, 38, 37, 44, 43, 42, 41, 20, 25, 51, 50]\n",
            "19 1 [30, 29, 28, 27, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 25, 24, 23, 51, 50, 49, 48, 47, 46, 32]\n",
            "20 1 [27, 22, 21, 20, 19, 51, 43, 42, 41, 40, 39, 38, 31, 30, 29, 49, 48, 47, 25, 24, 45, 36, 35, 34, 33]\n",
            "21 1 [24, 23, 22, 20, 19, 18, 32, 31, 29, 46, 45, 44, 43, 42, 48, 34, 40, 39, 38, 37, 36, 51, 50, 27, 26]\n",
            "22 1 [19, 18, 17, 16, 41, 29, 28, 35, 34, 33, 22, 21, 39, 31, 26, 25, 24, 43, 47, 46, 45, 37, 51, 50, 49]\n",
            "23 1 [51, 50, 49, 48, 38, 37, 36, 35, 25, 23, 22, 21, 20, 33, 32, 31, 46, 44, 43, 42, 41, 40, 29, 28, 27]\n",
            "24 1 [24, 51, 35, 49, 30, 29, 28, 22, 20, 19, 18, 26, 33, 32, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37]\n",
            "25 1 [31, 14, 37, 46, 45, 23, 22, 21, 27, 26, 25, 19, 35, 34, 33, 17, 16, 39, 29, 51, 50, 49, 48, 43, 41]\n",
            "26 1 [41, 40, 51, 50, 29, 28, 27, 26, 19, 38, 37, 36, 35, 34, 32, 31, 21, 48, 47, 46, 45, 44, 43, 24, 23]\n",
            "27 1 [27, 21, 20, 19, 18, 34, 33, 16, 37, 36, 25, 24, 23, 29, 45, 31, 39, 51, 50, 49, 48, 47, 43, 42, 41]\n",
            "28 1 [47, 46, 45, 43, 41, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 34, 36, 51, 50, 49, 39, 38, 20, 19]\n",
            "29 1 [49, 35, 34, 33, 32, 31, 30, 26, 25, 23, 22, 21, 20, 19, 18, 47, 51, 45, 28, 43, 42, 41, 39, 38, 37]\n",
            "30 1 [30, 25, 24, 23, 22, 21, 20, 50, 49, 48, 47, 46, 35, 34, 33, 32, 44, 28, 27, 42, 41, 40, 39, 38, 37]\n",
            "31 1 [26, 25, 24, 23, 17, 50, 49, 48, 47, 45, 19, 43, 42, 41, 40, 39, 21, 15, 35, 34, 33, 31, 37, 29, 28]\n",
            "32 1 [38, 30, 29, 28, 19, 46, 45, 44, 43, 36, 35, 34, 33, 32, 26, 25, 41, 40, 23, 22, 21, 51, 50, 49, 48]\n",
            "33 1 [32, 31, 30, 29, 28, 27, 41, 40, 39, 20, 25, 24, 23, 22, 37, 36, 35, 34, 47, 46, 45, 44, 43, 50, 49]\n",
            "34 1 [26, 46, 18, 17, 29, 28, 50, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 24, 48, 22, 21, 20, 44, 43]\n",
            "35 1 [28, 27, 26, 34, 51, 50, 24, 23, 22, 21, 20, 19, 30, 48, 32, 37, 36, 46, 45, 44, 43, 42, 41, 40, 39]\n",
            "36 1 [31, 30, 29, 42, 41, 46, 45, 44, 50, 49, 48, 34, 33, 39, 23, 22, 21, 27, 26, 25, 19, 18, 17, 37, 36]\n",
            "37 1 [19, 18, 25, 24, 23, 22, 21, 48, 47, 51, 50, 43, 42, 41, 40, 39, 35, 34, 33, 32, 45, 28, 27, 37, 30]\n",
            "38 1 [19, 18, 26, 25, 24, 23, 22, 21, 35, 16, 33, 32, 38, 37, 50, 49, 48, 47, 42, 30, 29, 28, 45, 44, 40]\n",
            "39 1 [19, 18, 24, 32, 31, 30, 47, 46, 44, 43, 42, 41, 28, 22, 21, 51, 50, 49, 39, 38, 37, 36, 35, 34, 26]\n",
            "40 1 [33, 19, 17, 16, 38, 43, 42, 41, 40, 28, 27, 36, 35, 25, 24, 23, 22, 21, 50, 49, 48, 31, 30, 46, 45]\n",
            "41 1 [43, 42, 41, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 34, 46, 45, 51, 50, 49, 48, 39, 38, 37, 36]\n",
            "42 1 [18, 17, 16, 30, 29, 41, 40, 39, 35, 34, 46, 51, 27, 26, 25, 32, 44, 43, 49, 48, 37, 23, 22, 21, 20]\n",
            "43 1 [24, 23, 22, 21, 40, 19, 18, 17, 16, 38, 37, 44, 43, 42, 35, 34, 46, 30, 29, 51, 32, 49, 48, 27, 26]\n",
            "44 1 [41, 44, 43, 24, 23, 33, 32, 31, 30, 19, 18, 17, 21, 39, 37, 36, 35, 51, 49, 48, 47, 46, 28, 27, 26]\n",
            "45 1 [48, 47, 46, 36, 35, 34, 26, 32, 31, 30, 29, 28, 41, 40, 38, 19, 18, 17, 21, 51, 50, 24, 23, 44, 43]\n",
            "46 1 [36, 14, 49, 18, 16, 32, 41, 30, 39, 38, 28, 27, 26, 24, 23, 22, 21, 20, 47, 46, 45, 44, 43, 34, 51]\n",
            "47 1 [32, 16, 15, 51, 39, 38, 37, 42, 41, 49, 48, 18, 28, 23, 22, 21, 20, 30, 26, 25, 35, 34, 46, 45, 44]\n",
            "48 1 [33, 31, 29, 47, 46, 45, 44, 43, 42, 41, 40, 27, 38, 37, 36, 35, 25, 24, 23, 22, 21, 20, 51, 50, 49]\n",
            "49 1 [28, 27, 44, 22, 21, 20, 19, 18, 38, 37, 36, 51, 50, 49, 48, 34, 33, 32, 31, 30, 42, 40, 46, 25, 24]\n",
            "50 1 [26, 25, 23, 42, 44, 40, 39, 38, 37, 36, 35, 33, 32, 31, 30, 28, 21, 19, 18, 51, 50, 49, 48, 47, 46]\n",
            "51 1 [43, 26, 25, 47, 33, 31, 45, 36, 35, 23, 41, 40, 50, 49, 16, 15, 19, 18, 13, 12, 11, 29, 28, 38, 21]\n",
            "52 1 [35, 30, 29, 28, 27, 33, 32, 50, 49, 48, 47, 46, 16, 25, 44, 23, 22, 42, 40, 39, 38, 37, 20, 19, 18]\n",
            "53 1 [28, 27, 25, 35, 34, 42, 41, 40, 39, 38, 37, 51, 50, 49, 48, 47, 46, 21, 20, 19, 44, 23, 32, 31, 30]\n",
            "54 1 [31, 30, 29, 28, 27, 26, 25, 24, 23, 46, 35, 34, 33, 50, 39, 38, 37, 48, 44, 43, 42, 41, 21, 20, 18]\n",
            "55 1 [50, 45, 25, 24, 23, 21, 20, 19, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 48, 47, 29, 27]\n",
            "56 1 [31, 29, 28, 48, 51, 50, 26, 25, 24, 23, 22, 20, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 46, 45]\n",
            "57 1 [33, 32, 31, 35, 21, 20, 19, 51, 50, 49, 48, 47, 46, 45, 29, 25, 27, 37, 43, 42, 41, 40, 39, 23, 17]\n",
            "58 1 [19, 25, 23, 22, 21, 51, 50, 31, 30, 29, 28, 27, 33, 48, 47, 45, 44, 43, 42, 41, 39, 38, 37, 36, 35]\n",
            "59 1 [21, 20, 51, 36, 35, 31, 30, 29, 38, 33, 27, 26, 25, 24, 23, 18, 49, 48, 47, 46, 45, 44, 42, 41, 40]\n",
            "60 1 [23, 36, 30, 29, 28, 21, 34, 33, 32, 26, 25, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38]\n",
            "61 1 [16, 15, 14, 29, 21, 20, 33, 32, 31, 41, 48, 47, 46, 24, 23, 18, 39, 38, 44, 43, 27, 26, 50, 36, 35]\n",
            "62 1 [26, 25, 31, 36, 35, 34, 33, 16, 19, 18, 43, 42, 21, 23, 40, 39, 38, 49, 48, 47, 46, 45, 29, 28, 51]\n",
            "63 1 [29, 27, 26, 25, 18, 42, 41, 40, 38, 37, 36, 35, 31, 51, 50, 49, 47, 46, 45, 44, 33, 23, 22, 21, 20]\n",
            "64 1 [39, 38, 37, 36, 35, 50, 43, 42, 41, 27, 33, 32, 31, 30, 29, 23, 22, 25, 20, 19, 48, 47, 46, 45, 17]\n",
            "65 1 [20, 49, 48, 47, 46, 45, 44, 43, 42, 41, 32, 31, 30, 29, 28, 27, 26, 25, 24, 22, 51, 37, 35, 34, 39]\n",
            "66 1 [37, 35, 34, 33, 25, 24, 23, 22, 31, 30, 29, 28, 27, 20, 41, 40, 39, 50, 49, 48, 47, 46, 45, 44, 43]\n",
            "67 1 [31, 30, 29, 28, 27, 45, 44, 43, 48, 47, 35, 41, 40, 39, 38, 37, 51, 50, 25, 24, 33, 22, 21, 20, 19]\n",
            "68 1 [26, 25, 24, 23, 22, 21, 20, 40, 39, 29, 28, 18, 32, 31, 42, 51, 50, 49, 48, 47, 46, 37, 35, 34, 44]\n",
            "69 1 [41, 40, 18, 17, 16, 48, 47, 46, 45, 38, 37, 36, 35, 34, 33, 31, 21, 20, 26, 25, 23, 50, 43, 29, 28]\n",
            "70 1 [20, 19, 28, 27, 26, 33, 31, 30, 22, 50, 49, 48, 44, 38, 37, 46, 17, 40, 15, 42, 13, 12, 11, 35, 24]\n",
            "71 1 [32, 34, 25, 24, 23, 44, 46, 51, 50, 48, 21, 20, 19, 17, 28, 27, 30, 15, 42, 41, 40, 39, 38, 37, 36]\n",
            "72 1 [24, 23, 22, 21, 27, 26, 37, 36, 42, 41, 39, 34, 33, 32, 44, 51, 50, 49, 47, 46, 30, 29, 19, 18, 17]\n",
            "73 1 [48, 25, 31, 30, 29, 20, 19, 18, 17, 16, 44, 43, 50, 37, 36, 35, 34, 33, 23, 22, 41, 40, 39, 27, 46]\n",
            "74 1 [51, 50, 27, 26, 35, 24, 23, 22, 21, 20, 41, 40, 39, 38, 37, 29, 48, 47, 46, 18, 44, 43, 33, 32, 31]\n",
            "75 1 [15, 33, 31, 29, 28, 26, 25, 24, 23, 44, 50, 21, 48, 47, 46, 19, 18, 17, 35, 42, 41, 40, 39, 38, 37]\n",
            "76 1 [44, 31, 40, 39, 42, 22, 21, 20, 19, 18, 17, 37, 36, 27, 34, 33, 51, 50, 49, 48, 47, 46, 29, 25, 24]\n",
            "77 1 [28, 27, 21, 25, 44, 43, 42, 41, 40, 39, 23, 37, 36, 35, 34, 33, 32, 31, 30, 51, 50, 49, 48, 47, 46]\n",
            "78 1 [44, 49, 18, 17, 29, 28, 34, 33, 32, 31, 42, 41, 26, 25, 24, 23, 22, 47, 46, 39, 38, 36, 51, 20, 15]\n",
            "79 1 [23, 48, 47, 46, 21, 20, 19, 18, 17, 37, 36, 34, 42, 41, 40, 39, 30, 51, 50, 32, 44, 28, 27, 26, 25]\n",
            "80 1 [20, 19, 18, 17, 22, 50, 49, 48, 47, 46, 27, 26, 41, 44, 43, 32, 39, 38, 37, 36, 35, 34, 24, 30, 29]\n",
            "81 1 [38, 37, 28, 27, 26, 25, 50, 33, 31, 30, 48, 35, 20, 19, 18, 17, 46, 45, 44, 43, 42, 41, 40, 23, 22]\n",
            "82 1 [37, 36, 35, 34, 51, 30, 26, 24, 22, 21, 20, 18, 17, 32, 28, 41, 40, 39, 49, 48, 47, 46, 45, 44, 43]\n",
            "83 1 [22, 21, 20, 19, 18, 31, 30, 40, 38, 28, 27, 26, 25, 24, 51, 50, 49, 47, 46, 45, 34, 33, 43, 42, 36]\n",
            "84 1 [22, 21, 51, 50, 40, 39, 38, 37, 36, 35, 34, 33, 32, 45, 44, 43, 42, 28, 27, 26, 48, 47, 19, 24, 30]\n",
            "85 1 [46, 45, 44, 43, 42, 41, 40, 39, 38, 31, 30, 25, 24, 23, 22, 21, 20, 28, 27, 48, 50, 36, 35, 34, 33]\n",
            "86 1 [27, 18, 17, 16, 36, 35, 33, 32, 31, 30, 29, 50, 21, 20, 25, 46, 45, 44, 43, 42, 41, 39, 38, 23, 48]\n",
            "87 1 [39, 38, 37, 45, 23, 21, 20, 29, 16, 35, 34, 33, 32, 31, 43, 42, 41, 50, 49, 48, 47, 18, 27, 26, 25]\n",
            "88 1 [40, 39, 38, 37, 36, 35, 19, 26, 25, 24, 23, 51, 50, 49, 47, 46, 45, 31, 30, 43, 42, 33, 28, 17, 21]\n",
            "89 1 [40, 39, 26, 25, 24, 23, 43, 42, 19, 47, 37, 36, 35, 45, 51, 50, 49, 33, 32, 31, 30, 29, 28, 17, 21]\n",
            "90 1 [30, 29, 28, 40, 39, 37, 22, 21, 20, 35, 26, 25, 24, 42, 33, 32, 51, 50, 49, 18, 17, 16, 47, 45, 44]\n",
            "91 1 [39, 38, 37, 36, 35, 19, 29, 28, 27, 26, 25, 24, 23, 22, 21, 33, 46, 51, 50, 49, 48, 44, 43, 41, 31]\n",
            "92 1 [18, 17, 16, 51, 34, 30, 45, 43, 42, 41, 32, 37, 36, 26, 25, 24, 23, 22, 21, 20, 49, 48, 47, 28, 39]\n",
            "93 1 [51, 15, 14, 13, 24, 20, 47, 29, 27, 26, 22, 31, 34, 33, 45, 44, 43, 38, 37, 36, 41, 40, 49, 18, 17]\n",
            "94 1 [21, 20, 19, 44, 27, 26, 42, 24, 23, 34, 17, 15, 14, 32, 31, 30, 29, 37, 36, 50, 49, 48, 46, 40, 39]\n",
            "95 1 [45, 22, 30, 29, 28, 13, 24, 37, 36, 35, 11, 39, 18, 17, 33, 32, 43, 47, 26, 51, 50, 49, 41, 15, 20]\n",
            "96 1 [37, 28, 27, 26, 25, 24, 23, 22, 35, 34, 46, 45, 44, 42, 41, 40, 39, 32, 30, 50, 48, 18, 17, 16, 20]\n",
            "97 1 [19, 18, 14, 13, 51, 47, 25, 24, 23, 43, 16, 11, 10, 45, 41, 39, 38, 37, 35, 31, 21, 49, 27, 29, 33]\n",
            "98 1 [19, 18, 17, 50, 24, 23, 34, 32, 31, 30, 29, 28, 38, 37, 36, 21, 48, 46, 45, 44, 43, 42, 41, 40, 26]\n",
            "99 1 [45, 28, 27, 23, 31, 30, 51, 49, 48, 47, 21, 20, 19, 18, 17, 35, 34, 33, 37, 25, 43, 42, 41, 40, 39]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 28 =========== \n",
            "\n",
            "Pareto sort 18\n",
            "18 5\n",
            "H_group [[29, 28, 27, 21, 22, 20, 23, 25, 24, 18, 17, 16, 15, 14, 13, 11, 10, 8, 7, 6, 5, 4, 3, 2, 1], [31, 32, 29, 28, 26, 25, 24, 23, 21, 20, 19, 17, 16, 15, 14, 13, 10, 11, 12, 8, 7, 6, 4, 3, 1], [48, 47, 46, 32, 31, 30, 29, 35, 34, 36, 28, 27, 44, 43, 42, 41, 40, 39, 38, 25, 24, 22, 21, 51, 50], [32, 31, 30, 28, 27, 26, 22, 23, 24, 20, 19, 18, 17, 16, 13, 14, 15, 11, 10, 8, 6, 5, 4, 3, 1], [33, 32, 31, 29, 28, 27, 26, 23, 24, 21, 19, 18, 17, 15, 14, 13, 12, 11, 10, 8, 6, 5, 3, 1, 2]]\n",
            "L_group [[38, 37, 35, 34, 32, 30, 29, 28, 26, 24, 23, 21, 19, 17, 18, 15, 14, 13, 12, 10, 8, 6, 4, 2, 1], [37, 36, 34, 33, 31, 29, 27, 25, 24, 22, 21, 20, 18, 17, 15, 14, 12, 9, 10, 8, 6, 3, 4, 5, 1], [40, 39, 37, 36, 34, 32, 30, 29, 27, 26, 24, 23, 21, 19, 17, 18, 15, 13, 12, 10, 8, 6, 4, 3, 1], [42, 40, 38, 36, 35, 33, 31, 30, 28, 26, 24, 23, 21, 20, 18, 17, 15, 13, 11, 9, 8, 6, 4, 3, 1], [43, 41, 39, 37, 35, 33, 31, 29, 28, 26, 25, 23, 21, 20, 18, 15, 16, 13, 11, 9, 8, 6, 4, 2, 1]]\n",
            "\n",
            "|--- Client 4 <= 32.50\n",
            "|   |--- class: 1\n",
            "|--- Client 4 >  32.50\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [46, 45, 44, 29, 28, 27, 26, 25, 24, 23, 22, 21, 20, 31, 48, 42, 41, 40, 50, 38, 37, 36, 35, 34, 33]\n",
            "1 1 [33, 32, 31, 30, 29, 28, 27, 26, 25, 51, 37, 36, 35, 49, 48, 47, 46, 45, 23, 22, 43, 42, 41, 40, 39]\n",
            "2 1 [22, 21, 20, 19, 18, 30, 45, 44, 24, 48, 47, 32, 37, 36, 35, 34, 28, 27, 26, 42, 41, 40, 39, 51, 50]\n",
            "3 1 [17, 45, 44, 28, 37, 26, 25, 24, 23, 22, 35, 15, 31, 30, 51, 50, 48, 47, 42, 41, 40, 39, 20, 19, 33]\n",
            "4 1 [50, 19, 17, 16, 46, 45, 30, 29, 39, 38, 37, 36, 35, 34, 23, 22, 21, 27, 26, 25, 48, 43, 42, 41, 32]\n",
            "5 1 [26, 25, 24, 22, 21, 51, 50, 49, 43, 42, 32, 31, 30, 47, 46, 45, 40, 38, 37, 36, 35, 34, 28, 19, 18]\n",
            "6 1 [51, 50, 19, 18, 17, 16, 43, 42, 38, 37, 40, 48, 47, 46, 45, 32, 25, 24, 22, 21, 27, 35, 34, 30, 29]\n",
            "7 1 [30, 29, 28, 27, 26, 45, 44, 47, 24, 23, 51, 50, 49, 21, 34, 33, 32, 42, 41, 40, 39, 38, 37, 36, 19]\n",
            "8 1 [27, 26, 25, 18, 17, 16, 50, 49, 48, 42, 41, 20, 46, 45, 44, 36, 34, 33, 39, 38, 23, 22, 31, 30, 29]\n",
            "9 1 [44, 43, 22, 20, 19, 39, 38, 37, 32, 27, 26, 25, 24, 30, 29, 17, 51, 50, 49, 48, 47, 46, 35, 34, 41]\n",
            "10 1 [24, 35, 34, 28, 27, 26, 42, 44, 51, 50, 48, 47, 46, 40, 18, 17, 16, 15, 32, 38, 37, 22, 21, 20, 30]\n",
            "11 1 [33, 38, 44, 15, 14, 40, 12, 11, 17, 9, 36, 35, 29, 28, 20, 19, 48, 31, 42, 46, 50, 24, 23, 22, 26]\n",
            "12 1 [37, 36, 35, 21, 20, 31, 30, 29, 33, 49, 48, 47, 46, 27, 26, 42, 40, 39, 51, 18, 17, 16, 24, 23, 44]\n",
            "13 1 [47, 50, 49, 27, 26, 25, 16, 15, 14, 38, 37, 30, 29, 43, 42, 35, 45, 20, 33, 32, 40, 18, 23, 22, 12]\n",
            "14 1 [32, 25, 30, 29, 28, 27, 51, 49, 48, 38, 37, 36, 35, 34, 43, 42, 41, 40, 23, 22, 21, 20, 19, 46, 45]\n",
            "15 1 [43, 42, 17, 16, 37, 45, 31, 30, 29, 28, 27, 26, 25, 24, 33, 50, 49, 35, 22, 21, 20, 19, 47, 40, 39]\n",
            "16 1 [35, 34, 33, 32, 31, 30, 29, 28, 22, 21, 20, 19, 26, 25, 24, 43, 42, 50, 49, 40, 47, 46, 45, 38, 37]\n",
            "17 1 [31, 30, 28, 27, 26, 25, 36, 35, 23, 22, 20, 19, 42, 41, 40, 39, 38, 46, 45, 44, 48, 33, 17, 51, 50]\n",
            "18 1 [15, 34, 26, 25, 24, 23, 17, 32, 51, 50, 49, 47, 46, 45, 37, 36, 41, 21, 20, 19, 43, 39, 30, 29, 28]\n",
            "19 1 [43, 42, 32, 31, 47, 46, 45, 29, 28, 27, 26, 25, 24, 23, 19, 18, 40, 39, 38, 37, 35, 34, 49, 21, 51]\n",
            "20 1 [48, 47, 18, 17, 45, 44, 42, 41, 26, 25, 24, 23, 22, 20, 29, 28, 50, 39, 38, 36, 35, 34, 33, 32, 31]\n",
            "21 1 [26, 25, 44, 17, 16, 23, 28, 50, 49, 48, 47, 46, 34, 33, 21, 31, 30, 19, 42, 41, 40, 39, 38, 37, 36]\n",
            "22 1 [51, 39, 29, 28, 27, 26, 25, 24, 23, 22, 21, 20, 18, 41, 49, 35, 34, 33, 32, 31, 43, 47, 46, 45, 37]\n",
            "23 1 [19, 30, 32, 17, 16, 15, 25, 51, 49, 45, 23, 22, 21, 36, 35, 34, 43, 42, 41, 40, 39, 38, 47, 28, 27]\n",
            "24 1 [47, 46, 45, 25, 24, 23, 22, 21, 20, 32, 30, 29, 27, 51, 50, 49, 41, 40, 39, 38, 37, 36, 35, 34, 43]\n",
            "25 1 [35, 41, 40, 29, 28, 38, 37, 49, 48, 16, 15, 14, 46, 45, 44, 43, 23, 22, 20, 31, 33, 18, 26, 25, 51]\n",
            "26 1 [23, 22, 21, 31, 30, 29, 28, 47, 46, 45, 44, 42, 41, 40, 39, 34, 33, 19, 26, 25, 51, 50, 49, 37, 36]\n",
            "27 1 [22, 21, 20, 19, 18, 41, 40, 39, 37, 43, 35, 49, 48, 47, 33, 32, 31, 30, 29, 28, 27, 26, 45, 24, 51]\n",
            "28 1 [50, 49, 29, 28, 22, 21, 40, 26, 25, 24, 42, 19, 18, 47, 46, 45, 44, 38, 37, 36, 35, 34, 33, 32, 31]\n",
            "29 1 [50, 21, 20, 19, 31, 30, 35, 33, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 28, 27, 26, 25, 23]\n",
            "30 1 [30, 37, 36, 25, 34, 33, 32, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 23, 22, 39, 16, 28, 27, 18, 20]\n",
            "31 1 [49, 36, 18, 17, 34, 33, 51, 29, 28, 27, 26, 25, 38, 44, 43, 42, 41, 40, 23, 22, 21, 20, 31, 47, 46]\n",
            "32 1 [19, 42, 41, 25, 24, 23, 22, 21, 33, 32, 31, 39, 38, 37, 36, 35, 46, 45, 44, 27, 29, 51, 50, 49, 48]\n",
            "33 1 [14, 13, 21, 27, 19, 18, 39, 34, 33, 32, 31, 41, 25, 16, 23, 46, 45, 44, 43, 50, 49, 48, 37, 36, 29]\n",
            "34 1 [21, 20, 19, 18, 28, 30, 51, 50, 37, 44, 43, 16, 15, 14, 23, 46, 39, 48, 35, 34, 33, 32, 41, 26, 25]\n",
            "35 1 [18, 35, 25, 24, 23, 16, 15, 45, 44, 29, 28, 27, 47, 42, 21, 20, 33, 32, 31, 51, 50, 49, 40, 39, 37]\n",
            "36 1 [43, 42, 33, 24, 27, 26, 50, 49, 38, 37, 31, 13, 47, 46, 45, 40, 18, 17, 16, 15, 22, 21, 20, 29, 35]\n",
            "37 1 [24, 16, 15, 18, 47, 46, 45, 44, 43, 41, 40, 28, 22, 21, 20, 31, 30, 38, 37, 36, 35, 33, 50, 49, 26]\n",
            "38 1 [35, 33, 32, 31, 47, 45, 44, 43, 42, 41, 40, 39, 29, 28, 27, 50, 49, 37, 25, 24, 23, 21, 20, 19, 18]\n",
            "39 1 [50, 36, 35, 29, 28, 27, 26, 43, 42, 41, 40, 24, 23, 48, 47, 46, 45, 21, 20, 19, 38, 33, 31, 17, 16]\n",
            "40 1 [24, 23, 22, 21, 19, 18, 17, 16, 34, 33, 41, 31, 45, 44, 43, 50, 49, 48, 47, 37, 36, 39, 29, 27, 26]\n",
            "41 1 [34, 26, 25, 24, 22, 21, 20, 28, 47, 46, 45, 44, 43, 51, 50, 49, 32, 31, 30, 41, 40, 39, 38, 37, 36]\n",
            "42 1 [16, 35, 34, 32, 23, 22, 21, 20, 19, 18, 37, 30, 29, 28, 27, 26, 25, 44, 43, 46, 51, 50, 41, 48, 39]\n",
            "43 1 [49, 48, 32, 16, 15, 42, 40, 30, 29, 19, 18, 51, 38, 37, 36, 34, 46, 45, 44, 27, 26, 24, 23, 22, 21]\n",
            "44 1 [42, 41, 29, 17, 16, 34, 32, 31, 25, 24, 23, 22, 47, 46, 45, 44, 49, 39, 38, 37, 36, 20, 19, 27, 51]\n",
            "45 1 [38, 49, 48, 24, 23, 22, 21, 20, 44, 43, 42, 41, 40, 36, 35, 34, 33, 32, 31, 30, 29, 28, 51, 46, 26]\n",
            "46 1 [48, 47, 32, 31, 30, 29, 28, 27, 51, 50, 43, 39, 45, 25, 24, 23, 22, 41, 20, 19, 18, 17, 37, 35, 34]\n",
            "47 1 [51, 50, 30, 29, 28, 27, 21, 20, 44, 43, 42, 41, 40, 39, 38, 36, 35, 34, 33, 32, 48, 47, 46, 25, 23]\n",
            "48 1 [35, 33, 32, 31, 30, 29, 28, 27, 26, 25, 50, 49, 42, 23, 22, 21, 40, 39, 47, 37, 45, 44, 19, 18, 17]\n",
            "49 1 [28, 16, 19, 18, 47, 46, 45, 30, 21, 26, 25, 24, 23, 32, 50, 49, 43, 42, 41, 39, 38, 37, 36, 35, 34]\n",
            "50 1 [25, 24, 23, 30, 48, 28, 27, 21, 16, 15, 37, 36, 35, 34, 33, 32, 40, 39, 46, 45, 44, 50, 19, 18, 42]\n",
            "51 1 [26, 29, 28, 31, 16, 41, 47, 14, 45, 39, 38, 37, 36, 35, 33, 49, 51, 12, 24, 23, 22, 21, 43, 19, 18]\n",
            "52 1 [51, 29, 28, 15, 21, 44, 43, 41, 40, 39, 26, 49, 48, 47, 46, 17, 37, 19, 35, 34, 33, 32, 31, 24, 23]\n",
            "53 1 [28, 27, 22, 21, 43, 42, 41, 40, 39, 38, 25, 24, 15, 34, 46, 45, 50, 36, 48, 19, 18, 17, 32, 31, 30]\n",
            "54 1 [22, 21, 20, 30, 28, 27, 26, 25, 24, 43, 42, 41, 40, 39, 38, 36, 35, 34, 33, 32, 51, 49, 48, 46, 45]\n",
            "55 1 [24, 23, 29, 28, 27, 26, 51, 50, 49, 48, 47, 46, 45, 44, 43, 41, 40, 39, 38, 37, 35, 34, 33, 32, 31]\n",
            "56 1 [35, 22, 21, 26, 44, 43, 24, 51, 50, 49, 48, 46, 41, 40, 39, 38, 37, 33, 32, 31, 30, 29, 28, 19, 18]\n",
            "57 1 [22, 21, 20, 18, 46, 42, 41, 40, 39, 37, 36, 35, 34, 51, 44, 25, 24, 32, 16, 49, 48, 30, 29, 28, 27]\n",
            "58 1 [25, 24, 23, 22, 21, 20, 19, 41, 40, 39, 38, 37, 36, 34, 28, 27, 47, 46, 45, 50, 49, 32, 31, 30, 43]\n",
            "59 1 [35, 34, 33, 26, 45, 44, 24, 23, 22, 20, 13, 18, 47, 16, 15, 42, 50, 49, 40, 39, 38, 37, 28, 31, 30]\n",
            "60 1 [44, 43, 33, 32, 31, 30, 51, 28, 38, 23, 22, 21, 20, 19, 18, 16, 26, 25, 41, 40, 49, 48, 46, 36, 35]\n",
            "61 1 [39, 38, 37, 22, 21, 33, 48, 47, 46, 45, 44, 42, 41, 17, 19, 31, 30, 29, 28, 27, 26, 24, 35, 51, 50]\n",
            "62 1 [22, 21, 20, 26, 18, 17, 45, 24, 15, 40, 39, 47, 37, 35, 34, 33, 43, 42, 31, 30, 29, 28, 51, 50, 49]\n",
            "63 1 [44, 33, 46, 31, 37, 18, 16, 15, 14, 12, 11, 21, 20, 42, 41, 40, 39, 48, 50, 29, 28, 27, 25, 35, 23]\n",
            "64 1 [32, 31, 30, 29, 28, 37, 42, 41, 40, 39, 51, 50, 35, 34, 24, 23, 22, 48, 46, 45, 44, 26, 20, 19, 18]\n",
            "65 1 [20, 22, 33, 24, 15, 14, 47, 45, 44, 42, 41, 31, 39, 38, 37, 35, 29, 28, 27, 26, 18, 17, 51, 50, 49]\n",
            "66 1 [31, 51, 18, 17, 16, 33, 29, 28, 27, 40, 38, 23, 22, 25, 20, 36, 35, 49, 48, 47, 46, 45, 44, 43, 42]\n",
            "67 1 [34, 33, 32, 31, 30, 29, 28, 27, 26, 41, 50, 49, 48, 46, 45, 37, 36, 43, 24, 23, 22, 21, 20, 19, 39]\n",
            "68 1 [26, 20, 19, 18, 24, 28, 50, 49, 48, 47, 46, 45, 44, 43, 42, 35, 34, 40, 39, 38, 37, 32, 31, 30, 22]\n",
            "69 1 [44, 22, 42, 18, 17, 16, 15, 14, 13, 25, 24, 49, 48, 37, 36, 35, 27, 40, 39, 33, 20, 51, 29, 31, 46]\n",
            "70 1 [20, 19, 33, 32, 31, 30, 45, 44, 42, 15, 40, 39, 38, 37, 36, 35, 24, 17, 50, 49, 28, 27, 26, 22, 47]\n",
            "71 1 [33, 32, 31, 30, 23, 39, 38, 37, 36, 35, 21, 20, 19, 47, 51, 50, 49, 45, 44, 43, 41, 28, 27, 26, 25]\n",
            "72 1 [23, 22, 20, 19, 42, 41, 33, 32, 31, 30, 29, 28, 27, 26, 25, 36, 35, 44, 51, 50, 39, 38, 48, 47, 46]\n",
            "73 1 [42, 41, 20, 19, 26, 30, 29, 28, 37, 36, 35, 34, 33, 32, 24, 23, 22, 50, 49, 48, 47, 46, 45, 44, 39]\n",
            "74 1 [48, 47, 22, 21, 20, 36, 41, 18, 17, 50, 12, 24, 32, 34, 39, 38, 26, 45, 44, 43, 30, 29, 28, 15, 14]\n",
            "75 1 [37, 48, 19, 18, 27, 26, 24, 23, 22, 21, 51, 50, 46, 45, 44, 43, 42, 41, 35, 33, 32, 31, 30, 29, 39]\n",
            "76 1 [51, 30, 29, 28, 27, 37, 36, 35, 49, 48, 47, 45, 44, 18, 17, 25, 24, 33, 32, 22, 20, 42, 41, 40, 39]\n",
            "77 1 [39, 35, 20, 19, 18, 41, 48, 47, 46, 45, 23, 22, 16, 15, 31, 30, 29, 28, 27, 26, 25, 33, 43, 50, 37]\n",
            "78 1 [35, 34, 33, 22, 21, 19, 41, 40, 39, 38, 37, 50, 49, 48, 47, 46, 45, 44, 43, 31, 24, 29, 28, 27, 26]\n",
            "79 1 [39, 38, 25, 24, 23, 44, 36, 21, 20, 18, 17, 16, 34, 33, 32, 31, 50, 49, 48, 47, 46, 27, 29, 42, 41]\n",
            "80 1 [32, 31, 30, 29, 50, 49, 27, 26, 25, 39, 38, 36, 35, 34, 47, 23, 22, 21, 20, 19, 18, 43, 42, 41, 45]\n",
            "81 1 [32, 31, 30, 29, 28, 27, 26, 22, 45, 44, 43, 50, 49, 24, 41, 40, 20, 19, 18, 17, 34, 47, 38, 37, 36]\n",
            "82 1 [24, 32, 31, 30, 29, 28, 27, 26, 34, 50, 44, 43, 42, 41, 40, 39, 38, 37, 36, 48, 47, 46, 20, 18, 22]\n",
            "83 1 [51, 49, 25, 24, 17, 27, 13, 20, 19, 47, 46, 45, 44, 39, 34, 33, 32, 37, 36, 30, 29, 22, 15, 42, 41]\n",
            "84 1 [27, 26, 25, 29, 44, 43, 42, 34, 33, 32, 31, 20, 51, 23, 22, 18, 17, 49, 47, 46, 40, 39, 38, 37, 36]\n",
            "85 1 [23, 26, 25, 15, 14, 13, 41, 40, 39, 38, 48, 21, 29, 28, 44, 43, 36, 31, 34, 33, 46, 51, 50, 19, 17]\n",
            "86 1 [39, 38, 33, 32, 31, 30, 29, 28, 44, 43, 26, 25, 24, 23, 22, 47, 46, 51, 41, 20, 19, 36, 35, 17, 49]\n",
            "87 1 [42, 41, 40, 18, 17, 20, 50, 49, 48, 47, 32, 24, 22, 15, 45, 44, 38, 37, 36, 35, 34, 30, 29, 28, 26]\n",
            "88 1 [34, 33, 32, 20, 28, 51, 50, 26, 48, 47, 46, 45, 39, 38, 36, 43, 42, 41, 18, 17, 16, 24, 23, 22, 30]\n",
            "89 1 [34, 29, 28, 27, 26, 21, 19, 18, 43, 42, 41, 40, 50, 49, 48, 47, 46, 45, 32, 31, 24, 23, 38, 37, 36]\n",
            "90 1 [41, 19, 17, 16, 31, 30, 29, 28, 27, 26, 36, 35, 34, 33, 43, 39, 38, 45, 50, 24, 23, 22, 21, 48, 47]\n",
            "91 1 [40, 21, 32, 31, 30, 29, 38, 37, 36, 25, 44, 43, 42, 23, 34, 27, 19, 18, 17, 16, 49, 48, 47, 46, 51]\n",
            "92 1 [35, 34, 21, 20, 44, 43, 42, 41, 40, 39, 38, 37, 24, 23, 18, 17, 16, 15, 26, 50, 30, 28, 46, 48, 32]\n",
            "93 1 [33, 32, 31, 22, 21, 29, 28, 27, 19, 42, 41, 40, 39, 50, 49, 48, 47, 46, 45, 44, 25, 24, 37, 17, 35]\n",
            "94 1 [49, 25, 24, 23, 51, 45, 27, 30, 29, 35, 34, 33, 32, 21, 20, 19, 18, 17, 47, 37, 43, 42, 41, 40, 39]\n",
            "95 1 [51, 49, 48, 27, 26, 25, 24, 23, 22, 21, 20, 36, 35, 39, 38, 33, 32, 31, 30, 29, 43, 42, 41, 46, 45]\n",
            "96 1 [28, 26, 24, 23, 22, 21, 20, 42, 41, 40, 47, 32, 18, 17, 16, 15, 30, 38, 37, 36, 34, 45, 44, 50, 49]\n",
            "97 1 [48, 47, 46, 30, 29, 28, 27, 26, 25, 24, 20, 19, 50, 40, 39, 33, 32, 44, 43, 42, 17, 37, 36, 35, 22]\n",
            "98 1 [47, 46, 45, 27, 43, 42, 41, 40, 20, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 25, 24, 23, 22, 50, 49]\n",
            "99 1 [24, 40, 30, 29, 27, 26, 45, 44, 43, 42, 17, 38, 37, 36, 35, 34, 33, 32, 51, 49, 47, 22, 21, 20, 19]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 29 =========== \n",
            "\n",
            "Pareto sort 11\n",
            "11 3\n",
            "H_group [[28, 27, 29, 25, 24, 23, 21, 20, 19, 18, 17, 16, 15, 14, 9, 8, 10, 12, 11, 6, 5, 4, 3, 2, 1], [30, 31, 28, 27, 26, 25, 23, 21, 20, 19, 17, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 5, 3, 2, 1], [35, 34, 33, 22, 21, 19, 41, 40, 39, 38, 37, 50, 49, 48, 47, 46, 45, 44, 43, 31, 24, 29, 28, 27, 26]]\n",
            "L_group [[40, 38, 37, 35, 34, 33, 32, 30, 28, 26, 24, 22, 21, 19, 20, 17, 15, 14, 12, 10, 9, 7, 5, 3, 1], [31, 34, 33, 50, 18, 17, 29, 28, 27, 13, 12, 48, 20, 25, 42, 10, 40, 39, 38, 44, 15, 46, 36, 23, 22], [33, 38, 44, 15, 14, 40, 12, 11, 17, 9, 36, 35, 29, 28, 20, 19, 48, 31, 42, 46, 50, 24, 23, 22, 26]]\n",
            "\n",
            "|--- Client 3 <= 31.00\n",
            "|   |--- class: 1\n",
            "|--- Client 3 >  31.00\n",
            "|   |--- Client 11 <= 36.50\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 11 >  36.50\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [34, 33, 50, 49, 31, 30, 29, 28, 27, 17, 42, 41, 39, 38, 37, 36, 23, 21, 20, 19, 47, 46, 45, 44, 25]\n",
            "1 1 [30, 29, 27, 49, 48, 47, 46, 45, 44, 20, 38, 37, 36, 35, 34, 33, 32, 25, 24, 23, 22, 51, 42, 41, 40]\n",
            "2 1 [24, 23, 34, 51, 49, 48, 46, 45, 36, 43, 42, 41, 40, 39, 38, 32, 31, 30, 29, 28, 27, 26, 21, 20, 19]\n",
            "3 1 [32, 31, 30, 29, 28, 27, 44, 43, 36, 35, 34, 51, 47, 46, 41, 40, 15, 17, 23, 22, 21, 19, 25, 38, 49]\n",
            "4 1 [21, 20, 19, 25, 38, 37, 36, 42, 41, 40, 29, 28, 27, 34, 33, 32, 31, 50, 49, 48, 47, 46, 45, 44, 23]\n",
            "5 1 [49, 22, 26, 25, 24, 34, 33, 16, 15, 14, 28, 31, 30, 20, 19, 18, 40, 38, 37, 36, 47, 45, 44, 42, 51]\n",
            "6 1 [31, 30, 29, 28, 27, 26, 44, 43, 41, 39, 38, 37, 36, 35, 34, 33, 51, 50, 49, 48, 47, 46, 24, 23, 22]\n",
            "7 1 [37, 36, 35, 34, 30, 29, 28, 27, 47, 32, 45, 44, 43, 18, 17, 41, 40, 39, 25, 24, 23, 50, 49, 21, 20]\n",
            "8 1 [15, 40, 30, 29, 28, 27, 26, 17, 47, 34, 33, 32, 36, 24, 23, 21, 20, 19, 45, 44, 43, 42, 38, 50, 49]\n",
            "9 1 [37, 36, 30, 29, 28, 27, 51, 50, 49, 48, 47, 46, 45, 25, 24, 23, 22, 21, 43, 34, 33, 32, 41, 40, 39]\n",
            "10 1 [29, 28, 31, 39, 38, 37, 15, 41, 17, 50, 49, 48, 47, 46, 45, 26, 25, 24, 22, 21, 19, 35, 34, 33, 43]\n",
            "11 1 [34, 23, 26, 25, 17, 16, 15, 45, 43, 42, 41, 40, 39, 38, 50, 49, 48, 47, 36, 19, 29, 28, 32, 31, 21]\n",
            "12 1 [19, 18, 17, 23, 50, 21, 40, 39, 38, 48, 47, 45, 44, 43, 42, 36, 35, 34, 33, 31, 30, 29, 28, 27, 25]\n",
            "13 1 [37, 36, 35, 43, 29, 28, 46, 45, 39, 51, 50, 49, 48, 31, 23, 22, 21, 20, 19, 18, 17, 33, 26, 25, 41]\n",
            "14 1 [21, 31, 46, 45, 44, 37, 35, 34, 33, 50, 48, 19, 29, 28, 42, 41, 40, 39, 26, 25, 24, 23, 17, 16, 14]\n",
            "15 1 [51, 49, 23, 22, 47, 46, 25, 17, 16, 30, 29, 20, 19, 42, 41, 40, 39, 38, 37, 36, 35, 33, 32, 27, 44]\n",
            "16 1 [42, 51, 50, 49, 48, 47, 46, 45, 44, 40, 39, 38, 34, 33, 32, 31, 30, 29, 24, 22, 21, 20, 36, 27, 26]\n",
            "17 1 [43, 22, 21, 29, 28, 27, 25, 24, 14, 19, 47, 46, 45, 41, 40, 51, 49, 17, 16, 34, 33, 31, 38, 37, 36]\n",
            "18 1 [51, 50, 49, 48, 26, 25, 33, 32, 42, 41, 40, 39, 38, 44, 23, 22, 16, 30, 29, 28, 46, 20, 18, 36, 35]\n",
            "19 1 [30, 29, 28, 34, 33, 32, 26, 25, 39, 38, 23, 42, 41, 21, 20, 19, 18, 36, 50, 49, 48, 47, 46, 45, 44]\n",
            "20 1 [29, 34, 33, 32, 31, 36, 51, 50, 49, 48, 47, 46, 45, 44, 43, 21, 20, 27, 25, 24, 23, 41, 40, 39, 38]\n",
            "21 1 [31, 30, 29, 28, 27, 26, 25, 24, 50, 20, 36, 46, 48, 22, 34, 33, 38, 16, 15, 44, 43, 42, 41, 40, 18]\n",
            "22 1 [17, 46, 45, 15, 14, 51, 34, 33, 32, 49, 48, 43, 22, 21, 20, 19, 30, 41, 40, 36, 28, 27, 26, 38, 24]\n",
            "23 1 [31, 30, 26, 25, 24, 23, 22, 21, 49, 48, 47, 51, 28, 38, 37, 36, 35, 34, 33, 45, 44, 43, 42, 41, 40]\n",
            "24 1 [30, 29, 28, 27, 26, 25, 21, 33, 32, 44, 23, 19, 18, 35, 42, 41, 40, 39, 38, 37, 47, 46, 51, 50, 49]\n",
            "25 1 [27, 26, 25, 23, 22, 21, 20, 19, 35, 34, 32, 30, 29, 41, 45, 44, 43, 51, 50, 49, 48, 47, 39, 38, 37]\n",
            "26 1 [26, 25, 21, 19, 18, 32, 31, 30, 23, 50, 49, 48, 47, 46, 45, 40, 39, 38, 37, 36, 35, 34, 43, 42, 28]\n",
            "27 1 [17, 16, 24, 33, 31, 30, 29, 28, 38, 37, 36, 35, 40, 50, 49, 48, 47, 46, 19, 26, 44, 43, 42, 22, 21]\n",
            "28 1 [29, 22, 20, 18, 35, 11, 14, 13, 51, 50, 49, 31, 45, 44, 47, 33, 16, 40, 42, 27, 26, 25, 24, 38, 37]\n",
            "29 1 [23, 22, 21, 45, 44, 42, 51, 50, 35, 48, 47, 33, 32, 30, 40, 39, 38, 37, 28, 27, 26, 25, 19, 18, 17]\n",
            "30 1 [21, 20, 18, 47, 46, 16, 33, 14, 44, 43, 28, 27, 23, 25, 36, 35, 31, 30, 41, 40, 39, 38, 51, 50, 49]\n",
            "31 1 [23, 22, 27, 25, 20, 19, 33, 32, 31, 30, 29, 41, 48, 47, 51, 50, 39, 38, 37, 36, 35, 45, 44, 43, 17]\n",
            "32 1 [20, 30, 29, 45, 18, 17, 16, 47, 43, 39, 37, 36, 35, 34, 41, 51, 50, 49, 32, 27, 26, 25, 24, 23, 22]\n",
            "33 1 [17, 26, 25, 23, 39, 45, 44, 43, 42, 41, 30, 21, 19, 15, 37, 36, 35, 34, 33, 32, 28, 50, 49, 48, 47]\n",
            "34 1 [51, 35, 33, 32, 31, 30, 42, 41, 37, 49, 48, 47, 46, 45, 44, 28, 27, 26, 25, 24, 23, 21, 20, 19, 39]\n",
            "35 1 [46, 32, 31, 30, 29, 28, 27, 26, 25, 24, 40, 42, 22, 21, 20, 48, 51, 50, 18, 38, 37, 36, 35, 34, 44]\n",
            "36 1 [30, 29, 23, 47, 46, 27, 15, 44, 50, 49, 13, 25, 33, 32, 19, 18, 17, 42, 41, 40, 39, 21, 37, 36, 35]\n",
            "37 1 [27, 26, 25, 24, 23, 37, 36, 21, 20, 34, 33, 32, 31, 30, 29, 40, 39, 45, 44, 43, 42, 48, 47, 51, 50]\n",
            "38 1 [39, 38, 37, 36, 16, 46, 30, 42, 41, 32, 51, 50, 49, 48, 44, 34, 28, 26, 25, 23, 22, 21, 20, 19, 18]\n",
            "39 1 [45, 51, 50, 49, 48, 47, 43, 42, 41, 40, 38, 25, 24, 23, 22, 21, 20, 29, 28, 27, 32, 31, 36, 35, 34]\n",
            "40 1 [28, 27, 42, 41, 51, 50, 49, 48, 46, 45, 44, 25, 24, 23, 22, 21, 20, 36, 35, 34, 39, 38, 32, 31, 30]\n",
            "41 1 [14, 13, 41, 27, 26, 25, 50, 20, 19, 11, 46, 29, 44, 43, 36, 48, 32, 31, 17, 16, 34, 39, 38, 23, 22]\n",
            "42 1 [32, 31, 30, 41, 40, 39, 38, 37, 49, 48, 16, 35, 34, 20, 19, 18, 43, 28, 27, 26, 51, 46, 45, 22, 24]\n",
            "43 1 [41, 47, 46, 45, 44, 43, 51, 50, 49, 32, 39, 38, 37, 36, 35, 34, 30, 29, 28, 27, 26, 24, 23, 22, 21]\n",
            "44 1 [41, 40, 39, 30, 29, 28, 22, 26, 25, 24, 51, 50, 49, 48, 47, 46, 45, 43, 20, 19, 37, 36, 35, 33, 32]\n",
            "45 1 [27, 16, 25, 24, 23, 22, 21, 20, 19, 18, 37, 41, 40, 39, 33, 43, 31, 30, 29, 35, 47, 46, 45, 49, 51]\n",
            "46 1 [31, 30, 29, 45, 44, 50, 49, 48, 47, 34, 33, 22, 21, 19, 42, 41, 40, 39, 38, 37, 36, 27, 26, 25, 24]\n",
            "47 1 [51, 50, 49, 20, 23, 22, 44, 43, 42, 41, 40, 39, 47, 46, 29, 28, 37, 36, 35, 34, 33, 32, 31, 26, 25]\n",
            "48 1 [26, 25, 21, 20, 51, 50, 49, 30, 28, 23, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 36, 35, 34, 33, 32]\n",
            "49 1 [32, 31, 35, 34, 27, 41, 40, 19, 18, 17, 51, 50, 49, 48, 47, 46, 25, 44, 43, 38, 37, 23, 22, 21, 29]\n",
            "50 1 [31, 30, 23, 38, 37, 36, 35, 34, 33, 48, 21, 44, 43, 42, 41, 40, 51, 50, 19, 18, 46, 28, 27, 26, 25]\n",
            "51 1 [38, 37, 40, 35, 34, 33, 32, 31, 30, 29, 50, 49, 48, 47, 46, 45, 44, 21, 20, 42, 27, 26, 25, 24, 23]\n",
            "52 1 [46, 44, 43, 42, 34, 40, 39, 38, 37, 36, 50, 49, 48, 23, 21, 20, 19, 32, 31, 30, 29, 28, 27, 26, 25]\n",
            "53 1 [40, 26, 25, 44, 43, 42, 23, 22, 21, 20, 19, 18, 36, 48, 47, 46, 51, 50, 38, 34, 33, 32, 31, 29, 28]\n",
            "54 1 [21, 25, 24, 23, 19, 18, 31, 30, 29, 50, 49, 48, 44, 16, 15, 27, 37, 36, 35, 34, 33, 46, 42, 41, 39]\n",
            "55 1 [24, 23, 22, 21, 28, 27, 26, 48, 47, 46, 45, 50, 43, 42, 41, 40, 39, 38, 37, 36, 35, 33, 32, 31, 30]\n",
            "56 1 [23, 22, 21, 20, 48, 47, 46, 36, 35, 34, 33, 29, 44, 38, 31, 42, 41, 40, 51, 50, 27, 18, 17, 25, 15]\n",
            "57 1 [32, 31, 30, 29, 51, 50, 49, 48, 47, 45, 44, 43, 42, 41, 40, 39, 37, 36, 27, 26, 25, 24, 23, 22, 34]\n",
            "58 1 [43, 46, 45, 22, 21, 25, 24, 19, 18, 51, 50, 27, 48, 41, 40, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29]\n",
            "59 1 [46, 45, 27, 26, 40, 39, 38, 37, 36, 35, 34, 33, 22, 21, 20, 19, 51, 31, 30, 29, 43, 42, 49, 48, 24]\n",
            "60 1 [17, 16, 15, 20, 19, 26, 48, 31, 37, 46, 50, 44, 13, 12, 29, 28, 24, 23, 22, 35, 42, 41, 40, 39, 33]\n",
            "61 1 [37, 36, 35, 19, 28, 27, 26, 25, 24, 49, 39, 22, 21, 51, 47, 46, 45, 44, 43, 42, 41, 33, 32, 31, 30]\n",
            "62 1 [21, 20, 19, 18, 17, 25, 24, 23, 41, 40, 39, 31, 30, 35, 46, 45, 33, 28, 27, 51, 50, 49, 48, 37, 43]\n",
            "63 1 [32, 30, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 34, 28, 50, 49, 19, 18, 26, 25, 24, 22, 21]\n",
            "64 1 [30, 29, 28, 36, 26, 25, 42, 41, 40, 23, 22, 21, 20, 34, 32, 18, 17, 51, 50, 49, 48, 38, 46, 45, 44]\n",
            "65 1 [51, 32, 31, 30, 37, 36, 35, 34, 41, 25, 23, 22, 21, 20, 19, 18, 28, 27, 43, 49, 48, 47, 46, 45, 39]\n",
            "66 1 [44, 43, 16, 22, 21, 20, 34, 25, 24, 37, 36, 48, 32, 31, 30, 29, 28, 27, 18, 51, 50, 41, 40, 39, 46]\n",
            "67 1 [29, 28, 27, 26, 25, 24, 23, 40, 46, 45, 44, 43, 42, 31, 33, 38, 37, 36, 35, 48, 21, 20, 19, 51, 50]\n",
            "68 1 [28, 27, 31, 30, 25, 44, 38, 37, 36, 35, 42, 41, 40, 16, 23, 22, 21, 20, 19, 18, 50, 48, 47, 46, 33]\n",
            "69 1 [19, 18, 17, 16, 26, 33, 50, 49, 48, 47, 46, 45, 44, 42, 41, 28, 31, 30, 39, 35, 24, 23, 22, 21, 37]\n",
            "70 1 [23, 26, 25, 45, 44, 43, 42, 41, 40, 39, 38, 36, 35, 34, 33, 32, 31, 30, 29, 28, 51, 50, 49, 48, 47]\n",
            "71 1 [20, 38, 37, 36, 27, 26, 25, 24, 23, 22, 50, 49, 48, 47, 46, 29, 34, 33, 32, 31, 44, 43, 42, 41, 40]\n",
            "72 1 [51, 50, 20, 19, 18, 48, 47, 28, 27, 26, 25, 24, 23, 22, 45, 44, 43, 32, 38, 36, 35, 34, 30, 41, 40]\n",
            "73 1 [24, 23, 22, 21, 19, 47, 46, 33, 32, 31, 30, 51, 50, 49, 26, 44, 43, 42, 41, 40, 39, 38, 37, 35, 28]\n",
            "74 1 [35, 34, 33, 32, 31, 15, 25, 24, 22, 38, 37, 20, 50, 49, 48, 44, 43, 18, 17, 29, 28, 27, 41, 40, 46]\n",
            "75 1 [28, 27, 35, 33, 32, 39, 44, 43, 17, 41, 37, 25, 24, 23, 22, 21, 20, 19, 46, 51, 50, 49, 48, 30, 15]\n",
            "76 1 [48, 47, 46, 45, 33, 32, 28, 27, 30, 51, 50, 37, 36, 35, 25, 24, 23, 17, 43, 21, 20, 19, 41, 40, 39]\n",
            "77 1 [35, 34, 33, 25, 23, 22, 50, 49, 48, 44, 46, 42, 41, 20, 19, 18, 17, 39, 38, 37, 31, 30, 29, 28, 27]\n",
            "78 1 [20, 19, 18, 17, 16, 50, 48, 47, 34, 33, 32, 31, 22, 36, 45, 43, 42, 41, 40, 39, 38, 24, 27, 26, 29]\n",
            "79 1 [36, 28, 40, 24, 23, 34, 33, 32, 26, 48, 47, 17, 16, 15, 14, 21, 20, 19, 50, 30, 38, 45, 44, 43, 42]\n",
            "80 1 [48, 25, 24, 38, 46, 44, 31, 30, 29, 28, 27, 20, 19, 18, 17, 16, 50, 22, 42, 41, 40, 36, 35, 34, 33]\n",
            "81 1 [46, 35, 16, 49, 48, 51, 40, 39, 38, 37, 20, 19, 18, 22, 44, 43, 42, 26, 25, 24, 31, 30, 29, 28, 33]\n",
            "82 1 [37, 24, 31, 19, 18, 17, 35, 34, 33, 22, 21, 50, 49, 48, 47, 46, 45, 44, 40, 39, 29, 28, 27, 26, 42]\n",
            "83 1 [50, 40, 39, 22, 30, 29, 27, 26, 25, 24, 37, 36, 35, 34, 33, 32, 20, 19, 48, 46, 45, 44, 43, 42, 17]\n",
            "84 1 [28, 21, 20, 19, 32, 31, 30, 36, 40, 39, 38, 26, 25, 24, 23, 34, 42, 51, 50, 49, 48, 47, 46, 45, 44]\n",
            "85 1 [38, 26, 25, 24, 31, 40, 22, 21, 20, 19, 18, 46, 45, 44, 43, 42, 29, 28, 50, 49, 48, 36, 35, 34, 33]\n",
            "86 1 [21, 17, 16, 35, 34, 33, 31, 43, 42, 41, 39, 38, 37, 29, 46, 45, 19, 50, 49, 48, 27, 26, 25, 24, 23]\n",
            "87 1 [21, 37, 36, 35, 44, 43, 42, 19, 51, 50, 49, 48, 17, 16, 30, 29, 28, 27, 40, 39, 33, 32, 25, 46, 23]\n",
            "88 1 [20, 19, 18, 43, 42, 41, 40, 39, 16, 46, 45, 37, 50, 35, 34, 33, 32, 30, 29, 28, 27, 25, 48, 23, 22]\n",
            "89 1 [32, 31, 30, 29, 27, 51, 50, 40, 36, 35, 34, 48, 47, 46, 45, 44, 43, 42, 38, 25, 18, 23, 22, 21, 20]\n",
            "90 1 [24, 23, 22, 21, 31, 30, 29, 39, 38, 37, 36, 35, 44, 43, 51, 41, 19, 18, 33, 27, 26, 49, 48, 47, 46]\n",
            "91 1 [23, 22, 21, 20, 37, 36, 35, 34, 33, 43, 41, 45, 31, 30, 29, 28, 27, 26, 25, 18, 39, 50, 49, 48, 47]\n",
            "92 1 [50, 19, 35, 44, 43, 42, 41, 40, 17, 16, 48, 47, 46, 28, 26, 33, 32, 31, 30, 38, 37, 24, 23, 22, 21]\n",
            "93 1 [19, 22, 21, 44, 43, 31, 30, 29, 28, 27, 35, 34, 33, 25, 24, 41, 40, 39, 38, 37, 50, 49, 48, 47, 46]\n",
            "94 1 [45, 44, 43, 42, 41, 40, 39, 38, 48, 47, 50, 19, 21, 26, 25, 24, 23, 36, 35, 34, 33, 31, 30, 29, 28]\n",
            "95 1 [24, 23, 15, 14, 36, 30, 51, 50, 17, 21, 20, 19, 28, 27, 26, 38, 41, 40, 43, 34, 48, 47, 46, 45, 32]\n",
            "96 1 [45, 26, 25, 24, 23, 22, 21, 20, 19, 50, 49, 48, 47, 32, 30, 29, 28, 38, 37, 35, 34, 43, 42, 41, 40]\n",
            "97 1 [32, 31, 30, 29, 35, 34, 42, 23, 22, 21, 20, 19, 38, 37, 27, 26, 25, 40, 51, 50, 49, 47, 46, 45, 44]\n",
            "98 1 [40, 26, 20, 45, 44, 43, 42, 38, 37, 36, 35, 34, 33, 32, 31, 47, 50, 49, 24, 23, 22, 18, 17, 29, 28]\n",
            "99 1 [34, 33, 32, 46, 44, 43, 30, 41, 40, 50, 49, 48, 20, 19, 18, 17, 22, 38, 37, 36, 28, 27, 26, 25, 24]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 30 =========== \n",
            "\n",
            "Pareto sort 32\n",
            "32 9\n",
            "H_group [[29, 28, 30, 26, 25, 24, 23, 22, 21, 20, 19, 17, 16, 15, 14, 13, 12, 10, 9, 8, 7, 4, 5, 2, 1], [31, 30, 29, 27, 26, 25, 24, 23, 22, 20, 19, 18, 17, 15, 13, 14, 11, 10, 9, 7, 6, 4, 3, 2, 1], [31, 30, 29, 27, 26, 25, 23, 22, 15, 17, 20, 16, 19, 18, 13, 12, 11, 10, 9, 8, 6, 4, 3, 2, 1], [34, 32, 31, 30, 29, 28, 27, 26, 24, 22, 15, 16, 17, 18, 19, 20, 21, 13, 12, 10, 8, 6, 5, 3, 1], [33, 32, 31, 30, 28, 27, 26, 25, 23, 22, 21, 20, 18, 16, 17, 14, 13, 11, 10, 8, 7, 5, 6, 3, 1], [33, 32, 30, 29, 27, 26, 25, 24, 20, 21, 22, 19, 17, 16, 14, 13, 11, 10, 9, 8, 5, 6, 7, 3, 1], [35, 34, 32, 31, 28, 29, 26, 25, 24, 23, 21, 19, 18, 17, 16, 15, 14, 12, 10, 8, 6, 4, 3, 2, 1], [34, 33, 32, 31, 29, 28, 27, 26, 25, 23, 21, 20, 19, 18, 16, 15, 13, 12, 10, 8, 5, 4, 6, 2, 1], [35, 33, 32, 31, 30, 28, 26, 25, 23, 22, 21, 18, 19, 17, 15, 13, 12, 11, 10, 8, 6, 5, 4, 3, 1]]\n",
            "L_group [[37, 36, 34, 33, 32, 31, 29, 25, 26, 27, 23, 21, 20, 18, 16, 15, 13, 11, 9, 7, 5, 1, 2, 3, 4], [37, 38, 35, 34, 33, 32, 30, 29, 28, 26, 25, 24, 23, 22, 20, 18, 16, 14, 12, 10, 8, 6, 4, 3, 1], [39, 37, 36, 34, 33, 32, 30, 29, 28, 26, 24, 22, 20, 18, 17, 16, 14, 13, 11, 10, 8, 6, 4, 3, 1], [39, 38, 36, 34, 33, 31, 30, 28, 27, 26, 24, 22, 21, 20, 18, 16, 15, 13, 11, 9, 7, 6, 5, 3, 1], [39, 37, 36, 34, 33, 31, 29, 28, 26, 24, 22, 21, 19, 18, 16, 14, 12, 8, 9, 10, 6, 5, 3, 1, 2], [40, 38, 36, 35, 34, 32, 30, 28, 26, 25, 24, 22, 20, 19, 17, 15, 14, 13, 11, 10, 9, 7, 5, 3, 1], [44, 23, 31, 21, 20, 19, 18, 17, 16, 47, 46, 42, 41, 40, 27, 38, 50, 29, 25, 34, 33, 14, 51, 36, 49], [36, 45, 49, 35, 13, 12, 25, 19, 18, 17, 33, 51, 23, 31, 21, 43, 42, 41, 40, 39, 38, 15, 27, 47, 29], [29, 22, 20, 18, 35, 11, 14, 13, 51, 50, 49, 31, 45, 44, 47, 33, 16, 40, 42, 27, 26, 25, 24, 38, 37]]\n",
            "\n",
            "|--- Client 12 <= 20.50\n",
            "|   |--- class: 1\n",
            "|--- Client 12 >  20.50\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [31, 30, 41, 50, 35, 34, 33, 44, 43, 21, 26, 19, 18, 17, 16, 15, 28, 39, 38, 37, 48, 46, 24, 23, 13]\n",
            "1 1 [42, 46, 24, 23, 22, 21, 20, 28, 48, 18, 17, 16, 37, 44, 51, 50, 40, 39, 35, 34, 33, 32, 31, 30, 26]\n",
            "2 1 [32, 19, 48, 36, 50, 34, 44, 43, 30, 29, 28, 17, 15, 14, 41, 40, 39, 38, 46, 26, 25, 24, 23, 22, 21]\n",
            "3 1 [49, 35, 34, 32, 31, 30, 45, 43, 42, 41, 21, 20, 19, 18, 17, 47, 51, 28, 27, 25, 24, 23, 39, 38, 37]\n",
            "4 1 [22, 43, 42, 41, 40, 32, 38, 37, 36, 48, 18, 17, 16, 15, 34, 24, 51, 50, 27, 26, 46, 45, 30, 29, 20]\n",
            "5 1 [34, 33, 48, 47, 36, 28, 21, 20, 19, 18, 17, 16, 15, 45, 44, 24, 23, 38, 42, 41, 40, 50, 31, 30, 26]\n",
            "6 1 [23, 22, 21, 32, 50, 49, 48, 28, 27, 26, 25, 17, 16, 30, 46, 45, 44, 40, 39, 38, 37, 42, 19, 35, 34]\n",
            "7 1 [41, 40, 39, 44, 43, 24, 31, 30, 29, 28, 20, 19, 22, 37, 17, 26, 50, 49, 48, 46, 15, 14, 35, 34, 33]\n",
            "8 1 [51, 22, 35, 40, 38, 37, 31, 29, 33, 46, 45, 20, 19, 18, 17, 16, 15, 43, 42, 49, 48, 27, 26, 25, 24]\n",
            "9 1 [40, 39, 38, 16, 21, 20, 32, 30, 29, 28, 42, 18, 45, 44, 51, 50, 49, 48, 47, 36, 35, 34, 24, 23, 26]\n",
            "10 1 [39, 38, 37, 36, 35, 34, 33, 44, 43, 21, 20, 19, 41, 25, 24, 23, 27, 31, 51, 50, 49, 48, 29, 17, 46]\n",
            "11 1 [29, 50, 46, 25, 24, 23, 22, 21, 20, 19, 18, 17, 39, 38, 37, 36, 35, 34, 44, 48, 42, 41, 32, 31, 27]\n",
            "12 1 [32, 31, 37, 45, 35, 34, 48, 47, 20, 19, 18, 17, 16, 24, 23, 22, 29, 28, 27, 26, 41, 40, 39, 43, 50]\n",
            "13 1 [35, 34, 32, 31, 30, 29, 28, 48, 51, 50, 20, 19, 38, 37, 26, 25, 24, 22, 46, 45, 44, 43, 42, 41, 40]\n",
            "14 1 [27, 26, 24, 23, 22, 16, 38, 18, 51, 36, 35, 20, 44, 33, 32, 31, 30, 29, 49, 48, 47, 46, 42, 41, 40]\n",
            "15 1 [47, 46, 44, 43, 24, 32, 22, 41, 40, 39, 38, 20, 19, 18, 17, 51, 50, 49, 36, 35, 34, 27, 26, 30, 29]\n",
            "16 1 [21, 20, 45, 44, 34, 33, 42, 41, 36, 31, 30, 13, 18, 17, 39, 38, 49, 48, 47, 28, 15, 51, 24, 23, 26]\n",
            "17 1 [51, 50, 49, 48, 24, 23, 28, 27, 26, 21, 20, 19, 44, 43, 41, 40, 39, 38, 37, 36, 46, 31, 30, 34, 33]\n",
            "18 1 [42, 41, 40, 39, 25, 51, 23, 22, 29, 28, 27, 18, 37, 16, 35, 34, 49, 48, 47, 46, 45, 44, 32, 31, 20]\n",
            "19 1 [30, 38, 37, 36, 28, 16, 24, 23, 21, 20, 26, 18, 14, 13, 51, 50, 41, 40, 43, 34, 33, 32, 48, 46, 45]\n",
            "20 1 [36, 35, 24, 26, 30, 29, 28, 22, 21, 20, 19, 18, 44, 43, 42, 41, 40, 38, 51, 49, 48, 46, 33, 32, 16]\n",
            "21 1 [22, 30, 28, 20, 19, 18, 51, 50, 49, 40, 32, 16, 26, 38, 37, 36, 35, 34, 24, 47, 46, 45, 44, 43, 42]\n",
            "22 1 [35, 33, 32, 31, 23, 22, 21, 50, 39, 19, 18, 17, 37, 29, 28, 45, 48, 47, 26, 25, 43, 42, 41, 15, 14]\n",
            "23 1 [20, 19, 18, 47, 46, 45, 44, 43, 42, 41, 37, 16, 30, 29, 27, 26, 25, 24, 22, 51, 49, 35, 34, 39, 32]\n",
            "24 1 [18, 17, 32, 36, 35, 34, 26, 25, 43, 21, 20, 15, 23, 39, 38, 48, 47, 46, 45, 30, 29, 28, 41, 51, 50]\n",
            "25 1 [39, 43, 42, 41, 34, 33, 32, 31, 30, 29, 18, 20, 48, 16, 37, 36, 46, 45, 27, 26, 25, 24, 23, 22, 50]\n",
            "26 1 [50, 42, 41, 40, 39, 48, 46, 45, 44, 33, 18, 17, 16, 35, 37, 22, 12, 14, 31, 30, 29, 20, 27, 25, 24]\n",
            "27 1 [34, 33, 32, 31, 30, 29, 28, 27, 26, 25, 38, 17, 51, 50, 36, 48, 42, 41, 40, 44, 46, 23, 22, 21, 19]\n",
            "28 1 [41, 30, 29, 28, 17, 24, 39, 38, 22, 32, 20, 19, 43, 12, 50, 49, 48, 47, 26, 36, 35, 34, 45, 15, 14]\n",
            "29 1 [49, 30, 37, 24, 47, 46, 45, 44, 22, 51, 20, 19, 28, 27, 26, 17, 16, 15, 39, 35, 34, 33, 32, 42, 41]\n",
            "30 1 [43, 47, 49, 33, 32, 31, 30, 23, 22, 21, 20, 19, 51, 25, 28, 27, 41, 40, 39, 38, 37, 36, 35, 17, 45]\n",
            "31 1 [11, 32, 30, 43, 35, 34, 16, 15, 45, 21, 20, 18, 28, 41, 39, 38, 37, 51, 50, 13, 26, 48, 47, 24, 23]\n",
            "32 1 [47, 46, 37, 36, 39, 28, 27, 26, 24, 23, 15, 14, 21, 34, 51, 50, 49, 41, 32, 31, 30, 44, 43, 19, 17]\n",
            "33 1 [24, 23, 22, 21, 51, 36, 35, 34, 32, 31, 19, 18, 17, 29, 28, 27, 26, 49, 47, 46, 45, 43, 41, 39, 38]\n",
            "34 1 [48, 47, 26, 29, 28, 50, 24, 23, 22, 32, 31, 20, 18, 17, 45, 44, 43, 42, 41, 40, 39, 38, 37, 35, 34]\n",
            "35 1 [23, 39, 28, 27, 51, 45, 21, 20, 19, 18, 17, 16, 43, 25, 37, 36, 35, 34, 33, 32, 31, 30, 49, 41, 47]\n",
            "36 1 [44, 43, 20, 46, 51, 26, 25, 24, 18, 17, 38, 15, 14, 30, 22, 49, 48, 36, 35, 34, 33, 32, 28, 41, 40]\n",
            "37 1 [28, 34, 33, 32, 31, 30, 26, 25, 23, 22, 21, 20, 42, 41, 40, 49, 48, 47, 46, 45, 44, 38, 37, 36, 51]\n",
            "38 1 [43, 42, 41, 40, 39, 16, 45, 51, 33, 21, 20, 19, 18, 49, 48, 47, 23, 29, 28, 27, 25, 31, 37, 36, 35]\n",
            "39 1 [45, 34, 33, 47, 50, 49, 31, 41, 20, 19, 18, 17, 16, 29, 28, 39, 38, 37, 36, 43, 26, 25, 24, 23, 22]\n",
            "40 1 [38, 37, 36, 35, 25, 15, 31, 30, 29, 28, 27, 17, 19, 40, 44, 43, 42, 49, 48, 47, 46, 51, 33, 23, 21]\n",
            "41 1 [29, 44, 43, 42, 38, 37, 50, 49, 21, 20, 19, 18, 17, 47, 46, 33, 32, 31, 27, 26, 25, 24, 23, 35, 40]\n",
            "42 1 [28, 27, 16, 38, 37, 36, 35, 25, 24, 23, 22, 20, 19, 18, 42, 40, 48, 47, 33, 32, 31, 30, 45, 44, 50]\n",
            "43 1 [31, 30, 29, 28, 27, 26, 25, 36, 35, 33, 20, 18, 38, 23, 22, 16, 50, 49, 43, 42, 41, 40, 47, 46, 45]\n",
            "44 1 [29, 35, 34, 27, 26, 25, 20, 42, 41, 44, 18, 17, 15, 14, 51, 49, 23, 22, 32, 31, 47, 46, 39, 38, 37]\n",
            "45 1 [29, 28, 27, 46, 45, 44, 42, 40, 39, 38, 37, 19, 18, 17, 16, 35, 34, 33, 31, 23, 25, 50, 49, 48, 21]\n",
            "46 1 [32, 51, 50, 49, 48, 23, 17, 38, 37, 36, 21, 15, 14, 13, 27, 25, 19, 40, 34, 42, 46, 45, 44, 30, 29]\n",
            "47 1 [25, 24, 23, 22, 21, 48, 47, 46, 45, 43, 42, 19, 18, 40, 36, 35, 34, 51, 50, 32, 31, 38, 29, 28, 27]\n",
            "48 1 [38, 37, 29, 32, 31, 44, 42, 41, 40, 20, 19, 18, 27, 26, 35, 34, 24, 23, 22, 51, 50, 49, 48, 47, 46]\n",
            "49 1 [47, 50, 49, 27, 42, 41, 15, 14, 36, 21, 20, 18, 17, 25, 24, 23, 34, 33, 31, 30, 29, 39, 38, 45, 44]\n",
            "50 1 [36, 35, 45, 41, 40, 39, 38, 33, 32, 31, 20, 19, 43, 51, 50, 49, 48, 47, 29, 27, 26, 25, 24, 23, 22]\n",
            "51 1 [30, 29, 28, 27, 51, 50, 49, 47, 46, 45, 21, 20, 19, 23, 43, 15, 25, 32, 41, 34, 39, 38, 37, 36, 17]\n",
            "52 1 [43, 42, 41, 40, 45, 50, 49, 48, 47, 21, 20, 18, 38, 37, 33, 32, 31, 29, 28, 27, 26, 25, 24, 23, 35]\n",
            "53 1 [47, 46, 45, 50, 49, 40, 36, 35, 38, 43, 42, 19, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21]\n",
            "54 1 [17, 16, 15, 27, 40, 39, 38, 36, 50, 48, 47, 19, 45, 44, 42, 21, 25, 24, 23, 34, 33, 32, 31, 30, 29]\n",
            "55 1 [42, 30, 29, 35, 18, 17, 16, 40, 39, 38, 37, 20, 33, 32, 24, 23, 22, 27, 26, 44, 50, 49, 48, 47, 46]\n",
            "56 1 [38, 37, 36, 50, 49, 24, 42, 41, 40, 27, 26, 17, 16, 47, 34, 33, 32, 31, 22, 21, 20, 19, 29, 45, 44]\n",
            "57 1 [36, 35, 34, 25, 41, 44, 43, 32, 20, 19, 18, 17, 16, 30, 29, 28, 27, 39, 38, 50, 48, 47, 46, 23, 22]\n",
            "58 1 [26, 25, 42, 51, 50, 49, 47, 23, 19, 18, 17, 15, 45, 44, 35, 34, 33, 32, 21, 40, 39, 38, 37, 30, 28]\n",
            "59 1 [35, 34, 23, 30, 29, 51, 41, 45, 44, 43, 17, 16, 39, 38, 37, 21, 20, 19, 49, 48, 47, 27, 26, 25, 32]\n",
            "60 1 [43, 30, 32, 47, 26, 25, 41, 51, 50, 49, 20, 19, 18, 17, 28, 36, 34, 15, 14, 13, 23, 22, 45, 39, 38]\n",
            "61 1 [35, 34, 33, 32, 31, 47, 46, 20, 19, 18, 17, 16, 44, 43, 27, 26, 39, 41, 24, 23, 22, 37, 50, 49, 29]\n",
            "62 1 [32, 31, 36, 35, 34, 26, 25, 24, 23, 22, 21, 20, 45, 44, 51, 50, 49, 48, 47, 29, 28, 42, 41, 39, 38]\n",
            "63 1 [28, 27, 50, 49, 48, 47, 46, 45, 44, 37, 36, 20, 19, 42, 25, 24, 23, 22, 34, 33, 32, 31, 30, 40, 39]\n",
            "64 1 [44, 22, 21, 36, 35, 34, 33, 32, 31, 29, 28, 19, 26, 25, 24, 46, 42, 41, 40, 39, 38, 51, 50, 49, 48]\n",
            "65 1 [25, 24, 41, 40, 50, 38, 48, 47, 45, 44, 43, 20, 19, 18, 17, 32, 31, 30, 29, 28, 27, 36, 35, 34, 22]\n",
            "66 1 [25, 24, 31, 30, 29, 28, 27, 47, 46, 40, 39, 18, 50, 49, 16, 44, 14, 13, 12, 35, 37, 20, 22, 42, 33]\n",
            "67 1 [50, 49, 33, 32, 47, 19, 18, 30, 28, 16, 15, 14, 45, 44, 43, 42, 26, 25, 21, 23, 38, 37, 36, 35, 40]\n",
            "68 1 [43, 42, 26, 25, 24, 23, 32, 31, 45, 29, 28, 18, 50, 49, 48, 47, 37, 36, 40, 39, 21, 20, 34, 16, 15]\n",
            "69 1 [23, 22, 21, 20, 45, 44, 39, 16, 15, 48, 47, 18, 50, 42, 41, 26, 25, 32, 31, 30, 29, 28, 37, 36, 34]\n",
            "70 1 [22, 21, 31, 27, 26, 25, 24, 45, 44, 47, 19, 18, 17, 16, 51, 50, 49, 35, 33, 37, 29, 42, 41, 40, 39]\n",
            "71 1 [22, 12, 50, 49, 40, 45, 29, 28, 27, 20, 19, 18, 43, 42, 14, 36, 35, 34, 16, 32, 31, 25, 24, 38, 47]\n",
            "72 1 [27, 32, 31, 30, 29, 40, 39, 38, 37, 42, 20, 19, 18, 46, 25, 24, 23, 22, 44, 35, 34, 51, 50, 49, 48]\n",
            "73 1 [47, 46, 23, 22, 21, 44, 43, 42, 41, 36, 35, 15, 33, 31, 30, 26, 25, 28, 19, 18, 17, 49, 51, 39, 38]\n",
            "74 1 [46, 50, 29, 27, 14, 13, 31, 25, 48, 16, 21, 20, 19, 18, 33, 41, 40, 39, 38, 37, 36, 35, 44, 43, 23]\n",
            "75 1 [31, 30, 28, 27, 26, 35, 34, 33, 50, 49, 48, 18, 44, 43, 42, 38, 37, 40, 46, 16, 15, 21, 20, 24, 23]\n",
            "76 1 [48, 47, 15, 14, 50, 17, 45, 33, 32, 28, 27, 19, 37, 36, 35, 30, 43, 42, 41, 40, 39, 23, 22, 21, 25]\n",
            "77 1 [39, 38, 37, 29, 28, 27, 26, 47, 46, 22, 21, 20, 19, 18, 17, 32, 31, 49, 51, 24, 35, 34, 44, 42, 41]\n",
            "78 1 [47, 46, 45, 27, 26, 38, 43, 42, 41, 40, 51, 20, 19, 24, 23, 22, 34, 33, 32, 31, 29, 49, 17, 16, 36]\n",
            "79 1 [37, 36, 40, 39, 24, 23, 34, 33, 31, 21, 20, 19, 18, 50, 49, 47, 46, 45, 44, 43, 42, 29, 28, 27, 26]\n",
            "80 1 [36, 35, 34, 33, 32, 31, 30, 26, 25, 41, 18, 17, 20, 49, 23, 22, 51, 47, 46, 45, 44, 43, 28, 39, 38]\n",
            "81 1 [43, 47, 31, 30, 29, 28, 26, 25, 24, 41, 45, 15, 37, 36, 35, 34, 33, 18, 17, 50, 49, 39, 22, 21, 20]\n",
            "82 1 [38, 37, 36, 51, 50, 30, 19, 18, 16, 24, 23, 14, 48, 47, 46, 45, 43, 42, 41, 40, 26, 21, 28, 32, 34]\n",
            "83 1 [51, 50, 43, 48, 47, 46, 45, 31, 30, 21, 20, 19, 18, 41, 40, 35, 34, 33, 24, 23, 38, 37, 28, 27, 26]\n",
            "84 1 [51, 50, 49, 48, 47, 46, 39, 38, 44, 43, 30, 20, 19, 41, 34, 33, 32, 28, 27, 26, 25, 24, 23, 22, 36]\n",
            "85 1 [41, 40, 39, 37, 46, 45, 44, 43, 48, 50, 19, 17, 16, 23, 22, 21, 35, 25, 33, 32, 31, 30, 29, 28, 27]\n",
            "86 1 [45, 15, 35, 34, 33, 32, 37, 23, 22, 21, 20, 19, 28, 27, 26, 25, 30, 43, 47, 50, 49, 41, 40, 39, 17]\n",
            "87 1 [27, 26, 35, 39, 33, 32, 31, 24, 23, 19, 18, 17, 16, 37, 29, 44, 43, 42, 41, 50, 49, 48, 47, 46, 21]\n",
            "88 1 [31, 30, 48, 44, 24, 23, 22, 21, 20, 19, 18, 17, 16, 34, 33, 42, 41, 28, 27, 26, 46, 36, 50, 39, 38]\n",
            "89 1 [35, 27, 44, 43, 48, 46, 50, 38, 37, 33, 16, 15, 14, 13, 41, 40, 23, 22, 21, 20, 19, 18, 25, 31, 29]\n",
            "90 1 [23, 51, 39, 31, 18, 41, 29, 47, 46, 45, 21, 20, 49, 16, 15, 13, 27, 26, 25, 37, 36, 35, 34, 33, 43]\n",
            "91 1 [45, 44, 47, 25, 42, 41, 40, 38, 37, 35, 18, 17, 16, 28, 27, 51, 50, 49, 31, 30, 23, 22, 21, 20, 33]\n",
            "92 1 [37, 47, 46, 45, 43, 42, 41, 22, 21, 20, 19, 18, 39, 29, 28, 27, 35, 34, 33, 32, 31, 25, 24, 50, 49]\n",
            "93 1 [34, 33, 32, 31, 37, 36, 26, 25, 23, 22, 21, 20, 19, 18, 47, 46, 29, 28, 44, 43, 41, 40, 39, 50, 49]\n",
            "94 1 [43, 42, 41, 40, 39, 38, 37, 20, 33, 51, 16, 18, 27, 26, 25, 31, 30, 29, 23, 22, 46, 45, 35, 49, 48]\n",
            "95 1 [35, 33, 32, 41, 50, 49, 48, 39, 46, 45, 15, 20, 19, 18, 17, 23, 22, 37, 43, 30, 29, 28, 27, 26, 25]\n",
            "96 1 [34, 33, 50, 49, 48, 47, 45, 31, 36, 18, 17, 16, 27, 26, 25, 24, 23, 22, 43, 42, 29, 20, 40, 39, 38]\n",
            "97 1 [36, 23, 32, 25, 50, 49, 30, 29, 27, 19, 18, 17, 34, 12, 21, 15, 14, 47, 46, 45, 39, 38, 43, 42, 41]\n",
            "98 1 [39, 26, 25, 35, 34, 33, 21, 20, 19, 18, 17, 15, 50, 46, 31, 30, 29, 28, 37, 48, 23, 44, 43, 42, 41]\n",
            "99 1 [45, 51, 41, 40, 39, 38, 37, 36, 49, 22, 21, 20, 19, 18, 31, 47, 34, 33, 29, 28, 27, 26, 25, 24, 43]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 31 =========== \n",
            "\n",
            "Pareto sort 23\n",
            "23 6\n",
            "H_group [[30, 29, 28, 27, 26, 25, 23, 22, 21, 20, 18, 17, 16, 15, 14, 12, 11, 10, 9, 7, 5, 4, 3, 2, 1], [29, 28, 27, 26, 25, 20, 21, 22, 23, 24, 18, 17, 16, 13, 12, 14, 9, 10, 8, 1, 2, 3, 4, 5, 6], [31, 30, 29, 28, 26, 25, 21, 22, 23, 18, 19, 12, 13, 14, 15, 16, 11, 10, 9, 8, 6, 5, 3, 2, 1], [31, 30, 28, 27, 26, 24, 20, 21, 22, 23, 18, 16, 14, 13, 12, 11, 8, 9, 10, 6, 5, 4, 3, 2, 1], [45, 44, 49, 48, 47, 23, 28, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 26, 25, 24, 29, 22, 51], [30, 29, 31, 27, 26, 25, 24, 22, 21, 20, 19, 18, 17, 16, 14, 11, 12, 13, 9, 8, 7, 5, 4, 2, 1]]\n",
            "L_group [[43, 25, 24, 23, 46, 45, 39, 18, 19, 50, 28, 41, 48, 27, 35, 34, 33, 32, 31, 30, 37, 21, 16, 15, 14], [38, 36, 35, 34, 32, 30, 28, 27, 26, 24, 22, 20, 18, 16, 15, 13, 14, 11, 10, 9, 7, 5, 4, 2, 1], [38, 36, 35, 33, 32, 31, 29, 27, 25, 22, 23, 24, 20, 18, 16, 14, 13, 12, 11, 9, 7, 5, 3, 1, 2], [38, 18, 33, 16, 36, 35, 31, 14, 13, 50, 49, 48, 47, 20, 23, 29, 28, 27, 26, 21, 24, 45, 41, 40, 43], [11, 32, 30, 43, 35, 34, 16, 15, 45, 21, 20, 18, 28, 41, 39, 38, 37, 51, 50, 13, 26, 48, 47, 24, 23], [42, 40, 39, 37, 35, 34, 32, 30, 29, 27, 25, 23, 21, 20, 18, 16, 14, 12, 10, 8, 7, 5, 3, 2, 1]]\n",
            "\n",
            "|--- Client 6 <= 27.50\n",
            "|   |--- class: 1\n",
            "|--- Client 6 >  27.50\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [28, 27, 26, 25, 24, 22, 36, 35, 34, 33, 32, 50, 49, 48, 30, 20, 19, 18, 42, 41, 46, 45, 44, 39, 38]\n",
            "1 1 [47, 46, 45, 44, 43, 23, 22, 21, 20, 19, 18, 51, 50, 49, 27, 29, 25, 39, 38, 37, 35, 34, 33, 41, 31]\n",
            "2 1 [51, 50, 36, 24, 23, 22, 21, 38, 48, 28, 27, 26, 41, 40, 31, 30, 43, 46, 45, 17, 19, 13, 15, 34, 33]\n",
            "3 1 [26, 25, 24, 23, 22, 20, 18, 51, 50, 29, 28, 36, 35, 34, 33, 32, 31, 38, 48, 47, 46, 45, 43, 41, 40]\n",
            "4 1 [21, 20, 19, 18, 17, 16, 50, 49, 48, 31, 30, 46, 45, 28, 27, 43, 42, 38, 23, 36, 35, 34, 33, 25, 40]\n",
            "5 1 [33, 32, 31, 22, 21, 20, 29, 28, 44, 43, 49, 48, 47, 46, 41, 40, 18, 17, 51, 24, 26, 38, 37, 36, 35]\n",
            "6 1 [50, 49, 25, 24, 23, 22, 21, 20, 40, 39, 43, 42, 37, 36, 35, 34, 33, 32, 18, 47, 45, 30, 29, 28, 27]\n",
            "7 1 [51, 47, 46, 45, 44, 26, 36, 35, 34, 33, 32, 31, 29, 28, 42, 41, 40, 39, 38, 49, 19, 24, 23, 22, 21]\n",
            "8 1 [48, 47, 46, 45, 22, 21, 20, 25, 24, 37, 36, 35, 43, 42, 41, 40, 39, 33, 31, 30, 29, 28, 27, 50, 18]\n",
            "9 1 [23, 22, 46, 45, 26, 25, 37, 50, 43, 35, 34, 33, 14, 41, 40, 39, 29, 28, 31, 20, 19, 18, 17, 16, 48]\n",
            "10 1 [31, 35, 29, 28, 21, 20, 24, 23, 26, 18, 17, 51, 42, 41, 40, 39, 38, 37, 33, 49, 48, 47, 46, 45, 44]\n",
            "11 1 [40, 39, 38, 26, 25, 24, 23, 22, 43, 42, 29, 28, 46, 45, 17, 20, 19, 34, 36, 51, 50, 49, 48, 32, 31]\n",
            "12 1 [36, 31, 30, 29, 28, 27, 46, 45, 44, 43, 42, 41, 51, 50, 49, 48, 25, 24, 23, 22, 21, 34, 33, 39, 38]\n",
            "13 1 [34, 33, 32, 31, 23, 22, 50, 49, 48, 29, 28, 27, 26, 25, 18, 40, 39, 37, 36, 46, 45, 44, 43, 42, 20]\n",
            "14 1 [22, 32, 31, 30, 25, 24, 20, 19, 18, 17, 36, 35, 34, 44, 43, 42, 47, 46, 50, 49, 28, 27, 40, 39, 38]\n",
            "15 1 [24, 22, 21, 28, 27, 26, 45, 19, 47, 40, 39, 38, 37, 36, 35, 34, 33, 51, 50, 49, 31, 30, 43, 42, 17]\n",
            "16 1 [46, 31, 39, 13, 23, 22, 34, 33, 20, 19, 18, 48, 37, 36, 11, 50, 27, 44, 43, 42, 41, 25, 16, 15, 29]\n",
            "17 1 [44, 27, 26, 25, 24, 23, 50, 40, 21, 30, 29, 48, 38, 46, 32, 19, 18, 17, 16, 15, 14, 36, 35, 34, 42]\n",
            "18 1 [42, 27, 26, 25, 24, 23, 22, 21, 37, 36, 35, 34, 40, 39, 32, 31, 30, 29, 50, 48, 47, 46, 44, 19, 18]\n",
            "19 1 [43, 42, 41, 29, 28, 27, 45, 21, 31, 25, 51, 50, 49, 23, 19, 17, 16, 47, 39, 38, 37, 36, 35, 34, 33]\n",
            "20 1 [28, 27, 26, 25, 24, 23, 22, 30, 43, 42, 41, 40, 39, 38, 37, 36, 35, 47, 46, 45, 51, 50, 49, 33, 32]\n",
            "21 1 [32, 28, 27, 26, 25, 24, 23, 22, 34, 20, 30, 38, 37, 36, 48, 46, 45, 44, 43, 42, 41, 40, 51, 50, 18]\n",
            "22 1 [45, 44, 26, 25, 24, 23, 22, 47, 40, 39, 38, 37, 36, 35, 20, 42, 18, 50, 49, 33, 32, 31, 30, 29, 28]\n",
            "23 1 [48, 47, 21, 20, 50, 26, 34, 45, 44, 43, 42, 15, 32, 31, 30, 40, 39, 38, 36, 24, 23, 28, 13, 18, 17]\n",
            "24 1 [51, 50, 49, 48, 47, 26, 24, 23, 22, 21, 20, 19, 45, 35, 34, 33, 40, 39, 43, 42, 31, 30, 17, 37, 28]\n",
            "25 1 [40, 39, 38, 37, 49, 26, 20, 19, 18, 24, 23, 22, 47, 46, 45, 28, 35, 34, 33, 32, 31, 30, 43, 42, 51]\n",
            "26 1 [43, 42, 41, 40, 39, 15, 27, 26, 18, 17, 50, 30, 29, 34, 33, 32, 21, 20, 24, 23, 37, 36, 48, 47, 45]\n",
            "27 1 [46, 45, 44, 39, 24, 26, 22, 21, 19, 18, 51, 50, 49, 48, 42, 41, 30, 29, 28, 37, 36, 35, 34, 33, 32]\n",
            "28 1 [28, 27, 18, 51, 16, 15, 14, 49, 48, 47, 40, 34, 33, 32, 42, 25, 45, 44, 23, 22, 21, 20, 38, 36, 30]\n",
            "29 1 [18, 17, 51, 50, 49, 20, 25, 24, 23, 22, 47, 46, 38, 37, 36, 35, 42, 33, 32, 44, 30, 29, 28, 27, 40]\n",
            "30 1 [20, 19, 42, 41, 22, 25, 24, 48, 47, 46, 45, 44, 33, 32, 31, 30, 29, 28, 27, 39, 50, 37, 36, 35, 17]\n",
            "31 1 [32, 31, 42, 29, 28, 27, 26, 46, 24, 19, 18, 17, 16, 15, 22, 21, 44, 34, 38, 37, 36, 40, 50, 49, 48]\n",
            "32 1 [50, 39, 38, 37, 35, 20, 19, 33, 32, 31, 30, 29, 28, 27, 48, 47, 46, 45, 43, 42, 41, 25, 24, 23, 22]\n",
            "33 1 [39, 45, 31, 30, 29, 24, 51, 37, 36, 35, 34, 33, 19, 18, 17, 22, 21, 49, 48, 47, 41, 15, 27, 26, 43]\n",
            "34 1 [12, 11, 42, 26, 28, 24, 23, 33, 32, 44, 18, 46, 30, 16, 15, 14, 38, 37, 36, 35, 50, 40, 21, 20, 48]\n",
            "35 1 [26, 25, 24, 23, 22, 21, 20, 19, 18, 17, 41, 32, 31, 29, 28, 39, 47, 37, 36, 34, 45, 44, 43, 50, 49]\n",
            "36 1 [33, 21, 20, 28, 27, 25, 39, 45, 44, 43, 42, 41, 47, 18, 17, 16, 31, 30, 14, 37, 35, 23, 51, 50, 49]\n",
            "37 1 [38, 37, 51, 25, 24, 22, 21, 20, 19, 29, 28, 27, 35, 17, 33, 49, 48, 47, 45, 44, 43, 42, 41, 40, 31]\n",
            "38 1 [28, 27, 32, 17, 34, 19, 48, 47, 46, 45, 44, 43, 42, 41, 40, 36, 51, 50, 15, 25, 24, 38, 30, 22, 21]\n",
            "39 1 [31, 30, 20, 19, 17, 24, 35, 50, 49, 48, 47, 46, 45, 44, 28, 27, 26, 38, 37, 22, 42, 41, 40, 33, 15]\n",
            "40 1 [28, 27, 20, 19, 40, 14, 25, 31, 30, 17, 16, 43, 42, 50, 49, 38, 36, 35, 34, 33, 12, 23, 22, 47, 45]\n",
            "41 1 [37, 36, 35, 17, 22, 21, 24, 40, 39, 33, 48, 47, 45, 44, 43, 42, 15, 50, 19, 31, 30, 29, 28, 27, 26]\n",
            "42 1 [13, 18, 17, 26, 38, 21, 20, 32, 43, 34, 49, 48, 47, 46, 45, 24, 23, 15, 28, 36, 51, 11, 41, 40, 30]\n",
            "43 1 [45, 17, 16, 43, 21, 20, 19, 41, 28, 27, 51, 39, 38, 25, 24, 23, 36, 35, 34, 33, 49, 48, 47, 31, 30]\n",
            "44 1 [51, 50, 49, 29, 28, 27, 26, 47, 46, 45, 44, 43, 42, 41, 40, 39, 37, 36, 24, 23, 22, 34, 33, 32, 31]\n",
            "45 1 [21, 38, 50, 26, 25, 24, 23, 36, 35, 34, 33, 48, 31, 46, 45, 44, 29, 28, 40, 19, 18, 17, 16, 15, 42]\n",
            "46 1 [29, 16, 15, 27, 26, 25, 24, 40, 48, 22, 21, 20, 46, 45, 51, 50, 35, 34, 33, 31, 18, 43, 42, 38, 37]\n",
            "47 1 [18, 40, 39, 38, 21, 20, 24, 23, 36, 43, 42, 50, 49, 34, 33, 32, 31, 30, 29, 28, 27, 26, 47, 46, 45]\n",
            "48 1 [47, 46, 45, 44, 43, 22, 41, 18, 17, 16, 50, 49, 34, 33, 32, 31, 30, 24, 39, 38, 37, 36, 28, 20, 26]\n",
            "49 1 [50, 49, 38, 47, 46, 19, 18, 16, 14, 32, 31, 30, 29, 44, 36, 35, 34, 27, 26, 24, 23, 22, 21, 42, 40]\n",
            "50 1 [18, 17, 30, 29, 28, 27, 26, 34, 33, 32, 43, 20, 38, 50, 49, 48, 47, 46, 45, 24, 23, 22, 41, 40, 36]\n",
            "51 1 [39, 45, 44, 43, 24, 23, 37, 36, 35, 34, 33, 26, 14, 48, 47, 29, 28, 21, 19, 18, 17, 16, 50, 31, 41]\n",
            "52 1 [40, 39, 30, 29, 42, 20, 19, 18, 17, 16, 15, 47, 46, 23, 22, 44, 50, 49, 27, 26, 25, 32, 37, 35, 34]\n",
            "53 1 [45, 44, 43, 50, 18, 17, 39, 38, 37, 36, 35, 34, 33, 32, 31, 41, 22, 25, 24, 20, 48, 47, 29, 28, 27]\n",
            "54 1 [42, 41, 40, 39, 38, 27, 26, 51, 50, 49, 48, 29, 46, 45, 44, 36, 35, 34, 33, 32, 31, 24, 23, 22, 21]\n",
            "55 1 [22, 48, 33, 28, 27, 26, 25, 24, 16, 42, 51, 50, 20, 19, 18, 40, 39, 38, 36, 35, 31, 30, 46, 45, 44]\n",
            "56 1 [39, 38, 15, 36, 46, 24, 23, 50, 49, 48, 13, 21, 20, 19, 34, 33, 32, 17, 44, 43, 30, 29, 28, 41, 26]\n",
            "57 1 [35, 34, 29, 50, 44, 16, 15, 27, 26, 25, 24, 23, 22, 37, 32, 31, 48, 47, 46, 18, 20, 42, 41, 40, 39]\n",
            "58 1 [49, 23, 22, 21, 20, 27, 47, 25, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 45, 44, 43, 42, 41, 40, 51]\n",
            "59 1 [51, 38, 26, 25, 24, 23, 18, 34, 32, 31, 30, 29, 28, 44, 43, 42, 41, 40, 21, 20, 49, 48, 47, 46, 36]\n",
            "60 1 [50, 49, 48, 33, 42, 13, 23, 36, 35, 25, 27, 17, 16, 15, 31, 21, 20, 19, 46, 45, 44, 40, 39, 38, 29]\n",
            "61 1 [51, 50, 48, 26, 25, 20, 19, 18, 17, 16, 23, 22, 33, 32, 46, 45, 44, 43, 36, 35, 38, 30, 41, 40, 28]\n",
            "62 1 [39, 38, 25, 36, 35, 19, 49, 33, 32, 31, 42, 41, 17, 16, 15, 47, 46, 45, 44, 21, 23, 29, 28, 27, 51]\n",
            "63 1 [17, 37, 36, 35, 24, 23, 22, 21, 20, 19, 27, 26, 41, 31, 30, 29, 50, 49, 47, 46, 45, 44, 43, 39, 33]\n",
            "64 1 [48, 36, 35, 34, 24, 23, 22, 21, 20, 19, 44, 43, 42, 40, 39, 38, 46, 26, 51, 50, 32, 31, 30, 29, 28]\n",
            "65 1 [42, 41, 33, 50, 19, 18, 17, 39, 38, 31, 30, 29, 28, 27, 26, 25, 48, 47, 45, 44, 23, 22, 21, 36, 35]\n",
            "66 1 [32, 31, 30, 50, 49, 20, 34, 47, 26, 18, 22, 45, 44, 43, 42, 41, 39, 37, 36, 28, 24, 16, 15, 14, 13]\n",
            "67 1 [33, 32, 31, 30, 21, 20, 19, 36, 35, 26, 39, 38, 24, 23, 51, 50, 28, 48, 47, 46, 45, 44, 43, 42, 41]\n",
            "68 1 [50, 28, 27, 23, 22, 21, 20, 19, 18, 17, 30, 46, 45, 41, 40, 39, 38, 37, 36, 34, 33, 32, 25, 48, 43]\n",
            "69 1 [49, 48, 47, 46, 45, 18, 39, 38, 37, 35, 51, 26, 25, 24, 23, 22, 21, 20, 41, 33, 31, 30, 29, 28, 43]\n",
            "70 1 [21, 20, 47, 46, 45, 18, 17, 39, 38, 37, 36, 35, 51, 33, 32, 31, 26, 25, 24, 23, 41, 43, 49, 29, 28]\n",
            "71 1 [51, 50, 49, 48, 16, 15, 41, 39, 19, 18, 33, 32, 31, 30, 26, 35, 46, 45, 43, 24, 23, 22, 21, 28, 37]\n",
            "72 1 [24, 23, 22, 20, 19, 18, 17, 35, 34, 33, 40, 31, 30, 29, 28, 47, 46, 50, 49, 38, 37, 26, 44, 43, 42]\n",
            "73 1 [50, 49, 48, 47, 38, 23, 22, 21, 20, 19, 18, 17, 29, 40, 42, 36, 35, 33, 32, 31, 45, 44, 27, 26, 25]\n",
            "74 1 [25, 38, 27, 23, 22, 21, 20, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 34, 33, 32, 31, 30, 29, 36, 40]\n",
            "75 1 [43, 26, 25, 18, 17, 16, 14, 46, 45, 38, 37, 35, 34, 33, 50, 49, 48, 23, 22, 41, 40, 20, 31, 30, 28]\n",
            "76 1 [35, 49, 48, 33, 32, 24, 23, 22, 20, 19, 18, 46, 45, 44, 51, 26, 30, 29, 28, 42, 41, 40, 39, 38, 37]\n",
            "77 1 [48, 44, 46, 27, 26, 20, 19, 18, 17, 15, 36, 34, 33, 32, 31, 24, 23, 22, 38, 29, 42, 41, 40, 51, 50]\n",
            "78 1 [31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21, 50, 39, 35, 34, 33, 19, 18, 48, 37, 41, 46, 45, 44, 43]\n",
            "79 1 [36, 34, 33, 24, 23, 22, 40, 39, 38, 15, 27, 26, 50, 49, 42, 31, 30, 29, 20, 18, 17, 44, 13, 47, 46]\n",
            "80 1 [16, 48, 51, 50, 34, 22, 20, 46, 39, 38, 37, 36, 14, 42, 41, 18, 28, 27, 26, 25, 24, 44, 32, 31, 30]\n",
            "81 1 [34, 30, 28, 21, 20, 19, 17, 16, 42, 41, 26, 25, 24, 23, 51, 39, 38, 37, 36, 44, 49, 48, 32, 46, 14]\n",
            "82 1 [26, 25, 30, 19, 18, 17, 51, 21, 40, 34, 47, 46, 45, 44, 49, 42, 32, 38, 37, 36, 28, 15, 14, 13, 23]\n",
            "83 1 [46, 42, 22, 21, 20, 19, 34, 40, 39, 38, 37, 36, 44, 51, 50, 49, 48, 32, 31, 29, 28, 27, 26, 25, 24]\n",
            "84 1 [49, 48, 26, 24, 23, 22, 13, 32, 20, 19, 18, 16, 15, 41, 40, 46, 45, 30, 38, 37, 36, 51, 34, 28, 43]\n",
            "85 1 [29, 42, 41, 19, 18, 17, 39, 38, 36, 35, 34, 50, 49, 48, 47, 46, 45, 44, 25, 27, 32, 31, 23, 22, 21]\n",
            "86 1 [29, 28, 27, 26, 22, 21, 20, 19, 18, 33, 32, 31, 47, 46, 45, 51, 50, 49, 43, 42, 38, 37, 24, 40, 35]\n",
            "87 1 [50, 49, 26, 24, 23, 22, 32, 31, 30, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 20, 19, 28, 34]\n",
            "88 1 [51, 50, 48, 24, 23, 22, 44, 43, 20, 19, 18, 16, 15, 28, 36, 35, 26, 33, 32, 31, 30, 38, 46, 41, 40]\n",
            "89 1 [46, 24, 23, 22, 21, 20, 19, 42, 41, 40, 39, 51, 50, 31, 17, 29, 28, 27, 26, 34, 33, 48, 44, 37, 36]\n",
            "90 1 [24, 22, 21, 20, 19, 17, 16, 15, 37, 36, 31, 34, 33, 50, 40, 39, 29, 46, 45, 44, 43, 42, 48, 27, 26]\n",
            "91 1 [25, 24, 34, 22, 21, 20, 51, 50, 30, 29, 28, 27, 32, 48, 18, 46, 45, 43, 42, 41, 40, 39, 38, 37, 36]\n",
            "92 1 [23, 49, 48, 25, 17, 21, 44, 43, 46, 38, 32, 34, 30, 29, 28, 27, 15, 14, 13, 12, 19, 41, 40, 51, 36]\n",
            "93 1 [31, 35, 33, 29, 28, 27, 26, 25, 40, 39, 38, 37, 43, 42, 47, 18, 17, 16, 45, 21, 20, 23, 51, 50, 49]\n",
            "94 1 [47, 46, 24, 29, 22, 15, 14, 18, 17, 35, 38, 37, 20, 33, 32, 31, 12, 51, 44, 42, 41, 40, 49, 27, 26]\n",
            "95 1 [27, 29, 21, 42, 51, 19, 25, 24, 23, 49, 48, 47, 46, 45, 44, 31, 35, 34, 33, 37, 40, 39, 17, 16, 15]\n",
            "96 1 [15, 19, 31, 30, 28, 27, 26, 25, 24, 23, 35, 34, 33, 41, 40, 39, 43, 21, 51, 37, 17, 49, 48, 47, 45]\n",
            "97 1 [51, 37, 47, 46, 24, 23, 22, 15, 49, 44, 33, 32, 31, 30, 20, 19, 42, 41, 40, 39, 17, 28, 27, 26, 35]\n",
            "98 1 [26, 42, 41, 40, 39, 24, 23, 22, 30, 29, 28, 51, 50, 49, 48, 47, 46, 45, 44, 37, 36, 35, 34, 33, 32]\n",
            "99 1 [51, 50, 49, 43, 42, 24, 40, 39, 38, 37, 36, 35, 20, 47, 46, 45, 22, 33, 32, 31, 30, 29, 28, 27, 26]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 32 =========== \n",
            "\n",
            "Pareto sort 17\n",
            "17 5\n",
            "H_group [[29, 28, 27, 26, 25, 23, 22, 21, 20, 19, 18, 17, 10, 11, 12, 13, 14, 15, 16, 7, 8, 5, 4, 2, 1], [29, 28, 27, 23, 25, 24, 21, 20, 19, 18, 12, 13, 14, 15, 16, 11, 9, 1, 2, 3, 4, 5, 6, 7, 8], [32, 31, 30, 29, 26, 27, 24, 23, 22, 21, 20, 18, 16, 15, 14, 10, 11, 12, 13, 8, 7, 5, 4, 2, 1], [32, 31, 29, 28, 27, 26, 25, 23, 22, 15, 16, 17, 18, 19, 20, 14, 13, 12, 11, 9, 8, 5, 6, 3, 1], [32, 31, 30, 27, 28, 25, 22, 23, 21, 19, 11, 12, 13, 14, 15, 16, 17, 10, 9, 7, 6, 5, 3, 1, 2]]\n",
            "L_group [[26, 16, 15, 14, 51, 45, 44, 40, 39, 38, 36, 34, 33, 32, 24, 23, 22, 42, 48, 18, 28, 30, 46, 50, 20], [40, 38, 36, 34, 33, 32, 30, 29, 27, 26, 25, 23, 21, 19, 18, 17, 15, 13, 12, 10, 8, 6, 4, 2, 1], [28, 27, 31, 24, 14, 18, 20, 22, 49, 48, 51, 44, 43, 42, 36, 35, 34, 16, 32, 25, 30, 40, 39, 38, 46], [13, 18, 17, 26, 38, 21, 20, 32, 43, 34, 49, 48, 47, 46, 45, 24, 23, 15, 28, 36, 51, 11, 41, 40, 30], [40, 41, 38, 37, 35, 33, 31, 29, 27, 25, 23, 21, 19, 18, 16, 14, 13, 12, 10, 9, 8, 7, 5, 3, 1]]\n",
            "\n",
            "|--- Client 11 <= 21.50\n",
            "|   |--- class: 1\n",
            "|--- Client 11 >  21.50\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [33, 32, 31, 30, 29, 28, 27, 26, 15, 22, 18, 17, 36, 35, 43, 42, 38, 24, 20, 47, 46, 45, 40, 50, 49]\n",
            "1 1 [50, 49, 47, 46, 39, 23, 33, 32, 44, 43, 11, 16, 14, 13, 35, 28, 41, 37, 21, 20, 19, 18, 26, 25, 30]\n",
            "2 1 [36, 35, 34, 33, 32, 28, 27, 26, 25, 20, 19, 41, 40, 39, 38, 17, 50, 49, 30, 23, 22, 47, 45, 44, 43]\n",
            "3 1 [41, 40, 39, 38, 37, 36, 49, 20, 19, 18, 17, 27, 51, 47, 46, 45, 44, 43, 23, 22, 25, 31, 29, 34, 33]\n",
            "4 1 [48, 47, 46, 45, 44, 26, 24, 23, 22, 21, 17, 16, 33, 19, 37, 36, 35, 42, 31, 30, 29, 28, 40, 39, 50]\n",
            "5 1 [50, 49, 48, 18, 17, 16, 24, 23, 46, 37, 21, 20, 27, 26, 39, 35, 34, 33, 31, 30, 29, 44, 43, 42, 41]\n",
            "6 1 [40, 46, 38, 37, 26, 25, 24, 23, 22, 21, 20, 19, 18, 42, 33, 32, 44, 30, 29, 28, 35, 51, 50, 49, 48]\n",
            "7 1 [28, 27, 26, 44, 43, 42, 41, 34, 33, 32, 20, 19, 39, 38, 37, 36, 47, 46, 51, 50, 49, 24, 23, 22, 30]\n",
            "8 1 [45, 44, 43, 32, 26, 25, 24, 23, 21, 20, 19, 41, 40, 39, 51, 50, 49, 30, 29, 28, 47, 37, 36, 17, 34]\n",
            "9 1 [45, 44, 43, 42, 41, 40, 32, 24, 23, 22, 21, 20, 19, 50, 49, 27, 26, 47, 38, 37, 36, 35, 34, 30, 29]\n",
            "10 1 [45, 36, 43, 38, 51, 50, 49, 41, 40, 17, 16, 47, 34, 33, 32, 31, 30, 29, 28, 27, 23, 25, 21, 20, 19]\n",
            "11 1 [40, 39, 34, 33, 32, 30, 29, 28, 19, 18, 21, 48, 24, 23, 16, 15, 26, 46, 45, 44, 43, 42, 37, 36, 50]\n",
            "12 1 [28, 40, 34, 33, 32, 31, 30, 26, 45, 44, 17, 16, 36, 38, 21, 20, 19, 42, 51, 50, 49, 48, 47, 24, 23]\n",
            "13 1 [40, 39, 38, 37, 36, 35, 34, 33, 32, 22, 21, 20, 51, 43, 42, 30, 29, 28, 24, 26, 49, 48, 47, 46, 45]\n",
            "14 1 [32, 30, 24, 48, 47, 46, 22, 21, 20, 19, 18, 28, 27, 26, 44, 42, 41, 40, 39, 38, 37, 36, 34, 51, 50]\n",
            "15 1 [45, 39, 38, 15, 26, 25, 24, 23, 22, 21, 20, 18, 17, 32, 31, 34, 36, 50, 49, 29, 28, 47, 43, 42, 41]\n",
            "16 1 [36, 32, 43, 34, 17, 51, 49, 24, 23, 22, 21, 20, 19, 47, 46, 45, 30, 29, 28, 27, 26, 41, 40, 39, 38]\n",
            "17 1 [32, 31, 40, 39, 43, 42, 29, 28, 27, 22, 21, 20, 19, 18, 17, 16, 50, 49, 35, 34, 45, 37, 25, 24, 47]\n",
            "18 1 [21, 20, 29, 48, 18, 27, 46, 45, 23, 16, 15, 14, 13, 39, 37, 36, 34, 33, 32, 31, 51, 50, 41, 43, 25]\n",
            "19 1 [22, 50, 49, 48, 47, 46, 27, 26, 25, 24, 20, 36, 32, 31, 30, 29, 18, 34, 44, 43, 42, 41, 40, 39, 38]\n",
            "20 1 [42, 26, 25, 24, 36, 50, 49, 44, 22, 21, 19, 18, 47, 46, 29, 28, 40, 39, 38, 34, 33, 32, 31, 16, 15]\n",
            "21 1 [27, 26, 20, 41, 40, 39, 50, 24, 23, 22, 18, 37, 35, 34, 33, 32, 31, 30, 29, 46, 45, 44, 43, 16, 48]\n",
            "22 1 [41, 40, 39, 46, 37, 27, 26, 25, 24, 23, 19, 18, 17, 35, 34, 50, 49, 48, 32, 31, 30, 29, 21, 44, 43]\n",
            "23 1 [29, 27, 31, 23, 22, 21, 20, 19, 18, 14, 16, 41, 40, 43, 38, 37, 25, 33, 35, 46, 45, 51, 50, 49, 48]\n",
            "24 1 [31, 30, 29, 51, 40, 39, 42, 23, 22, 21, 20, 19, 37, 36, 35, 34, 33, 44, 25, 46, 17, 16, 49, 48, 27]\n",
            "25 1 [15, 17, 27, 26, 25, 24, 23, 22, 21, 50, 19, 44, 43, 32, 41, 40, 39, 48, 46, 30, 29, 37, 36, 35, 34]\n",
            "26 1 [23, 22, 17, 40, 49, 48, 47, 46, 25, 20, 19, 44, 43, 42, 51, 31, 30, 38, 37, 36, 35, 34, 33, 28, 27]\n",
            "27 1 [34, 30, 29, 28, 27, 26, 25, 24, 23, 21, 19, 18, 46, 45, 44, 43, 50, 41, 32, 39, 38, 37, 36, 16, 48]\n",
            "28 1 [49, 48, 47, 46, 45, 44, 34, 33, 32, 22, 21, 20, 19, 40, 38, 37, 36, 42, 25, 24, 30, 29, 28, 27, 51]\n",
            "29 1 [37, 36, 35, 23, 45, 44, 43, 42, 41, 17, 16, 27, 26, 25, 21, 48, 47, 29, 51, 50, 39, 33, 32, 31, 19]\n",
            "30 1 [36, 35, 34, 44, 43, 42, 41, 47, 46, 22, 21, 20, 19, 39, 38, 51, 50, 49, 30, 29, 28, 27, 26, 32, 24]\n",
            "31 1 [46, 45, 44, 28, 27, 36, 35, 38, 22, 21, 20, 19, 18, 17, 16, 30, 25, 24, 50, 14, 40, 42, 33, 32, 48]\n",
            "32 1 [32, 27, 26, 25, 24, 46, 48, 22, 21, 19, 15, 14, 40, 30, 29, 38, 37, 36, 35, 34, 17, 44, 43, 42, 50]\n",
            "33 1 [51, 50, 37, 36, 35, 34, 29, 28, 48, 22, 21, 20, 24, 46, 18, 17, 16, 40, 39, 26, 44, 43, 42, 32, 31]\n",
            "34 1 [47, 46, 45, 49, 51, 25, 24, 23, 22, 21, 20, 19, 43, 42, 41, 39, 38, 34, 33, 32, 36, 30, 29, 28, 27]\n",
            "35 1 [28, 27, 26, 25, 24, 42, 36, 35, 34, 33, 20, 18, 17, 15, 31, 30, 47, 46, 44, 22, 40, 39, 38, 50, 49]\n",
            "36 1 [19, 18, 51, 46, 45, 44, 43, 42, 29, 22, 21, 34, 33, 32, 31, 40, 38, 37, 36, 27, 26, 25, 24, 49, 48]\n",
            "37 1 [49, 48, 47, 46, 45, 51, 27, 43, 20, 19, 18, 17, 32, 30, 29, 25, 24, 22, 15, 41, 40, 38, 37, 35, 34]\n",
            "38 1 [48, 47, 13, 37, 39, 22, 35, 34, 33, 20, 19, 29, 28, 27, 26, 31, 24, 15, 17, 42, 41, 45, 44, 51, 50]\n",
            "39 1 [33, 32, 31, 47, 42, 40, 39, 38, 49, 20, 18, 17, 16, 45, 44, 51, 22, 29, 28, 27, 26, 25, 24, 36, 35]\n",
            "40 1 [28, 26, 25, 24, 23, 15, 36, 50, 21, 38, 19, 17, 34, 32, 31, 30, 48, 47, 46, 45, 44, 43, 42, 41, 40]\n",
            "41 1 [38, 37, 36, 35, 34, 47, 21, 20, 30, 49, 18, 17, 16, 15, 42, 41, 40, 32, 45, 44, 26, 25, 28, 23, 51]\n",
            "42 1 [25, 23, 22, 20, 16, 15, 38, 51, 50, 49, 18, 43, 42, 40, 13, 28, 27, 36, 31, 30, 47, 46, 45, 34, 33]\n",
            "43 1 [16, 15, 18, 22, 46, 25, 24, 28, 27, 37, 20, 31, 30, 35, 34, 33, 51, 50, 49, 48, 44, 42, 41, 40, 39]\n",
            "44 1 [47, 46, 36, 41, 40, 26, 25, 24, 23, 22, 21, 20, 19, 30, 44, 43, 49, 34, 33, 32, 38, 28, 51, 17, 16]\n",
            "45 1 [31, 30, 17, 16, 35, 28, 27, 26, 25, 24, 20, 19, 42, 41, 40, 39, 38, 37, 46, 45, 44, 50, 33, 22, 48]\n",
            "46 1 [31, 30, 29, 28, 24, 23, 22, 21, 20, 19, 18, 17, 43, 35, 34, 33, 47, 39, 38, 37, 45, 41, 50, 49, 26]\n",
            "47 1 [44, 31, 30, 29, 20, 37, 36, 35, 18, 17, 16, 15, 22, 40, 39, 27, 26, 33, 47, 46, 51, 50, 49, 24, 42]\n",
            "48 1 [43, 49, 34, 51, 32, 31, 30, 21, 20, 19, 17, 28, 27, 26, 15, 24, 23, 47, 46, 45, 41, 39, 38, 37, 36]\n",
            "49 1 [42, 41, 40, 31, 15, 14, 27, 44, 47, 46, 18, 17, 51, 36, 35, 34, 33, 21, 20, 25, 24, 23, 29, 38, 49]\n",
            "50 1 [36, 34, 46, 45, 44, 50, 49, 48, 39, 38, 16, 26, 25, 24, 23, 22, 20, 32, 31, 30, 29, 28, 18, 42, 41]\n",
            "51 1 [29, 28, 48, 18, 50, 26, 25, 24, 23, 22, 21, 20, 32, 31, 46, 45, 44, 43, 42, 35, 34, 40, 39, 38, 37]\n",
            "52 1 [48, 50, 46, 45, 27, 26, 25, 24, 23, 40, 17, 16, 15, 43, 42, 38, 37, 36, 31, 29, 21, 20, 19, 34, 33]\n",
            "53 1 [36, 35, 34, 33, 38, 50, 43, 42, 40, 48, 21, 20, 19, 18, 46, 45, 31, 30, 29, 28, 27, 26, 25, 24, 23]\n",
            "54 1 [38, 37, 36, 18, 23, 22, 34, 33, 32, 16, 15, 49, 48, 47, 25, 20, 51, 30, 29, 27, 43, 42, 41, 40, 45]\n",
            "55 1 [47, 46, 45, 44, 39, 38, 37, 24, 23, 22, 21, 20, 19, 35, 34, 33, 50, 49, 42, 41, 31, 30, 29, 27, 26]\n",
            "56 1 [43, 42, 41, 40, 20, 36, 31, 30, 29, 38, 18, 17, 27, 15, 45, 13, 51, 49, 47, 25, 24, 23, 22, 34, 33]\n",
            "57 1 [22, 18, 47, 46, 45, 44, 40, 31, 29, 28, 20, 26, 25, 24, 49, 16, 15, 42, 38, 37, 36, 35, 34, 33, 51]\n",
            "58 1 [43, 42, 41, 40, 17, 30, 24, 38, 22, 21, 20, 19, 26, 28, 47, 46, 45, 51, 50, 49, 36, 35, 34, 33, 32]\n",
            "59 1 [50, 49, 48, 47, 46, 22, 21, 20, 19, 18, 17, 39, 44, 29, 28, 27, 25, 24, 37, 36, 35, 33, 42, 41, 31]\n",
            "60 1 [47, 46, 37, 36, 35, 51, 20, 33, 32, 31, 18, 17, 16, 27, 26, 25, 24, 23, 22, 29, 39, 49, 41, 44, 43]\n",
            "61 1 [28, 26, 25, 39, 37, 36, 50, 49, 48, 47, 15, 30, 45, 44, 43, 42, 41, 32, 34, 23, 22, 20, 19, 18, 17]\n",
            "62 1 [26, 30, 29, 28, 37, 36, 35, 47, 17, 16, 15, 24, 45, 44, 50, 49, 33, 32, 40, 39, 42, 22, 21, 20, 19]\n",
            "63 1 [28, 27, 26, 25, 24, 23, 50, 49, 21, 20, 19, 18, 36, 35, 34, 33, 47, 46, 45, 40, 31, 30, 43, 42, 38]\n",
            "64 1 [33, 41, 40, 31, 30, 26, 28, 43, 16, 15, 14, 38, 24, 23, 22, 49, 48, 20, 19, 18, 51, 46, 45, 36, 35]\n",
            "65 1 [45, 44, 42, 40, 39, 38, 25, 24, 23, 22, 21, 20, 36, 35, 34, 33, 32, 31, 27, 51, 50, 49, 48, 47, 29]\n",
            "66 1 [25, 24, 23, 43, 36, 35, 34, 33, 48, 16, 15, 21, 20, 19, 18, 50, 31, 30, 38, 41, 40, 46, 45, 28, 27]\n",
            "67 1 [26, 31, 30, 29, 28, 44, 43, 42, 41, 19, 18, 21, 24, 23, 39, 38, 37, 36, 35, 34, 33, 51, 50, 48, 46]\n",
            "68 1 [45, 37, 43, 42, 35, 34, 32, 31, 40, 39, 14, 20, 19, 18, 50, 49, 16, 47, 29, 27, 26, 25, 24, 23, 22]\n",
            "69 1 [39, 38, 37, 36, 35, 45, 44, 43, 47, 30, 19, 18, 41, 51, 50, 49, 26, 25, 24, 23, 22, 21, 33, 32, 28]\n",
            "70 1 [25, 24, 23, 22, 32, 31, 30, 50, 49, 48, 16, 15, 46, 45, 39, 37, 43, 28, 27, 41, 20, 19, 18, 35, 34]\n",
            "71 1 [51, 42, 49, 47, 46, 45, 44, 32, 31, 22, 21, 20, 24, 29, 28, 37, 36, 35, 34, 40, 39, 16, 15, 26, 18]\n",
            "72 1 [41, 30, 29, 28, 27, 26, 39, 24, 44, 43, 19, 17, 37, 36, 35, 34, 33, 32, 22, 21, 50, 49, 48, 47, 46]\n",
            "73 1 [30, 29, 28, 27, 47, 46, 45, 23, 22, 21, 20, 49, 33, 32, 35, 37, 18, 16, 15, 41, 40, 39, 25, 51, 43]\n",
            "74 1 [31, 30, 29, 46, 45, 44, 15, 24, 23, 22, 21, 50, 35, 19, 18, 17, 38, 37, 27, 26, 33, 48, 42, 41, 40]\n",
            "75 1 [46, 45, 44, 25, 37, 14, 28, 27, 51, 50, 19, 42, 41, 17, 16, 32, 31, 30, 23, 22, 21, 39, 35, 34, 48]\n",
            "76 1 [27, 42, 41, 40, 44, 25, 23, 22, 21, 20, 19, 18, 17, 38, 37, 36, 34, 32, 31, 29, 51, 49, 48, 47, 46]\n",
            "77 1 [23, 41, 28, 27, 26, 25, 39, 38, 37, 19, 18, 17, 45, 44, 43, 50, 49, 48, 47, 35, 34, 33, 32, 30, 21]\n",
            "78 1 [25, 49, 38, 37, 36, 34, 23, 22, 21, 20, 19, 18, 16, 47, 51, 45, 44, 43, 42, 32, 31, 40, 29, 28, 27]\n",
            "79 1 [14, 35, 39, 38, 37, 26, 25, 24, 23, 22, 21, 44, 31, 19, 18, 51, 16, 49, 29, 28, 33, 42, 41, 47, 46]\n",
            "80 1 [51, 46, 33, 32, 31, 30, 29, 24, 23, 22, 21, 20, 19, 27, 26, 44, 49, 48, 42, 41, 40, 39, 38, 37, 35]\n",
            "81 1 [27, 26, 29, 24, 23, 22, 21, 19, 18, 45, 16, 43, 35, 34, 41, 40, 39, 38, 37, 49, 48, 47, 32, 31, 51]\n",
            "82 1 [19, 36, 35, 23, 48, 47, 45, 17, 50, 40, 21, 33, 9, 15, 31, 29, 28, 27, 26, 25, 11, 13, 38, 43, 42]\n",
            "83 1 [48, 47, 46, 45, 44, 24, 35, 34, 33, 42, 18, 17, 31, 30, 22, 20, 28, 27, 26, 40, 39, 38, 37, 51, 50]\n",
            "84 1 [33, 16, 15, 31, 45, 44, 43, 42, 41, 35, 19, 18, 25, 50, 49, 23, 22, 21, 39, 38, 37, 29, 28, 27, 47]\n",
            "85 1 [25, 15, 17, 42, 23, 49, 44, 40, 21, 20, 19, 38, 47, 46, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 51]\n",
            "86 1 [47, 46, 50, 49, 26, 25, 24, 23, 19, 32, 15, 44, 17, 38, 37, 36, 35, 34, 21, 42, 41, 40, 30, 29, 28]\n",
            "87 1 [38, 37, 36, 35, 34, 28, 43, 42, 20, 19, 18, 26, 32, 31, 30, 50, 49, 48, 47, 46, 45, 22, 24, 16, 40]\n",
            "88 1 [41, 40, 39, 38, 31, 30, 28, 23, 22, 21, 20, 19, 36, 34, 33, 51, 50, 26, 25, 48, 47, 46, 45, 44, 43]\n",
            "89 1 [25, 24, 23, 22, 42, 41, 20, 39, 38, 37, 15, 48, 47, 46, 45, 44, 18, 17, 28, 27, 50, 35, 31, 30, 33]\n",
            "90 1 [49, 48, 47, 18, 38, 45, 43, 42, 41, 40, 16, 15, 36, 35, 30, 23, 22, 21, 20, 51, 33, 32, 28, 26, 25]\n",
            "91 1 [36, 35, 34, 33, 31, 29, 28, 27, 26, 25, 20, 19, 18, 16, 46, 45, 44, 43, 23, 22, 48, 41, 50, 39, 38]\n",
            "92 1 [29, 28, 27, 26, 25, 24, 23, 46, 45, 44, 19, 18, 16, 31, 42, 41, 40, 39, 48, 33, 51, 50, 21, 35, 37]\n",
            "93 1 [30, 29, 28, 27, 18, 51, 25, 24, 22, 21, 20, 36, 35, 34, 33, 32, 43, 42, 41, 40, 47, 46, 45, 38, 49]\n",
            "94 1 [47, 46, 44, 32, 31, 30, 29, 23, 22, 21, 20, 15, 42, 34, 38, 37, 36, 50, 49, 40, 18, 17, 27, 26, 25]\n",
            "95 1 [30, 29, 28, 26, 25, 24, 23, 33, 32, 44, 18, 42, 41, 40, 39, 38, 37, 21, 20, 35, 50, 49, 48, 47, 46]\n",
            "96 1 [35, 34, 30, 28, 27, 26, 25, 24, 22, 21, 20, 19, 39, 47, 17, 37, 51, 50, 49, 32, 45, 44, 43, 42, 41]\n",
            "97 1 [48, 47, 46, 45, 43, 25, 24, 23, 22, 21, 20, 19, 51, 50, 41, 37, 36, 35, 39, 30, 29, 28, 27, 33, 32]\n",
            "98 1 [35, 29, 28, 27, 26, 25, 24, 23, 40, 33, 17, 16, 15, 19, 31, 38, 37, 48, 47, 46, 45, 43, 42, 50, 21]\n",
            "99 1 [18, 17, 16, 15, 13, 43, 42, 41, 40, 45, 20, 24, 31, 38, 37, 36, 35, 33, 29, 28, 26, 47, 22, 50, 49]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 33 =========== \n",
            "\n",
            "Pareto sort 28\n",
            "28 8\n",
            "H_group [[28, 27, 29, 25, 20, 21, 22, 23, 24, 18, 17, 16, 15, 14, 13, 12, 11, 9, 8, 7, 6, 4, 3, 2, 1], [30, 29, 28, 27, 25, 24, 23, 22, 20, 19, 18, 17, 16, 14, 13, 9, 10, 11, 8, 7, 6, 5, 4, 2, 1], [31, 30, 29, 28, 27, 26, 25, 23, 22, 14, 15, 16, 17, 18, 19, 20, 13, 12, 10, 8, 7, 6, 4, 2, 1], [32, 31, 29, 28, 27, 26, 23, 24, 21, 20, 18, 16, 15, 14, 13, 12, 10, 9, 8, 4, 5, 6, 7, 2, 1], [31, 20, 47, 22, 45, 44, 29, 28, 27, 26, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 24, 51, 50, 49, 48], [32, 31, 29, 27, 26, 25, 24, 23, 21, 19, 18, 17, 16, 14, 13, 12, 11, 9, 8, 3, 4, 5, 6, 7, 1], [30, 29, 28, 27, 26, 25, 43, 42, 41, 40, 39, 32, 50, 49, 48, 47, 46, 45, 37, 23, 35, 19, 21, 20, 34], [33, 32, 31, 29, 28, 27, 25, 24, 23, 21, 20, 18, 17, 15, 14, 10, 11, 12, 9, 8, 7, 6, 4, 3, 1]]\n",
            "L_group [[39, 37, 36, 34, 32, 30, 28, 26, 25, 24, 23, 21, 19, 18, 16, 15, 14, 12, 11, 9, 7, 6, 4, 3, 1], [39, 38, 35, 36, 33, 32, 31, 29, 27, 25, 23, 22, 20, 18, 17, 16, 14, 12, 11, 9, 7, 5, 3, 2, 1], [38, 37, 35, 34, 31, 32, 29, 27, 26, 24, 23, 22, 21, 20, 18, 16, 14, 12, 10, 8, 5, 6, 4, 2, 1], [39, 37, 35, 33, 32, 31, 29, 28, 26, 25, 23, 22, 20, 18, 17, 16, 14, 12, 10, 8, 6, 7, 4, 2, 1], [39, 38, 36, 34, 32, 30, 29, 28, 26, 24, 22, 21, 19, 18, 16, 15, 13, 11, 8, 9, 7, 5, 3, 2, 1], [41, 40, 39, 37, 35, 34, 33, 31, 29, 27, 25, 23, 21, 19, 17, 15, 13, 11, 12, 9, 8, 6, 4, 3, 1], [19, 36, 35, 23, 48, 47, 45, 17, 50, 40, 21, 33, 9, 15, 31, 29, 28, 27, 26, 25, 11, 13, 38, 43, 42], [37, 36, 35, 34, 27, 23, 50, 49, 18, 42, 14, 20, 25, 40, 39, 16, 29, 12, 51, 22, 47, 45, 44, 32, 31]]\n",
            "\n",
            "|--- Client 2 <= 34.00\n",
            "|   |--- class: 1\n",
            "|--- Client 2 >  34.00\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [20, 19, 18, 48, 39, 38, 37, 36, 34, 33, 31, 30, 29, 50, 23, 22, 27, 26, 25, 46, 45, 44, 43, 42, 41]\n",
            "1 1 [25, 24, 23, 22, 41, 40, 39, 38, 37, 36, 35, 34, 20, 28, 27, 48, 44, 43, 46, 32, 31, 30, 18, 51, 50]\n",
            "2 1 [37, 30, 29, 28, 27, 50, 20, 46, 45, 35, 34, 33, 32, 48, 43, 39, 41, 18, 25, 24, 23, 22, 16, 15, 14]\n",
            "3 1 [27, 26, 25, 48, 30, 29, 51, 50, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 32, 23, 22, 21]\n",
            "4 1 [28, 20, 40, 51, 50, 16, 38, 37, 36, 35, 34, 44, 43, 42, 48, 47, 46, 18, 32, 31, 30, 26, 24, 23, 22]\n",
            "5 1 [31, 30, 46, 45, 19, 18, 17, 16, 15, 22, 21, 28, 27, 26, 51, 50, 36, 38, 34, 33, 41, 40, 43, 24, 48]\n",
            "6 1 [26, 33, 43, 42, 41, 40, 20, 24, 14, 38, 22, 18, 17, 16, 36, 35, 31, 30, 29, 28, 46, 45, 50, 49, 48]\n",
            "7 1 [46, 32, 31, 30, 29, 51, 50, 49, 48, 42, 41, 39, 38, 44, 27, 26, 25, 23, 22, 21, 20, 19, 36, 35, 34]\n",
            "8 1 [30, 29, 36, 18, 17, 48, 47, 38, 15, 34, 50, 45, 44, 43, 23, 22, 21, 20, 32, 27, 26, 25, 41, 40, 13]\n",
            "9 1 [34, 33, 28, 26, 25, 16, 15, 31, 30, 21, 20, 19, 18, 42, 36, 47, 46, 45, 44, 49, 40, 39, 38, 51, 23]\n",
            "10 1 [31, 30, 26, 25, 28, 14, 13, 50, 19, 23, 42, 44, 48, 47, 46, 21, 17, 16, 40, 39, 38, 37, 35, 34, 33]\n",
            "11 1 [22, 32, 31, 30, 29, 41, 40, 46, 45, 44, 43, 35, 34, 24, 38, 37, 51, 50, 49, 48, 20, 19, 18, 27, 26]\n",
            "12 1 [25, 24, 51, 20, 19, 18, 49, 48, 47, 31, 42, 41, 40, 29, 28, 27, 22, 36, 35, 38, 16, 15, 45, 44, 33]\n",
            "13 1 [19, 27, 51, 17, 49, 48, 47, 46, 45, 44, 42, 41, 40, 39, 25, 24, 23, 33, 32, 31, 30, 29, 37, 35, 21]\n",
            "14 1 [28, 27, 26, 25, 38, 44, 43, 42, 40, 23, 22, 21, 20, 19, 18, 48, 47, 46, 34, 33, 32, 30, 51, 50, 36]\n",
            "15 1 [23, 22, 21, 20, 38, 40, 48, 47, 46, 45, 44, 43, 42, 36, 35, 28, 27, 26, 25, 51, 50, 33, 32, 31, 30]\n",
            "16 1 [50, 27, 26, 25, 24, 41, 40, 39, 33, 32, 31, 30, 29, 37, 35, 44, 43, 22, 21, 20, 19, 18, 48, 47, 46]\n",
            "17 1 [18, 17, 16, 23, 22, 27, 46, 45, 44, 43, 42, 41, 40, 31, 38, 37, 36, 35, 34, 33, 48, 25, 29, 50, 20]\n",
            "18 1 [46, 18, 17, 44, 43, 48, 29, 41, 40, 36, 35, 34, 33, 31, 27, 23, 22, 21, 20, 25, 38, 50, 13, 12, 15]\n",
            "19 1 [16, 15, 42, 41, 23, 22, 21, 20, 44, 33, 27, 26, 25, 48, 39, 38, 37, 36, 35, 31, 30, 29, 50, 46, 18]\n",
            "20 1 [23, 22, 21, 20, 19, 25, 46, 45, 44, 43, 42, 41, 40, 48, 50, 38, 36, 35, 33, 32, 31, 30, 29, 28, 27]\n",
            "21 1 [41, 21, 19, 18, 39, 38, 37, 36, 35, 34, 23, 48, 47, 46, 45, 44, 43, 29, 28, 27, 26, 25, 50, 32, 31]\n",
            "22 1 [19, 31, 30, 29, 28, 50, 49, 48, 26, 25, 24, 23, 21, 43, 42, 41, 40, 39, 37, 36, 35, 34, 33, 46, 45]\n",
            "23 1 [23, 22, 21, 20, 19, 18, 17, 29, 28, 27, 45, 50, 49, 48, 47, 43, 38, 25, 36, 35, 34, 33, 31, 41, 40]\n",
            "24 1 [27, 26, 25, 24, 23, 35, 34, 33, 32, 31, 46, 45, 44, 49, 48, 21, 20, 51, 42, 41, 40, 39, 38, 37, 29]\n",
            "25 1 [13, 19, 18, 17, 16, 15, 24, 34, 33, 47, 46, 26, 49, 31, 44, 29, 28, 38, 36, 42, 41, 40, 51, 22, 21]\n",
            "26 1 [24, 23, 32, 31, 34, 50, 49, 48, 41, 40, 39, 38, 46, 45, 44, 43, 29, 28, 36, 21, 20, 19, 17, 16, 26]\n",
            "27 1 [21, 20, 19, 25, 29, 33, 14, 13, 38, 37, 36, 35, 45, 44, 43, 42, 40, 27, 23, 48, 47, 17, 16, 50, 31]\n",
            "28 1 [36, 24, 23, 47, 46, 45, 44, 51, 50, 49, 34, 33, 42, 41, 26, 39, 38, 17, 31, 30, 29, 28, 21, 20, 19]\n",
            "29 1 [26, 25, 36, 35, 34, 32, 31, 30, 29, 28, 46, 45, 48, 43, 42, 23, 22, 21, 20, 19, 18, 50, 40, 39, 38]\n",
            "30 1 [24, 23, 49, 48, 47, 34, 38, 37, 36, 45, 44, 43, 32, 31, 30, 29, 28, 27, 26, 41, 40, 51, 21, 20, 19]\n",
            "31 1 [28, 27, 26, 25, 24, 50, 22, 35, 34, 48, 47, 46, 32, 31, 30, 17, 16, 44, 43, 37, 41, 40, 39, 20, 19]\n",
            "32 1 [21, 20, 50, 23, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 29, 28, 27, 26, 25, 48, 46, 45, 44]\n",
            "33 1 [21, 20, 19, 18, 17, 50, 49, 45, 38, 43, 42, 27, 15, 36, 13, 12, 34, 30, 29, 47, 32, 25, 24, 23, 40]\n",
            "34 1 [34, 29, 28, 27, 26, 24, 23, 36, 43, 41, 21, 20, 19, 18, 17, 32, 31, 39, 38, 50, 49, 48, 47, 46, 45]\n",
            "35 1 [39, 21, 48, 47, 46, 44, 37, 36, 35, 34, 33, 32, 31, 30, 29, 51, 50, 27, 26, 25, 24, 23, 19, 42, 41]\n",
            "36 1 [25, 21, 30, 29, 33, 32, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 38, 19, 18, 36, 35, 23, 27]\n",
            "37 1 [26, 25, 24, 42, 31, 22, 16, 29, 28, 38, 37, 36, 35, 34, 33, 45, 44, 49, 47, 20, 19, 18, 51, 40, 14]\n",
            "38 1 [34, 33, 32, 23, 22, 21, 20, 25, 44, 43, 42, 41, 40, 39, 38, 37, 36, 50, 49, 48, 47, 46, 30, 28, 27]\n",
            "39 1 [25, 24, 23, 22, 21, 20, 50, 39, 48, 35, 34, 43, 18, 17, 13, 37, 15, 41, 29, 28, 27, 32, 31, 46, 45]\n",
            "40 1 [43, 17, 29, 28, 36, 35, 33, 13, 15, 26, 41, 40, 39, 38, 22, 21, 20, 19, 50, 49, 47, 46, 45, 31, 24]\n",
            "41 1 [29, 34, 25, 19, 18, 23, 22, 21, 27, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 49, 48, 47, 51, 32, 31]\n",
            "42 1 [24, 23, 21, 20, 42, 41, 40, 50, 49, 34, 33, 32, 31, 30, 29, 28, 27, 26, 38, 37, 36, 47, 46, 45, 44]\n",
            "43 1 [48, 19, 44, 43, 17, 16, 15, 14, 50, 27, 26, 25, 24, 23, 32, 31, 30, 29, 46, 41, 40, 36, 38, 34, 21]\n",
            "44 1 [35, 26, 25, 28, 47, 23, 22, 20, 19, 49, 45, 44, 43, 42, 51, 31, 30, 40, 39, 38, 37, 33, 14, 17, 16]\n",
            "45 1 [30, 29, 28, 27, 26, 25, 33, 32, 42, 41, 40, 39, 38, 37, 36, 35, 23, 22, 50, 49, 48, 47, 46, 45, 44]\n",
            "46 1 [35, 34, 33, 32, 31, 30, 46, 45, 44, 28, 27, 26, 51, 50, 49, 48, 24, 23, 22, 42, 41, 40, 39, 38, 37]\n",
            "47 1 [26, 25, 51, 30, 29, 28, 14, 17, 16, 35, 34, 21, 20, 19, 47, 46, 45, 40, 39, 37, 23, 43, 42, 32, 49]\n",
            "48 1 [51, 29, 21, 20, 19, 23, 25, 17, 16, 31, 27, 45, 44, 43, 42, 41, 49, 48, 47, 36, 35, 34, 33, 39, 38]\n",
            "49 1 [32, 31, 30, 29, 37, 18, 35, 34, 16, 51, 49, 23, 22, 21, 20, 47, 46, 42, 41, 40, 39, 27, 25, 44, 14]\n",
            "50 1 [38, 32, 31, 30, 42, 40, 28, 27, 26, 46, 34, 49, 48, 44, 51, 15, 24, 23, 22, 21, 20, 19, 18, 17, 36]\n",
            "51 1 [21, 20, 15, 36, 50, 49, 48, 47, 46, 31, 30, 18, 17, 38, 34, 33, 25, 44, 43, 42, 41, 40, 23, 28, 27]\n",
            "52 1 [29, 28, 27, 26, 25, 24, 32, 31, 22, 36, 35, 34, 51, 50, 41, 48, 47, 46, 45, 39, 38, 43, 20, 19, 18]\n",
            "53 1 [22, 21, 36, 34, 33, 47, 46, 45, 44, 43, 19, 18, 17, 15, 14, 28, 26, 31, 30, 24, 50, 49, 41, 40, 38]\n",
            "54 1 [25, 24, 23, 21, 42, 41, 48, 51, 50, 16, 35, 34, 37, 39, 19, 18, 32, 31, 30, 29, 28, 27, 46, 45, 44]\n",
            "55 1 [21, 20, 24, 23, 38, 43, 42, 41, 40, 27, 26, 15, 31, 30, 29, 46, 45, 50, 49, 48, 18, 17, 36, 35, 33]\n",
            "56 1 [24, 32, 31, 30, 44, 43, 34, 39, 38, 37, 36, 41, 22, 28, 27, 26, 20, 50, 49, 48, 47, 46, 18, 17, 16]\n",
            "57 1 [46, 23, 44, 43, 17, 39, 38, 37, 36, 35, 34, 48, 50, 15, 30, 29, 28, 27, 26, 25, 32, 41, 21, 20, 19]\n",
            "58 1 [50, 14, 17, 16, 36, 38, 42, 41, 40, 25, 24, 23, 22, 21, 44, 34, 33, 32, 31, 48, 47, 46, 19, 27, 29]\n",
            "59 1 [34, 33, 24, 46, 37, 36, 31, 39, 50, 49, 48, 22, 21, 20, 19, 18, 16, 44, 43, 42, 41, 29, 28, 27, 26]\n",
            "60 1 [14, 19, 18, 22, 21, 32, 31, 30, 29, 27, 38, 49, 51, 47, 36, 34, 45, 44, 43, 42, 41, 40, 25, 24, 16]\n",
            "61 1 [27, 30, 29, 42, 41, 40, 39, 21, 20, 19, 18, 50, 37, 36, 35, 34, 33, 32, 25, 24, 23, 48, 46, 45, 44]\n",
            "62 1 [18, 17, 43, 42, 41, 24, 36, 35, 34, 33, 32, 39, 38, 51, 47, 45, 22, 21, 20, 49, 30, 29, 28, 27, 26]\n",
            "63 1 [29, 28, 27, 50, 49, 47, 23, 25, 21, 20, 19, 18, 45, 44, 43, 41, 40, 39, 38, 37, 35, 34, 33, 32, 31]\n",
            "64 1 [25, 24, 17, 36, 40, 34, 33, 32, 31, 30, 38, 50, 49, 22, 21, 20, 19, 28, 27, 47, 46, 45, 44, 43, 42]\n",
            "65 1 [30, 29, 28, 43, 42, 26, 38, 47, 46, 45, 36, 20, 24, 23, 22, 34, 33, 32, 40, 18, 17, 16, 15, 50, 49]\n",
            "66 1 [28, 27, 33, 32, 38, 47, 46, 45, 44, 43, 30, 23, 22, 49, 16, 15, 14, 25, 18, 41, 40, 36, 35, 20, 51]\n",
            "67 1 [16, 15, 34, 27, 26, 48, 38, 24, 23, 36, 18, 32, 31, 46, 45, 44, 43, 42, 41, 40, 29, 21, 20, 51, 50]\n",
            "68 1 [35, 34, 33, 32, 31, 46, 45, 44, 22, 25, 24, 16, 14, 29, 20, 27, 18, 42, 41, 40, 51, 50, 48, 38, 37]\n",
            "69 1 [38, 28, 27, 26, 25, 18, 17, 16, 45, 44, 43, 36, 30, 51, 50, 49, 23, 22, 21, 20, 41, 40, 47, 32, 34]\n",
            "70 1 [34, 33, 32, 31, 30, 29, 50, 49, 27, 38, 37, 36, 15, 23, 22, 43, 42, 20, 40, 47, 46, 45, 25, 18, 17]\n",
            "71 1 [25, 24, 23, 22, 21, 20, 19, 18, 17, 30, 50, 48, 47, 46, 37, 36, 35, 41, 44, 43, 28, 27, 33, 32, 39]\n",
            "72 1 [21, 20, 23, 32, 31, 29, 16, 18, 39, 38, 37, 36, 27, 26, 25, 51, 50, 34, 45, 44, 43, 42, 41, 48, 47]\n",
            "73 1 [22, 21, 31, 39, 38, 25, 24, 36, 35, 34, 33, 27, 49, 48, 47, 51, 45, 44, 43, 42, 41, 17, 16, 19, 29]\n",
            "74 1 [28, 32, 31, 30, 17, 16, 45, 40, 39, 38, 24, 50, 49, 48, 47, 26, 43, 42, 14, 22, 21, 20, 19, 36, 34]\n",
            "75 1 [34, 25, 16, 15, 51, 50, 49, 23, 22, 21, 20, 27, 32, 31, 42, 41, 40, 38, 47, 46, 45, 44, 18, 29, 36]\n",
            "76 1 [29, 27, 15, 38, 37, 36, 35, 34, 47, 45, 44, 43, 51, 50, 49, 41, 40, 25, 19, 18, 17, 32, 31, 23, 21]\n",
            "77 1 [28, 27, 26, 49, 24, 22, 21, 47, 46, 45, 44, 43, 42, 17, 40, 19, 38, 37, 36, 51, 34, 33, 32, 31, 30]\n",
            "78 1 [28, 27, 26, 13, 45, 20, 15, 47, 30, 18, 17, 37, 36, 50, 49, 34, 33, 32, 43, 42, 41, 40, 39, 24, 22]\n",
            "79 1 [26, 25, 24, 47, 46, 31, 30, 22, 21, 20, 28, 44, 43, 42, 40, 39, 51, 50, 49, 37, 36, 35, 34, 33, 18]\n",
            "80 1 [47, 15, 13, 45, 40, 23, 18, 17, 43, 42, 21, 20, 30, 29, 28, 27, 26, 25, 35, 34, 50, 49, 32, 38, 37]\n",
            "81 1 [20, 19, 17, 46, 45, 43, 42, 41, 40, 39, 38, 37, 36, 50, 49, 48, 34, 33, 31, 30, 29, 28, 24, 26, 22]\n",
            "82 1 [20, 19, 24, 23, 22, 50, 49, 48, 47, 46, 45, 43, 33, 32, 41, 40, 39, 38, 37, 36, 35, 30, 29, 27, 26]\n",
            "83 1 [12, 34, 23, 40, 32, 31, 44, 43, 42, 38, 21, 14, 49, 48, 47, 46, 51, 27, 26, 25, 29, 17, 16, 36, 19]\n",
            "84 1 [34, 33, 18, 36, 31, 38, 51, 50, 49, 42, 41, 40, 16, 15, 44, 47, 46, 29, 27, 26, 24, 23, 22, 21, 20]\n",
            "85 1 [34, 33, 32, 31, 30, 37, 36, 45, 44, 43, 42, 41, 26, 25, 24, 23, 22, 21, 20, 39, 47, 51, 50, 49, 28]\n",
            "86 1 [17, 16, 37, 36, 35, 23, 33, 14, 26, 25, 39, 29, 28, 19, 21, 31, 51, 49, 48, 47, 45, 44, 43, 42, 41]\n",
            "87 1 [22, 21, 36, 31, 30, 29, 28, 27, 26, 25, 24, 44, 43, 39, 38, 19, 51, 50, 49, 48, 47, 46, 41, 34, 33]\n",
            "88 1 [23, 22, 25, 42, 38, 36, 35, 34, 20, 16, 15, 14, 48, 47, 40, 18, 45, 44, 29, 28, 27, 51, 50, 32, 31]\n",
            "89 1 [24, 23, 22, 21, 20, 19, 26, 39, 28, 46, 45, 44, 43, 42, 41, 37, 17, 51, 32, 31, 30, 49, 48, 35, 34]\n",
            "90 1 [39, 17, 19, 49, 32, 31, 30, 29, 51, 23, 22, 21, 37, 36, 35, 34, 25, 27, 47, 46, 45, 44, 43, 42, 41]\n",
            "91 1 [29, 28, 27, 26, 25, 45, 18, 36, 20, 41, 32, 31, 43, 16, 15, 14, 51, 50, 48, 47, 34, 39, 38, 23, 22]\n",
            "92 1 [46, 18, 17, 31, 30, 44, 21, 20, 23, 42, 41, 40, 39, 26, 25, 28, 51, 50, 49, 48, 37, 36, 35, 34, 33]\n",
            "93 1 [20, 19, 18, 26, 44, 43, 42, 37, 36, 22, 16, 46, 24, 50, 49, 48, 34, 33, 14, 40, 39, 31, 30, 29, 28]\n",
            "94 1 [47, 31, 23, 45, 40, 39, 38, 37, 36, 43, 42, 27, 26, 25, 21, 20, 19, 18, 17, 16, 50, 49, 29, 34, 33]\n",
            "95 1 [15, 25, 33, 32, 31, 30, 29, 38, 36, 35, 23, 22, 18, 17, 20, 46, 45, 44, 27, 50, 49, 48, 42, 41, 40]\n",
            "96 1 [35, 34, 33, 19, 42, 41, 40, 39, 38, 37, 44, 29, 28, 27, 22, 21, 51, 50, 49, 48, 47, 46, 25, 24, 31]\n",
            "97 1 [34, 33, 39, 38, 36, 29, 28, 27, 26, 25, 24, 47, 45, 44, 51, 50, 49, 31, 42, 41, 22, 21, 20, 19, 18]\n",
            "98 1 [35, 34, 22, 21, 20, 19, 18, 50, 48, 47, 16, 37, 25, 24, 45, 44, 43, 42, 32, 31, 40, 39, 29, 28, 27]\n",
            "99 1 [23, 28, 31, 30, 51, 33, 21, 20, 19, 18, 26, 25, 43, 42, 41, 40, 39, 38, 37, 36, 35, 49, 48, 46, 45]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 34 =========== \n",
            "\n",
            "Pareto sort 22\n",
            "22 6\n",
            "H_group [[30, 29, 28, 26, 25, 24, 23, 21, 20, 19, 17, 16, 15, 13, 12, 9, 10, 8, 7, 6, 5, 4, 3, 2, 1], [31, 30, 28, 27, 25, 19, 20, 21, 22, 23, 24, 17, 16, 15, 14, 13, 12, 11, 10, 8, 7, 5, 3, 2, 1], [31, 30, 28, 27, 26, 25, 23, 22, 21, 19, 18, 17, 16, 14, 13, 12, 11, 9, 8, 4, 5, 6, 3, 2, 1], [31, 30, 28, 27, 25, 24, 23, 22, 20, 19, 18, 17, 16, 14, 13, 12, 11, 9, 8, 7, 5, 1, 2, 3, 4], [32, 31, 28, 29, 26, 25, 24, 23, 22, 21, 20, 19, 18, 16, 15, 13, 12, 11, 10, 8, 6, 5, 2, 3, 1], [31, 32, 29, 28, 27, 24, 25, 22, 21, 19, 17, 16, 15, 14, 8, 9, 10, 11, 12, 7, 6, 5, 3, 2, 1]]\n",
            "L_group [[38, 36, 33, 34, 31, 30, 29, 27, 25, 24, 22, 21, 19, 18, 16, 15, 13, 11, 10, 8, 7, 5, 4, 2, 1], [21, 20, 19, 25, 29, 33, 14, 13, 38, 37, 36, 35, 45, 44, 43, 42, 40, 27, 23, 48, 47, 17, 16, 50, 31], [46, 18, 17, 44, 43, 48, 29, 41, 40, 36, 35, 34, 33, 31, 27, 23, 22, 21, 20, 25, 38, 50, 13, 12, 15], [40, 39, 37, 35, 34, 32, 30, 28, 27, 25, 24, 22, 20, 18, 17, 16, 14, 12, 11, 10, 8, 6, 4, 3, 1], [38, 36, 35, 34, 33, 31, 30, 28, 27, 25, 23, 21, 19, 18, 16, 14, 12, 10, 9, 6, 4, 7, 5, 2, 1], [29, 23, 22, 21, 43, 32, 31, 45, 17, 16, 15, 35, 34, 39, 37, 41, 49, 51, 27, 25, 13, 12, 11, 19, 47]]\n",
            "\n",
            "|--- Client 16 <= 13.50\n",
            "|   |--- class: 1\n",
            "|--- Client 16 >  13.50\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [37, 21, 20, 19, 18, 17, 16, 24, 23, 46, 45, 43, 29, 28, 14, 13, 39, 35, 34, 33, 50, 48, 31, 41, 26]\n",
            "1 1 [31, 27, 42, 41, 40, 25, 24, 23, 51, 47, 19, 21, 17, 38, 49, 11, 45, 44, 36, 35, 15, 14, 13, 29, 33]\n",
            "2 1 [32, 19, 51, 34, 38, 43, 17, 16, 41, 40, 26, 28, 36, 14, 13, 11, 30, 21, 49, 48, 47, 46, 45, 24, 23]\n",
            "3 1 [41, 51, 50, 25, 39, 29, 18, 17, 16, 45, 44, 43, 37, 27, 14, 13, 21, 20, 48, 47, 23, 33, 32, 31, 35]\n",
            "4 1 [38, 37, 26, 25, 24, 23, 22, 43, 31, 30, 28, 48, 46, 45, 50, 12, 35, 33, 18, 16, 15, 14, 20, 41, 40]\n",
            "5 1 [17, 39, 38, 11, 19, 41, 44, 43, 23, 29, 28, 26, 25, 15, 14, 13, 46, 48, 34, 33, 32, 31, 50, 21, 36]\n",
            "6 1 [47, 21, 43, 42, 41, 33, 19, 50, 49, 45, 17, 16, 15, 29, 28, 13, 31, 39, 38, 37, 26, 25, 24, 23, 35]\n",
            "7 1 [47, 43, 42, 38, 37, 36, 35, 18, 17, 16, 30, 33, 32, 45, 14, 13, 40, 28, 22, 50, 49, 26, 25, 24, 20]\n",
            "8 1 [19, 32, 27, 26, 25, 24, 17, 41, 40, 39, 38, 48, 47, 46, 45, 13, 34, 15, 36, 43, 50, 22, 21, 30, 29]\n",
            "9 1 [43, 42, 23, 37, 45, 19, 18, 17, 16, 15, 35, 34, 32, 21, 51, 13, 28, 49, 40, 39, 11, 47, 30, 26, 25]\n",
            "10 1 [44, 30, 29, 27, 26, 22, 33, 32, 20, 19, 18, 24, 16, 15, 14, 13, 42, 40, 39, 38, 37, 35, 46, 50, 48]\n",
            "11 1 [37, 35, 48, 47, 24, 23, 22, 21, 20, 43, 39, 29, 16, 15, 14, 13, 45, 50, 41, 18, 33, 32, 31, 27, 26]\n",
            "12 1 [18, 27, 43, 42, 16, 50, 30, 29, 33, 32, 36, 35, 48, 47, 14, 13, 25, 24, 45, 22, 21, 20, 40, 39, 38]\n",
            "13 1 [30, 50, 25, 24, 23, 22, 21, 20, 19, 28, 27, 32, 15, 37, 36, 13, 17, 34, 46, 40, 39, 44, 43, 42, 48]\n",
            "14 1 [16, 15, 14, 36, 35, 34, 33, 31, 38, 29, 18, 43, 42, 41, 40, 12, 27, 26, 50, 22, 46, 45, 48, 24, 20]\n",
            "15 1 [50, 35, 34, 44, 25, 39, 21, 20, 32, 48, 23, 10, 30, 29, 27, 13, 12, 42, 41, 37, 18, 17, 16, 15, 46]\n",
            "16 1 [23, 50, 49, 34, 17, 40, 19, 15, 25, 32, 31, 30, 29, 13, 12, 11, 43, 42, 27, 38, 37, 36, 47, 45, 21]\n",
            "17 1 [46, 45, 48, 43, 42, 30, 50, 28, 27, 25, 24, 23, 34, 33, 32, 13, 38, 40, 11, 10, 36, 19, 17, 15, 21]\n",
            "18 1 [35, 34, 18, 20, 23, 22, 43, 16, 32, 47, 46, 45, 30, 49, 14, 13, 28, 27, 26, 25, 41, 39, 51, 37, 11]\n",
            "19 1 [31, 19, 51, 44, 15, 29, 33, 17, 25, 27, 49, 48, 42, 46, 35, 13, 12, 11, 40, 39, 38, 37, 23, 22, 21]\n",
            "20 1 [19, 24, 10, 33, 32, 46, 28, 39, 42, 41, 12, 14, 50, 44, 48, 8, 22, 21, 30, 26, 37, 36, 35, 17, 16]\n",
            "21 1 [28, 27, 26, 20, 50, 49, 47, 38, 37, 36, 24, 23, 22, 30, 15, 13, 32, 18, 17, 34, 43, 42, 41, 40, 45]\n",
            "22 1 [21, 20, 47, 24, 23, 50, 49, 28, 39, 26, 41, 43, 16, 15, 14, 13, 12, 18, 34, 33, 32, 30, 45, 37, 36]\n",
            "23 1 [44, 29, 28, 50, 49, 48, 37, 33, 32, 31, 46, 24, 39, 15, 14, 13, 22, 21, 19, 18, 17, 42, 41, 35, 26]\n",
            "24 1 [25, 24, 15, 14, 18, 17, 33, 31, 30, 29, 45, 43, 42, 41, 40, 12, 22, 38, 37, 27, 35, 20, 50, 49, 47]\n",
            "25 1 [35, 43, 41, 39, 37, 21, 16, 23, 51, 50, 29, 27, 26, 25, 14, 13, 48, 47, 46, 45, 19, 18, 33, 32, 31]\n",
            "26 1 [24, 35, 16, 15, 33, 41, 43, 48, 47, 46, 45, 37, 22, 39, 13, 12, 29, 28, 27, 26, 20, 19, 18, 31, 50]\n",
            "27 1 [20, 19, 17, 40, 39, 26, 48, 33, 32, 24, 46, 45, 44, 30, 15, 13, 12, 11, 42, 22, 28, 50, 37, 36, 35]\n",
            "28 1 [16, 15, 14, 20, 18, 28, 27, 26, 39, 38, 37, 51, 49, 48, 41, 12, 24, 33, 31, 30, 35, 43, 22, 46, 45]\n",
            "29 1 [33, 32, 26, 25, 24, 45, 41, 18, 47, 28, 30, 37, 36, 35, 14, 13, 12, 11, 20, 50, 49, 43, 39, 16, 22]\n",
            "30 1 [37, 33, 31, 46, 35, 18, 22, 51, 50, 27, 26, 29, 20, 14, 13, 12, 44, 43, 42, 41, 40, 39, 24, 48, 16]\n",
            "31 1 [31, 27, 42, 41, 40, 39, 44, 17, 16, 25, 19, 29, 37, 23, 14, 13, 50, 49, 48, 47, 46, 35, 34, 33, 21]\n",
            "32 1 [43, 15, 32, 26, 25, 24, 23, 22, 48, 47, 38, 37, 36, 35, 34, 13, 45, 20, 19, 17, 41, 40, 50, 30, 28]\n",
            "33 1 [51, 37, 30, 24, 33, 32, 14, 26, 28, 46, 45, 16, 40, 39, 12, 11, 19, 18, 22, 21, 49, 48, 43, 42, 35]\n",
            "34 1 [51, 17, 45, 44, 43, 37, 41, 35, 34, 33, 47, 22, 21, 20, 19, 13, 15, 31, 30, 29, 25, 24, 49, 27, 39]\n",
            "35 1 [16, 39, 23, 50, 27, 37, 36, 35, 48, 18, 29, 31, 46, 14, 13, 12, 11, 33, 25, 44, 43, 42, 41, 21, 20]\n",
            "36 1 [41, 40, 39, 38, 37, 36, 19, 50, 32, 21, 28, 46, 45, 30, 13, 12, 48, 34, 26, 24, 23, 17, 16, 15, 43]\n",
            "37 1 [24, 46, 45, 35, 34, 33, 40, 50, 19, 43, 42, 38, 37, 15, 14, 13, 22, 21, 48, 31, 30, 17, 28, 27, 26]\n",
            "38 1 [26, 33, 32, 31, 42, 41, 35, 39, 21, 20, 16, 15, 18, 24, 23, 11, 44, 29, 28, 37, 13, 46, 50, 49, 48]\n",
            "39 1 [37, 29, 28, 31, 18, 33, 35, 24, 42, 41, 40, 39, 47, 46, 26, 13, 12, 22, 21, 20, 44, 51, 16, 15, 49]\n",
            "40 1 [31, 41, 23, 22, 25, 34, 33, 39, 38, 29, 28, 27, 48, 47, 46, 13, 12, 50, 44, 43, 20, 18, 17, 15, 36]\n",
            "41 1 [41, 40, 33, 32, 31, 30, 24, 23, 22, 38, 37, 28, 16, 15, 14, 13, 20, 26, 35, 43, 49, 18, 51, 47, 45]\n",
            "42 1 [19, 18, 51, 50, 16, 15, 26, 32, 22, 21, 39, 38, 30, 29, 28, 13, 43, 42, 41, 34, 24, 36, 46, 45, 48]\n",
            "43 1 [24, 41, 40, 39, 38, 37, 20, 19, 18, 17, 28, 31, 30, 26, 43, 13, 15, 22, 33, 35, 50, 48, 47, 46, 45]\n",
            "44 1 [19, 28, 39, 37, 36, 35, 26, 21, 33, 50, 49, 17, 16, 15, 14, 13, 31, 30, 45, 44, 43, 41, 47, 24, 23]\n",
            "45 1 [35, 34, 16, 15, 28, 45, 11, 51, 50, 49, 30, 24, 20, 19, 18, 13, 26, 32, 37, 41, 40, 39, 43, 22, 47]\n",
            "46 1 [17, 41, 40, 39, 33, 32, 48, 28, 27, 46, 30, 25, 37, 15, 14, 13, 50, 23, 22, 21, 20, 19, 44, 43, 35]\n",
            "47 1 [47, 46, 45, 36, 35, 34, 33, 26, 25, 17, 16, 15, 43, 42, 19, 13, 21, 49, 28, 31, 30, 40, 38, 51, 23]\n",
            "48 1 [18, 11, 30, 34, 51, 50, 37, 36, 26, 25, 24, 41, 40, 39, 14, 13, 20, 48, 16, 46, 45, 22, 28, 43, 32]\n",
            "49 1 [15, 42, 38, 37, 36, 50, 22, 40, 28, 27, 26, 20, 19, 24, 48, 13, 17, 46, 45, 44, 34, 33, 32, 31, 30]\n",
            "50 1 [19, 30, 28, 27, 26, 36, 24, 23, 14, 13, 21, 40, 38, 17, 16, 11, 46, 32, 44, 43, 42, 50, 49, 48, 34]\n",
            "51 1 [17, 36, 41, 40, 39, 38, 45, 43, 23, 51, 50, 26, 25, 19, 28, 13, 12, 21, 15, 34, 48, 47, 32, 31, 30]\n",
            "52 1 [46, 45, 50, 24, 26, 31, 30, 22, 20, 19, 18, 17, 28, 15, 14, 13, 43, 42, 37, 36, 34, 33, 48, 40, 39]\n",
            "53 1 [20, 47, 29, 18, 17, 16, 22, 40, 38, 37, 31, 25, 24, 33, 14, 13, 12, 11, 35, 27, 50, 49, 43, 42, 45]\n",
            "54 1 [42, 25, 23, 46, 40, 21, 20, 19, 28, 27, 44, 17, 16, 15, 14, 13, 38, 37, 36, 48, 31, 30, 50, 34, 33]\n",
            "55 1 [25, 24, 23, 42, 41, 51, 21, 20, 19, 18, 37, 49, 48, 30, 29, 13, 27, 46, 39, 35, 34, 16, 15, 32, 44]\n",
            "56 1 [30, 21, 44, 43, 42, 37, 36, 51, 17, 13, 40, 39, 28, 32, 11, 10, 26, 49, 48, 46, 19, 34, 15, 24, 23]\n",
            "57 1 [38, 20, 29, 28, 27, 45, 18, 16, 32, 31, 25, 24, 23, 22, 43, 12, 51, 50, 49, 47, 36, 41, 40, 14, 34]\n",
            "58 1 [42, 44, 14, 13, 31, 30, 28, 50, 33, 26, 25, 24, 23, 17, 16, 11, 40, 38, 37, 48, 47, 46, 19, 21, 35]\n",
            "59 1 [25, 45, 44, 40, 39, 20, 33, 32, 37, 36, 35, 30, 29, 28, 27, 13, 50, 49, 42, 47, 23, 22, 18, 17, 15]\n",
            "60 1 [51, 20, 49, 43, 18, 29, 28, 27, 22, 47, 34, 33, 16, 15, 14, 13, 39, 38, 37, 36, 25, 24, 41, 45, 31]\n",
            "61 1 [34, 38, 40, 47, 20, 50, 49, 32, 31, 30, 29, 28, 27, 26, 14, 13, 11, 24, 43, 42, 45, 18, 36, 22, 16]\n",
            "62 1 [23, 22, 21, 30, 36, 35, 33, 32, 19, 42, 41, 40, 49, 15, 14, 13, 28, 51, 26, 25, 38, 45, 44, 17, 47]\n",
            "63 1 [33, 35, 39, 38, 37, 17, 16, 47, 46, 42, 41, 28, 22, 44, 14, 13, 31, 30, 20, 19, 50, 49, 26, 25, 24]\n",
            "64 1 [40, 39, 42, 37, 50, 49, 48, 47, 46, 45, 44, 35, 33, 29, 21, 13, 31, 27, 19, 18, 17, 25, 24, 23, 15]\n",
            "65 1 [27, 26, 50, 24, 23, 44, 40, 39, 15, 48, 37, 36, 34, 33, 17, 13, 12, 11, 31, 30, 29, 19, 46, 21, 42]\n",
            "66 1 [24, 39, 31, 30, 22, 26, 44, 43, 46, 20, 19, 17, 16, 15, 14, 13, 37, 36, 35, 34, 33, 41, 50, 48, 28]\n",
            "67 1 [50, 36, 43, 42, 24, 23, 22, 38, 26, 34, 33, 32, 16, 15, 14, 13, 30, 28, 18, 48, 47, 46, 45, 40, 20]\n",
            "68 1 [14, 13, 29, 47, 46, 45, 44, 36, 27, 34, 16, 23, 21, 20, 49, 11, 39, 38, 42, 41, 51, 25, 18, 32, 31]\n",
            "69 1 [20, 34, 18, 17, 16, 44, 43, 42, 41, 24, 39, 38, 37, 36, 30, 12, 28, 47, 46, 22, 50, 49, 32, 26, 14]\n",
            "70 1 [45, 25, 49, 41, 29, 28, 27, 39, 38, 19, 18, 36, 35, 33, 51, 11, 47, 43, 31, 16, 15, 13, 23, 22, 21]\n",
            "71 1 [19, 42, 50, 44, 40, 36, 26, 25, 24, 46, 34, 17, 16, 15, 14, 13, 12, 38, 32, 31, 30, 48, 28, 22, 21]\n",
            "72 1 [31, 36, 35, 34, 33, 20, 19, 41, 49, 47, 15, 43, 39, 38, 22, 13, 12, 25, 24, 29, 28, 27, 17, 45, 51]\n",
            "73 1 [35, 30, 29, 22, 21, 46, 44, 43, 42, 41, 27, 33, 32, 19, 18, 13, 25, 24, 16, 15, 50, 49, 48, 37, 39]\n",
            "74 1 [50, 49, 48, 47, 46, 33, 29, 25, 40, 39, 15, 42, 35, 31, 17, 11, 23, 22, 21, 20, 19, 27, 37, 44, 13]\n",
            "75 1 [51, 27, 26, 21, 29, 33, 32, 31, 44, 43, 47, 46, 19, 18, 14, 13, 49, 36, 35, 41, 40, 16, 24, 23, 38]\n",
            "76 1 [31, 27, 26, 25, 24, 37, 36, 18, 46, 45, 48, 22, 16, 14, 13, 12, 11, 34, 33, 29, 20, 41, 43, 50, 39]\n",
            "77 1 [48, 47, 46, 45, 16, 22, 41, 40, 39, 28, 37, 36, 35, 34, 14, 13, 30, 43, 51, 50, 26, 20, 24, 32, 18]\n",
            "78 1 [50, 49, 25, 24, 22, 21, 36, 47, 30, 34, 33, 32, 16, 15, 14, 13, 38, 40, 43, 42, 28, 27, 19, 18, 45]\n",
            "79 1 [46, 39, 38, 30, 29, 25, 41, 23, 22, 21, 20, 18, 36, 16, 14, 13, 34, 33, 32, 27, 50, 49, 48, 44, 43]\n",
            "80 1 [15, 40, 24, 23, 22, 28, 46, 45, 44, 26, 20, 38, 37, 36, 50, 13, 18, 17, 34, 33, 32, 31, 30, 42, 48]\n",
            "81 1 [33, 32, 30, 45, 17, 28, 27, 47, 15, 40, 25, 24, 23, 43, 42, 13, 19, 38, 37, 36, 35, 50, 49, 21, 11]\n",
            "82 1 [30, 48, 26, 44, 43, 42, 36, 22, 21, 20, 19, 18, 17, 15, 14, 13, 46, 24, 38, 28, 32, 34, 51, 50, 40]\n",
            "83 1 [44, 31, 30, 35, 34, 33, 28, 24, 23, 47, 46, 40, 39, 38, 37, 13, 26, 16, 15, 49, 19, 18, 21, 51, 42]\n",
            "84 1 [35, 33, 25, 24, 23, 15, 31, 30, 29, 38, 37, 27, 48, 47, 46, 13, 12, 40, 50, 42, 44, 18, 17, 21, 20]\n",
            "85 1 [22, 21, 19, 18, 17, 16, 14, 41, 43, 45, 32, 37, 36, 30, 29, 12, 27, 47, 51, 50, 49, 34, 25, 24, 39]\n",
            "86 1 [36, 35, 24, 23, 33, 27, 26, 51, 44, 49, 40, 39, 38, 14, 13, 12, 19, 18, 47, 46, 21, 42, 16, 31, 29]\n",
            "87 1 [15, 41, 17, 37, 36, 35, 26, 21, 20, 19, 50, 49, 48, 28, 39, 13, 44, 43, 33, 32, 31, 30, 46, 24, 23]\n",
            "88 1 [24, 23, 29, 28, 21, 39, 38, 32, 31, 50, 49, 48, 26, 15, 14, 13, 17, 46, 36, 44, 43, 42, 41, 19, 34]\n",
            "89 1 [47, 29, 36, 43, 42, 41, 40, 34, 45, 32, 31, 50, 49, 16, 14, 13, 38, 27, 25, 24, 23, 22, 21, 20, 18]\n",
            "90 1 [25, 24, 23, 22, 21, 20, 16, 15, 42, 44, 31, 27, 48, 10, 46, 13, 12, 40, 18, 34, 33, 36, 50, 29, 38]\n",
            "91 1 [51, 28, 17, 16, 15, 36, 43, 31, 30, 34, 33, 24, 23, 22, 26, 13, 12, 47, 20, 19, 45, 49, 39, 38, 41]\n",
            "92 1 [51, 50, 34, 26, 25, 24, 23, 15, 38, 37, 36, 46, 21, 40, 32, 11, 30, 44, 43, 42, 19, 48, 17, 28, 13]\n",
            "93 1 [42, 32, 31, 23, 22, 21, 34, 38, 29, 28, 27, 26, 25, 36, 14, 13, 17, 16, 19, 50, 40, 44, 48, 47, 46]\n",
            "94 1 [39, 31, 50, 49, 48, 47, 37, 35, 19, 18, 17, 26, 25, 29, 28, 13, 12, 45, 44, 43, 15, 41, 33, 23, 21]\n",
            "95 1 [17, 41, 33, 32, 30, 29, 28, 23, 22, 21, 50, 49, 48, 15, 14, 13, 26, 25, 19, 35, 37, 39, 46, 45, 43]\n",
            "96 1 [48, 47, 43, 42, 41, 40, 16, 15, 30, 38, 45, 18, 50, 26, 28, 13, 12, 24, 23, 22, 21, 20, 32, 34, 36]\n",
            "97 1 [18, 17, 16, 25, 24, 23, 22, 37, 27, 44, 43, 42, 41, 29, 14, 13, 20, 33, 50, 49, 48, 31, 39, 46, 35]\n",
            "98 1 [25, 17, 44, 43, 28, 27, 15, 47, 46, 36, 41, 40, 34, 33, 32, 11, 20, 19, 38, 13, 30, 23, 22, 51, 49]\n",
            "99 1 [15, 48, 33, 22, 21, 20, 19, 18, 17, 25, 24, 31, 29, 35, 13, 12, 37, 50, 46, 45, 44, 39, 27, 42, 41]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 35 =========== \n",
            "\n",
            "Pareto sort 31\n",
            "31 9\n",
            "H_group [[29, 28, 27, 26, 24, 23, 22, 21, 20, 19, 17, 16, 15, 14, 12, 11, 10, 8, 7, 6, 5, 4, 3, 2, 1], [30, 29, 28, 26, 25, 24, 23, 22, 21, 20, 16, 17, 18, 19, 13, 12, 14, 10, 9, 8, 7, 5, 4, 2, 1], [31, 32, 29, 28, 27, 25, 24, 23, 20, 21, 18, 11, 12, 13, 14, 15, 16, 17, 9, 7, 6, 4, 3, 2, 1], [32, 31, 25, 26, 27, 29, 28, 23, 22, 20, 19, 12, 13, 14, 15, 16, 17, 9, 10, 8, 6, 5, 4, 2, 1], [33, 32, 30, 29, 28, 27, 24, 25, 22, 21, 20, 18, 17, 16, 15, 14, 13, 10, 11, 9, 6, 5, 7, 3, 1], [33, 34, 31, 30, 28, 27, 25, 24, 23, 21, 19, 18, 17, 16, 15, 13, 12, 11, 10, 8, 6, 3, 4, 5, 1], [31, 32, 29, 27, 26, 25, 24, 22, 20, 18, 19, 16, 15, 12, 13, 14, 10, 9, 3, 4, 5, 6, 7, 8, 1], [34, 32, 31, 30, 29, 28, 27, 26, 24, 22, 20, 19, 17, 16, 15, 14, 12, 13, 10, 9, 7, 5, 3, 2, 1], [35, 34, 31, 32, 29, 28, 26, 25, 23, 21, 20, 18, 16, 15, 14, 13, 12, 11, 10, 8, 7, 6, 4, 3, 1]]\n",
            "L_group [[49, 51, 38, 37, 36, 35, 34, 42, 47, 23, 27, 16, 15, 17, 14, 40, 25, 46, 44, 21, 20, 19, 32, 30, 29], [25, 17, 44, 43, 28, 27, 15, 47, 46, 36, 41, 40, 34, 33, 32, 11, 20, 19, 38, 13, 30, 23, 22, 51, 49], [46, 45, 48, 43, 42, 30, 50, 28, 27, 25, 24, 23, 34, 33, 32, 13, 38, 40, 11, 10, 36, 19, 17, 15, 21], [14, 13, 29, 47, 46, 45, 44, 36, 27, 34, 16, 23, 21, 20, 49, 11, 39, 38, 42, 41, 51, 25, 18, 32, 31], [51, 50, 34, 26, 25, 24, 23, 15, 38, 37, 36, 46, 21, 40, 32, 11, 30, 44, 43, 42, 19, 48, 17, 28, 13], [45, 25, 49, 41, 29, 28, 27, 39, 38, 19, 18, 36, 35, 33, 51, 11, 47, 43, 31, 16, 15, 13, 23, 22, 21], [31, 27, 42, 41, 40, 25, 24, 23, 51, 47, 19, 21, 17, 38, 49, 11, 45, 44, 36, 35, 15, 14, 13, 29, 33], [32, 19, 51, 34, 38, 43, 17, 16, 41, 40, 26, 28, 36, 14, 13, 11, 30, 21, 49, 48, 47, 46, 45, 24, 23], [19, 24, 10, 33, 32, 46, 28, 39, 42, 41, 12, 14, 50, 44, 48, 8, 22, 21, 30, 26, 37, 36, 35, 17, 16]]\n",
            "\n",
            "|--- Client 18 <= 18.00\n",
            "|   |--- class: 1\n",
            "|--- Client 18 >  18.00\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [45, 34, 33, 32, 31, 36, 43, 42, 40, 39, 38, 51, 50, 19, 48, 47, 21, 17, 16, 26, 25, 24, 23, 29, 28]\n",
            "1 1 [43, 42, 41, 48, 32, 46, 45, 24, 23, 50, 21, 20, 19, 18, 17, 30, 29, 15, 39, 27, 26, 37, 36, 35, 34]\n",
            "2 1 [30, 29, 37, 49, 41, 39, 32, 45, 44, 43, 13, 22, 27, 26, 20, 19, 18, 17, 11, 47, 35, 34, 24, 51, 15]\n",
            "3 1 [39, 38, 37, 29, 28, 27, 26, 25, 24, 41, 33, 32, 31, 46, 45, 43, 19, 15, 17, 50, 49, 48, 22, 21, 35]\n",
            "4 1 [39, 38, 37, 36, 20, 19, 44, 43, 49, 48, 29, 28, 27, 26, 25, 24, 17, 16, 22, 41, 51, 34, 32, 31, 46]\n",
            "5 1 [42, 41, 40, 39, 33, 24, 23, 21, 20, 31, 50, 49, 48, 47, 46, 45, 44, 18, 17, 16, 37, 26, 35, 29, 28]\n",
            "6 1 [26, 45, 44, 43, 24, 23, 37, 36, 41, 21, 20, 19, 48, 47, 34, 33, 50, 17, 16, 15, 14, 31, 30, 28, 39]\n",
            "7 1 [16, 51, 50, 49, 44, 14, 35, 34, 33, 28, 42, 41, 40, 39, 20, 31, 30, 18, 37, 47, 46, 24, 23, 22, 26]\n",
            "8 1 [35, 34, 33, 32, 31, 30, 29, 28, 26, 45, 44, 43, 21, 50, 49, 47, 19, 18, 24, 23, 41, 40, 39, 38, 37]\n",
            "9 1 [48, 28, 27, 26, 46, 45, 30, 39, 38, 37, 36, 50, 24, 23, 22, 21, 20, 16, 34, 33, 32, 43, 42, 41, 18]\n",
            "10 1 [29, 28, 27, 19, 17, 50, 22, 21, 41, 11, 43, 33, 39, 38, 37, 36, 35, 15, 45, 13, 48, 47, 31, 25, 24]\n",
            "11 1 [46, 45, 44, 43, 49, 48, 37, 36, 35, 33, 51, 23, 22, 21, 31, 19, 18, 17, 41, 40, 39, 25, 29, 28, 27]\n",
            "12 1 [29, 50, 38, 36, 35, 27, 42, 41, 40, 23, 22, 48, 20, 46, 18, 17, 16, 15, 14, 13, 33, 32, 31, 44, 25]\n",
            "13 1 [32, 31, 41, 27, 26, 25, 24, 46, 45, 34, 14, 43, 22, 21, 20, 19, 18, 17, 16, 50, 29, 48, 37, 36, 39]\n",
            "14 1 [51, 50, 49, 48, 33, 31, 30, 29, 28, 24, 15, 14, 22, 21, 35, 19, 18, 17, 42, 46, 26, 44, 37, 40, 39]\n",
            "15 1 [51, 49, 37, 36, 35, 28, 27, 26, 25, 31, 30, 41, 39, 43, 20, 19, 18, 17, 45, 47, 33, 13, 15, 23, 22]\n",
            "16 1 [51, 45, 21, 31, 30, 38, 40, 19, 34, 33, 28, 27, 26, 24, 23, 13, 11, 17, 43, 42, 49, 48, 47, 15, 36]\n",
            "17 1 [27, 38, 40, 50, 44, 34, 33, 32, 31, 30, 29, 42, 48, 19, 18, 17, 16, 15, 36, 25, 24, 23, 22, 21, 46]\n",
            "18 1 [36, 35, 33, 29, 49, 48, 51, 38, 27, 26, 25, 24, 23, 22, 20, 19, 18, 17, 41, 40, 46, 45, 44, 43, 31]\n",
            "19 1 [27, 26, 24, 23, 22, 21, 20, 19, 38, 37, 36, 46, 44, 48, 40, 30, 29, 17, 16, 50, 34, 33, 32, 14, 42]\n",
            "20 1 [29, 32, 31, 50, 49, 48, 22, 27, 26, 36, 35, 34, 24, 40, 44, 20, 19, 18, 17, 15, 14, 13, 46, 38, 42]\n",
            "21 1 [51, 50, 49, 48, 46, 27, 26, 25, 24, 44, 31, 30, 29, 22, 21, 20, 19, 18, 40, 39, 38, 34, 33, 42, 36]\n",
            "22 1 [40, 36, 43, 42, 21, 20, 31, 30, 29, 28, 51, 50, 49, 24, 23, 26, 38, 16, 15, 14, 18, 34, 33, 45, 47]\n",
            "23 1 [44, 43, 42, 21, 40, 19, 18, 29, 28, 27, 26, 48, 47, 46, 51, 50, 33, 16, 15, 31, 36, 35, 38, 24, 23]\n",
            "24 1 [37, 31, 33, 40, 39, 29, 28, 27, 26, 25, 24, 23, 35, 45, 21, 20, 19, 18, 43, 42, 51, 50, 49, 48, 47]\n",
            "25 1 [37, 36, 26, 34, 24, 50, 49, 48, 47, 45, 22, 41, 29, 28, 18, 17, 16, 15, 14, 13, 20, 39, 43, 32, 31]\n",
            "26 1 [31, 21, 20, 39, 38, 37, 29, 28, 27, 25, 45, 44, 43, 42, 41, 23, 18, 17, 47, 51, 50, 49, 35, 34, 33]\n",
            "27 1 [25, 24, 38, 34, 30, 29, 28, 27, 36, 51, 50, 49, 48, 47, 45, 18, 17, 16, 43, 42, 41, 40, 22, 20, 32]\n",
            "28 1 [44, 43, 48, 47, 46, 34, 33, 32, 31, 30, 29, 41, 39, 21, 20, 19, 23, 17, 51, 50, 37, 36, 27, 26, 25]\n",
            "29 1 [37, 43, 20, 49, 48, 47, 51, 41, 28, 27, 26, 25, 24, 23, 22, 33, 32, 18, 17, 16, 15, 45, 39, 35, 30]\n",
            "30 1 [50, 49, 48, 36, 42, 41, 46, 27, 39, 38, 25, 24, 23, 22, 21, 20, 19, 18, 17, 44, 31, 30, 29, 34, 33]\n",
            "31 1 [21, 46, 45, 44, 51, 50, 49, 48, 42, 29, 28, 27, 40, 39, 38, 37, 19, 18, 35, 34, 33, 32, 31, 23, 25]\n",
            "32 1 [50, 49, 48, 47, 46, 45, 44, 30, 20, 42, 35, 33, 32, 26, 28, 18, 17, 16, 15, 37, 24, 23, 22, 40, 39]\n",
            "33 1 [49, 48, 47, 45, 31, 43, 42, 41, 33, 29, 28, 39, 37, 36, 35, 19, 18, 17, 51, 26, 25, 24, 23, 22, 21]\n",
            "34 1 [19, 18, 17, 33, 32, 27, 50, 49, 47, 46, 25, 24, 44, 43, 42, 22, 21, 15, 14, 30, 29, 37, 40, 39, 35]\n",
            "35 1 [50, 49, 42, 41, 15, 47, 46, 37, 36, 27, 26, 25, 24, 31, 30, 29, 39, 18, 17, 22, 21, 20, 44, 34, 33]\n",
            "36 1 [27, 26, 20, 50, 49, 48, 47, 46, 41, 18, 44, 43, 39, 29, 24, 23, 22, 16, 15, 37, 36, 35, 33, 32, 31]\n",
            "37 1 [44, 43, 48, 41, 40, 39, 38, 37, 36, 35, 25, 24, 23, 22, 21, 20, 19, 18, 31, 30, 33, 46, 50, 28, 27]\n",
            "38 1 [29, 28, 37, 31, 46, 45, 35, 34, 33, 26, 25, 24, 23, 22, 21, 51, 43, 16, 19, 18, 49, 48, 41, 40, 39]\n",
            "39 1 [46, 45, 44, 34, 36, 51, 50, 49, 48, 30, 24, 23, 42, 26, 32, 18, 17, 16, 15, 40, 39, 38, 21, 20, 28]\n",
            "40 1 [40, 39, 38, 37, 35, 34, 33, 32, 27, 26, 20, 51, 24, 18, 17, 30, 29, 15, 46, 45, 44, 22, 49, 48, 42]\n",
            "41 1 [31, 30, 51, 50, 49, 47, 46, 45, 38, 37, 33, 35, 28, 27, 25, 20, 19, 18, 17, 23, 22, 43, 42, 41, 40]\n",
            "42 1 [28, 37, 32, 31, 30, 47, 41, 40, 39, 49, 51, 45, 44, 43, 24, 35, 34, 15, 22, 21, 20, 19, 18, 17, 26]\n",
            "43 1 [46, 48, 38, 24, 23, 22, 44, 43, 42, 41, 40, 30, 29, 20, 19, 18, 17, 16, 32, 27, 26, 36, 35, 34, 50]\n",
            "44 1 [48, 47, 46, 45, 28, 27, 26, 25, 43, 42, 41, 40, 39, 38, 37, 20, 19, 17, 31, 30, 50, 23, 22, 33, 35]\n",
            "45 1 [41, 40, 23, 22, 21, 20, 19, 38, 37, 35, 45, 29, 28, 26, 25, 17, 16, 15, 50, 49, 31, 47, 13, 33, 43]\n",
            "46 1 [29, 41, 40, 39, 48, 27, 26, 25, 24, 22, 21, 51, 50, 37, 36, 35, 19, 18, 46, 45, 44, 43, 33, 32, 31]\n",
            "47 1 [32, 31, 29, 28, 27, 25, 24, 23, 22, 21, 47, 41, 40, 39, 38, 37, 36, 17, 49, 45, 44, 43, 19, 51, 34]\n",
            "48 1 [35, 43, 33, 32, 31, 21, 29, 28, 41, 40, 50, 49, 48, 47, 45, 19, 18, 17, 16, 38, 37, 26, 25, 24, 23]\n",
            "49 1 [49, 17, 21, 20, 19, 25, 24, 23, 28, 27, 15, 43, 36, 35, 34, 33, 32, 13, 45, 41, 39, 38, 51, 47, 30]\n",
            "50 1 [24, 23, 51, 15, 37, 36, 34, 33, 32, 45, 44, 43, 42, 41, 39, 19, 18, 17, 28, 27, 26, 21, 47, 30, 49]\n",
            "51 1 [34, 22, 21, 51, 25, 24, 42, 40, 39, 38, 37, 36, 49, 48, 47, 19, 18, 17, 32, 31, 30, 29, 27, 45, 44]\n",
            "52 1 [16, 15, 44, 43, 42, 41, 40, 39, 32, 50, 49, 48, 47, 46, 35, 34, 20, 18, 28, 24, 23, 22, 26, 30, 37]\n",
            "53 1 [25, 48, 47, 46, 45, 44, 43, 42, 41, 31, 30, 29, 28, 27, 50, 39, 19, 18, 23, 37, 36, 35, 34, 33, 21]\n",
            "54 1 [33, 32, 31, 26, 25, 24, 35, 48, 47, 46, 50, 29, 28, 44, 22, 20, 19, 18, 17, 42, 41, 40, 39, 38, 37]\n",
            "55 1 [21, 20, 47, 42, 14, 50, 49, 31, 37, 36, 35, 34, 33, 23, 29, 28, 18, 17, 16, 45, 44, 40, 39, 26, 25]\n",
            "56 1 [39, 51, 33, 32, 31, 30, 29, 28, 27, 45, 44, 43, 42, 41, 47, 49, 19, 18, 37, 25, 24, 23, 22, 21, 35]\n",
            "57 1 [35, 34, 51, 50, 49, 37, 44, 43, 42, 41, 26, 22, 21, 20, 28, 24, 16, 15, 39, 47, 46, 18, 32, 31, 30]\n",
            "58 1 [23, 22, 21, 20, 31, 30, 46, 45, 37, 36, 35, 34, 33, 28, 27, 51, 16, 18, 25, 41, 40, 39, 49, 48, 43]\n",
            "59 1 [51, 42, 34, 30, 29, 28, 27, 26, 25, 24, 23, 40, 38, 21, 20, 19, 18, 17, 32, 36, 49, 48, 47, 45, 44]\n",
            "60 1 [50, 31, 23, 22, 18, 29, 27, 44, 43, 42, 41, 40, 39, 38, 25, 46, 16, 15, 36, 35, 33, 13, 12, 20, 48]\n",
            "61 1 [26, 43, 42, 41, 40, 39, 38, 37, 35, 34, 33, 32, 51, 50, 30, 48, 47, 18, 28, 24, 23, 22, 21, 20, 45]\n",
            "62 1 [14, 36, 45, 26, 25, 50, 49, 48, 47, 38, 23, 28, 40, 34, 33, 32, 12, 16, 21, 20, 19, 18, 30, 43, 42]\n",
            "63 1 [26, 25, 24, 23, 22, 21, 20, 18, 46, 32, 28, 41, 40, 39, 38, 37, 36, 16, 34, 51, 30, 44, 43, 49, 48]\n",
            "64 1 [40, 39, 50, 48, 46, 45, 29, 28, 14, 13, 32, 31, 23, 37, 26, 25, 18, 17, 16, 35, 34, 43, 42, 21, 20]\n",
            "65 1 [22, 21, 20, 25, 24, 48, 47, 43, 42, 30, 29, 28, 27, 36, 35, 40, 50, 18, 45, 33, 32, 38, 16, 15, 14]\n",
            "66 1 [34, 42, 41, 51, 50, 49, 32, 31, 30, 39, 16, 28, 24, 23, 47, 46, 44, 14, 21, 20, 19, 18, 26, 37, 36]\n",
            "67 1 [32, 38, 37, 36, 42, 41, 40, 51, 49, 24, 23, 22, 14, 13, 28, 20, 19, 17, 16, 47, 30, 26, 34, 45, 44]\n",
            "68 1 [50, 49, 32, 31, 30, 29, 16, 47, 23, 22, 21, 20, 45, 34, 27, 26, 25, 18, 41, 40, 43, 38, 37, 36, 14]\n",
            "69 1 [50, 49, 38, 37, 36, 35, 34, 33, 41, 40, 23, 21, 20, 43, 31, 30, 18, 17, 47, 46, 45, 28, 27, 26, 25]\n",
            "70 1 [45, 43, 34, 33, 39, 50, 49, 37, 36, 31, 30, 29, 28, 27, 26, 25, 47, 14, 23, 16, 21, 20, 19, 18, 41]\n",
            "71 1 [43, 42, 33, 32, 31, 30, 28, 27, 26, 25, 24, 22, 21, 49, 48, 47, 19, 18, 38, 37, 36, 35, 51, 45, 40]\n",
            "72 1 [50, 49, 48, 30, 29, 28, 38, 36, 35, 34, 26, 25, 46, 21, 20, 18, 16, 15, 14, 23, 44, 43, 42, 40, 32]\n",
            "73 1 [37, 46, 45, 44, 40, 39, 35, 34, 33, 32, 31, 16, 15, 48, 42, 50, 19, 18, 27, 26, 25, 29, 23, 22, 21]\n",
            "74 1 [23, 22, 39, 38, 51, 29, 28, 27, 26, 25, 44, 36, 42, 41, 20, 19, 18, 17, 47, 46, 49, 34, 33, 32, 31]\n",
            "75 1 [24, 42, 26, 35, 48, 46, 45, 44, 40, 22, 33, 32, 31, 38, 37, 20, 19, 18, 17, 16, 15, 29, 28, 13, 50]\n",
            "76 1 [21, 20, 34, 33, 32, 27, 26, 41, 40, 50, 49, 44, 43, 24, 23, 18, 17, 16, 15, 38, 47, 46, 36, 30, 29]\n",
            "77 1 [43, 47, 51, 50, 49, 41, 31, 30, 28, 27, 26, 25, 23, 22, 21, 20, 19, 18, 17, 39, 38, 37, 33, 35, 45]\n",
            "78 1 [46, 37, 36, 35, 34, 33, 41, 44, 43, 21, 20, 31, 30, 29, 28, 27, 26, 18, 17, 24, 23, 50, 49, 48, 39]\n",
            "79 1 [49, 48, 47, 46, 51, 26, 25, 24, 23, 22, 21, 44, 43, 41, 40, 38, 19, 18, 28, 36, 35, 34, 33, 32, 30]\n",
            "80 1 [34, 33, 22, 44, 43, 42, 41, 40, 39, 38, 37, 36, 50, 49, 48, 20, 19, 18, 24, 46, 27, 26, 16, 31, 29]\n",
            "81 1 [34, 36, 30, 29, 28, 32, 51, 50, 49, 48, 47, 46, 45, 44, 21, 20, 19, 18, 42, 41, 26, 24, 23, 39, 38]\n",
            "82 1 [42, 41, 39, 25, 24, 23, 22, 21, 20, 37, 18, 35, 34, 33, 27, 50, 49, 16, 15, 45, 44, 47, 31, 30, 29]\n",
            "83 1 [27, 39, 31, 30, 29, 41, 21, 20, 18, 17, 25, 24, 23, 46, 45, 44, 43, 13, 50, 49, 48, 15, 35, 33, 37]\n",
            "84 1 [38, 37, 36, 34, 33, 47, 21, 20, 45, 44, 43, 42, 28, 26, 31, 30, 18, 17, 16, 40, 24, 23, 51, 50, 49]\n",
            "85 1 [30, 23, 22, 21, 44, 43, 42, 41, 39, 38, 37, 36, 35, 34, 33, 32, 46, 17, 19, 51, 50, 28, 27, 48, 25]\n",
            "86 1 [31, 46, 45, 34, 33, 23, 48, 29, 43, 42, 21, 27, 26, 25, 19, 51, 50, 17, 16, 15, 14, 40, 39, 37, 36]\n",
            "87 1 [17, 49, 48, 47, 21, 41, 51, 19, 39, 45, 43, 37, 36, 34, 25, 24, 23, 15, 14, 32, 31, 30, 29, 28, 27]\n",
            "88 1 [49, 51, 47, 46, 45, 44, 25, 33, 32, 31, 30, 42, 41, 28, 27, 19, 18, 17, 23, 39, 38, 37, 36, 35, 21]\n",
            "89 1 [22, 21, 20, 48, 47, 35, 34, 33, 32, 45, 44, 43, 42, 41, 40, 50, 24, 16, 15, 28, 30, 38, 37, 26, 18]\n",
            "90 1 [41, 40, 18, 31, 47, 46, 44, 43, 35, 27, 26, 25, 38, 37, 29, 13, 33, 16, 15, 23, 22, 21, 20, 50, 49]\n",
            "91 1 [28, 27, 26, 24, 33, 32, 51, 39, 30, 22, 21, 43, 42, 41, 37, 36, 35, 16, 49, 48, 47, 46, 45, 19, 18]\n",
            "92 1 [47, 46, 45, 30, 34, 41, 40, 39, 38, 37, 36, 51, 28, 49, 32, 16, 15, 14, 43, 20, 22, 18, 26, 25, 24]\n",
            "93 1 [44, 24, 50, 49, 48, 47, 46, 35, 34, 42, 41, 32, 31, 30, 37, 39, 15, 17, 28, 27, 26, 22, 21, 20, 19]\n",
            "94 1 [50, 25, 24, 23, 30, 37, 46, 45, 44, 43, 42, 41, 40, 39, 48, 32, 17, 16, 35, 34, 21, 20, 19, 28, 27]\n",
            "95 1 [28, 26, 21, 20, 19, 18, 47, 46, 45, 41, 40, 34, 33, 32, 31, 30, 16, 15, 43, 24, 23, 38, 49, 36, 51]\n",
            "96 1 [31, 30, 29, 28, 27, 25, 44, 43, 47, 46, 23, 22, 20, 51, 33, 18, 17, 16, 49, 41, 40, 38, 37, 36, 35]\n",
            "97 1 [30, 41, 40, 39, 38, 20, 19, 13, 34, 32, 43, 23, 22, 47, 46, 45, 17, 16, 15, 36, 28, 50, 49, 26, 25]\n",
            "98 1 [31, 30, 29, 47, 49, 34, 33, 45, 44, 43, 15, 25, 24, 23, 21, 20, 19, 18, 17, 51, 41, 36, 27, 39, 38]\n",
            "99 1 [51, 22, 21, 49, 42, 29, 28, 27, 26, 25, 24, 33, 32, 31, 47, 35, 17, 16, 45, 44, 19, 40, 39, 38, 37]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 36 =========== \n",
            "\n",
            "Pareto sort 28\n",
            "28 8\n",
            "H_group [[30, 29, 28, 27, 26, 21, 22, 23, 24, 18, 19, 16, 15, 14, 13, 12, 11, 10, 9, 6, 7, 4, 3, 2, 1], [29, 30, 27, 26, 25, 23, 22, 21, 18, 19, 17, 16, 15, 14, 11, 12, 9, 10, 7, 6, 5, 4, 3, 2, 1], [26, 25, 24, 35, 34, 31, 41, 40, 39, 38, 37, 51, 50, 49, 48, 47, 46, 45, 44, 43, 32, 29, 28, 22, 21], [31, 30, 29, 26, 27, 24, 23, 22, 20, 19, 13, 14, 15, 16, 17, 12, 11, 9, 8, 7, 6, 5, 3, 2, 1], [32, 30, 29, 28, 27, 26, 24, 23, 17, 18, 19, 20, 21, 16, 14, 13, 12, 11, 10, 9, 7, 6, 4, 2, 1], [32, 31, 30, 29, 27, 26, 25, 24, 23, 21, 19, 18, 17, 15, 14, 13, 12, 10, 9, 6, 7, 5, 4, 3, 1], [33, 34, 31, 29, 27, 25, 23, 21, 20, 19, 18, 16, 15, 14, 13, 12, 10, 8, 7, 6, 5, 4, 3, 2, 1], [33, 31, 30, 29, 28, 26, 25, 24, 23, 22, 20, 18, 17, 15, 14, 12, 11, 10, 9, 6, 7, 8, 4, 2, 1]]\n",
            "L_group [[39, 38, 37, 35, 33, 31, 29, 27, 26, 24, 23, 21, 19, 17, 12, 13, 14, 15, 16, 10, 8, 6, 5, 3, 1], [39, 38, 36, 34, 32, 30, 28, 27, 25, 23, 22, 21, 19, 18, 16, 14, 12, 13, 10, 9, 7, 6, 5, 3, 1], [49, 33, 47, 45, 16, 15, 13, 28, 27, 36, 50, 34, 25, 24, 31, 30, 22, 41, 40, 39, 38, 43, 20, 19, 18], [38, 39, 36, 34, 32, 30, 28, 27, 25, 23, 21, 17, 18, 19, 16, 14, 12, 10, 8, 1, 2, 3, 4, 5, 6], [39, 40, 37, 36, 35, 33, 31, 29, 27, 25, 24, 22, 21, 20, 18, 16, 14, 13, 11, 9, 8, 6, 4, 3, 1], [30, 29, 37, 49, 41, 39, 32, 45, 44, 43, 13, 22, 27, 26, 20, 19, 18, 17, 11, 47, 35, 34, 24, 51, 15], [51, 45, 21, 31, 30, 38, 40, 19, 34, 33, 28, 27, 26, 24, 23, 13, 11, 17, 43, 42, 49, 48, 47, 15, 36], [30, 21, 19, 33, 32, 35, 28, 27, 45, 44, 49, 42, 41, 51, 47, 10, 25, 23, 39, 38, 37, 15, 13, 12, 17]]\n",
            "\n",
            "|--- Client 4 <= 30.00\n",
            "|   |--- class: 1\n",
            "|--- Client 4 >  30.00\n",
            "|   |--- Client 12 <= 46.50\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 12 >  46.50\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [48, 44, 29, 28, 26, 25, 24, 23, 22, 21, 40, 14, 33, 19, 18, 38, 37, 36, 35, 50, 16, 42, 12, 31, 46]\n",
            "1 1 [44, 43, 16, 27, 26, 25, 24, 23, 22, 18, 50, 38, 20, 48, 47, 46, 36, 14, 41, 40, 30, 29, 34, 33, 32]\n",
            "2 1 [17, 36, 35, 19, 23, 22, 21, 51, 49, 48, 47, 46, 45, 43, 42, 33, 32, 31, 29, 28, 27, 25, 40, 39, 38]\n",
            "3 1 [28, 27, 35, 34, 30, 23, 22, 32, 50, 49, 48, 47, 25, 20, 19, 18, 17, 39, 38, 37, 45, 44, 43, 42, 41]\n",
            "4 1 [48, 26, 25, 24, 23, 22, 21, 20, 19, 18, 39, 38, 51, 50, 46, 45, 44, 28, 42, 41, 33, 31, 30, 36, 35]\n",
            "5 1 [34, 26, 25, 24, 22, 21, 19, 18, 32, 31, 30, 50, 49, 48, 46, 45, 40, 39, 37, 36, 28, 43, 42, 16, 15]\n",
            "6 1 [47, 15, 27, 26, 25, 24, 23, 45, 44, 19, 18, 17, 21, 30, 29, 35, 34, 33, 32, 50, 49, 42, 40, 38, 37]\n",
            "7 1 [45, 44, 43, 18, 17, 33, 32, 31, 41, 40, 23, 22, 21, 20, 38, 37, 15, 35, 49, 51, 47, 26, 25, 29, 28]\n",
            "8 1 [23, 39, 19, 18, 46, 45, 21, 29, 28, 27, 26, 25, 51, 50, 49, 48, 43, 41, 37, 36, 35, 34, 33, 32, 31]\n",
            "9 1 [33, 44, 17, 16, 15, 14, 46, 28, 27, 50, 31, 30, 35, 40, 39, 38, 37, 20, 19, 42, 48, 25, 24, 23, 22]\n",
            "10 1 [16, 35, 42, 23, 22, 21, 20, 33, 32, 31, 30, 29, 50, 49, 48, 40, 27, 26, 25, 18, 46, 45, 44, 38, 37]\n",
            "11 1 [30, 29, 28, 27, 26, 51, 50, 49, 48, 47, 45, 24, 23, 21, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 43]\n",
            "12 1 [51, 15, 31, 30, 37, 45, 44, 47, 42, 28, 27, 26, 25, 24, 33, 13, 35, 49, 20, 19, 18, 17, 22, 40, 39]\n",
            "13 1 [29, 28, 33, 32, 31, 40, 39, 38, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 22, 21, 36, 35, 26, 25, 24]\n",
            "14 1 [34, 33, 32, 46, 49, 48, 26, 25, 24, 23, 21, 51, 41, 40, 39, 30, 29, 28, 19, 18, 17, 37, 36, 44, 43]\n",
            "15 1 [33, 32, 31, 30, 47, 37, 36, 35, 24, 23, 22, 21, 45, 19, 51, 50, 49, 28, 27, 26, 43, 42, 41, 40, 39]\n",
            "16 1 [31, 30, 29, 28, 27, 26, 25, 37, 36, 35, 34, 33, 21, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 50, 23]\n",
            "17 1 [43, 18, 17, 16, 28, 20, 26, 32, 31, 30, 24, 23, 22, 41, 40, 45, 38, 37, 36, 35, 34, 51, 50, 49, 47]\n",
            "18 1 [46, 11, 39, 17, 50, 15, 14, 13, 26, 25, 19, 44, 43, 21, 48, 35, 34, 33, 32, 23, 37, 30, 29, 28, 41]\n",
            "19 1 [27, 31, 30, 29, 35, 34, 33, 20, 19, 18, 17, 47, 46, 38, 37, 44, 43, 41, 40, 15, 50, 49, 22, 25, 24]\n",
            "20 1 [29, 28, 38, 16, 47, 46, 45, 26, 25, 18, 43, 42, 41, 40, 20, 14, 23, 22, 31, 50, 49, 36, 35, 34, 33]\n",
            "21 1 [30, 29, 28, 27, 26, 32, 21, 20, 16, 51, 50, 36, 35, 34, 38, 48, 47, 46, 45, 18, 24, 23, 43, 42, 40]\n",
            "22 1 [31, 30, 29, 22, 33, 39, 38, 37, 51, 50, 49, 48, 47, 46, 25, 24, 44, 43, 42, 41, 20, 19, 17, 27, 35]\n",
            "23 1 [49, 51, 25, 24, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 19, 47, 22, 21, 17, 43, 41, 40, 39, 38, 45]\n",
            "24 1 [22, 21, 33, 27, 26, 25, 24, 51, 50, 49, 48, 16, 15, 44, 43, 46, 31, 19, 18, 39, 38, 37, 35, 29, 41]\n",
            "25 1 [19, 30, 29, 28, 27, 26, 40, 39, 38, 37, 36, 35, 34, 33, 32, 47, 50, 49, 43, 42, 45, 24, 23, 22, 21]\n",
            "26 1 [18, 17, 49, 20, 42, 41, 40, 39, 45, 44, 47, 35, 34, 33, 32, 31, 30, 29, 23, 22, 51, 25, 37, 15, 27]\n",
            "27 1 [14, 40, 16, 18, 35, 34, 43, 42, 26, 24, 23, 22, 21, 20, 51, 50, 49, 48, 47, 30, 28, 45, 32, 38, 37]\n",
            "28 1 [22, 32, 44, 43, 46, 30, 29, 28, 36, 50, 49, 48, 38, 41, 40, 20, 19, 17, 16, 15, 14, 26, 25, 24, 34]\n",
            "29 1 [39, 38, 37, 36, 35, 34, 33, 32, 50, 49, 48, 47, 46, 45, 44, 43, 30, 29, 28, 41, 26, 25, 24, 23, 22]\n",
            "30 1 [42, 27, 26, 25, 24, 17, 51, 50, 49, 48, 46, 45, 44, 40, 34, 20, 19, 32, 15, 30, 29, 22, 38, 37, 36]\n",
            "31 1 [23, 22, 40, 29, 43, 42, 38, 37, 36, 35, 34, 32, 31, 20, 19, 18, 51, 50, 49, 48, 47, 46, 45, 25, 27]\n",
            "32 1 [21, 30, 29, 28, 27, 26, 25, 41, 40, 23, 47, 46, 45, 49, 35, 34, 33, 32, 19, 43, 38, 37, 51, 17, 16]\n",
            "33 1 [50, 22, 17, 20, 19, 32, 31, 30, 29, 41, 40, 39, 27, 26, 48, 37, 36, 35, 34, 43, 15, 14, 24, 46, 45]\n",
            "34 1 [24, 23, 31, 30, 29, 28, 27, 26, 40, 39, 38, 21, 20, 19, 34, 33, 36, 50, 49, 48, 47, 46, 45, 44, 42]\n",
            "35 1 [24, 23, 22, 21, 41, 47, 46, 35, 34, 33, 32, 31, 29, 28, 51, 50, 49, 44, 43, 26, 19, 39, 38, 37, 17]\n",
            "36 1 [17, 50, 28, 26, 25, 24, 23, 37, 36, 41, 40, 39, 43, 48, 47, 46, 45, 21, 20, 19, 32, 31, 30, 34, 15]\n",
            "37 1 [19, 39, 17, 16, 24, 23, 26, 50, 49, 48, 47, 31, 30, 29, 28, 37, 36, 45, 44, 43, 14, 34, 33, 41, 21]\n",
            "38 1 [34, 29, 27, 26, 16, 19, 18, 40, 39, 38, 51, 50, 49, 47, 46, 45, 32, 31, 24, 23, 22, 21, 36, 43, 42]\n",
            "39 1 [24, 22, 21, 20, 50, 49, 48, 47, 46, 45, 44, 18, 29, 28, 27, 26, 37, 36, 42, 41, 40, 39, 31, 34, 33]\n",
            "40 1 [44, 43, 17, 16, 15, 28, 48, 24, 37, 36, 35, 34, 51, 50, 32, 22, 21, 20, 19, 26, 41, 40, 39, 46, 30]\n",
            "41 1 [15, 19, 18, 17, 46, 45, 44, 31, 30, 29, 38, 37, 51, 50, 42, 41, 40, 23, 22, 21, 25, 27, 48, 35, 33]\n",
            "42 1 [44, 43, 42, 26, 25, 28, 21, 20, 19, 18, 17, 47, 46, 34, 33, 32, 31, 30, 40, 39, 37, 36, 50, 49, 23]\n",
            "43 1 [14, 39, 51, 21, 31, 35, 37, 33, 49, 48, 47, 46, 45, 44, 29, 28, 27, 42, 41, 19, 18, 17, 16, 25, 23]\n",
            "44 1 [45, 33, 32, 31, 30, 29, 28, 27, 26, 25, 40, 51, 23, 22, 21, 20, 43, 42, 38, 37, 36, 35, 49, 48, 47]\n",
            "45 1 [23, 22, 21, 20, 47, 46, 45, 44, 25, 18, 17, 49, 30, 29, 28, 27, 32, 51, 42, 41, 40, 39, 37, 35, 34]\n",
            "46 1 [36, 35, 21, 29, 47, 46, 45, 44, 43, 42, 41, 23, 39, 38, 33, 32, 31, 27, 19, 18, 16, 25, 51, 50, 49]\n",
            "47 1 [13, 30, 29, 28, 27, 46, 45, 33, 32, 23, 22, 21, 43, 37, 15, 25, 35, 48, 50, 41, 40, 39, 19, 18, 17]\n",
            "48 1 [30, 29, 38, 25, 24, 23, 22, 40, 46, 45, 44, 43, 42, 51, 27, 32, 36, 35, 34, 20, 18, 17, 49, 48, 15]\n",
            "49 1 [25, 23, 22, 21, 20, 42, 41, 35, 34, 33, 31, 30, 29, 28, 27, 51, 50, 49, 48, 46, 45, 44, 39, 38, 37]\n",
            "50 1 [47, 46, 45, 24, 23, 21, 38, 37, 36, 35, 34, 33, 32, 31, 51, 50, 49, 43, 42, 41, 40, 29, 28, 27, 26]\n",
            "51 1 [42, 41, 40, 39, 30, 29, 51, 44, 37, 24, 23, 49, 48, 47, 46, 27, 26, 35, 34, 33, 32, 18, 17, 21, 20]\n",
            "52 1 [40, 24, 23, 22, 21, 20, 19, 18, 17, 50, 49, 32, 31, 42, 47, 46, 45, 44, 38, 37, 35, 34, 27, 26, 29]\n",
            "53 1 [49, 20, 14, 30, 28, 27, 26, 25, 51, 32, 40, 39, 38, 43, 42, 34, 23, 22, 36, 18, 17, 16, 47, 46, 45]\n",
            "54 1 [31, 34, 33, 51, 26, 25, 24, 23, 49, 21, 20, 47, 46, 44, 43, 42, 40, 39, 38, 37, 36, 29, 28, 18, 17]\n",
            "55 1 [31, 30, 29, 28, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 51, 26, 25, 24, 23, 21, 33, 36, 35]\n",
            "56 1 [36, 24, 23, 22, 49, 51, 40, 39, 38, 18, 17, 45, 44, 43, 42, 31, 30, 29, 28, 27, 26, 20, 47, 34, 33]\n",
            "57 1 [22, 37, 16, 15, 14, 13, 31, 42, 41, 20, 19, 18, 35, 39, 29, 28, 50, 49, 24, 47, 46, 45, 44, 33, 26]\n",
            "58 1 [46, 50, 29, 28, 17, 48, 33, 32, 31, 44, 26, 25, 24, 23, 22, 21, 20, 19, 36, 35, 42, 41, 40, 39, 38]\n",
            "59 1 [18, 17, 30, 28, 43, 42, 41, 15, 50, 26, 25, 24, 23, 22, 20, 39, 38, 48, 47, 46, 45, 32, 36, 35, 34]\n",
            "60 1 [42, 19, 45, 44, 31, 30, 29, 28, 51, 50, 49, 48, 47, 26, 24, 23, 22, 21, 40, 39, 38, 37, 36, 35, 33]\n",
            "61 1 [36, 47, 46, 23, 22, 21, 20, 19, 18, 42, 41, 40, 39, 38, 44, 34, 49, 32, 31, 29, 28, 27, 26, 25, 51]\n",
            "62 1 [43, 32, 31, 30, 39, 38, 28, 27, 26, 25, 24, 51, 49, 48, 47, 41, 36, 35, 34, 22, 17, 16, 45, 20, 19]\n",
            "63 1 [23, 38, 37, 30, 29, 28, 27, 44, 40, 46, 18, 17, 16, 21, 20, 25, 14, 33, 32, 42, 51, 50, 49, 48, 35]\n",
            "64 1 [17, 16, 28, 27, 26, 25, 24, 23, 19, 32, 31, 30, 49, 38, 37, 21, 43, 42, 51, 35, 34, 40, 47, 46, 45]\n",
            "65 1 [50, 49, 31, 30, 29, 28, 27, 41, 39, 38, 36, 35, 17, 16, 19, 25, 47, 46, 45, 44, 43, 33, 23, 22, 21]\n",
            "66 1 [30, 29, 28, 27, 26, 16, 49, 48, 47, 24, 39, 45, 43, 42, 41, 18, 20, 51, 22, 37, 36, 35, 34, 33, 32]\n",
            "67 1 [26, 25, 15, 14, 29, 28, 48, 47, 17, 50, 33, 40, 39, 38, 37, 36, 35, 23, 43, 42, 21, 20, 19, 45, 31]\n",
            "68 1 [35, 34, 33, 27, 26, 25, 15, 47, 46, 21, 20, 44, 43, 42, 41, 31, 30, 29, 50, 49, 18, 17, 37, 23, 39]\n",
            "69 1 [25, 24, 23, 22, 21, 20, 49, 48, 51, 35, 34, 33, 32, 31, 30, 29, 37, 40, 39, 27, 46, 45, 44, 43, 42]\n",
            "70 1 [32, 31, 39, 14, 13, 48, 47, 24, 19, 50, 45, 44, 22, 21, 26, 37, 36, 35, 34, 17, 16, 29, 28, 42, 41]\n",
            "71 1 [22, 21, 20, 19, 18, 37, 36, 35, 50, 49, 48, 47, 46, 33, 24, 31, 44, 43, 42, 41, 40, 39, 29, 28, 26]\n",
            "72 1 [34, 33, 32, 28, 39, 26, 25, 50, 48, 47, 37, 36, 23, 22, 21, 20, 19, 18, 17, 45, 44, 43, 42, 41, 30]\n",
            "73 1 [42, 20, 19, 23, 22, 34, 17, 16, 15, 44, 36, 40, 39, 38, 46, 30, 28, 27, 26, 25, 51, 50, 49, 48, 32]\n",
            "74 1 [50, 20, 19, 25, 24, 22, 17, 16, 39, 37, 36, 30, 29, 28, 27, 43, 42, 41, 34, 33, 32, 48, 47, 46, 45]\n",
            "75 1 [32, 31, 30, 29, 28, 27, 26, 25, 42, 41, 40, 39, 47, 46, 45, 44, 50, 49, 23, 22, 21, 37, 36, 35, 34]\n",
            "76 1 [34, 32, 25, 21, 17, 16, 15, 14, 13, 46, 27, 44, 40, 42, 19, 23, 30, 29, 38, 37, 36, 51, 50, 49, 48]\n",
            "77 1 [23, 38, 37, 36, 41, 40, 17, 16, 26, 25, 51, 50, 49, 44, 43, 29, 28, 21, 20, 19, 34, 47, 46, 32, 31]\n",
            "78 1 [42, 40, 38, 18, 30, 29, 28, 27, 26, 24, 23, 22, 45, 44, 51, 50, 49, 48, 47, 20, 36, 35, 34, 33, 32]\n",
            "79 1 [28, 27, 26, 25, 24, 23, 35, 34, 42, 32, 31, 30, 17, 40, 39, 38, 37, 44, 51, 21, 20, 19, 46, 49, 48]\n",
            "80 1 [30, 23, 22, 14, 37, 36, 35, 26, 25, 40, 39, 17, 16, 33, 32, 49, 48, 43, 42, 46, 45, 51, 20, 19, 28]\n",
            "81 1 [27, 41, 40, 39, 38, 37, 36, 35, 51, 50, 49, 48, 18, 22, 21, 20, 44, 43, 46, 29, 25, 24, 31, 16, 33]\n",
            "82 1 [40, 23, 19, 18, 17, 47, 46, 45, 44, 43, 42, 51, 49, 38, 34, 33, 32, 30, 29, 36, 15, 21, 27, 26, 25]\n",
            "83 1 [18, 22, 21, 20, 37, 36, 51, 50, 49, 48, 47, 46, 45, 44, 39, 34, 33, 31, 30, 25, 24, 42, 41, 28, 27]\n",
            "84 1 [19, 18, 30, 29, 50, 49, 36, 35, 34, 33, 32, 42, 41, 40, 38, 47, 46, 24, 23, 22, 21, 27, 26, 44, 16]\n",
            "85 1 [32, 31, 30, 24, 23, 50, 36, 38, 21, 20, 19, 18, 28, 27, 26, 48, 47, 46, 45, 44, 43, 42, 41, 40, 34]\n",
            "86 1 [29, 28, 27, 26, 25, 41, 23, 32, 31, 46, 45, 44, 43, 21, 20, 50, 49, 48, 18, 39, 38, 37, 36, 35, 34]\n",
            "87 1 [46, 45, 18, 48, 30, 41, 40, 28, 27, 26, 25, 50, 38, 37, 36, 35, 34, 33, 32, 23, 22, 21, 20, 43, 16]\n",
            "88 1 [35, 34, 47, 20, 19, 18, 24, 51, 50, 49, 32, 31, 45, 44, 43, 41, 40, 39, 38, 37, 22, 29, 28, 27, 26]\n",
            "89 1 [35, 28, 44, 43, 42, 31, 30, 26, 25, 50, 49, 48, 47, 46, 33, 40, 39, 38, 37, 23, 22, 21, 20, 19, 18]\n",
            "90 1 [24, 23, 22, 20, 19, 43, 42, 41, 40, 39, 38, 28, 27, 26, 36, 35, 33, 32, 31, 30, 47, 46, 45, 50, 49]\n",
            "91 1 [28, 27, 26, 25, 24, 23, 22, 43, 51, 50, 49, 48, 47, 46, 45, 39, 38, 37, 36, 35, 34, 32, 31, 30, 41]\n",
            "92 1 [15, 14, 33, 25, 24, 17, 42, 41, 20, 19, 47, 46, 31, 30, 29, 35, 22, 51, 50, 49, 27, 39, 38, 37, 44]\n",
            "93 1 [19, 18, 17, 16, 33, 32, 31, 30, 50, 49, 48, 39, 38, 23, 21, 28, 27, 26, 25, 36, 35, 44, 42, 41, 46]\n",
            "94 1 [34, 33, 20, 19, 18, 47, 51, 39, 38, 37, 36, 42, 41, 16, 49, 45, 44, 23, 22, 31, 30, 29, 28, 27, 25]\n",
            "95 1 [34, 33, 32, 28, 22, 21, 20, 19, 43, 42, 41, 40, 39, 50, 49, 48, 47, 46, 45, 37, 36, 30, 26, 25, 24]\n",
            "96 1 [34, 33, 23, 22, 21, 20, 19, 39, 38, 29, 28, 27, 26, 25, 42, 41, 51, 50, 49, 31, 47, 46, 45, 44, 36]\n",
            "97 1 [34, 24, 23, 22, 21, 20, 36, 26, 51, 50, 49, 48, 46, 44, 43, 42, 41, 40, 39, 38, 32, 31, 30, 29, 28]\n",
            "98 1 [47, 46, 23, 32, 30, 21, 20, 18, 34, 14, 13, 51, 50, 49, 28, 27, 26, 25, 42, 38, 37, 36, 16, 40, 44]\n",
            "99 1 [45, 44, 43, 30, 29, 28, 27, 26, 25, 24, 22, 47, 34, 33, 32, 16, 36, 41, 40, 39, 38, 20, 18, 50, 49]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 37 =========== \n",
            "\n",
            "Pareto sort 30\n",
            "30 9\n",
            "H_group [[29, 28, 27, 26, 24, 23, 22, 20, 19, 18, 13, 14, 15, 16, 12, 11, 10, 2, 3, 4, 5, 6, 7, 8, 1], [51, 50, 23, 22, 21, 27, 43, 42, 41, 25, 26, 40, 38, 37, 36, 35, 34, 33, 32, 31, 29, 48, 47, 46, 45], [32, 31, 30, 28, 27, 26, 25, 23, 22, 16, 17, 18, 19, 20, 15, 14, 13, 12, 10, 9, 7, 6, 4, 3, 1], [33, 32, 31, 30, 28, 26, 24, 23, 21, 20, 18, 17, 15, 14, 13, 12, 10, 9, 7, 6, 5, 4, 3, 2, 1], [32, 31, 30, 28, 27, 26, 24, 23, 22, 20, 19, 17, 16, 15, 13, 10, 11, 12, 8, 7, 6, 5, 3, 1, 2], [34, 33, 31, 30, 29, 28, 26, 25, 20, 21, 22, 23, 18, 17, 16, 15, 14, 12, 11, 9, 7, 5, 4, 3, 1], [33, 32, 30, 29, 28, 27, 26, 24, 23, 18, 19, 20, 21, 17, 15, 14, 12, 11, 10, 8, 7, 5, 3, 2, 1], [33, 31, 30, 29, 28, 26, 25, 24, 23, 21, 19, 17, 16, 14, 13, 12, 11, 10, 8, 6, 7, 4, 3, 2, 1], [31, 32, 29, 28, 27, 26, 25, 24, 22, 20, 19, 18, 16, 15, 13, 6, 7, 8, 9, 10, 11, 5, 3, 1, 2]]\n",
            "L_group [[14, 39, 51, 21, 31, 35, 37, 33, 49, 48, 47, 46, 45, 44, 29, 28, 27, 42, 41, 19, 18, 17, 16, 25, 23], [50, 43, 34, 31, 30, 29, 28, 38, 37, 18, 17, 35, 48, 47, 33, 41, 40, 45, 20, 26, 22, 21, 23, 24, 25], [47, 46, 23, 32, 30, 21, 20, 18, 34, 14, 13, 51, 50, 49, 28, 27, 26, 25, 42, 38, 37, 36, 16, 40, 44], [38, 39, 36, 35, 34, 32, 30, 29, 28, 26, 24, 22, 20, 19, 18, 17, 15, 13, 11, 9, 7, 6, 4, 2, 1], [14, 39, 38, 37, 36, 35, 45, 44, 43, 41, 16, 27, 26, 47, 51, 50, 33, 24, 49, 31, 18, 29, 22, 21, 20], [39, 37, 35, 33, 32, 30, 28, 26, 25, 23, 22, 20, 19, 18, 15, 16, 14, 12, 10, 9, 8, 7, 5, 3, 1], [16, 51, 49, 35, 42, 41, 19, 18, 26, 25, 15, 39, 47, 46, 45, 44, 37, 31, 30, 29, 28, 13, 21, 33, 23], [39, 37, 35, 33, 31, 29, 28, 26, 25, 24, 22, 20, 19, 17, 15, 14, 12, 11, 7, 8, 9, 6, 5, 3, 1], [40, 38, 36, 34, 32, 31, 30, 29, 27, 25, 23, 22, 20, 19, 17, 15, 14, 12, 10, 8, 6, 4, 3, 2, 1]]\n",
            "\n",
            "|--- Client 5 <= 29.50\n",
            "|   |--- class: 1\n",
            "|--- Client 5 >  29.50\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [38, 25, 24, 22, 21, 46, 45, 29, 28, 27, 16, 43, 36, 35, 19, 18, 51, 41, 40, 33, 32, 31, 14, 49, 48]\n",
            "1 1 [19, 31, 30, 29, 28, 34, 33, 42, 41, 40, 39, 21, 37, 36, 17, 46, 45, 44, 24, 23, 51, 50, 49, 48, 26]\n",
            "2 1 [50, 49, 40, 26, 25, 24, 23, 21, 20, 19, 18, 47, 46, 42, 34, 33, 32, 31, 30, 29, 28, 38, 37, 36, 44]\n",
            "3 1 [21, 20, 19, 28, 27, 26, 25, 23, 32, 31, 30, 47, 46, 45, 44, 43, 35, 34, 50, 49, 41, 40, 39, 38, 37]\n",
            "4 1 [50, 49, 23, 38, 29, 28, 27, 26, 25, 21, 47, 46, 15, 14, 33, 31, 36, 35, 19, 18, 17, 44, 43, 41, 40]\n",
            "5 1 [48, 41, 39, 28, 27, 26, 25, 32, 44, 43, 34, 23, 46, 37, 36, 17, 16, 15, 14, 13, 30, 51, 50, 19, 21]\n",
            "6 1 [17, 35, 34, 24, 23, 49, 48, 47, 46, 32, 31, 30, 29, 28, 27, 26, 19, 21, 39, 38, 37, 41, 51, 44, 43]\n",
            "7 1 [24, 23, 22, 21, 20, 19, 43, 29, 28, 27, 26, 41, 40, 38, 36, 35, 34, 33, 46, 45, 31, 51, 50, 49, 48]\n",
            "8 1 [37, 33, 16, 15, 14, 50, 40, 39, 43, 42, 24, 23, 21, 20, 19, 18, 48, 47, 46, 45, 28, 31, 30, 26, 35]\n",
            "9 1 [33, 32, 31, 25, 24, 23, 22, 36, 35, 44, 43, 42, 40, 20, 19, 18, 38, 46, 51, 50, 49, 48, 29, 28, 27]\n",
            "10 1 [45, 44, 26, 25, 24, 23, 21, 20, 28, 42, 41, 40, 51, 50, 49, 47, 38, 37, 36, 35, 34, 33, 32, 31, 30]\n",
            "11 1 [21, 20, 19, 24, 23, 35, 34, 33, 32, 31, 30, 51, 50, 49, 48, 28, 27, 26, 41, 39, 38, 37, 44, 43, 46]\n",
            "12 1 [31, 26, 25, 45, 23, 21, 43, 42, 41, 48, 47, 37, 35, 34, 33, 19, 18, 17, 16, 15, 51, 50, 39, 29, 28]\n",
            "13 1 [25, 35, 27, 23, 22, 21, 19, 18, 17, 42, 41, 40, 39, 30, 29, 44, 33, 32, 37, 51, 50, 49, 48, 47, 46]\n",
            "14 1 [19, 18, 17, 26, 22, 21, 39, 38, 51, 36, 42, 41, 15, 30, 29, 28, 34, 33, 32, 44, 49, 48, 47, 46, 24]\n",
            "15 1 [42, 32, 16, 23, 18, 50, 49, 48, 47, 46, 45, 44, 40, 39, 30, 29, 28, 27, 25, 21, 20, 37, 36, 35, 34]\n",
            "16 1 [26, 24, 23, 22, 21, 20, 19, 34, 40, 17, 16, 30, 29, 28, 44, 43, 42, 50, 38, 37, 36, 48, 47, 46, 32]\n",
            "17 1 [14, 51, 18, 17, 16, 49, 31, 30, 39, 42, 41, 28, 35, 34, 33, 26, 25, 24, 22, 21, 20, 47, 37, 45, 44]\n",
            "18 1 [16, 37, 51, 21, 20, 39, 49, 48, 47, 18, 32, 31, 30, 23, 14, 41, 35, 34, 28, 27, 26, 25, 45, 44, 43]\n",
            "19 1 [45, 22, 20, 19, 18, 32, 31, 30, 29, 28, 49, 43, 42, 41, 40, 51, 38, 37, 36, 35, 34, 24, 16, 47, 26]\n",
            "20 1 [29, 27, 26, 25, 24, 23, 21, 20, 19, 18, 50, 49, 48, 47, 35, 34, 40, 39, 38, 37, 32, 31, 45, 43, 42]\n",
            "21 1 [41, 29, 28, 26, 25, 47, 43, 19, 18, 37, 39, 35, 34, 33, 51, 45, 23, 22, 21, 49, 31, 16, 15, 14, 13]\n",
            "22 1 [31, 30, 47, 37, 17, 15, 14, 28, 27, 45, 44, 35, 34, 33, 25, 24, 23, 22, 42, 20, 19, 40, 39, 50, 49]\n",
            "23 1 [44, 14, 20, 29, 28, 27, 51, 18, 17, 16, 25, 23, 22, 39, 38, 42, 41, 49, 31, 47, 46, 36, 35, 34, 33]\n",
            "24 1 [50, 49, 26, 25, 24, 38, 37, 36, 35, 47, 46, 45, 44, 43, 42, 41, 40, 33, 32, 31, 30, 29, 28, 22, 21]\n",
            "25 1 [47, 46, 25, 21, 20, 32, 31, 16, 15, 27, 23, 13, 37, 36, 51, 50, 49, 29, 18, 34, 44, 43, 42, 40, 39]\n",
            "26 1 [42, 41, 50, 21, 20, 39, 18, 17, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 44, 48, 47, 46, 37, 35, 34]\n",
            "27 1 [50, 44, 43, 42, 28, 27, 26, 25, 23, 38, 37, 36, 35, 34, 33, 21, 46, 19, 31, 30, 17, 16, 15, 40, 48]\n",
            "28 1 [17, 34, 15, 14, 29, 28, 27, 41, 40, 25, 24, 50, 49, 38, 37, 36, 32, 31, 22, 21, 19, 47, 46, 45, 43]\n",
            "29 1 [23, 22, 21, 19, 18, 17, 16, 51, 49, 14, 27, 47, 29, 32, 31, 41, 40, 25, 45, 44, 43, 35, 34, 38, 37]\n",
            "30 1 [45, 44, 42, 41, 23, 22, 21, 34, 33, 32, 31, 17, 16, 29, 19, 51, 50, 49, 47, 27, 39, 38, 37, 36, 25]\n",
            "31 1 [33, 32, 31, 30, 18, 16, 41, 40, 39, 38, 37, 36, 35, 43, 45, 21, 20, 50, 48, 47, 23, 28, 27, 26, 25]\n",
            "32 1 [51, 35, 29, 28, 27, 26, 25, 24, 23, 22, 21, 31, 49, 48, 47, 46, 41, 33, 44, 43, 39, 38, 37, 19, 18]\n",
            "33 1 [16, 51, 41, 12, 18, 34, 22, 26, 25, 24, 14, 37, 36, 20, 44, 43, 47, 46, 32, 10, 49, 30, 29, 28, 39]\n",
            "34 1 [31, 30, 29, 23, 22, 35, 34, 33, 50, 27, 26, 25, 20, 43, 42, 41, 40, 39, 38, 37, 45, 18, 17, 48, 47]\n",
            "35 1 [29, 28, 40, 26, 25, 24, 22, 21, 20, 44, 43, 42, 51, 50, 49, 48, 47, 46, 38, 37, 36, 35, 34, 33, 31]\n",
            "36 1 [50, 22, 21, 20, 19, 18, 25, 24, 34, 33, 16, 43, 42, 45, 40, 39, 38, 36, 31, 30, 29, 28, 27, 48, 47]\n",
            "37 1 [28, 27, 26, 25, 24, 30, 47, 40, 39, 38, 37, 49, 45, 44, 43, 42, 19, 35, 34, 33, 32, 51, 22, 21, 17]\n",
            "38 1 [36, 35, 34, 28, 27, 26, 25, 24, 23, 22, 21, 51, 50, 49, 32, 31, 30, 47, 46, 44, 43, 42, 40, 39, 38]\n",
            "39 1 [45, 44, 43, 42, 29, 24, 23, 22, 21, 20, 36, 35, 34, 33, 32, 31, 51, 18, 27, 26, 38, 49, 48, 47, 40]\n",
            "40 1 [29, 28, 27, 26, 17, 37, 36, 32, 31, 34, 51, 49, 48, 47, 20, 19, 45, 44, 43, 42, 40, 39, 24, 23, 22]\n",
            "41 1 [37, 21, 30, 23, 25, 28, 27, 19, 18, 51, 50, 48, 47, 46, 45, 44, 43, 35, 34, 33, 32, 16, 41, 40, 39]\n",
            "42 1 [39, 38, 16, 15, 23, 48, 47, 46, 45, 44, 43, 34, 33, 36, 21, 20, 19, 18, 50, 27, 26, 25, 41, 31, 29]\n",
            "43 1 [42, 33, 22, 27, 26, 25, 24, 40, 39, 38, 37, 36, 35, 29, 50, 49, 48, 47, 46, 45, 44, 31, 20, 19, 18]\n",
            "44 1 [33, 26, 25, 24, 23, 31, 21, 29, 28, 49, 48, 19, 43, 42, 46, 45, 17, 16, 40, 39, 38, 37, 36, 35, 51]\n",
            "45 1 [33, 32, 31, 20, 19, 18, 29, 28, 27, 25, 51, 35, 39, 38, 37, 43, 42, 41, 23, 22, 49, 48, 47, 46, 45]\n",
            "46 1 [44, 25, 24, 37, 27, 35, 33, 32, 31, 30, 29, 42, 41, 40, 39, 51, 22, 21, 20, 19, 18, 49, 48, 46, 16]\n",
            "47 1 [26, 25, 24, 23, 22, 21, 20, 28, 30, 18, 17, 44, 43, 42, 41, 50, 49, 47, 46, 39, 37, 36, 35, 34, 32]\n",
            "48 1 [47, 42, 41, 26, 18, 29, 28, 49, 24, 23, 22, 21, 20, 39, 37, 36, 14, 45, 44, 51, 34, 33, 32, 31, 16]\n",
            "49 1 [51, 20, 30, 29, 28, 27, 26, 41, 40, 39, 38, 37, 36, 35, 49, 48, 24, 23, 22, 46, 45, 44, 43, 33, 32]\n",
            "50 1 [15, 34, 33, 17, 19, 22, 21, 26, 47, 46, 45, 44, 31, 51, 50, 49, 40, 39, 38, 37, 36, 42, 29, 28, 24]\n",
            "51 1 [22, 31, 30, 29, 28, 27, 20, 39, 38, 37, 36, 35, 34, 33, 42, 41, 25, 24, 44, 51, 50, 49, 48, 47, 46]\n",
            "52 1 [51, 29, 27, 26, 25, 24, 23, 37, 36, 35, 34, 33, 32, 31, 49, 21, 20, 47, 45, 44, 43, 42, 41, 40, 39]\n",
            "53 1 [42, 41, 26, 25, 21, 20, 46, 49, 48, 18, 17, 16, 37, 36, 35, 34, 33, 32, 31, 30, 39, 28, 44, 51, 23]\n",
            "54 1 [36, 35, 34, 21, 20, 19, 38, 26, 25, 24, 23, 43, 50, 48, 47, 46, 45, 32, 31, 30, 29, 28, 41, 40, 17]\n",
            "55 1 [36, 35, 34, 16, 21, 20, 46, 45, 44, 43, 42, 25, 51, 18, 49, 48, 32, 23, 40, 39, 38, 30, 29, 28, 27]\n",
            "56 1 [26, 25, 24, 23, 22, 21, 33, 32, 31, 30, 29, 28, 51, 50, 46, 48, 44, 43, 42, 40, 39, 38, 36, 35, 19]\n",
            "57 1 [37, 36, 46, 50, 26, 25, 24, 23, 22, 44, 48, 30, 29, 28, 14, 42, 41, 40, 39, 18, 16, 34, 33, 32, 20]\n",
            "58 1 [33, 32, 31, 30, 29, 51, 42, 38, 37, 36, 35, 49, 48, 47, 46, 45, 44, 40, 27, 26, 25, 24, 23, 22, 21]\n",
            "59 1 [29, 28, 27, 26, 25, 24, 23, 22, 49, 48, 40, 39, 38, 37, 36, 35, 51, 46, 16, 44, 31, 33, 18, 42, 20]\n",
            "60 1 [51, 46, 19, 18, 17, 41, 39, 37, 36, 35, 34, 33, 49, 48, 22, 21, 44, 43, 31, 30, 28, 27, 26, 25, 24]\n",
            "61 1 [50, 24, 23, 22, 20, 19, 34, 33, 32, 31, 46, 41, 40, 39, 38, 37, 36, 44, 43, 29, 28, 27, 26, 48, 17]\n",
            "62 1 [16, 30, 21, 20, 19, 18, 45, 44, 43, 34, 32, 26, 25, 24, 23, 47, 14, 28, 50, 49, 41, 40, 39, 38, 36]\n",
            "63 1 [20, 19, 47, 26, 25, 23, 22, 38, 37, 36, 51, 50, 49, 28, 43, 42, 41, 40, 34, 33, 32, 31, 30, 17, 45]\n",
            "64 1 [45, 17, 16, 15, 25, 24, 39, 50, 49, 22, 21, 20, 19, 35, 34, 33, 28, 27, 43, 13, 31, 30, 41, 47, 37]\n",
            "65 1 [33, 32, 50, 49, 26, 25, 20, 19, 18, 36, 35, 47, 46, 23, 22, 44, 43, 42, 41, 40, 39, 38, 30, 29, 28]\n",
            "66 1 [15, 34, 32, 30, 29, 28, 27, 26, 48, 22, 21, 20, 19, 39, 38, 37, 36, 17, 46, 45, 44, 24, 42, 41, 50]\n",
            "67 1 [35, 34, 33, 37, 22, 21, 20, 19, 18, 17, 39, 46, 45, 44, 43, 29, 24, 27, 26, 15, 51, 50, 31, 41, 48]\n",
            "68 1 [46, 25, 24, 23, 22, 27, 44, 43, 42, 41, 40, 20, 19, 50, 49, 48, 36, 35, 34, 33, 32, 31, 30, 29, 38]\n",
            "69 1 [37, 25, 29, 28, 27, 42, 41, 45, 44, 16, 15, 18, 20, 39, 48, 47, 23, 22, 51, 50, 35, 34, 33, 32, 31]\n",
            "70 1 [16, 28, 26, 25, 24, 23, 22, 21, 20, 42, 41, 40, 39, 38, 37, 51, 47, 46, 49, 35, 44, 30, 33, 32, 18]\n",
            "71 1 [44, 28, 27, 22, 21, 20, 19, 18, 17, 16, 48, 30, 42, 36, 35, 34, 33, 32, 40, 46, 51, 50, 38, 25, 24]\n",
            "72 1 [33, 32, 23, 22, 21, 20, 50, 49, 48, 46, 45, 44, 43, 42, 41, 40, 39, 30, 29, 37, 36, 35, 27, 18, 25]\n",
            "73 1 [19, 36, 35, 34, 28, 27, 26, 25, 24, 23, 22, 21, 30, 32, 51, 50, 44, 42, 41, 40, 39, 38, 48, 47, 46]\n",
            "74 1 [51, 49, 48, 37, 27, 26, 25, 24, 23, 22, 20, 19, 18, 42, 46, 45, 44, 35, 34, 33, 32, 30, 29, 40, 39]\n",
            "75 1 [15, 34, 33, 32, 24, 23, 43, 42, 41, 40, 51, 46, 45, 30, 29, 28, 21, 49, 48, 19, 18, 17, 36, 26, 38]\n",
            "76 1 [38, 40, 24, 51, 16, 15, 14, 22, 26, 34, 33, 32, 36, 30, 29, 28, 45, 44, 43, 42, 49, 47, 20, 19, 18]\n",
            "77 1 [31, 25, 24, 23, 22, 21, 51, 50, 49, 48, 47, 37, 36, 35, 34, 33, 29, 28, 27, 40, 39, 45, 44, 43, 42]\n",
            "78 1 [29, 46, 45, 27, 26, 25, 49, 48, 23, 22, 21, 20, 51, 43, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31]\n",
            "79 1 [20, 25, 24, 41, 27, 18, 39, 38, 37, 36, 35, 22, 16, 14, 49, 48, 51, 46, 45, 33, 32, 31, 30, 29, 43]\n",
            "80 1 [24, 37, 36, 19, 18, 17, 16, 31, 30, 29, 27, 26, 22, 21, 50, 49, 45, 44, 43, 42, 47, 34, 33, 40, 39]\n",
            "81 1 [36, 34, 33, 21, 20, 50, 49, 47, 46, 38, 44, 43, 42, 26, 25, 24, 23, 18, 17, 16, 40, 31, 30, 29, 28]\n",
            "82 1 [26, 28, 24, 23, 22, 31, 30, 20, 19, 44, 50, 49, 48, 47, 46, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33]\n",
            "83 1 [49, 51, 45, 16, 15, 29, 27, 26, 25, 24, 23, 22, 38, 37, 36, 35, 20, 33, 32, 31, 47, 40, 43, 42, 18]\n",
            "84 1 [35, 34, 33, 46, 26, 25, 16, 15, 14, 31, 30, 29, 28, 18, 48, 44, 43, 38, 37, 23, 22, 20, 50, 41, 40]\n",
            "85 1 [44, 43, 42, 41, 29, 18, 17, 16, 15, 25, 35, 34, 33, 31, 27, 20, 51, 46, 49, 48, 39, 38, 37, 23, 22]\n",
            "86 1 [27, 16, 41, 20, 19, 18, 37, 36, 35, 34, 22, 39, 44, 43, 32, 31, 30, 29, 51, 50, 49, 48, 46, 25, 24]\n",
            "87 1 [51, 50, 49, 48, 22, 21, 20, 19, 26, 25, 24, 36, 35, 34, 43, 42, 32, 31, 30, 29, 28, 40, 38, 46, 45]\n",
            "88 1 [36, 43, 41, 17, 24, 23, 22, 34, 33, 32, 31, 30, 29, 27, 26, 39, 38, 50, 49, 48, 47, 46, 45, 20, 19]\n",
            "89 1 [37, 36, 17, 16, 25, 24, 34, 32, 31, 29, 28, 27, 22, 21, 20, 19, 46, 45, 44, 50, 42, 41, 40, 39, 48]\n",
            "90 1 [51, 45, 44, 43, 25, 24, 22, 21, 41, 40, 39, 38, 17, 16, 15, 49, 19, 36, 47, 34, 33, 29, 28, 27, 31]\n",
            "91 1 [32, 31, 30, 29, 27, 26, 25, 51, 50, 38, 37, 36, 35, 34, 23, 22, 46, 45, 44, 48, 40, 20, 19, 18, 42]\n",
            "92 1 [30, 29, 51, 50, 21, 27, 26, 19, 38, 37, 36, 35, 33, 32, 24, 23, 48, 47, 46, 45, 44, 43, 42, 41, 40]\n",
            "93 1 [29, 28, 27, 26, 25, 24, 43, 33, 41, 40, 51, 50, 49, 48, 47, 46, 45, 36, 35, 22, 21, 20, 19, 31, 38]\n",
            "94 1 [26, 21, 20, 19, 18, 36, 35, 24, 23, 47, 45, 43, 49, 16, 41, 40, 39, 38, 33, 32, 31, 30, 29, 28, 51]\n",
            "95 1 [46, 34, 51, 20, 19, 18, 28, 32, 31, 30, 49, 48, 44, 43, 42, 41, 40, 39, 38, 37, 36, 26, 25, 23, 22]\n",
            "96 1 [19, 37, 25, 24, 23, 43, 50, 49, 48, 47, 46, 45, 41, 35, 39, 29, 28, 27, 33, 32, 31, 17, 16, 15, 21]\n",
            "97 1 [49, 48, 31, 18, 17, 27, 26, 25, 24, 23, 22, 51, 40, 29, 46, 45, 44, 43, 42, 20, 35, 34, 33, 38, 37]\n",
            "98 1 [21, 20, 19, 44, 24, 23, 17, 28, 27, 26, 39, 49, 48, 47, 46, 35, 34, 33, 32, 31, 30, 42, 41, 37, 51]\n",
            "99 1 [29, 28, 27, 26, 25, 39, 17, 41, 34, 33, 32, 31, 46, 23, 22, 44, 43, 51, 50, 49, 48, 37, 36, 20, 19]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 38 =========== \n",
            "\n",
            "Pareto sort 32\n",
            "32 9\n",
            "H_group [[28, 27, 29, 25, 24, 23, 22, 18, 17, 19, 20, 16, 15, 10, 11, 12, 13, 9, 8, 4, 5, 6, 3, 2, 1], [30, 29, 27, 26, 25, 24, 22, 13, 14, 15, 16, 17, 18, 19, 20, 10, 12, 9, 11, 7, 6, 4, 3, 2, 1], [33, 32, 30, 29, 27, 26, 25, 24, 23, 21, 14, 15, 16, 17, 18, 19, 13, 12, 11, 9, 8, 6, 4, 3, 1], [32, 31, 29, 27, 26, 25, 24, 23, 22, 20, 16, 17, 18, 15, 14, 13, 12, 10, 9, 7, 4, 5, 6, 1, 2], [29, 31, 27, 28, 30, 24, 25, 22, 21, 20, 19, 18, 17, 16, 15, 13, 12, 11, 9, 8, 6, 5, 4, 3, 1], [32, 31, 30, 28, 27, 25, 24, 23, 20, 21, 18, 17, 14, 15, 7, 8, 9, 10, 11, 12, 6, 3, 4, 2, 1], [26, 25, 24, 51, 23, 18, 29, 28, 49, 48, 47, 45, 44, 43, 42, 41, 40, 39, 38, 21, 20, 36, 34, 33, 31], [32, 31, 30, 29, 28, 26, 25, 22, 23, 24, 20, 19, 16, 17, 14, 13, 9, 11, 10, 8, 7, 6, 4, 3, 1], [34, 33, 32, 31, 29, 27, 25, 23, 21, 20, 19, 18, 16, 15, 14, 13, 12, 10, 9, 7, 6, 5, 3, 1, 2]]\n",
            "L_group [[38, 37, 35, 33, 31, 29, 28, 26, 25, 24, 22, 20, 19, 17, 16, 14, 12, 11, 10, 8, 7, 5, 4, 2, 1], [14, 13, 48, 50, 43, 35, 34, 33, 41, 37, 39, 31, 30, 29, 27, 26, 25, 23, 22, 21, 20, 18, 46, 45, 16], [38, 40, 24, 51, 16, 15, 14, 22, 26, 34, 33, 32, 36, 30, 29, 28, 45, 44, 43, 42, 49, 47, 20, 19, 18], [39, 38, 36, 34, 33, 32, 30, 28, 26, 24, 22, 21, 19, 18, 16, 15, 14, 13, 11, 10, 8, 6, 4, 3, 1], [41, 29, 28, 26, 25, 47, 43, 19, 18, 37, 39, 35, 34, 33, 51, 45, 23, 22, 21, 49, 31, 16, 15, 14, 13], [39, 37, 36, 34, 33, 31, 29, 28, 26, 25, 23, 21, 20, 18, 16, 15, 13, 12, 10, 9, 8, 6, 5, 3, 1], [39, 38, 37, 35, 33, 31, 30, 29, 28, 26, 25, 23, 21, 19, 17, 15, 14, 13, 11, 10, 9, 7, 5, 3, 1], [39, 18, 20, 50, 43, 42, 41, 23, 33, 48, 37, 36, 24, 34, 22, 46, 45, 14, 13, 27, 26, 31, 30, 29, 16], [16, 51, 41, 12, 18, 34, 22, 26, 25, 24, 14, 37, 36, 20, 44, 43, 47, 46, 32, 10, 49, 30, 29, 28, 39]]\n",
            "\n",
            "|--- Client 12 <= 19.50\n",
            "|   |--- class: 1\n",
            "|--- Client 12 >  19.50\n",
            "|   |--- Client 11 <= 43.00\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 11 >  43.00\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [38, 30, 29, 34, 33, 32, 21, 27, 51, 50, 49, 47, 46, 45, 44, 43, 42, 41, 40, 25, 24, 23, 36, 19, 18]\n",
            "1 1 [32, 15, 14, 27, 19, 48, 47, 51, 50, 30, 29, 17, 25, 24, 37, 43, 42, 41, 40, 39, 22, 21, 35, 34, 45]\n",
            "2 1 [49, 32, 16, 42, 41, 40, 39, 34, 24, 23, 51, 45, 44, 30, 29, 28, 14, 13, 18, 47, 21, 20, 26, 37, 36]\n",
            "3 1 [49, 48, 47, 46, 30, 44, 43, 32, 26, 24, 34, 18, 22, 21, 20, 51, 28, 16, 15, 41, 40, 39, 38, 37, 36]\n",
            "4 1 [38, 37, 36, 35, 33, 32, 51, 50, 49, 48, 47, 25, 24, 23, 22, 20, 19, 30, 42, 41, 40, 28, 27, 45, 44]\n",
            "5 1 [40, 29, 21, 20, 19, 46, 27, 26, 51, 50, 17, 16, 15, 14, 42, 44, 34, 33, 32, 31, 24, 23, 36, 48, 38]\n",
            "6 1 [29, 14, 12, 43, 42, 41, 39, 38, 23, 16, 19, 18, 33, 21, 31, 46, 45, 36, 35, 50, 49, 48, 27, 26, 25]\n",
            "7 1 [29, 22, 31, 20, 45, 44, 43, 42, 41, 47, 51, 50, 49, 18, 27, 26, 25, 24, 39, 38, 37, 36, 35, 34, 33]\n",
            "8 1 [27, 26, 25, 31, 30, 29, 35, 34, 33, 47, 51, 50, 49, 23, 22, 21, 20, 45, 44, 43, 41, 40, 39, 38, 37]\n",
            "9 1 [28, 27, 26, 25, 30, 23, 16, 12, 43, 49, 48, 35, 34, 51, 38, 37, 41, 40, 14, 46, 45, 32, 19, 18, 21]\n",
            "10 1 [47, 46, 45, 44, 36, 34, 26, 25, 24, 23, 51, 32, 31, 30, 29, 28, 21, 20, 42, 41, 40, 39, 38, 49, 18]\n",
            "11 1 [51, 50, 49, 36, 35, 34, 33, 44, 43, 42, 23, 17, 47, 46, 31, 30, 21, 28, 27, 26, 25, 19, 40, 39, 38]\n",
            "12 1 [39, 38, 37, 51, 50, 49, 48, 47, 46, 45, 44, 43, 31, 35, 33, 18, 17, 29, 41, 23, 22, 21, 20, 25, 27]\n",
            "13 1 [33, 32, 31, 30, 29, 25, 50, 21, 20, 19, 18, 17, 35, 23, 48, 47, 46, 45, 37, 27, 43, 42, 41, 40, 39]\n",
            "14 1 [27, 25, 24, 23, 22, 21, 20, 19, 18, 29, 46, 33, 51, 50, 49, 48, 37, 36, 35, 31, 41, 40, 39, 44, 43]\n",
            "15 1 [17, 16, 26, 25, 24, 23, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 21, 50, 37, 36, 19, 30, 34, 32, 28]\n",
            "16 1 [30, 29, 28, 39, 38, 34, 48, 47, 46, 45, 44, 43, 26, 25, 24, 23, 32, 21, 36, 19, 18, 17, 41, 51, 50]\n",
            "17 1 [20, 19, 18, 48, 47, 30, 29, 28, 27, 41, 45, 39, 38, 37, 36, 35, 34, 33, 32, 50, 25, 24, 23, 22, 43]\n",
            "18 1 [45, 44, 43, 34, 33, 32, 31, 30, 25, 50, 49, 48, 47, 36, 15, 41, 40, 38, 18, 17, 23, 28, 27, 21, 20]\n",
            "19 1 [31, 30, 25, 34, 33, 36, 28, 27, 20, 19, 18, 17, 23, 22, 51, 46, 45, 49, 48, 43, 42, 41, 40, 39, 38]\n",
            "20 1 [26, 25, 24, 42, 15, 22, 40, 39, 38, 47, 46, 50, 49, 32, 44, 30, 29, 28, 20, 19, 18, 17, 36, 35, 34]\n",
            "21 1 [18, 26, 25, 24, 23, 22, 21, 20, 40, 48, 51, 50, 38, 37, 30, 29, 28, 35, 34, 33, 32, 46, 45, 44, 42]\n",
            "22 1 [25, 24, 23, 27, 19, 18, 17, 51, 46, 45, 44, 43, 49, 48, 41, 36, 21, 34, 32, 31, 30, 29, 15, 39, 38]\n",
            "23 1 [39, 38, 31, 30, 29, 21, 20, 50, 33, 48, 47, 46, 45, 44, 43, 42, 41, 16, 27, 26, 18, 24, 23, 36, 35]\n",
            "24 1 [51, 26, 25, 24, 23, 22, 49, 48, 47, 46, 45, 44, 42, 41, 40, 39, 38, 37, 36, 35, 31, 30, 29, 28, 33]\n",
            "25 1 [20, 19, 40, 30, 36, 35, 44, 38, 42, 50, 49, 48, 47, 46, 28, 27, 26, 33, 32, 22, 24, 17, 16, 15, 14]\n",
            "26 1 [24, 23, 22, 28, 27, 26, 18, 33, 32, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 51, 49, 35, 20, 30]\n",
            "27 1 [28, 27, 26, 30, 21, 20, 49, 48, 47, 46, 51, 24, 23, 39, 38, 37, 36, 35, 34, 33, 32, 44, 43, 42, 41]\n",
            "28 1 [23, 22, 21, 38, 37, 51, 50, 49, 28, 17, 16, 19, 26, 25, 35, 34, 45, 44, 43, 42, 41, 40, 47, 30, 32]\n",
            "29 1 [31, 30, 29, 28, 26, 25, 24, 22, 18, 33, 44, 43, 51, 50, 48, 46, 16, 14, 20, 41, 40, 39, 37, 36, 35]\n",
            "30 1 [29, 28, 47, 41, 45, 44, 43, 34, 51, 50, 49, 21, 20, 19, 39, 38, 37, 36, 26, 25, 24, 23, 32, 31, 17]\n",
            "31 1 [51, 50, 27, 26, 37, 36, 35, 40, 39, 21, 20, 19, 48, 33, 32, 31, 30, 29, 24, 23, 46, 45, 44, 43, 42]\n",
            "32 1 [27, 26, 25, 23, 22, 21, 20, 38, 51, 49, 48, 47, 46, 45, 44, 43, 30, 29, 36, 41, 40, 34, 33, 32, 18]\n",
            "33 1 [46, 48, 29, 28, 27, 26, 34, 33, 32, 31, 51, 50, 22, 21, 20, 19, 18, 40, 39, 38, 37, 36, 44, 24, 42]\n",
            "34 1 [39, 37, 36, 31, 30, 29, 28, 27, 17, 16, 51, 20, 19, 22, 25, 24, 47, 46, 45, 44, 34, 33, 42, 41, 49]\n",
            "35 1 [51, 50, 39, 29, 28, 27, 26, 25, 24, 31, 48, 20, 19, 18, 17, 44, 43, 42, 41, 37, 46, 35, 34, 33, 22]\n",
            "36 1 [45, 38, 22, 21, 20, 19, 18, 47, 36, 35, 51, 50, 49, 43, 42, 40, 33, 32, 31, 29, 28, 27, 26, 25, 24]\n",
            "37 1 [36, 35, 34, 33, 32, 31, 30, 29, 28, 22, 45, 44, 43, 42, 41, 40, 39, 38, 26, 25, 24, 50, 49, 48, 47]\n",
            "38 1 [35, 34, 14, 30, 40, 39, 20, 48, 47, 26, 25, 18, 17, 16, 37, 23, 22, 28, 45, 44, 43, 42, 51, 50, 32]\n",
            "39 1 [35, 34, 33, 32, 50, 49, 48, 47, 46, 45, 44, 43, 28, 27, 26, 18, 30, 39, 24, 23, 22, 21, 20, 37, 41]\n",
            "40 1 [43, 42, 20, 40, 39, 38, 37, 24, 22, 51, 50, 49, 48, 47, 46, 45, 18, 33, 32, 31, 30, 29, 28, 35, 26]\n",
            "41 1 [27, 26, 25, 24, 31, 30, 29, 35, 34, 33, 44, 43, 42, 51, 50, 49, 48, 47, 46, 22, 21, 20, 40, 38, 37]\n",
            "42 1 [32, 31, 30, 29, 27, 51, 36, 44, 43, 42, 49, 48, 47, 46, 40, 25, 24, 23, 22, 21, 20, 19, 18, 34, 38]\n",
            "43 1 [26, 25, 44, 51, 50, 49, 48, 38, 37, 21, 20, 19, 18, 17, 16, 40, 42, 23, 31, 29, 28, 46, 35, 34, 33]\n",
            "44 1 [26, 25, 24, 23, 22, 21, 20, 42, 41, 49, 48, 39, 38, 37, 36, 34, 33, 32, 31, 29, 28, 51, 46, 45, 44]\n",
            "45 1 [29, 38, 37, 23, 32, 31, 35, 34, 40, 21, 20, 18, 46, 51, 50, 25, 16, 14, 13, 12, 27, 48, 44, 43, 42]\n",
            "46 1 [24, 23, 22, 42, 29, 40, 51, 50, 49, 48, 47, 15, 27, 26, 38, 36, 35, 33, 32, 31, 45, 44, 20, 18, 17]\n",
            "47 1 [21, 20, 19, 31, 30, 47, 45, 44, 43, 41, 50, 49, 39, 38, 37, 36, 35, 34, 33, 28, 27, 26, 25, 24, 23]\n",
            "48 1 [42, 13, 31, 30, 29, 21, 46, 17, 16, 15, 48, 50, 44, 40, 23, 38, 37, 36, 35, 34, 33, 19, 27, 26, 25]\n",
            "49 1 [33, 32, 31, 40, 39, 38, 37, 36, 35, 21, 45, 44, 51, 50, 49, 48, 47, 29, 28, 27, 26, 25, 24, 23, 42]\n",
            "50 1 [34, 33, 32, 31, 30, 40, 25, 24, 48, 47, 46, 38, 36, 14, 17, 16, 28, 27, 50, 20, 19, 44, 43, 42, 22]\n",
            "51 1 [32, 31, 29, 28, 27, 26, 25, 46, 51, 50, 44, 43, 48, 23, 22, 20, 19, 41, 40, 39, 38, 37, 36, 35, 34]\n",
            "52 1 [37, 33, 32, 31, 25, 24, 29, 27, 51, 50, 49, 48, 47, 20, 19, 18, 17, 42, 41, 40, 39, 35, 22, 45, 44]\n",
            "53 1 [23, 22, 21, 50, 48, 47, 38, 37, 36, 42, 19, 18, 29, 28, 27, 26, 25, 31, 45, 44, 40, 34, 33, 16, 15]\n",
            "54 1 [22, 21, 30, 29, 28, 27, 48, 47, 46, 45, 44, 50, 25, 24, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32]\n",
            "55 1 [37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 45, 44, 42, 41, 50, 49, 48, 47, 23, 22, 21, 20, 26, 25, 39]\n",
            "56 1 [35, 28, 27, 26, 25, 23, 22, 21, 20, 39, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 37, 33, 32, 31, 30]\n",
            "57 1 [35, 41, 40, 39, 38, 37, 51, 50, 49, 48, 47, 46, 45, 44, 43, 29, 28, 26, 25, 24, 23, 22, 33, 32, 31]\n",
            "58 1 [29, 27, 26, 25, 24, 23, 22, 40, 38, 37, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 35, 34, 33, 32, 31]\n",
            "59 1 [42, 41, 39, 38, 21, 20, 19, 44, 49, 48, 47, 46, 36, 35, 34, 51, 30, 32, 28, 27, 26, 25, 24, 23, 17]\n",
            "60 1 [44, 49, 28, 27, 26, 25, 24, 23, 22, 47, 46, 42, 41, 40, 39, 51, 37, 20, 19, 35, 34, 33, 32, 31, 30]\n",
            "61 1 [46, 45, 19, 18, 28, 27, 26, 25, 24, 41, 48, 22, 21, 37, 36, 35, 33, 32, 31, 30, 39, 16, 51, 50, 43]\n",
            "62 1 [31, 35, 34, 33, 51, 50, 49, 48, 47, 46, 45, 43, 29, 28, 27, 37, 41, 40, 39, 25, 24, 23, 22, 21, 20]\n",
            "63 1 [24, 23, 22, 28, 27, 26, 49, 47, 46, 45, 44, 40, 39, 38, 36, 32, 51, 20, 19, 18, 17, 16, 42, 34, 30]\n",
            "64 1 [45, 34, 33, 32, 31, 43, 42, 41, 40, 39, 51, 29, 47, 23, 22, 21, 20, 19, 18, 27, 26, 25, 37, 36, 49]\n",
            "65 1 [44, 40, 39, 38, 27, 26, 25, 24, 32, 31, 17, 16, 22, 21, 42, 19, 50, 49, 48, 47, 46, 29, 36, 35, 34]\n",
            "66 1 [29, 28, 27, 26, 34, 33, 24, 23, 22, 31, 46, 20, 19, 44, 43, 42, 51, 50, 49, 48, 40, 39, 38, 37, 36]\n",
            "67 1 [40, 39, 38, 37, 36, 35, 34, 33, 50, 28, 48, 47, 45, 26, 25, 43, 42, 31, 30, 23, 22, 21, 20, 19, 18]\n",
            "68 1 [47, 46, 44, 43, 42, 41, 40, 39, 37, 36, 51, 50, 49, 34, 33, 32, 31, 30, 29, 28, 27, 26, 24, 22, 21]\n",
            "69 1 [40, 39, 38, 37, 36, 35, 34, 33, 27, 46, 45, 44, 43, 42, 23, 18, 25, 31, 30, 29, 21, 20, 50, 49, 48]\n",
            "70 1 [30, 41, 40, 36, 28, 27, 26, 25, 24, 16, 44, 43, 32, 18, 34, 38, 14, 13, 20, 51, 49, 48, 47, 46, 22]\n",
            "71 1 [51, 50, 48, 37, 36, 19, 18, 17, 16, 26, 46, 24, 22, 21, 34, 39, 44, 43, 42, 41, 32, 31, 30, 29, 28]\n",
            "72 1 [31, 30, 29, 28, 35, 49, 48, 47, 46, 45, 44, 37, 19, 18, 17, 15, 21, 26, 42, 41, 39, 33, 51, 24, 23]\n",
            "73 1 [43, 39, 38, 36, 35, 34, 33, 32, 48, 24, 51, 50, 41, 19, 18, 17, 30, 29, 28, 27, 26, 46, 45, 22, 21]\n",
            "74 1 [51, 50, 49, 21, 20, 27, 23, 43, 47, 46, 45, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 25]\n",
            "75 1 [35, 45, 20, 47, 41, 40, 39, 38, 37, 43, 51, 50, 49, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22]\n",
            "76 1 [44, 43, 42, 19, 27, 26, 36, 51, 49, 24, 23, 17, 47, 46, 15, 14, 13, 31, 30, 29, 40, 38, 34, 33, 21]\n",
            "77 1 [43, 39, 38, 36, 35, 34, 33, 32, 31, 30, 45, 16, 15, 50, 49, 20, 41, 28, 26, 25, 24, 23, 22, 18, 47]\n",
            "78 1 [51, 49, 34, 33, 32, 16, 21, 20, 19, 18, 47, 46, 45, 44, 43, 41, 37, 36, 25, 30, 29, 28, 27, 39, 23]\n",
            "79 1 [34, 33, 38, 37, 36, 42, 41, 40, 51, 46, 19, 18, 49, 48, 44, 31, 30, 29, 28, 27, 26, 24, 23, 22, 21]\n",
            "80 1 [30, 40, 39, 38, 42, 26, 20, 28, 18, 17, 16, 15, 33, 32, 49, 48, 36, 35, 13, 44, 46, 51, 24, 23, 22]\n",
            "81 1 [19, 30, 29, 28, 27, 26, 35, 34, 33, 32, 50, 49, 48, 47, 46, 41, 40, 39, 38, 37, 44, 43, 24, 23, 21]\n",
            "82 1 [47, 50, 49, 38, 37, 36, 24, 34, 32, 18, 17, 16, 26, 22, 21, 20, 30, 29, 28, 14, 45, 43, 42, 41, 40]\n",
            "83 1 [23, 28, 21, 51, 50, 34, 33, 32, 31, 30, 19, 18, 36, 39, 38, 48, 47, 46, 45, 44, 43, 42, 41, 26, 25]\n",
            "84 1 [35, 34, 41, 22, 21, 20, 19, 30, 17, 32, 49, 15, 47, 46, 45, 44, 43, 51, 28, 27, 26, 39, 38, 37, 24]\n",
            "85 1 [32, 45, 36, 35, 34, 41, 30, 29, 39, 38, 16, 18, 43, 27, 26, 25, 24, 23, 22, 21, 20, 50, 49, 48, 47]\n",
            "86 1 [33, 31, 30, 29, 28, 27, 22, 21, 47, 46, 45, 16, 15, 49, 25, 24, 51, 35, 40, 39, 19, 18, 37, 43, 42]\n",
            "87 1 [47, 46, 49, 44, 43, 42, 41, 40, 39, 20, 19, 18, 51, 27, 25, 24, 30, 29, 37, 36, 35, 34, 33, 32, 22]\n",
            "88 1 [31, 30, 17, 44, 40, 36, 35, 33, 15, 47, 46, 38, 13, 28, 27, 26, 25, 24, 23, 42, 50, 49, 21, 20, 19]\n",
            "89 1 [45, 44, 43, 42, 41, 40, 39, 38, 37, 48, 47, 32, 31, 27, 51, 50, 25, 24, 23, 22, 21, 20, 35, 34, 29]\n",
            "90 1 [33, 32, 31, 30, 29, 39, 37, 41, 20, 18, 17, 16, 35, 45, 44, 43, 23, 22, 50, 49, 48, 47, 27, 26, 25]\n",
            "91 1 [23, 22, 21, 51, 50, 41, 19, 43, 27, 48, 47, 46, 45, 17, 32, 31, 30, 29, 35, 34, 25, 15, 39, 38, 37]\n",
            "92 1 [22, 32, 30, 29, 28, 50, 49, 48, 47, 46, 26, 17, 20, 19, 24, 44, 43, 42, 41, 40, 38, 37, 36, 35, 34]\n",
            "93 1 [31, 30, 29, 28, 27, 26, 25, 24, 23, 35, 46, 45, 44, 43, 42, 41, 40, 39, 37, 21, 20, 50, 49, 48, 33]\n",
            "94 1 [45, 44, 43, 20, 39, 33, 32, 31, 30, 28, 22, 18, 17, 16, 49, 48, 47, 41, 37, 36, 35, 26, 25, 24, 51]\n",
            "95 1 [44, 43, 27, 25, 17, 41, 40, 46, 33, 15, 49, 48, 19, 31, 30, 29, 13, 12, 36, 35, 51, 23, 22, 21, 38]\n",
            "96 1 [44, 43, 42, 41, 40, 39, 23, 22, 51, 50, 49, 48, 47, 46, 25, 29, 28, 27, 20, 35, 34, 33, 32, 31, 37]\n",
            "97 1 [27, 25, 18, 21, 20, 30, 29, 35, 34, 16, 15, 14, 50, 49, 48, 47, 46, 32, 38, 37, 23, 44, 43, 41, 40]\n",
            "98 1 [23, 16, 14, 27, 35, 34, 33, 19, 18, 45, 44, 40, 39, 38, 37, 21, 31, 30, 29, 25, 51, 49, 48, 47, 42]\n",
            "99 1 [25, 24, 23, 22, 21, 39, 38, 37, 27, 49, 48, 47, 46, 45, 44, 51, 42, 41, 35, 34, 33, 32, 31, 30, 29]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 39 =========== \n",
            "\n",
            "Pareto sort 22\n",
            "22 6\n",
            "H_group [[27, 26, 25, 51, 50, 37, 36, 35, 34, 33, 44, 42, 41, 40, 39, 38, 49, 48, 47, 46, 45, 32, 31, 30, 29], [29, 30, 27, 26, 25, 22, 23, 24, 20, 19, 18, 17, 15, 14, 13, 11, 10, 9, 7, 6, 5, 4, 3, 2, 1], [35, 28, 27, 26, 25, 23, 22, 21, 20, 39, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 37, 33, 32, 31, 30], [31, 30, 29, 27, 26, 25, 23, 22, 21, 20, 19, 18, 17, 15, 14, 12, 11, 10, 9, 8, 5, 6, 4, 2, 1], [27, 26, 25, 24, 31, 30, 29, 35, 34, 33, 44, 43, 42, 51, 50, 49, 48, 47, 46, 22, 21, 20, 40, 38, 37], [32, 31, 30, 28, 27, 26, 25, 23, 22, 21, 19, 18, 16, 15, 13, 12, 11, 10, 9, 8, 6, 5, 3, 1, 2]]\n",
            "L_group [[37, 36, 20, 25, 22, 23, 24, 19, 21, 42, 40, 39, 49, 51, 33, 32, 31, 30, 29, 27, 17, 44, 35, 47, 46], [30, 17, 16, 32, 13, 28, 15, 14, 51, 44, 43, 39, 37, 49, 48, 47, 46, 26, 25, 23, 41, 35, 34, 21, 19], [40, 39, 37, 36, 35, 33, 31, 29, 27, 25, 23, 21, 19, 17, 12, 13, 14, 15, 10, 8, 9, 6, 4, 3, 1], [41, 40, 38, 37, 36, 34, 33, 31, 29, 27, 25, 24, 22, 20, 18, 15, 16, 12, 13, 10, 8, 6, 4, 3, 1], [43, 11, 45, 31, 17, 15, 49, 48, 47, 39, 38, 37, 20, 19, 51, 41, 23, 22, 26, 29, 28, 24, 13, 33, 35], [46, 29, 40, 39, 25, 14, 21, 20, 31, 37, 36, 35, 23, 12, 33, 27, 44, 18, 17, 16, 42, 48, 43, 51, 50]]\n",
            "\n",
            "|--- Client 1 <= 36.00\n",
            "|   |--- Client 9 <= 42.50\n",
            "|   |   |--- class: 1\n",
            "|   |--- Client 9 >  42.50\n",
            "|   |   |--- class: 0\n",
            "|--- Client 1 >  36.00\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [19, 18, 28, 27, 47, 45, 44, 43, 42, 41, 40, 39, 38, 33, 32, 31, 30, 21, 51, 50, 49, 23, 36, 35, 25]\n",
            "1 1 [20, 19, 18, 50, 48, 47, 25, 24, 23, 22, 43, 42, 41, 40, 45, 34, 33, 32, 31, 30, 29, 38, 37, 36, 27]\n",
            "2 1 [32, 31, 29, 28, 27, 37, 36, 45, 34, 23, 22, 14, 17, 16, 25, 43, 42, 41, 40, 39, 49, 20, 19, 47, 51]\n",
            "3 1 [21, 20, 14, 41, 40, 46, 24, 23, 18, 32, 31, 16, 44, 43, 26, 29, 28, 12, 50, 10, 34, 48, 38, 37, 36]\n",
            "4 1 [34, 33, 37, 36, 51, 50, 41, 40, 39, 43, 28, 27, 26, 24, 23, 22, 21, 20, 18, 31, 30, 48, 47, 46, 45]\n",
            "5 1 [26, 35, 34, 33, 15, 19, 18, 17, 31, 30, 45, 51, 50, 49, 47, 24, 23, 39, 38, 37, 21, 43, 42, 41, 28]\n",
            "6 1 [28, 26, 42, 41, 24, 23, 22, 21, 19, 47, 46, 45, 44, 37, 36, 17, 16, 15, 49, 39, 34, 33, 32, 51, 30]\n",
            "7 1 [21, 50, 49, 48, 47, 23, 17, 16, 15, 14, 19, 31, 29, 28, 41, 37, 36, 26, 25, 45, 44, 43, 34, 33, 39]\n",
            "8 1 [29, 39, 38, 37, 36, 35, 34, 33, 32, 31, 25, 41, 48, 47, 45, 43, 23, 22, 21, 20, 19, 18, 17, 50, 27]\n",
            "9 1 [24, 51, 49, 34, 33, 32, 31, 29, 19, 22, 21, 27, 26, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36]\n",
            "10 1 [28, 27, 26, 25, 50, 49, 48, 23, 21, 20, 19, 46, 45, 33, 32, 31, 30, 43, 42, 41, 40, 39, 37, 36, 35]\n",
            "11 1 [30, 43, 28, 27, 26, 25, 24, 39, 38, 37, 36, 35, 22, 21, 33, 32, 15, 14, 17, 45, 50, 41, 19, 48, 47]\n",
            "12 1 [17, 47, 46, 19, 25, 44, 43, 42, 35, 34, 33, 32, 31, 30, 29, 28, 27, 21, 40, 51, 50, 49, 38, 37, 23]\n",
            "13 1 [21, 41, 37, 36, 39, 46, 45, 28, 27, 26, 25, 15, 14, 51, 43, 19, 18, 17, 30, 34, 33, 32, 49, 48, 23]\n",
            "14 1 [23, 51, 50, 48, 47, 40, 39, 35, 34, 42, 19, 18, 32, 31, 37, 16, 15, 21, 45, 44, 29, 28, 27, 26, 25]\n",
            "15 1 [21, 20, 19, 38, 37, 36, 50, 27, 26, 48, 47, 46, 45, 44, 42, 41, 40, 34, 33, 32, 31, 30, 29, 24, 23]\n",
            "16 1 [31, 35, 34, 33, 44, 39, 38, 37, 23, 42, 41, 51, 50, 49, 48, 46, 21, 20, 19, 18, 17, 26, 25, 29, 28]\n",
            "17 1 [23, 40, 42, 50, 33, 32, 16, 30, 29, 28, 27, 21, 20, 19, 18, 38, 37, 36, 35, 48, 47, 46, 45, 44, 25]\n",
            "18 1 [30, 29, 28, 27, 26, 25, 24, 37, 36, 35, 22, 21, 51, 50, 48, 47, 46, 45, 44, 43, 33, 32, 41, 40, 39]\n",
            "19 1 [27, 26, 25, 24, 23, 22, 36, 50, 32, 31, 30, 29, 20, 19, 18, 48, 47, 46, 45, 41, 40, 39, 38, 34, 43]\n",
            "20 1 [23, 22, 27, 26, 25, 48, 20, 19, 18, 35, 41, 40, 39, 38, 37, 46, 45, 44, 43, 30, 29, 51, 50, 33, 32]\n",
            "21 1 [23, 22, 48, 47, 46, 34, 33, 32, 31, 30, 29, 28, 27, 25, 44, 43, 42, 41, 40, 38, 37, 36, 51, 50, 20]\n",
            "22 1 [32, 31, 30, 17, 16, 15, 43, 42, 41, 36, 22, 21, 51, 50, 49, 48, 19, 24, 46, 45, 34, 26, 28, 39, 38]\n",
            "23 1 [36, 35, 34, 33, 24, 39, 38, 22, 20, 19, 31, 30, 29, 28, 27, 26, 42, 41, 17, 50, 49, 48, 47, 46, 44]\n",
            "24 1 [36, 35, 27, 30, 29, 23, 22, 44, 33, 32, 51, 50, 49, 48, 25, 42, 41, 40, 39, 38, 46, 20, 19, 18, 17]\n",
            "25 1 [23, 40, 39, 38, 37, 19, 18, 17, 29, 46, 44, 43, 42, 48, 27, 26, 25, 35, 34, 33, 32, 31, 51, 50, 21]\n",
            "26 1 [17, 16, 30, 29, 36, 35, 34, 22, 38, 48, 44, 43, 42, 41, 40, 46, 51, 50, 20, 19, 27, 26, 25, 24, 32]\n",
            "27 1 [27, 26, 25, 48, 47, 30, 29, 23, 22, 21, 34, 36, 38, 16, 15, 42, 41, 40, 51, 50, 32, 19, 18, 45, 44]\n",
            "28 1 [20, 19, 28, 27, 26, 25, 47, 46, 36, 39, 38, 44, 43, 42, 41, 34, 33, 32, 31, 30, 23, 22, 51, 50, 49]\n",
            "29 1 [25, 24, 23, 22, 21, 51, 49, 33, 32, 31, 30, 29, 44, 39, 38, 37, 36, 35, 42, 41, 27, 19, 18, 47, 46]\n",
            "30 1 [36, 51, 50, 49, 48, 47, 46, 38, 30, 44, 34, 33, 32, 42, 28, 27, 26, 25, 24, 23, 22, 21, 20, 19, 40]\n",
            "31 1 [34, 33, 47, 46, 45, 44, 24, 23, 42, 41, 29, 51, 39, 38, 31, 36, 49, 14, 13, 19, 18, 16, 21, 27, 26]\n",
            "32 1 [23, 22, 21, 20, 27, 35, 34, 33, 32, 31, 30, 29, 51, 50, 41, 40, 39, 38, 37, 18, 44, 43, 46, 25, 48]\n",
            "33 1 [20, 39, 38, 37, 35, 45, 44, 43, 42, 41, 28, 27, 26, 25, 24, 23, 22, 50, 49, 48, 47, 33, 32, 31, 30]\n",
            "34 1 [30, 29, 28, 27, 26, 25, 23, 22, 21, 33, 32, 46, 44, 42, 41, 40, 39, 38, 19, 18, 36, 35, 50, 49, 48]\n",
            "35 1 [27, 32, 31, 50, 49, 48, 47, 18, 17, 16, 23, 22, 21, 20, 25, 37, 36, 35, 34, 39, 29, 43, 42, 41, 45]\n",
            "36 1 [36, 35, 39, 38, 33, 31, 30, 29, 28, 27, 26, 24, 23, 43, 42, 41, 19, 18, 21, 50, 49, 48, 47, 46, 45]\n",
            "37 1 [34, 33, 32, 50, 49, 21, 20, 24, 23, 36, 18, 26, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 30, 29, 28]\n",
            "38 1 [33, 32, 30, 29, 28, 35, 26, 25, 23, 22, 21, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 51]\n",
            "39 1 [18, 17, 49, 24, 23, 22, 15, 20, 36, 35, 34, 33, 32, 26, 51, 45, 44, 43, 42, 41, 28, 39, 38, 47, 30]\n",
            "40 1 [36, 34, 33, 32, 40, 39, 38, 42, 27, 26, 24, 50, 49, 48, 47, 30, 29, 45, 44, 22, 21, 20, 19, 18, 17]\n",
            "41 1 [33, 28, 39, 48, 47, 46, 45, 37, 36, 35, 31, 30, 17, 16, 21, 20, 19, 41, 50, 14, 13, 23, 43, 26, 25]\n",
            "42 1 [27, 26, 49, 48, 24, 46, 20, 39, 38, 14, 22, 51, 34, 32, 31, 30, 29, 44, 43, 42, 41, 36, 18, 17, 16]\n",
            "43 1 [20, 19, 18, 44, 43, 42, 33, 32, 31, 30, 29, 40, 39, 38, 49, 22, 36, 35, 51, 27, 26, 25, 24, 47, 46]\n",
            "44 1 [18, 31, 36, 35, 34, 33, 25, 24, 23, 22, 21, 20, 45, 44, 43, 42, 29, 28, 27, 40, 38, 50, 49, 48, 47]\n",
            "45 1 [34, 33, 44, 42, 41, 40, 39, 21, 20, 37, 36, 49, 48, 47, 46, 51, 31, 30, 29, 28, 27, 26, 25, 24, 23]\n",
            "46 1 [25, 43, 42, 41, 40, 32, 31, 30, 28, 27, 35, 34, 45, 51, 50, 49, 21, 20, 19, 23, 17, 16, 47, 38, 37]\n",
            "47 1 [18, 17, 16, 50, 49, 48, 47, 32, 38, 26, 25, 24, 45, 44, 22, 21, 20, 42, 41, 40, 34, 36, 30, 29, 28]\n",
            "48 1 [16, 15, 14, 13, 36, 35, 18, 29, 28, 27, 46, 45, 44, 33, 20, 42, 23, 22, 25, 38, 48, 51, 50, 31, 40]\n",
            "49 1 [22, 26, 44, 43, 36, 35, 34, 33, 32, 18, 17, 20, 41, 40, 39, 38, 51, 50, 49, 48, 24, 30, 29, 28, 46]\n",
            "50 1 [28, 32, 30, 37, 36, 35, 34, 45, 20, 50, 49, 48, 47, 43, 42, 41, 40, 39, 24, 23, 22, 18, 17, 16, 26]\n",
            "51 1 [22, 38, 48, 47, 46, 45, 44, 43, 42, 34, 33, 32, 40, 36, 28, 27, 26, 30, 24, 20, 19, 18, 17, 16, 50]\n",
            "52 1 [17, 19, 49, 48, 47, 26, 25, 24, 23, 22, 21, 45, 44, 36, 51, 34, 33, 39, 38, 42, 41, 31, 30, 29, 28]\n",
            "53 1 [24, 23, 47, 51, 50, 49, 21, 19, 18, 43, 42, 41, 40, 45, 29, 28, 27, 26, 38, 37, 36, 34, 33, 32, 31]\n",
            "54 1 [28, 27, 26, 51, 50, 49, 48, 32, 31, 30, 46, 45, 44, 43, 42, 41, 40, 39, 38, 22, 24, 36, 35, 34, 20]\n",
            "55 1 [24, 29, 28, 49, 48, 47, 14, 26, 32, 31, 34, 16, 40, 39, 38, 37, 36, 22, 43, 42, 45, 20, 19, 18, 51]\n",
            "56 1 [28, 51, 50, 49, 48, 47, 46, 31, 30, 26, 24, 23, 22, 21, 19, 44, 36, 35, 34, 33, 42, 41, 40, 39, 38]\n",
            "57 1 [14, 50, 49, 48, 47, 25, 24, 23, 31, 21, 16, 29, 43, 42, 41, 40, 45, 19, 18, 27, 34, 33, 38, 37, 36]\n",
            "58 1 [34, 33, 32, 31, 30, 29, 28, 24, 23, 38, 37, 36, 44, 43, 42, 21, 20, 40, 51, 50, 49, 48, 47, 46, 26]\n",
            "59 1 [32, 31, 30, 29, 23, 22, 21, 20, 19, 44, 43, 37, 36, 34, 50, 49, 48, 47, 46, 41, 40, 39, 27, 26, 25]\n",
            "60 1 [26, 29, 28, 19, 18, 17, 43, 36, 21, 31, 48, 47, 46, 45, 15, 14, 50, 24, 23, 41, 40, 39, 38, 34, 33]\n",
            "61 1 [35, 44, 43, 42, 41, 48, 46, 21, 20, 19, 51, 50, 39, 38, 37, 33, 32, 17, 27, 26, 25, 24, 23, 30, 29]\n",
            "62 1 [35, 34, 20, 37, 51, 50, 44, 43, 42, 41, 40, 39, 32, 48, 47, 46, 18, 17, 30, 29, 24, 23, 22, 27, 26]\n",
            "63 1 [23, 38, 41, 40, 45, 44, 43, 30, 28, 27, 26, 25, 19, 18, 17, 34, 33, 32, 15, 21, 36, 50, 49, 48, 47]\n",
            "64 1 [24, 23, 22, 21, 20, 36, 49, 48, 28, 34, 18, 17, 16, 15, 14, 30, 46, 38, 41, 40, 26, 51, 44, 43, 32]\n",
            "65 1 [27, 22, 21, 19, 18, 17, 31, 30, 29, 44, 43, 42, 41, 25, 24, 33, 35, 47, 46, 51, 50, 49, 39, 38, 37]\n",
            "66 1 [22, 21, 20, 19, 18, 44, 43, 42, 41, 27, 37, 36, 35, 34, 32, 31, 30, 29, 47, 46, 25, 24, 39, 50, 49]\n",
            "67 1 [34, 36, 51, 50, 49, 48, 47, 46, 38, 44, 43, 42, 41, 40, 30, 20, 32, 18, 28, 27, 26, 25, 24, 23, 22]\n",
            "68 1 [35, 37, 21, 41, 40, 39, 47, 43, 17, 16, 15, 13, 26, 25, 24, 23, 31, 29, 28, 19, 33, 51, 50, 49, 45]\n",
            "69 1 [26, 25, 23, 22, 21, 44, 43, 35, 34, 51, 50, 49, 48, 30, 41, 40, 39, 38, 37, 46, 19, 18, 17, 28, 32]\n",
            "70 1 [28, 27, 26, 36, 47, 45, 44, 43, 34, 33, 32, 31, 30, 24, 22, 39, 38, 41, 20, 19, 18, 17, 51, 50, 49]\n",
            "71 1 [23, 35, 27, 51, 50, 49, 18, 17, 16, 15, 38, 37, 33, 31, 30, 29, 47, 46, 45, 44, 21, 20, 25, 40, 42]\n",
            "72 1 [18, 17, 40, 39, 38, 37, 36, 22, 21, 20, 32, 26, 25, 24, 44, 43, 42, 30, 34, 51, 50, 49, 48, 28, 46]\n",
            "73 1 [28, 51, 44, 43, 20, 19, 31, 30, 41, 40, 39, 38, 37, 49, 48, 47, 46, 26, 25, 24, 23, 22, 35, 34, 33]\n",
            "74 1 [20, 18, 17, 35, 34, 33, 32, 43, 42, 41, 40, 39, 38, 37, 24, 30, 29, 28, 47, 51, 50, 49, 22, 45, 26]\n",
            "75 1 [19, 36, 35, 34, 40, 39, 38, 17, 16, 46, 45, 30, 29, 28, 27, 25, 50, 49, 48, 43, 42, 23, 22, 21, 32]\n",
            "76 1 [30, 26, 25, 24, 23, 43, 42, 21, 20, 19, 18, 17, 50, 48, 38, 28, 36, 35, 34, 33, 32, 40, 15, 46, 45]\n",
            "77 1 [28, 16, 46, 45, 44, 33, 32, 31, 30, 51, 50, 24, 23, 21, 19, 18, 35, 26, 48, 42, 41, 40, 39, 38, 37]\n",
            "78 1 [27, 30, 29, 33, 32, 25, 24, 23, 41, 40, 39, 38, 21, 20, 19, 18, 17, 50, 49, 48, 36, 35, 46, 45, 43]\n",
            "79 1 [29, 28, 27, 26, 25, 24, 23, 22, 21, 40, 39, 38, 37, 19, 49, 35, 34, 33, 31, 43, 42, 47, 46, 45, 51]\n",
            "80 1 [27, 49, 48, 34, 33, 32, 31, 30, 29, 51, 46, 45, 44, 43, 22, 21, 20, 19, 18, 41, 39, 38, 36, 25, 24]\n",
            "81 1 [31, 46, 45, 48, 35, 34, 33, 16, 15, 14, 50, 23, 43, 42, 41, 40, 39, 27, 25, 21, 20, 19, 18, 29, 37]\n",
            "82 1 [24, 27, 26, 38, 37, 36, 16, 40, 29, 20, 19, 18, 50, 14, 13, 48, 47, 46, 22, 34, 33, 44, 43, 42, 31]\n",
            "83 1 [34, 33, 32, 31, 47, 46, 45, 38, 37, 36, 51, 49, 43, 42, 40, 29, 28, 27, 26, 25, 24, 23, 22, 20, 19]\n",
            "84 1 [17, 51, 50, 49, 22, 21, 27, 32, 31, 36, 35, 34, 25, 24, 45, 44, 43, 42, 41, 40, 39, 38, 47, 29, 19]\n",
            "85 1 [18, 17, 27, 45, 44, 43, 42, 41, 40, 39, 37, 36, 35, 34, 29, 51, 50, 48, 47, 25, 32, 31, 23, 22, 20]\n",
            "86 1 [28, 27, 26, 25, 24, 45, 44, 43, 42, 20, 19, 14, 36, 17, 16, 22, 32, 34, 30, 38, 47, 40, 51, 50, 49]\n",
            "87 1 [36, 35, 29, 28, 27, 26, 24, 42, 41, 40, 33, 48, 44, 15, 14, 17, 22, 21, 20, 19, 50, 38, 31, 46, 12]\n",
            "88 1 [19, 49, 48, 47, 45, 44, 43, 38, 36, 35, 34, 33, 41, 40, 26, 25, 24, 23, 22, 21, 51, 31, 30, 29, 28]\n",
            "89 1 [21, 25, 17, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 29, 28, 27, 50, 49, 48, 46, 45, 44, 23, 42, 19]\n",
            "90 1 [35, 34, 33, 32, 31, 43, 42, 41, 40, 25, 24, 23, 22, 51, 38, 37, 49, 47, 46, 45, 29, 28, 27, 20, 19]\n",
            "91 1 [32, 43, 51, 37, 35, 34, 41, 40, 39, 26, 25, 23, 22, 21, 20, 30, 29, 28, 18, 17, 16, 49, 47, 46, 45]\n",
            "92 1 [34, 32, 31, 30, 29, 37, 36, 27, 21, 46, 45, 23, 50, 49, 48, 43, 42, 41, 40, 39, 25, 16, 15, 19, 18]\n",
            "93 1 [29, 48, 46, 45, 50, 24, 23, 22, 21, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 17, 27, 26, 43, 19]\n",
            "94 1 [31, 30, 29, 47, 19, 18, 25, 43, 42, 41, 40, 45, 51, 16, 15, 14, 49, 35, 27, 38, 37, 33, 23, 22, 21]\n",
            "95 1 [20, 19, 18, 22, 16, 15, 14, 42, 38, 37, 36, 34, 44, 51, 46, 29, 28, 40, 32, 31, 26, 25, 24, 49, 48]\n",
            "96 1 [35, 34, 30, 29, 24, 23, 22, 21, 20, 32, 27, 26, 51, 50, 49, 41, 40, 39, 38, 37, 47, 46, 45, 44, 43]\n",
            "97 1 [35, 38, 37, 21, 44, 43, 42, 41, 40, 48, 47, 46, 50, 33, 31, 30, 29, 28, 19, 17, 16, 26, 25, 24, 23]\n",
            "98 1 [36, 35, 44, 43, 50, 49, 48, 16, 41, 40, 39, 38, 46, 30, 29, 22, 21, 20, 19, 18, 27, 26, 33, 32, 24]\n",
            "99 1 [35, 34, 33, 32, 31, 30, 29, 50, 18, 38, 37, 23, 22, 21, 20, 48, 47, 41, 40, 27, 26, 25, 45, 44, 43]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 40 =========== \n",
            "\n",
            "Pareto sort 24\n",
            "24 7\n",
            "H_group [[31, 30, 29, 28, 27, 25, 24, 23, 22, 19, 20, 17, 16, 12, 13, 14, 11, 10, 9, 6, 7, 4, 3, 2, 1], [31, 30, 29, 27, 26, 25, 24, 23, 20, 21, 19, 17, 16, 14, 13, 12, 11, 10, 9, 7, 6, 5, 4, 2, 1], [51, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 49, 48, 47, 46, 45, 44, 43, 27, 26, 23, 21, 29, 24], [32, 31, 29, 28, 27, 25, 24, 23, 22, 21, 20, 19, 18, 16, 14, 13, 12, 11, 10, 8, 7, 5, 3, 2, 1], [33, 32, 30, 28, 27, 26, 24, 22, 20, 19, 18, 16, 15, 9, 10, 11, 12, 13, 14, 7, 6, 5, 4, 3, 1], [32, 30, 29, 27, 26, 24, 23, 22, 20, 19, 16, 17, 18, 12, 13, 11, 14, 9, 8, 7, 6, 5, 2, 3, 1], [33, 34, 31, 29, 28, 26, 24, 22, 21, 20, 19, 16, 17, 15, 14, 13, 10, 11, 9, 8, 7, 6, 4, 2, 1]]\n",
            "L_group [[39, 38, 36, 34, 32, 30, 28, 26, 20, 21, 22, 23, 24, 18, 16, 14, 13, 12, 10, 8, 6, 5, 3, 2, 1], [39, 38, 36, 35, 33, 32, 30, 28, 27, 26, 24, 22, 17, 18, 19, 20, 15, 13, 11, 10, 9, 7, 5, 3, 1], [39, 37, 35, 33, 32, 30, 29, 27, 26, 24, 22, 21, 19, 17, 15, 14, 12, 11, 9, 8, 7, 5, 3, 2, 1], [34, 33, 47, 46, 45, 44, 24, 23, 42, 41, 29, 51, 39, 38, 31, 36, 49, 14, 13, 19, 18, 16, 21, 27, 26], [39, 38, 37, 36, 34, 33, 31, 29, 27, 26, 24, 22, 20, 18, 16, 14, 13, 11, 9, 8, 6, 4, 3, 2, 1], [21, 20, 14, 41, 40, 46, 24, 23, 18, 32, 31, 16, 44, 43, 26, 29, 28, 12, 50, 10, 34, 48, 38, 37, 36], [18, 42, 33, 32, 40, 49, 47, 36, 35, 30, 29, 12, 38, 27, 22, 45, 44, 25, 24, 20, 16, 15, 14, 51, 10]]\n",
            "\n",
            "|--- Client 11 <= 21.00\n",
            "|   |--- class: 1\n",
            "|--- Client 11 >  21.00\n",
            "|   |--- Client 11 <= 31.50\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 11 >  31.50\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [28, 27, 26, 50, 40, 39, 38, 37, 24, 30, 43, 42, 48, 47, 46, 45, 18, 14, 16, 33, 32, 22, 21, 20, 35]\n",
            "1 1 [44, 28, 27, 26, 25, 15, 33, 46, 31, 30, 18, 17, 40, 39, 38, 37, 36, 35, 42, 20, 50, 49, 48, 23, 22]\n",
            "2 1 [37, 36, 29, 28, 27, 25, 24, 48, 47, 46, 45, 34, 33, 43, 42, 41, 22, 21, 51, 50, 17, 39, 31, 15, 19]\n",
            "3 1 [43, 42, 50, 23, 22, 21, 40, 39, 38, 37, 36, 35, 34, 33, 32, 30, 29, 28, 27, 26, 25, 48, 47, 46, 45]\n",
            "4 1 [33, 32, 48, 39, 20, 24, 23, 22, 46, 45, 44, 16, 15, 14, 30, 29, 28, 42, 41, 35, 37, 51, 50, 18, 26]\n",
            "5 1 [29, 28, 27, 26, 25, 24, 23, 22, 40, 39, 32, 31, 48, 47, 46, 45, 44, 43, 42, 51, 50, 37, 36, 35, 34]\n",
            "6 1 [18, 17, 34, 26, 25, 24, 23, 22, 21, 20, 15, 28, 37, 36, 47, 51, 50, 49, 32, 43, 41, 40, 39, 45, 30]\n",
            "7 1 [36, 35, 34, 33, 42, 41, 40, 47, 46, 17, 21, 20, 19, 24, 23, 38, 44, 31, 29, 28, 27, 26, 51, 50, 49]\n",
            "8 1 [13, 46, 48, 11, 34, 25, 23, 44, 43, 27, 19, 18, 17, 16, 15, 50, 29, 21, 36, 41, 40, 39, 38, 32, 31]\n",
            "9 1 [45, 43, 38, 37, 35, 34, 33, 41, 40, 50, 49, 17, 16, 15, 14, 22, 31, 47, 25, 24, 29, 28, 27, 20, 19]\n",
            "10 1 [17, 16, 48, 47, 46, 40, 39, 38, 37, 35, 19, 27, 33, 42, 31, 30, 29, 44, 25, 24, 23, 22, 21, 51, 50]\n",
            "11 1 [42, 41, 40, 20, 32, 31, 30, 51, 50, 48, 47, 46, 45, 44, 28, 27, 26, 25, 24, 23, 22, 38, 37, 35, 34]\n",
            "12 1 [50, 49, 48, 26, 32, 31, 38, 22, 21, 20, 19, 15, 14, 29, 28, 24, 36, 35, 34, 42, 41, 40, 44, 46, 17]\n",
            "13 1 [24, 30, 51, 50, 48, 47, 46, 20, 19, 17, 40, 39, 38, 37, 36, 35, 34, 33, 32, 44, 43, 42, 28, 26, 22]\n",
            "14 1 [51, 50, 40, 39, 38, 37, 25, 24, 23, 22, 21, 20, 35, 34, 33, 45, 44, 43, 42, 18, 31, 27, 29, 48, 47]\n",
            "15 1 [32, 31, 16, 18, 50, 48, 47, 46, 45, 27, 14, 13, 36, 35, 34, 25, 24, 23, 29, 21, 20, 40, 43, 42, 38]\n",
            "16 1 [46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 21, 20, 19, 31, 30, 50, 49, 48, 35, 34, 33, 25, 28, 27, 23]\n",
            "17 1 [30, 29, 41, 40, 39, 38, 37, 51, 27, 26, 35, 24, 23, 22, 20, 19, 33, 32, 49, 48, 47, 46, 45, 44, 43]\n",
            "18 1 [42, 41, 40, 39, 30, 49, 48, 47, 46, 45, 44, 28, 27, 20, 51, 35, 34, 33, 32, 18, 17, 25, 37, 23, 22]\n",
            "19 1 [34, 33, 32, 31, 51, 50, 49, 19, 43, 42, 40, 39, 38, 36, 47, 46, 45, 24, 23, 22, 21, 29, 28, 27, 26]\n",
            "20 1 [33, 32, 28, 27, 26, 25, 24, 23, 22, 21, 38, 37, 50, 49, 48, 47, 19, 30, 45, 44, 43, 42, 41, 40, 35]\n",
            "21 1 [45, 50, 18, 21, 20, 23, 26, 25, 16, 39, 38, 37, 36, 35, 29, 28, 43, 14, 12, 33, 32, 31, 41, 48, 47]\n",
            "22 1 [32, 47, 46, 45, 22, 51, 50, 49, 28, 27, 38, 43, 36, 25, 24, 30, 41, 40, 34, 20, 19, 18, 17, 16, 15]\n",
            "23 1 [32, 31, 29, 41, 40, 39, 37, 27, 26, 51, 50, 49, 48, 47, 46, 45, 44, 43, 21, 35, 34, 19, 18, 24, 23]\n",
            "24 1 [23, 22, 21, 37, 36, 35, 34, 32, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 26, 25, 30, 28]\n",
            "25 1 [43, 51, 50, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 18, 17, 21, 20, 48, 46, 45, 30, 23, 28, 27, 25]\n",
            "26 1 [23, 22, 49, 48, 32, 31, 30, 29, 28, 41, 40, 26, 25, 51, 38, 37, 36, 35, 34, 20, 19, 46, 45, 44, 43]\n",
            "27 1 [34, 33, 28, 41, 26, 25, 24, 23, 22, 21, 39, 13, 50, 37, 36, 48, 31, 30, 46, 44, 43, 19, 18, 17, 15]\n",
            "28 1 [26, 25, 24, 23, 21, 20, 19, 47, 46, 45, 44, 43, 28, 41, 39, 37, 36, 35, 34, 33, 32, 31, 30, 50, 49]\n",
            "29 1 [41, 40, 39, 38, 46, 45, 44, 43, 22, 21, 20, 49, 48, 33, 31, 36, 35, 51, 29, 28, 27, 26, 18, 17, 24]\n",
            "30 1 [29, 45, 27, 26, 25, 24, 23, 22, 21, 20, 19, 37, 51, 35, 34, 33, 32, 31, 49, 48, 47, 41, 40, 39, 43]\n",
            "31 1 [26, 50, 39, 38, 37, 36, 24, 23, 22, 21, 20, 19, 18, 34, 48, 46, 45, 44, 32, 31, 30, 29, 28, 42, 41]\n",
            "32 1 [30, 21, 40, 39, 38, 50, 49, 48, 47, 46, 45, 44, 43, 42, 36, 35, 34, 33, 32, 28, 27, 26, 25, 24, 23]\n",
            "33 1 [46, 45, 44, 18, 28, 27, 26, 25, 24, 23, 48, 21, 20, 50, 30, 42, 41, 40, 39, 38, 37, 36, 34, 33, 32]\n",
            "34 1 [21, 20, 28, 27, 36, 35, 30, 25, 18, 14, 16, 50, 49, 48, 47, 46, 45, 44, 38, 42, 41, 40, 23, 33, 32]\n",
            "35 1 [24, 23, 19, 33, 51, 50, 49, 48, 47, 46, 45, 31, 29, 28, 26, 43, 42, 41, 40, 39, 38, 37, 36, 35, 21]\n",
            "36 1 [43, 42, 47, 13, 23, 35, 34, 27, 26, 25, 18, 37, 16, 15, 32, 31, 30, 29, 21, 20, 40, 39, 45, 50, 49]\n",
            "37 1 [38, 37, 51, 35, 34, 25, 23, 22, 21, 20, 32, 31, 30, 29, 41, 40, 18, 17, 43, 49, 48, 47, 46, 45, 27]\n",
            "38 1 [47, 22, 43, 42, 49, 28, 27, 26, 38, 37, 20, 19, 18, 40, 13, 45, 16, 15, 51, 35, 34, 33, 24, 31, 30]\n",
            "39 1 [30, 29, 28, 27, 18, 39, 38, 37, 36, 35, 43, 49, 48, 47, 46, 45, 25, 51, 23, 22, 21, 20, 33, 32, 41]\n",
            "40 1 [51, 50, 49, 48, 47, 46, 42, 26, 44, 28, 36, 35, 34, 33, 32, 31, 30, 20, 19, 24, 23, 22, 40, 39, 38]\n",
            "41 1 [23, 35, 34, 39, 51, 49, 48, 47, 45, 21, 20, 19, 18, 17, 26, 25, 37, 32, 31, 30, 29, 28, 43, 42, 41]\n",
            "42 1 [26, 43, 42, 41, 40, 47, 34, 33, 32, 51, 38, 37, 36, 19, 18, 30, 28, 16, 15, 14, 24, 23, 21, 45, 49]\n",
            "43 1 [34, 33, 16, 15, 51, 50, 49, 48, 46, 36, 18, 20, 44, 43, 42, 41, 40, 39, 38, 23, 22, 25, 31, 29, 27]\n",
            "44 1 [38, 37, 36, 35, 31, 30, 45, 48, 47, 25, 43, 42, 41, 40, 51, 50, 33, 28, 27, 23, 22, 21, 20, 19, 18]\n",
            "45 1 [42, 41, 40, 39, 37, 36, 35, 34, 33, 32, 46, 45, 44, 30, 28, 27, 26, 25, 24, 23, 22, 21, 50, 49, 48]\n",
            "46 1 [31, 33, 51, 25, 24, 27, 49, 48, 47, 29, 17, 16, 22, 21, 20, 19, 42, 41, 40, 38, 37, 36, 35, 45, 44]\n",
            "47 1 [19, 18, 45, 44, 43, 42, 41, 40, 21, 36, 35, 28, 38, 26, 25, 24, 23, 50, 49, 48, 47, 33, 32, 31, 30]\n",
            "48 1 [51, 50, 30, 48, 41, 40, 38, 37, 15, 28, 44, 43, 18, 17, 35, 34, 33, 32, 24, 23, 22, 21, 20, 26, 46]\n",
            "49 1 [27, 32, 36, 35, 34, 42, 49, 48, 46, 45, 44, 25, 24, 23, 22, 21, 20, 19, 18, 51, 40, 39, 38, 30, 29]\n",
            "50 1 [26, 25, 24, 19, 41, 40, 39, 38, 37, 36, 35, 33, 32, 31, 30, 48, 47, 46, 45, 44, 43, 50, 28, 22, 21]\n",
            "51 1 [41, 40, 43, 29, 19, 15, 27, 26, 25, 24, 33, 50, 49, 48, 47, 46, 45, 38, 37, 36, 35, 31, 17, 22, 21]\n",
            "52 1 [33, 32, 31, 30, 45, 37, 36, 35, 28, 20, 19, 18, 26, 25, 24, 23, 22, 43, 42, 41, 40, 39, 50, 49, 47]\n",
            "53 1 [43, 17, 39, 38, 37, 41, 51, 50, 49, 48, 47, 46, 45, 19, 21, 31, 29, 28, 27, 25, 24, 23, 35, 34, 33]\n",
            "54 1 [21, 20, 24, 23, 40, 46, 45, 44, 43, 42, 34, 33, 32, 31, 30, 29, 28, 27, 26, 38, 37, 36, 50, 49, 48]\n",
            "55 1 [29, 28, 33, 32, 31, 22, 21, 20, 19, 48, 47, 26, 25, 24, 45, 44, 43, 50, 41, 40, 39, 38, 37, 36, 35]\n",
            "56 1 [32, 31, 22, 21, 46, 45, 17, 16, 15, 39, 43, 19, 51, 50, 49, 48, 24, 26, 29, 28, 37, 36, 35, 34, 41]\n",
            "57 1 [19, 49, 48, 47, 46, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 32, 30, 21, 28, 26, 25, 24, 23, 51]\n",
            "58 1 [28, 33, 32, 30, 20, 42, 41, 40, 39, 26, 18, 17, 45, 44, 51, 50, 49, 48, 47, 24, 23, 22, 37, 36, 35]\n",
            "59 1 [47, 46, 27, 37, 36, 35, 34, 33, 22, 21, 20, 19, 18, 40, 39, 51, 50, 49, 29, 25, 24, 44, 43, 42, 31]\n",
            "60 1 [23, 29, 28, 27, 37, 36, 35, 14, 16, 44, 43, 42, 18, 49, 48, 40, 39, 21, 20, 33, 32, 31, 51, 25, 46]\n",
            "61 1 [21, 20, 19, 35, 34, 33, 32, 25, 40, 39, 51, 30, 29, 49, 42, 37, 44, 47, 46, 17, 15, 23, 27, 13, 12]\n",
            "62 1 [37, 36, 35, 26, 30, 28, 17, 19, 12, 24, 48, 50, 15, 14, 44, 43, 42, 41, 40, 39, 33, 32, 22, 21, 46]\n",
            "63 1 [50, 36, 35, 33, 31, 30, 29, 19, 48, 47, 46, 45, 44, 27, 26, 25, 24, 23, 22, 21, 42, 41, 40, 39, 38]\n",
            "64 1 [45, 44, 43, 42, 41, 40, 39, 24, 20, 19, 51, 22, 33, 32, 31, 30, 29, 28, 37, 36, 35, 49, 48, 47, 26]\n",
            "65 1 [46, 45, 44, 43, 42, 41, 40, 39, 38, 51, 50, 49, 48, 28, 27, 26, 25, 24, 36, 35, 34, 33, 32, 31, 30]\n",
            "66 1 [33, 32, 31, 30, 29, 28, 47, 46, 45, 44, 43, 42, 41, 51, 37, 18, 17, 20, 35, 26, 25, 24, 49, 22, 39]\n",
            "67 1 [26, 25, 24, 23, 19, 18, 17, 29, 28, 35, 34, 33, 32, 31, 39, 48, 41, 46, 45, 44, 43, 21, 50, 37, 15]\n",
            "68 1 [36, 35, 34, 33, 50, 39, 38, 31, 30, 29, 48, 47, 46, 27, 26, 25, 24, 23, 22, 41, 18, 17, 20, 44, 43]\n",
            "69 1 [41, 40, 27, 26, 25, 24, 23, 51, 16, 18, 21, 20, 49, 48, 47, 43, 34, 33, 32, 31, 45, 38, 37, 36, 29]\n",
            "70 1 [41, 40, 39, 38, 30, 29, 48, 47, 46, 45, 51, 50, 43, 27, 26, 36, 35, 34, 20, 19, 18, 24, 23, 22, 32]\n",
            "71 1 [29, 28, 27, 23, 22, 25, 40, 50, 49, 48, 47, 46, 38, 37, 36, 35, 34, 33, 31, 20, 19, 18, 44, 43, 42]\n",
            "72 1 [33, 49, 48, 47, 46, 45, 44, 43, 35, 51, 21, 20, 19, 18, 37, 31, 25, 24, 23, 41, 40, 39, 29, 28, 27]\n",
            "73 1 [39, 37, 36, 35, 44, 43, 42, 41, 21, 50, 49, 31, 30, 29, 28, 27, 26, 33, 19, 24, 23, 17, 16, 47, 46]\n",
            "74 1 [29, 36, 35, 27, 33, 32, 31, 51, 50, 48, 47, 46, 45, 38, 25, 24, 23, 22, 43, 42, 41, 40, 20, 19, 18]\n",
            "75 1 [41, 40, 46, 45, 22, 21, 20, 43, 31, 24, 34, 33, 51, 50, 49, 48, 18, 17, 16, 15, 29, 28, 36, 38, 26]\n",
            "76 1 [51, 28, 27, 33, 32, 31, 30, 35, 16, 15, 14, 13, 44, 43, 20, 47, 46, 37, 49, 41, 18, 25, 24, 22, 39]\n",
            "77 1 [37, 29, 28, 24, 23, 22, 21, 44, 43, 42, 41, 40, 39, 26, 50, 49, 48, 47, 46, 35, 34, 33, 19, 18, 31]\n",
            "78 1 [29, 28, 27, 26, 25, 24, 23, 22, 21, 43, 51, 50, 41, 40, 39, 38, 37, 36, 35, 48, 46, 45, 33, 32, 31]\n",
            "79 1 [24, 23, 22, 38, 37, 36, 46, 45, 44, 43, 42, 40, 29, 28, 27, 26, 20, 19, 34, 33, 51, 50, 49, 48, 31]\n",
            "80 1 [46, 45, 27, 26, 25, 38, 37, 36, 35, 34, 33, 32, 16, 49, 48, 51, 43, 42, 21, 19, 18, 30, 29, 23, 40]\n",
            "81 1 [34, 18, 29, 28, 27, 26, 32, 31, 24, 48, 47, 46, 45, 44, 43, 22, 21, 20, 50, 41, 40, 39, 38, 37, 36]\n",
            "82 1 [33, 32, 23, 40, 39, 38, 37, 25, 42, 51, 50, 49, 30, 29, 28, 27, 18, 16, 47, 46, 45, 44, 21, 20, 35]\n",
            "83 1 [23, 35, 16, 15, 14, 13, 33, 19, 18, 28, 21, 26, 25, 41, 39, 38, 37, 31, 30, 50, 49, 44, 43, 47, 46]\n",
            "84 1 [23, 28, 39, 38, 37, 36, 43, 16, 41, 51, 21, 20, 19, 18, 26, 25, 49, 48, 46, 45, 34, 33, 32, 31, 30]\n",
            "85 1 [29, 20, 27, 26, 25, 23, 22, 18, 17, 47, 46, 45, 34, 33, 43, 42, 41, 40, 39, 38, 37, 36, 31, 50, 49]\n",
            "86 1 [26, 25, 48, 33, 46, 39, 38, 31, 15, 14, 13, 44, 42, 41, 50, 29, 28, 21, 20, 19, 18, 17, 23, 36, 35]\n",
            "87 1 [43, 42, 24, 23, 22, 46, 45, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 28, 27, 26, 51, 50, 49, 48]\n",
            "88 1 [25, 49, 51, 29, 28, 27, 23, 38, 37, 36, 35, 43, 42, 41, 40, 47, 46, 45, 33, 32, 31, 21, 20, 19, 18]\n",
            "89 1 [35, 34, 17, 27, 26, 25, 24, 23, 22, 38, 37, 50, 49, 48, 47, 43, 42, 40, 20, 19, 32, 31, 30, 29, 45]\n",
            "90 1 [31, 30, 17, 20, 19, 25, 24, 50, 49, 47, 46, 22, 28, 27, 44, 43, 13, 41, 40, 39, 15, 37, 36, 35, 33]\n",
            "91 1 [40, 39, 33, 25, 24, 23, 22, 35, 18, 51, 50, 49, 48, 47, 46, 20, 31, 30, 29, 28, 27, 44, 43, 42, 37]\n",
            "92 1 [24, 23, 22, 51, 50, 49, 48, 37, 36, 35, 34, 33, 32, 31, 29, 28, 27, 26, 41, 40, 39, 46, 45, 44, 43]\n",
            "93 1 [43, 42, 48, 47, 46, 45, 40, 39, 38, 37, 36, 35, 26, 25, 24, 23, 30, 29, 28, 50, 33, 32, 21, 20, 19]\n",
            "94 1 [29, 28, 27, 26, 48, 47, 46, 45, 44, 43, 42, 17, 51, 50, 38, 40, 31, 24, 23, 21, 20, 19, 36, 35, 33]\n",
            "95 1 [36, 35, 23, 15, 47, 46, 42, 41, 40, 18, 17, 51, 50, 49, 21, 20, 33, 32, 31, 30, 38, 28, 27, 25, 44]\n",
            "96 1 [16, 27, 26, 20, 19, 18, 30, 29, 32, 24, 51, 50, 49, 48, 38, 37, 36, 35, 34, 22, 41, 40, 46, 44, 43]\n",
            "97 1 [47, 46, 45, 32, 31, 30, 29, 28, 27, 26, 38, 37, 35, 34, 43, 24, 23, 22, 21, 20, 19, 51, 41, 40, 49]\n",
            "98 1 [22, 21, 20, 19, 18, 51, 50, 49, 48, 26, 32, 31, 46, 45, 44, 37, 36, 24, 42, 41, 40, 39, 34, 29, 28]\n",
            "99 1 [39, 38, 49, 48, 47, 46, 45, 51, 36, 17, 43, 42, 41, 34, 33, 27, 26, 25, 24, 22, 21, 20, 19, 29, 31]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 41 =========== \n",
            "\n",
            "Pareto sort 20\n",
            "20 6\n",
            "H_group [[27, 26, 28, 25, 23, 24, 21, 20, 19, 18, 10, 11, 12, 13, 14, 15, 16, 9, 8, 7, 6, 5, 3, 2, 1], [30, 31, 28, 27, 26, 24, 23, 22, 20, 19, 17, 16, 14, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 1], [30, 31, 28, 27, 26, 25, 24, 23, 21, 19, 12, 13, 14, 15, 16, 17, 11, 10, 9, 8, 7, 5, 4, 3, 1], [29, 28, 27, 26, 25, 24, 22, 21, 20, 41, 40, 39, 38, 37, 36, 46, 45, 44, 43, 48, 34, 33, 50, 31, 32], [31, 30, 29, 28, 26, 25, 24, 22, 23, 20, 19, 18, 17, 16, 15, 13, 12, 11, 9, 8, 5, 6, 3, 1, 2], [31, 26, 25, 24, 45, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 29, 28, 27, 48, 47, 23, 22, 50, 20]]\n",
            "L_group [[37, 36, 35, 20, 28, 33, 26, 32, 31, 30, 24, 46, 45, 48, 43, 22, 41, 40, 39, 51, 50, 16, 15, 18, 13], [40, 38, 36, 34, 32, 30, 29, 28, 26, 24, 23, 21, 19, 18, 16, 15, 13, 12, 10, 8, 6, 5, 4, 3, 1], [21, 20, 19, 35, 34, 33, 32, 25, 40, 39, 51, 30, 29, 49, 42, 37, 44, 47, 46, 17, 15, 23, 27, 13, 12], [41, 39, 37, 35, 34, 32, 30, 29, 27, 26, 24, 23, 21, 19, 18, 16, 15, 13, 11, 9, 7, 6, 4, 2, 1], [50, 49, 37, 36, 45, 44, 24, 39, 42, 41, 22, 21, 20, 47, 18, 14, 13, 27, 25, 30, 29, 32, 16, 34, 11], [44, 43, 41, 39, 38, 36, 34, 32, 30, 28, 26, 24, 22, 21, 19, 17, 16, 14, 12, 11, 9, 7, 5, 3, 1]]\n",
            "\n",
            "|--- Client 3 <= 32.00\n",
            "|   |--- Client 11 <= 45.50\n",
            "|   |   |--- class: 1\n",
            "|   |--- Client 11 >  45.50\n",
            "|   |   |--- class: 0\n",
            "|--- Client 3 >  32.00\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [49, 48, 32, 39, 34, 37, 36, 46, 45, 44, 43, 42, 41, 30, 29, 28, 27, 26, 25, 24, 23, 21, 20, 19, 51]\n",
            "1 1 [24, 22, 16, 51, 50, 49, 20, 19, 18, 26, 32, 31, 30, 28, 47, 46, 44, 43, 41, 40, 39, 38, 36, 35, 34]\n",
            "2 1 [17, 16, 15, 14, 37, 35, 34, 30, 25, 24, 43, 22, 21, 20, 19, 49, 48, 41, 39, 28, 27, 46, 45, 32, 51]\n",
            "3 1 [31, 30, 29, 28, 27, 34, 33, 46, 45, 44, 43, 42, 41, 25, 24, 50, 49, 48, 22, 21, 20, 39, 38, 37, 36]\n",
            "4 1 [17, 29, 31, 37, 36, 24, 23, 44, 43, 42, 41, 40, 39, 34, 33, 51, 49, 48, 47, 46, 21, 20, 19, 27, 26]\n",
            "5 1 [45, 44, 32, 19, 18, 16, 26, 25, 24, 30, 29, 28, 22, 21, 48, 47, 14, 38, 37, 36, 34, 51, 50, 42, 40]\n",
            "6 1 [34, 33, 32, 31, 51, 50, 29, 28, 27, 26, 45, 44, 43, 42, 41, 22, 24, 39, 38, 37, 36, 20, 19, 48, 47]\n",
            "7 1 [21, 20, 19, 18, 35, 34, 51, 47, 46, 45, 32, 49, 41, 40, 39, 38, 37, 43, 25, 24, 23, 30, 29, 28, 27]\n",
            "8 1 [48, 47, 32, 45, 25, 17, 16, 15, 23, 35, 34, 38, 37, 43, 42, 41, 40, 30, 29, 28, 27, 50, 21, 20, 19]\n",
            "9 1 [44, 31, 30, 16, 15, 33, 35, 42, 41, 40, 21, 20, 19, 18, 28, 27, 48, 47, 46, 25, 24, 23, 50, 38, 37]\n",
            "10 1 [19, 18, 17, 31, 35, 34, 33, 40, 47, 46, 45, 44, 26, 38, 37, 51, 50, 49, 42, 24, 23, 22, 21, 29, 28]\n",
            "11 1 [49, 48, 23, 22, 51, 32, 31, 30, 29, 28, 27, 26, 25, 35, 34, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37]\n",
            "12 1 [27, 17, 16, 51, 20, 19, 37, 33, 32, 31, 35, 49, 48, 47, 46, 45, 14, 43, 42, 41, 29, 23, 22, 25, 39]\n",
            "13 1 [23, 22, 21, 29, 28, 27, 31, 19, 18, 25, 39, 38, 41, 51, 50, 49, 48, 47, 46, 45, 44, 43, 34, 33, 36]\n",
            "14 1 [51, 50, 25, 24, 48, 47, 46, 22, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 33, 32, 31, 20, 29, 28, 27]\n",
            "15 1 [27, 18, 20, 39, 38, 37, 41, 35, 29, 33, 32, 31, 43, 51, 50, 16, 15, 14, 48, 47, 46, 45, 25, 23, 22]\n",
            "16 1 [35, 34, 24, 23, 22, 21, 20, 19, 17, 47, 28, 27, 26, 45, 44, 43, 32, 30, 41, 40, 39, 38, 37, 51, 49]\n",
            "17 1 [20, 19, 17, 16, 40, 39, 38, 51, 50, 29, 28, 42, 36, 35, 34, 33, 31, 24, 23, 22, 46, 45, 44, 26, 48]\n",
            "18 1 [37, 36, 17, 39, 51, 50, 25, 34, 33, 32, 31, 30, 29, 28, 27, 45, 44, 21, 20, 19, 48, 47, 23, 42, 41]\n",
            "19 1 [14, 16, 29, 28, 27, 26, 25, 42, 18, 20, 34, 40, 39, 50, 49, 48, 47, 46, 32, 31, 23, 22, 44, 37, 36]\n",
            "20 1 [28, 27, 26, 25, 18, 30, 34, 33, 32, 23, 22, 50, 37, 36, 16, 15, 43, 42, 41, 40, 39, 46, 45, 20, 48]\n",
            "21 1 [38, 22, 21, 20, 19, 18, 33, 42, 31, 30, 29, 16, 44, 27, 26, 25, 24, 36, 35, 40, 51, 49, 48, 47, 46]\n",
            "22 1 [30, 29, 28, 27, 26, 25, 24, 23, 34, 21, 40, 39, 37, 36, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 32]\n",
            "23 1 [19, 18, 17, 21, 41, 40, 31, 30, 49, 47, 23, 51, 28, 27, 26, 25, 45, 44, 43, 38, 37, 36, 35, 34, 33]\n",
            "24 1 [25, 18, 23, 22, 21, 20, 50, 49, 48, 33, 32, 30, 29, 27, 37, 36, 35, 46, 45, 44, 43, 42, 41, 40, 39]\n",
            "25 1 [30, 29, 28, 27, 26, 25, 24, 23, 39, 38, 42, 41, 19, 36, 35, 34, 33, 32, 21, 50, 49, 48, 47, 45, 44]\n",
            "26 1 [36, 32, 31, 30, 29, 17, 46, 45, 44, 40, 39, 38, 51, 50, 34, 27, 26, 25, 24, 48, 22, 21, 20, 19, 42]\n",
            "27 1 [33, 20, 19, 47, 27, 25, 24, 50, 49, 22, 36, 35, 31, 30, 29, 17, 16, 45, 44, 43, 42, 41, 40, 39, 38]\n",
            "28 1 [28, 27, 26, 30, 41, 40, 17, 45, 44, 43, 33, 32, 38, 37, 22, 21, 20, 19, 51, 50, 49, 48, 47, 24, 35]\n",
            "29 1 [48, 21, 20, 46, 18, 33, 32, 30, 29, 39, 16, 25, 24, 23, 42, 41, 27, 37, 36, 35, 14, 13, 12, 44, 50]\n",
            "30 1 [36, 35, 22, 21, 51, 45, 44, 43, 42, 41, 40, 49, 31, 30, 19, 18, 24, 38, 28, 27, 26, 33, 47, 16, 15]\n",
            "31 1 [21, 20, 19, 18, 17, 38, 37, 47, 26, 24, 23, 35, 34, 45, 44, 43, 51, 50, 49, 30, 29, 28, 41, 40, 32]\n",
            "32 1 [17, 16, 15, 49, 13, 34, 33, 32, 28, 27, 26, 25, 51, 21, 30, 19, 42, 41, 40, 38, 23, 44, 47, 46, 36]\n",
            "33 1 [36, 51, 28, 27, 26, 25, 24, 39, 38, 32, 41, 30, 22, 21, 20, 19, 18, 17, 43, 34, 49, 48, 47, 46, 45]\n",
            "34 1 [20, 23, 22, 45, 44, 25, 49, 48, 47, 51, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 42, 41, 40, 39, 38]\n",
            "35 1 [16, 22, 21, 20, 51, 14, 43, 49, 18, 41, 40, 39, 32, 31, 30, 29, 24, 47, 46, 45, 27, 26, 35, 34, 37]\n",
            "36 1 [16, 37, 28, 27, 46, 45, 44, 43, 39, 25, 23, 22, 21, 20, 51, 50, 49, 48, 41, 18, 30, 35, 34, 33, 32]\n",
            "37 1 [29, 35, 31, 24, 39, 38, 37, 12, 41, 20, 18, 33, 48, 47, 46, 45, 22, 16, 15, 14, 27, 26, 51, 50, 43]\n",
            "38 1 [17, 20, 19, 42, 41, 44, 49, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 26, 22, 24, 51, 47, 46]\n",
            "39 1 [47, 29, 28, 27, 26, 36, 34, 33, 38, 21, 20, 19, 18, 17, 16, 45, 43, 42, 24, 23, 51, 50, 49, 40, 31]\n",
            "40 1 [20, 19, 22, 48, 47, 46, 45, 51, 50, 31, 17, 16, 15, 36, 38, 40, 43, 42, 26, 25, 24, 34, 33, 29, 28]\n",
            "41 1 [20, 19, 18, 32, 31, 30, 29, 16, 50, 22, 39, 38, 27, 25, 24, 34, 36, 43, 14, 12, 41, 48, 47, 46, 45]\n",
            "42 1 [50, 49, 21, 20, 19, 18, 17, 30, 29, 24, 23, 47, 46, 35, 34, 33, 32, 41, 27, 26, 39, 38, 37, 44, 43]\n",
            "43 1 [25, 24, 23, 22, 39, 38, 50, 49, 27, 36, 35, 43, 42, 41, 47, 46, 45, 20, 19, 18, 33, 32, 31, 30, 29]\n",
            "44 1 [34, 33, 24, 47, 38, 12, 19, 18, 31, 30, 41, 40, 22, 21, 26, 16, 15, 14, 36, 45, 44, 43, 49, 28, 51]\n",
            "45 1 [24, 23, 22, 21, 20, 51, 50, 49, 29, 28, 27, 26, 33, 32, 31, 47, 46, 45, 44, 42, 41, 35, 39, 38, 37]\n",
            "46 1 [28, 27, 26, 25, 50, 49, 48, 47, 46, 45, 44, 43, 42, 32, 23, 22, 21, 30, 40, 39, 38, 37, 36, 35, 34]\n",
            "47 1 [22, 21, 20, 19, 18, 42, 29, 28, 31, 35, 34, 33, 40, 39, 47, 46, 45, 44, 51, 50, 49, 26, 25, 24, 37]\n",
            "48 1 [19, 18, 17, 30, 26, 25, 24, 23, 43, 28, 32, 21, 15, 48, 47, 46, 45, 39, 38, 37, 36, 35, 34, 41, 50]\n",
            "49 1 [16, 15, 26, 37, 36, 32, 31, 21, 20, 19, 18, 29, 28, 34, 24, 23, 50, 45, 44, 42, 41, 40, 39, 48, 47]\n",
            "50 1 [22, 21, 20, 25, 24, 42, 41, 40, 39, 44, 27, 34, 33, 32, 31, 30, 29, 37, 36, 51, 50, 49, 48, 47, 46]\n",
            "51 1 [45, 44, 27, 26, 25, 51, 36, 35, 34, 33, 23, 31, 30, 29, 49, 48, 47, 42, 41, 40, 39, 38, 21, 20, 19]\n",
            "52 1 [44, 22, 26, 25, 24, 31, 30, 46, 18, 17, 16, 15, 28, 50, 49, 48, 20, 38, 37, 36, 35, 34, 33, 42, 40]\n",
            "53 1 [27, 26, 25, 36, 35, 34, 33, 32, 31, 30, 29, 21, 50, 49, 48, 47, 46, 39, 38, 23, 44, 42, 41, 19, 18]\n",
            "54 1 [50, 23, 21, 20, 19, 18, 17, 16, 15, 28, 43, 48, 47, 30, 26, 25, 37, 36, 35, 41, 40, 39, 45, 33, 32]\n",
            "55 1 [23, 22, 21, 36, 35, 50, 49, 48, 44, 25, 33, 46, 39, 38, 42, 41, 19, 18, 17, 16, 31, 30, 29, 28, 27]\n",
            "56 1 [33, 31, 29, 47, 46, 45, 23, 22, 21, 20, 19, 18, 17, 43, 13, 15, 50, 49, 35, 27, 25, 37, 41, 40, 39]\n",
            "57 1 [32, 31, 30, 19, 18, 17, 16, 47, 46, 44, 23, 22, 21, 36, 35, 34, 28, 42, 26, 25, 38, 51, 50, 49, 40]\n",
            "58 1 [40, 34, 32, 31, 47, 38, 37, 36, 15, 29, 28, 27, 26, 51, 50, 49, 24, 23, 18, 17, 45, 43, 42, 21, 20]\n",
            "59 1 [25, 32, 31, 30, 29, 17, 50, 49, 23, 15, 14, 27, 39, 38, 37, 45, 44, 43, 42, 41, 21, 19, 35, 34, 47]\n",
            "60 1 [41, 28, 27, 32, 51, 50, 49, 20, 19, 25, 24, 30, 17, 16, 39, 38, 37, 36, 34, 47, 46, 45, 44, 43, 22]\n",
            "61 1 [27, 26, 25, 24, 23, 45, 44, 43, 42, 34, 33, 32, 31, 30, 29, 38, 37, 36, 21, 20, 19, 40, 48, 47, 50]\n",
            "62 1 [31, 26, 25, 24, 23, 37, 36, 35, 34, 33, 43, 42, 41, 40, 39, 21, 20, 50, 49, 48, 47, 46, 45, 29, 28]\n",
            "63 1 [20, 19, 18, 33, 46, 45, 44, 43, 37, 22, 41, 40, 39, 35, 27, 26, 25, 24, 51, 50, 49, 48, 31, 30, 29]\n",
            "64 1 [31, 29, 28, 27, 17, 16, 15, 51, 46, 45, 23, 49, 48, 25, 34, 33, 37, 36, 19, 43, 42, 41, 40, 39, 21]\n",
            "65 1 [29, 28, 27, 26, 48, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 24, 23, 51, 50]\n",
            "66 1 [38, 29, 28, 27, 31, 34, 33, 51, 36, 49, 25, 23, 22, 21, 15, 14, 47, 46, 19, 18, 17, 44, 43, 41, 40]\n",
            "67 1 [27, 26, 25, 24, 41, 44, 43, 14, 51, 50, 29, 19, 39, 33, 32, 31, 48, 47, 46, 22, 21, 35, 17, 16, 37]\n",
            "68 1 [50, 23, 22, 37, 20, 33, 32, 44, 43, 42, 41, 40, 39, 15, 48, 47, 46, 13, 18, 17, 25, 27, 35, 30, 29]\n",
            "69 1 [33, 32, 31, 29, 28, 27, 26, 46, 45, 39, 38, 37, 20, 48, 35, 24, 23, 22, 43, 42, 41, 51, 50, 18, 17]\n",
            "70 1 [30, 29, 21, 19, 18, 17, 16, 39, 38, 36, 44, 27, 26, 25, 24, 23, 42, 41, 34, 32, 50, 49, 48, 47, 46]\n",
            "71 1 [29, 28, 21, 20, 51, 47, 46, 33, 31, 18, 17, 16, 38, 37, 36, 35, 44, 43, 42, 40, 26, 25, 24, 23, 49]\n",
            "72 1 [45, 29, 31, 43, 27, 47, 33, 23, 22, 41, 40, 39, 50, 49, 14, 13, 25, 20, 19, 18, 17, 16, 37, 36, 35]\n",
            "73 1 [34, 33, 32, 31, 30, 29, 28, 27, 26, 51, 42, 40, 39, 38, 37, 36, 49, 48, 47, 46, 45, 44, 24, 23, 22]\n",
            "74 1 [22, 21, 20, 19, 18, 28, 27, 32, 31, 30, 25, 24, 49, 36, 34, 51, 40, 39, 38, 47, 46, 45, 44, 43, 42]\n",
            "75 1 [45, 28, 27, 20, 19, 18, 17, 25, 24, 23, 22, 47, 43, 42, 41, 37, 35, 34, 33, 32, 31, 30, 50, 49, 39]\n",
            "76 1 [34, 33, 32, 38, 37, 36, 27, 30, 29, 25, 24, 23, 21, 20, 47, 46, 45, 44, 43, 42, 41, 40, 51, 50, 49]\n",
            "77 1 [33, 45, 13, 50, 49, 48, 47, 23, 22, 21, 40, 29, 28, 19, 26, 25, 17, 16, 15, 31, 43, 42, 35, 38, 37]\n",
            "78 1 [45, 18, 17, 24, 23, 36, 35, 34, 43, 42, 41, 40, 39, 38, 27, 26, 48, 47, 50, 32, 31, 30, 29, 21, 20]\n",
            "79 1 [13, 23, 22, 50, 45, 44, 43, 17, 38, 37, 36, 35, 34, 29, 20, 19, 15, 25, 41, 40, 27, 32, 31, 48, 47]\n",
            "80 1 [31, 29, 28, 27, 51, 50, 49, 48, 47, 46, 44, 43, 41, 36, 35, 34, 33, 25, 23, 39, 38, 21, 19, 18, 17]\n",
            "81 1 [20, 19, 31, 49, 48, 47, 46, 17, 16, 15, 33, 23, 22, 26, 25, 51, 40, 44, 43, 42, 29, 28, 38, 36, 35]\n",
            "82 1 [38, 37, 31, 23, 22, 45, 44, 43, 42, 41, 40, 29, 28, 27, 26, 25, 35, 34, 33, 20, 19, 51, 49, 48, 47]\n",
            "83 1 [27, 26, 25, 19, 30, 29, 23, 22, 21, 40, 39, 48, 47, 46, 45, 44, 37, 36, 35, 17, 16, 42, 33, 32, 50]\n",
            "84 1 [20, 19, 18, 25, 24, 36, 35, 34, 32, 40, 38, 30, 22, 50, 12, 16, 48, 47, 46, 45, 44, 42, 14, 28, 27]\n",
            "85 1 [20, 19, 18, 17, 51, 29, 49, 48, 33, 32, 31, 38, 37, 36, 35, 46, 23, 22, 27, 26, 25, 41, 40, 44, 43]\n",
            "86 1 [45, 44, 30, 29, 25, 24, 23, 22, 42, 41, 40, 39, 27, 47, 16, 15, 18, 33, 32, 37, 51, 50, 49, 20, 35]\n",
            "87 1 [17, 16, 21, 20, 19, 51, 50, 49, 26, 25, 43, 23, 45, 47, 14, 13, 30, 32, 41, 40, 39, 38, 36, 34, 28]\n",
            "88 1 [14, 13, 12, 26, 17, 16, 19, 44, 43, 50, 39, 24, 23, 41, 33, 32, 31, 30, 29, 28, 46, 37, 21, 48, 35]\n",
            "89 1 [36, 19, 28, 27, 42, 48, 34, 33, 32, 31, 30, 44, 38, 40, 51, 50, 15, 14, 46, 25, 24, 23, 22, 21, 17]\n",
            "90 1 [28, 27, 26, 25, 24, 23, 31, 30, 16, 50, 19, 18, 42, 48, 47, 46, 45, 44, 36, 35, 34, 33, 21, 40, 38]\n",
            "91 1 [40, 32, 24, 30, 22, 21, 20, 46, 45, 44, 42, 15, 14, 38, 37, 36, 35, 34, 28, 18, 17, 26, 51, 49, 48]\n",
            "92 1 [38, 37, 19, 44, 43, 47, 46, 41, 40, 27, 26, 17, 16, 29, 51, 50, 49, 35, 34, 33, 32, 31, 24, 22, 21]\n",
            "93 1 [51, 50, 31, 33, 39, 38, 37, 36, 35, 25, 24, 23, 22, 21, 20, 48, 47, 46, 45, 29, 28, 27, 43, 42, 41]\n",
            "94 1 [51, 30, 28, 27, 18, 17, 16, 15, 33, 32, 43, 39, 49, 48, 47, 46, 45, 41, 20, 25, 24, 22, 37, 36, 35]\n",
            "95 1 [24, 23, 22, 21, 20, 19, 50, 49, 48, 47, 45, 40, 38, 37, 36, 29, 28, 27, 26, 34, 33, 32, 31, 43, 42]\n",
            "96 1 [25, 24, 23, 22, 21, 20, 19, 17, 39, 38, 37, 45, 44, 43, 35, 34, 33, 32, 31, 41, 49, 47, 27, 29, 51]\n",
            "97 1 [40, 39, 19, 17, 34, 33, 23, 22, 21, 42, 31, 30, 29, 28, 27, 25, 47, 46, 45, 44, 37, 36, 51, 50, 49]\n",
            "98 1 [35, 41, 26, 46, 45, 44, 43, 39, 38, 37, 28, 30, 24, 23, 51, 21, 20, 19, 18, 17, 16, 49, 48, 33, 32]\n",
            "99 1 [20, 22, 25, 24, 44, 43, 18, 17, 27, 38, 37, 36, 41, 40, 34, 33, 32, 51, 50, 49, 48, 47, 46, 30, 29]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 42 =========== \n",
            "\n",
            "Pareto sort 19\n",
            "19 5\n",
            "H_group [[29, 28, 27, 26, 48, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 24, 23, 51, 50], [31, 30, 29, 28, 27, 25, 24, 22, 21, 20, 19, 18, 17, 16, 14, 13, 12, 11, 10, 9, 7, 6, 4, 2, 1], [29, 28, 27, 26, 25, 20, 21, 22, 23, 19, 17, 16, 15, 14, 13, 11, 6, 7, 8, 9, 10, 4, 3, 2, 1], [51, 26, 27, 23, 25, 22, 30, 24, 28, 29, 31, 49, 48, 41, 40, 39, 38, 37, 36, 35, 33, 46, 45, 44, 43], [26, 31, 28, 30, 27, 32, 29, 23, 24, 21, 20, 18, 16, 15, 14, 10, 11, 12, 9, 8, 6, 4, 3, 2, 1]]\n",
            "L_group [[37, 36, 34, 33, 31, 30, 28, 27, 26, 25, 24, 22, 20, 18, 16, 14, 11, 9, 12, 10, 7, 6, 4, 3, 1], [29, 35, 31, 24, 39, 38, 37, 12, 41, 20, 18, 33, 48, 47, 46, 45, 22, 16, 15, 14, 27, 26, 51, 50, 43], [34, 33, 24, 47, 38, 12, 19, 18, 31, 30, 41, 40, 22, 21, 26, 16, 15, 14, 36, 45, 44, 43, 49, 28, 51], [22, 14, 20, 24, 46, 12, 11, 38, 37, 36, 35, 34, 18, 32, 40, 16, 28, 27, 26, 50, 44, 43, 42, 30, 48], [41, 40, 38, 37, 35, 34, 32, 31, 29, 27, 25, 24, 22, 20, 18, 16, 14, 12, 10, 8, 7, 6, 4, 3, 1]]\n",
            "\n",
            "|--- Client 2 <= 32.00\n",
            "|   |--- Client 21 <= 38.50\n",
            "|   |   |--- class: 1\n",
            "|   |--- Client 21 >  38.50\n",
            "|   |   |--- class: 0\n",
            "|--- Client 2 >  32.00\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [31, 14, 47, 19, 43, 42, 41, 40, 39, 45, 51, 50, 49, 17, 16, 37, 36, 25, 29, 28, 27, 21, 23, 34, 33]\n",
            "1 1 [28, 27, 46, 45, 44, 43, 42, 41, 36, 35, 31, 30, 48, 17, 25, 24, 23, 22, 21, 20, 19, 39, 38, 50, 33]\n",
            "2 1 [39, 20, 16, 44, 18, 50, 49, 48, 22, 37, 36, 35, 34, 33, 32, 31, 30, 42, 41, 46, 28, 27, 26, 25, 24]\n",
            "3 1 [22, 31, 30, 29, 38, 37, 36, 35, 48, 47, 46, 45, 44, 43, 42, 40, 33, 27, 25, 24, 16, 20, 18, 50, 14]\n",
            "4 1 [33, 32, 31, 27, 21, 20, 19, 18, 49, 16, 29, 51, 47, 46, 44, 25, 24, 23, 38, 37, 36, 35, 42, 41, 40]\n",
            "5 1 [22, 21, 20, 19, 41, 50, 49, 48, 36, 35, 33, 32, 31, 30, 46, 45, 44, 43, 28, 27, 26, 25, 24, 39, 38]\n",
            "6 1 [32, 31, 18, 17, 43, 42, 29, 40, 39, 38, 22, 36, 35, 34, 20, 15, 27, 51, 50, 49, 25, 24, 47, 46, 45]\n",
            "7 1 [36, 23, 27, 15, 45, 44, 43, 41, 34, 33, 32, 31, 51, 50, 49, 47, 39, 38, 29, 21, 20, 19, 18, 17, 25]\n",
            "8 1 [25, 24, 23, 22, 39, 38, 50, 48, 27, 32, 31, 30, 29, 46, 45, 44, 43, 42, 41, 36, 35, 34, 20, 19, 18]\n",
            "9 1 [30, 29, 28, 27, 39, 34, 25, 24, 23, 46, 45, 37, 36, 48, 41, 32, 19, 18, 51, 50, 13, 16, 15, 21, 43]\n",
            "10 1 [23, 22, 21, 19, 18, 17, 40, 34, 32, 44, 43, 42, 15, 51, 50, 49, 48, 28, 27, 26, 25, 30, 46, 36, 38]\n",
            "11 1 [18, 17, 48, 24, 26, 50, 22, 21, 20, 44, 46, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 42]\n",
            "12 1 [22, 18, 17, 25, 24, 51, 50, 39, 20, 46, 45, 44, 43, 48, 41, 37, 36, 34, 33, 32, 31, 30, 29, 28, 27]\n",
            "13 1 [29, 27, 51, 50, 49, 48, 47, 46, 45, 44, 43, 36, 35, 34, 25, 24, 23, 22, 21, 20, 38, 41, 40, 32, 31]\n",
            "14 1 [51, 24, 23, 19, 18, 42, 47, 46, 45, 44, 16, 49, 40, 39, 38, 37, 36, 35, 31, 30, 21, 28, 27, 26, 33]\n",
            "15 1 [27, 26, 25, 24, 23, 37, 36, 35, 15, 40, 39, 30, 29, 50, 49, 42, 21, 17, 19, 33, 32, 47, 46, 45, 44]\n",
            "16 1 [21, 19, 18, 17, 16, 27, 26, 25, 33, 51, 50, 40, 39, 38, 37, 36, 35, 29, 44, 23, 31, 48, 47, 46, 42]\n",
            "17 1 [22, 21, 20, 48, 29, 28, 27, 46, 45, 51, 50, 43, 42, 41, 40, 39, 37, 36, 35, 34, 33, 32, 31, 25, 24]\n",
            "18 1 [30, 16, 15, 14, 25, 50, 49, 23, 22, 21, 41, 40, 47, 19, 18, 38, 37, 36, 34, 33, 32, 28, 27, 45, 43]\n",
            "19 1 [31, 30, 29, 28, 43, 26, 35, 34, 33, 50, 41, 40, 39, 38, 37, 45, 17, 16, 48, 47, 21, 20, 19, 24, 23]\n",
            "20 1 [24, 23, 22, 35, 33, 46, 51, 50, 48, 42, 41, 40, 39, 38, 37, 26, 18, 17, 16, 44, 31, 30, 29, 28, 20]\n",
            "21 1 [47, 27, 29, 51, 50, 49, 45, 44, 43, 42, 41, 39, 38, 37, 36, 35, 34, 33, 32, 31, 23, 22, 25, 20, 19]\n",
            "22 1 [19, 18, 49, 29, 28, 27, 45, 44, 43, 42, 41, 40, 32, 31, 47, 38, 37, 36, 34, 25, 16, 51, 23, 22, 21]\n",
            "23 1 [20, 19, 41, 40, 39, 38, 37, 36, 35, 31, 33, 50, 49, 48, 47, 24, 23, 22, 29, 28, 27, 26, 45, 44, 43]\n",
            "24 1 [22, 21, 38, 45, 43, 42, 41, 40, 36, 35, 34, 33, 32, 31, 30, 29, 48, 47, 25, 24, 19, 18, 51, 50, 27]\n",
            "25 1 [30, 29, 28, 36, 35, 34, 33, 32, 50, 43, 42, 41, 40, 39, 38, 48, 47, 46, 45, 26, 25, 24, 20, 19, 22]\n",
            "26 1 [43, 19, 18, 27, 25, 24, 41, 40, 12, 36, 35, 34, 33, 32, 31, 48, 38, 29, 46, 45, 14, 50, 16, 22, 21]\n",
            "27 1 [18, 17, 23, 22, 40, 27, 48, 20, 51, 50, 25, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 46, 45, 43, 42]\n",
            "28 1 [25, 24, 23, 22, 16, 32, 44, 43, 20, 19, 18, 51, 50, 49, 48, 30, 29, 39, 38, 37, 35, 34, 46, 27, 41]\n",
            "29 1 [25, 24, 36, 35, 34, 40, 39, 38, 43, 42, 30, 29, 28, 27, 51, 22, 21, 20, 19, 18, 32, 47, 46, 45, 49]\n",
            "30 1 [39, 17, 33, 31, 30, 29, 28, 27, 46, 25, 24, 23, 22, 37, 36, 35, 44, 43, 42, 41, 20, 19, 50, 49, 48]\n",
            "31 1 [31, 30, 28, 27, 50, 49, 44, 43, 42, 41, 16, 15, 34, 33, 18, 23, 22, 21, 20, 37, 36, 47, 46, 25, 39]\n",
            "32 1 [19, 27, 26, 42, 51, 50, 49, 48, 47, 46, 45, 44, 36, 35, 34, 33, 32, 31, 29, 22, 21, 40, 39, 38, 24]\n",
            "33 1 [30, 29, 28, 27, 41, 37, 36, 35, 34, 33, 32, 47, 46, 45, 39, 25, 24, 23, 22, 21, 20, 43, 51, 50, 49]\n",
            "34 1 [51, 32, 44, 30, 29, 49, 48, 47, 46, 21, 20, 19, 18, 23, 27, 26, 25, 37, 36, 35, 34, 42, 41, 40, 39]\n",
            "35 1 [46, 31, 30, 42, 41, 40, 39, 44, 37, 36, 35, 34, 33, 28, 27, 26, 25, 23, 22, 21, 20, 51, 50, 49, 48]\n",
            "36 1 [28, 27, 26, 50, 48, 47, 46, 24, 22, 21, 20, 19, 18, 42, 41, 40, 39, 38, 31, 30, 36, 35, 34, 33, 44]\n",
            "37 1 [21, 19, 50, 49, 48, 47, 45, 36, 35, 34, 33, 29, 28, 27, 26, 43, 42, 41, 40, 39, 38, 24, 23, 31, 17]\n",
            "38 1 [32, 31, 30, 29, 42, 41, 40, 51, 45, 44, 19, 25, 24, 23, 22, 21, 27, 38, 37, 36, 35, 34, 49, 48, 47]\n",
            "39 1 [23, 22, 21, 20, 19, 18, 17, 32, 40, 30, 35, 34, 25, 45, 44, 43, 42, 28, 27, 47, 38, 37, 51, 50, 49]\n",
            "40 1 [33, 23, 22, 51, 50, 28, 27, 26, 25, 20, 19, 18, 17, 42, 44, 15, 40, 39, 38, 31, 30, 46, 36, 35, 48]\n",
            "41 1 [22, 24, 20, 42, 41, 40, 39, 50, 49, 48, 47, 29, 28, 27, 26, 45, 44, 37, 16, 14, 32, 31, 18, 35, 34]\n",
            "42 1 [28, 26, 25, 42, 41, 40, 39, 38, 37, 36, 50, 49, 48, 30, 32, 15, 21, 20, 46, 18, 17, 23, 44, 34, 13]\n",
            "43 1 [12, 21, 14, 24, 23, 46, 19, 36, 42, 34, 48, 29, 28, 27, 26, 32, 31, 50, 40, 39, 38, 44, 17, 16, 10]\n",
            "44 1 [33, 32, 18, 16, 46, 40, 39, 38, 37, 36, 35, 24, 23, 22, 44, 43, 42, 20, 50, 30, 29, 28, 27, 26, 48]\n",
            "45 1 [27, 25, 29, 23, 14, 13, 33, 37, 50, 43, 42, 41, 40, 39, 21, 20, 19, 18, 17, 16, 31, 35, 46, 45, 48]\n",
            "46 1 [25, 24, 18, 27, 51, 31, 30, 29, 34, 33, 47, 46, 45, 44, 43, 42, 41, 49, 22, 21, 20, 39, 38, 37, 36]\n",
            "47 1 [29, 28, 40, 39, 46, 51, 50, 49, 48, 34, 33, 32, 31, 26, 25, 24, 23, 22, 21, 20, 19, 42, 37, 36, 44]\n",
            "48 1 [15, 29, 39, 19, 18, 17, 21, 51, 50, 49, 35, 34, 33, 32, 31, 45, 44, 47, 25, 24, 23, 42, 41, 27, 37]\n",
            "49 1 [22, 21, 42, 41, 26, 25, 24, 47, 46, 45, 44, 39, 38, 37, 36, 50, 49, 19, 18, 28, 34, 33, 32, 31, 30]\n",
            "50 1 [22, 21, 47, 46, 45, 19, 18, 17, 43, 42, 41, 40, 24, 31, 30, 29, 27, 26, 36, 35, 34, 33, 50, 49, 38]\n",
            "51 1 [41, 28, 27, 46, 45, 44, 43, 39, 38, 36, 35, 34, 33, 21, 20, 19, 18, 17, 23, 31, 30, 51, 25, 49, 48]\n",
            "52 1 [28, 27, 26, 25, 19, 18, 17, 16, 23, 21, 43, 42, 40, 39, 38, 37, 36, 35, 47, 31, 30, 33, 45, 50, 49]\n",
            "53 1 [32, 31, 30, 29, 28, 50, 49, 48, 47, 42, 41, 40, 45, 44, 34, 38, 37, 36, 26, 25, 24, 23, 22, 21, 20]\n",
            "54 1 [43, 22, 21, 20, 28, 27, 26, 25, 24, 41, 40, 39, 38, 37, 36, 35, 34, 47, 46, 45, 32, 31, 30, 51, 49]\n",
            "55 1 [40, 31, 30, 29, 28, 27, 36, 35, 34, 33, 51, 50, 49, 48, 23, 22, 21, 38, 25, 17, 16, 44, 46, 42, 19]\n",
            "56 1 [26, 25, 24, 51, 47, 40, 45, 44, 15, 14, 22, 21, 19, 18, 17, 35, 34, 42, 38, 37, 32, 49, 30, 29, 28]\n",
            "57 1 [19, 31, 30, 29, 28, 27, 45, 21, 47, 40, 39, 51, 50, 49, 17, 25, 24, 23, 43, 42, 37, 36, 35, 34, 33]\n",
            "58 1 [48, 25, 24, 37, 27, 46, 45, 44, 43, 42, 41, 22, 18, 17, 16, 15, 32, 20, 39, 30, 29, 35, 34, 51, 50]\n",
            "59 1 [31, 30, 28, 27, 26, 25, 24, 23, 22, 21, 50, 49, 48, 47, 46, 45, 44, 43, 42, 33, 35, 40, 39, 38, 37]\n",
            "60 1 [40, 17, 16, 42, 30, 29, 28, 23, 22, 38, 37, 35, 33, 32, 14, 50, 49, 48, 47, 46, 20, 19, 26, 25, 44]\n",
            "61 1 [20, 13, 42, 33, 22, 29, 40, 39, 27, 26, 25, 24, 51, 50, 49, 48, 47, 45, 44, 18, 16, 15, 37, 35, 31]\n",
            "62 1 [21, 28, 27, 26, 25, 24, 23, 41, 45, 44, 43, 51, 50, 49, 48, 47, 39, 38, 37, 36, 34, 33, 32, 31, 30]\n",
            "63 1 [33, 22, 21, 20, 31, 30, 29, 18, 17, 44, 43, 48, 47, 46, 41, 40, 39, 38, 50, 27, 26, 25, 24, 36, 35]\n",
            "64 1 [32, 31, 30, 40, 28, 27, 26, 44, 22, 21, 20, 48, 42, 50, 24, 35, 34, 38, 37, 12, 15, 14, 18, 17, 46]\n",
            "65 1 [28, 27, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 25, 24, 23, 35, 34, 33, 32, 31, 30]\n",
            "66 1 [37, 25, 24, 42, 22, 21, 20, 19, 18, 17, 51, 29, 28, 27, 45, 44, 35, 34, 40, 39, 32, 31, 49, 48, 47]\n",
            "67 1 [27, 26, 19, 18, 17, 16, 48, 22, 21, 36, 35, 29, 24, 46, 45, 44, 14, 39, 38, 33, 32, 31, 42, 41, 50]\n",
            "68 1 [26, 31, 30, 29, 28, 51, 50, 49, 48, 47, 46, 33, 39, 38, 37, 36, 35, 41, 44, 43, 24, 23, 22, 21, 20]\n",
            "69 1 [20, 19, 26, 25, 24, 22, 48, 47, 35, 34, 43, 42, 41, 51, 50, 45, 32, 31, 30, 29, 28, 17, 39, 38, 37]\n",
            "70 1 [20, 28, 51, 50, 46, 24, 23, 22, 48, 26, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30]\n",
            "71 1 [23, 22, 44, 43, 42, 41, 40, 29, 28, 27, 26, 25, 36, 32, 31, 49, 48, 47, 46, 38, 18, 17, 20, 34, 51]\n",
            "72 1 [27, 26, 51, 31, 46, 34, 33, 44, 15, 14, 24, 23, 49, 48, 17, 42, 41, 40, 39, 38, 37, 36, 21, 19, 29]\n",
            "73 1 [31, 30, 29, 28, 22, 48, 20, 19, 18, 42, 26, 25, 24, 44, 50, 40, 39, 38, 46, 16, 15, 14, 34, 33, 36]\n",
            "74 1 [20, 19, 22, 34, 32, 44, 50, 49, 48, 47, 46, 26, 25, 24, 42, 41, 40, 39, 38, 37, 36, 17, 30, 29, 28]\n",
            "75 1 [27, 26, 33, 24, 23, 42, 41, 40, 46, 15, 21, 48, 38, 37, 44, 19, 18, 17, 35, 13, 31, 30, 29, 50, 11]\n",
            "76 1 [42, 32, 28, 46, 45, 44, 30, 50, 49, 48, 40, 39, 38, 37, 36, 35, 34, 21, 20, 19, 18, 26, 25, 24, 23]\n",
            "77 1 [50, 20, 16, 30, 29, 28, 27, 48, 35, 44, 46, 42, 41, 40, 39, 38, 37, 25, 33, 32, 14, 13, 18, 23, 22]\n",
            "78 1 [45, 32, 31, 16, 38, 37, 36, 51, 43, 42, 40, 14, 49, 27, 26, 47, 34, 24, 23, 22, 21, 20, 19, 18, 29]\n",
            "79 1 [27, 26, 47, 39, 38, 37, 36, 35, 34, 20, 29, 45, 49, 24, 51, 14, 22, 32, 31, 18, 17, 16, 43, 42, 41]\n",
            "80 1 [34, 17, 16, 15, 32, 50, 49, 48, 25, 27, 42, 41, 40, 39, 23, 22, 21, 20, 19, 46, 30, 29, 44, 37, 36]\n",
            "81 1 [11, 30, 29, 44, 35, 17, 22, 42, 24, 51, 47, 46, 40, 38, 37, 20, 19, 49, 27, 26, 15, 14, 13, 33, 32]\n",
            "82 1 [22, 21, 20, 19, 18, 17, 28, 15, 40, 39, 38, 50, 42, 48, 34, 33, 32, 31, 30, 46, 24, 36, 44, 26, 13]\n",
            "83 1 [38, 29, 28, 16, 51, 50, 49, 26, 25, 24, 23, 44, 42, 41, 40, 18, 47, 46, 32, 31, 21, 20, 36, 35, 34]\n",
            "84 1 [41, 14, 22, 21, 29, 28, 27, 19, 49, 17, 16, 39, 51, 44, 43, 47, 46, 25, 24, 33, 32, 31, 37, 36, 35]\n",
            "85 1 [23, 22, 21, 40, 17, 28, 27, 44, 38, 37, 36, 49, 48, 34, 15, 14, 13, 12, 51, 32, 30, 25, 19, 42, 46]\n",
            "86 1 [27, 26, 25, 24, 23, 22, 44, 43, 42, 35, 34, 33, 32, 31, 48, 40, 39, 38, 37, 20, 19, 18, 50, 29, 46]\n",
            "87 1 [23, 28, 27, 25, 47, 46, 45, 43, 42, 41, 35, 34, 33, 32, 37, 30, 49, 51, 21, 20, 19, 18, 17, 16, 39]\n",
            "88 1 [43, 24, 23, 36, 51, 50, 19, 18, 17, 34, 33, 32, 21, 41, 40, 39, 38, 48, 47, 30, 29, 28, 27, 26, 45]\n",
            "89 1 [38, 30, 29, 28, 36, 23, 22, 21, 32, 17, 16, 19, 34, 51, 50, 49, 48, 47, 46, 40, 26, 25, 44, 43, 42]\n",
            "90 1 [17, 16, 39, 38, 37, 22, 20, 19, 35, 34, 33, 32, 31, 45, 27, 50, 49, 48, 47, 29, 25, 24, 43, 42, 41]\n",
            "91 1 [21, 24, 23, 29, 19, 18, 34, 33, 32, 31, 27, 26, 48, 47, 45, 44, 42, 41, 40, 39, 38, 37, 36, 51, 50]\n",
            "92 1 [22, 21, 20, 19, 18, 17, 48, 47, 46, 45, 51, 50, 39, 38, 37, 36, 30, 26, 25, 24, 32, 34, 28, 41, 43]\n",
            "93 1 [29, 20, 19, 18, 17, 23, 22, 50, 49, 41, 40, 39, 47, 46, 25, 37, 36, 35, 34, 33, 32, 31, 44, 43, 27]\n",
            "94 1 [48, 28, 27, 35, 34, 44, 43, 39, 38, 37, 25, 19, 21, 32, 31, 30, 46, 15, 14, 13, 17, 51, 50, 23, 41]\n",
            "95 1 [31, 30, 29, 28, 27, 44, 42, 41, 40, 39, 38, 49, 51, 25, 24, 22, 21, 20, 36, 35, 34, 33, 18, 47, 46]\n",
            "96 1 [47, 32, 38, 45, 44, 17, 16, 42, 41, 40, 50, 49, 28, 27, 25, 24, 23, 22, 21, 20, 19, 36, 35, 34, 30]\n",
            "97 1 [33, 20, 19, 18, 48, 26, 25, 24, 51, 50, 40, 39, 38, 37, 22, 46, 45, 44, 43, 42, 31, 30, 29, 28, 35]\n",
            "98 1 [46, 15, 14, 44, 43, 42, 41, 40, 29, 50, 27, 26, 31, 19, 18, 17, 36, 24, 23, 22, 21, 48, 38, 34, 33]\n",
            "99 1 [26, 25, 24, 23, 22, 46, 45, 50, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 48]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 43 =========== \n",
            "\n",
            "Pareto sort 26\n",
            "26 7\n",
            "H_group [[31, 30, 28, 27, 26, 25, 24, 23, 22, 21, 50, 49, 48, 47, 46, 45, 44, 43, 42, 33, 35, 40, 39, 38, 37], [31, 30, 28, 26, 25, 23, 21, 20, 19, 10, 11, 12, 13, 14, 15, 16, 17, 9, 8, 7, 6, 4, 1, 2, 3], [32, 31, 30, 28, 27, 26, 25, 23, 21, 20, 19, 17, 16, 15, 8, 9, 10, 11, 12, 13, 6, 5, 3, 1, 2], [26, 25, 30, 29, 28, 45, 47, 33, 32, 48, 43, 42, 41, 40, 39, 38, 37, 36, 35, 23, 22, 50, 20, 19, 18], [35, 33, 32, 31, 30, 28, 27, 25, 24, 22, 21, 20, 19, 18, 17, 16, 14, 13, 12, 10, 8, 6, 4, 2, 1], [18, 17, 23, 22, 40, 27, 48, 20, 51, 50, 25, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 46, 45, 43, 42], [33, 32, 31, 29, 28, 27, 26, 25, 24, 22, 21, 19, 18, 17, 14, 15, 12, 11, 9, 6, 5, 7, 4, 3, 1]]\n",
            "L_group [[37, 36, 34, 31, 30, 32, 29, 27, 26, 25, 24, 22, 20, 19, 17, 16, 14, 12, 10, 8, 5, 6, 3, 2, 1], [39, 37, 36, 35, 33, 31, 29, 28, 27, 25, 24, 22, 21, 18, 19, 17, 15, 13, 11, 9, 7, 5, 4, 3, 1], [23, 22, 21, 40, 17, 28, 27, 44, 38, 37, 36, 49, 48, 34, 15, 14, 13, 12, 51, 32, 30, 25, 19, 42, 46], [40, 39, 37, 36, 34, 32, 30, 29, 28, 26, 25, 23, 21, 20, 18, 16, 14, 12, 11, 9, 8, 7, 5, 3, 1], [40, 39, 38, 36, 35, 34, 32, 30, 29, 28, 27, 25, 23, 21, 19, 18, 16, 14, 12, 10, 9, 7, 5, 3, 1], [12, 21, 14, 24, 23, 46, 19, 36, 42, 34, 48, 29, 28, 27, 26, 32, 31, 50, 40, 39, 38, 44, 17, 16, 10], [11, 30, 29, 44, 35, 17, 22, 42, 24, 51, 47, 46, 40, 38, 37, 20, 19, 49, 27, 26, 15, 14, 13, 33, 32]]\n",
            "\n",
            "|--- Client 8 <= 26.00\n",
            "|   |--- class: 1\n",
            "|--- Client 8 >  26.00\n",
            "|   |--- Client 22 <= 47.00\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 22 >  47.00\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [42, 41, 40, 39, 38, 23, 21, 19, 49, 48, 47, 36, 29, 34, 33, 15, 14, 13, 31, 25, 27, 45, 44, 51, 17]\n",
            "1 1 [18, 17, 30, 20, 45, 28, 27, 26, 25, 24, 36, 35, 34, 48, 47, 50, 15, 14, 43, 32, 22, 41, 40, 39, 38]\n",
            "2 1 [28, 34, 51, 50, 49, 40, 26, 25, 24, 23, 22, 21, 20, 19, 47, 46, 45, 44, 32, 31, 30, 42, 38, 37, 36]\n",
            "3 1 [26, 25, 23, 22, 21, 20, 19, 38, 33, 32, 51, 44, 43, 42, 41, 40, 28, 30, 36, 35, 17, 49, 48, 47, 46]\n",
            "4 1 [35, 17, 24, 23, 22, 21, 20, 19, 48, 47, 40, 51, 50, 26, 45, 38, 37, 33, 32, 31, 30, 29, 28, 43, 42]\n",
            "5 1 [26, 25, 24, 23, 36, 35, 34, 33, 32, 31, 30, 29, 28, 51, 50, 43, 42, 41, 40, 39, 38, 48, 47, 46, 45]\n",
            "6 1 [25, 24, 23, 29, 28, 27, 34, 16, 15, 14, 39, 38, 21, 19, 18, 48, 46, 45, 44, 43, 32, 31, 41, 50, 36]\n",
            "7 1 [32, 31, 30, 29, 28, 26, 25, 24, 23, 22, 21, 20, 19, 40, 34, 45, 51, 50, 49, 47, 38, 37, 36, 43, 42]\n",
            "8 1 [21, 20, 19, 18, 29, 28, 27, 26, 25, 23, 31, 39, 41, 50, 49, 48, 47, 46, 45, 44, 43, 35, 34, 33, 37]\n",
            "9 1 [24, 23, 22, 21, 34, 33, 32, 31, 30, 29, 28, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 51, 36, 38, 26]\n",
            "10 1 [51, 30, 42, 41, 40, 39, 24, 23, 22, 21, 49, 48, 47, 46, 45, 44, 35, 34, 33, 32, 28, 27, 26, 37, 19]\n",
            "11 1 [35, 34, 33, 24, 23, 22, 21, 20, 37, 50, 49, 31, 30, 26, 28, 39, 42, 41, 18, 17, 16, 47, 46, 45, 44]\n",
            "12 1 [18, 31, 50, 16, 29, 28, 27, 26, 25, 24, 23, 22, 21, 20, 33, 48, 43, 41, 40, 46, 45, 38, 37, 36, 35]\n",
            "13 1 [34, 32, 31, 30, 29, 28, 27, 26, 25, 24, 37, 36, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39]\n",
            "14 1 [39, 38, 37, 36, 35, 34, 29, 32, 31, 44, 43, 16, 46, 41, 27, 18, 25, 24, 51, 50, 49, 48, 22, 21, 20]\n",
            "15 1 [47, 42, 41, 40, 39, 50, 49, 24, 45, 44, 28, 15, 14, 33, 32, 37, 36, 35, 26, 17, 22, 21, 20, 19, 30]\n",
            "16 1 [29, 28, 31, 51, 50, 49, 48, 26, 25, 43, 42, 41, 23, 22, 20, 19, 46, 45, 39, 38, 37, 36, 35, 34, 33]\n",
            "17 1 [23, 30, 29, 28, 27, 21, 20, 19, 18, 17, 42, 41, 36, 25, 34, 33, 32, 47, 46, 45, 44, 50, 49, 39, 38]\n",
            "18 1 [47, 46, 50, 49, 34, 22, 21, 20, 26, 25, 24, 18, 44, 43, 32, 31, 16, 29, 28, 41, 40, 39, 38, 37, 36]\n",
            "19 1 [24, 22, 21, 26, 19, 18, 42, 41, 40, 46, 38, 37, 14, 16, 33, 32, 31, 30, 29, 28, 44, 49, 48, 35, 51]\n",
            "20 1 [30, 38, 26, 25, 24, 23, 17, 16, 15, 51, 21, 20, 19, 33, 32, 43, 49, 48, 41, 40, 46, 45, 36, 35, 28]\n",
            "21 1 [39, 38, 45, 44, 43, 41, 25, 24, 23, 36, 18, 50, 34, 33, 32, 31, 30, 29, 28, 27, 21, 20, 16, 48, 47]\n",
            "22 1 [40, 38, 30, 29, 15, 18, 17, 22, 21, 20, 36, 35, 34, 27, 26, 25, 24, 46, 45, 44, 13, 42, 48, 50, 32]\n",
            "23 1 [22, 21, 44, 43, 41, 40, 39, 38, 37, 36, 34, 19, 18, 29, 28, 27, 26, 25, 24, 32, 31, 50, 49, 47, 46]\n",
            "24 1 [38, 43, 42, 33, 23, 22, 17, 16, 31, 30, 29, 28, 20, 19, 36, 35, 48, 47, 46, 45, 26, 25, 51, 50, 40]\n",
            "25 1 [46, 45, 44, 43, 42, 41, 50, 21, 20, 35, 34, 33, 32, 30, 29, 28, 27, 25, 24, 23, 48, 18, 39, 38, 37]\n",
            "26 1 [43, 33, 32, 46, 45, 20, 19, 18, 17, 16, 38, 37, 30, 29, 50, 41, 40, 35, 48, 27, 26, 25, 24, 23, 22]\n",
            "27 1 [30, 29, 28, 27, 37, 36, 35, 25, 24, 23, 47, 46, 45, 33, 32, 19, 18, 43, 42, 41, 40, 39, 50, 49, 21]\n",
            "28 1 [48, 47, 46, 32, 31, 22, 21, 20, 19, 40, 39, 25, 24, 51, 50, 29, 28, 27, 44, 43, 42, 37, 36, 35, 34]\n",
            "29 1 [30, 37, 36, 35, 34, 33, 32, 20, 19, 18, 17, 23, 22, 48, 47, 46, 45, 41, 50, 39, 28, 27, 26, 25, 43]\n",
            "30 1 [33, 17, 16, 38, 48, 51, 50, 20, 19, 31, 44, 43, 42, 41, 40, 29, 28, 27, 36, 35, 46, 25, 24, 23, 22]\n",
            "31 1 [23, 22, 21, 26, 25, 19, 18, 17, 38, 37, 41, 40, 35, 31, 30, 29, 28, 43, 15, 33, 48, 51, 50, 46, 45]\n",
            "32 1 [45, 44, 35, 34, 30, 32, 18, 17, 16, 28, 27, 26, 25, 24, 23, 42, 48, 47, 40, 39, 38, 37, 21, 20, 50]\n",
            "33 1 [43, 42, 41, 40, 39, 38, 37, 24, 23, 32, 26, 21, 20, 19, 46, 45, 35, 34, 51, 50, 49, 48, 30, 29, 28]\n",
            "34 1 [51, 50, 49, 48, 47, 46, 25, 24, 35, 22, 41, 40, 39, 38, 37, 18, 44, 43, 16, 30, 29, 33, 32, 27, 20]\n",
            "35 1 [41, 31, 43, 39, 20, 19, 18, 17, 16, 15, 14, 24, 23, 22, 37, 50, 45, 48, 47, 29, 28, 35, 34, 33, 26]\n",
            "36 1 [42, 41, 40, 39, 32, 31, 24, 23, 22, 21, 20, 19, 18, 26, 44, 50, 48, 47, 46, 29, 28, 37, 36, 35, 34]\n",
            "37 1 [39, 38, 37, 36, 35, 34, 51, 22, 21, 27, 26, 25, 24, 49, 48, 47, 46, 45, 44, 43, 32, 31, 30, 29, 41]\n",
            "38 1 [20, 19, 41, 40, 33, 17, 35, 31, 29, 46, 45, 44, 43, 38, 37, 27, 26, 25, 24, 23, 22, 51, 50, 49, 48]\n",
            "39 1 [17, 20, 19, 43, 26, 51, 24, 23, 22, 36, 35, 34, 38, 32, 30, 49, 48, 47, 41, 40, 28, 15, 14, 13, 45]\n",
            "40 1 [18, 44, 43, 42, 31, 30, 34, 33, 24, 23, 22, 21, 20, 46, 36, 28, 27, 26, 40, 39, 38, 51, 50, 49, 48]\n",
            "41 1 [32, 39, 38, 37, 36, 35, 34, 30, 29, 28, 43, 46, 45, 26, 25, 24, 23, 22, 41, 51, 50, 49, 48, 20, 19]\n",
            "42 1 [28, 27, 26, 25, 24, 23, 39, 38, 36, 35, 34, 33, 32, 31, 30, 46, 45, 44, 43, 42, 41, 51, 50, 49, 48]\n",
            "43 1 [42, 41, 51, 50, 49, 48, 27, 17, 16, 15, 39, 46, 20, 19, 30, 29, 22, 37, 36, 35, 34, 32, 25, 24, 44]\n",
            "44 1 [35, 29, 28, 27, 26, 25, 24, 23, 22, 21, 43, 33, 32, 31, 51, 50, 49, 48, 47, 45, 41, 40, 39, 38, 37]\n",
            "45 1 [29, 28, 27, 26, 25, 24, 18, 17, 43, 37, 36, 35, 41, 39, 45, 20, 22, 15, 50, 49, 48, 47, 33, 32, 31]\n",
            "46 1 [27, 26, 25, 24, 40, 51, 22, 21, 20, 38, 44, 16, 18, 42, 34, 33, 32, 31, 30, 29, 36, 49, 48, 47, 46]\n",
            "47 1 [36, 47, 46, 45, 44, 19, 18, 30, 29, 28, 26, 42, 14, 22, 21, 16, 34, 33, 32, 51, 50, 49, 38, 40, 24]\n",
            "48 1 [33, 32, 31, 35, 48, 47, 24, 23, 37, 51, 50, 39, 43, 42, 41, 17, 16, 45, 21, 20, 19, 29, 28, 27, 26]\n",
            "49 1 [17, 37, 43, 42, 12, 45, 51, 35, 24, 23, 21, 27, 26, 15, 14, 40, 39, 33, 32, 30, 29, 49, 48, 47, 19]\n",
            "50 1 [14, 37, 18, 49, 45, 22, 21, 20, 32, 31, 30, 29, 28, 27, 26, 47, 24, 39, 16, 35, 34, 43, 42, 41, 51]\n",
            "51 1 [43, 34, 33, 31, 30, 29, 27, 21, 25, 24, 23, 50, 49, 48, 47, 46, 45, 19, 18, 41, 40, 39, 38, 37, 36]\n",
            "52 1 [38, 22, 28, 26, 15, 14, 32, 20, 19, 18, 17, 50, 36, 35, 34, 30, 48, 24, 46, 45, 44, 43, 42, 41, 40]\n",
            "53 1 [36, 35, 34, 33, 22, 21, 42, 26, 19, 18, 17, 31, 46, 38, 50, 49, 48, 24, 29, 28, 15, 14, 13, 44, 40]\n",
            "54 1 [35, 34, 33, 32, 31, 29, 28, 27, 26, 25, 23, 22, 21, 44, 43, 42, 41, 40, 39, 51, 50, 49, 37, 47, 46]\n",
            "55 1 [18, 17, 36, 35, 51, 50, 49, 25, 47, 46, 45, 30, 43, 42, 41, 40, 33, 32, 28, 27, 38, 23, 22, 21, 20]\n",
            "56 1 [48, 36, 39, 38, 24, 23, 22, 21, 20, 46, 45, 34, 33, 32, 16, 18, 43, 30, 29, 28, 27, 26, 51, 50, 41]\n",
            "57 1 [36, 35, 34, 45, 28, 27, 26, 25, 24, 23, 22, 21, 20, 30, 43, 42, 51, 18, 49, 48, 47, 40, 39, 38, 32]\n",
            "58 1 [39, 50, 49, 48, 47, 46, 45, 24, 23, 22, 21, 20, 37, 36, 35, 43, 42, 41, 26, 18, 30, 29, 28, 33, 32]\n",
            "59 1 [26, 50, 21, 20, 19, 18, 24, 23, 48, 33, 32, 31, 30, 29, 28, 16, 46, 45, 44, 42, 40, 39, 38, 36, 35]\n",
            "60 1 [14, 39, 38, 36, 35, 34, 28, 17, 16, 23, 22, 32, 45, 44, 43, 42, 41, 26, 25, 20, 19, 30, 50, 49, 47]\n",
            "61 1 [23, 22, 26, 25, 34, 33, 32, 31, 30, 29, 28, 20, 42, 41, 40, 39, 37, 36, 51, 50, 49, 48, 47, 45, 44]\n",
            "62 1 [51, 33, 32, 31, 30, 41, 25, 24, 23, 22, 35, 20, 19, 18, 28, 27, 39, 49, 48, 47, 46, 45, 44, 43, 37]\n",
            "63 1 [30, 16, 18, 42, 40, 39, 38, 32, 28, 27, 26, 22, 21, 20, 36, 35, 34, 44, 24, 51, 50, 49, 48, 47, 46]\n",
            "64 1 [30, 29, 32, 51, 25, 24, 23, 22, 37, 36, 35, 34, 49, 48, 20, 18, 17, 27, 46, 45, 44, 43, 41, 40, 39]\n",
            "65 1 [26, 45, 36, 35, 34, 43, 28, 24, 23, 22, 21, 41, 19, 18, 17, 51, 50, 49, 48, 47, 32, 31, 30, 39, 38]\n",
            "66 1 [17, 11, 44, 43, 42, 41, 19, 15, 27, 51, 32, 22, 21, 35, 34, 13, 37, 47, 46, 39, 25, 24, 30, 29, 49]\n",
            "67 1 [27, 43, 42, 41, 40, 38, 29, 48, 47, 46, 45, 14, 31, 19, 18, 17, 16, 21, 36, 35, 33, 50, 25, 24, 23]\n",
            "68 1 [31, 30, 29, 28, 35, 34, 33, 19, 18, 51, 37, 47, 46, 45, 44, 24, 16, 42, 41, 40, 39, 22, 21, 26, 49]\n",
            "69 1 [15, 18, 17, 28, 27, 26, 25, 24, 37, 36, 44, 43, 49, 47, 46, 34, 33, 51, 22, 21, 20, 41, 31, 30, 39]\n",
            "70 1 [45, 43, 27, 26, 24, 23, 21, 20, 19, 18, 32, 39, 38, 37, 36, 35, 34, 16, 41, 30, 29, 49, 48, 47, 51]\n",
            "71 1 [51, 34, 33, 32, 31, 30, 22, 21, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 47, 28, 27, 26, 25, 24, 49]\n",
            "72 1 [28, 39, 37, 26, 25, 24, 23, 22, 30, 47, 35, 34, 33, 32, 51, 50, 49, 43, 42, 41, 20, 19, 18, 17, 45]\n",
            "73 1 [44, 40, 39, 42, 48, 47, 46, 18, 17, 16, 32, 31, 30, 23, 22, 28, 27, 25, 37, 36, 35, 34, 20, 50, 14]\n",
            "74 1 [39, 43, 42, 41, 45, 28, 27, 37, 36, 35, 34, 33, 32, 22, 21, 20, 19, 18, 25, 24, 50, 49, 48, 47, 30]\n",
            "75 1 [21, 40, 39, 38, 37, 36, 35, 23, 33, 32, 31, 30, 29, 28, 27, 25, 50, 49, 48, 47, 46, 45, 44, 43, 42]\n",
            "76 1 [30, 45, 44, 43, 41, 28, 27, 26, 25, 24, 23, 21, 20, 39, 38, 37, 36, 34, 33, 32, 51, 50, 49, 48, 47]\n",
            "77 1 [16, 34, 14, 23, 22, 21, 20, 18, 44, 43, 42, 41, 40, 39, 27, 32, 31, 30, 29, 50, 25, 46, 48, 37, 36]\n",
            "78 1 [33, 32, 51, 25, 24, 23, 22, 21, 20, 43, 42, 41, 40, 39, 37, 36, 35, 49, 18, 28, 27, 47, 46, 45, 30]\n",
            "79 1 [30, 29, 48, 47, 46, 27, 26, 25, 24, 44, 43, 42, 41, 40, 38, 37, 36, 35, 34, 33, 32, 22, 50, 20, 19]\n",
            "80 1 [43, 42, 41, 29, 28, 27, 26, 25, 24, 23, 22, 21, 51, 49, 48, 39, 38, 37, 36, 35, 34, 32, 31, 46, 45]\n",
            "81 1 [39, 38, 30, 44, 43, 42, 41, 24, 47, 46, 50, 49, 28, 27, 26, 36, 35, 34, 33, 32, 22, 21, 20, 19, 17]\n",
            "82 1 [36, 35, 34, 33, 45, 44, 43, 15, 22, 47, 41, 40, 18, 17, 31, 30, 29, 28, 27, 38, 20, 25, 24, 50, 49]\n",
            "83 1 [45, 44, 32, 31, 30, 29, 28, 21, 20, 19, 26, 50, 49, 48, 47, 24, 23, 37, 36, 35, 34, 42, 41, 40, 39]\n",
            "84 1 [37, 36, 17, 29, 20, 19, 25, 24, 23, 22, 50, 49, 48, 47, 46, 45, 43, 42, 41, 27, 39, 34, 33, 32, 31]\n",
            "85 1 [44, 33, 32, 31, 29, 28, 27, 26, 42, 41, 40, 39, 38, 37, 24, 23, 22, 20, 19, 18, 50, 49, 47, 46, 35]\n",
            "86 1 [30, 29, 28, 27, 26, 25, 51, 23, 22, 21, 34, 49, 48, 47, 46, 45, 32, 43, 42, 41, 40, 39, 38, 37, 36]\n",
            "87 1 [23, 22, 21, 36, 35, 34, 33, 17, 27, 26, 25, 38, 50, 48, 47, 46, 45, 44, 43, 41, 40, 19, 31, 30, 29]\n",
            "88 1 [23, 22, 21, 28, 27, 14, 39, 25, 17, 16, 50, 46, 45, 48, 43, 42, 41, 19, 37, 35, 34, 33, 32, 31, 30]\n",
            "89 1 [47, 46, 44, 25, 24, 23, 22, 21, 20, 50, 49, 33, 32, 31, 30, 29, 42, 41, 40, 39, 38, 37, 36, 35, 27]\n",
            "90 1 [51, 49, 41, 40, 27, 26, 24, 23, 22, 21, 31, 30, 29, 34, 33, 17, 16, 36, 19, 47, 46, 45, 44, 43, 38]\n",
            "91 1 [40, 39, 38, 37, 26, 25, 21, 20, 19, 18, 30, 35, 34, 33, 32, 23, 28, 45, 43, 42, 51, 50, 49, 48, 47]\n",
            "92 1 [44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 49, 48, 47, 46, 28, 27, 26, 24, 23, 22, 21, 51, 33, 32, 30]\n",
            "93 1 [51, 50, 49, 48, 47, 46, 23, 22, 21, 20, 31, 30, 29, 28, 41, 44, 43, 39, 38, 37, 26, 25, 35, 34, 33]\n",
            "94 1 [33, 32, 31, 19, 18, 25, 24, 23, 22, 21, 47, 35, 29, 50, 49, 14, 42, 27, 16, 40, 39, 38, 37, 45, 44]\n",
            "95 1 [43, 42, 41, 48, 47, 46, 45, 26, 25, 24, 23, 22, 21, 20, 19, 39, 29, 28, 17, 37, 36, 35, 31, 33, 50]\n",
            "96 1 [30, 29, 28, 27, 26, 25, 24, 23, 51, 32, 19, 44, 43, 42, 41, 15, 17, 37, 36, 34, 21, 47, 46, 49, 39]\n",
            "97 1 [49, 48, 47, 45, 44, 51, 25, 24, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 22]\n",
            "98 1 [19, 18, 37, 36, 35, 34, 33, 16, 40, 39, 27, 50, 49, 48, 47, 23, 22, 21, 31, 30, 29, 45, 25, 43, 42]\n",
            "99 1 [47, 46, 45, 16, 15, 36, 49, 23, 22, 21, 30, 29, 28, 27, 26, 25, 32, 41, 19, 18, 34, 51, 43, 39, 38]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 44 =========== \n",
            "\n",
            "Pareto sort 28\n",
            "28 8\n",
            "H_group [[27, 26, 28, 24, 23, 19, 20, 21, 22, 17, 16, 15, 14, 13, 12, 11, 8, 9, 7, 6, 5, 4, 3, 2, 1], [27, 26, 25, 29, 28, 23, 22, 21, 20, 18, 17, 16, 15, 13, 11, 12, 9, 8, 7, 6, 5, 4, 3, 2, 1], [31, 30, 29, 27, 25, 24, 23, 22, 21, 19, 18, 17, 15, 14, 13, 12, 9, 10, 11, 7, 6, 4, 3, 2, 1], [30, 29, 28, 27, 25, 22, 23, 24, 20, 19, 18, 16, 15, 14, 13, 12, 11, 10, 8, 7, 6, 4, 2, 3, 1], [31, 32, 29, 28, 26, 24, 23, 22, 21, 20, 19, 14, 15, 16, 17, 13, 12, 11, 9, 8, 7, 5, 3, 2, 1], [32, 31, 29, 28, 27, 25, 23, 24, 21, 20, 19, 18, 16, 12, 13, 14, 15, 10, 9, 8, 4, 5, 6, 2, 1], [41, 40, 39, 21, 20, 37, 36, 44, 43, 34, 33, 32, 31, 30, 29, 28, 27, 26, 47, 49, 51, 50, 46, 24, 23], [31, 32, 29, 28, 26, 25, 24, 23, 20, 21, 22, 18, 16, 15, 14, 13, 12, 8, 7, 9, 10, 5, 4, 2, 1]]\n",
            "L_group [[37, 35, 33, 31, 29, 28, 26, 25, 24, 23, 21, 19, 17, 16, 15, 14, 12, 10, 9, 7, 6, 5, 4, 3, 1], [37, 36, 35, 34, 31, 32, 29, 28, 26, 24, 22, 23, 20, 19, 17, 15, 13, 14, 11, 9, 7, 6, 5, 3, 1], [39, 37, 35, 33, 32, 30, 29, 27, 25, 23, 22, 21, 19, 18, 17, 16, 14, 12, 11, 9, 7, 5, 3, 2, 1], [39, 38, 36, 34, 32, 30, 29, 27, 25, 24, 23, 21, 18, 19, 17, 15, 14, 13, 11, 10, 8, 6, 4, 2, 1], [50, 15, 31, 30, 24, 23, 33, 13, 48, 28, 27, 17, 41, 40, 39, 21, 20, 19, 46, 44, 43, 37, 25, 35, 34], [17, 37, 43, 42, 12, 45, 51, 35, 24, 23, 21, 27, 26, 15, 14, 40, 39, 33, 32, 30, 29, 49, 48, 47, 19], [19, 18, 17, 16, 36, 28, 27, 32, 31, 30, 39, 38, 14, 34, 42, 41, 46, 11, 12, 25, 44, 48, 50, 23, 21], [17, 11, 44, 43, 42, 41, 19, 15, 27, 51, 32, 22, 21, 35, 34, 13, 37, 47, 46, 39, 25, 24, 30, 29, 49]]\n",
            "\n",
            "|--- Client 4 <= 29.50\n",
            "|   |--- Client 11 <= 36.00\n",
            "|   |   |--- class: 1\n",
            "|   |--- Client 11 >  36.00\n",
            "|   |   |--- class: 0\n",
            "|--- Client 4 >  29.50\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [31, 30, 22, 21, 20, 19, 50, 40, 38, 37, 36, 46, 45, 44, 17, 16, 24, 48, 34, 33, 14, 13, 26, 28, 42]\n",
            "1 1 [48, 47, 46, 22, 34, 26, 25, 24, 20, 18, 17, 16, 41, 32, 31, 30, 29, 28, 50, 39, 38, 37, 36, 44, 43]\n",
            "2 1 [24, 23, 22, 21, 20, 44, 43, 46, 26, 32, 31, 30, 29, 28, 41, 40, 38, 51, 50, 36, 35, 34, 18, 17, 48]\n",
            "3 1 [25, 24, 23, 22, 21, 20, 37, 40, 39, 35, 34, 33, 32, 28, 27, 50, 49, 48, 47, 46, 45, 44, 43, 42, 30]\n",
            "4 1 [20, 19, 18, 17, 29, 28, 31, 46, 35, 34, 33, 23, 22, 15, 51, 49, 48, 42, 26, 25, 44, 40, 39, 38, 37]\n",
            "5 1 [38, 36, 24, 23, 22, 21, 20, 42, 41, 40, 31, 30, 29, 28, 47, 46, 34, 33, 51, 18, 17, 16, 49, 26, 44]\n",
            "6 1 [22, 21, 19, 18, 46, 45, 31, 30, 28, 27, 26, 25, 24, 39, 38, 37, 36, 35, 43, 42, 41, 50, 49, 48, 33]\n",
            "7 1 [49, 48, 30, 29, 28, 27, 26, 25, 24, 23, 22, 35, 34, 33, 32, 44, 43, 42, 41, 40, 39, 38, 37, 46, 51]\n",
            "8 1 [51, 41, 43, 17, 20, 19, 34, 33, 28, 27, 26, 25, 31, 30, 49, 48, 47, 46, 45, 39, 38, 37, 36, 23, 22]\n",
            "9 1 [23, 22, 21, 29, 28, 27, 26, 25, 51, 50, 33, 32, 31, 45, 44, 43, 42, 41, 40, 39, 38, 36, 35, 48, 47]\n",
            "10 1 [41, 40, 51, 26, 25, 24, 49, 48, 47, 29, 28, 22, 21, 20, 19, 18, 38, 37, 36, 35, 34, 43, 32, 31, 45]\n",
            "11 1 [28, 27, 26, 25, 24, 23, 50, 49, 48, 47, 21, 40, 39, 38, 37, 36, 45, 44, 43, 42, 34, 33, 32, 31, 30]\n",
            "12 1 [45, 44, 43, 19, 26, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 21, 47, 24, 23, 41, 40, 51, 50, 49]\n",
            "13 1 [44, 43, 25, 24, 22, 51, 50, 46, 18, 17, 16, 20, 48, 32, 31, 30, 35, 34, 41, 40, 39, 38, 37, 28, 27]\n",
            "14 1 [23, 30, 29, 28, 35, 39, 33, 32, 16, 15, 14, 43, 42, 41, 18, 50, 21, 20, 26, 25, 48, 47, 46, 45, 37]\n",
            "15 1 [34, 29, 28, 27, 19, 36, 25, 24, 23, 22, 21, 42, 41, 40, 39, 38, 32, 31, 50, 49, 48, 47, 46, 45, 44]\n",
            "16 1 [27, 18, 17, 16, 25, 24, 39, 38, 22, 50, 29, 46, 45, 44, 43, 42, 41, 36, 35, 34, 33, 32, 31, 20, 48]\n",
            "17 1 [48, 47, 19, 22, 21, 34, 33, 31, 30, 29, 27, 26, 25, 24, 43, 42, 41, 40, 39, 37, 36, 17, 51, 50, 45]\n",
            "18 1 [17, 28, 27, 26, 25, 37, 36, 35, 33, 32, 31, 30, 23, 48, 47, 46, 45, 39, 21, 15, 19, 43, 42, 41, 50]\n",
            "19 1 [30, 29, 28, 27, 36, 35, 13, 22, 38, 45, 15, 41, 40, 20, 33, 32, 18, 17, 50, 49, 48, 47, 43, 25, 24]\n",
            "20 1 [37, 36, 39, 22, 48, 47, 46, 45, 44, 43, 31, 30, 29, 28, 27, 26, 25, 24, 50, 20, 19, 18, 34, 33, 41]\n",
            "21 1 [27, 25, 24, 23, 22, 38, 29, 36, 35, 34, 33, 32, 31, 43, 42, 41, 40, 51, 49, 48, 47, 46, 45, 18, 20]\n",
            "22 1 [34, 32, 31, 24, 38, 37, 36, 19, 18, 17, 16, 43, 51, 50, 48, 47, 46, 45, 26, 22, 21, 29, 28, 41, 40]\n",
            "23 1 [29, 28, 27, 26, 32, 31, 48, 36, 35, 34, 21, 20, 19, 50, 41, 40, 38, 43, 17, 16, 15, 46, 45, 24, 23]\n",
            "24 1 [13, 28, 27, 19, 50, 49, 48, 47, 46, 42, 35, 34, 33, 32, 17, 40, 39, 30, 25, 24, 44, 22, 21, 15, 37]\n",
            "25 1 [50, 49, 39, 27, 26, 24, 23, 22, 21, 20, 19, 18, 17, 41, 35, 34, 47, 37, 45, 44, 43, 32, 31, 30, 29]\n",
            "26 1 [30, 29, 28, 15, 50, 49, 35, 34, 26, 21, 20, 19, 18, 17, 37, 47, 32, 43, 42, 41, 40, 39, 45, 24, 23]\n",
            "27 1 [19, 42, 41, 28, 27, 31, 30, 25, 24, 23, 22, 21, 35, 34, 33, 51, 17, 45, 44, 49, 48, 47, 39, 38, 37]\n",
            "28 1 [28, 27, 26, 25, 24, 23, 38, 34, 33, 49, 21, 20, 19, 18, 17, 36, 40, 31, 30, 51, 47, 46, 45, 44, 42]\n",
            "29 1 [41, 40, 17, 16, 36, 44, 43, 49, 47, 46, 25, 24, 23, 22, 30, 29, 28, 27, 20, 19, 34, 33, 32, 51, 38]\n",
            "30 1 [27, 26, 25, 24, 23, 37, 36, 35, 34, 33, 21, 20, 31, 45, 44, 43, 42, 41, 40, 39, 29, 50, 49, 48, 47]\n",
            "31 1 [37, 36, 27, 17, 16, 51, 50, 30, 29, 25, 14, 34, 23, 22, 20, 19, 44, 32, 42, 41, 40, 39, 48, 47, 46]\n",
            "32 1 [28, 41, 16, 15, 19, 18, 39, 38, 37, 36, 35, 30, 44, 43, 23, 21, 33, 32, 50, 49, 48, 47, 46, 26, 25]\n",
            "33 1 [50, 49, 39, 19, 30, 29, 27, 26, 25, 24, 23, 22, 21, 35, 34, 33, 32, 37, 47, 46, 45, 44, 43, 42, 41]\n",
            "34 1 [16, 15, 19, 18, 47, 50, 49, 45, 32, 31, 30, 29, 28, 23, 35, 34, 43, 42, 41, 26, 25, 39, 38, 37, 21]\n",
            "35 1 [29, 21, 20, 19, 23, 50, 49, 48, 38, 37, 36, 35, 34, 33, 32, 31, 40, 46, 45, 44, 43, 42, 27, 26, 25]\n",
            "36 1 [25, 24, 23, 22, 29, 28, 27, 37, 36, 35, 34, 33, 32, 31, 42, 41, 40, 39, 48, 47, 46, 45, 44, 51, 50]\n",
            "37 1 [36, 35, 28, 27, 26, 25, 24, 23, 21, 33, 32, 31, 30, 41, 40, 39, 38, 50, 49, 48, 47, 46, 45, 44, 43]\n",
            "38 1 [40, 17, 29, 28, 27, 26, 25, 24, 42, 22, 20, 19, 15, 14, 48, 47, 46, 44, 38, 37, 50, 31, 35, 34, 33]\n",
            "39 1 [49, 48, 28, 22, 32, 31, 30, 15, 43, 42, 35, 34, 46, 45, 20, 19, 26, 25, 24, 40, 39, 38, 37, 17, 51]\n",
            "40 1 [28, 27, 19, 18, 22, 21, 50, 49, 48, 47, 33, 32, 31, 30, 39, 38, 37, 36, 35, 45, 44, 42, 41, 25, 24]\n",
            "41 1 [37, 36, 46, 19, 18, 17, 40, 39, 28, 27, 26, 25, 24, 22, 21, 34, 33, 32, 31, 30, 48, 50, 44, 43, 42]\n",
            "42 1 [21, 20, 19, 18, 17, 26, 38, 32, 31, 36, 15, 14, 42, 40, 51, 50, 49, 48, 46, 44, 29, 28, 34, 24, 23]\n",
            "43 1 [49, 22, 21, 20, 19, 47, 25, 24, 30, 29, 28, 27, 37, 51, 35, 34, 33, 32, 45, 44, 43, 42, 41, 40, 39]\n",
            "44 1 [26, 39, 38, 24, 49, 48, 47, 46, 22, 21, 36, 35, 34, 33, 17, 19, 31, 30, 29, 28, 51, 44, 43, 42, 41]\n",
            "45 1 [24, 23, 22, 21, 20, 27, 26, 38, 37, 36, 35, 34, 33, 32, 49, 41, 40, 18, 30, 29, 45, 44, 43, 51, 47]\n",
            "46 1 [17, 44, 43, 22, 21, 20, 19, 41, 40, 39, 27, 26, 25, 24, 37, 35, 33, 32, 31, 29, 51, 49, 48, 47, 46]\n",
            "47 1 [39, 22, 20, 19, 17, 16, 35, 34, 33, 31, 30, 29, 24, 27, 26, 50, 49, 48, 47, 46, 45, 43, 42, 41, 37]\n",
            "48 1 [49, 40, 29, 28, 51, 22, 21, 20, 19, 18, 35, 34, 33, 26, 38, 37, 31, 42, 47, 24, 16, 15, 14, 45, 44]\n",
            "49 1 [46, 49, 48, 26, 33, 24, 23, 22, 18, 17, 16, 51, 31, 30, 20, 28, 44, 43, 41, 40, 39, 38, 37, 36, 35]\n",
            "50 1 [18, 21, 20, 27, 35, 51, 50, 49, 48, 47, 25, 24, 23, 29, 16, 45, 44, 40, 39, 38, 37, 42, 33, 32, 31]\n",
            "51 1 [32, 31, 30, 29, 28, 27, 26, 38, 40, 22, 20, 24, 36, 18, 17, 50, 49, 48, 47, 46, 45, 44, 43, 42, 34]\n",
            "52 1 [19, 18, 16, 15, 29, 25, 24, 27, 22, 21, 33, 32, 31, 40, 39, 46, 45, 44, 37, 36, 35, 42, 50, 49, 48]\n",
            "53 1 [46, 45, 25, 24, 23, 22, 21, 50, 31, 30, 29, 19, 18, 34, 33, 48, 43, 42, 41, 40, 39, 38, 37, 36, 27]\n",
            "54 1 [27, 23, 22, 21, 25, 40, 51, 50, 49, 48, 35, 34, 46, 45, 44, 43, 42, 32, 19, 18, 17, 38, 37, 30, 29]\n",
            "55 1 [25, 24, 23, 18, 17, 51, 50, 49, 40, 39, 34, 37, 36, 32, 30, 29, 28, 27, 45, 44, 43, 42, 47, 21, 20]\n",
            "56 1 [24, 23, 22, 21, 20, 33, 32, 31, 26, 29, 28, 40, 39, 38, 37, 51, 50, 49, 47, 46, 45, 44, 43, 42, 35]\n",
            "57 1 [36, 31, 30, 29, 28, 14, 38, 47, 49, 34, 33, 45, 44, 19, 18, 22, 21, 26, 25, 24, 51, 16, 42, 41, 40]\n",
            "58 1 [24, 23, 22, 21, 19, 35, 34, 33, 28, 27, 26, 50, 48, 47, 46, 45, 44, 43, 17, 37, 31, 30, 41, 40, 39]\n",
            "59 1 [26, 25, 24, 23, 21, 20, 28, 34, 33, 32, 31, 30, 51, 50, 49, 48, 43, 42, 41, 40, 46, 45, 38, 37, 36]\n",
            "60 1 [23, 22, 21, 20, 51, 42, 18, 44, 32, 30, 29, 28, 27, 26, 25, 49, 48, 47, 46, 36, 35, 34, 40, 39, 38]\n",
            "61 1 [28, 27, 25, 24, 44, 47, 46, 22, 21, 16, 30, 19, 18, 50, 49, 42, 41, 40, 39, 38, 37, 35, 34, 33, 32]\n",
            "62 1 [26, 25, 18, 17, 23, 48, 47, 46, 45, 37, 36, 35, 34, 32, 31, 29, 28, 21, 20, 50, 43, 42, 41, 40, 39]\n",
            "63 1 [51, 49, 48, 20, 19, 36, 46, 45, 44, 17, 32, 31, 30, 29, 28, 27, 42, 41, 40, 39, 38, 34, 25, 24, 22]\n",
            "64 1 [21, 20, 19, 29, 28, 50, 49, 47, 38, 37, 36, 35, 34, 33, 31, 45, 44, 43, 42, 41, 40, 26, 25, 24, 23]\n",
            "65 1 [33, 37, 19, 21, 35, 44, 46, 17, 16, 15, 28, 27, 26, 25, 24, 23, 31, 30, 50, 49, 48, 42, 41, 40, 39]\n",
            "66 1 [48, 24, 23, 22, 41, 40, 39, 20, 34, 46, 29, 28, 27, 26, 51, 50, 18, 17, 16, 32, 31, 44, 43, 37, 36]\n",
            "67 1 [32, 31, 30, 29, 28, 27, 26, 39, 38, 37, 36, 34, 44, 43, 42, 41, 24, 23, 22, 21, 20, 46, 50, 49, 48]\n",
            "68 1 [30, 29, 28, 27, 19, 47, 25, 24, 23, 22, 21, 51, 45, 43, 42, 41, 40, 39, 49, 37, 36, 35, 34, 33, 32]\n",
            "69 1 [21, 20, 19, 26, 25, 37, 23, 39, 35, 34, 33, 32, 31, 30, 29, 28, 44, 43, 48, 14, 17, 16, 46, 50, 41]\n",
            "70 1 [51, 30, 28, 27, 26, 25, 20, 36, 35, 34, 33, 32, 38, 23, 22, 49, 48, 47, 46, 45, 44, 43, 18, 41, 40]\n",
            "71 1 [44, 24, 23, 22, 28, 27, 26, 42, 41, 40, 33, 32, 31, 30, 20, 51, 50, 49, 47, 46, 18, 38, 37, 36, 35]\n",
            "72 1 [37, 39, 24, 28, 27, 26, 22, 35, 34, 33, 32, 31, 30, 45, 44, 43, 42, 41, 48, 47, 50, 20, 19, 18, 17]\n",
            "73 1 [28, 27, 26, 25, 24, 23, 22, 30, 18, 39, 33, 32, 45, 44, 43, 42, 41, 37, 36, 35, 20, 51, 50, 48, 47]\n",
            "74 1 [32, 31, 29, 28, 36, 39, 38, 26, 25, 24, 23, 22, 20, 34, 41, 18, 51, 50, 49, 48, 47, 46, 45, 44, 43]\n",
            "75 1 [27, 21, 20, 19, 42, 25, 23, 30, 29, 40, 17, 16, 15, 47, 46, 45, 44, 36, 35, 34, 33, 32, 50, 49, 38]\n",
            "76 1 [17, 24, 42, 28, 22, 20, 19, 35, 34, 33, 32, 31, 30, 26, 51, 50, 49, 48, 47, 46, 45, 44, 38, 37, 40]\n",
            "77 1 [45, 44, 20, 19, 49, 47, 10, 51, 17, 16, 34, 26, 28, 32, 40, 39, 22, 24, 14, 13, 12, 42, 37, 36, 30]\n",
            "78 1 [47, 46, 45, 24, 23, 22, 21, 20, 19, 30, 29, 28, 27, 26, 49, 37, 36, 35, 43, 33, 32, 41, 40, 39, 51]\n",
            "79 1 [51, 17, 30, 29, 49, 48, 47, 46, 45, 19, 27, 26, 25, 21, 38, 37, 15, 43, 42, 41, 40, 32, 23, 35, 34]\n",
            "80 1 [39, 19, 17, 16, 15, 46, 45, 23, 22, 21, 25, 50, 49, 48, 29, 27, 33, 32, 31, 37, 36, 35, 43, 42, 41]\n",
            "81 1 [46, 45, 19, 18, 17, 35, 34, 25, 21, 32, 31, 30, 12, 48, 28, 27, 40, 39, 23, 43, 42, 37, 15, 14, 50]\n",
            "82 1 [32, 31, 30, 23, 22, 40, 49, 38, 20, 19, 18, 51, 36, 35, 34, 28, 27, 26, 25, 47, 46, 45, 44, 43, 42]\n",
            "83 1 [36, 22, 21, 19, 18, 51, 29, 28, 27, 38, 25, 24, 49, 48, 47, 46, 44, 43, 42, 41, 40, 34, 33, 32, 31]\n",
            "84 1 [37, 36, 35, 28, 27, 26, 25, 24, 23, 22, 17, 16, 46, 40, 39, 49, 48, 31, 30, 20, 19, 44, 33, 51, 42]\n",
            "85 1 [51, 44, 49, 21, 20, 19, 18, 26, 25, 24, 23, 30, 29, 28, 42, 35, 34, 33, 32, 47, 46, 40, 39, 38, 37]\n",
            "86 1 [46, 42, 44, 20, 19, 50, 49, 48, 27, 26, 25, 24, 23, 22, 40, 39, 38, 37, 36, 35, 34, 33, 32, 30, 29]\n",
            "87 1 [48, 25, 24, 23, 22, 51, 50, 32, 46, 20, 19, 18, 30, 29, 28, 27, 34, 42, 41, 40, 39, 38, 37, 36, 44]\n",
            "88 1 [12, 31, 37, 26, 25, 24, 23, 18, 39, 16, 15, 14, 41, 48, 47, 50, 33, 29, 28, 21, 20, 35, 45, 44, 43]\n",
            "89 1 [43, 45, 19, 18, 17, 24, 31, 30, 29, 28, 27, 26, 50, 48, 47, 38, 37, 36, 35, 34, 33, 22, 21, 41, 40]\n",
            "90 1 [35, 34, 44, 20, 51, 50, 49, 48, 38, 37, 32, 31, 29, 28, 42, 41, 40, 26, 25, 24, 23, 22, 46, 18, 17]\n",
            "91 1 [49, 43, 42, 21, 30, 29, 28, 27, 26, 25, 24, 23, 47, 46, 45, 51, 40, 39, 38, 37, 36, 35, 34, 33, 32]\n",
            "92 1 [30, 29, 23, 22, 21, 20, 19, 18, 51, 27, 25, 46, 45, 44, 43, 49, 48, 35, 33, 32, 41, 40, 39, 38, 37]\n",
            "93 1 [47, 22, 21, 20, 19, 18, 39, 37, 35, 34, 33, 32, 51, 50, 49, 27, 26, 45, 44, 43, 42, 41, 24, 30, 29]\n",
            "94 1 [32, 31, 30, 29, 28, 41, 40, 38, 23, 22, 21, 20, 19, 50, 49, 48, 47, 46, 26, 25, 44, 43, 36, 35, 34]\n",
            "95 1 [43, 45, 25, 24, 23, 51, 50, 49, 48, 47, 21, 38, 37, 36, 41, 40, 19, 27, 34, 33, 32, 31, 30, 29, 17]\n",
            "96 1 [41, 40, 39, 18, 17, 44, 43, 33, 32, 31, 30, 37, 23, 22, 51, 50, 49, 20, 47, 46, 28, 27, 26, 25, 35]\n",
            "97 1 [50, 30, 32, 24, 23, 22, 21, 20, 28, 27, 26, 16, 18, 42, 41, 48, 47, 46, 45, 44, 35, 34, 39, 38, 37]\n",
            "98 1 [44, 46, 23, 22, 42, 50, 49, 48, 18, 17, 16, 25, 20, 40, 39, 38, 36, 35, 34, 33, 31, 30, 29, 28, 27]\n",
            "99 1 [50, 24, 23, 22, 21, 14, 43, 39, 38, 37, 36, 19, 29, 28, 31, 41, 48, 47, 46, 45, 34, 33, 17, 16, 26]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 45 =========== \n",
            "\n",
            "Pareto sort 10\n",
            "10 3\n",
            "H_group [[29, 28, 27, 25, 24, 23, 22, 19, 20, 21, 17, 16, 15, 14, 11, 12, 5, 9, 7, 3, 8, 2, 6, 4, 1], [51, 50, 48, 25, 36, 35, 29, 28, 27, 33, 46, 45, 44, 43, 42, 41, 31, 20, 22, 18, 19, 21, 39, 38, 23], [37, 36, 34, 33, 31, 30, 29, 28, 26, 24, 22, 21, 20, 18, 17, 15, 14, 13, 11, 9, 6, 7, 5, 3, 1]]\n",
            "L_group [[40, 38, 36, 34, 33, 31, 29, 28, 26, 25, 23, 21, 19, 18, 16, 15, 13, 11, 10, 9, 7, 6, 5, 3, 1], [40, 39, 38, 37, 34, 35, 32, 30, 28, 27, 25, 23, 21, 20, 18, 16, 14, 12, 11, 9, 7, 6, 4, 2, 1], [45, 44, 20, 19, 49, 47, 10, 51, 17, 16, 34, 26, 28, 32, 40, 39, 22, 24, 14, 13, 12, 42, 37, 36, 30]]\n",
            "\n",
            "|--- Client 11 <= 22.50\n",
            "|   |--- class: 1\n",
            "|--- Client 11 >  22.50\n",
            "|   |--- Client 21 <= 15.50\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 21 >  15.50\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [38, 37, 36, 35, 34, 21, 20, 24, 23, 32, 31, 29, 28, 27, 26, 51, 49, 48, 47, 43, 45, 41, 40, 18, 17]\n",
            "1 1 [43, 42, 41, 27, 26, 30, 29, 16, 19, 18, 45, 39, 38, 37, 48, 47, 24, 23, 22, 21, 33, 32, 35, 51, 50]\n",
            "2 1 [45, 44, 43, 35, 34, 38, 37, 51, 50, 41, 40, 48, 47, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21]\n",
            "3 1 [39, 37, 51, 50, 49, 48, 35, 27, 31, 41, 23, 46, 45, 44, 43, 25, 17, 16, 15, 14, 29, 21, 20, 19, 33]\n",
            "4 1 [30, 29, 28, 35, 51, 21, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 19, 33, 32, 37, 26, 25, 24, 23]\n",
            "5 1 [46, 40, 39, 38, 37, 28, 18, 17, 44, 35, 34, 33, 32, 31, 30, 50, 42, 26, 25, 24, 23, 22, 21, 20, 48]\n",
            "6 1 [28, 27, 43, 42, 45, 50, 38, 22, 21, 20, 48, 47, 25, 24, 34, 33, 32, 31, 30, 36, 40, 18, 16, 15, 14]\n",
            "7 1 [23, 22, 21, 25, 51, 38, 37, 44, 43, 42, 35, 34, 33, 49, 48, 19, 18, 17, 40, 15, 46, 29, 28, 27, 31]\n",
            "8 1 [11, 38, 37, 36, 35, 26, 49, 47, 22, 18, 45, 44, 43, 41, 40, 33, 32, 30, 20, 24, 28, 14, 13, 51, 16]\n",
            "9 1 [32, 31, 30, 29, 28, 21, 20, 49, 48, 26, 51, 24, 23, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 46, 45]\n",
            "10 1 [34, 33, 32, 31, 30, 29, 28, 36, 23, 21, 20, 19, 18, 48, 46, 44, 43, 42, 41, 40, 39, 38, 26, 25, 50]\n",
            "11 1 [33, 32, 31, 23, 22, 21, 20, 19, 49, 37, 47, 35, 29, 25, 51, 45, 44, 43, 42, 41, 40, 39, 27, 17, 16]\n",
            "12 1 [48, 51, 50, 34, 15, 14, 46, 17, 20, 19, 44, 42, 41, 40, 39, 24, 23, 22, 29, 32, 31, 37, 36, 27, 26]\n",
            "13 1 [46, 31, 30, 26, 28, 51, 50, 49, 48, 33, 38, 37, 36, 35, 22, 21, 20, 19, 18, 24, 16, 44, 43, 41, 40]\n",
            "14 1 [35, 34, 33, 40, 39, 50, 49, 48, 46, 37, 25, 24, 23, 22, 21, 20, 19, 18, 28, 27, 44, 43, 42, 31, 30]\n",
            "15 1 [43, 42, 41, 40, 33, 32, 31, 30, 35, 28, 27, 26, 25, 24, 23, 22, 21, 47, 46, 45, 51, 50, 49, 38, 37]\n",
            "16 1 [36, 35, 45, 44, 31, 33, 47, 18, 17, 16, 15, 39, 38, 20, 50, 49, 29, 28, 27, 26, 42, 41, 24, 23, 22]\n",
            "17 1 [28, 27, 26, 49, 48, 47, 39, 38, 37, 36, 35, 33, 32, 31, 30, 51, 24, 23, 45, 44, 43, 42, 41, 21, 20]\n",
            "18 1 [45, 44, 43, 42, 41, 34, 33, 39, 38, 37, 36, 22, 47, 31, 30, 20, 19, 18, 17, 25, 24, 28, 27, 50, 49]\n",
            "19 1 [38, 37, 36, 35, 34, 33, 32, 26, 30, 48, 47, 46, 24, 13, 22, 21, 42, 28, 44, 19, 40, 15, 51, 50, 17]\n",
            "20 1 [20, 27, 26, 25, 24, 40, 39, 38, 51, 50, 49, 48, 22, 46, 45, 44, 42, 36, 35, 34, 33, 32, 31, 30, 29]\n",
            "21 1 [46, 44, 43, 42, 16, 31, 29, 28, 51, 50, 49, 48, 18, 26, 25, 23, 22, 21, 20, 37, 40, 39, 35, 34, 33]\n",
            "22 1 [45, 43, 42, 40, 39, 38, 17, 16, 15, 14, 31, 27, 19, 33, 12, 25, 24, 50, 36, 35, 48, 47, 22, 21, 29]\n",
            "23 1 [29, 44, 43, 50, 49, 19, 18, 17, 41, 40, 39, 38, 37, 36, 35, 47, 46, 33, 25, 24, 23, 15, 27, 31, 21]\n",
            "24 1 [19, 18, 23, 51, 50, 43, 34, 33, 32, 31, 30, 29, 41, 40, 39, 38, 27, 26, 25, 48, 47, 46, 45, 36, 21]\n",
            "25 1 [38, 34, 33, 32, 36, 22, 20, 19, 18, 17, 16, 15, 43, 41, 40, 24, 46, 45, 51, 50, 48, 30, 28, 27, 26]\n",
            "26 1 [40, 39, 38, 42, 25, 24, 23, 36, 35, 44, 21, 20, 19, 18, 31, 30, 29, 16, 51, 50, 49, 48, 46, 33, 27]\n",
            "27 1 [19, 18, 17, 24, 46, 50, 44, 26, 31, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 15, 48, 29, 28, 22, 21]\n",
            "28 1 [42, 41, 23, 22, 21, 20, 19, 33, 25, 31, 30, 29, 28, 27, 39, 38, 37, 36, 35, 48, 47, 46, 44, 51, 50]\n",
            "29 1 [31, 30, 28, 20, 19, 18, 17, 23, 22, 41, 50, 26, 25, 33, 39, 38, 37, 36, 35, 48, 47, 46, 45, 44, 43]\n",
            "30 1 [29, 28, 27, 26, 32, 31, 24, 51, 50, 49, 48, 38, 37, 36, 35, 34, 41, 40, 22, 21, 20, 19, 46, 44, 43]\n",
            "31 1 [25, 24, 23, 22, 51, 50, 33, 32, 31, 30, 29, 28, 27, 48, 47, 46, 45, 44, 37, 35, 20, 42, 41, 40, 39]\n",
            "32 1 [37, 22, 21, 45, 44, 43, 39, 24, 29, 28, 27, 26, 19, 18, 17, 16, 15, 50, 31, 41, 48, 47, 35, 34, 33]\n",
            "33 1 [50, 49, 48, 41, 40, 39, 38, 34, 33, 43, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21, 20, 46, 45, 36]\n",
            "34 1 [44, 43, 51, 50, 49, 48, 47, 46, 28, 20, 19, 18, 22, 26, 25, 24, 39, 38, 37, 31, 30, 41, 35, 34, 33]\n",
            "35 1 [46, 41, 40, 49, 48, 30, 29, 28, 26, 25, 23, 22, 21, 20, 19, 51, 38, 37, 36, 35, 34, 33, 32, 44, 43]\n",
            "36 1 [30, 40, 28, 27, 26, 25, 24, 23, 22, 21, 20, 18, 43, 42, 50, 32, 38, 37, 36, 35, 34, 48, 47, 46, 45]\n",
            "37 1 [25, 21, 50, 49, 14, 45, 44, 43, 42, 17, 16, 19, 29, 40, 47, 12, 23, 38, 27, 36, 35, 34, 33, 32, 31]\n",
            "38 1 [31, 30, 29, 28, 35, 34, 33, 42, 41, 40, 39, 38, 37, 22, 26, 25, 24, 20, 50, 48, 46, 45, 44, 18, 17]\n",
            "39 1 [30, 49, 48, 47, 46, 45, 43, 42, 51, 28, 34, 33, 32, 21, 20, 18, 26, 25, 40, 38, 37, 36, 23, 14, 16]\n",
            "40 1 [36, 35, 34, 33, 32, 51, 50, 44, 43, 41, 39, 38, 22, 21, 20, 19, 18, 46, 48, 27, 16, 25, 24, 30, 29]\n",
            "41 1 [44, 50, 49, 48, 47, 46, 34, 42, 41, 40, 39, 38, 37, 36, 32, 31, 30, 29, 28, 27, 26, 25, 24, 22, 20]\n",
            "42 1 [48, 18, 31, 44, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 46, 29, 27, 26, 25, 24, 23, 22, 21, 20, 50]\n",
            "43 1 [42, 41, 18, 45, 44, 21, 20, 51, 16, 15, 37, 36, 30, 25, 24, 23, 34, 33, 32, 49, 48, 47, 39, 28, 27]\n",
            "44 1 [45, 26, 51, 50, 49, 19, 18, 35, 24, 23, 22, 21, 47, 43, 16, 33, 32, 30, 29, 28, 41, 40, 39, 38, 37]\n",
            "45 1 [43, 42, 16, 23, 22, 21, 20, 19, 18, 47, 45, 31, 30, 35, 51, 50, 49, 40, 33, 28, 27, 26, 25, 38, 37]\n",
            "46 1 [22, 21, 20, 49, 48, 39, 38, 37, 51, 33, 32, 43, 30, 29, 27, 18, 17, 15, 14, 35, 46, 45, 41, 25, 24]\n",
            "47 1 [41, 31, 30, 29, 28, 27, 39, 35, 33, 47, 46, 45, 44, 43, 25, 24, 51, 37, 22, 21, 49, 19, 18, 17, 16]\n",
            "48 1 [25, 24, 48, 47, 32, 31, 34, 38, 37, 36, 45, 44, 43, 42, 41, 40, 29, 28, 27, 22, 21, 20, 19, 50, 17]\n",
            "49 1 [48, 47, 46, 45, 44, 12, 38, 30, 40, 28, 27, 26, 25, 36, 35, 34, 42, 14, 19, 18, 50, 16, 21, 32, 23]\n",
            "50 1 [27, 26, 25, 21, 40, 39, 38, 36, 50, 48, 47, 46, 19, 18, 44, 23, 16, 15, 14, 34, 33, 32, 30, 29, 42]\n",
            "51 1 [28, 27, 26, 24, 47, 46, 45, 20, 22, 18, 51, 50, 49, 43, 41, 40, 39, 38, 37, 35, 34, 33, 32, 31, 30]\n",
            "52 1 [22, 38, 24, 30, 28, 27, 26, 44, 18, 17, 16, 15, 20, 51, 47, 46, 42, 41, 40, 49, 36, 35, 34, 33, 32]\n",
            "53 1 [51, 50, 45, 43, 42, 23, 40, 39, 38, 37, 36, 35, 34, 33, 17, 19, 48, 47, 21, 31, 29, 28, 27, 26, 25]\n",
            "54 1 [35, 22, 21, 20, 19, 18, 28, 27, 30, 33, 32, 25, 24, 51, 50, 49, 48, 47, 39, 38, 37, 45, 44, 43, 41]\n",
            "55 1 [40, 36, 46, 28, 21, 20, 19, 30, 38, 34, 33, 32, 44, 43, 42, 50, 49, 48, 23, 26, 25, 17, 16, 14, 13]\n",
            "56 1 [51, 50, 49, 48, 39, 37, 36, 35, 34, 41, 32, 31, 30, 29, 28, 27, 26, 20, 19, 44, 43, 24, 23, 22, 46]\n",
            "57 1 [51, 41, 40, 39, 38, 49, 48, 47, 45, 44, 43, 21, 36, 35, 34, 33, 19, 18, 31, 29, 28, 27, 26, 25, 23]\n",
            "58 1 [43, 24, 26, 15, 19, 18, 17, 22, 21, 37, 30, 28, 48, 47, 46, 45, 51, 50, 41, 40, 39, 35, 34, 33, 32]\n",
            "59 1 [46, 45, 44, 23, 22, 21, 20, 19, 18, 33, 32, 30, 29, 35, 25, 42, 41, 40, 39, 38, 37, 51, 27, 49, 48]\n",
            "60 1 [42, 41, 48, 47, 46, 45, 44, 18, 17, 39, 31, 30, 24, 22, 21, 20, 51, 50, 28, 27, 26, 37, 36, 35, 33]\n",
            "61 1 [46, 18, 20, 44, 26, 25, 24, 23, 22, 35, 51, 50, 49, 48, 33, 31, 30, 29, 28, 42, 41, 40, 39, 38, 37]\n",
            "62 1 [21, 20, 27, 18, 46, 45, 44, 43, 42, 13, 23, 32, 31, 29, 38, 37, 40, 51, 50, 35, 34, 25, 48, 16, 15]\n",
            "63 1 [45, 44, 43, 42, 29, 21, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 49, 48, 47, 51, 27, 26, 25, 24, 23]\n",
            "64 1 [21, 20, 19, 32, 31, 27, 45, 44, 43, 42, 41, 40, 39, 37, 36, 35, 34, 25, 24, 23, 50, 49, 48, 47, 29]\n",
            "65 1 [25, 24, 23, 22, 21, 20, 51, 44, 49, 18, 42, 35, 34, 33, 32, 31, 40, 39, 38, 37, 47, 46, 29, 28, 27]\n",
            "66 1 [23, 22, 47, 46, 45, 44, 43, 42, 51, 50, 49, 36, 35, 34, 33, 32, 31, 40, 39, 38, 29, 28, 27, 26, 25]\n",
            "67 1 [44, 38, 37, 28, 27, 26, 22, 21, 20, 19, 18, 24, 51, 50, 49, 16, 47, 46, 40, 35, 34, 42, 32, 31, 30]\n",
            "68 1 [48, 46, 45, 44, 43, 24, 23, 22, 21, 32, 31, 41, 17, 39, 37, 36, 35, 34, 29, 28, 27, 26, 19, 51, 50]\n",
            "69 1 [40, 36, 26, 25, 23, 22, 16, 15, 14, 50, 49, 48, 47, 29, 28, 31, 43, 42, 20, 19, 18, 34, 33, 38, 45]\n",
            "70 1 [46, 45, 29, 17, 43, 42, 41, 40, 39, 27, 26, 19, 48, 37, 24, 23, 22, 21, 51, 50, 35, 34, 33, 32, 31]\n",
            "71 1 [51, 50, 49, 48, 41, 40, 39, 38, 36, 35, 34, 28, 27, 26, 25, 24, 22, 21, 32, 31, 30, 46, 45, 44, 43]\n",
            "72 1 [50, 18, 17, 41, 46, 39, 38, 28, 27, 25, 24, 23, 33, 32, 31, 30, 21, 20, 15, 14, 44, 43, 48, 36, 35]\n",
            "73 1 [39, 25, 31, 30, 33, 23, 21, 37, 36, 35, 28, 27, 43, 42, 41, 50, 49, 47, 46, 45, 19, 18, 17, 16, 15]\n",
            "74 1 [25, 24, 23, 22, 38, 37, 35, 34, 33, 28, 27, 45, 44, 43, 42, 41, 40, 31, 30, 49, 48, 47, 20, 19, 51]\n",
            "75 1 [50, 49, 39, 18, 13, 12, 16, 15, 32, 41, 37, 36, 28, 27, 45, 44, 43, 20, 25, 24, 23, 22, 47, 34, 30]\n",
            "76 1 [40, 39, 38, 37, 29, 27, 25, 24, 23, 22, 21, 35, 34, 33, 32, 31, 43, 42, 51, 50, 49, 48, 47, 46, 45]\n",
            "77 1 [43, 45, 19, 17, 36, 35, 34, 13, 39, 38, 15, 32, 31, 30, 41, 28, 27, 26, 25, 23, 50, 49, 48, 47, 21]\n",
            "78 1 [20, 18, 17, 32, 31, 30, 15, 48, 47, 46, 28, 27, 38, 36, 35, 34, 44, 43, 42, 41, 40, 50, 23, 22, 25]\n",
            "79 1 [22, 42, 50, 49, 20, 26, 16, 47, 14, 13, 12, 33, 31, 30, 24, 40, 39, 38, 37, 36, 35, 28, 45, 44, 18]\n",
            "80 1 [42, 41, 40, 39, 38, 37, 36, 35, 34, 49, 48, 51, 32, 31, 29, 28, 27, 26, 21, 20, 19, 46, 44, 24, 23]\n",
            "81 1 [42, 28, 27, 26, 25, 24, 23, 22, 21, 47, 46, 45, 44, 51, 31, 30, 35, 34, 33, 19, 40, 39, 38, 37, 49]\n",
            "82 1 [21, 20, 14, 16, 29, 28, 39, 38, 37, 24, 23, 47, 35, 34, 49, 26, 45, 44, 43, 42, 41, 18, 51, 32, 31]\n",
            "83 1 [30, 29, 27, 26, 25, 24, 23, 36, 51, 50, 49, 48, 47, 45, 44, 43, 42, 41, 21, 20, 39, 38, 34, 33, 32]\n",
            "84 1 [45, 44, 43, 27, 26, 51, 50, 49, 30, 29, 35, 34, 33, 32, 47, 24, 22, 21, 39, 38, 37, 41, 19, 18, 17]\n",
            "85 1 [32, 50, 49, 48, 47, 41, 30, 29, 28, 21, 20, 39, 38, 18, 17, 26, 25, 15, 45, 44, 43, 23, 34, 36, 13]\n",
            "86 1 [40, 39, 38, 37, 36, 35, 46, 45, 26, 25, 24, 23, 22, 48, 33, 32, 31, 30, 29, 28, 43, 42, 20, 19, 50]\n",
            "87 1 [43, 35, 34, 33, 32, 39, 30, 37, 41, 45, 28, 27, 26, 25, 24, 50, 49, 48, 47, 22, 21, 20, 19, 18, 17]\n",
            "88 1 [21, 20, 19, 18, 17, 32, 30, 29, 28, 34, 26, 25, 24, 23, 36, 45, 44, 43, 42, 41, 48, 47, 50, 39, 38]\n",
            "89 1 [46, 45, 44, 40, 39, 38, 37, 36, 48, 42, 50, 21, 20, 19, 32, 30, 28, 26, 25, 17, 16, 15, 14, 34, 23]\n",
            "90 1 [21, 20, 19, 47, 40, 38, 37, 36, 15, 34, 45, 26, 25, 24, 23, 51, 43, 42, 49, 17, 32, 31, 30, 29, 28]\n",
            "91 1 [50, 48, 47, 46, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 44, 43, 42]\n",
            "92 1 [29, 27, 36, 41, 23, 22, 25, 20, 19, 18, 17, 16, 32, 31, 34, 45, 44, 43, 51, 50, 49, 48, 47, 39, 38]\n",
            "93 1 [23, 22, 21, 25, 51, 50, 49, 47, 45, 44, 43, 42, 41, 40, 39, 38, 37, 35, 34, 33, 31, 30, 29, 28, 27]\n",
            "94 1 [33, 21, 20, 46, 45, 41, 15, 43, 18, 17, 39, 38, 37, 23, 49, 48, 31, 30, 29, 28, 27, 26, 25, 35, 51]\n",
            "95 1 [27, 26, 29, 31, 38, 34, 33, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 19, 18, 40, 24, 23, 22, 21, 36]\n",
            "96 1 [28, 27, 50, 48, 25, 24, 23, 22, 21, 20, 19, 18, 39, 38, 37, 33, 32, 30, 44, 43, 42, 41, 46, 35, 16]\n",
            "97 1 [33, 32, 31, 23, 27, 26, 25, 21, 20, 19, 17, 50, 29, 39, 38, 37, 36, 35, 46, 45, 44, 43, 42, 41, 48]\n",
            "98 1 [24, 23, 22, 21, 20, 19, 48, 31, 30, 46, 45, 44, 39, 28, 27, 26, 42, 41, 37, 36, 50, 17, 16, 34, 33]\n",
            "99 1 [44, 42, 41, 40, 39, 38, 49, 29, 28, 27, 26, 25, 24, 23, 22, 21, 20, 36, 31, 47, 46, 18, 34, 33, 51]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 46 =========== \n",
            "\n",
            "Pareto sort 21\n",
            "21 6\n",
            "H_group [[50, 48, 47, 46, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 44, 43, 42], [30, 29, 28, 27, 26, 25, 24, 22, 21, 20, 18, 16, 17, 14, 13, 12, 11, 10, 9, 7, 6, 5, 4, 2, 1], [31, 30, 29, 27, 26, 23, 24, 21, 20, 18, 17, 16, 15, 14, 13, 12, 8, 9, 10, 6, 7, 4, 3, 2, 1], [32, 33, 30, 29, 28, 27, 25, 24, 22, 21, 19, 18, 17, 16, 15, 14, 13, 12, 11, 9, 8, 6, 5, 3, 1], [31, 32, 29, 27, 26, 25, 24, 23, 22, 20, 19, 18, 17, 13, 14, 15, 12, 11, 10, 9, 8, 6, 5, 3, 1], [33, 32, 29, 30, 27, 26, 25, 23, 22, 20, 19, 18, 17, 15, 10, 11, 12, 13, 14, 8, 7, 5, 4, 3, 1]]\n",
            "L_group [[39, 38, 36, 34, 33, 31, 29, 27, 26, 24, 22, 21, 20, 18, 17, 16, 14, 12, 11, 10, 8, 6, 5, 3, 1], [17, 16, 21, 31, 30, 23, 22, 14, 20, 19, 44, 48, 47, 46, 50, 42, 41, 35, 34, 33, 28, 27, 39, 37, 25], [40, 38, 36, 34, 33, 31, 29, 27, 25, 24, 22, 21, 20, 18, 17, 16, 14, 12, 11, 9, 7, 6, 4, 2, 1], [40, 39, 37, 35, 34, 32, 30, 28, 26, 24, 22, 20, 19, 18, 17, 15, 14, 12, 10, 8, 6, 4, 3, 2, 1], [15, 14, 13, 12, 30, 28, 27, 48, 35, 40, 20, 19, 18, 17, 46, 38, 50, 33, 32, 23, 22, 25, 37, 44, 42], [11, 38, 37, 36, 35, 26, 49, 47, 22, 18, 45, 44, 43, 41, 40, 33, 32, 30, 20, 24, 28, 14, 13, 51, 16]]\n",
            "\n",
            "|--- Client 11 <= 19.50\n",
            "|   |--- class: 1\n",
            "|--- Client 11 >  19.50\n",
            "|   |--- Client 9 <= 35.50\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 9 >  35.50\n",
            "|   |   |--- class: 1\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [32, 31, 30, 20, 19, 18, 17, 40, 39, 38, 25, 24, 23, 22, 28, 27, 42, 51, 36, 34, 49, 47, 46, 45, 44]\n",
            "1 1 [39, 38, 37, 18, 23, 22, 21, 20, 47, 46, 27, 26, 25, 30, 29, 44, 43, 42, 41, 32, 51, 50, 49, 35, 34]\n",
            "2 1 [23, 51, 50, 49, 48, 33, 46, 42, 41, 19, 26, 25, 39, 38, 37, 36, 35, 17, 21, 44, 31, 30, 29, 28, 15]\n",
            "3 1 [51, 43, 25, 47, 46, 45, 21, 20, 19, 18, 17, 16, 41, 40, 39, 38, 37, 23, 30, 29, 49, 33, 32, 35, 27]\n",
            "4 1 [46, 45, 44, 43, 42, 41, 40, 39, 20, 19, 18, 17, 27, 26, 25, 24, 22, 50, 37, 48, 29, 33, 32, 31, 35]\n",
            "5 1 [51, 50, 22, 21, 20, 19, 45, 44, 43, 24, 41, 40, 39, 38, 37, 36, 35, 28, 27, 26, 48, 47, 33, 31, 30]\n",
            "6 1 [39, 38, 37, 36, 35, 34, 33, 47, 46, 45, 44, 43, 41, 28, 19, 18, 21, 50, 49, 26, 25, 24, 23, 31, 30]\n",
            "7 1 [37, 36, 35, 34, 32, 17, 16, 45, 51, 50, 49, 25, 24, 23, 22, 27, 30, 29, 20, 19, 39, 47, 43, 42, 41]\n",
            "8 1 [13, 41, 25, 24, 23, 37, 51, 50, 43, 21, 39, 15, 48, 47, 46, 45, 17, 19, 33, 32, 30, 29, 28, 27, 35]\n",
            "9 1 [50, 49, 48, 47, 46, 44, 38, 37, 36, 35, 34, 24, 27, 26, 30, 29, 42, 41, 40, 17, 32, 22, 21, 20, 19]\n",
            "10 1 [33, 32, 31, 30, 41, 45, 21, 50, 49, 48, 47, 19, 18, 28, 27, 26, 25, 24, 23, 43, 39, 38, 37, 36, 35]\n",
            "11 1 [51, 50, 24, 23, 22, 21, 20, 40, 39, 38, 31, 30, 45, 44, 43, 42, 36, 35, 34, 33, 48, 47, 28, 27, 26]\n",
            "12 1 [29, 20, 19, 22, 32, 31, 50, 49, 48, 47, 24, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 27, 26]\n",
            "13 1 [27, 33, 46, 48, 35, 11, 22, 21, 20, 19, 18, 17, 44, 43, 41, 31, 51, 50, 29, 25, 24, 37, 15, 39, 13]\n",
            "14 1 [41, 25, 24, 23, 22, 21, 51, 50, 49, 48, 46, 31, 30, 29, 28, 27, 44, 43, 39, 38, 37, 36, 35, 34, 33]\n",
            "15 1 [23, 22, 21, 19, 18, 36, 35, 34, 42, 41, 40, 39, 38, 46, 45, 44, 25, 50, 49, 48, 28, 27, 32, 31, 30]\n",
            "16 1 [45, 16, 15, 28, 27, 26, 25, 21, 36, 51, 49, 48, 47, 40, 39, 38, 34, 33, 32, 30, 19, 18, 43, 42, 23]\n",
            "17 1 [21, 20, 26, 25, 24, 23, 40, 39, 38, 37, 36, 35, 28, 50, 49, 48, 47, 46, 33, 32, 31, 30, 44, 43, 42]\n",
            "18 1 [30, 29, 28, 35, 34, 50, 49, 48, 47, 46, 26, 25, 24, 23, 22, 21, 20, 37, 18, 32, 44, 43, 42, 41, 39]\n",
            "19 1 [42, 44, 37, 36, 35, 34, 46, 40, 39, 30, 32, 20, 19, 28, 27, 26, 25, 24, 23, 22, 17, 16, 51, 49, 48]\n",
            "20 1 [38, 37, 35, 34, 50, 49, 48, 24, 44, 43, 42, 46, 40, 17, 22, 21, 20, 19, 32, 31, 30, 29, 28, 27, 26]\n",
            "21 1 [20, 40, 39, 38, 30, 29, 28, 27, 36, 35, 34, 33, 32, 50, 49, 48, 46, 45, 44, 43, 42, 18, 23, 22, 25]\n",
            "22 1 [32, 31, 30, 29, 28, 51, 50, 49, 48, 38, 37, 36, 26, 46, 45, 44, 43, 42, 41, 40, 34, 24, 23, 22, 21]\n",
            "23 1 [16, 15, 14, 27, 47, 46, 45, 32, 41, 50, 49, 19, 18, 39, 25, 24, 23, 22, 21, 43, 30, 29, 35, 34, 37]\n",
            "24 1 [18, 31, 30, 29, 35, 34, 33, 38, 37, 42, 41, 40, 44, 24, 23, 22, 21, 20, 27, 26, 51, 50, 49, 48, 46]\n",
            "25 1 [39, 38, 37, 48, 47, 46, 45, 44, 51, 50, 21, 35, 34, 33, 42, 41, 31, 30, 29, 28, 27, 26, 25, 24, 23]\n",
            "26 1 [26, 25, 21, 20, 19, 18, 47, 46, 45, 23, 32, 31, 30, 39, 37, 36, 35, 34, 51, 50, 49, 28, 43, 42, 41]\n",
            "27 1 [30, 29, 28, 26, 51, 33, 32, 49, 48, 47, 45, 22, 21, 20, 19, 17, 35, 41, 40, 39, 38, 37, 15, 43, 24]\n",
            "28 1 [20, 19, 18, 26, 25, 24, 23, 22, 41, 46, 39, 38, 50, 49, 48, 32, 31, 30, 29, 28, 44, 43, 36, 35, 34]\n",
            "29 1 [51, 50, 29, 21, 20, 39, 38, 31, 36, 35, 33, 46, 45, 48, 15, 14, 18, 17, 41, 43, 27, 26, 25, 24, 23]\n",
            "30 1 [32, 30, 29, 28, 26, 25, 43, 42, 41, 40, 20, 19, 23, 22, 46, 45, 36, 35, 34, 17, 38, 51, 50, 49, 48]\n",
            "31 1 [43, 42, 41, 40, 39, 38, 49, 48, 47, 46, 45, 33, 32, 31, 30, 51, 25, 24, 23, 21, 20, 28, 27, 36, 35]\n",
            "32 1 [51, 50, 49, 48, 47, 23, 22, 45, 44, 43, 42, 38, 37, 36, 40, 34, 33, 32, 31, 30, 29, 28, 27, 26, 25]\n",
            "33 1 [25, 24, 23, 22, 21, 20, 19, 18, 17, 16, 14, 29, 31, 36, 38, 49, 47, 43, 42, 34, 33, 40, 27, 51, 45]\n",
            "34 1 [32, 31, 30, 29, 25, 24, 23, 38, 48, 40, 21, 20, 19, 27, 46, 42, 17, 51, 50, 15, 36, 35, 34, 13, 44]\n",
            "35 1 [20, 51, 43, 42, 25, 24, 23, 22, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 49, 47, 46, 45, 27]\n",
            "36 1 [21, 24, 23, 51, 50, 49, 48, 47, 46, 42, 41, 40, 39, 38, 37, 36, 35, 34, 44, 32, 31, 30, 29, 27, 26]\n",
            "37 1 [49, 27, 26, 32, 31, 30, 29, 20, 24, 18, 17, 16, 22, 51, 47, 46, 45, 44, 43, 42, 41, 34, 39, 37, 36]\n",
            "38 1 [31, 30, 29, 28, 27, 26, 25, 24, 49, 41, 40, 39, 38, 36, 35, 34, 33, 51, 45, 44, 43, 47, 22, 21, 20]\n",
            "39 1 [45, 44, 27, 26, 25, 51, 50, 23, 21, 20, 19, 18, 39, 38, 37, 35, 34, 33, 32, 31, 42, 41, 29, 48, 47]\n",
            "40 1 [15, 22, 21, 40, 34, 33, 32, 31, 48, 47, 46, 38, 29, 28, 27, 19, 17, 25, 24, 36, 51, 50, 44, 43, 42]\n",
            "41 1 [45, 30, 29, 38, 27, 43, 42, 41, 40, 36, 35, 34, 33, 32, 51, 50, 49, 48, 47, 25, 24, 23, 22, 21, 19]\n",
            "42 1 [31, 36, 27, 46, 45, 44, 43, 34, 33, 20, 19, 18, 17, 41, 40, 39, 38, 51, 25, 24, 23, 22, 49, 48, 29]\n",
            "43 1 [46, 45, 43, 42, 30, 29, 40, 39, 38, 37, 27, 23, 22, 16, 35, 34, 33, 32, 51, 20, 19, 18, 49, 48, 25]\n",
            "44 1 [21, 20, 19, 45, 43, 42, 40, 39, 37, 33, 32, 31, 30, 47, 17, 51, 50, 49, 35, 28, 27, 26, 25, 24, 23]\n",
            "45 1 [29, 12, 11, 10, 42, 36, 34, 33, 38, 40, 20, 22, 31, 27, 26, 50, 49, 18, 16, 15, 14, 47, 46, 44, 24]\n",
            "46 1 [43, 42, 33, 23, 22, 47, 40, 39, 38, 31, 30, 20, 19, 18, 17, 16, 36, 35, 49, 45, 51, 28, 27, 26, 25]\n",
            "47 1 [21, 20, 29, 27, 26, 25, 51, 50, 49, 48, 47, 46, 45, 43, 42, 41, 40, 35, 34, 33, 32, 31, 23, 38, 37]\n",
            "48 1 [51, 26, 25, 24, 39, 38, 37, 35, 49, 48, 47, 46, 45, 44, 42, 41, 33, 32, 31, 29, 28, 22, 21, 20, 19]\n",
            "49 1 [24, 23, 22, 21, 20, 19, 18, 26, 48, 47, 30, 29, 28, 16, 38, 37, 35, 34, 45, 44, 43, 42, 40, 32, 50]\n",
            "50 1 [25, 32, 31, 30, 29, 27, 34, 41, 40, 39, 38, 37, 36, 23, 22, 21, 51, 50, 49, 48, 47, 46, 45, 44, 43]\n",
            "51 1 [20, 19, 23, 22, 46, 45, 31, 30, 29, 27, 17, 43, 42, 33, 25, 40, 39, 38, 37, 36, 35, 51, 50, 49, 48]\n",
            "52 1 [51, 50, 32, 24, 48, 47, 45, 44, 20, 19, 18, 17, 37, 36, 35, 34, 42, 41, 30, 29, 28, 15, 39, 22, 26]\n",
            "53 1 [24, 23, 22, 21, 20, 40, 34, 33, 44, 48, 51, 50, 46, 31, 38, 37, 36, 42, 29, 28, 27, 26, 16, 15, 18]\n",
            "54 1 [26, 28, 20, 19, 51, 50, 48, 47, 46, 39, 38, 37, 36, 35, 33, 32, 31, 30, 44, 43, 42, 41, 24, 23, 22]\n",
            "55 1 [17, 24, 34, 33, 32, 41, 40, 39, 44, 43, 22, 21, 20, 19, 37, 36, 30, 29, 28, 27, 26, 50, 49, 47, 46]\n",
            "56 1 [39, 37, 36, 34, 33, 32, 31, 24, 43, 42, 41, 22, 21, 29, 28, 27, 26, 51, 50, 49, 48, 47, 46, 45, 19]\n",
            "57 1 [20, 19, 18, 30, 29, 41, 49, 48, 47, 46, 51, 39, 38, 37, 27, 26, 44, 43, 35, 34, 33, 32, 24, 23, 22]\n",
            "58 1 [44, 43, 42, 40, 39, 38, 37, 49, 48, 47, 46, 24, 23, 22, 21, 51, 35, 34, 33, 32, 28, 27, 26, 30, 19]\n",
            "59 1 [47, 46, 45, 44, 43, 42, 41, 40, 39, 50, 49, 27, 26, 29, 24, 20, 18, 22, 37, 36, 35, 34, 33, 32, 31]\n",
            "60 1 [26, 18, 17, 50, 49, 48, 47, 46, 45, 44, 43, 39, 38, 33, 32, 31, 30, 36, 35, 28, 20, 41, 24, 23, 22]\n",
            "61 1 [45, 17, 43, 42, 27, 26, 25, 37, 36, 35, 34, 33, 31, 40, 39, 51, 50, 49, 23, 22, 21, 20, 19, 29, 47]\n",
            "62 1 [17, 32, 20, 19, 48, 47, 41, 45, 44, 43, 39, 38, 37, 36, 35, 34, 24, 23, 22, 27, 26, 30, 29, 51, 50]\n",
            "63 1 [48, 47, 46, 45, 40, 39, 38, 37, 51, 50, 35, 43, 42, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22]\n",
            "64 1 [18, 24, 23, 22, 16, 48, 47, 46, 45, 20, 43, 42, 35, 27, 26, 33, 32, 31, 51, 50, 29, 40, 39, 38, 37]\n",
            "65 1 [20, 19, 18, 17, 16, 47, 46, 45, 50, 49, 38, 36, 35, 27, 26, 25, 24, 31, 33, 22, 29, 43, 42, 41, 40]\n",
            "66 1 [39, 24, 23, 41, 21, 20, 30, 50, 49, 48, 47, 46, 37, 26, 35, 18, 44, 43, 16, 15, 14, 13, 33, 32, 28]\n",
            "67 1 [40, 39, 20, 33, 32, 16, 44, 43, 42, 27, 26, 49, 48, 47, 46, 24, 23, 22, 37, 36, 35, 18, 30, 29, 51]\n",
            "68 1 [46, 45, 21, 27, 26, 25, 24, 23, 48, 35, 34, 33, 32, 31, 43, 42, 40, 39, 38, 37, 17, 16, 19, 29, 50]\n",
            "69 1 [50, 49, 48, 47, 45, 22, 13, 36, 20, 19, 18, 38, 24, 30, 28, 27, 26, 16, 15, 34, 33, 32, 43, 42, 40]\n",
            "70 1 [45, 44, 43, 41, 40, 39, 38, 37, 36, 49, 48, 47, 34, 25, 24, 23, 22, 21, 20, 51, 32, 30, 29, 28, 27]\n",
            "71 1 [42, 40, 39, 35, 37, 51, 50, 49, 48, 47, 46, 45, 44, 23, 22, 21, 20, 19, 33, 31, 30, 29, 28, 27, 25]\n",
            "72 1 [25, 16, 32, 31, 36, 34, 42, 41, 40, 39, 38, 19, 18, 23, 22, 21, 29, 51, 49, 14, 13, 47, 46, 27, 44]\n",
            "73 1 [19, 31, 30, 17, 41, 40, 26, 28, 44, 43, 48, 24, 15, 46, 22, 21, 51, 50, 38, 37, 36, 34, 33, 13, 11]\n",
            "74 1 [31, 30, 29, 38, 37, 51, 50, 49, 48, 47, 35, 34, 33, 27, 20, 22, 16, 40, 18, 45, 44, 43, 42, 25, 24]\n",
            "75 1 [44, 43, 42, 41, 28, 27, 26, 25, 46, 21, 19, 18, 51, 50, 49, 48, 39, 38, 23, 36, 34, 33, 32, 31, 30]\n",
            "76 1 [42, 38, 40, 28, 27, 26, 50, 49, 48, 47, 46, 45, 44, 31, 30, 15, 34, 33, 20, 19, 18, 17, 36, 22, 24]\n",
            "77 1 [21, 20, 19, 50, 49, 48, 47, 46, 45, 38, 23, 26, 25, 36, 35, 34, 43, 42, 41, 40, 32, 31, 30, 29, 28]\n",
            "78 1 [32, 15, 14, 30, 12, 21, 24, 23, 41, 40, 39, 28, 27, 26, 48, 50, 37, 36, 34, 10, 44, 43, 17, 19, 46]\n",
            "79 1 [30, 29, 24, 23, 22, 21, 33, 32, 45, 17, 27, 26, 38, 50, 49, 48, 47, 19, 15, 43, 42, 41, 40, 36, 35]\n",
            "80 1 [47, 46, 45, 29, 28, 27, 43, 42, 41, 40, 39, 38, 37, 25, 24, 31, 50, 49, 18, 35, 34, 33, 22, 21, 20]\n",
            "81 1 [35, 48, 47, 46, 44, 33, 32, 31, 42, 24, 23, 22, 21, 20, 18, 17, 29, 28, 27, 26, 50, 40, 39, 38, 37]\n",
            "82 1 [48, 47, 46, 45, 44, 40, 39, 38, 15, 20, 19, 17, 36, 42, 22, 50, 29, 28, 31, 13, 26, 25, 24, 34, 33]\n",
            "83 1 [39, 23, 22, 42, 41, 20, 19, 27, 26, 25, 17, 16, 34, 33, 32, 31, 30, 29, 48, 47, 37, 36, 50, 45, 44]\n",
            "84 1 [22, 21, 20, 50, 49, 48, 47, 46, 45, 44, 43, 31, 30, 29, 28, 27, 26, 24, 39, 37, 36, 35, 34, 33, 41]\n",
            "85 1 [25, 46, 41, 40, 16, 15, 48, 21, 38, 37, 44, 43, 35, 34, 33, 32, 31, 30, 29, 28, 27, 50, 19, 18, 23]\n",
            "86 1 [46, 45, 43, 42, 41, 40, 48, 38, 37, 36, 25, 24, 23, 22, 21, 20, 19, 51, 50, 29, 34, 33, 32, 31, 27]\n",
            "87 1 [29, 28, 27, 26, 25, 24, 45, 44, 43, 42, 41, 39, 38, 37, 36, 34, 33, 47, 19, 31, 22, 21, 51, 50, 49]\n",
            "88 1 [43, 42, 41, 40, 39, 25, 24, 23, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 45, 50, 49, 48, 47, 21]\n",
            "89 1 [44, 24, 23, 22, 32, 31, 30, 26, 48, 28, 20, 19, 18, 17, 51, 50, 38, 37, 36, 35, 34, 42, 41, 40, 46]\n",
            "90 1 [18, 17, 37, 36, 43, 42, 41, 40, 39, 34, 33, 24, 23, 22, 20, 27, 26, 50, 49, 48, 47, 45, 31, 30, 29]\n",
            "91 1 [42, 41, 37, 45, 44, 23, 22, 48, 47, 33, 32, 39, 50, 20, 19, 18, 16, 15, 30, 29, 28, 27, 26, 25, 35]\n",
            "92 1 [48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 36, 35, 34, 32, 31, 50, 29, 27, 26, 25, 24, 23, 22, 21]\n",
            "93 1 [26, 25, 24, 23, 22, 21, 31, 51, 50, 49, 47, 46, 45, 44, 43, 42, 41, 40, 29, 28, 33, 38, 37, 36, 35]\n",
            "94 1 [45, 44, 31, 29, 28, 42, 41, 18, 39, 38, 47, 50, 49, 20, 22, 16, 15, 14, 13, 34, 33, 36, 26, 25, 24]\n",
            "95 1 [30, 33, 32, 45, 44, 17, 16, 15, 50, 39, 42, 41, 13, 12, 35, 23, 25, 21, 20, 19, 48, 47, 28, 27, 37]\n",
            "96 1 [46, 45, 31, 30, 29, 39, 38, 37, 36, 35, 34, 33, 41, 43, 49, 48, 51, 27, 26, 24, 23, 22, 21, 20, 19]\n",
            "97 1 [30, 19, 18, 26, 24, 23, 21, 46, 44, 43, 42, 16, 38, 37, 35, 34, 33, 32, 50, 48, 40, 14, 13, 12, 28]\n",
            "98 1 [33, 32, 31, 30, 29, 28, 40, 43, 42, 47, 46, 45, 51, 50, 49, 26, 25, 24, 23, 22, 21, 38, 37, 36, 35]\n",
            "99 1 [16, 18, 47, 46, 45, 44, 43, 42, 41, 40, 30, 29, 28, 27, 20, 38, 37, 36, 50, 49, 25, 32, 34, 23, 22]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 47 =========== \n",
            "\n",
            "Pareto sort 19\n",
            "19 5\n",
            "H_group [[29, 28, 27, 26, 21, 20, 24, 23, 22, 18, 17, 16, 12, 13, 14, 15, 10, 9, 8, 7, 5, 4, 3, 2, 1], [29, 28, 27, 26, 24, 23, 19, 20, 21, 22, 17, 16, 15, 14, 13, 12, 11, 7, 8, 9, 6, 5, 4, 2, 1], [31, 30, 28, 27, 26, 23, 24, 21, 20, 18, 17, 16, 15, 13, 12, 11, 10, 9, 8, 7, 6, 5, 3, 2, 1], [30, 31, 28, 27, 26, 24, 23, 22, 21, 19, 18, 17, 15, 14, 13, 11, 10, 9, 7, 6, 5, 4, 3, 2, 1], [26, 51, 32, 31, 30, 29, 28, 37, 36, 35, 34, 50, 48, 47, 46, 45, 44, 43, 42, 40, 39, 24, 23, 22, 21]]\n",
            "L_group [[32, 15, 14, 30, 12, 21, 24, 23, 41, 40, 39, 28, 27, 26, 48, 50, 37, 36, 34, 10, 44, 43, 17, 19, 46], [27, 33, 46, 48, 35, 11, 22, 21, 20, 19, 18, 17, 44, 43, 41, 31, 51, 50, 29, 25, 24, 37, 15, 39, 13], [21, 25, 19, 18, 23, 41, 40, 34, 33, 32, 45, 47, 50, 49, 43, 20, 38, 14, 30, 29, 28, 27, 12, 36, 16], [29, 12, 11, 10, 42, 36, 34, 33, 38, 40, 20, 22, 31, 27, 26, 50, 49, 18, 16, 15, 14, 47, 46, 44, 24], [19, 31, 30, 17, 41, 40, 26, 28, 44, 43, 48, 24, 15, 46, 22, 21, 51, 50, 38, 37, 36, 34, 33, 13, 11]]\n",
            "\n",
            "|--- Client 22 <= 25.50\n",
            "|   |--- class: 1\n",
            "|--- Client 22 >  25.50\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [37, 29, 28, 27, 26, 25, 35, 34, 33, 32, 31, 51, 47, 46, 45, 44, 43, 42, 41, 40, 39, 23, 22, 21, 49]\n",
            "1 1 [24, 23, 48, 47, 36, 45, 44, 42, 41, 40, 39, 38, 29, 28, 27, 26, 50, 31, 34, 33, 15, 21, 20, 18, 17]\n",
            "2 1 [31, 30, 44, 46, 26, 42, 41, 40, 39, 38, 37, 36, 24, 19, 18, 22, 21, 28, 34, 33, 16, 15, 50, 49, 48]\n",
            "3 1 [22, 39, 28, 37, 36, 35, 34, 33, 32, 31, 30, 42, 41, 47, 46, 45, 44, 26, 20, 19, 18, 17, 24, 50, 49]\n",
            "4 1 [48, 47, 51, 50, 28, 35, 26, 25, 24, 39, 38, 37, 45, 19, 18, 33, 32, 31, 30, 16, 15, 22, 21, 43, 41]\n",
            "5 1 [20, 36, 35, 33, 32, 31, 30, 29, 28, 27, 26, 40, 51, 50, 49, 48, 47, 45, 44, 43, 42, 24, 23, 22, 38]\n",
            "6 1 [43, 42, 41, 40, 20, 45, 27, 26, 38, 32, 31, 30, 29, 50, 49, 48, 47, 36, 35, 34, 24, 23, 22, 18, 17]\n",
            "7 1 [45, 44, 43, 42, 41, 47, 30, 29, 28, 51, 50, 49, 39, 34, 33, 32, 37, 36, 26, 25, 24, 23, 22, 21, 20]\n",
            "8 1 [46, 49, 48, 28, 27, 26, 24, 23, 31, 30, 36, 35, 44, 21, 20, 19, 42, 41, 40, 39, 38, 17, 16, 51, 33]\n",
            "9 1 [36, 35, 50, 49, 48, 47, 46, 45, 44, 43, 41, 40, 33, 31, 30, 19, 21, 28, 27, 26, 25, 24, 23, 38, 17]\n",
            "10 1 [39, 38, 37, 36, 35, 34, 33, 46, 45, 41, 48, 28, 51, 50, 31, 30, 26, 25, 24, 23, 22, 21, 20, 19, 43]\n",
            "11 1 [44, 43, 42, 35, 34, 33, 51, 50, 49, 48, 47, 46, 31, 30, 29, 28, 40, 39, 37, 26, 25, 24, 23, 22, 21]\n",
            "12 1 [20, 19, 45, 33, 27, 31, 30, 29, 49, 48, 47, 51, 23, 22, 39, 38, 37, 36, 35, 17, 16, 25, 43, 42, 41]\n",
            "13 1 [15, 14, 32, 40, 20, 19, 28, 27, 26, 51, 50, 49, 48, 47, 34, 45, 44, 17, 38, 42, 36, 24, 23, 22, 30]\n",
            "14 1 [36, 44, 43, 42, 41, 50, 49, 48, 47, 46, 32, 31, 30, 29, 18, 27, 26, 25, 24, 23, 21, 20, 34, 39, 38]\n",
            "15 1 [48, 32, 31, 17, 20, 19, 46, 45, 44, 43, 42, 29, 28, 51, 50, 37, 36, 40, 39, 34, 26, 25, 24, 23, 22]\n",
            "16 1 [26, 43, 42, 41, 40, 50, 48, 47, 46, 45, 18, 36, 35, 34, 33, 32, 31, 30, 29, 28, 20, 24, 22, 38, 16]\n",
            "17 1 [16, 42, 41, 40, 36, 34, 33, 31, 30, 29, 28, 21, 20, 19, 18, 46, 45, 44, 26, 25, 24, 23, 48, 38, 50]\n",
            "18 1 [21, 11, 13, 50, 49, 47, 46, 45, 44, 43, 29, 19, 17, 33, 39, 37, 36, 35, 41, 31, 24, 23, 27, 26, 15]\n",
            "19 1 [24, 23, 26, 44, 43, 42, 41, 40, 35, 34, 33, 31, 29, 28, 49, 48, 14, 38, 37, 51, 19, 18, 21, 16, 46]\n",
            "20 1 [51, 50, 41, 34, 33, 32, 31, 30, 44, 43, 28, 27, 26, 25, 24, 23, 22, 48, 47, 46, 36, 20, 19, 39, 38]\n",
            "21 1 [16, 34, 18, 43, 41, 40, 39, 47, 50, 49, 28, 37, 36, 32, 31, 30, 26, 25, 24, 23, 22, 21, 20, 14, 45]\n",
            "22 1 [41, 50, 49, 28, 21, 20, 39, 38, 37, 36, 35, 47, 46, 45, 26, 25, 24, 23, 33, 43, 18, 17, 16, 31, 30]\n",
            "23 1 [43, 19, 38, 37, 36, 35, 34, 33, 32, 31, 47, 27, 26, 29, 51, 50, 49, 17, 45, 24, 23, 22, 21, 41, 40]\n",
            "24 1 [18, 17, 16, 45, 30, 29, 28, 27, 43, 42, 41, 40, 50, 33, 32, 48, 47, 38, 37, 35, 25, 24, 22, 21, 20]\n",
            "25 1 [36, 22, 17, 42, 41, 28, 27, 50, 49, 48, 47, 46, 45, 44, 34, 33, 32, 31, 30, 39, 38, 25, 24, 20, 19]\n",
            "26 1 [25, 51, 50, 49, 47, 43, 42, 41, 40, 39, 38, 36, 35, 34, 33, 32, 31, 30, 29, 27, 45, 23, 22, 21, 20]\n",
            "27 1 [51, 50, 49, 36, 29, 17, 16, 32, 31, 27, 26, 34, 43, 42, 41, 40, 38, 24, 23, 22, 21, 19, 47, 46, 45]\n",
            "28 1 [42, 41, 40, 39, 38, 37, 36, 35, 47, 46, 45, 44, 33, 32, 30, 29, 28, 27, 26, 24, 23, 22, 21, 50, 49]\n",
            "29 1 [51, 50, 49, 48, 47, 46, 41, 39, 38, 28, 27, 44, 43, 36, 35, 34, 33, 32, 31, 30, 25, 24, 23, 22, 20]\n",
            "30 1 [42, 41, 51, 39, 37, 36, 35, 34, 33, 29, 31, 47, 46, 45, 44, 24, 23, 22, 21, 20, 19, 18, 49, 27, 26]\n",
            "31 1 [19, 18, 33, 32, 31, 30, 29, 27, 48, 47, 51, 50, 43, 42, 41, 40, 39, 35, 25, 45, 37, 23, 22, 21, 16]\n",
            "32 1 [50, 49, 16, 15, 14, 41, 40, 39, 43, 47, 18, 37, 45, 29, 28, 27, 26, 32, 31, 35, 34, 22, 20, 24, 12]\n",
            "33 1 [41, 40, 38, 49, 48, 47, 46, 45, 44, 43, 51, 32, 31, 30, 36, 28, 27, 26, 25, 24, 23, 22, 21, 20, 34]\n",
            "34 1 [33, 40, 39, 38, 37, 36, 35, 22, 28, 27, 26, 16, 20, 14, 42, 46, 45, 44, 18, 49, 48, 24, 51, 31, 30]\n",
            "35 1 [41, 40, 39, 38, 37, 36, 51, 31, 30, 45, 44, 43, 20, 19, 18, 34, 33, 49, 48, 47, 22, 24, 28, 27, 26]\n",
            "36 1 [46, 45, 36, 35, 38, 21, 33, 32, 19, 18, 43, 51, 50, 49, 48, 30, 29, 28, 27, 26, 25, 24, 23, 41, 40]\n",
            "37 1 [32, 31, 30, 29, 42, 41, 50, 49, 48, 47, 46, 45, 44, 39, 38, 37, 36, 34, 27, 26, 25, 24, 23, 22, 21]\n",
            "38 1 [22, 32, 31, 30, 50, 49, 42, 20, 19, 18, 35, 34, 44, 24, 47, 46, 14, 40, 39, 38, 37, 16, 28, 27, 26]\n",
            "39 1 [44, 43, 42, 26, 25, 36, 48, 47, 46, 20, 19, 18, 17, 15, 38, 34, 33, 31, 30, 29, 28, 23, 22, 50, 40]\n",
            "40 1 [42, 41, 40, 39, 34, 33, 32, 31, 30, 29, 28, 37, 36, 20, 19, 45, 44, 48, 47, 26, 25, 24, 23, 22, 50]\n",
            "41 1 [25, 24, 23, 22, 35, 34, 33, 49, 48, 47, 51, 45, 44, 43, 42, 41, 39, 29, 28, 27, 31, 17, 37, 20, 19]\n",
            "42 1 [28, 27, 26, 25, 24, 23, 19, 51, 50, 49, 48, 47, 46, 45, 43, 39, 38, 37, 36, 35, 34, 21, 41, 30, 32]\n",
            "43 1 [37, 36, 35, 45, 28, 27, 26, 48, 47, 41, 43, 39, 15, 51, 50, 24, 23, 22, 21, 33, 32, 19, 18, 17, 30]\n",
            "44 1 [51, 50, 49, 31, 30, 29, 28, 27, 39, 38, 34, 33, 47, 46, 45, 44, 43, 36, 41, 25, 24, 23, 22, 21, 20]\n",
            "45 1 [19, 18, 40, 46, 44, 43, 42, 38, 37, 36, 35, 34, 27, 26, 25, 24, 32, 31, 30, 29, 22, 21, 51, 49, 48]\n",
            "46 1 [50, 49, 40, 39, 37, 36, 35, 34, 33, 32, 31, 45, 44, 43, 42, 29, 28, 20, 19, 47, 26, 25, 24, 23, 22]\n",
            "47 1 [51, 50, 49, 48, 47, 46, 44, 43, 22, 21, 20, 16, 39, 41, 18, 33, 31, 30, 29, 27, 26, 24, 37, 36, 35]\n",
            "48 1 [19, 18, 16, 45, 44, 43, 32, 41, 50, 49, 48, 47, 37, 36, 39, 30, 34, 28, 27, 26, 25, 24, 23, 22, 21]\n",
            "49 1 [25, 11, 34, 33, 29, 13, 36, 23, 44, 43, 41, 40, 27, 31, 50, 49, 21, 20, 19, 18, 16, 15, 47, 46, 38]\n",
            "50 1 [39, 26, 31, 42, 41, 37, 35, 51, 49, 48, 47, 46, 45, 44, 33, 29, 28, 24, 22, 21, 20, 19, 18, 17, 16]\n",
            "51 1 [18, 17, 16, 39, 24, 37, 33, 32, 45, 44, 43, 42, 41, 47, 35, 20, 27, 26, 30, 29, 14, 22, 51, 50, 49]\n",
            "52 1 [25, 13, 47, 36, 35, 34, 33, 32, 31, 30, 29, 45, 27, 43, 42, 15, 21, 51, 40, 38, 49, 19, 18, 17, 23]\n",
            "53 1 [42, 49, 21, 19, 18, 51, 47, 27, 26, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 24, 23, 45, 44]\n",
            "54 1 [49, 48, 21, 20, 19, 51, 17, 43, 42, 41, 40, 39, 38, 27, 46, 45, 36, 35, 34, 25, 24, 23, 29, 32, 31]\n",
            "55 1 [31, 30, 29, 28, 27, 26, 40, 38, 36, 34, 33, 50, 49, 48, 47, 46, 45, 44, 43, 42, 24, 23, 22, 21, 20]\n",
            "56 1 [27, 36, 35, 38, 33, 51, 42, 41, 40, 25, 23, 22, 21, 31, 49, 48, 47, 46, 45, 44, 29, 19, 18, 17, 16]\n",
            "57 1 [27, 26, 25, 24, 42, 40, 14, 31, 38, 37, 35, 34, 33, 50, 18, 29, 48, 47, 46, 45, 44, 16, 22, 21, 20]\n",
            "58 1 [29, 28, 19, 18, 21, 42, 41, 40, 39, 14, 45, 44, 26, 25, 24, 23, 37, 36, 34, 48, 47, 16, 50, 32, 31]\n",
            "59 1 [21, 34, 33, 32, 31, 47, 46, 45, 44, 37, 36, 40, 39, 51, 42, 29, 28, 27, 26, 25, 24, 23, 19, 18, 49]\n",
            "60 1 [40, 39, 46, 50, 49, 48, 22, 31, 30, 33, 28, 20, 37, 36, 35, 42, 44, 26, 25, 24, 18, 17, 16, 15, 14]\n",
            "61 1 [35, 28, 27, 25, 24, 22, 21, 47, 45, 31, 30, 33, 51, 38, 37, 43, 42, 41, 40, 19, 18, 17, 16, 15, 49]\n",
            "62 1 [43, 34, 33, 32, 45, 21, 20, 19, 30, 50, 26, 25, 24, 23, 28, 41, 40, 39, 38, 17, 16, 15, 48, 47, 36]\n",
            "63 1 [38, 29, 28, 27, 26, 36, 40, 45, 22, 21, 20, 18, 17, 16, 51, 50, 49, 48, 47, 34, 33, 24, 31, 43, 42]\n",
            "64 1 [26, 25, 24, 23, 22, 46, 45, 40, 39, 38, 37, 36, 35, 34, 32, 51, 49, 48, 30, 29, 28, 20, 19, 43, 42]\n",
            "65 1 [28, 27, 26, 44, 43, 51, 50, 49, 48, 47, 46, 38, 37, 36, 35, 34, 33, 32, 30, 19, 22, 21, 41, 40, 24]\n",
            "66 1 [36, 35, 34, 33, 32, 41, 48, 15, 14, 50, 26, 25, 44, 43, 46, 18, 17, 39, 38, 28, 23, 22, 21, 20, 30]\n",
            "67 1 [51, 49, 47, 46, 38, 15, 14, 26, 12, 34, 33, 31, 44, 24, 23, 22, 21, 29, 28, 42, 19, 18, 17, 36, 40]\n",
            "68 1 [46, 45, 29, 28, 34, 33, 31, 37, 36, 48, 43, 42, 41, 40, 39, 26, 25, 24, 23, 22, 21, 20, 19, 18, 50]\n",
            "69 1 [26, 31, 35, 37, 43, 33, 50, 49, 29, 28, 24, 47, 46, 45, 41, 39, 18, 17, 16, 15, 14, 13, 22, 21, 20]\n",
            "70 1 [41, 40, 35, 34, 45, 44, 43, 30, 50, 49, 38, 37, 19, 17, 16, 32, 47, 28, 27, 26, 25, 24, 23, 22, 21]\n",
            "71 1 [51, 50, 49, 48, 47, 46, 45, 29, 43, 42, 27, 34, 33, 32, 31, 40, 39, 38, 37, 36, 23, 22, 21, 25, 19]\n",
            "72 1 [28, 16, 26, 25, 44, 35, 38, 37, 50, 49, 48, 47, 46, 33, 32, 31, 30, 42, 41, 40, 23, 22, 20, 19, 18]\n",
            "73 1 [51, 33, 32, 31, 30, 29, 28, 27, 25, 24, 35, 44, 43, 41, 40, 39, 37, 46, 22, 21, 20, 19, 18, 49, 48]\n",
            "74 1 [25, 49, 48, 51, 32, 31, 30, 29, 38, 37, 36, 35, 34, 44, 43, 42, 41, 40, 27, 21, 46, 19, 15, 23, 17]\n",
            "75 1 [16, 15, 30, 29, 28, 27, 47, 50, 49, 43, 25, 24, 37, 36, 41, 45, 34, 33, 32, 22, 21, 20, 19, 18, 39]\n",
            "76 1 [30, 29, 28, 27, 26, 48, 50, 36, 35, 34, 33, 32, 39, 38, 46, 45, 44, 42, 41, 24, 23, 22, 21, 19, 18]\n",
            "77 1 [17, 16, 15, 43, 42, 41, 20, 19, 47, 22, 29, 50, 49, 36, 35, 34, 33, 39, 38, 27, 26, 25, 24, 31, 45]\n",
            "78 1 [38, 37, 36, 35, 34, 18, 32, 31, 30, 45, 44, 43, 42, 47, 40, 28, 27, 20, 25, 24, 23, 22, 51, 50, 49]\n",
            "79 1 [50, 25, 24, 23, 43, 21, 20, 30, 29, 41, 40, 39, 38, 37, 35, 34, 33, 32, 27, 48, 18, 17, 16, 46, 45]\n",
            "80 1 [35, 34, 33, 49, 16, 15, 14, 47, 51, 31, 29, 28, 27, 26, 19, 18, 45, 43, 24, 23, 41, 21, 39, 38, 37]\n",
            "81 1 [47, 46, 45, 44, 43, 42, 40, 39, 38, 37, 33, 32, 30, 29, 35, 50, 49, 20, 19, 27, 26, 25, 24, 17, 22]\n",
            "82 1 [31, 30, 29, 36, 35, 51, 50, 49, 18, 27, 39, 38, 47, 46, 45, 44, 43, 42, 41, 33, 25, 24, 23, 21, 20]\n",
            "83 1 [47, 32, 31, 22, 20, 29, 28, 27, 26, 16, 15, 14, 40, 45, 44, 43, 42, 24, 38, 50, 49, 18, 36, 35, 34]\n",
            "84 1 [29, 31, 38, 37, 36, 35, 33, 27, 26, 40, 16, 15, 51, 50, 48, 47, 46, 45, 24, 22, 21, 20, 43, 42, 18]\n",
            "85 1 [46, 50, 28, 27, 26, 44, 43, 42, 41, 40, 39, 38, 36, 35, 34, 24, 23, 16, 48, 32, 21, 20, 19, 18, 30]\n",
            "86 1 [41, 40, 51, 32, 21, 20, 19, 18, 17, 16, 28, 27, 30, 47, 34, 36, 38, 25, 24, 23, 49, 14, 45, 44, 43]\n",
            "87 1 [17, 48, 47, 45, 43, 42, 41, 40, 39, 38, 37, 24, 35, 15, 22, 33, 32, 31, 30, 29, 28, 20, 19, 50, 26]\n",
            "88 1 [26, 25, 36, 35, 34, 33, 42, 44, 28, 51, 50, 49, 48, 47, 46, 31, 30, 23, 22, 21, 20, 19, 40, 39, 38]\n",
            "89 1 [48, 47, 46, 45, 27, 26, 43, 42, 41, 39, 37, 36, 35, 34, 33, 51, 50, 24, 23, 22, 21, 20, 31, 30, 29]\n",
            "90 1 [28, 27, 40, 50, 49, 38, 42, 17, 45, 44, 34, 33, 31, 30, 47, 15, 14, 13, 36, 21, 20, 19, 25, 24, 23]\n",
            "91 1 [45, 44, 43, 42, 41, 29, 28, 33, 24, 22, 21, 20, 19, 26, 51, 36, 35, 49, 31, 17, 16, 15, 39, 38, 47]\n",
            "92 1 [42, 41, 40, 39, 38, 32, 31, 30, 29, 28, 27, 26, 34, 44, 48, 47, 46, 51, 50, 36, 20, 19, 24, 23, 22]\n",
            "93 1 [20, 19, 41, 40, 49, 48, 47, 46, 45, 38, 37, 36, 43, 34, 33, 32, 31, 30, 29, 28, 24, 23, 22, 51, 26]\n",
            "94 1 [41, 40, 43, 47, 46, 45, 34, 33, 32, 31, 30, 29, 28, 38, 51, 36, 26, 25, 24, 23, 22, 21, 20, 18, 49]\n",
            "95 1 [42, 40, 48, 47, 46, 31, 30, 29, 28, 27, 26, 25, 44, 38, 37, 36, 23, 34, 33, 21, 20, 19, 18, 17, 50]\n",
            "96 1 [18, 17, 28, 27, 26, 25, 24, 40, 39, 46, 44, 43, 42, 34, 33, 31, 30, 51, 49, 48, 22, 21, 20, 37, 36]\n",
            "97 1 [39, 38, 37, 36, 35, 34, 33, 46, 51, 50, 44, 48, 28, 27, 26, 31, 30, 42, 41, 24, 23, 22, 21, 20, 19]\n",
            "98 1 [48, 47, 28, 26, 25, 24, 51, 50, 45, 44, 43, 42, 41, 40, 39, 38, 36, 35, 34, 22, 21, 20, 32, 31, 30]\n",
            "99 1 [40, 23, 22, 21, 20, 25, 36, 35, 51, 50, 38, 45, 44, 28, 27, 13, 18, 31, 30, 42, 16, 15, 33, 48, 47]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 48 =========== \n",
            "\n",
            "Pareto sort 7\n",
            "7 2\n",
            "H_group [[25, 27, 28, 26, 24, 22, 21, 20, 19, 18, 17, 16, 12, 13, 14, 11, 10, 9, 8, 7, 6, 1, 2, 3, 4], [30, 29, 28, 27, 24, 25, 22, 21, 20, 17, 18, 16, 15, 14, 12, 11, 10, 8, 1, 2, 3, 4, 5, 6, 7]]\n",
            "L_group [[35, 34, 32, 30, 28, 26, 25, 23, 21, 20, 17, 14, 15, 13, 16, 12, 18, 11, 9, 7, 6, 5, 3, 2, 1], [25, 24, 49, 32, 31, 38, 16, 22, 27, 36, 46, 45, 44, 43, 34, 20, 29, 41, 40, 50, 18, 48, 14, 13, 12]]\n",
            "\n",
            "|--- Client 3 <= 30.00\n",
            "|   |--- class: 1\n",
            "|--- Client 3 >  30.00\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [27, 25, 24, 22, 21, 20, 19, 18, 17, 31, 44, 43, 42, 41, 50, 49, 48, 47, 46, 29, 39, 34, 33, 37, 36]\n",
            "1 1 [51, 50, 18, 45, 25, 24, 27, 43, 42, 41, 40, 39, 38, 36, 48, 47, 30, 29, 16, 34, 33, 32, 22, 21, 20]\n",
            "2 1 [39, 17, 16, 15, 43, 37, 36, 47, 46, 45, 29, 19, 25, 27, 51, 50, 49, 34, 33, 32, 31, 41, 23, 22, 21]\n",
            "3 1 [21, 20, 19, 18, 24, 23, 38, 37, 35, 51, 50, 33, 32, 31, 30, 29, 28, 26, 48, 46, 45, 43, 42, 41, 40]\n",
            "4 1 [47, 46, 16, 38, 34, 33, 25, 24, 22, 21, 20, 19, 18, 29, 28, 27, 14, 31, 42, 41, 40, 36, 49, 51, 44]\n",
            "5 1 [47, 46, 25, 27, 41, 29, 49, 23, 22, 21, 14, 13, 37, 36, 34, 33, 44, 43, 31, 39, 51, 19, 18, 17, 16]\n",
            "6 1 [48, 22, 21, 20, 19, 40, 32, 31, 30, 29, 28, 27, 26, 25, 24, 38, 37, 36, 34, 46, 45, 44, 43, 42, 50]\n",
            "7 1 [24, 23, 22, 21, 20, 50, 49, 47, 46, 18, 29, 28, 27, 26, 41, 37, 36, 35, 34, 33, 32, 31, 39, 44, 43]\n",
            "8 1 [30, 29, 28, 22, 21, 20, 19, 18, 50, 49, 48, 47, 46, 45, 44, 34, 32, 38, 37, 36, 24, 26, 42, 41, 40]\n",
            "9 1 [25, 24, 23, 34, 33, 37, 36, 27, 21, 16, 15, 31, 30, 29, 45, 50, 49, 48, 47, 43, 42, 41, 19, 18, 39]\n",
            "10 1 [34, 51, 26, 25, 24, 38, 22, 21, 40, 15, 14, 47, 32, 31, 30, 29, 28, 36, 43, 42, 49, 45, 19, 18, 17]\n",
            "11 1 [28, 27, 26, 25, 24, 19, 22, 21, 40, 38, 37, 36, 34, 32, 31, 30, 45, 44, 43, 42, 17, 50, 49, 48, 47]\n",
            "12 1 [22, 21, 20, 19, 18, 17, 16, 27, 34, 33, 32, 36, 38, 50, 48, 47, 45, 44, 43, 42, 40, 30, 29, 25, 24]\n",
            "13 1 [29, 20, 18, 41, 40, 39, 38, 33, 32, 31, 45, 44, 43, 36, 35, 48, 47, 51, 50, 27, 26, 25, 24, 23, 22]\n",
            "14 1 [21, 30, 29, 15, 27, 13, 50, 17, 37, 36, 35, 34, 33, 32, 23, 41, 40, 39, 48, 46, 45, 44, 43, 25, 19]\n",
            "15 1 [39, 19, 18, 17, 16, 30, 29, 28, 33, 32, 26, 25, 24, 23, 46, 45, 44, 21, 37, 42, 41, 50, 49, 48, 35]\n",
            "16 1 [17, 16, 19, 40, 39, 34, 33, 32, 31, 30, 28, 48, 47, 26, 22, 21, 37, 36, 45, 44, 43, 42, 51, 50, 24]\n",
            "17 1 [51, 24, 22, 21, 49, 48, 16, 32, 31, 30, 43, 42, 41, 37, 36, 35, 34, 19, 18, 46, 45, 39, 28, 27, 26]\n",
            "18 1 [21, 25, 27, 30, 29, 23, 50, 49, 48, 47, 46, 45, 44, 43, 41, 19, 18, 39, 38, 37, 36, 35, 34, 33, 32]\n",
            "19 1 [24, 27, 26, 32, 31, 39, 38, 37, 36, 20, 19, 18, 17, 43, 22, 51, 50, 49, 48, 47, 29, 41, 15, 34, 45]\n",
            "20 1 [45, 44, 24, 23, 19, 18, 17, 16, 40, 39, 30, 29, 28, 27, 26, 32, 48, 47, 34, 42, 37, 36, 51, 50, 21]\n",
            "21 1 [21, 20, 19, 18, 17, 39, 44, 43, 42, 41, 31, 30, 29, 28, 35, 50, 49, 37, 47, 46, 26, 25, 24, 23, 33]\n",
            "22 1 [16, 15, 14, 46, 45, 35, 28, 27, 33, 25, 40, 39, 43, 42, 20, 19, 18, 23, 22, 50, 49, 48, 31, 30, 37]\n",
            "23 1 [25, 24, 23, 22, 27, 45, 50, 49, 48, 47, 35, 34, 17, 43, 42, 41, 20, 19, 39, 38, 37, 32, 31, 30, 29]\n",
            "24 1 [42, 41, 26, 47, 46, 45, 44, 34, 33, 39, 38, 36, 50, 49, 18, 17, 16, 22, 21, 20, 31, 30, 29, 28, 24]\n",
            "25 1 [45, 38, 19, 24, 23, 36, 34, 33, 32, 31, 17, 21, 15, 43, 42, 41, 40, 50, 49, 48, 47, 29, 28, 27, 26]\n",
            "26 1 [22, 21, 20, 19, 18, 38, 37, 36, 35, 31, 48, 29, 28, 27, 46, 45, 25, 24, 43, 42, 41, 40, 33, 51, 50]\n",
            "27 1 [18, 46, 23, 21, 20, 32, 31, 30, 29, 28, 27, 26, 25, 44, 43, 34, 48, 51, 50, 41, 40, 39, 38, 37, 36]\n",
            "28 1 [41, 40, 26, 15, 21, 20, 29, 28, 46, 45, 44, 43, 48, 50, 38, 18, 17, 31, 24, 23, 13, 36, 35, 34, 33]\n",
            "29 1 [30, 29, 28, 48, 47, 46, 45, 44, 43, 42, 41, 26, 25, 24, 33, 32, 20, 18, 22, 39, 37, 36, 35, 16, 50]\n",
            "30 1 [32, 31, 30, 51, 50, 49, 48, 17, 46, 24, 23, 22, 21, 44, 43, 42, 36, 40, 39, 38, 34, 19, 28, 27, 26]\n",
            "31 1 [39, 48, 22, 21, 20, 51, 50, 37, 36, 35, 24, 46, 45, 44, 43, 42, 41, 33, 32, 31, 30, 29, 28, 27, 26]\n",
            "32 1 [26, 25, 24, 23, 22, 21, 30, 29, 28, 47, 46, 45, 44, 43, 42, 34, 33, 32, 40, 50, 49, 19, 38, 37, 36]\n",
            "33 1 [27, 26, 25, 24, 48, 51, 50, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29]\n",
            "34 1 [22, 21, 20, 19, 46, 38, 37, 36, 35, 48, 24, 28, 27, 26, 33, 32, 17, 16, 30, 41, 40, 51, 50, 44, 43]\n",
            "35 1 [31, 30, 24, 23, 22, 21, 35, 34, 33, 51, 50, 49, 48, 47, 28, 27, 26, 40, 39, 38, 37, 45, 44, 43, 42]\n",
            "36 1 [34, 38, 17, 16, 15, 14, 32, 31, 46, 26, 25, 24, 23, 22, 42, 29, 28, 40, 36, 20, 19, 44, 50, 49, 48]\n",
            "37 1 [45, 22, 21, 20, 25, 24, 50, 49, 48, 47, 39, 38, 37, 36, 35, 31, 30, 29, 28, 27, 43, 42, 41, 18, 33]\n",
            "38 1 [48, 47, 23, 22, 37, 31, 30, 16, 15, 28, 27, 26, 25, 51, 50, 18, 33, 35, 20, 42, 41, 40, 39, 45, 44]\n",
            "39 1 [26, 25, 24, 23, 21, 20, 19, 49, 48, 47, 46, 45, 44, 36, 42, 17, 51, 30, 34, 33, 32, 28, 40, 39, 38]\n",
            "40 1 [41, 40, 26, 25, 24, 23, 22, 50, 49, 48, 47, 38, 33, 32, 31, 36, 35, 20, 19, 18, 29, 28, 45, 44, 43]\n",
            "41 1 [24, 23, 26, 49, 48, 47, 46, 45, 44, 43, 51, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28]\n",
            "42 1 [29, 28, 27, 26, 49, 48, 46, 45, 44, 43, 42, 41, 40, 39, 38, 51, 21, 20, 31, 24, 23, 36, 35, 34, 33]\n",
            "43 1 [31, 30, 29, 28, 27, 26, 24, 20, 19, 42, 41, 17, 22, 35, 34, 33, 48, 47, 46, 45, 44, 51, 50, 39, 37]\n",
            "44 1 [21, 20, 19, 25, 24, 23, 33, 32, 31, 30, 29, 28, 27, 51, 49, 38, 37, 44, 43, 42, 41, 40, 35, 47, 46]\n",
            "45 1 [44, 18, 17, 16, 35, 25, 23, 48, 42, 51, 50, 33, 32, 31, 30, 29, 28, 27, 21, 20, 40, 39, 38, 37, 46]\n",
            "46 1 [28, 27, 25, 24, 23, 22, 21, 20, 31, 30, 38, 43, 42, 41, 40, 47, 46, 45, 18, 36, 35, 33, 51, 50, 49]\n",
            "47 1 [28, 27, 26, 25, 35, 34, 33, 32, 31, 30, 51, 50, 49, 48, 46, 45, 44, 43, 42, 41, 39, 37, 21, 20, 23]\n",
            "48 1 [41, 40, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21, 34, 33, 32, 38, 37, 36, 47, 46, 45, 44, 43, 50, 49]\n",
            "49 1 [26, 25, 24, 51, 20, 19, 18, 47, 28, 45, 44, 43, 22, 49, 34, 33, 32, 31, 30, 41, 40, 39, 38, 37, 36]\n",
            "50 1 [30, 28, 27, 26, 51, 40, 39, 38, 37, 36, 35, 34, 44, 43, 42, 49, 48, 47, 46, 24, 23, 21, 20, 19, 32]\n",
            "51 1 [31, 25, 24, 23, 22, 51, 40, 27, 49, 48, 47, 46, 45, 44, 43, 42, 38, 20, 19, 18, 36, 35, 34, 33, 29]\n",
            "52 1 [38, 20, 19, 18, 17, 43, 42, 27, 51, 50, 49, 48, 47, 15, 36, 29, 45, 31, 34, 33, 25, 24, 23, 22, 40]\n",
            "53 1 [21, 20, 19, 43, 38, 37, 36, 34, 33, 32, 31, 30, 24, 23, 50, 49, 48, 47, 46, 45, 28, 27, 26, 41, 40]\n",
            "54 1 [18, 17, 11, 44, 47, 46, 35, 34, 15, 26, 49, 42, 22, 21, 20, 32, 31, 30, 13, 24, 28, 51, 40, 39, 37]\n",
            "55 1 [26, 25, 17, 16, 15, 43, 42, 41, 19, 29, 28, 39, 38, 37, 36, 35, 23, 22, 21, 48, 47, 33, 50, 31, 45]\n",
            "56 1 [30, 20, 19, 18, 17, 16, 22, 36, 28, 27, 26, 25, 24, 41, 51, 39, 38, 45, 43, 49, 48, 47, 34, 33, 32]\n",
            "57 1 [23, 36, 19, 18, 17, 16, 15, 14, 40, 38, 50, 49, 48, 46, 45, 44, 25, 42, 28, 27, 31, 30, 21, 34, 33]\n",
            "58 1 [21, 20, 19, 18, 46, 45, 44, 43, 42, 41, 25, 37, 36, 35, 51, 49, 48, 39, 29, 28, 27, 33, 32, 31, 23]\n",
            "59 1 [18, 17, 30, 29, 28, 27, 26, 25, 24, 23, 22, 20, 36, 44, 43, 42, 41, 40, 34, 50, 49, 48, 38, 46, 32]\n",
            "60 1 [29, 28, 27, 26, 22, 18, 47, 46, 45, 44, 43, 35, 34, 33, 32, 31, 50, 49, 20, 41, 40, 39, 38, 37, 24]\n",
            "61 1 [30, 29, 28, 27, 26, 43, 24, 35, 33, 32, 18, 41, 40, 39, 38, 37, 51, 50, 49, 48, 47, 46, 45, 20, 22]\n",
            "62 1 [23, 22, 21, 20, 19, 17, 33, 32, 30, 15, 50, 39, 48, 47, 46, 44, 43, 42, 41, 28, 27, 26, 25, 37, 35]\n",
            "63 1 [25, 24, 23, 22, 51, 50, 49, 48, 47, 46, 45, 29, 38, 27, 41, 40, 43, 36, 35, 20, 19, 18, 33, 32, 31]\n",
            "64 1 [32, 30, 29, 28, 27, 26, 25, 24, 51, 50, 49, 48, 46, 45, 44, 40, 39, 38, 37, 36, 22, 21, 20, 34, 42]\n",
            "65 1 [50, 30, 29, 28, 27, 22, 14, 48, 47, 42, 35, 12, 11, 38, 37, 16, 40, 45, 44, 25, 24, 18, 20, 33, 32]\n",
            "66 1 [26, 25, 24, 23, 22, 36, 39, 38, 34, 33, 32, 30, 20, 16, 15, 18, 28, 50, 49, 48, 47, 46, 45, 41, 43]\n",
            "67 1 [29, 28, 27, 38, 37, 36, 35, 34, 33, 32, 31, 25, 24, 23, 22, 45, 43, 42, 41, 40, 20, 50, 49, 48, 47]\n",
            "68 1 [30, 28, 24, 23, 22, 41, 40, 51, 50, 49, 48, 18, 17, 20, 46, 45, 44, 43, 33, 32, 26, 38, 37, 36, 35]\n",
            "69 1 [20, 19, 23, 22, 40, 25, 17, 16, 51, 38, 42, 49, 48, 47, 36, 35, 34, 33, 32, 31, 29, 28, 27, 45, 44]\n",
            "70 1 [24, 23, 22, 27, 26, 43, 47, 46, 45, 35, 34, 33, 32, 41, 40, 39, 38, 37, 30, 29, 20, 19, 51, 50, 49]\n",
            "71 1 [21, 36, 19, 18, 14, 23, 41, 40, 32, 31, 30, 29, 28, 27, 34, 47, 46, 45, 43, 25, 16, 51, 50, 49, 38]\n",
            "72 1 [46, 30, 28, 27, 25, 24, 36, 35, 22, 21, 38, 48, 44, 50, 42, 40, 19, 18, 17, 16, 14, 13, 12, 33, 32]\n",
            "73 1 [19, 18, 28, 27, 41, 44, 43, 25, 24, 23, 22, 21, 34, 33, 32, 30, 37, 36, 51, 50, 49, 48, 47, 46, 39]\n",
            "74 1 [47, 17, 19, 15, 14, 23, 25, 42, 41, 39, 38, 37, 36, 35, 29, 28, 27, 33, 32, 31, 50, 49, 45, 44, 21]\n",
            "75 1 [29, 28, 27, 26, 25, 48, 50, 46, 45, 35, 15, 14, 33, 17, 19, 40, 39, 38, 37, 31, 23, 22, 21, 43, 42]\n",
            "76 1 [30, 20, 19, 18, 17, 22, 49, 41, 51, 33, 32, 39, 38, 28, 27, 26, 25, 24, 36, 35, 47, 46, 45, 44, 43]\n",
            "77 1 [47, 46, 22, 21, 33, 32, 35, 42, 41, 30, 29, 24, 39, 37, 44, 27, 26, 49, 51, 19, 18, 17, 16, 15, 14]\n",
            "78 1 [24, 23, 22, 20, 19, 18, 39, 38, 36, 35, 33, 27, 26, 47, 46, 45, 51, 50, 49, 43, 42, 41, 31, 30, 29]\n",
            "79 1 [43, 42, 25, 24, 23, 22, 21, 27, 33, 40, 39, 38, 37, 36, 35, 51, 50, 49, 48, 47, 46, 45, 31, 30, 29]\n",
            "80 1 [37, 44, 15, 40, 39, 31, 35, 34, 33, 25, 24, 23, 22, 21, 20, 19, 17, 42, 29, 28, 27, 50, 49, 48, 46]\n",
            "81 1 [38, 27, 26, 25, 36, 35, 34, 51, 50, 49, 29, 41, 40, 23, 22, 21, 32, 31, 19, 43, 47, 46, 45, 17, 16]\n",
            "82 1 [31, 30, 29, 28, 22, 20, 46, 45, 44, 43, 42, 33, 48, 50, 18, 17, 24, 40, 38, 37, 36, 35, 26, 15, 14]\n",
            "83 1 [23, 22, 21, 19, 18, 41, 51, 50, 49, 48, 47, 39, 38, 37, 35, 27, 26, 25, 45, 44, 43, 29, 33, 32, 31]\n",
            "84 1 [35, 50, 28, 27, 26, 25, 24, 23, 22, 21, 20, 19, 33, 31, 30, 39, 48, 47, 46, 45, 44, 43, 42, 41, 37]\n",
            "85 1 [24, 27, 26, 51, 50, 49, 48, 46, 45, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 22, 21, 32, 31, 30, 29]\n",
            "86 1 [37, 36, 28, 27, 23, 15, 14, 46, 45, 25, 51, 50, 18, 17, 32, 31, 30, 48, 21, 20, 40, 39, 43, 42, 34]\n",
            "87 1 [28, 27, 26, 38, 37, 36, 35, 34, 33, 32, 48, 30, 46, 45, 43, 42, 41, 40, 24, 23, 22, 50, 20, 19, 18]\n",
            "88 1 [26, 25, 24, 23, 51, 50, 48, 47, 46, 45, 35, 34, 33, 32, 31, 30, 29, 28, 43, 42, 41, 40, 39, 38, 37]\n",
            "89 1 [21, 20, 18, 49, 51, 37, 44, 43, 47, 46, 39, 31, 30, 29, 28, 27, 26, 25, 41, 23, 16, 14, 35, 34, 33]\n",
            "90 1 [35, 34, 16, 30, 32, 51, 50, 22, 21, 20, 41, 14, 48, 47, 46, 45, 44, 43, 24, 18, 39, 28, 27, 26, 37]\n",
            "91 1 [28, 27, 26, 25, 23, 33, 32, 31, 30, 50, 49, 36, 35, 18, 21, 20, 47, 46, 45, 44, 43, 42, 41, 39, 38]\n",
            "92 1 [35, 34, 21, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 30, 29, 28, 32, 26, 25, 24, 23]\n",
            "93 1 [22, 21, 20, 19, 18, 26, 25, 24, 39, 45, 44, 48, 47, 37, 36, 35, 34, 33, 32, 50, 42, 41, 30, 29, 28]\n",
            "94 1 [19, 18, 23, 22, 21, 37, 42, 35, 34, 33, 32, 31, 16, 47, 40, 39, 26, 25, 51, 50, 49, 29, 28, 45, 44]\n",
            "95 1 [31, 30, 29, 28, 42, 41, 40, 45, 44, 33, 26, 25, 24, 22, 21, 20, 38, 37, 51, 49, 48, 47, 16, 35, 18]\n",
            "96 1 [47, 46, 23, 22, 21, 49, 19, 41, 40, 39, 38, 51, 30, 17, 44, 43, 15, 34, 33, 32, 28, 27, 26, 25, 36]\n",
            "97 1 [32, 30, 29, 28, 27, 23, 22, 21, 20, 41, 40, 39, 37, 35, 34, 48, 47, 46, 45, 44, 43, 25, 51, 50, 18]\n",
            "98 1 [22, 29, 17, 16, 15, 20, 19, 44, 43, 42, 41, 40, 39, 35, 34, 33, 32, 31, 50, 48, 24, 46, 27, 26, 37]\n",
            "99 1 [25, 24, 23, 22, 42, 41, 31, 30, 29, 33, 47, 51, 50, 49, 20, 19, 35, 39, 38, 37, 17, 16, 45, 44, 27]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "\n",
            " ========= Iteration 49 =========== \n",
            "\n",
            "Pareto sort 25\n",
            "25 7\n",
            "H_group [[28, 27, 26, 23, 22, 24, 20, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 1, 2], [27, 26, 51, 50, 25, 24, 23, 35, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 33, 32, 31, 30, 29], [30, 31, 28, 27, 25, 24, 23, 22, 20, 19, 15, 16, 17, 18, 13, 12, 11, 10, 9, 7, 6, 4, 3, 2, 1], [30, 29, 28, 27, 26, 25, 18, 19, 20, 21, 22, 23, 24, 15, 14, 16, 12, 11, 9, 8, 6, 5, 4, 2, 1], [32, 31, 29, 28, 27, 26, 25, 23, 22, 21, 19, 18, 17, 13, 14, 15, 12, 11, 10, 9, 8, 7, 5, 3, 1], [32, 31, 30, 28, 27, 26, 25, 24, 23, 21, 20, 18, 17, 16, 14, 11, 12, 13, 9, 7, 5, 4, 3, 2, 1], [32, 30, 28, 27, 26, 25, 23, 22, 21, 19, 18, 17, 15, 16, 13, 12, 11, 10, 8, 7, 6, 5, 4, 2, 1]]\n",
            "L_group [[32, 31, 49, 48, 47, 46, 21, 26, 29, 28, 43, 40, 38, 44, 41, 24, 23, 19, 18, 14, 51, 36, 35, 34, 16], [28, 41, 39, 38, 37, 40, 26, 25, 24, 46, 45, 44, 43, 22, 33, 32, 35, 20, 14, 18, 30, 49, 48, 51, 16], [35, 44, 43, 33, 29, 28, 27, 26, 12, 41, 40, 39, 16, 15, 14, 19, 18, 22, 50, 24, 31, 21, 37, 46, 48], [18, 17, 11, 44, 47, 46, 35, 34, 15, 26, 49, 42, 22, 21, 20, 32, 31, 30, 13, 24, 28, 51, 40, 39, 37], [41, 39, 38, 36, 35, 33, 32, 30, 28, 26, 24, 22, 20, 18, 17, 15, 13, 12, 10, 8, 7, 5, 4, 2, 1], [41, 40, 46, 44, 43, 51, 28, 27, 26, 49, 22, 21, 15, 14, 36, 24, 34, 30, 38, 32, 48, 12, 19, 18, 17], [22, 20, 31, 17, 16, 15, 14, 41, 40, 47, 12, 11, 28, 45, 24, 51, 33, 38, 37, 18, 30, 43, 26, 49, 35]]\n",
            "\n",
            "|--- Client 6 <= 27.00\n",
            "|   |--- Client 6 <= 19.50\n",
            "|   |   |--- class: 0\n",
            "|   |--- Client 6 >  19.50\n",
            "|   |   |--- class: 1\n",
            "|--- Client 6 >  27.00\n",
            "|   |--- class: 0\n",
            "\n",
            "H generated population =>  100\n",
            "0 1 [30, 29, 28, 27, 26, 25, 24, 35, 34, 19, 22, 21, 49, 48, 51, 32, 46, 45, 43, 42, 41, 40, 39, 38, 37]\n",
            "1 1 [43, 42, 41, 40, 39, 26, 25, 37, 36, 35, 31, 30, 29, 28, 33, 48, 47, 46, 45, 23, 22, 21, 20, 51, 50]\n",
            "2 1 [51, 50, 49, 48, 47, 24, 36, 35, 34, 33, 28, 43, 45, 26, 22, 21, 20, 19, 18, 41, 40, 39, 38, 31, 30]\n",
            "3 1 [46, 45, 44, 43, 48, 25, 34, 39, 38, 23, 22, 21, 41, 15, 14, 32, 50, 36, 19, 18, 17, 30, 29, 28, 27]\n",
            "4 1 [33, 32, 46, 28, 27, 26, 25, 24, 23, 22, 30, 51, 50, 49, 48, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35]\n",
            "5 1 [38, 41, 40, 44, 43, 20, 19, 23, 22, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 25, 50, 48, 47, 46]\n",
            "6 1 [41, 26, 24, 23, 22, 21, 20, 19, 18, 43, 39, 49, 48, 47, 46, 45, 34, 33, 32, 31, 30, 28, 51, 37, 36]\n",
            "7 1 [28, 27, 26, 30, 24, 23, 22, 21, 20, 19, 18, 42, 41, 40, 39, 48, 50, 37, 46, 45, 44, 35, 34, 33, 32]\n",
            "8 1 [18, 47, 22, 20, 24, 26, 39, 38, 37, 33, 32, 31, 50, 49, 35, 42, 41, 29, 28, 16, 15, 13, 12, 45, 44]\n",
            "9 1 [28, 27, 26, 38, 24, 23, 41, 40, 51, 49, 48, 47, 46, 45, 44, 43, 36, 35, 34, 33, 32, 31, 30, 21, 19]\n",
            "10 1 [16, 32, 31, 30, 28, 27, 26, 40, 39, 38, 37, 47, 35, 34, 14, 20, 19, 18, 50, 49, 24, 22, 45, 44, 42]\n",
            "11 1 [32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 40, 47, 46, 20, 42, 18, 49, 44, 38, 37, 36, 35, 34, 51]\n",
            "12 1 [46, 31, 30, 28, 27, 25, 24, 23, 22, 18, 17, 20, 39, 38, 42, 41, 36, 35, 34, 33, 44, 51, 50, 49, 48]\n",
            "13 1 [34, 32, 31, 30, 28, 27, 26, 25, 24, 23, 22, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 50]\n",
            "14 1 [34, 33, 41, 40, 31, 21, 20, 19, 18, 17, 16, 47, 46, 45, 43, 24, 23, 51, 26, 38, 37, 36, 49, 29, 28]\n",
            "15 1 [36, 35, 34, 33, 38, 22, 21, 20, 19, 27, 47, 46, 45, 44, 51, 50, 49, 25, 24, 31, 30, 29, 42, 41, 40]\n",
            "16 1 [47, 51, 50, 49, 22, 21, 45, 32, 31, 30, 29, 28, 43, 36, 35, 34, 41, 26, 24, 19, 18, 39, 38, 16, 15]\n",
            "17 1 [36, 35, 34, 33, 21, 20, 40, 39, 38, 28, 27, 26, 25, 24, 23, 31, 30, 50, 49, 47, 46, 45, 44, 43, 42]\n",
            "18 1 [16, 30, 29, 28, 18, 20, 26, 25, 42, 33, 32, 40, 39, 38, 37, 36, 35, 47, 46, 45, 44, 50, 49, 23, 22]\n",
            "19 1 [34, 33, 23, 22, 25, 20, 37, 36, 18, 17, 16, 42, 40, 39, 46, 45, 44, 27, 51, 50, 49, 48, 31, 30, 29]\n",
            "20 1 [51, 50, 46, 45, 44, 22, 32, 31, 20, 19, 18, 29, 28, 27, 26, 24, 34, 48, 42, 41, 40, 38, 37, 36, 16]\n",
            "21 1 [51, 50, 49, 18, 21, 20, 43, 41, 40, 24, 23, 26, 45, 38, 36, 35, 34, 33, 32, 28, 30, 16, 15, 14, 47]\n",
            "22 1 [34, 33, 38, 29, 27, 26, 25, 24, 23, 22, 21, 20, 44, 43, 42, 41, 40, 31, 36, 51, 50, 49, 48, 47, 46]\n",
            "23 1 [45, 47, 24, 23, 22, 21, 26, 19, 18, 37, 36, 35, 34, 33, 32, 51, 50, 49, 43, 42, 40, 39, 30, 29, 28]\n",
            "24 1 [38, 37, 36, 49, 20, 22, 34, 33, 51, 40, 18, 31, 30, 29, 28, 27, 26, 25, 24, 16, 44, 43, 42, 47, 46]\n",
            "25 1 [28, 27, 26, 25, 24, 23, 47, 46, 41, 50, 49, 19, 18, 39, 38, 37, 36, 35, 34, 33, 21, 44, 43, 31, 30]\n",
            "26 1 [18, 17, 27, 26, 25, 24, 45, 51, 15, 47, 22, 21, 20, 35, 34, 49, 41, 40, 39, 37, 32, 31, 30, 29, 43]\n",
            "27 1 [33, 32, 30, 23, 26, 25, 28, 46, 45, 44, 37, 36, 35, 39, 19, 18, 50, 49, 48, 21, 16, 15, 14, 42, 41]\n",
            "28 1 [30, 29, 28, 23, 22, 21, 20, 19, 32, 44, 43, 41, 40, 39, 17, 34, 50, 49, 48, 47, 46, 26, 25, 37, 36]\n",
            "29 1 [38, 37, 36, 35, 27, 26, 49, 48, 19, 40, 33, 32, 31, 30, 29, 46, 45, 51, 21, 17, 16, 24, 23, 43, 42]\n",
            "30 1 [21, 20, 47, 46, 45, 23, 41, 40, 39, 34, 43, 32, 51, 50, 49, 18, 16, 37, 36, 30, 29, 28, 27, 26, 25]\n",
            "31 1 [39, 38, 37, 36, 35, 27, 26, 25, 24, 23, 22, 29, 18, 51, 50, 49, 48, 47, 45, 43, 42, 41, 33, 20, 31]\n",
            "32 1 [43, 30, 29, 45, 27, 26, 25, 24, 23, 22, 21, 20, 19, 48, 47, 50, 41, 40, 39, 38, 37, 35, 34, 33, 32]\n",
            "33 1 [30, 29, 25, 24, 23, 22, 32, 49, 48, 46, 45, 51, 43, 42, 41, 27, 18, 17, 16, 20, 37, 36, 35, 34, 39]\n",
            "34 1 [23, 51, 50, 49, 17, 26, 25, 15, 47, 21, 45, 35, 34, 33, 43, 42, 41, 19, 39, 38, 37, 31, 30, 29, 28]\n",
            "35 1 [40, 39, 30, 29, 28, 27, 50, 49, 48, 47, 35, 34, 33, 32, 25, 24, 23, 22, 21, 43, 42, 19, 18, 37, 45]\n",
            "36 1 [47, 27, 26, 25, 23, 22, 21, 20, 19, 40, 34, 33, 32, 31, 17, 16, 51, 29, 43, 42, 38, 37, 36, 45, 49]\n",
            "37 1 [26, 25, 24, 23, 22, 21, 20, 47, 46, 18, 16, 29, 28, 38, 50, 49, 40, 44, 43, 42, 34, 33, 32, 31, 36]\n",
            "38 1 [26, 25, 24, 23, 22, 21, 20, 19, 18, 49, 48, 44, 42, 35, 34, 33, 38, 37, 40, 28, 16, 31, 30, 51, 46]\n",
            "39 1 [20, 39, 38, 37, 24, 23, 22, 33, 32, 31, 30, 29, 28, 41, 26, 51, 50, 49, 48, 47, 46, 45, 44, 43, 35]\n",
            "40 1 [51, 21, 20, 19, 18, 23, 49, 37, 36, 34, 33, 44, 42, 41, 16, 15, 28, 39, 13, 31, 30, 47, 46, 26, 25]\n",
            "41 1 [26, 44, 24, 23, 22, 21, 20, 49, 48, 47, 46, 28, 30, 51, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32]\n",
            "42 1 [45, 35, 34, 33, 26, 25, 24, 23, 22, 39, 31, 50, 49, 48, 47, 43, 42, 41, 37, 20, 19, 17, 16, 29, 28]\n",
            "43 1 [29, 28, 27, 26, 25, 24, 23, 31, 38, 37, 42, 41, 40, 35, 34, 33, 21, 51, 50, 49, 48, 47, 46, 45, 44]\n",
            "44 1 [22, 21, 20, 26, 25, 24, 42, 40, 39, 38, 37, 33, 32, 31, 30, 18, 17, 16, 44, 50, 28, 46, 35, 14, 48]\n",
            "45 1 [46, 32, 31, 34, 29, 27, 26, 25, 24, 44, 43, 38, 37, 36, 22, 21, 20, 41, 40, 18, 17, 16, 50, 49, 48]\n",
            "46 1 [48, 47, 46, 45, 43, 22, 21, 19, 50, 26, 25, 24, 17, 39, 38, 37, 36, 35, 34, 33, 32, 30, 29, 28, 41]\n",
            "47 1 [34, 33, 32, 27, 26, 25, 24, 51, 50, 19, 18, 44, 43, 22, 21, 30, 29, 46, 41, 40, 39, 38, 37, 36, 48]\n",
            "48 1 [44, 42, 41, 21, 20, 23, 28, 27, 26, 25, 39, 50, 49, 48, 47, 46, 18, 37, 36, 35, 34, 33, 32, 31, 30]\n",
            "49 1 [37, 36, 24, 23, 22, 21, 20, 18, 51, 41, 40, 39, 47, 46, 45, 44, 43, 34, 33, 49, 31, 30, 28, 27, 26]\n",
            "50 1 [23, 22, 34, 33, 32, 25, 48, 47, 46, 45, 44, 43, 42, 40, 39, 38, 51, 50, 28, 27, 18, 17, 20, 30, 36]\n",
            "51 1 [25, 40, 23, 22, 21, 20, 49, 48, 31, 30, 29, 28, 27, 18, 51, 34, 33, 46, 45, 44, 43, 42, 38, 37, 36]\n",
            "52 1 [49, 32, 30, 16, 24, 23, 22, 21, 39, 38, 37, 36, 35, 34, 28, 27, 26, 43, 41, 19, 18, 14, 51, 47, 45]\n",
            "53 1 [23, 50, 49, 48, 42, 21, 20, 19, 18, 44, 25, 40, 39, 38, 37, 36, 35, 34, 33, 32, 30, 29, 28, 27, 46]\n",
            "54 1 [30, 29, 28, 27, 26, 25, 24, 40, 46, 45, 44, 43, 42, 51, 50, 49, 48, 20, 38, 22, 36, 35, 34, 33, 32]\n",
            "55 1 [23, 22, 47, 27, 26, 25, 45, 44, 36, 35, 34, 51, 18, 17, 32, 31, 30, 29, 20, 49, 42, 41, 40, 39, 38]\n",
            "56 1 [26, 25, 51, 16, 23, 22, 44, 43, 42, 30, 38, 28, 20, 19, 18, 49, 48, 47, 46, 32, 36, 35, 34, 14, 40]\n",
            "57 1 [46, 38, 30, 29, 28, 27, 26, 25, 44, 36, 42, 41, 40, 50, 49, 48, 23, 22, 20, 19, 18, 17, 34, 33, 32]\n",
            "58 1 [51, 39, 38, 37, 36, 27, 26, 25, 24, 23, 22, 21, 49, 48, 47, 46, 45, 44, 29, 34, 33, 32, 31, 42, 41]\n",
            "59 1 [16, 19, 18, 35, 22, 21, 33, 31, 30, 29, 28, 27, 26, 25, 24, 45, 44, 43, 50, 38, 37, 48, 47, 41, 40]\n",
            "60 1 [23, 22, 29, 28, 27, 26, 25, 51, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 31, 49, 48, 47, 46, 45, 44]\n",
            "61 1 [36, 22, 30, 29, 28, 27, 40, 43, 42, 34, 25, 24, 32, 20, 19, 18, 17, 15, 38, 50, 49, 48, 47, 46, 45]\n",
            "62 1 [36, 35, 47, 46, 26, 25, 24, 18, 51, 50, 49, 39, 38, 44, 43, 42, 41, 31, 30, 29, 28, 22, 21, 20, 33]\n",
            "63 1 [34, 32, 31, 30, 29, 21, 20, 19, 18, 43, 42, 41, 27, 26, 39, 38, 48, 47, 46, 45, 51, 50, 24, 23, 36]\n",
            "64 1 [41, 28, 27, 26, 25, 24, 23, 48, 46, 50, 35, 34, 33, 39, 38, 37, 21, 20, 19, 18, 31, 30, 44, 43, 16]\n",
            "65 1 [38, 20, 27, 26, 25, 24, 43, 42, 41, 40, 49, 48, 47, 22, 18, 17, 51, 45, 36, 35, 34, 33, 32, 31, 29]\n",
            "66 1 [45, 44, 43, 16, 23, 22, 38, 20, 34, 18, 32, 31, 29, 28, 27, 26, 25, 41, 40, 51, 50, 49, 48, 47, 36]\n",
            "67 1 [45, 44, 42, 50, 26, 24, 23, 22, 13, 35, 34, 33, 32, 20, 19, 48, 47, 40, 28, 38, 37, 30, 17, 16, 15]\n",
            "68 1 [28, 37, 36, 51, 50, 20, 43, 42, 41, 24, 48, 47, 22, 45, 34, 26, 14, 13, 12, 18, 32, 31, 30, 16, 39]\n",
            "69 1 [28, 27, 26, 25, 24, 23, 22, 21, 47, 46, 51, 50, 49, 35, 34, 33, 32, 31, 30, 42, 40, 39, 38, 37, 44]\n",
            "70 1 [51, 44, 43, 42, 41, 22, 26, 32, 49, 48, 46, 17, 16, 30, 29, 28, 20, 19, 39, 38, 37, 36, 35, 34, 24]\n",
            "71 1 [33, 21, 31, 26, 25, 24, 23, 50, 19, 18, 48, 47, 46, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 29, 28]\n",
            "72 1 [51, 29, 28, 27, 26, 24, 23, 21, 20, 19, 47, 46, 45, 33, 32, 31, 49, 39, 38, 37, 36, 35, 43, 42, 41]\n",
            "73 1 [24, 20, 19, 18, 17, 22, 15, 50, 49, 48, 28, 26, 40, 38, 31, 30, 36, 35, 46, 45, 44, 43, 42, 13, 33]\n",
            "74 1 [24, 23, 29, 28, 27, 26, 34, 32, 31, 49, 48, 21, 20, 19, 36, 51, 46, 45, 44, 43, 42, 41, 40, 39, 38]\n",
            "75 1 [29, 28, 24, 23, 22, 26, 31, 50, 49, 48, 47, 46, 45, 17, 20, 19, 37, 35, 34, 33, 43, 42, 41, 40, 39]\n",
            "76 1 [27, 25, 24, 13, 20, 22, 50, 18, 16, 15, 30, 29, 38, 37, 41, 40, 43, 35, 34, 33, 32, 48, 47, 46, 45]\n",
            "77 1 [38, 25, 24, 23, 22, 21, 17, 16, 32, 31, 30, 47, 28, 27, 45, 44, 14, 34, 50, 49, 42, 41, 40, 19, 36]\n",
            "78 1 [33, 32, 31, 29, 28, 27, 26, 47, 46, 45, 44, 20, 40, 24, 23, 22, 42, 50, 49, 38, 37, 36, 35, 18, 17]\n",
            "79 1 [29, 28, 27, 22, 21, 20, 19, 18, 17, 44, 43, 31, 41, 40, 39, 25, 24, 35, 50, 49, 48, 47, 46, 33, 37]\n",
            "80 1 [44, 43, 42, 27, 26, 25, 24, 23, 22, 21, 47, 46, 34, 33, 32, 31, 30, 29, 40, 39, 38, 36, 51, 50, 49]\n",
            "81 1 [19, 18, 50, 29, 28, 27, 26, 25, 41, 40, 35, 34, 33, 32, 31, 48, 47, 46, 45, 23, 22, 21, 43, 38, 37]\n",
            "82 1 [41, 31, 29, 44, 43, 27, 26, 24, 23, 22, 21, 20, 19, 47, 46, 51, 50, 49, 39, 38, 37, 36, 17, 34, 33]\n",
            "83 1 [50, 49, 20, 24, 23, 22, 35, 34, 15, 26, 18, 17, 28, 45, 47, 43, 42, 41, 40, 39, 38, 37, 32, 31, 30]\n",
            "84 1 [51, 41, 43, 49, 48, 20, 39, 38, 37, 36, 35, 34, 33, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 46, 45]\n",
            "85 1 [49, 28, 27, 26, 24, 23, 22, 51, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 47, 46, 45, 44, 43, 42, 41]\n",
            "86 1 [43, 42, 41, 40, 23, 22, 21, 20, 19, 18, 48, 47, 46, 45, 51, 50, 38, 37, 35, 34, 33, 29, 25, 27, 31]\n",
            "87 1 [51, 50, 49, 48, 47, 22, 45, 44, 43, 20, 19, 31, 30, 29, 28, 27, 25, 24, 36, 35, 34, 33, 41, 39, 38]\n",
            "88 1 [15, 18, 17, 33, 32, 23, 22, 46, 30, 29, 28, 27, 44, 43, 42, 41, 40, 38, 37, 36, 35, 25, 50, 48, 20]\n",
            "89 1 [44, 30, 29, 28, 27, 26, 25, 24, 35, 42, 46, 40, 39, 38, 37, 22, 21, 20, 19, 18, 51, 49, 48, 33, 32]\n",
            "90 1 [44, 43, 42, 41, 40, 22, 21, 20, 19, 29, 28, 27, 25, 24, 51, 50, 49, 48, 35, 34, 38, 37, 32, 31, 46]\n",
            "91 1 [20, 26, 25, 24, 23, 22, 31, 49, 48, 47, 46, 45, 44, 43, 41, 29, 28, 39, 18, 17, 51, 34, 33, 37, 36]\n",
            "92 1 [20, 19, 18, 49, 48, 24, 23, 22, 46, 45, 44, 43, 42, 41, 39, 38, 36, 35, 51, 31, 30, 29, 28, 26, 33]\n",
            "93 1 [18, 30, 29, 22, 21, 20, 50, 49, 27, 26, 32, 47, 46, 45, 44, 43, 42, 41, 34, 39, 38, 37, 36, 16, 24]\n",
            "94 1 [36, 35, 34, 42, 41, 20, 19, 18, 45, 44, 32, 31, 30, 29, 39, 38, 22, 27, 26, 25, 24, 50, 49, 16, 47]\n",
            "95 1 [48, 50, 15, 38, 37, 25, 19, 18, 17, 35, 34, 33, 31, 30, 46, 45, 43, 42, 41, 40, 28, 27, 23, 22, 21]\n",
            "96 1 [18, 27, 41, 22, 21, 20, 25, 24, 30, 29, 39, 16, 15, 47, 37, 36, 35, 45, 44, 43, 33, 32, 51, 50, 49]\n",
            "97 1 [30, 48, 37, 36, 28, 27, 32, 44, 43, 42, 41, 40, 39, 46, 51, 50, 25, 23, 22, 21, 20, 19, 18, 17, 34]\n",
            "98 1 [16, 18, 34, 33, 32, 26, 44, 43, 36, 14, 41, 40, 24, 23, 22, 21, 20, 50, 30, 29, 28, 38, 48, 47, 46]\n",
            "99 1 [48, 44, 43, 28, 27, 26, 41, 50, 30, 39, 38, 37, 36, 35, 24, 23, 22, 21, 20, 19, 18, 16, 33, 32, 46]\n",
            "New generation  200\n",
            "New generation  200\n",
            "P 200\n",
            "Q is :\n",
            "[[27, 25, 24, 22, 21, 20, 19, 18, 17, 31, 44, 43, 42, 41, 50, 49, 48, 47, 46, 29, 39, 34, 33, 37, 36]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "results = []\n",
        "for item in Q:\n",
        "  dist, M, n = RSM(item, distance_matrix, demands, time_windows, vehicle_capacity,service_times, B, m1, m2)\n",
        "  results.append([dist, M, n])"
      ],
      "metadata": {
        "id": "VWVVG1Fuw9d5"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "results"
      ],
      "metadata": {
        "id": "E68l4gG0w9d6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "16a8f8b9-0cd9-4080-b926-88ec22230f3b"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[[498.5273111309964, 108519.63867916787, 10.0]]"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(f\"Dataset {dataset}, {dataset_num}, {client_number}\")\n",
        "print(np.mean(results, axis=0)[0])\n",
        "print(np.mean(results, axis=0)[1])\n",
        "print(np.mean(results, axis=0)[2])"
      ],
      "metadata": {
        "id": "R9WxmpBPxCzR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e7f05e16-c757-466f-f41b-e6bafcd6fb56"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset C, 7, 25\n",
            "498.5273111309964\n",
            "108519.63867916787\n",
            "10.0\n"
          ]
        }
      ]
    }
  ]
}