imregnotebook.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import random,numpy as np\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage.measure import structural_similarity as ssim\n",
    "import cv2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def find_roi(img):\n",
    "    ret,thresh = cv.threshold(img,127,255,cv.THRESH_BINARY_INV)\n",
    "    im2,ctrs, hier = cv.findContours(img.copy(), cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)\n",
    "    x, y, w, h = cv.boundingRect(ctrs)\n",
    "    # Getting ROI\n",
    "    roi = img[y:y+h, x:x+w]\n",
    "    cv.rectangle(img,(x,y),( x + w, y + h ),(0,255,0),2)\n",
    "    print(x,y,w,h)\n",
    "    cv.imshow('image',img)\n",
    "    cv.waitKey(0)\n",
    "    cv.destroyAllWindows()\n",
    "    return roi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def mse(imageA, imageB):\n",
    "\n",
    "    err = np.sum((imageA.astype(\"float\") - imageB.astype(\"float\")) ** 2)\n",
    "    err /= float(imageA.shape[0] * imageA.shape[1])\n",
    "    \n",
    "    # return the MSE, the lower the error, the more \"similar\"\n",
    "    # the two images are\n",
    "    return err\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def black(image, no_of_points):\n",
    "\n",
    "    #black = []\n",
    "    for points in range(no_of_points):\n",
    "        rand_row = random.randint(0,len(image)- 1)\n",
    "        rand_col = random.randint(0,len(image[0]) - 1)\n",
    "        if((image[rand_row][rand_col] == 1)):\n",
    "            image[rand_row][rand_col] = 0\n",
    "            #black.append((rand_row,rand_col))\n",
    "        else:\n",
    "            points -= 1\n",
    "    return image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def createImage(row, col, no_of_points):\n",
    "    \n",
    "    Z = np.random.random((row,col))\n",
    "    img = np.ones((row,col))\n",
    "    \n",
    "    #blac = black(img, no_of_points)\n",
    "    img = black(img, no_of_points)\n",
    "    \"\"\"\n",
    "    for cord in blac:\n",
    "        img[cord[0], cord[1]] = [0,0,0]\n",
    "    \"\"\"\n",
    "    return img\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def newPopulation(pop_max, target_img, num_of_points):\n",
    "    \n",
    "    row = len(target)\n",
    "    col = len(target[0])\n",
    "    population = []\n",
    "    for image in range(pop_max):\n",
    "        im = createImage(row, col, num_of_points)\n",
    "        population.append(im)\n",
    "        \n",
    "    return population"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def fitness(image, target):\n",
    "    import math\n",
    "    \n",
    "    \"\"\"\n",
    "    score = 0\n",
    "    for row in range(len(image)):\n",
    "        for col in range(len(image[0])):\n",
    "            if(((image[row][col] == [0,0,0]).all() and (target[row][col] == [0,0,0]).all()) ):\n",
    "                score += 1\n",
    "    \"\"\"\n",
    "    \n",
    "    ms = mse(image, target)\n",
    "    score = 1/(10**(ms))\n",
    "    return (score**2)*100\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def populationFitness(population, target):\n",
    "    \n",
    "    score = []\n",
    "    min_score = 999\n",
    "    for image in population:\n",
    "        fitness_score = fitness(image, target)\n",
    "        score.append(fitness_score)\n",
    "        if(fitness_score<min_score):\n",
    "            min_score = fitness_score\n",
    "    \n",
    "    for i in range(len(score)):\n",
    "        score[i] = score[i] - min_score + 1\n",
    "        score[i] = int (score[i] )\n",
    "    return [population, score]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def matingPool(population_fitness):\n",
    "    population = population_fitness[0]\n",
    "    score = population_fitness[1]\n",
    "    pool = []\n",
    "    for i in range(len(population)):\n",
    "        for j in range(score[i]):\n",
    "            pool.append(population[i])\n",
    "    return pool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import random \n",
    "def createChild(img1, img2, num_of_points):\n",
    "    row = len(img1)\n",
    "    col = len(img1[0])\n",
    "    Z = np.random.random((row,col))\n",
    "    G = np.ones((row,col))\n",
    "    num_points = 0\n",
    "    for i in range(row):\n",
    "        for j in range(col):\n",
    "            if((img1[i][j] == 0) and (img2[i][j] == 0)):\n",
    "                p = 0.9\n",
    "            elif((img1[i][j] == 0) or (img2[i][j] == 0)):\n",
    "                p = 0.7\n",
    "            else:\n",
    "                p = 0.1\n",
    "            n = random.random()\n",
    "            if(n<p):\n",
    "                G[i][j] = 0\n",
    "                num_points += 1\n",
    "            if(num_points > num_of_points):\n",
    "                break\n",
    "    return G\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def createChildren(pool, pop_max, num_of_points):\n",
    "    \n",
    "    population = []\n",
    "    for i in range(pop_max):\n",
    "        \n",
    "        rand1 = random.randint(0,len(pool)-1)\n",
    "        rand2 = random.randint(0,len(pool)-1)\n",
    "        child = createChild(pool[rand1], pool[rand2], num_of_points)\n",
    "        population.append(child)\n",
    "    \n",
    "    return population"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import random\n",
    "def mutateImage(img):\n",
    "    for i in range(2):\n",
    "        row_rand = random.randint(0,len(img)-1)\n",
    "        col_rand = random.randint(0,len(img[0])-1)\n",
    "        \n",
    "        if((img[row_rand][col_rand] == 0)):\n",
    "            img[row_rand][col_rand] = 1\n",
    "        else:\n",
    "            img[row_rand][col_rand] = 0\n",
    "        \n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def mutatePopulation(population, chance_of_mutation):\n",
    "    for i in range(len(population)):\n",
    "        rand = random.randint(0,100)\n",
    "        if(rand < chance_of_mutation):\n",
    "            population[i] = mutateImage(population[i])\n",
    "    return population\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 1\n",
      "52.480746025\n"
     ]
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaf362b00>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 2\n",
      "45.7088189615\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa75ff550>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 3\n",
      "41.686938347\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff21198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 4\n",
      "38.0189396321\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab7a14a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 5\n",
      "39.8107170553\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhAkcwgQOYQKHMIFDmMAhTOAQJnAI+wWeJzD0m+4uwQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad5d438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 6\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA15JREFUeJzt3EFqxDAUBUEp+P5XVhbJ3szAJ+NO1QGEMW60MW+fcxbQ\n9PXXDwDMETiECRzCBA5hAocwgUOYwCFM4BAmcAi7hs4d+T1u7z1xLGutp/3R+KRvYfDd3r4ENziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\n2Miq6tTi5dQ65ZMWOvkx8S0UvwM3OIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUPYHloqnZk/xWLtr6nnfZjbl+sGhzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BBmdBGey+gi/GcChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BB2TRy69+3Y\n41uGFmAhyw0OYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nhzCBQ5jAIUzgEDayqmr9FD6DGxzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIE\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hF0Th+69J45d55yRc6HKDQ5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQNrKqav0UPoMb\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOY\nwCFsZFV1rbWHzgVe4AaHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIE\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwr4B6FAr+fBQ0PwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad4e588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 7\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nNAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab78d668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 8\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhP0CqKUh9nrCTJIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff21c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 9\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad35a278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 10\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJnAIEziECRzCBA5hAocwgUOYwCHsF/xFMPbsPHQAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa770a470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 11\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncAgTOIQJHMIEDmEChzCBQ5jAIewNjgos9sl+7dYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8c4b4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 12\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb08aab70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 13\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4d29b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 14\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA1lJREFUeJzt3UFqw0AQAEFN8P+/vLkkZ4eQQVFTdTbLYmjmsozmnHMB\nTR93XwDYI3AIEziECRzCBA5hAocwgUOYwCFM4BD22jh0Zlaex229upuZPz/zSXe9rufd90kWX4u+\n/XNNcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAoewla2q8M335+9lgkOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHMIFDmMAhTOAQJnAIEziEzdLWS6s0Yd+8+4EJDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCHsdfcF4L+YebvD8FeWFpv+iAkOYQKHMIFDmMAh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgEGarKny5c/vp\nFhMcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmECh7DXxqEzs3Hsdc5ZOReqTHAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIE\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHsJWtqraf2izL/2CCQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAhbWbpo4eCz7kqXCQ5hAocwgUOY\nwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\n2Jxz7r4DsMQEhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMI+AUwuMO9mAj82AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa75c6e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 15\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAz9JREFUeJzt3dEJwzAMQEG7ZP+V3RFKoKLN424AYQoP/QR1n3MW0PT6\n9QOAOQKHMIFDmMAhTOAQJnAIEziECRzCBA5h18TQvfejPo+b+Jpv7/31mWvNvHUt7500+LXoxx/B\nBocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIG7mqOsWFzjlP+5/4p733V2xwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmECh7BHXVWdMnGh06VW/oENDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCHM0cUhE4cc4S4bHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAoewa2Lo\nOWdiLHCTDQ5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIewamruH5gI32OAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD2BusCiP21oA1\nQgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb09c5400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 16\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA0VJREFUeJzt3DFqxEAMQNFR8P2vPKlSbLWkEJt83juAMMYfNUZz7z1A\n09enHwDYI3AIEziECRzCBA5hAocwgUOYwCFM4BD2bAydmZXf4/x1d87MrMzderdbz/ufLH63b1+u\nDQ5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQtnJVdYsLnfzYuFS69X198hKuDQ5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQNhvXKc85K0OBF2/PtdrgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAh7NobOzMbYc+9dmQtV\nNjiECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFD2MpVVddP4W+wwSFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hD1Lc2dpLvALNjiECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ9g2C\nCB78EvT6TQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfae0794e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 17\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHsBfdXzDuH9WcRAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad7a8b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 18\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nECZwCBM4hAkcwgQOYQKHsF/kyTPtqgXS8QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa77460f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 19\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ5jAIUzgECZwCBM4hAkcwgQOYb/wyTLtPpTsQQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4b6080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 20\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa77315c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 21\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwCFM4BAmcAgTOIQJHMIEDmECh7B/x4ww8CBqzjoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4b70f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 22\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwgQOYQKHMIFDmMAh7AO9BSv0szT1tgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad688cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 23\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA1pJREFUeJzt3EFqAzEQRUF38P2vrBwh9qIZ9FJ1ACEGHtoMf845L6Dp\n5+kLAHsEDmEChzCBQ5jAIUzgECZwCBM4hAkcwt5L5678HjczG8e+Nv7mu+mum276Dlt33XLO+fPC\nXnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHsFla6bxqVZX71lpvsrgsa1UV/jOBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAh7P32Bb1j+ZNPi+unKuZ/wgkOYwCFM4BAmcAgTOIQJHMIE\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIu2p08SbFAb+64rf1gkOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziEWVVd\nUlzo5D5ecAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCBA5hAocwq6qsmpmVc63WfsYLDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BBmVZVV1k+f5QWHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCFtZVZ2ZjWMtdMKXvOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIWzOOU/fAVjiBYcwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCfgFIRzbvhXzfWgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad671240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 24\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmMAhTOAQJnAIEziECRzCBA5hL+12LvQ/6jffAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa75e8400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 25\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYQKHMIFDmMAhTOAQ9gOpqi3wOYjyNAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb08ba128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 26\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA15JREFUeJzt3MGJJDEQRcHW0v67rDVhmMNn0CPCgESIeuhS5Ln3foCm\nf399AGBH4BAmcAgTOIQJHMIEDmEChzCBQ5jAIew7mjv5Pe6csxj7WfzN99JZl1b3sLC62+G38ONg\nLziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFD2GSr6msbRRfnfemsS69tgV34yzvwgkOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziETbaqvualzZ8vnfU1xY21XnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYWe0xM9mwJHVYkDLHJ/0\n48fgBYcwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAI+y6G2vy54w74DS84hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmHfxdB772Is8EtecAgTOIQJHMIEDmEChzCBQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIE\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ9l0MPecsxn7u\nvZO5UOUFhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOY\nwCFM4BAmcAg7NpVClxccwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCPsPEcU86rV6NFcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8bf56d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 27\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0889320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 28\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTOAQJnAIEziEfQD6xS/3nwEPwQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2e78d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 29\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYQKHMIFDmMAhTOAQJnAIEziECRzCfgA0RTDz93gL8wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfada4eb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 30\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOIQJHMIEDmECh7Bfq1cv757MzQ0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7702cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 31\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTOAQ9gtRvSzxgt9epwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7705160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 32\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMIFDmMAhTOAQJnAIEziE/QIwTST9G7SStgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad38d780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 33\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuBFwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad3a6668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 34\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCBM4hP0APUwo7to+1y8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfae07cba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 35\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCRzCBA5hAocwgUOYwCFM4BD2Czc5L/HkouHtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfafd071d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 36\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nvQH3kyP1bDvNhgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0935b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 37\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngUOYwCFM4BAmcAgTOIQJHMJ+AfP4MfALVN+UAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8be1198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 38\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7746668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 39\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhzCBQ5jAIUzgECZwCBM4hAkcwt6TZy/4P+K5UQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad364ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 40\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmMAhTOAQJnAIEziECRzCvgGu3Cn68dH2uwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad53470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 41\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYQKHMIFDmMAhTOAQJnAI+wWCEyj2eFBEXAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a6b6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 42\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhAkcwgQOYQKHMIFDmMAh7BvCfy30aSJ+mwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa774f668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 43\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJnAIEziECRzCBA5hAocwgUOYwCHsD1k2NvEUeZQSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0934d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 44\n",
      "39.8107170553\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwyH2Rug6SAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa774c400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 45\n",
      "38.0189396321\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIUzgECZwCBM4hAkcwgQOYQKHsG8h+iz64woqWgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab78c8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 46\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA0hJREFUeJzt3MFtAzEMAEErcP8tMyXEfhAXLWYKEAQdFvwceGbmBTT9\nPH0BYI/AIUzgECZwCBM4hAkcwgQOYQKHMIFD2Hvp3Kt+jzvnPH2Fj9325+FNb7tl8Zv9+bgmOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUPY\nylZVmzRtP9122/s+xQSHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIE\nDmEChzCBQ5jAIUzgECZwCFvZqrq18XJr8+dNGzptP+UbJjiECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHsJWli5Yj7vEGfMMEhzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAhb2apq8yf8DyY4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziECRzCBA5hAocwgUOYwCHsvXHoOWfj2NfMrJwLVSY4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmFnZp6+A7DEBIcwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nfgEEFCn0xp1iagAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaf362390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 47\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAocwgUPYJ0rRJvRGC/e4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad360f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 48\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwCFM4BAmcAgTOIQJHMIEDmEChzCBQ9gvafMw8vP3ok0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2b4eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 49\n",
      "38.0189396321\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCRzCBA5hv5b5KvTu0OPQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a9fc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 50\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMIFDmMAhTOAQJnAIEziECRzCfgHyFjPwcT9XsQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab772908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 51\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad399fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 52\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA05JREFUeJzt3DEKw0AMAMEo+P9fvlSpQwphvMw8QBjDoubQnHNeQNP7\n7g8A9ggcwgQOYQKHMIFDmMAhTOAQJnAIEziEXRtDZ8bzuCVbLw9nZmXuk773ga86f/4EGxzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhbOWq\n6hYXOl0//XrgBdRb2OAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYY+6qrpl40Ln1jXRp3H99F42OIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAoewWTqK59Ie7Pt52dMGhzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAoewa2PozGyMfZ1zVuZClQ0OYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmECh7BrY+g5Z2Ms8CcbHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFs5arqzGyMda0V/mSDQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOISNS6XQZYND\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYR+0bDDwCXD6gAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff11cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 53\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff1add8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 54\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwCFM4BAmcAgTOIQJHML+AYa9K/RuR4/uAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa772b7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 55\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEziECRzCBA5hAoewb1iuJPjdx4gYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8c4e5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 56\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA0JJREFUeJzt3MFpBEEMAMGVufxTHj8cwNkPcZ6mKgCxDDT6LJpzzgM0\nfX36A4A9AocwgUOYwCFM4BAmcAgTOIQJHMIEDmGvjaEzs/J73NZfdzOzMneDN9hz29uec94OtsEh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwlauqrJ3oZMfN73vJ7/VBocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIc1X1uetC58yszL3pDfg9GxzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmKOLl3Eckb+wwSFM4BAmcAgTOIQJHMIE\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCVq6quvwJ/4MNDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAh7LUxdGY2xj7nnJW5UGWDQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOISNS6XQZYNDmMAhTOAQJnAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYd9ZAizr\n3IbjqAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a9cf98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 57\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfafd071d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 58\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmG/wXQy8Gzr4KcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad686048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 59\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncAgTOIQJHMIEDmEChzCBQ9g3LM0x7nj0p5MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad64a278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 60\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTOAQJnAIEziECRzCXueZLfIiPfmwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2bcba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 61\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEzcj/OkY5JYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2efa90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 62\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJnAIEziEfQM/DiP27TlBrQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4e2780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 63\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMIEDmEChzCBQ9gXT3818BFi7CoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0890cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 64\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb090c6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 65\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngUOYwCFM4BAmcAgTOIT9AXY9L/fXcrtvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac06b240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 66\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhzCBQ5jAIUzgECZwCBM4hH0DFTIx87oDW8EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4e24e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 67\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEziECRzCBA5hAocwgUOYwCFM4BD2BeZYMPPR8AvqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2d0940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 68\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8CRFP2gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a200b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 69\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb08bab38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 70\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA0tJREFUeJzt3EFOgFAMQEFquP+VvyvXyqJBnzMHaAjhpRvSOedcQNPH\n2w8A7BE4hAkcwgQOYQKHMIFDmMAhTOAQJnAIu5fmrvweNzMbY1f4Q3DXX/oWtpxzvn0JNjiECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD2Gxc\n/5wZJ0W5rst12WWuqsJ/JnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYffbD/CEC53wjA0OYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOY\nwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIWzl6KLjiPA72OAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYStXVeHLzKzMdbn3Z2xwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzBXVVnl\n+um7bHAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHsJWrqjOzMdaFTnjIBocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD2L0x9JyzMRZ4yAaHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIexemjtLc4EHbHAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAh7BNtSyT225fpnwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfafeeb438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 71\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb087d198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 72\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA0ZJREFUeJzt3FFqw1AMAMGo+P5XfjlC04JIvJk5gDDGi36M5pzzAJp+\n3v0AwB6BQ5jAIUzgECZwCBM4hAkcwgQOYQKHsGtj6Mx8/e9xW38IzszK3C13+lNy690uvoNfH9gG\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAhbuarK/a6f3s3G+73TBdhX2eAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYbe6qlq8esn/+BZeY4NDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCFs5uuggHnwGGxzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwq6NoTOzMfZxzlmZC1U2OIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUPYylVV10/hM9jgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCHsWpo7S3OBP7DBIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmECh7An\nMKYg+2O8XUQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0853ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 73\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCRzCBA5hn6BJLenHa1irAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0853ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 74\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0Moq9FEqCWMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a685c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 75\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhzCBQ5jAIUzgEPYLpPYs8cfTRagAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad354630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 76\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhzCBQ5jAIUzgECZwCBM4hL0AERs07xgcqckAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab7998d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 77\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncAgTOIQJHMIEDmF/sJkw8O4VXMsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8c3fa58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 78\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIewX7+sw7yqcxtsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad3ac588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 79\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa75da5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 80\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEziECRzCBA5hL7y+KPKzbn75AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa75ff978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 81\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwCFM4BD2C144JvoG6SzPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaf362668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 82\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHf3nWFI/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaae42f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 83\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCBM4hAkcwgQOYQKHMIFD2B+bKyz049/UiwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0870908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 84\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIewNcFsm9H8dc2wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac069748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 85\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCBM4hAkcwgQOYS+6Nyz6n6WaFwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb08afcf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 86\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwgQOYQKHMIFDmMAh7AfGdjXx15093AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7768668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 87\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAocwgUOYwCFM4BAmcAgTOIQJHMJ+AYwkM/JKKXf8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad45b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 88\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTOAQJnAIEziEfQEQRCr3peHlAQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad679e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 89\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYQKHMIFDmMAhTOAQJnAIEziEfQLy8yf0jBhhPwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac061a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 90\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhAkcwgQOYQKHMIFDmMAh7BeSgjXsYwWZOgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab7065f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 91\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEziE/QK9+Czy1p6EDgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac126ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 92\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCPsFSSgw82TWzn4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8c09470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 93\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad655438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 94\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8c17358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 95\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTOAQ9gv1Hinuv8V22AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab78b978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 96\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA11JREFUeJzt3DFqxEAQRcFps/e/8jh1tjhovHquOsAgJB6TiD/33gM0\nff31AwB7BA5hAocwgUOYwCFM4BAmcAgTOIQJHMJeS+eu/B43MxvHcs7Z+qNx65s96Q/MxXfw9mA3\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUPYyqqq9dM9T1oTPed5z1vjBocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIm6XVS1OaS7YWa7fWT5/2vA/z9uW6wSFM4BAmcAgTOIQJHMIE\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziErYwuzszOkqOhPfjJ6CL8\nZwKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzg\nEPbaONT6KXwGNziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hL02Dp2ZjWPPvXflXKhyg0OYwCFM4BAmcAgTOIQJHMIE\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIWxldNI4In8ENDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BC2sqo6MxvH\nWmuFX3KDQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOISNpVLocoNDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYd/nqTTsIsSLMQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a635f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 97\n",
      "36.307805477\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab7256a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 98\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTOAQJnAIEziECRzCBA5hAoewX+otLu/YfxccAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0ab1a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 99\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTOAQJnAIEziE/QLMpi3wazyCOQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a9a3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 100\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVnUm8Q5IadsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab777860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 101\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA1RJREFUeJzt3DFuw0AMAEEz0P+/fKlTOS4IW+uZBxCCoAUbgXPOeQBN\nP+9+AGCPwCFM4BAmcAgTOIQJHMIEDmEChzCBQ9i1NPfrf4+bmXc/wku2/mi803u42zs45zwdbIND\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhG1dVV3hQueexcufK3N9C/9jg0OYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziE3eqq6t0ulW640zVR3s8GhzCBQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BA2G4cMZ2blOqKji/DH0wucNjiECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD2LUx\n1PVT+Aw2OIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziEXRtDZ2Zj7OOcszIXqmxwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmErRxcdR4TPYINDmMAhTOAQJnAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgEHYtzZ2l\nucALbHAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAh7BcTmCr6KEHHIgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa76a5e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 102\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKuzoeG8PAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2db278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 103\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncAgTOIQJHMIEDmEChzCBQ9gvIf8t8UF+pg8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb08aa438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 104\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA1NJREFUeJzt3VGKwzAMQMFqyf2v7D1CuguizWPmAMaEPvRj1DnnvICm\nn09fANgjcAgTOIQJHMIEDmEChzCBQ5jAIUzgEHYtnfuo53Ez8+kr8EcbLzC3fgeLr0VvL2yCQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOISt\nbFW1pXRvk+bTvu2T/n/+SXd9lwkOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgEDZLmyR76ynh+9yu2DXBIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIRdG4fO3O6C+5elBZErfAO+gQkOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgEDZL\nWzqt/oR9t6t7TXAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwq6NQ2dm49jXOWflXKgywSFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOY\nwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYXPO+fQd\ngCUmOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BD2CxhpKO5/F+a2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb09f2b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 105\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ5jAIUzgEPYLE6As8/JOTjwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4da400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 106\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hL0A7H8z9Aq6FZQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4daba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 107\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhzCBQ5jAIUzgECZwCPsFtLww6+tcYyIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac067dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 108\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTOAQJnAI+wYIgCvw9Awr3gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab79e208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 109\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncAgTOIQJHMIEDmEChzCBQ9gvDbEz8n5Kl8EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac032f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 110\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhzCBQ9gHb28m+zrLUPoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad38d278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 111\n",
      "28.8403150313\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBA5hH3BNJvZHm6G9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac04acc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 112\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwgQOYQKHsF8j4if3qkKEEgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa898d9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 113\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAsIp8QxauRIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfae08c0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 114\n",
      "36.307805477\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BAmcAgTOIQJHMJ+AbJOM+8BVfcYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfafeebcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 115\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBA5h/9k7Ku3X+Y4XAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0935eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 116\n",
      "36.307805477\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA1JJREFUeJzt3MGJA0EMAEHLOP+UxyH4PsI37aoAxDLQ6LNozjkPoOn5\n7Q8A9ggcwgQOYQKHMIFDmMAhTOAQJnAIEziEvTaGzszP/x639YfgzKzMve2Pxq132LD4th8fwQaH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCFu5quqi6H1ue9uNuTddav0rGxzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAhbOWq6hbXT/d42+Yb2OAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwq46uniTmVmZWzwMyB4bHMIEDmEChzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFs5aqqi6J3\nfStdNjiECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHMIFD2MpVVRdF4X+wwSFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD2Gtj6MxsjH2cc1bmQpUNDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUPYnHO+/Q3A\nEhscwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCB\nQ5jAIUzgECZwCHsDtBM17ZfYwGkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa774e898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 117\n",
      "36.307805477\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab774748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 118\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBA5hAocwgUOYwCHsH9dfL/GpmRu7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff166d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 119\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA2FJREFUeJzt3DFqBDEQRcFts/e/spw5tSdoFj1XHUAMgoeS4c855wU0\nfX36A4A9AocwgUOYwCFM4BAmcAgTOIQJHMIEDmHvjUNnZuX3uJv+upuZlXO37sD33uec8+sleMEh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwmZp9XLlUEuae25arOWHVVX4zwQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIez96Q94wvInPOMFhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BC2Mro4MxvHGl2Eh7zgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmErq6q3rZ9urMDedgc0\necEhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwlZWVW9z0wLqxgLs63XXHfB3XnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHsJVVVcufe9wBT3jBIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BD23jj0nLNxLPCQFxzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhbGVV\ndWY2jrXWCg95wSFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAIEziECRzCxlIpdHnBIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmECh7BvR/U57mqahEgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad3416a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 120\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncAgTOIQJHMIEDmECh7A/PUkz6uC5CksAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0abce10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 121\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9Q4FQyYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a62dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 122\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ5jAIUzgECZwCBM4hP0CzHcn89L8dYgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad3505f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 123\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCdYj+IiLM3EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff3e080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 124\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCRzCBA5hAocwgUOYwCFM4BAmcAj7BTSvMPYKmaYIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac0619e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 125\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDmEChzCBQ9gv6hkk91GsxI4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4c49e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 126\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad354cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 127\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIUzgECZwCBM4hP0C/jQn84YUSrYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa770fa90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 128\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb090c908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 129\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBA5hAocwgUOYwCFM4BAmcAj7BoBhL/kVPwLCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb088f4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 130\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n7A1s1zDtAMYMVgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad3933c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 131\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMIEDmEChzCBQ5jAIUzgECZwCPsErZQz7TxgNwYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2cafd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 132\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac063e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 133\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIewXHio08fE/faUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2b8d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 134\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9gNR4Cf1coI0TwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab712ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 135\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhzCBQ9g37nEl9Sqwbp0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0affa20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 136\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIUzgECZwCPsFBbAr7Y7n0/0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2bd668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 137\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa770fc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 138\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJnAIEziECRzCBA5h36Q1KfikgUPCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8c48ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 139\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJnAIEziECRzCBA5hnx85K/Q+8EcKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2eae48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 140\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab72f4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 141\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BAmcAgTOIT9AzJKKu+q/nTXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff29780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 142\n",
      "39.8107170553\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmMAhTOAQ9gIBBTD0gCwyIgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab6fa978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 143\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBA5hAocwgUOYwCFM4BAmcAgTOIT9AoamL/Ym2WhuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2dc4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 144\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nK+zJiZMqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2bc0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 145\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncAgTOIT9AaBfKvHeyIGLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab71a208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 146\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCBM4hAkcwgQOYQKHsDcbWzLxr50zVgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8bd1cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 147\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad7a8240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 148\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ5jAIUzgECZwCBM4hH0BHrYy9JyObKsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaaceef28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 149\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmMAhTOAQJnAIEziECRzCPpY2OOqfzT2RAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2e6fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 150\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYQKHMIFDmMAhTOAQJnAIEziECRzCfgHkCjjn+lau8QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad6a1780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 151\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+Gm1ORsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad39bdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 152\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAocwgUOYwCFM4BAmcAj7BVxBKO9mbgsxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac057668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 153\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhzCBQ5jAIUzgEPYNH5sx58G3SSoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad680780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 154\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA21JREFUeJzt3EFqA0EMAEEr+P9fnhzygHghwt5O1QPEMrjRxWjOOQ+g\n6evdHwDsETiECRzCBA5hAocwgUOYwCFM4BAmcAh7bgydmX//97i7/UNwZt79CZfc6X233vac8+tg\nGxzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhbOWq6tbFy8XrlH8+05XSXRvve7c3eIUNDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BC2clV1y52uXt7pW9n1zt+CDQ5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh7FZHF+9kZlbmOub4\nwzu8xgaHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCHNVdYmrn3wCGxzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhbOWq6sxsjHWpFC6ywSFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCVq6qun4Kn8EGhzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAhbuao6MxtjXWuFi2xw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQ9N4aeczbGAhfZ4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hK1dVH4/HLM0FLrDBIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmECh7Bv5cY48jGl080AAAAASUVORK5C\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa77113c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 155\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA0RJREFUeJzt3MFtxDAQBMFb4/JPmQ7BvsdCZrsqAEKQ0OBHmDnnvICm\nr6cfANgjcAgTOIQJHMIEDmEChzCBQ5jAIUzgEPbeOHRm/v3vcbf9ITgzTz8CHzrn/PjR3OAQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYSur\nqrfZWEC9baX0thVYfscNDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCBA5hAocwgUOYwCFM4BC2sqpqoXPvHdy21sqz3OAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwlZGF7eGAY05egd8xg0OYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgELayqmr5E/4GNziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmECh7D3xqEzs3Hs65yzci5UucEhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwsZSKXS5wSFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAoewb+Ql\nJvGBjYcOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb095e198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 156\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEziECRzCfgHXiizyRZcOlwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8bca4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 157\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nNhwdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac04a5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 158\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BAmcAgTOIQJHMIEDmG/RRUw7XTdaIwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad353518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 159\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIPuf8pCwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb089dba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 160\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwv4ArBkr9Fv+YJ0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0854320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 161\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWyrwvsyltwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb08a9e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 162\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhzCBQ5jAIewTUvsr8iE8kIQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa772c4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 163\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad34c4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 164\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAyVJREFUeJzt3cEJAgEMAEEj9t9yLMFXUJeZAsLBseRz5GZ3H0DT89sP\nANwROIQJHMIEDmEChzCBQ5jAIUzgECZwCHtdDJ0Zn8fxd66+6pyZk7m7+3GwDQ5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQdnJVlTv+5/5/\nvvnObHAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHsJOrqi5/wm+wwSFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmECh7DXxdCZuRj7\n2N2TuVBlg0OYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAIEziEjUul0GWDQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmFv4Ywa8BDPNOsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab6f6208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 165\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb08a9128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 166\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwgQOYQKHsG+k0yrwNxh8bQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad3502e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 167\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfafeeb550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 168\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA0pJREFUeJzt3cFpxAAMAEErXP8tKyWEg4hclpkChDEs+hh5dvcBmr7+\n+gGAOwKHMIFDmMAhTOAQJnAIEziECRzCBA5hr4uhM+PzOE5dfIE5M78+89Lu/vjANjiECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD2MlV1Sv+\nZX53+dO7bb4DGxzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAh7F9dVaV5+ZM7NjiECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHsJOjiw4DwmewwSFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCTq6qzszFWNda4U02OIQJHMIEDmEChzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hr4uh\nu3sxFniTDQ5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHsNfF0Jm5GPvs7slcqLLBIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMJOrqq6fgqfwQaHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCDu5qvo8zxzNBd5gg0OYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5h355OJvYdiORZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a25c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 169\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9g38MCH1TQQG8AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a45128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 170\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ5jAIUzgECZwCBM4hAkcwgQOYb9GsS/28USTkAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff39dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 171\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nD6BuJ+8NIwWTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a64ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 172\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nsQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4ddb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 173\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac0584e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 174\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDmEChzCBQ5jAIewPl9gt9mbGBdIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0906358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 175\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngUOYwCFM4BAmcAgTOIT9Al9rJ/e6hn7aAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfae091320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 176\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOIQJHMIEDmEChzCBQ5jAIewL8EYz8VvQfTEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff0df98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 177\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMIEDmECh7AP+Ywt8+13Q14AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8be1828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 178\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfada4e358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 179\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMIEDmFvyt0h9zDYJLsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad38df98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 180\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9g+uDSH3ik8FGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab79b1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 181\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nECZwCBM4hAkcwgQOYb8NqDLzCSBwugAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab673160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 182\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0864400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 183\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTOAQJnAIEziECRzCBA5hAoewX2CmLfieebSnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff0b908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 184\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJnAIEziE/QLAvC/1ACrXbgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad6a0ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 185\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMIFDmMAhTOAQJnAI+wWTTjDwX+WttAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad5d438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 186\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDmG/eBEm9cf53yMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad6992b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 187\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nI/QksX/YAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad363f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 188\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad53470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 189\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8AizDQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad6973c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 190\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBA5hAocwgUOYwCFM4BD2CUUEMfD7u1S7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8998198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 191\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad6a70b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 192\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYQKHMIFDmMAhTOAQJnAI+wIK4yz48xaeqwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad363978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 193\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad792e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 194\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0935a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 195\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad3bfbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 196\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEziECRzCBA5hH3aqLO3P9uo2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a9c5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 197\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad575f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 198\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAocwgUOYwCHsDRMFJ/maHF1PAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4ea208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 199\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMIFDmMAhTOAQ9gegoST5rOmyewAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaacee4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 200\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhAkcwgQOYQKHsF+tpiz0t4+NWQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb095e9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 201\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfafeebeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 202\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmE/iqMw822MKXoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa75da2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 203\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad5df98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 204\n",
      "36.307805477\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA15JREFUeJzt3EFqA0EMAMFV8P+/PDnlvHGIsN1UPUAMxo0ui+accwFN\nX69+ALBH4BAmcAgTOIQJHMIEDmEChzCBQ5jAIeyxMXRmVj6P2/rqbmb+faYvBPmx8f+6rus659wO\ntsEhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwlauqrJ3SXPLp12BdQn3d2xwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmECh7BZuiTZO08J7+f2tKwNDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCHssTF05vYW3J8sHYj8KH5bnmGDQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOISt\nXFVlj+unPMMGhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAhbuarq8ie8BxscwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmECh7DHqx9QNTMrc885K3NpssEhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hK0cXXRw8LPeSpcNDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUPYnHNe/QZgiQ0OYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hH0DTIIw8jaeXZcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2c4c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 205\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nECZwCBM4hAkcwgQOYQKHsH8vsy3uhmT47gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8c2b908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 206\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad678cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 207\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff21eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 208\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMIFDmMAhTOAQJnAI+wZl/Sf2vREzRwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab716470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 209\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwCFM4BD2BmJ7L/FNVB7uAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0aaa710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 210\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad363978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 211\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2e1198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 212\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhzCBQ5jAIUzgEPYHxSgz7xm1iQgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab716780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 213\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0affbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 214\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhAkcwgQOYQKHMIFDmMAh7BeKci/tHdeZIgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad792f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 215\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJnAIEziECRzCBA5hv0ZWJvcsxYghAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff0f898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 216\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkyP44EjoCQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0896908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 217\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad575f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 218\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2dbf98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 219\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BAmcAgTOIT9ApZ2LPKm6d9zAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4e00b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 220\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCPsDJcA28U6C9ukAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb09267f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 221\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BD2Al2FJ/dKA8TKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff174a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 222\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwCFM4BAmcAgTOIT9AmnzJvpe3yCLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb09c5e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 223\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad64a198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 224\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMIFD2BctIC/uEpo1TQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa89a5b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 225\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhAkcwgQOYQKHsF8+XCb6+MeOKgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfafe1cc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 226\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8c13ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 227\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\no9Mn8CKotFwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaf362e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 228\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOIQJHMI+d/kj+vrz9TQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0ab65f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 229\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwCFM4BAmcAgTOIT9AlyfMO8Hmr3oAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad6ad6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 230\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA0xJREFUeJzt3UFqw0AQAEFt8P+/PD7kASaQQVZT9YBFrGnmsozPzFxA\n08/dHwDsETiECRzCBA5hAocwgUOYwCFM4BAmcAh7bRx6znnU87iN13znnH8/c9PWi8an3cOTzMzH\nyzXBIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMJWtqo+zcbmT/+7/ss93MsEhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAhb2apqk+aejQ2w1+U3qzLBIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIStLF20GHCPO+AvTHAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHsJWtqjZ/\nwncwwSFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIe20ces7ZOPaamZVzocoEhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziEnZm5+xuAJSY4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgEPYG9XUp8YSSDjsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad68dda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 231\n",
      "36.307805477\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA1NJREFUeJzt3MFpxEAQAEGNufxTXj8cgNFjkK6pCmBZkJr5LDPnnAto\n+nn6AsAegUOYwCFM4BAmcAgTOIQJHMIEDmECh7DPxqEzs/I87pte3c3M01fgpq3/a+tfOOf8e7AJ\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BC2slWVPd+0WZY/T34zExzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhzFbVJbaf8gYmOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAoewlaWLFg5e18w8fYVbfLMmExzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhbGWrKraU8g4mOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUPY\nylbVmdk41qZSuMkEhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAhb2apq+ym8gwkOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmECh7DPxqEzs3Hsdc5ZOReqTHAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwuac8/Qd\ngCUmOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BD2C9cxLO/9Jtp2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0ab6e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 232\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac0f54e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 233\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCBM4hAkcwv4AcCEv8fO05RUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab7a1630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 234\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwgQOYQKHMIFDmMAh7BfdZyz0Rv/DKwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4dff60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 235\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BAmcAgTOIQJHMIEDmEChzCBQ9gfW2sv9aIFGNUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8beaf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 236\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfWOiBAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab8c43c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 237\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2e7d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 238\n",
      "28.8403150313\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nPksuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4d6780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 239\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSSov8cmc8SgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad3b4cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 240\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEziECRzCnoG0J/O2gw2BAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb09124e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 241\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhzCBQ5jAIUzgEPYP/ksq89eWivIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0865400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 242\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nvv0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7752710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 243\n",
      "28.8403150313\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKmIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad3acf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 244\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngUOYwCFM4BAmcAgTOIQJHMJejQkr8ZB5RkgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7705da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 245\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMIEDmEChzCBQ5jAIUzgECZwCPsFHIop8SSESioAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0aff208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 246\n",
      "28.8403150313\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMIFDmMAhTOAQ9gVuJi3tLX1/4QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a8a2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 247\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMIFDmMAhTOAQJnAIEziECRzCPgF6ITDquAH5AQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2b7630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 248\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nX7hPLO7y2OGcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8c1d898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 249\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab78f908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 250\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMuEwJgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab6ffcf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 251\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad678160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 252\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nECZwCBM4hAkcwn4BUh8t8+hNe4gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7713160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 253\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIewTt5487D/XTz0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7710128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 254\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMIEDmEChzCBQ9gXV8Yw8ub/SecAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb08ba208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 255\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwCFM4BAmcAgTOIQJHMJ+AVIsJ/atKMexAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab79ee80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 256\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ5jAIUzgECZwCBM4hP0DIGsq9Tpsa3kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb09f2748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 257\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb09f2ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 258\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ5jAIUzgECZwCBM4hAkcwn4BTmst9hDyOjUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb085bbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 259\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa774a860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 260\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDmEChzCBQ5jAIUzgEPYLziIq8Hf0CL0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad44860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 261\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMIFDmMAhTOAQJnAIEziECRzC/gBt6Tbsbkwj9wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb088a588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 262\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad39cc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 263\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/gD1/CH7+VBquAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0843208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 264\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad44198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 265\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ5jAIUzgECZwCPsGEDwp9dzrnOEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab706be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 266\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8bd1400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 267\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwgQOYb98qizteG3tUwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8bbb780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 268\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BAmcAh7AXGrKvH+eXomAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa89a5780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 269\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA05JREFUeJzt3MGJAzEQRUG1cf4pyyF4D9uYeVQFIAT2Q5fhz733AE2v\nX18A2CNwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ9t44dGZWPo970ld3M/PrK6Rt/Be2frPF/+3XC3vB\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMJWVlV51gLsOY9cFP13T7rrX3nBIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMKsqnLOaS6K4gWHNIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgEGZ08WFmZuVco4tNXnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMKuqD7O1fmqttckL\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BA2S6uXpjRh39cpXC84hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCHsvXHozGwce+69K+dClRccwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIWwslUKXFxzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAI+wC74y3tCgEy9AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfadaeb898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 270\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTOAQJnAIEziECRzCvgF1myrwplFcmwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8c24c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 271\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nECZwCBM4hAkcwgQOYQKHMIFD2A+tXDjxfou1owAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa898d518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 272\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2cf278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 273\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKlMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad34a630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 274\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad6a68d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 275\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nyu4k8zApuE4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac033898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 276\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nI/iCd8LHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac0f5c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 277\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncAj7BT0/JPcPeYrfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa89a5860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 278\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4d7240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 279\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOIQJHMIEDmECh7Bf51Am+iMlD5UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab724e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 280\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BAmcAgTOIQJHMIEDmECh7BfV3kv745LTx0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac0feb00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 281\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwgQOYQKHMIFDmMAhTOAQJnAIEziEfQLosS32UDvx3QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8998da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 282\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAocwgUOYwCFM4BAmcAgTOIQJHMK+AS/AMPas+QVIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfae070908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 283\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7734cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 284\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab8c4668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 285\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmK4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb087e588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 286\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0876278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 287\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwgQOYQKHMIFDmMAh7BM7Py3wZFA9wgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb089d6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 288\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCHsDRrsp8sgbDKsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaf362d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 289\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ5jAIUzgECZwCBM4hAkcwn4BaI427VeiWNUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa898dac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 290\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMIEDmECh7BfrP4n8rlvRgwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa89a5b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 291\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOIQJHMIEDmEChzCBQ9gPMh8w6hbNrHYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac0f5710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 292\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA1FJREFUeJzt3NFpA0EQBUGPufxTXodgDjRI16oKYBAHzf6IN+ecH6Dp\n990/ANgjcAgTOIQJHMIEDmEChzCBQ5jAIUzgEHZtHJ0Zf497GP9o3DMzK3fPOf8e9oJDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hM3SmubK\n0cV1ypff3PqtT7O11rrxfR+4LGtVFb6ZwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziEPWpVlWcty7LOqip8M4FDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgEHZtHDUMuMc34A4vOIQJHMIEDmEChzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziEXRtHzzkbZ4GbvOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYSurqjOzcdZaK9zkBYcwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQtjK6aBwRPoMXHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFsZVV1ZjbOWmuFm7zgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmFjqRS6\nvOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFD2B9u2jTs3TqawQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff39048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 293\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEziECRzCBA5hAoewF8NPMPEcglxOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0ab9908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 294\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nECZwCBM4hAkcwgQOYQKHMIFD2DtnnyvuuBQ7pQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad67ee10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 295\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA19JREFUeJzt3MGJ4EAMAEHrcP4pz4Ww64dYpqkKQJiBRh+jOec8QNO/\nv/4AYI/AIUzgECZwCBM4hAkcwgQOYQKHMIFD2LsxdGb8HneZrT8aZ2Zl7k1/YC6+wY+DbXAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHsJWr\nqjddvHyevauXG25729u+t8YGhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAibjauXM7NyStOFzr0LsLe97cY73PYGz/P8+Ag2OIQJHMIEDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAoew968/gG8uPAy4\nwjv8jg0OYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ9i7MfScszEW+MgGhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAhbuao6MxtjXWuFj2xwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIS9G0PPORtjgY9scAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziECRzC3qW5szQX+MAGhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHML+AxCBM+5fAVj7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad655f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 296\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad6ad588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 297\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYQKHMIFDmMAhTOAQJnAI+wVqPjbxR2Ir4QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac03ee80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 298\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwgQOYQKHsDdbPSb54M/hYwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac0f55c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 299\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIUzgECZwCBM4hAkcwn4BsG4w+FKs5i0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac1262b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 300\n",
      "28.8403150313\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA1FJREFUeJzt3UGKw0AMAEFr8f+/PHnC4oNI3FQ9QISBRhejzDnnApr+\nvv0DgD0ChzCBQ5jAIUzgECZwCBM4hAkcwgQOYffG0JlZ+Txu66u7mVmZ+ybe9n3OOf8+rg0OYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgELZy\nVXXL1oXON/1H+tYbeNsmGxzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAh7FVXVV3o9AY8Y4NDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCFs5uugwIPwGGxzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhbOWq6sxsjHWtFR6ywSFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIuzeGnnM2xgIP2eAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCLs3hs7MxtjrnLMyF6pscAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAoewlauqrp/Cb7DBIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMJWrqpe1zVLc4EH\nbHAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHMIFDmMAh7ANRwSn8cEgzAQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8bcaef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 301\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA1RJREFUeJzt3TFqQ0EMQMFV8P2vvKlSpDKGCMePmQOIxfBQ85Hn3nuA\npq93PwDYI3AIEziECRzCBA5hAocwgUOYwCFM4BD2WJr7UZ/Hzcyfz9z6QnDjred83ns559779Me1\nwSFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCVq6quqTJD/8//142OIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUPYylVVlzT5RFvXgN/Zgw0OYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIWw2DsLNzMqVOccc4ZenVyJtcAgTOIQJHMIE\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAIe2wMvfdujAVeZINDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIE\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIeyxMXRmNsaee+/KXKiywSFM4BAmcAgTOIQJHMIEDmEChzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCVq6qun4K/4MNDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BC2clX1nDNL\nc4EX2OAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFD2DdOeCf3yLVuqQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac0fee48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 302\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAocwgUOYwCFM4BD2B+2+Jvwb4Ha/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab7a8ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 303\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA1lJREFUeJzt3cFtw0AMAMFjoP5bvpQQ6EHEXswUQBi2FvwI9Nx7D9D0\n898fANgjcAgTOIQJHMIEDmEChzCBQ5jAIUzgEPZsDJ2Zldfjtt66m5mVuezZeBa+7Tm49/75gW1w\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nh7CVq6pbvu3q5Qb/576n+N3a4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hK1dVi9cpP8XWZVm/WZMNDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFs5egiexxH5A0bHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFs5arqzGyMdVEU\nXrLBIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMJWrqq6fgqfwQaHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIE\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIezZGDozG2PPvXdlLlTZ4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIezaG3ns3xgIv2eAQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYStX\nVc85szQXeMEGhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMJ+Af6WKfnIKIrxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0abdd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 304\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA0hJREFUeJzt3cFtw0AMAEFfoP5bZkoI/CCUW8wUQBi2FvwI9JmZD9D0\n8/YHAPYIHMIEDmEChzCBQ5jAIUzgECZwCBM4hD0bQ885K6/Hbb11d85ZmYvfbNPM/Pkl2OAQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYStX\nVW+zcfnztquft/1P/E2f981nwQaHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCHNVdclNVz/Z9eazYINDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCFs5uujgIPwPNjiECRzCBA5hAocwgUOY\nwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhD0bQ885G2M/M7MyF6pscAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziEPRtDZ2ZjLPAlGxzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIE\nDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHsGdp7lmaC3zBBocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nfgEzISb1B/u1YQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad68af98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 305\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYQKHMIFDmMAhTOAQJnAIEziECRzCvgFgPy7s4YJ77QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0930dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 306\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYQKHsDc8zib6hFv9wwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7728438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 307\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMIEDmG/G5gp8giTmJoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7728a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 308\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSaYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8bac160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 309\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBA5hv6DPJvL9KDxaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0ab6c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 310\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaa89ec18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 311\n",
      "38.0189396321\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEziECRzCBA5hAocwgUOYwCFM4BD2DdEJMu59mGxEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaf362cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 312\n",
      "38.0189396321\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2ccd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 313\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJfWvr9JrAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad396940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 314\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BAmcAgTOIQJHMJe8qMy88rzFcMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb09e4dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 315\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDmECh7Bvj+cn9P+7hL8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad3a1780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 316\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIUzgECZwCBM4hAkcwgQOYQKHMIFD2A+gQzbtFlCfEgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab77c668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 317\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2b4748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 318\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nECZwCBM4hP0A52Mn989v/7cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2d4cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 319\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad35bbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 320\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhAkcwt6/wSn2wBqqoQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8c2db70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 321\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEziECRzCBA5hL6eSLepdLrCtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad7a8c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 322\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDGwh9TmyYKYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa76618d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 323\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA0tJREFUeJzt3VGKwlAMQFEzdP9bfi6hKAT1zjkLCEV6yU+Jc855AE1/\nn34AYI/AIUzgECZwCBM4hAkcwgQOYQKHMIFD2LUxdGb+/edxW18IzszKXH7POef2ZbDBIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMJWrqr6\nz/G966d+29/zyUu4NjiECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFD2Cxd6XT6E/bdnmu1wSFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziEXRtDZ25vwb1l6UAkZNngECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIRdG0PPORtj\ngRfZ4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziEXRtDZ2Zj7OOcszIXqmxwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmErRxcdR4TvYINDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgEHYtzZ2lucALbHAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAh7AnlmiH61oTDhQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7089c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 324\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOIQJHMIEDmE/8Vkz6i70AygAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad60be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 325\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BAmcAgTOIQJHMIEDmEChzCBQ9gvDHQw9VastX8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2c6710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 326\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0ab6390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 327\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmMAhTOAQJnAIEziECRzC/gDuWS3ynKCEHQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7752cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 328\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb09f2208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 329\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA1FJREFUeJzt3LFtAzEQAEHR+P5bpgMXIDE4yFzMFEAQlBaXPG7tvV9A\n08+3LwDMETiECRzCBA5hAocwgUOYwCFM4BAmcAh7Jg5da131edxNX/Ottb59hSPedvQN3l7YBIcw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nG9mqepvbNpVOuGn76es185vd9gafMMEhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwq7aqlrcennKBtg//gufMcEhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hF21dBHLBjljgkOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziEjWxVtfkT\n/gcTHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFsZKvqWmviWNta4ZAJDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCnolD994TxwKHTHAIEziECRzCBA5hAocwgUOY\nwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwp6hc9fQucAB\nExzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAI+wUJXCb6+PRstgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb085ca58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 330\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4da710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 331\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ5jAIUzgECZwCPsBcNss9QaZ750AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfafe1cf28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 332\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhzCBQ9gvjJMr7tYzWpsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb087e0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 333\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA0RJREFUeJzt3UFqxTAMQEG75P5Xdhc9wG8WovVj5gAiBB7aBGWfcxbQ\n9PXXDwDMETiECRzCBA5hAocwgUOYwCFM4BAmcAh7JobuvX0ex1prrakvJffeI3Nvcs75+BJscAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAoew\nkauqt5m4/Dl19dP/3H94D79jg0OYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziEXXVV9aZLmjc9K102OIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAoewkaOLDg7C/2CDQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOISNXFXde0+Mda0VXrLB\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOY\nwCFM4BAmcAh7JoaecybGAi/Z4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHsGdo7h6aC7xgg0OYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h3wMO\nI/JTMcdHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad398e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 334\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJnAIEziECRzCBA5hAoewD4wpMvEO9kqIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad396da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 335\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngUOYwCHsF7cbJ/UQZ6txAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0aff400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 336\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCRzCBA5hAocwgUOYwCFM4BAmcAj7BiwCMeoTPcZzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a8e908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 337\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMIEDmEChzCBQ5jAIUzgEPYDadEz8dsLwBUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff1bc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 338\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOIQJHMIEDmEChzCBQ9gvPYot8UXyTwIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad3764e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 339\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac03b390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 340\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwgQOYQKHMIFDmMAhTOAQ9gHGTCn7VfxL0gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab6fea20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 341\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAocwgUOYwCFM4BAmcAgTOIQJHMJ+AbGsKvY6JAO9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2d24a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 342\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb095e7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 343\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDmF/LeMq8bgGa5oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab79ecf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 344\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIUzgECZwCBM4hAkcwgQOYb8hCDLvbk+k0wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa76616d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 345\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA05JREFUeJzt3UFqw1AMQEGr+P5X/j2CSUEEv86sgzAJD22MMuecC2j6\n+fYDAHsEDmEChzCBQ5jAIUzgECZwCBM4hAkcwu6NoTPz71+P23pDcGZW5m550/fwpme9rus65zwO\ntsEhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwlauqrLH/7m/zzd/MxscwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIWyWLj46/Qn75ukDNjiECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHsHtj6MzjLbg/WToQ+Sq+Wz5hg0OYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziEzdI1TSc6\nYd/jiV0bHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQdm8MnZmNsdc5Z2UuVNngECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOITNOefbzwAsscEh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHsF/vNivrnATxuQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a20e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 346\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nECZwCBM4hAkcwn4BhVAw7GxcyL8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8bf5630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 347\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA01JREFUeJzt3EFqxEAMAEEr+P9fnjwhGCJ23VQ9QPjgRpdBc865gKaf\nT38AsEfgECZwCBM4hAkcwgQOYQKHMIFDmMAh7N4YOjMrz+O2Xt3NzL/PfNO3smvxteifP4MNDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BC2\nclV1y5suir7pW69r9fInH2SDQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIS96qqqy5/wjA0OYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIWzl6KLjiPAdbHAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwu6NoTOzMfY656zM\nhSobHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFs5aqq66fwHWxwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmECh7CVq6ozszHWtVZ4yAaHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOY\nwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgELZydNFxRPgONjiECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYffS3FmaCzxgg0OY\nwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCBA5hv2UhI/9RuI68AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab794128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 348\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA2VJREFUeJzt3dFpxDAQQEEruP+WlRIuCiw+P2YKEAL7sT9mvfbeF9D0\n8/QFgDkChzCBQ5jAIUzgECZwCBM4hAkcwgQOYffQua/6PG6t9fQVODTxBebb3oO998cLm+AQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYSNb\nVd+2nfJNpv7nPvXM3vT/+Tfd9a9McAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAoewNbRJsreeEr7Px1W4JjiECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHsPvpC3BmrY979v5laPkmDzPBIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMJs\nVX0Z2085YYJDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hI1sVV1rTRxroygcMsEhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwka2qtp+Ct/BBIcwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIG9mqutaaONa2VjhkgkOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh7J44\ndO89cSxwyASHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCB\nQ5jAIUzgECZwCBvZqnpd1xo6FzhggkOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hv2GGKvgeui3PAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0897588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 349\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCBM4hAkcwgQOYd8vOCrwRI6ohAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb084fcf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 350\n",
      "28.8403150313\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTOAQ9gSB9SfyB5YPoAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad4f668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 351\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4b5dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 352\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a9f5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 353\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSpJsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab777f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 354\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhAkcwgQOYQKHMIFDmMAh7AsIFCzxVnuRTAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb089d1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 355\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwgQOYQKHMIFDmMAh7BczDin3sL7sLwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2bd4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 356\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEziECRzCBA5hAoewf6bGMeybuyLJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab7974e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 357\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhzCBQ5jAIUzgECZwCPsCFwQ26R9ueegAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad350e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 358\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJnAIEziECRzC/gCb6Cz03LUJIwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0909908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 359\n",
      "28.8403150313\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA1xJREFUeJzt3cFtw0AMAMEwcP8tXx4pwLgHYWsxU8BBkLTgR6DmnPMD\nNP1++gKAPQKHMIFDmMAhTOAQJnAIEziECRzCBA5hr6VzVz6Pm5mNY3mgjS8wn/Z+nXPeXrAJDmEC\nhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BC2\ntVV1xda/zJ+0TdP/3P9tPLPivTXBIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMJmY5PkzKyspyxuvby1tQHWvX2kty+DCQ5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh7PXpC+CO5YjcMMEh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIey1ceg5Z+NY4JIJDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BC2slV1ZjaOta0VLpngECZwCBM4hAkcwgQOYQKHMIFD\nmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMJWli5ajgjfwQSHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCFvZqjozG8fa\n1gqXTHAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHsLGpFLpMcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCHsDxBEMO8kH38yAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa76a5cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 360\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfyT1/6GkEwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad397cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 361\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMIEDmEChzCBQ5jAIUzgEPYLfdIn+lT3dhQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0a56160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 362\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMIEDmEChzCBQ5jAIewX90ot7xtL63cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab6f79e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 363\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAzRJREFUeJzt3cGJwwAMAMHoSP8t60o48hA5LzMFCOOw6GOU2d0X0PTz\n7QcA7ggcwgQOYQKHMIFDmMAhTOAQJnAIEziEvS+GzszJ53FXX93NzMlc/GaXdvfPl2CDQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOISdXFW9\n4pLmnaf9T/zTnvdbbHAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHsEddVXVJEz5jg0OYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIOzm66Dgi/A82OIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZw\nCBM4hAkcwt4XQ2fmYuxrd0/mQpUNDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BA2LpVClw0OYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hP0CBDcg8iCt8lUAAAAASUVORK5C\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2ced30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 364\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA0tJREFUeJzt3MFtw0AMAEFfoP5bZkoI/CAuWswUQAiyF/wIPDPzAZp+\nbj8AsEfgECZwCBM4hAkcwgQOYQKHMIFDmMAh7NkYes5Z+TzuTV/dnXNuP8K/8KbfbMvWf2Fm/hxs\ng0OYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziErVxVfdslTRdQ2XSzBxscwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIWzlqurWldKt65RvugL7tnfLXTY4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmECh7CVo4vscRyRb9jgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQ9\nG0NnZmMs8CUbHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziEPRtDzzkbYz8zszIXqmxwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMLOzNx+BmCJDQ5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziE/QLKDCnx/T+SrwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab71ae80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 365\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nI/kDdblpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad3965f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 366\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa75c6a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 367\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA19JREFUeJzt3MFpBEEMAMGT2fxTHj8cwNnGwkxTFYA49rbRZ9Gcc15A\n08d//wBgj8AhTOAQJnAIEziECRzCBA5hAocwgUPYszF0ZlY+j9v66m5m/nzmbV8IbjwDviy+C2//\nNBscwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCB\nQ5jAIWzlqupN10/ZddO7cNsl3O+wwSFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCVq6q3nb99KZrmlvP9qZn8Hrd93v/iw0OYQKHMIFDmMAh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIWyWjte5iAf73l7g\ntMEhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwp6NoTNvjz3+ytIFWMiywSFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIezaGnnM2xgI/ZINDmMAhTOAQJnAIEziECRzCBA5h\nAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQO\nYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmECh7BnY+jMbIx9\nnXNW5kKVDQ5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQNi6VQpcNDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIR9AgGSMPAKgd+UAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad53d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 368\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhAkcwgQOYQKHMIFDmMAhTOAQ9gePWy33N7oYwgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad690be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 369\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAoewJ5nhI/uGyFabAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb09219b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 370\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaff0a9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 371\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwgQOYQKHMIFDmMAhTOAQ9gugkyf2qLGsCAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb084f710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 372\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad35da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 373\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOIQJHML+AUY5J/geQeZWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0896e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 374\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n20Ij9AVuOKEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa76f8d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 375\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMIFDmMAhTOAQ9g3WhizvVo0dsQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8be1080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 376\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAbx+JvKp/ZxxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb089d4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 377\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA19JREFUeJzt3FGKwzAMQMH14vtf2T1CaEG0fswcQISEh36C1jnnD2j6\n//YDAHMEDmEChzCBQ5jAIUzgECZwCBM4hAkcwvbQ3JHf49ZaE2Ovctufhzd9s6l3O/UOzjmPg21w\nCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEC\nh7Cpq6pXmbimOXVJ86YrpZNuui77zWe1wSFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4\nhAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC1tDFx3tOXsK9Hk/s2uAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwvbE0LUeb8F9ZOhA5AjvgF9g\ng0OYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziEraErnU5/wrzH0702OIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQ\nJnAIEziECRzCBA5hAocwgUPYnhi61uOxx48MXYCFLBscwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAh\nTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOITtiaHnnImxwJtscAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziECRzC9tDcNTQXeIMNDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziE\nCRzCBA5hAocwgUOYwCFM4BAmcAgTOIS9AAk/K/QB6/zzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa89a5e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 378\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa75ff860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 379\n",
      "28.8403150313\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA2dJREFUeJzt3NFpAzEURcFVcP8tKyUkG3js6mSmACFsH/Rj7tp7X0DT\n19MXAOYIHMIEDmEChzCBQ5jAIUzgECZwCBM4hH2Gzv33f49baz19hVc46Z+SU9/Z4Gfw44W94BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nI6uqFkXnljRPW/486b4nLcD+lhccwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM\n4BAmcAgTOIQJHMIEDmEChzCBQ5jAIWxkVXVKcfXyrtM+g9PuO+HJZVkvOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAoewo0YXnxyvg7968vflBYcw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nG1lVtVIK7+AFhzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgbWVVda00ca60VbvKCQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOISNrKpaP4V38IJDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hI2sqq61Jo611go3ecEhTOAQJnAI\nEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKH\nMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgEPaZ\nOHTvPXEscJMXHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzC\nBA5hAocwgUOYwCFsZFX1uq41dC5wgxccwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOY\nwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCPsGlHY48o0muxMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab7a16d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 380\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwgQOYQKHMIFDmMAh7A8sfS/y+dBb+AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfb0924d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 381\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOIT9ApS/JvaIJSHdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad685cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 382\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab725470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 383\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad341358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 384\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nECZwCBM4hP0COlAp8Eh9w/oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab6ffbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 385\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nECZwCBM4hAkcwt4F2yrzruOnTwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa75da780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 386\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7751f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 387\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBA5hAocwgUOYwCFM4BAmcAj7BXjuJ/dGy2bmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa76a5e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 388\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfac2bcf28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 389\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8bf5a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 390\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa7705b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 391\n",
      "30.199517204\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMIEDmECh7BfSn8m+46irYEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab712b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 392\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTOAQJnAIEziECRzCPjEpL/RlMEYAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfad3622b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 393\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA0lJREFUeJzt3UFqxDAQAMEo7P+/PHlC8GEw6q16gBCCZi5mfGbmB2j6\nffsCwB6BQ5jAIUzgECZwCBM4hAkcwgQOYQKHsM/SuV//edw55+0rPLL1ReNN73DbG8zMvweb4BAm\ncAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5h\nK1tVb9qkueW2/64vbv5cOfcmb76BCQ5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQtrJVdYsNnbaf8owJDmEChzCBQ5jAIUzgECZwCBM4hAkc\nwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jA\nIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAoewz9sX4JmZefsKXMQEhzCB\nQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgT\nOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocw\ngUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAI\nEziECRzCBA5hAoewz8ahM7NxLPCQCQ5hAocwgUOYwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAhbGXp4jln41jLHOEhExzCBA5hAocwgUOYwCFM4BAmcAgTOIQJ\nHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOY\nwCFM4BAmcAgTOIQJHMIEDmEChzCBQ5jAIUzgECZwCBM4hAkcwgQOYQKHsDMzb98BWGKCQ5jAIUzg\nECZwCBM4hAkcwgQOYQKHMIFDmMAhTOAQJnAIEziECRzCBA5hAocwgUOYwCFM4BAmcAgTOIQJHMIE\nDmF/c2Ip8eJu1RkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4de6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 394\n",
      "31.6227766017\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4BAmcAgTOIQJHMIEDmF/UUo16B+72icAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfa8bf5e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 395\n",
      "33.1131121483\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZ9Ys7mBxAosAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfaad3dd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 396\n",
      "34.6736850453\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlyzrN29xuwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bfab4e0a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no of generation: 397\n",
      "33.1131121483\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-86-578ec72bc029>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     41\u001b[0m             \u001b[0mmax_i\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     42\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfitness\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmax_i\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtarget\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 43\u001b[1;33m     \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmax_i\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgray\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     44\u001b[0m     \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"off\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     45\u001b[0m     \u001b[1;31m#plt.imshow(max_i,interpolation='nearest')\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\pyplot.py\u001b[0m in \u001b[0;36mimshow\u001b[1;34m(X, cmap, norm, aspect, interpolation, alpha, vmin, vmax, origin, extent, shape, filternorm, filterrad, imlim, resample, url, hold, data, **kwargs)\u001b[0m\n\u001b[0;32m   3139\u001b[0m            \u001b[0mfilternorm\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfilterrad\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m4.0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mimlim\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mresample\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3140\u001b[0m            hold=None, data=None, **kwargs):\n\u001b[1;32m-> 3141\u001b[1;33m     \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgca\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3142\u001b[0m     \u001b[1;31m# Deprecated: allow callers to override the hold state\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3143\u001b[0m     \u001b[1;31m# by passing hold=True|False\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\pyplot.py\u001b[0m in \u001b[0;36mgca\u001b[1;34m(**kwargs)\u001b[0m\n\u001b[0;32m    948\u001b[0m     \u001b[0mmatplotlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mFigure\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgca\u001b[0m \u001b[1;33m:\u001b[0m \u001b[0mThe\u001b[0m \u001b[0mfigure\u001b[0m\u001b[0;31m'\u001b[0m\u001b[0ms\u001b[0m \u001b[0mgca\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    949\u001b[0m     \"\"\"\n\u001b[1;32m--> 950\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mgcf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgca\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    951\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    952\u001b[0m \u001b[1;31m# More ways of creating axes:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\figure.py\u001b[0m in \u001b[0;36mgca\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m   1367\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1368\u001b[0m         \u001b[1;31m# no axes found, so create one which spans the figure\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1369\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_subplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1370\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1371\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0msca\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\figure.py\u001b[0m in \u001b[0;36madd_subplot\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1019\u001b[0m                     \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_axstack\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mremove\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1020\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1021\u001b[1;33m             \u001b[0ma\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msubplot_class_factory\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprojection_class\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1022\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1023\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_axstack\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\axes\\_subplots.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, fig, *args, **kwargs)\u001b[0m\n\u001b[0;32m     71\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     72\u001b[0m         \u001b[1;31m# _axes_class is set in the subplot_class_factory\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 73\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_axes_class\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigbox\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     74\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     75\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__reduce__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\axes\\_base.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, fig, rect, facecolor, frameon, sharex, sharey, label, xscale, yscale, axisbg, **kwargs)\u001b[0m\n\u001b[0;32m    527\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    528\u001b[0m         \u001b[1;31m# this call may differ for non-sep axes, e.g., polar\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 529\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_init_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    530\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0maxisbg\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mfacecolor\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    531\u001b[0m             raise TypeError('Both axisbg and facecolor are not None. '\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\axes\\_base.py\u001b[0m in \u001b[0;36m_init_axis\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    623\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mspines\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'bottom'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mregister_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxaxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    624\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mspines\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'top'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mregister_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxaxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 625\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0myaxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmaxis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mYAxis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    626\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mspines\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'left'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mregister_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0myaxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    627\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mspines\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'right'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mregister_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0myaxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\axis.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, axes, pickradius)\u001b[0m\n\u001b[0;32m    674\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_minor_tick_kw\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    675\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 676\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcla\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    677\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_scale\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'linear'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    678\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\axis.py\u001b[0m in \u001b[0;36mcla\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    758\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_artist_props\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlabel\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    759\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 760\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreset_ticks\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    761\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    762\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconverter\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\axis.py\u001b[0m in \u001b[0;36mreset_ticks\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    773\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    774\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmajorTicks\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_tick\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmajor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 775\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mminorTicks\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_tick\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmajor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    776\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_lastNumMajorTicks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    777\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_lastNumMinorTicks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\axis.py\u001b[0m in \u001b[0;36m_get_tick\u001b[1;34m(self, major)\u001b[0m\n\u001b[0;32m   2058\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2059\u001b[0m             \u001b[0mtick_kw\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_minor_tick_kw\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2060\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mYTick\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m''\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmajor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmajor\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mtick_kw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2061\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2062\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\axis.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, axes, loc, label, size, width, color, tickdir, pad, labelsize, labelcolor, zorder, gridOn, tick1On, tick2On, label1On, label2On, major)\u001b[0m\n\u001b[0;32m    149\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    150\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtick1line\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_tick1line\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 151\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtick2line\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_tick2line\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    152\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgridline\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_gridline\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    153\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\axis.py\u001b[0m in \u001b[0;36m_get_tick2line\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    568\u001b[0m                           \u001b[0mmarkersize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_size\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    569\u001b[0m                           \u001b[0mmarkeredgewidth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_width\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 570\u001b[1;33m                           zorder=self._zorder)\n\u001b[0m\u001b[0;32m    571\u001b[0m         \u001b[0ml\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_yaxis_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwhich\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'tick2'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    572\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_artist_props\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ml\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\lines.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, xdata, ydata, linewidth, linestyle, color, marker, markersize, markeredgewidth, markeredgecolor, markerfacecolor, markerfacecoloralt, fillstyle, antialiased, dash_capstyle, solid_capstyle, dash_joinstyle, solid_joinstyle, pickradius, drawstyle, markevery, **kwargs)\u001b[0m\n\u001b[0;32m    403\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_color\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolor\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    404\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_marker\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mMarkerStyle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 405\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_marker\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmarker\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    406\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    407\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_markevery\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\lines.py\u001b[0m in \u001b[0;36mset_marker\u001b[1;34m(self, marker)\u001b[0m\n\u001b[0;32m   1169\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1170\u001b[0m         \"\"\"\n\u001b[1;32m-> 1171\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_marker\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_marker\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmarker\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1172\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstale\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1173\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\markers.py\u001b[0m in \u001b[0;36mset_marker\u001b[1;34m(self, marker)\u001b[0m\n\u001b[0;32m    270\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    271\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_marker\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmarker\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 272\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_recache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    273\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    274\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mget_path\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\markers.py\u001b[0m in \u001b[0;36m_recache\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    206\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_capstyle\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'butt'\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    207\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_filled\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 208\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_marker_function\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    209\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    210\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPY3\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\markers.py\u001b[0m in \u001b[0;36m_set_tickright\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    706\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    707\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_set_tickright\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 708\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_transform\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mAffine2D\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscale\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1.0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    709\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_snap_threshold\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1.0\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    710\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_filled\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anacondaAgain\\lib\\site-packages\\matplotlib\\transforms.py\u001b[0m in \u001b[0;36mscale\u001b[1;34m(self, sx, sy)\u001b[0m\n\u001b[0;32m   1986\u001b[0m             \u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0msx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0.0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0.0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m0.0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0.0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m0.0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0.0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1.0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1987\u001b[0m             np.float_)\n\u001b[1;32m-> 1988\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_mtx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mscale_mtx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_mtx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1989\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minvalidate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1990\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "#img = Image.open('test.png')\n",
    "img = cv2.imread('test.png',0)\n",
    "for i in range(len(img)):\n",
    "    for j in range(len(img[0])):\n",
    "        \n",
    "        \n",
    "        if(img[i][j] == 255):\n",
    "\n",
    "            img[i][j] = 1\n",
    "\n",
    "#plt.imshow(newPopulation(3,target)[0], interpolation = \"nearest\")\n",
    "#plt.show()\n",
    "target = img\n",
    "pop_max = 100\n",
    "num_of_points = 12\n",
    "pop = newPopulation(pop_max, target, num_of_points)\n",
    "\n",
    "count=0\n",
    "flag = 1\n",
    "while(flag == 1):\n",
    "    count+=1\n",
    "    \n",
    "    population_fitness = populationFitness(pop, target)\n",
    "    \n",
    "    pool = matingPool(population_fitness)\n",
    "\n",
    "    \n",
    "    pop=createChildren(pool, pop_max, num_of_points)\n",
    "    \n",
    "    #pop=mutatePopulation(pop, 10)\n",
    "    print(\"no of generation:\",count)\n",
    "    max = 0\n",
    "    max_i = pop[0]\n",
    "    for i in pop:\n",
    "        if(fitness(i, target) > 500 ):\n",
    "            flag = 0\n",
    "            print(\"no of generation:\",count)\n",
    "            break\n",
    "        if(fitness(i, target) > max):\n",
    "            max = fitness(i, target)\n",
    "            max_i = i\n",
    "    print(fitness(max_i, target))\n",
    "    plt.imshow(max_i, cmap = plt.cm.gray)\n",
    "    plt.axis(\"off\")\n",
    "    #plt.imshow(max_i,interpolation='nearest')\n",
    "    #plt.pause(0.001)        \n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8666635474829743"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random.random()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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