shaan-shah/candles2.ipynb

## candles2.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Down 0 3\n",
      "Down 1 2\n",
      "Down 2 1\n",
      "Up 3 4\n",
      "Up 4 4\n",
      "Up 16 4\n",
      "Up 17 3\n",
      "Up 18 2\n",
      "Up 19 1\n",
      "Up 22 4\n",
      "Up 23 2\n",
      "Up 24 2\n",
      "Up 25 4\n",
      "Up 26 3\n",
      "Down 38 4\n",
      "Down 39 3\n",
      "Down 40 2\n",
      "Down 41 1\n",
      "Down 42 3\n",
      "Down 44 1\n",
      "Down 45 3\n",
      "Down 46 2\n",
      "Down 47 1\n",
      "Down 48 2\n",
      "Down 49 1\n",
      "Up 50 1\n",
      "Down 51 1\n",
      "Down 52 1\n",
      "Down 53 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-6-5b988a81b1f4>:27: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True, gridspec_kw={'height_ratios': [3,1]},figsize=(7,7))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Down 54 1\n",
      "Up 55 1\n",
      "Down 56 1\n",
      "Up 57 1\n",
      "Up 58 1\n",
      "Up 59 1\n",
      "Down 60 1\n",
      "Down 61 1\n",
      "Up 63 4\n",
      "Up 64 3\n",
      "Up 65 2\n",
      "Up 66 2\n",
      "Up 67 1\n",
      "Down 68 1\n",
      "Down 69 1\n",
      "Up 70 2\n",
      "Up 71 1\n",
      "Down 72 2\n",
      "Down 73 1\n",
      "Down 74 3\n",
      "Down 75 2\n",
      "Down 76 1\n",
      "Up 77 2\n",
      "Up 78 1\n",
      "Up 79 2\n",
      "Down 80 2\n",
      "Down 81 1\n",
      "Down 82 1\n",
      "Up 83 1\n",
      "Down 84 2\n",
      "Up 85 4\n",
      "Up 86 3\n",
      "Up 87 2\n",
      "Up 88 1\n",
      "Down 89 3\n",
      "Down 90 2\n",
      "Down 91 1\n",
      "Up 92 2\n",
      "Up 93 1\n",
      "Down 94 2\n",
      "Down 95 1\n",
      "Up 97 1\n",
      "Up 98 3\n",
      "Up 99 2\n",
      "Up 100 1\n",
      "Up 101 1\n",
      "Up 102 4\n",
      "Down 103 1\n",
      "Up 104 2\n",
      "Up 105 1\n",
      "Down 106 3\n",
      "Down 107 2\n",
      "Down 108 1\n",
      "Up 109 1\n",
      "Down 110 1\n",
      "Up 111 3\n",
      "Up 112 2\n",
      "Up 113 1\n",
      "Up 114 1\n",
      "Up 115 1\n",
      "Up 116 1\n",
      "Down 117 3\n",
      "Down 119 2\n",
      "Up 121 3\n",
      "Up 122 1\n",
      "Up 123 3\n",
      "Up 124 2\n",
      "Up 125 1\n",
      "Up 126 1\n",
      "Down 127 1\n",
      "Up 128 1\n",
      "Down 129 3\n",
      "Down 130 2\n",
      "Up 132 4\n",
      "Up 133 2\n",
      "Up 134 2\n",
      "Up 135 1\n",
      "Down 136 1\n",
      "Down 139 2\n",
      "Up 146 3\n",
      "Up 147 3\n",
      "Up 148 2\n",
      "Up 158 4\n",
      "Up 159 3\n",
      "Up 160 2\n",
      "Up 161 1\n",
      "Down 162 4\n",
      "Down 163 3\n",
      "Down 164 2\n",
      "Down 165 1\n",
      "Up 166 1\n",
      "167\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHfCAYAAADZbDiOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAQp0lEQVR4nO3dv27jRrvA4ZkDd3G5hhEgQFwlFyD1kfrkGnYrX4F7S72vIJW3c5/01vbSBSRVAgRI4ZROPafYc4L9Z1GvJJJD6nkAF5+lFef91pufSZFULqUkAGA3/9P3AgBgSIQTAAKEEwAChBMAAoQTAAKEEwACziJPfvXqVbm6umppKZ/766+/0jfffNPZ9tpkljqZpV5jmscsdWqaZbPZ/FNKufj0+zlyHed0Oi3r9Xq/Fe7h+++/T7/99ltn22uTWepklnqNaR6z1KlplpzzppQy/fT7DtUCQEDV4fzxxx/7XsLRmKVOZqnXmOYxS532naXqcP700099L+FozFIns9RrTPOYpU77zlJ1OAGgNsIJAAGNZ9XmnK9TStcppXR5eTl5eHjoYl0ppZSen5/T+fl5Z9trk1nqZJZ6jWkes9SpaZb5fP7Fs2pTKWXnr8lkUrr0+PjY6fbaZJY6maVeY5rHLHVqmiWltC5faKFDtQAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAp26x6HsFgyKcAKduuex7BYMinAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQcNb3AgBoWc6HP6eU46xlBOxxAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAlC/xaLvFfxHOAGo33LZ9wr+I5wAA7NYLfpewkkTToCBWb6rZ+/rFAknAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABJz1vQAAPpaX+aDnlNtyzOXsZ7Go6jM0j8keJwDHV9HnZx6bcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAQC5l+z0Nc87XKaXrlFK6vLycPDw8dLGulFJKz8/P6fz8vLPttcksdTJLvcY0T3SWzd+brY/f/H6T7r67e/HxydeTT15w++vNbm7S6u7l13v/ou9fc9dZZvN5Wj0+Nj5vV8d+vZSaZ5nP55tSyvTT7zeG80PT6bSs1+v9VriH1WqVZrNZZ9trk1nqZJZ6jWme6Cy73OR9m89u8p4Pe733L/r+NXeeJef//sxRHPv1UvMsOecvhtOhWgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAg463sBAAzQLp/xue05R/5szS7Z4wSAAOEEgACHagGIazrUmvOgD8duI5wAY3fCkWuDQ7UAECCcABAgnAAQIJwAECCcABAgnAAQIJwAEOA6TgD6N6B739rjBIAA4QSAAOEEOHW3t32vYFCEE+DULRZ9r2BQhBMAAoQTAAKEEwAChBMAAoQTAAKEE4DjG/ElLsIJwPGN+BIX4QSAAOEEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgIBcStn+hJyvU0rXKaV0eXk5eXh46GJdKaWUnp+f0/n5eWfba5NZ6mSWeo1pnugsm783Wx+/+f0m3X139+Ljk68nO28rqrW/l832mWc3N2l19/LMaRKfuWmW+Xy+KaVMP/1+Yzg/NJ1Oy3q9Di9uX6vVKs1ms8621yaz1Mks9RrTPNFZ8jIftL1yu/t/16Na+3vJh82cAi37f02z5Jy/GE6HagEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEg4KzvBQBA46eb5LzXJ6C0wR4nAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgn9GWx6HsFwB6EE/qyXPa9AmAPwgnQsvs/7vteAkcknAAte/vn276XwBEJJwAEnPW9AAA+Vm7L1sfzMjc+h/bY4wSAAOGEHS1Wi76XAFRAOGFHy3cuHwGEEwBChBMAAoQTAAKEEwACXMcJ6f11cYc+z3V1cBrscTJKVVw6kvP2r6bnAFUSTkbJpSNAW4QTAAKEEwAChBMAApxVyyDtchasM2CBNtjjpApVnAULsAN7nFRh+W6ZFrNFb9vfZQ/UZyACKdnjBBic2x9u+17CSRNOgIHp8+gMDtUCHMTtGk+PPU4ACBBOAAhwqJZOuO6SwVgs3n/BC+xxAoN29GuAlz4ggO2EExg0n4RzIm7ruQRHOAm7/+O+7yX0wrVz0KOKDp/nUra/d5Rzvk4pXaeU0uXl5eTh4aGLdaWUUnp+fk7n5+edba9NY5pl/m6eHn94DP2Zzd+brY/f/H6T7r67e/HxydeTVl6v1b+XzfY1zm5u0uru5TWmyeTlx75gTD9jKe0+zz4/j9vM5vO0etz99Zp+FlOK/3zXbEw/Z02zzOfzTSll+un3G8P5oel0Wtbr9X4r3MNqtUqz2ayz7bVpTLPsc+u5Xa91e8mn2zvW67X695IPW2MK/NtMaVw/YyntPs/Rb4WYc+j/+0N/FlMa1slvY/o5a5ol5/zFcDpUCwABwgkAAa7j5DOuuaQmfh6pjT1OAAiwx0knmn7rj57gcezXA9iVPU5GyTWXQFuEk1E6xc8rvLq/P/6LVnTROdRCOCtz9PtucjKu3r6N/6Gct38tl9sfhxMknJVx302AugnnKXC4DeBohPMU+JgkgKMRTgAIEE4ACBBOAAhw5yDgtOxyGc225wQ/7o3xsccJAAH2OPlMH/eBdYs8YCiEcwxGcOjpFG+RBwyTQ7UAEGCPcwya9hhzrmKvEqrg3wsHsscJdMaHGDAGwgl0xocYMAbCCQABwgkAAcIJAAHCCfChWzfjYDuXo0BbXPYwTD74nQb2OAl7/e3rvpcA0Bt7nIS9uXrT9xJO06G3VkzJHm4Ldrlv85v7N+n+zX37i6ET9jgP5IJuoIlfNsdFOA80iAu6newAcDQO1XYsL5sPtzU9J/yRXk52ADga4YRT5sxfCHOoFgAC7HHCUNg7hCrY4wSAAOEEgADhBIAA4QSAACcHdazpGsy8zPHrNAHojD1OAAgQTgAIcKgW+jLCewgfektJb1MwBMLZwH8IaM0Q7iE8wrjDoYQTeFkw7k5+4xQIJ1A1MaY2Tg4CgADhrMztD95TYj9/vH7d9xLgJAhnZRazRd9LYKD+ePOm7yXASRBOAAgQTgAIEE5g0JwXQNeEExg05wXQNeEEgAA3QGjg4msAPmSPEwAChBMAAnIpDYcic75OKV2nlNLl5eXk4eGhi3WllFJ6fn5O5+fnnW1vH/N38/T4w2Pj84Ywy67MUqchzLLrv5eUhjHPrsxSp6ZZ5vP5ppQy/eyBUsrOX5PJpHTp8fGx0+3tIy3STs8bwiy7MkudhjDLrv9eShnGPLsyS52aZkkprcsXWuhQLQAECCcABAgnAARUHc6r+/u+lwAAH6k7nG/f9r0EAPhI1eEEgNoIJwAECCfQGR8BxhgIJ9AZHwHGGAgnAAQI54EcegI4LcJ5IIeeAE6LcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkDAyYVzsVr0vQQABuzkwrl8t+x7CQAM2MmFEwAOIZwAEHDW69ZzPuw5pRxvLQCwA3ucABAgnAAQ0O+h2iPLyx0O/TY8r9w6/AvAy+xxAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAwFmvWy9l++M5Nz8HADpkjxMAAoQTAAKEEwAChBMAAnJpOPkm53ydUrpOKaXLy8vJw8NDF+tKKaU0m8/T6vFx5+dv/t40Pufm95t0993di49Pvp7svL2I5+fndH5+3sprd80sdRrTLCmNax6z1Klplvl8vimlTD/9fmM4PzSdTst6vd5vhfsInlWbl/ngTZbbds7iXa1WaTabtfLaXTNLncY0S0rjmscsdWqaJef8xXBWfaj2j9ev+14CAHyk7nC+edP3EgDgI1WHEwBqI5wAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQUHU4f/nll76XcDRmqZNZ6jWmecxSp31nqTqcv/76a99LOBqz1Mks9RrTPGap076zVB1OAKhNLqXs/uScn1JKf7a3nM+8Sin90+H22mSWOpmlXmOaxyx1aprl21LKxaffDIUTAE6dQ7UAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAEHAWefKrV6/K1dVVS0v53L///pu++uqrzrbXJrPUySz1GtM8ZqlT0yybzeafUsrFp98PhfPq6iqt1+s9lref1WqVZrNZZ9trk1nqZJZ6jWkes9SpaZac859f+r5DtQAQIJwAECCcABAQeo8TgPblZT7oz5fbcqSV8CX2OAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgoDGcOefrnPM657x+enrqYk0AUK3GcJZSfi6lTEsp04uLiy7WBADVcqgWAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAALO+l4AAC3L+fDXKOXw1xgJe5wAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAENAYzpzzdc55nXNePz09dbEmAKhWYzhLKT+XUqallOnFxUUXawKAajlUCwABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAf2GM+ftX5vN9scBGIemHjR9dcgeJwAECCcABAgnAAQ0hjPnfJ1zXuec109PT12sCQCq1RjOUsrPpZRpKWV6cXHRxZoAoFoO1QJAgHACQIBwAkCAcAJAwFnfCwBggA69W08px1lHD+xxAkDAqPY48/Lw+xWW2+H+FgRA++xxAkCAcAJAgHACQIBwAkDAqE4OasOhJxw52QhgXOxxAkCAcAJAgHACQIBwAkCAcAJAgLNqgaNxFjqnQDg75n66AMMmnAAH2OWX4bvv7tJ8OX/xcb8MD0vje5w55+uc8zrnvH56eupiTQBQrcZwllJ+LqVMSynTi4uLLtYEANVyVi0ABHiPE4YiN7yXdneX0vzl99FSSimV4b2X5kxdaiOc0Jam0DUZYOTgFAgnnLJTjPspzsxReY8TAALscfKZpveUXJMGnDLhhOSOTsDuhHMMBvCejTMjgbEQTgZJiIG+ODkIAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAnJp+GSMnPN1Sun6//7n9yml39pe1AdepZT+6XB7bTJLncxSrzHNY5Y6Nc3ybSnl4tNvNoazTznndSll2vc6jsEsdTJLvcY0j1nqtO8sDtUCQIBwAkBA7eH8ue8FHJFZ6mSWeo1pHrPUaa9Zqn6PEwBqU/seJwBURTgBIEA4ASBAOAEgQDgBIOB/AVPvhT0NHX3KAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHfCAYAAADZbDiOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAQqUlEQVR4nO3dPW4cV77G4XMulA1DEYSBAcxIXgA7NzufWYMdcQXM2cy5AkdSxnwmJ503F2BHNjCAAznkxOcG90KQJZLVL/ujTlc/D8BAZKn7/MWPn6pY1VVbawUAWM3/jL0AANgnwgkAAeEEgIBwAkBAOAEgIJwAEHiTbPz27dt2enq6paV87T//+U/5+9//vrPn2yaz9Mks/ZrSPGbp09AsDw8Pf7bWjr98f02u45zNZm25XL5uha/w3XfflV9++WVnz7dNZumTWfo1pXnM0qehWWqtD6212Zfvd6gWAAJdh/Mf//jH2EvYGLP0ySz9mtI8ZunTa2fpOpz//Oc/x17CxpilT2bp15TmMUufXjtL1+EEgN4IJwAEBs+qrbVelFIuSinl5OTk7Pb2dhfrKqWU8vj4WI6Ojnb2fNtklj6ZpV9TmscsfRqaZT6fP3lWbWmtrfx2dnbWdunu7m6nz7dNZumTWfo1pXnM0qehWUopy/ZECx2qBYCAcAJAQDgBICCcABAQTgAICCcABIQTAALCCbBvFouxV3DQhBNg31xfj72CgyacABAQTgAICCcABIQTAALCCQAB4QSAgHACQEA4ASAgnAAQEE4ACLwZewEAfKHW9bZpbXNr4Sv2OAEgIJwAEBBOAAgIJwAEhBMAAsIJAAHhBICAcAJAQDgBICCcAGzeYjH2CrZGOAHYvOvrsVewNcIJsGXvf3s/9hLYIOEE2LIPv38YewlskHACQEA4ASAgnAAQEE4ACAgnAASEEwACwgkAAeEEgIBwAkBAOAEgIJwAEBBOAAi8GXsBAPusXte1t2tXbVPLeZ3FYtL3z9w0e5wAh27C987cBuEEgIBwAkBAOAEgIJwAEBBOAAgIJwAEhBMAAsIJAAHhBICAcAJAoLb28msk1lovSikXpZRycnJydnt7u4t1lVJKeXx8LEdHRzt7vm0yS5/M0q99mefhj4fBbS5/vSw3726e/fjZN2dfPOjLj3l+eVnub55/vHJ29vzHnnq8+bzc392ttO2qn5fkMccyNMt8Pn9orc2+fP9gOD83m83acrl83Qpf4f7+vpyfn+/s+bbJLH0yS7/2ZZ5VX+T9JV+9yHtd8zGDn+ufnm/Fv7Py5yV4zLEMzVJrfTKcDtUCQEA4ASAgnAAQEE4ACAgnAASEEwACwgkAAeEEgIBwAkBAOAEgIJwAEBBOALq3uF+MvYRPhBOA7l3/fD32Ej4RTgAICCcABN6MvQAAtmyV+3sObdP5vTV3yR4nAASEEwACDtUCTN3QYdZaHYoNCCdAb4Suaw7VAkBAOAEg4FAtAKOr18OXzLy0Tbva3aFre5wAEBBOAAgIJwAEhBMAAk4OAiC37uvf7vF1qPY4ASAgnAAQEE6AfXN1NfYKDppwAuybxWLsFRw04QSAgHACQEA4ASAgnAAQEE4ACAgnwKFzeUtEOAEOnctbIsIJAAHhBICAcAJAQDgBICCcABAQTgAICCcABIQTAALCCQAB4QSAgHACQEA4ASAgnAAQEE4ACAgnAASEEwACwgkAgdpae3mDWi9KKRellHJycnJ2e3u7i3WVUkp5fHwsR0dHO3u+bTJLn8zSr32Z5+GPh8FtLn+9LDfvbp79+Nk3Z5tc0lZ9+rw8vDz3+eVlub95fuZy9teZh/4dt/FvOPQ1Np/PH1prsy/fPxjOz81ms7ZcLuPFvdb9/X05Pz/f2fNtk1n6ZJZ+7cs89bqu/RjtavWfw2P79Hmpa879RXvW/Xd8zb/h0NdYrfXJcDpUCwAB4QSAgHACQEA4ASAgnAAQEE4ACAgnAASEEwACwgkAAeEEgIBwAkBAOAEgIJwAEHgz9gIA2ENDd9aqdXibPWWPEwACwgkAAeEEgIBwAkBAOAEgIJwAEBBOAAgIJwAEhBMAAsIJAAHhBICAcAJAQDhhVYvF2CsAOiCcsKrr67FXAHTAbcUAPrO4X5TF+WLsZRycdvXyLch6+rzY4wT4zPXPjiz0qJdoliKcABBxqBZgDUOHGEsppV7XlbZjP9jjBICAcDJJi/vF2EsAJko4mSQneADbIpwAEBBOAAgIJwAEhBMAAq7jZC/V67rWNq6pA17LHiddGP3ykVqH34a2Aw6CcNIFl48A+0I4ASAgnAAQEE4ACDirlp1wFiwwFfY4ib3/7f3YSwAYjT1OYh9+/1Del/ejrmFoD9T9D4FtsccJsGU/fPvD2Etgg4QTYMt+PP1x7CWwQQ7VAgfFiWqsyx4nAASEEwACDtXyFYey2CuLxf+9wY7Y4wR2Zit3wbl2gwB2SziBnXEXnANydTX2CrZGOA/A6Pe6HMHV99P9poW9MOHD57W1gVdgqfWilHJRSiknJydnt7e3u1hXKaWUx8fHcnR0tLPn26YxZ5n/PC9339+tvP3DHw8vfvzy18ty8+7m2Y+ffXO2k8fchE+fl4eX11dKKeeXl+X+5vk1lrPtrHFV+/D9knwtrjrP+Xxe7u/G/foesg+fm1Ud0izz+fyhtTb78v2D4fzcbDZry+XydSt8hfv7+3J+fr6z59umMWdJX35ulZODXvLUc23jMTfh0+elrre+UkopwffSNuzD90vytbjyPLVG//ZjfC3uw+dmVYc0S631yXA6VAsAAeEEgIDrOCfAdZf0wtcih8AeJwAE7HHylW3c69L9M4GpsMdJF1x3CewL4aQLi/PF2EvYvQ1fIH76/v1GHw94mnCu6RBflYcNSV9jtdYX304/fBjcBlifcK7Ja28CHBbh7M2EX98RYAqEszdukQTQNeEEgIBwAkBAOAEg4JWDgL6tchnNS9uMfLs3psceJwAE7HFOwK5fB/aHb3/Y2GMB7Bvh3LV1DzuVMvqhpx9Pfxz1+QHG5FAtAATsce7a0N5iraPvUUJXfM/QGXucwLPcxAC+JpzAs9zEAL4mnAAQEE4ACAgnAASEE9hvV1djr4AD43IUKGW1yxlc9tAnN39nx+xxHoCr7/2PHGBT7HEegMX5YuwlHCZ39ejS0Os2L+4Xvmd40cHtcbqgG3iJaDLk4MLZ/QXdTnQA6JpDtQPq9fDhtpe2iW/n5UQHgK4JJ+wLL3YOXTi4Q7UAsA57nLAt9hBhkuxxAkBAOAEgIJwAEBBOAAg4OWjA0HWY9brm12oCsLfscQJAQDgBIOBQLaxqgq8jvPOXlIQJmFQ4V/khMLSdHwQ8q/PXEf7thx/K6diLgAMwqXDCIfvtxx/jcDr5DXLCCWyMEHMInBwEAAHhXNPV99M7YYQdmeDJRnAIhHNNi/PF2EtgX3V+shHwNOEEgIBwAkBAOIGdcU4AUyCcwM44J4ApEE4ACEzqBRBWubDaBdgArMMeJwAEhBMAArW1gdeWrPWilHJRSiknJydnt7e3u1hXKaWUx8fHcnR0tNHHnP88L3ff3230MVexjVnGYpY+Ten7pRSfm14d0izz+fyhtTb76gOttZXfzs7O2i7d3d1t/DHLomz8MVexjVnGYpY+Ten7pTWfm14d0iyllGV7ooUO1QJAQDgBICCcABAQTgAICCcABIQTAALCCQAB4QSe5TZg8DXhBJ7lNmDwNeEEgMDBhdOhJwDWcXDhdOgJgHUcXDgBYB3CCQAB4QSAgHACQEA4ASAgnAAQEE4ACAgnAASEEwACXYfz/W/vx14CAPxF1+H88PuHsZcAAH/RdTgBoDfCCQAB4QSAgHACQEA4ASDwZswnr9d1rW3aVdvkcgBgkD1OAAgIJwAEhBMAAsIJAAHhBICAcAJAQDgBICCcABAQTgAICCcABIQTAALCCQAB4QSAgHACQEA4ASAgnAAQEE4ACAgnAASEEwACwgkAAeEEgIBwAkBAOAEgIJwAEBBOAAgIJwAEhBMAAsIJAIHaWnt5g1ovSikXpZRycnJydnt7u7Enf/jj4cWPX/56WW7e3Tz78bNvzja2lm17fHwsR0dHYy9jI8zSpynNUsq05jFLn4Zmmc/nD6212ZfvHwzn52azWVsul69b4RPqdV3r77er1dc+tvv7+3J+fj72MjbCLH2a0iylTGses/RpaJZa65PhdKgWAALCCQAB4QSAgHACQEA4ASAgnAAQEE4ACAgnAASEEwACwgkAAeEEgIBwAkBAOAEgIJwAEBBOAAgIJwAEhBMAAsIJAAHhBICAcAJAQDgBICCcABAQTgAICCcABIRzR/71r3+NvYSNMUufpjRLKdOaxyx9eu0swrkj//73v8dewsaYpU9TmqWUac1jlj69dhbhBIBAba2tvnGtH0spv29vOV95W0r5c4fPt01m6ZNZ+jWleczSp6FZvm2tHX/5ziicAHDoHKoFgIBwAkBAOAEgIJwAEBBOAAgIJwAEhBMAAsIJAAHhBICAcAJAQDgBICCcABAQTgAICCcABIQTAALCCQAB4QSAgHACQEA4ASDwJtn47du37fT0dEtL+dp///vf8re//W1nz7dNZumTWfo1pXnM0qehWR4eHv5srR1/+f4onKenp2W5XL5iea9zf39fzs/Pd/Z822SWPpmlX1Oaxyx9Gpql1vr7U+93qBYAAsIJAAHhBIBA9DtOAP6qXtfBbW7e3ZT59fzZj7ertsklsWX2OAEgIJwAEBBOAAgIJwAEhBMAAsIJAAHhBICAcAJAQDgBICCcABAQTgAICCcABIQTAAKD4ay1XtRal7XW5cePH3exJgDo1mA4W2s/tdZmrbXZ8fHxLtYEAN1yqBYAAsIJAAHhBICAcAJAQDgBICCcABAQTgAIvBl7AQB8odb1/n5rm1kHT7LHCQAB4QSAgHACQEA4ASAgnAAQEE4ACAgnAASEEwACwgkAAeEEgIBwAkBAOAEgIJwAEBgMZ631ota6rLUuP378uIs1AUC3BsPZWvuptTZrrc2Oj493sSYA6JZDtQAQEE4ACAgnAASEEwACwgkAAeEEgIBwAkBAOAEgIJwAEBBOAAgIJwAEhBMAAsIJAAHhBICAcAJAQDgBICCcABB4M/YCANhDta7391vbzDpGYI8TAALCCQAB4QSAwGA4a60XtdZlrXX58ePHXawJALo1GM7W2k+ttVlrbXZ8fLyLNQFAtxyqBYCAcAJAQDgBICCcABDwykEAU7fuq/yUstev9LNp9jgBIDDqHme9fvl/QTfvbsr8ev7sx9uV/wEBsFv2OAEgIJwAEBBOAAgIJwAEJnU5ytDJRqtwwhEAL7HHCQAB4QSAgHACQEA4ASAgnAAQmNRZtUBm3TPRnYXOIRLOAX6wAGzfPv2sFU7goOzTD2j6NPg7zlrrRa11WWtdfvz4cRdrAoBuDYaztfZTa23WWpsdHx/vYk0A0C1n1QJAwO84YVvqmq+d3Pbvd2l+f8ghEE4oZf3IlbKXoQNyDtXCvqj15beHh+Ft9tHQTFOcma4JJwAEHKqdAL9XAtgd4WQv+c8CMBbh3LU9OAllKEo3727K/Hr+7MdFCZgy4WQn7CECU+HkIAAICCcABIQTAALCCQAB4QSAgHACQEA4ASAgnAAQEE4ACAgnAASEEwACwgkAgdoG7rRRa70opVz8/x+/K6X8su1FfeZtKeXPHT7fNpmlT2bp15TmMUufhmb5trV2/OU7B8M5plrrsrU2G3sdm2CWPpmlX1Oaxyx9eu0sDtUCQEA4ASDQezh/GnsBG2SWPpmlX1Oaxyx9etUsXf+OEwB60/seJwB0RTgBICCcABAQTgAICCcABP4XdJuEuGq8e5EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHfCAYAAADZbDiOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAARmUlEQVR4nO3dvW4bR9uA4ZkP7qLSgmAgQFQ5B0D2JvvkGOyKR6BeZK8jcGV37JNedE8eQFwlQAAXSsnU8xb5DMiyzeXDn93h8roAF6HW5DyW4tv7w2UupSQAYDv/1/UCAOCUCCcABAgnAAQIJwAECCcABAgnAAQ8i2z8/Pnzcn19faSlfO3vv/9OP/74Y2uvd0xmqZNZ6tWnecxSp6ZZVqvVP6WUy6eP58j7OIfDYVkul7utcAc///xz+uOPP1p7vWMyS53MUq8+zWOWOjXNknNelVKGTx93qBYAAqoO5y+//NL1Eg7GLHUyS736NI9Z6rTrLFWH89dff+16CQdjljqZpV59mscsddp1lqrDCQC1EU4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE6AI3v357uul8ABCSfAkb3/633XS+CAhBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAJyKWXzBjlPUkqTlFK6uroazOfzNtaVUkppvV6ni4uL1l7vmMxSJ7PUq0/zjD+M0/2r+66XcRB9+r40zTIej1ellOFXXyilbP1rMBiUNt3f37f6esdkljqZpV59midNU9dLOJg+fV+aZkkpLcs3WuhQLQAECCcABAgnAAQIJ8Aj08W06yVQOeEEeGT2Ydb1EqiccAJAwLOuFwBwyvIs771dud38fnrqIpzAWdkmdCLHJg7VApya6bTrFZw14QQ4NTMXMHVJOAEgwDlOgD1sc84zz7Jzoz1ijxMAAoQTAAKEEwAChBMAAoQTAAKEE+DIXv/0uuslcEDCCXBkb67fdL0EDsj7OAH6Lm93I/qNivehfmaPEwAChBMAAoQTAAKc4wSozTbnJDdt43zkUdnjBODwevyZocIJwOH1+DNDhRMAAoQTAAKEEwACXFUL0HdNV9nm7ErcAHucABAgnAAQIJwAECCcwPf1+E3s7Cnnzb+atok+3zav1xLhBL6vx29ih125qhaAuDO+UtceJwAECCcABDhUC1CbMz4MegpyafjDzzlPUkqTlFK6uroazOfzNtaVUkppvV6ni4uL1l7vmMxSpz7N8vbj2zR5OYn9ptVq45dHNzdpcXf3/Q0Gg9jrBRzre7P6tHnmm4836e7l92cevIjPfOhZRuNxWtzfd/J8284SXmMHP4tNs4zH41UpZfj08cZwPjYcDstyuQwvbleLxSKNRqPWXu+YzFKnPs2SZzmV2+BeyL6X8Uf3eqbTrd/icqzvTZ7tN3P4zzgdYZZD73EGnm/rWaJrbPtnMTXPknP+ZjgdqoUTsc1f+E3b7PKX/kHNZt4byslzcRAABAgnAAQIJwAECCcABLg4CLY0XUzTdDTtehnsqekCqZ2uTj51t7ddr+Ck2OOELc0+HPiG5zVcXVrK5l9N2zx16E/MoB01/CyeEOGErvjkkSrdvrL3xWYO1QKH04NbxTkcTxN7nAAQIJzAaXN+jpY5VAvUbZuLhjadL6780DCnxx4n8H3epsCuevyzY48TTkQn7z90GJRd9fhnxx4nAATY4wSgeyf0VibhBOp2Qn+hch4cqgWAAOEEgADhBNrT47cotMqfY6ec44T031s59t3u7D6Kahc9fotCq/w5dsoeJwAECCcABAgnAAQIJwAEuDgI0nYX9kwXUx9yDNjjpJ+mi+nhn7PyaL7+6XXXS4CzIJz00uzDhs9n7Kk312+6XgKcBeEEgADhBIAA4QSAAFfVcpK2uUVe9bfHc79ROEn2OKEr7jcKJ0k4ASBAOAEgQDgBqF9F1wQIJwD1q+iaAOEEgADhBIAA4QROW0XnvjgPuZTNbwTPOU9SSpOUUrq6uhrM5/M21pVSSmm9XqeLi4vWXu+YzHJYq0+rjV+/+XiT7l7efffrgxeDlFIdsxxKn2ZJqV/zmKVOTbOMx+NVKWX49PHGcD42HA7LcrncbYU7WCwWaTQatfZ6x2SWw9rmzkGbfL5zUA2zHEqfZkmpX/OYpU5Ns+ScvxlOh2oBIEA4ASBAOAEgQDgBIEA4qUNFdwUB2EQ4qcNs1vUKALYinAAQIJyEvfvzXddLAOiMcBL2/q/3XS8BoDPCCQABwgkAAcIJAAHPul4A9dnmBuqbtvl8A3WAPhJO2pG3+DSTTdsEPsUH4JgcqgWAAHucnKSmw8F5lh0yBo7CHicABNjjpB1N5yhzdh4TOAn2OAEgQDgBIEA4ASBAOAEgQDgBIEA46aXbV7ddLwHoKeGkl6ajaddLAHpKOAEgQDgBIEA4ASBAOAEgQDipw62rYIHTIJzUYTrtegUAWxFOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACMillM0b5DxJKU1SSunq6mown8/bWFdKKaX1ep0uLi5ae71jOqVZVp9WG79+8/Em3b28++7XBy8Gh17S0ZzS96VJn2ZJqV/zmKVOTbOMx+NVKWX49PHGcD42HA7LcrncbYU7WCwWaTQatfZ6x3RKs+RZ3uv3l9vtf6a6dkrflyZ9miWlfs1jljo1zZJz/mY4HaoFgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhrMx0Me16CQBsIJyVmX2Ydb0EADYQTgAIEE4ACBDOM+C8KcDhCOcZcN4U4HCEEwAChBMAAoQTAAKedb0A9pdnea9tym3Z+N/feq6mbQD6yh4nYa9/et31EgA6I5yEvbl+0/USADojnAAQ4Bxny/Y9H5lS8zlIAI5HOHvAxTwA7XGoFgAChBMAAoQTAAKEEwAChBMAAoQTAAJyKQ1vZch5klKapJTS1dXVYD6ft7GulFJK6/U6XVxctPZ6x/R5ltWn1cbtbj7epLuXdxu3GbwYhF57/GGc7l/dh37PJn38vvRBn2ZJqV/zmKVOTbOMx+NVKWX49PHGcD42HA7LcrncbYU7WCwWaTQatfZ6x/R5lm1ugNAk+p7MQ7+Ps4/flz7o0ywp9Wses9SpaZac8zfD6VAtAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQI5xm4fXXb9RIAekM4z8B0NO16CQC9IZwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAEHB+4ZxOu14BACfs/MI5m3W9AgBO2PmFEwD2IJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQUHU4r9+963oJAPCFusP5/n3XSwCAL1QdTgCojXACQIBwAkCAcAJAgHACQIBwAkBALqVs3iDnSUppklJKV1dXg/l83sa6UkopjcbjtLi/r/45t7Fer9PFxUVafVpt3O7m4026e3m3cZvBi8Ehlxb2eZY+MEu9+jSPWerUNMt4PF6VUoZPH28M52PD4bAsl8vdVriLnFMKrK+z59zCYrFIo9Eo5Vne+7nKbfvrf+zzLH1glnr1aR6z1KlplpzzN8PpUC0ABAgnAAQIJwAEPOt6Aeem6fxknuXOz2EC8H32OAEgQDgBIEA4ASBAOAEgQDj3NF1MD/p8t69uD/p8AByWcO5p9mF20OebjqYHfT4ADks4ASCg2/dx5i3u27ppmw7uOQvAees2nE3h6+iG7ADwPQ7VAkCAcAJAgHvVNtjm8zM3beO+swD9Yo8TAAKEEwAChBMAAvp1jnOb94U2beftLwBsYI8TAAKEEwAChBMAAoQTAAKEEwAChBMAAqoO55+vX3e9BAD4Qt3hfPOm6yUAwBeqDicA1EY4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgIJdSNm+Q8ySlNEkppaurq8F8Pm9jXSmllNbrdbq4uNj+N6xWjZuMbm7S4u7u+xsMBl8+5afNz3nz8Sbdvfz+8w1e/Pd84VkqZpY69WmWlPo1j1nq1DTLeDxelVKGTx9vDOdjw+GwLJfL3Va4g8VikUaj0fa/Ief9X/TJn0ee7fec5fa/5wvPUjGz1KlPs6TUr3nMUqemWXLO3wynQ7UAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABDwrOsFHNQ2N3PIebvtAOAb7HECQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQEC/brl3BOV28+35potpmo6m7SwGgM7Z49yTaAKcF+EEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBICA8wvn7W3XKwDghJ1fOKfTrlcAwAnLpZTNG+Q8SSlNUkrp6upqMJ/P21hXSiml9XqdLi4uWnu9YzJLncxSrz7NY5Y6Nc0yHo9XpZThV18opWz9azAYlDbd39+3+nrHZJY6maVefZrHLHVqmiWltCzfaOH5HaoFgD0IJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAEVB3O3377reslHIxZ6mSWevVpHrPUaddZqg7n77//3vUSDsYsdTJLvfo0j1nqtOssVYcTAGrTeJP3LzbO+SGl9NfxlvOV5ymlf1p8vWMyS53MUq8+zWOWOjXN8lMp5fLpg6FwAsC5c6gWAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKeRTZ+/vx5ub6+PtJSvvbvv/+mH374obXXOyaz1Mks9erTPGapU9Msq9Xqn1LK5dPHQ+G8vr5Oy+Vyh+XtZrFYpNFo1NrrHZNZ6mSWevVpHrPUqWmWnPNf33rcoVoACBBOAAgQTgAICJ3jrF7O+z9HKfs/BwC9ZY8TAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAIaw5lznuSclznn5cPDQxtrAoBqNYazlPK2lDIspQwvL7+6STwAnJV+3TnoBOTZ/nc3KrfubgTQFec4ASBAOAEgQDgBIEA4ASDAxUF8pekCpruXd2k8G3/36y5eAvrMHicABAgnAAQIJwAECCcABAgnAAR0G86cN/9arTZ/HQBaZo8TAAKEEwAChBMAAoQTAALccg9gD9t8xq7bVPaLPU4ACBBOAAgQTgAIEE4ACBBOAAhoDGfOeZJzXuaclw8PD22sCQCq1RjOUsrbUsqwlDK8vLxsY00AUC2HagEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASDAB1n3wDYfpLuJD9EF2J5wAtQm7/eP4VT8Y/iYHKoFgADhBIAA4QSAAOc4Ie1/gVVKLrI6FS6mq9QJndcVTk6Sv/yArjhUCwABwgkAAQ7VNnBIEIDH7HECQIBwAkCAcAJAgHACQEBjOHPOk5zzMue8fHh4aGNNAFCtxnCWUt6WUoallOHl5WUbawKAank7Cu04odtpQe/s+/9fSv4ffMQ5TgAIEE4ACHCoFo7F4WnoJXucABBgjxOAuDM+omKPEwAChBMAAoQTAAKEEwAChBMAAlxVC+fs0FdGHuNKyzO+epM62eMEgAB7nHAi8mzzntfdy7s0no03blNu7X3BvuxxAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAQGM4c86TnPMy57x8eHhoY00AUK3GcJZS3pZShqWU4eXlZRtrAoBqOVQLAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAG5lLJ5g5wnKaXJ///nzymlP469qEeep5T+afH1jsksdTJLvfo0j1nq1DTLT6WUy6cPNoazSznnZSll2PU6DsEsdTJLvfo0j1nqtOssDtUCQIBwAkBA7eF82/UCDsgsdTJLvfo0j1nqtNMsVZ/jBIDa1L7HCQBVEU4ACBBOAAgQTgAIEE4ACPgfrDAkcUFAlqIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHfCAYAAADZbDiOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAQz0lEQVR4nO3dsW4bV7rA8XMu3EWlBWGBIBFSxA8g9ib75BmsSk/gnmTvJ3Ald+rzAKJ78gG8lQME2MIplfpsce/edSyJMx/JmTkc/n6AipXG5PlWTv6Z4fAwl1ISANDO/wy9AAA4JsIJAAHCCQABwgkAAcIJAAHCCQABLyIHv3z5slxeXna0lMf++OOP9P333/f2fF0yS53MUq8xzWOWOjXNstls/iylnH/7/Rx5H+dkMinr9Xq3Fe7g1atX6dOnT709X5fMUiez1GtM85ilTk2z5Jw3pZTJt993qRYAAqoO5y+//DL0Eg7GLHUyS73GNI9Z6rTrLFWH89dffx16CQdjljqZpV5jmscsddp1lqrDCQC1EU4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIqDqcl7e3Qy8BAP6m7nB++DD0EgDgb0IfZH1wOe93TOCzRAHgEKo+4wSA2ggnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAATk0rDfa875JqV0k1JKFxcXV3d3d4d79s1m64+nb9+m1bt3zx9wdXW4tezo8vY2fb6+bjzu4eEhnZ2ddb+gHpilTmOaJaVxzWOWOjXNMpvNNqWUybffbwzn1yaTSVmv17ut8CltNnnfpoZN3nNutY7VapWm02n36+mBWeo0pllSGtc8ZqlT0yw55yfD6VItAAScXDgXq8XQSwDgiJ1cOJcfl7E/kPP2r6ZjABiVkwsnAOzjxdALOKS8bHeGt+24Mq/ghiMAquWMEwAChBMAAoQTAAKEEwAChBMAAkZ1V22bO2LzMrtzFoCdOeMEgADhBIAA4QSAAOGsjE3oAeo2bDhL2f7VdMwIhTehB6BXzjgBIEA4ASBgVO/jPAZtPsGl6RjvQwUYjjNOAAg4uXDOX8+HXgIAR6zqS7Wf37xJlwd+zMV0ceBHjGm6zGpLQIC6VX3G+fn6euglAMDfVB1OAKhN1Zdqq9C00ULOo92MAYDHnHFWxs1LAHUTzsoMffMSANsJJwAECCcABAjnCfBRZQCHI5wnwEeVARyOt6Psaz78XbD7bhxvpyKA9pxx7muxGHoFAPRIOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgwF61I9C012xe5oPuR3t5e5vSdHqwxwM4Js44Cbv88OHgj+mjz4BjIZxUwUefAcdCOAEgQDgBIEA4ASDAXbU8lvN+x5TD3cELUBtnnAAQIJwAECCcABAgnCdg/no+9BJGwSYNQEpuDjoJi+li6CWkvGy+4WjbMYfcMnBXy4/LKv6/BIYlnDzWdFdszu6cBU6WcNKLvjeiB+iK1zgBICCXhktuOeeblNJNSildXFxc3d3d9bGulFJKDw8P6ezsrLfn69KYZpnOZml1f3/Qx5x9nKX714d9zDYiv5eh1tjWmP6OpTSuecxSp6ZZZrPZppQyefSDUkrrr6urq9Kn+/v7Xp+vS2OapaR0+IdcHP4x24j8XoZaY1uj+jtWxjWPWerUNEtKaV2eaKFLtVTBW2aAYyGcVMHbPIBjIZwAEODtKJDabdDQdJy308BpcMZJ2Oc3b4ZeAsBghJOwz9fXQy8BYDDCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwsk4LRZDrwAYKeFknJbLoVcAjJS9ajlOucXestuOafgAd4DnOOMEgADhBIAAl2qhK20uJ2/jcjJUyRknAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJ4zE5e3t0EuAkyCcHKdStn81HTNClx8+DL0EOAnCCQABwgkAAT5WDI5Fm48pazpmpJepoU/OOAEgQDgBIEA4ASDAa5zQlabXE3P2miMcIWecABAgnAAQIJwAECCcABAgnIzTfD70CoCREk7GabEYegXASAknAAQIJwAECCcMxeuwcJSEE4bidVg4SsIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJPM9bZuAR4QSet1wOvQKojnACQIBwAkBALqVsPyDnm5TSTUopXVxcXN3d3fWxrpRSSg8PD+ns7Ky35+uSWer0n1k2/9o0Hvv2n2/Tu5/fPfvzq39cHXJpj222r3H69m1avXt+fSmllK5ia5zOZml1fx/6M4cyxr9nY3BKs8xms00pZfLt9xvD+bXJZFLW6/VuK9zBarVK0+m0t+frklnq9J9Z8jLv/Vhl3v6fpZ3k/deYvv3nfd/HDPz7I2qMf8/G4JRmyTk/GU6XagEgQDgBIEA4ASBAOAEg4MXQCwBaaroRJ+dOb9YB/pdwQmp3R2xe5u7vnAWq51ItAAQIJwAECCcABAgnjMTnN2+GXgKcBOGEkfh8fT30EuAkCCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgntDR/PR96CUAFhBNaWkwXQy8BqIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQMCLoRcADKiU7T/PufkYODHOOIH+LBZDrwD2JpxAf5bLgz/kYrU4+GPCNsIJHLXlx8PHmAMY8dUF4QTg8Dq4ulAL4QSeN58PvQKojnACzxvx5TbYVS4Nt5rnnG9SSjcppXRxcXF1d3fXx7pSSik9PDyks7Oz3p6vS2apk1n6NZ3N0ur+vtWxbeeZfZyl+9ftHnMox/C7aavtLJHf9VCaZpnNZptSyuTRD0oprb+urq5Kn+7v73t9vi6ZpU5m6VlKrQ9tO09atH/MoRzF76al1rMEftdDaZolpbQuT7TQpVoACBBOAAgQTgAIEE4ACLDJO1C1vMx7HVPmNqnvRG7+vWw95og/PMAZJwAECCfAibNRfoxwApw4G+XHCCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAS8GHoBwIjkvN8xpTz+1vzx9/72cMvceAwcknACjFxeNv8HTdMx/uPkv1yqBYAA4QSAAOEEgADhBIAA4QSAAHfVAofzxNtJ/ibn5mOgcs44ASBAOAEgQDgBIEA4ASBAOAG+tlgMvYJGi9Vi6CWcNOEE+NpyOfQKGi0/1r/GMRNOAAgQTgAIEE4ACLBzEHBaOviwbU6LM04ACBBOAAhwqRZg5Mp8++XlvMyNx/BfzjgBIEA4gaM2fz0fegmcGOEEjtpiuhh6CZwY4QSAAOEEgAB31QJUJi+bN2nYdow7ZLvljBMAAoQToGO3n2+HXsJW7kyOEU6Ajn34/cPQS9jKnckxwgkAAW4OAiCu6VNich7tJ8k44wSAAOEEgADhBIAA4QSAgFwaXrzNOd+klG5SSuni4uLq7u6uj3WllFJ6eHhIZ2dnvT1fl8xSJ7P0azqbpdX9fatjO5tns9n64+nbt2n17t3zB1xdhZ9y9nGW7l+3mzullDb/2r7Gt/98m979/Pwar/4RX2NbbX8vl7e36fP1dWfrOISmWWaz2aaUMvn2+43h/NpkMinr9Xq3Fe5gtVql6XTa2/N1ySx1MkvPAndadjZPbt7Obqsd7hSNflB0my33tulyy72j+HvWUtMsOecnw+lSLdCfuR1qOH7CCfRnsRh6BbA34QSAAOEEgABb7gFUpunmnujNRhyWM04ACBBOAAgQTgAIEE4A6lfRW5mEE4D6LZdDr+D/CSfAkZm/tgPTkLwdBeDILKaLoZdweG32EN52zA57CO/KGScABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAT4WDHgtDR9/FTOvX5EFcfHGScABAgnAAS4VAvA8I7oErozTgAIEE6Ar83nQ6+Ap1T0exFOgK8tFkOvgKdU9HsRTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQToCOvfnxzdBL4ICEE6Bj15fXQy+BAxJOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAioOpy//fbb0Es4GLPUySz1GtM8ZqnTrrO8aDog53yTUrpJKaWLi4u0Wq12eqJd/PTTT70+X5fMUiez1GtM85ilTrvOkksprQ+eTCZlvV6Hn2RXr169Sp8+fert+bpkljqZpV5jmscsdWqaJee8KaVMHn0/Es6c85eU0u87rXA3L1NKf/b4fF0yS53MUq8xzWOWOjXN8mMp5fzbb4bCCQCnruqbgwCgNsIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAS8iB798+bJcXl52tJTH/vrrr/Tdd9/19nxdMkudzFKvMc1jljo1zbLZbP4spZx/+/1QOC8vL9N6vd5hebtZrVZpOp329nxdMkudzFKvMc1jljo1zZJz/v2p77tUCwABwgkAAcIJAAGh1zgBtsp5vz9fymHWAR1yxgkAAcIJAAHCCQABjeHMOd/knNc55/WXL1/6WBMAVKsxnKWU96WUSSllcn7+aAMFADgpLtUCQIBwAkCA93ECMLwjeg+wM04ACBBOAAgQTgAIEE4ACBBOAAgQTgAI8HYUAOKO6O0jh+aMEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwACbLkHsIe8bN567t3P79JsOXv252V+vNvPnSLhBKhMmxhvI8TdEk6gaiJCbbzGCQABjeHMOd/knNc55/WXL1/6WBMAVKsxnKWU96WUSSllcn5+3seaAKBaLtUCQIBwAkCAcAJAgHACQIBwAkCADRDglOX9NhdIxeYCnB5nnAAQ4IyT4+RMCRiIM04ACHDGCTBy+26Un5LN8r/mjBMAAoQTAAJcqoXkUtZJcWMZe3LGCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABjeHMOd/knNc55/WXL1/6WBMAVKsxnKWU96WUSSllcn5+3seaAKBaLtUCQIBwAkCAcAJAgHACQIBw8ljO2782m+0/Bxgx4QSAAOEEgIAXQy+A/eXlfpdHy7wcaCUA4+eMEwACnHFCV/a9Uaq4EgA1csYJAAHCCQABwgkAAV7jpBfu/AXGwhknAAQIJwAECCcci333ELaPMByE1zibeC8eAF9xxgkAAcIJAAHDhtPnPgJwZJxxAkCAcAJAQONdtTnnm5TSTUop/fDDD50vaB/77k6Tkh1qANiu8YyzlPK+lDIppUzOz8/7WBMAVMv7OHvmrBjguHmNEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwACcill+wE536SUbv7vf75KKX3qelFfeZlS+rPH5+uSWepklnqNaR6z1Klplh9LKefffrMxnEPKOa9LKZOh13EIZqmTWeo1pnnMUqddZ3GpFgAChBMAAmoP5/uhF3BAZqmTWeo1pnnMUqedZqn6NU4AqE3tZ5wAUBXhBIAA4QSAAOEEgADhBICAfwMEi1wS64XzvwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEj4JnPjN2/e1Hfv3h1oKU/997//jb/85S9He7xDMkubzNKuMc1jljZ1zbLZbP6otb59/P1UON+9exfr9foVy3ud1WoVs9nsaI93SGZpk1naNaZ5zNKmrllKKb89932HagEgQTgBIEE4ASAh9RonAH9WlqXzNrfvb2O+nL/483pT+1wSB9a5x1lKuSqlrEsp60+fPh1jTQDQrM5w1lp/rLVOa63Tt2+fvCsXAM6KQ7XAWdnl0Oo2DqsinEDThI7WeFctACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJDhzEACDO6UzRNnjBIAE4QSABOEEgAThBIAE4QSABOEEgAThBIAE4QSABOEEgAThBIAEp9wDIK/sd4q8qMc7RV7f7HECQIJwAkDCqA7V7nt2/YjjnmEfgNNjjxMAEoQTABKEEwASRvUaJzCwM/6IAufDHicAJNjj5DTZswEGYo8TABI6w1lKuSqlrEsp60+fPh1jTQDQrM5w1lp/rLVOa63Tt2/fHmNNANAsh2oBIEE4ASBBOHmqlO1fm832nwOMmHACQILPcXbY94orrrZCX7qei7fvb2O+nG+9jecj7E84AVrjBB9Nc6gWABKEEwAShBMAEoQTABK8OWgMvJEA4GjscQJAgnACQIJwAkCCcAJAgnACQIJ31cKheLczrejjqkWej18I55Hte9L4iNM8UbeT5QNjIZxwxvyDBvK8xgkACcIJAAnCCQAJwgkACcIJAAnDhrOU7V+bzfafA8CR2eMEgAThBIAE4QSABOEEgAThBIAE56qFCFePAHZmjxMAEjrDWUq5KqWsSynrT58+HWNNANCsznDWWn+stU5rrdO3b98eY00A0CyHagEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASCh1Fq336CUq4i4+v//97uI+OXQi/rKm4j444iPd0hmaZNZ2jWmeczSpq5Z/lZrffv4m53hHFIpZV1rnQ69jj6YpU1madeY5jFLm147i0O1AJAgnACQ0Ho4fxx6AT0yS5vM0q4xzWOWNr1qlqZf4wSA1rS+xwkATRFOAEgQTgBIEE4ASBBOAEj4X+joGBjEx9Q/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHfCAYAAADZbDiOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAARhklEQVR4nO3dsW4j1RrA8XOu6Ei5UYSERCp4ALtfu6CDZ9it8gTpY/d5Aqqlcw8dRby9/QBQLRISxVKG+tzi3psbsonHnz2eOR7/flIKkln7fLGX/854PM6llAQAbOdffS8AAI6JcAJAgHACQIBwAkCAcAJAgHACQMBnkY1fvXpVLi8vD7SUT/3xxx/pyy+/7Oz+DsksdTJLvYY0j1nq1DTLer3+q5Ry/vT7OfI+zvF4XFar1W4r3ME333yTfv31187u75DMUiez1GtI85ilTk2z5JzXpZTx0+87VAsAAVWH87vvvut7Ca0xS53MUq8hzWOWOu06S9Xh/P777/teQmvMUiez1GtI85ilTrvOUnU4AaA2wgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABoY8Va13OG398+e23KU2nL28Q+GQXAGhD1Xucl7/80vcSAOAfqg4nANRGOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgIJeGq+/knK9SSlcppXRxcTFaLBbt3ft6vfHHk+vrtLy9fXmD0ai9tRzY/f19Ojs763sZrTBLnYY0S0rDmscsdWqaZTqdrksp46ffbwznY+PxuKxWq91W+JyGS+41OqJL7i2XyzSZTPpeRivMUqchzZLSsOYxS52aZsk5PxtOh2oBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOIHuzGZ9rwD2JpxAd+bzvlcAexNOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIyKWUzRvkfJVSukoppYuLi9FisWjv3tfrjT+eXF+n5e3tyxuMRu2t5cDu7+/T2dlZ38tohVnqdAyzTKbTtLy722rbY5hnW2apU9Ms0+l0XUoZP/1+YzgfG4/HZbVa7bbC5+S8358PrL1vy+UyTSaTvpfRCrPU6ShmyXnrv7dHMc+WzFKnpllyzs+G06FaAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQztrMZn2vAB7MlrO+lwDVEc7azOd9rwAezN97PsJTwgkAAacXTodCAdjD6YXToVAA9vBZ3wsABmSbz9jdtM0RfcYup+v09jgBYA/CCQABwgkAAcIJAAFODuravidPpOQECoAe2eMEgADhBIAA4QSAAOEEgIBhhTPn5q+m7YbI9XkBWjOscPI81+cFaI1wAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgI8VG4J9P6rMx5QBbM0eJwAECCcABDhUC7Sn6bB/zl4a4OjZ4wSAAOEEgADhBIAA4QSAACcHde0QJ084IQOgM/Y4ASBAOAEgQDgBICCXhte+cs5XKaWrlFK6uLgYLRaL9u59vd7448n1dVre3r68wWgUur2dbrMl9/f36ezsrHG7yXSalnd3rd5327e57SzHwCybTd9P093r9p47keeix6ZOpzTLdDpdl1LGn/yglLL112g0Kq36zykru3+1fXvP3WZL7u7uttvwEGto+Ta3nuUImGWzNGv5+Rh4Lnps6nRKs6SUVuWZFjqrFk5Ynjd/ss6mbcqNs7U5PV7jBIAA4QSAAOEEunNz0/cKYG/CCXRnNut7BbC3fk8Ocqk4AI6MPU4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIqDqcH9686XsJAPAPdYfz7du+lzAMLqwN0Jqqw0lLXFgboDXCCQABwgkAAcIJAAHCCQABwgkAAcK5p9ly1vcSAOiQcO5p/n7e9xIA6JBwAkCAcMJAvPvwru8lwEkQThiIH3//se8lwEkQTgAIEE4ACBDO2vgkE4CqCWdtfJIJQNWEEwAChBMAAj7rewHAdvI8771NuSltLQdOlj1OAAgQTgAIEE4ACPAaZ4N9X1fymlI/ZstZmk1mfS8DGCB7nAySj3sDDkU4ASBAOAEgQDgBIMDJQXwqbz4h6vLbb1OaTl/eoDghChgue5yEXf7yS99LAOiNcAJAgHACQIBwAsfNZ9jSsVwaTuTIOV+llK5SSuni4mK0WCy6WFdKKaX7+/t0dna2/R9Yrxs3mVxfp+Xt7csbjEb/vMk/N9/m9W/X6fbrl29v9MV/bi88S58afo/R32Efpu+n6e71XeN2x/S47PtcTOn/z8dtvfvwLr29fBv6M215eGwG8Hw8pudZk1OaZTqdrksp46ffbwznY+PxuKxWq91WuIPlcpkmk8n2f6DhbNCtPPl9bHPJvY03999L7oVn6dO+v8cKzqrN87zV5Q6P6XHZ97mY0nFdAvLhsRnA8/GYnmdNTmmWnPOz4XSoFgAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChvXpKNu8XyvnKt7XBcBxsscJAAHCCQABwgkAAcIJAAHDOjmIk7HNBc83bXNMFzsH6mKPkyrMlrO+lwDHw2eQ9ur0wnlz0/cKeMb8/bzvJcDxmPv70qfTC6d/qQGwh9MLJwDsQTgBIMBZtRylprNi8zw7cxY4CHucABAgnAAQIJwAECCcABAgnAAQ4KxaOuHassBQCGcDb3sA4DGHagEgQDgBIEA4ASBAOAEgQDgBHvPRgzQQToDHfEg0DYQT4MDefXjX9xJokXACpyXnzV9N2+zgx99/bHGAHTTNvM0XD4QTAAKEEwAChBMAAoRzTzevb/peAgAdEs49zSazvpcAQIeEEwAChBMAAnweJ6TUzvvUis9lhVNgj5NBctIWcCjCySA5aQs4FOEEgACvcQLsIc+3e31803blxuvjx8QeJwAECCcABOTScAp9zvkqpXSVUkoXFxejxWLRxbpSSind39+ns7Ozzu7vkIY0y2Q6Tcu7u9CfWf+53vjz69+u0+3Xty/+fPTFKHR/23p4XNab15dSSpPr67S8fXmNaXSYNf7Pvr/DlA73ezyEbR+b8OPS8u01PS4p7fD8rm3mR7c5pP+XNc0ynU7XpZTx0+83hvOx8XhcVqvVbivcwXK5TJPJpLP7O6QhzZJyDr9ncdvXgV5yqNeAHh6XI3gf576/w5SO67W01h6bp49Ly7d3kMeltpkf3eaQ/l/WNEvO+dlwOlQLAAHCCUD7ZrO+V3AwwglA++bzvldwMMIJAAHCCQABwknYhzdv+l7CIMyWs76XAOxAOAn78PZt30sYhPn74b4GBEPmWrVwJJreg5nn+ajepwnHyh4nULdSNn81bcMg1PTShnACUL2aXtoQTgAIEE4ACBBOAAhwVi0Acdt84sqmbXb4lJlN23R5Rrk9TgAIEE4ACBBOAAjwGidAbZou3JCzizv0SDjphMvFAUPhUC0ABAgnAAQIJwAECCcABAgnwLG5uel7BSdNOAGOzWzW9wpOmnACQID3ccKBHNNFq4Ht2eMEgADhBIAA4QSAAOGEgXjz1Zu+lwAnQThhIN5evu17CXAShBMAAoQTOG6uokPHhBM4bq6iQ8dcAAFg6ErDxTRybt6GB/Y4qcLNa4fbgOMgnFRhNpn1vQSArQgnAAQIJwAEODkI4NTt8paeEz7hyB4nwKnzlp4Qe5wAe9jmc1PzPPt81QGxxwkAAcIJAAHCCQABXuMETssJnw1KO3JpeILknK9SSlcppXRxcTFaLBZdrCullNL9/X06Ozvr7P4OySx1ephlvW7cdnJ9nZa3ty9vMBqF7nv6fpruXt+F/swmQ3pcUupvnsl0mpZ37T0uKbX/WPdp28cl+ntc/7n57+D1b9fp9uuX//6Nvoj9/UupeZbpdLoupYyffr8xnI+Nx+OyWq3Ci9vVcrlMk8mks/s7JLPU6WGWnPe/seBeSttnWg7pcUmpx3kOsMc5pLNqt35cgr/HPN/v7+Auv9+mWXLOz4bTa5wAj/l8TxoIJ8BjLgbQjgH/A0Q4AWjfgP8BIpwAEODtKAD0runknppOsLLHCQABwgkAAcIJAAHCCQABwgkAAc6qhZS2uzSYi39Db25e13NBBXucAFRvNpn1vYQHwgkAAcIJ2xrwtTeB7QknbGvA194EtiecABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAH9uarN30vgRYJJ8CBvb182/cSaJFwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcEJPbl7f9L0EYAfCCT2ZTWZ9LwHYgXACQIBwAkCAcAJAgHACQIBwAkCAcAJAQC6lbN4g56uU0lVKKV1cXIwWi0UX60oppXR/f5/Ozs46u79DMkudzFKvIc1jljo1zTKdTtellPEnPyilbP01Go1Kl+7u7jq9v0MyS53MUq8hzWOWOjXNklJalWda6FAtAAQIJwAEVB3On376qe8ltMYsdTJLvYY0j1nqtOssVYfz559/7nsJrTFLncxSryHNY5Y67TpL1eEEgNo0vh3lHxvn/DGl9PvhlvOJVymlvzq8v0MyS53MUq8hzWOWOjXN8lUp5fzpN0PhBIBT51AtAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAR8Ftn41atX5fLy8kBL+dTff/+dPv/8887u75DMUiez1GtI85ilTk2zrNfrv0op50+/Hwrn5eVlWq1WOyxvN8vlMk0mk87u75DMUiez1GtI85ilTk2z5Jx/f+77DtUCQIBwAkCAcAJAQOg1TmBY8jzv9efLTWlpJXA8Gvc4c85XOedVznn18ePHLtYEANVqDGcp5YdSyriUMj4//+SsXAA4KQ7VwpFoOqx6+/Vtms6nG7dxaBX2J5xwIF4/hGFyVi0ABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAEuHIQwB62uUJU0+UQXSXquNjjBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBIAAl9wDTktuvkTeRsXl8U6dPU4ACBBOAAgQTgAIEE4ACBBOAAgQTgAI8HYUSGn/tyik5G0KcCKEE4De5fl+/3gtN939w1U4u2bPBuCoeY0TAAIaw5lzvso5r3LOq48fP3axJgCoVmM4Syk/lFLGpZTx+fl5F2sCgGo5VAsAAcIJAAHDOqvWGasAHJg9TgAIGNYeJ9U6pjc3A2winEB79n25xEslHAGHagEgQDgBIEA4ASBAOAEgoN9w5rz5a73e/HMA6Jg9TgAIEE4ACPA+ToDaeD9s1YQTgLgTjrtDtQAQIJx8ytnO1KTp+dj0BS1zqLaBi5MD8JhwcpT8gwboi3ACDF0bh6yP+GSetnmNEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwACXHJvCE74c/EAumaPEwACGsOZc77KOa9yzquPHz92sSYAqFZjOEspP5RSxqWU8fn5eRdrAoBqOVQLAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAbmUsnmDnK9SSlf//c9vUkq/HnpRj7xKKf3V4f0dklnqZJZ6DWkes9SpaZavSinnT7/ZGM4+5ZxXpZRx3+tog1nqZJZ6DWkes9Rp11kcqgWAAOEEgIDaw/lD3wtokVnqZJZ6DWkes9Rpp1mqfo0TAGpT+x4nAFRFOAEgQDgBIEA4ASBAOAEg4N8nnaGPRlM2LAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHfCAYAAADZbDiOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAQ+ElEQVR4nO3dv24bx9rA4ZkP7qLSghAgQFQ5F0D2JvvkGuxKV6CeZK8rcGV36pNedE9eQFI5QIAUSqnUc4rvnECRJS5fcv8MyecBVETaiPOKlH9acneZSykJANjO/w29AAA4JMIJAAHCCQABwgkAAcIJAAHCCQABryIbv379ulxeXna0lK/98ccf6bvvvuvt9rpkljqZpV7HNI9Z6tQ0y3q9/quUcv708zlyHud4PC6r1Wq3Fe7ghx9+SL/++mtvt9cls9TJLPU6pnnMUqemWXLO61LK+OnnPVULAAFVh/PHH38cegmtMUudzFKvY5rHLHXadZaqw/nTTz8NvYTWmKVOZqnXMc1jljrtOkvV4QSA2ggnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgn8LL5fOgVQHWEE3jZYjH0CqA6wgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABuZSyeYOcr1JKVymldHFxMbq9ve1jXSmllB4eHtLZ2Vlvt9cls9TJLJtNptO0vLtr9Xtuy31Tp1OaZTqdrksp46++UErZ+mM0GpU+3d3d9Xp7XTJLnczSIKX2v+eW3Dd1OqVZUkqr8kwLPVULAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCua/5fOgVQEoppY9fPg69BDgJwrmvxWLoFUBKKaVPv38aeglwEoQTAAKEEwACqg7n5cePQy8BAP6l7nB+8poNAHV5NfQCgAHlvN82pbS3FjgQVe9xAkBthBMAAoQTAAKEEwAChBMAAhxV28RRhwA8Yo8TAAKEEwAChBMAAoQTAAKEEwAChg1nzps/mrY5RvP50CsAYAN7nLVZLIZeAQAbCCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABLwaegEnZ5tr7DZtU0o7awEgzB4nAAQIJwAECCcABHiNE05Z0+vlOXtNHZ6wxwkAAcIJAAHCCQABwgkAAcIJAAGOqm3S9lGHjmIEOGj2OAEgQDgBIEA4ASBAOAEgIJeGA1FyzlcppauUUrq4uBjd3t62d+vr9cYvT66v0/Lm5uUNRqP21rKjyXSalnd3jds9PDyks7Oz1r7fkLad5RAc0yzTz9N097bdx86Qj8djum/MUqemWabT6bqUMn76+cZwPjYej8tqtdpthc/Z5r0pN6nh6NMtj4JdLpdpMpm09v2GtPUsB+CYZsmLnMqs5cfOgI/HY7pvzFKnpllyzs+G0+kocCDyovkPzaZtWg8rnCCvcQJAgHACQIBwAi+bzYZeAVRHOIGXzedDrwCqI5wAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnLXx/ocAVRPO2nj/Q4CqCScABAgnAAQIJwAECCcABAgnAAQIJwAECCcABJxcOOfL+dBLAOCAnVw4F58XQy8BgAN2cuEEgH0IJwzEywZwmIQTBuJlAzhMwgkAAcIJQP0qeuco4QSgfot6XtoQTgAIEM59zWZDrwCAHgnnvip63h2A7gknAAQIJwAEvBp6AXCs8iLvtU2ZlTaXA7TEHicABAgnAAQIJwAECCcABBzVwUHbHIzRtJ0DMoYxX87TfDIfehnAUPIW/35v2qb092+3PU6q4C22gEMhnAAQIJwAECCcABAgnAAQcFRH1Z6sbY5G26THo9EADp09TgAIEE4ACBBOAAgQTqA/8/nQK4C9CSfQn4UrRHH4cmk4ojLnfJVSukoppYuLi9Ht7W17t75eb/zy5Po6LW9uXt5gNPr3t/tz8/dLKaXr367TzZuXv+fo29GLX9vHw8NDOjs76+R7t/1zbNLFLNPP03T39q7V77mNLu+Xpsdj24/FD799SFdvrkL/T+tafCx2+jvTM7Nsoed/x1JqnmU6na5LKeOnn28M52Pj8bisVqvw4l7U8mkU217kfeO37Ogi78vlMk0mk06+d9+no3QxS17kQS6w3+X9su/jMfrz6PQxtq0WH4tVzNMSs2xhgNPqmmbJOT8bTk/VAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAwLDvx9l0wmrO3isSgKrY4wSAAOEEgADhBIAA4QSAAOEEgIBhj6rlZGzzFlubthniLccAnmOPEwACqg7nl3fvhl4Cz/j45ePQS4CDcvnx49BLoEV1h/P9+6GXwDM+/f5p6CXAQbn85HfmmFQdTgCojXACQIBwAkCA01HoRdPpJHmRnXICp+yA3vTDHicABAgnAAQIJwAECCcABAgnAAQIJwAEOB2Fr3gnE4CX2eMEgICj2uPcZk/HifYAB2g2G3oF/7DHCUD95vOhV/AP4QSAAOEEgADhBIAA4QSAAOEEDltFB41wGoQTOGyLxdAr4MQIJ8Aj8+V86CVQOeEE6pbz5o+mbYIWnyvYg22aeZufCZ0RTgAIEE4ACBBOAAgQTgAIOLlwzt7Wc4V9AA7PyYVzPpkPvQQADtjJhRMA9iGcABAgnAAQ8GroBcBO9r06SintrAM4OfY4qYKjnYFDIZxUwdHOwKEQTgAIEE4ACHBwEHBS8qL5wLJN25SZA8tOnT1OAAgQTgAIyKXhfLac81VK6SqllC4uLka3t7d9rCullNLDw0M6Ozvr7fa6NOQsk+k0Le/utt5+/ed649evf7tON29uXvz66NvR1re1s/XmNU6ur9Py5uU1ptH/r7HL+6Xvn2MVvy8t3S8pPZqnxe+Z0jCP7+jvYNszt6mKx1lLmmaZTqfrUsr46ecbw/nYeDwuq9VqtxXuYLlcpslk0tvtdWnQWXIOnfC/zWtAm/TyGlBLF0Do8n7p++dYxe9Lixem+Geeli920fr9su/6Uvr697PiC3xU8ThrSdMsOednw+mpWgAIEE4ACBBOAAgQToBTN58PvYKDIpwAp26xGHoFB0U4ASBAOAEgQDhPwcx7XbZhvpwPvQSgAsJ5Crzw34rFZ68DAcIJACHeVgw60nTJvLzIx/cWVU2Xegte/pHDNV/O03wyH3oZnbDHCUDrjvmlDeEEgADhBIAA4QSAAOEEgABH1QIcu23eGLtpmx3eEHzTNod8RLk9TgAIEE4ACBBOAAgQTgAIEE4ACHBULV85yWuswq62ufaua/QeFXucABAgnAAQIJwAECCcABAgnAAQIJwAECCcAB378u7d0EugRcIJ0LEv798PvQRaJJwAEODKQZC2e2/Bpu1cTQlOgz1OAAgQTgAIEE4ACBBOAAgQThjI7O1s6CUAOxBOGMh8Mh96CcAOhBMAAoQTAAKEE+jPzOu6HD7hBPoznw+9AtibcAJAgGvVAtSmNFz3OOfmbeiMPU7C3n3vvQWB0yWchL2/fD/0EgAGI5wAECCcABDg4CCAQxM9H9bBRq2yxwlwaJwPOyjhBIAAT9UCJ6XMNj8lmRe5cRtOmz1OAAgQTgAIEE4ACBBOAAhwcBBQN+cgUplcGh5wOeerlNJVSildXFyMbm9v+1hXSimlh4eHdHZ21tvtdcksLVuvN355cn2dljc3L28wGqWUYrNMP0/T3du7rZfYtyrulxZtO89kOk3Lu/buly7u59rvm8jP8H+zrP/c/Dt4/dt1unnz8u/g6NtRaI1daLpfptPpupQyfvr5xnA+Nh6Py2q12m2FO1gul2kymfR2e10yS8ty3u///+/jPjJL7acpVHG/tGjreVre4+zifq7+vgn8DP83S17s9ztYw+9S0/2Sc342nF7jBA5b9PJzsCfhBA6by8/tzx8fIcIJcOr88REinAAQ4HQUAMJO+Zq/9jgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIMB5nBwmbzUFVZu9Pd7L+NnjBKB188l86CV0RjgBIEA4ASBAODlO3iYJ6Ihwcpy8TRLQEeEEgADhBIAA4QSAAOEEgADhBIAA4QSAAOEEgADhBIAA4QR45Jjf1YN2CCfAI8f8rh60QzgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOGFLs7ezoZcAVEA4YUvzyXzoJQAVEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAjIpZTNG+R8lVK6Simli4uL0e3tbR/rSiml9PDwkM7Oznq7vS6ZpU5mqdcxzWOWOjXNMp1O16WU8VdfKKVs/TEajUqf7u7uer29LpmlTmap1zHNY5Y6Nc2SUlqVZ1pY9VO1P//889BLaI1Z6mSWeh3TPGap066zVB3OX375ZegltMYsdTJLvY5pHrPUaddZqg4nANSm8eCgf22c831K6ffulvOV1ymlv3q8vS6ZpU5mqdcxzWOWOjXN8n0p5fzpJ0PhBIBT56laAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAh4Fdn49evX5fLysqOlfO3vv/9O33zzTW+31yWz1Mks9TqmecxSp6ZZ1uv1X6WU86efD4Xz8vIyrVarHZa3m+VymSaTSW+31yWz1Mks9TqmecxSp6ZZcs6/P/d5T9UCQIBwAkCAcAJAQOg1TmA4eZE3fv3mzU2aLqYbtymz0uaS4CQ17nHmnK9yzquc8+r+/r6PNQFAtRrDWUr5UEoZl1LG5+dfHZULACfFU7XQkaanVpt4WhXqJJyQ9o9cSkIHp8JRtQAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABDgykHASXEpRPZljxMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAlxyD6hb3u8Seam4RB7tsscJAAHCCQABwgkAAcIJAAHCCQABwgkAAU5H4TA5RQEYiHACEJYX+/3xWmaH+8ercDaxZwPAI17jBICAxnDmnK9yzquc8+r+/r6PNQFAtRrDWUr5UEoZl1LG5+fnfawJAKrlqVoACBBOAAgYNpw5b/5Yrzd/HYDj0NSDpo8e2eMEgADncfKVphObb97cpOli+uLXD/nEZoAmwgmnzAU+IMxTtQAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwA+9jmcnAuH3pUXAAB4Ni1EWcXu/iHPU4ACLDHeQxcNo1aeCxyAo4qnE0XJ9+GC5QDsMlRhZN67ftHjT9ogFoIJ0BtPOVdNQcHAUCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAS+71zfviARw0e5wAENAYzpzzVc55lXNe3d/f97EmAKhWYzhLKR9KKeNSyvj8/LyPNQFAtTxVCwABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAG5lLJ5g5yvUkpX//3PH1JKv3a9qEdep5T+6vH2umSWOpmlXsc0j1nq1DTL96WU86efbAznkHLOq1LKeOh1tMEsdTJLvY5pHrPUaddZPFULAAHCCQABtYfzw9ALaJFZ6mSWeh3TPGap006zVP0aJwDUpvY9TgCoinACQIBwAkCAcAJAgHACQMB/AEpbkSIcAQoDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHfCAYAAADZbDiOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAARE0lEQVR4nO3dv24b17bA4bUv3EWlDSFAgKhKHkDsQ/bJM8SVnsC9yOZUfoJUTqc+6U4huqceIKkcIEAKp9Sp9ynuTa7jPxwucjizOfw+QEWkibiXSemnIWeGpdYaAMBu/mfsBQDAKRFOAEgQTgBIEE4ASBBOAEgQTgBIeJLZ+OnTp/Xq6upIS/nQ77//Hl988cVgt3dMZmmTWdo1pXnM0qauWR4eHv6stT57//Mlcx7nbDarm81mvxXu4euvv45ffvllsNs7JrO0ySztmtI8ZmlT1yyllIda6+z9z3uqFgASmg7nt99+O/YSemOWNpmlXVOaxyxt2neWpsP53Xffjb2E3pilTWZp15TmMUub9p2l6XACQGuEEwAShBMAEoQTABKEEwAShBMAEoQTABKEEwAShBMAEoQTABKEEybi6tWrsZcAZ0E4YSKufvxx7CXAWRBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASCi11u0blHITETcREZeXl9d3d3dDrCsiIh4fH+Pi4mKw2zsms7RpSrPMF4tY39+PvYzeTOm+MUubumZZLBYPtdbZ+5/vDOe7ZrNZ3Ww2+61wD+v1Oubz+WC3d0xmadOUZolSIhI/z62b0n1jljZ1zVJK+Wg4PVULAAnCCQAJwgkACcIJAAnCCQAJwgkACcIJAAnCCQAJwgkACcIJAAnCCQAJwgkACcIJAAnnF87lcuwVQERELNfLsZcA7OH8wrlajb0CiIiI1WuPRThF5xdOADiAcAJAgnACQIJwAkDCk7EXAOyolMO3qbWftcAZs8cJAAnCCQAJwgkACcIJAAnCCQAJ0zqqdpejDru2c9QhAFvY4wSABOEEgAThBIAE4QSABOEEgAThPNRyOfYKABiQcB5qtRp7BQAMSDgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIOHJ2AtoXimHbVNrf2sBYHT2OAEgQTgBIEE4ASDBa5xwKrpeLy/Fa+owAHucAJAgnACQIJwAkCCcAJAgnACQMK2janc5ojB75KEjGQF4hz1OAEgQTgBIEE4ASBBOAEgotePAllLKTUTcRERcXl5e393dDbGuiIh4fHyMi4uLXr/nfLGI9f394N/vGLOMxSz9WLxexP03wz8WT4XHWZvOaZbFYvFQa5198IVa684f19fXdUj39/f9f9OIUb7fUWYZiVn6EctxHounwuOsTec0S0Rs6kdaOK3TUaAhZdX9Jujbtqm3TnOCFnmNEwAShBMAEoQTJuLN99+PvQQ4C8IJE/Hm+fOxlwBnQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOA91ezv2CgAYkHAearkcewUADEg4ASBBOAFoX0PP7gknAO1brcZewd+EEwAShBMAEoQTABKEEwASmg7nqzevxl4CAPxD0+H88bcfx14CAPxD0+EEgNYIJ+xouV6OvQSgAcIJO1q9bucEbGA8wgkACcIJQP8aurZs34QTgP41dG3ZvgknACScXzhvb8deAQAn7PzCOeHn3QE4vvMLJwAcQDgBIOHJ2AuAFpRVOXi7elv7Wg7QMHucAJAgnACQIJwAkCCcAJAw6sFBuxyQ4WCM9rx68yrmMR97GcCYyg4H1G3bpp7u7297nKT9+NuPYy8BYDTCCQAJwgkACcIJAAnCCQAJLrk3tF2OROtywkejAZw6e5wAkCCcAJAgnACQIJzApy2XY68AmiOcwKetVmOvAJpTascRmqWUm4i4iYi4vLy8vru76+3GH/542Pr1F7++iJdfvfzk168/v+5tLcf2+PgYFxcXEQ/bZ56/eBHrl5+eOSIirsede/F6Efff3I+6hr78db90PRYj+n88vnrzKp5fPU/9P9v8/RjLOPTxeMTH4l7zNGqSswz82JkvFrG+7/f3Ttf9slgsHmqts/c/3xnOd81ms7rZbPZb4UfscpH3bU7pIu/r9Trm8/kkTkcpq3JS//bb/HW/HPpYjBj/8fj3Yyzj0MfjER+Le83TqEnOMvRjp5TeH29d90sp5aPh9FQtACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkPBl7AbRnl7fY2rbN2G+vBXBM9jgBIEE4z8ByvRx7CXA6lsuxV0DjhPMMrF6vxl4CnI6Vnxe2E04ASBBOAEgQTgBIcDoKH+g6naSsilNO4NzVjt8BpXRvc6KEE4Dxle7zx7duM2CkPVULAAnCCQAJwgkACcIJAAnCCQAJjqqdAO9mAjAce5wAkDDqHqcT7QEm6vZ27BUcjT1OAPo34bdnE04ASBBOAEgQTgBIEE4ASBBOYDgTPmCE8yGcwHBWq7FXAAcTTuCkLdfLsZfAmRFOoD+lbP/o2mYPq9cj78V2zVxKXP3rX73PzXiEE+DIrv7977GXQI+EEwAShBMAEoQTABKaDuf3X34/9hIA4B+aDufzq+djLwEA/qHpcAJAa4QTABKEEwASnoy9AM7EoVdHqbWfdQAcSDhJc7Qz0LuuP45LaeYPaE/VkuZoZ+CcCScAJAgnACR4jRNoWll1H1i2bZt628brYkyHPU4ASBBOAEgotePw3lLKTUTcRERcXl5e393dDbGuiIh4fHyMi4uLwW7vmHadZb5YxPr+PvW9H/542Pr1F7++iJdfvfzk168/v07d3l73y8P2Nc5fvIj1y0+vMa5za9zVX7N0/RtG9P/v2Lcm7pcev9+u903f90v6Z7Bj5ojxHt/HMNbv5X1+N3bpmmWxWDzUWmfvf74znO+azWZ1s9nst8I9rNfrmM/ng93eMe08yx7nKu3yGtA22deA9rpfGr0Awl+zHPpvGDH+a2lN3C89fr++7psP7pfWZv7Y92zYaL+Xj3AeZ9cspZSPhtNTtQC07/Z27BX8TTgBaN9yOfYK/iacAJAgnACnpqG9r3MknACnZrUaewVnTTgBIEE4ASBBOFvT0CHXp2y5Xo69BGCihLM1XvTvxeq114CA4xBOAEjwtmIQu10ur6zK6JfV613XJcyOcJkz2rNcL2M5X469jJNhjxPgzHlpI0c4ASBBOAEgQTgBIEE4ASDBUbUArdnlzbG3bfPekdC7vBl41zaTO6L8APY4ASBBOAEgQTgBIEE4ASBBOAEgwVG1E9B1tNskr7EK+3J9Xg5kjxMAEoQTABKEEwAShBMAEoQTABKEEwAShBPgXbe3Y6+AxgknwLuWy7FXQOOEEwASXDmIk3To+wu6khKwL3ucAJAgnACQIJwAkCCcAJAgnLCj22+c3wcIJ+xsOV+OvQSgAcIJAAnCCQAJwgl8muu2wgeEE/g0122FDwgnACS4Vi3AIeoO1z0uZbftOAn2OM+A8w8B+iOcZ8D5hwD9EU4ASBBOAEgQToAje/P997n/odbtH13bcFTCCXBkb54/H3sJ9Eg4ASDBeZxA0+rt9qcey6p0bgN9sscJAAnCCQAJwgkACcIJAAkODgL603UOoYudMwGldjyISyk3EXETEXF5eXl9d3c3xLoiIuLx8TEuLi4Gu71jOvtZHh62fnn+4kWsX7789AbX16mbW7xexP03953bnf39MrD5YhHr++77JWL3eXa9r8fU932T+XeMiHj4Y/vP34tfX8TLr7b8/EXE9ef/+zN4Co+zXXXNslgsHmqts/c/3xnOd81ms7rZbPZb4R7W63XM5/PBbu+Yzn6WUg670eReyq6nKJz9/TK0xB7nrvOcwukovd83yT33sjrw5y/+/7Sgk3ic7ahrllLKR8PpNU5gOLfe4o7TJ5zAcJbLsVcwDf4AGZVwApwaf4CMSjgBIMHpKAAT53q//bLHCQAJwgkACcIJAAnCCQAJwgkACcIJAAnCCQAJzuNkGN5uCpp1+41L+GXY4wQ4c8v5cuwlnBThBIAE4QSABOGkDd4mCTgRwkkbvE0ScCKEEwAShBMAEoQTABKEEwAShBMAEoQTABKEEwAShBMAEoQTOGne2YOhCSdw0ryzB0MTTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOJun2m9uxlwBMlHAyScv5cuwlABMlnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkFBqrds3KOUmIm4iIi4vL6/v7u6GWFdERDw+PsbFxcVgt3dMZmmTWdo1pXnM0qauWRaLxUOtdfbBF2qtO39cX1/XId3f3w96e8dkljaZpV1TmscsbeqaJSI29SMtbPqp2p9++mnsJfTGLG0yS7umNI9Z2rTvLE2H8+effx57Cb0xS5vM0q4pzWOWNu07S9PhBIDWdB4c9I+NS3kbEb8dbzkfeBoRfw54e8dkljaZpV1Tmscsbeqa5cta67P3P5kKJwCcO0/VAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkDCk8zGT58+rVdXV0dayof+85//xGeffTbY7R2TWdpklnZNaR6ztKlrloeHhz9rrc/e/3wqnFdXV7HZbPZY3n7W63XM5/PBbu+YzNIms7RrSvOYpU1ds5RSfvvY5z1VCwAJwgkACcIJAAmp1ziB3ZVVOej/r7e1p5UAferc4yyl3JRSNqWUzdu3b4dYEwA0qzOctdYfaq2zWuvs2bMPjsoFgLPiqVqIw59WjfDUKpwL4eQkef0QGIujagEgwR4nAOMrB75cUod7FskeJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkOI8TaJqrRNEae5wAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkOCSe0B/ymGXx4vq8ni0zx4nACQIJwAkCCcAJAgnACQIJwAkCCcAJDgdhWE4TQGYCOEEmLiyOvAP14iot/54/cu0wnnoXk2EPRsAtvIaJwAkdIazlHJTStmUUjZv374dYk0A0KzOcNZaf6i1zmqts2fPng2xJgBolqdqASBBOAEgYVpH1QIwjDM+N9seJwAk2OOcgENPbnZiM8Du7HHCqShl+8fDQ/c2wMGEEwAShBMAEoQTABKEEwAShBMAEoQTABKEEwASXAABOC9nfKk4+iGcAK0R96Z5qhYAEuxxDq2Py575a5K+2LOBtFHD2XVx8pdfvYzFavHJr7s4OQBDs8fJB/xBA/BpXuMEOETXO9Ls8s41nBThBIAE4QSABOEEgAThBIAE4QSABOEEgAThBIAE4QSABOEEgAThBIAE16rt4t0jAHiHPU4ASOgMZynlppSyKaVs3r59O8SaAKBZneGstf5Qa53VWmfPnj0bYk0A0CxP1QJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkBCqbVu36CUm4i4+b///Doifjn2ot7xNCL+HPD2jsksbTJLu6Y0j1na1DXLl7XWZ+9/sjOcYyqlbGqts7HX0QeztMks7ZrSPGZp076zeKoWABKEEwASWg/nD2MvoEdmaZNZ2jWleczSpr1mafo1TgBoTet7nADQFOEEgAThBIAE4QSABOEEgIT/Av/WpJfejYdLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHfCAYAAADZbDiOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAARHElEQVR4nO3dsW4bV9qA4XMW7qLSghAgQFQlF0D2JovtkmuwK12BepG9riCV06lPui1I9+QFJJUDBEjhlEp9/uZfwSvbHH7kcObM8HkAFZbG4vk0kl7NkBzmUkoCAPbzr74XAABDIpwAECCcABAgnAAQIJwAECCcABDwIrLxy5cvy/X19YmW8qk///wzffPNN53d3imZpU5mqdeY5jFLnZpm2W63f5dSLp+/P0eexzmdTstmszlshQf4/vvv02+//dbZ7Z2SWepklnqNaR6z1KlplpzztpQyff5+p2oBIKDqcP7www99L6E1ZqmTWeo1pnnMUqdDZ6k6nD/++GPfS2iNWepklnqNaR6z1OnQWaoOJwDURjgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgZp8Wi7xUAIyWcjNNy2fcKgJESTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAjIpZTdG+R8k1K6SSmlq6urycPDQxfrSiml9Pj4mC4uLjq7vVMyS7dm83lar1aN2w1hln2NaZaUxjWPWerUNMt8Pt+WUqaffKCUsvfbZDIpXVqtVp3e3imZpWMp7bXZIGbZ05hmKWVc85ilTk2zpJQ25TMtdKoWAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEkyos1ou+lwCwF+GkCst3y76XALAX4QSAAOEEgADhBIAA4QSAgBd9LwAOkvNx25TS3lqAs+KIEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAJe9L0AOEgpuz+ec/M2AAdwxAkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAbk0XJYs53yTUrpJKaWrq6vJw8NDF+tKKaX0+PiYLi4uOru9UzLLbvN387R6tWrt883m87ReNX8++6VeY5rHLHVqmmU+n29LKdNPPlBK2fttMpmULq1Wq05v75TMsltapJY/4X6fz36p15jmMUudmmZJKW3KZ1roIu90Ii/zUduUOxdsB+rgPk4ACBBOAAgQTsbp7q7vFQAjJZyM02LR9wqAkRJOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE6AoVks+l7BWRNOgKFZLvtewVkTTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE7C3r5/2/cSAHojnIT9/MfPfS8BoDfCCQABwglwYtdv3/a9BFoknAAndv2zuzfGRDgBIEA4ASBAOAEgQDgBIEA4ASDgRd8LoD55mY/aptyVNpcDUBVHnAAQIJwAECCcABAgnAAQIJxHWqwXfS8B6FPOzW9N2zEownmk5btl30sAoEPCCQABwgkAAcIJAAHCCQAB/V5yr+HRZNf//ndK8/mXNygu7QZAt6o+4rz+z3/6XgIA/I+qwwkAtRFOAAgQTtjXYtH3CoAKCCfsa+kqUUBKuTQ8MjXnfJNSukkppaurq8nDw0N7t77d7vzw7PY2re/vv7zBZNLeWg40fzdPq1erxu0eHx/TxcVFBys63vav3fvl9vfbdP/dl/fL5Ov4fnn7/m16c/0m/P+O9bRfGr4XU6r/+3FI32P7GMw8PXzvzObztF41/945hcHslz00zTKfz7ellOnz9zeG82PT6bRsNpvDVvg5x17cuIKno+RlTuWueR3r9TrNZrPTL6gFeXncftnn61GLp/3SxoW2e/5+HNL32D4GM08f3zs59/b9Npj9soemWXLOnw2nU7UAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABDwou8F1G6fl9jatc2QXmILgGaOOAEg4OzCuVgv+l4CDMdi0fcKoDpnF87lu2XfS4DhWPp5gefOLpwAcAzhBIAA4QSAAE9HadD0dJK8zJ5yAues7PHzn/N+2zEIwglQm9z8/PGd24j0STlVCwABwgkAAcIJAAHCCQABwgkAAaN6VO0+r2TStJ2nlgCwiyNOAAgQToATe//6dd9LoEXCCXBi79+86XsJtEg4ASBAOAEgQDgBIEA4Ac7dYtH3CgZFOKEvfllRi+Wy7xUMinBCX/yygkESThiJt+/f9r0EOAvCCaeS8+63pm2Cfv7j55YHOEDTzPt8TaBywgkAAcIJAAHCCQABwgkAAcIJAAGjeiFrAD5jn0csN21TSjtrGQFHnAAQIJwAECCcABDgPs6utXF1FPc1APRGOI909+qu7yUAY9P0x3HO/oDukVO1R1rMFn0vAYAOCScABAgnAAS4jxMGIi+bH1jWtE25c78YHMsRJwAECCcABOTS8JDmnPNNSukmpZSurq4mDw8PXawrpZTSbD5P69Vq7+23f20bt7n9/Tbdf3f/xY9Pvp7sfXsRj4+P6eLiIqXt7jXObm/T+v7L60sppTQ5zRr/q+nr2NfX8BT23S8p7bFvnu+XY/f1s8937H5JKb5voj+Dbc78tG9GoO1ZOt8vKT3tm3PaL/P5fFtKmT5/f2M4PzadTstmszlshYcIPldpn/uAmpzqPqD1ep1ms9kgLoBw7NdxSPejnXS/HPs5n32+k3x/t7zGNj/f074ZgdZniT6Ps8Xv73PaLznnz4bTqVqAoblz4ZU+CSfA0CwWfa/grAknAO0bcdyFExi2Ef+CHrTlsu8VnIxwAsM24l/QVct591vTNgMmnAAQ4JJ7AGPnZcpaVfUR5/vXr/tewigs1ou+lwAwGnWH882bvpcwCst37gMCaEvV4QSA2riPk080XTIvL/OgLqu3l33u33E/0FlYrBdpMVv0vQwq5ogT4CPu2qCJcAJAgHACQIBwAkCAcAJAgEfVAnXb57qmu7Y54AXBd20zukeUE+aIEwAChBMAAoQTAAKEEwAChBMAAkb1qNp9Hu02yuuswqG8TiOEOeIEgADhBIAA4QQ4d3d3fa9gUIQT4NwtFn2vYFCEEwAChBMAAoQT+DL3fcEnhBP4Mvd9wSeEEwACRnXloHPl9QUBuuOIEwAChBMAAoQTAAKEEwAChJOw19++7nsJAL0RTsLeXL/pewkAvRFOAAgQTgAIEE7Yl+u2Akk4YX+u2wok4QSAENeqBdpTGq57nHPzNlC5szvivHvlfioADnd24VzMFn0vAYABO7twAsAxhBMAAjw4COjOIc+F9YAjKuOIE+iO58IyAsIJAAFO1cJAlLvdpyPzMjduAxzPEScABAgnAAQIJwAECCcA1VusF30v4YlwwqmUsvutaRvgyfLdsu8lPMml4Qc053yTUrpJKaWrq6vJw8NDF+tKKaX0+PiYLi4uOru9U3qaZbvdud3s9jat7+93f7LJJHTb83fztHq1Cv2fXUa5X3owm8/TetXefml7P/dt330T/Tpu/9r9M3j7+226/+7LP4OTr2M/fymN9Gfm2N9lPf8eS6l5v8zn820pZfr8/Y3h/Nh0Oi2bzeawFR5gvV6n2WzW2e2d0tMsOR//yYJHI20/TWGU+6UPLV/xZmxPR9l73wS/jnl53M/gIV/jUf7MHPu7rOffYyk175ec82fD6VQt9OWQy88BvRNO6IvLz7XDHyB0TDiBYfMHCB0TTgAIcK1a4Ky45i/HcsQJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAGex9m1pgsbt3zhbyDm7pVL+LGbI06Ajyxmi76XQOWEEwAChBMAAoSzNl4iCaBqwlkbL5EEUDXhBIAAT0cBoHd5mY/apsuXgnPECQABwgkAAU7VAtC7plOteZk7PR27iyNOAAgQTgAIEE4ACBBOGInX377uewlwFoQTRuLN9Zu+lwBnQTgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIMBF3gGIKw0XXM+5eZuBcsQJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJQPvu7vpewckIJwDtWyz6XsHJCCcA1bt7Vc8RrHACUL3FbNH3Ep4IJwAECCcABAjnGajpvgGAoRPOM1DTfQMAQyecABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQkEspuzfI+SaldJNSSldXV5OHh4cu1pVSSunx8TFdXFx0dnunZJY6maVeY5rHLHVqmmU+n29LKdNPPlBK2fttMpmULq1Wq05v75TMUiez1GtM85ilTk2zpJQ25TMtrPpU7S+//NL3ElpjljqZpV5jmscsdTp0lqrD+euvv/a9hNaYpU5mqdeY5jFLnQ6dpepwAkBtGh8c9D8b5/whpfTH6ZbziZcppb87vL1TMkudzFKvMc1jljo1zfJtKeXy+TtD4QSAc+dULQAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAEvIhs/PLly3J9fX2ipXzqn3/+SV999VVnt3dKZqmTWeo1pnnMUqemWbbb7d+llMvn7w+F8/r6Om02mwOWd5j1ep1ms1lnt3dKZqmTWeo1pnnMUqemWXLOf3zu/U7VAkCAcAJAgHACQEDoPk44VF7mo/5/uSstrQTgOI1HnDnnm5zzJue8+fDhQxdrAoBqNYazlPJTKWVaSpleXn7yqFwAOCtO1fKJptOq99/dp/ly/sWPO60KjJlwjoD7DwG641G1ABDgiBOgNvm4s0ipOIt0So44ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASDA8zhhII69FGJKrhIFbXDECQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABLrkHp5J3XyKvUXF5PKiRI04ACBBOAAgQTgAIEE4ACPDgIADizvjBb444ASDAEWfXjv0rLaVB/6UGMHTCCZyVvDzuj9dy5w/Xc+dULQAECCcABDSGM+d8k3Pe5Jw3Hz586GJNAFCtxnCWUn4qpUxLKdPLy8su1gQA1XKqFgAChBMAAjwdBeAY+zw3+/4+pfn8yx/33OxBPU3IEScABIzqiPPYv1hS8uRmAHYbVTg5I2d8gWmgX07VAkCAcAJAgHACQIBwAkCAcAJAgEfVAozdsY9CT8kj0T/iiBMAAhxxwjnzfFgIE06gbuJOZZyqBYCAfsOZ8+637Xb3x6EtTd+L+7wBZ8ERJwAEuI+zwZBeIw6A0xNOoD0eyMMZcKoWAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAhrDmXO+yTlvcs6bDx8+dLEmAKhWYzhLKT+VUqallOnl5WUXawKAajlVCwABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAG5lLJ7g5xvUko3///P71NKv516UR95mVL6u8PbOyWz1Mks9RrTPGapU9Ms35ZSLp+/szGcfco5b0op077X0Qaz1Mks9RrTPGap06GzOFULAAHCCQABtYfzp74X0CKz1Mks9RrTPGap00GzVH0fJwDUpvYjTgCoinACQIBwAkCAcAJAgHACQMD/Acx4hH6WaywOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHfCAYAAADZbDiOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAASbElEQVR4nO3dv3IbV5bA4XO3lA1DsViumppRZD8AkAvIZ55BivgEzAHkfAJHdsZ8JgeUAw9gR56qqXIgh5z4brBer1YS0Tj4030BfF+VApNt9D2CqJ+6gW6UWmsAALv5r6EXAADnRDgBIEE4ASBBOAEgQTgBIEE4ASDhVWbj169f1zdv3pxoKV/697//HX/+8597298pmaVNZmnXJc1jljZ1zbLZbH6rtd5+/vWSuY5zPB7X9Xq93wr38N1338VPP/3U2/5OySxtMku7Lmkes7Spa5ZSyqbWOv78607VAkBC0+H829/+NvQSjsYsbTJLuy5pHrO0ad9Zmg7n3//+96GXcDRmaZNZ2nVJ85ilTfvO0nQ4AaA1wgkACcIJAAnCCQAJwgkACcIJAAnCCQAJwgkACcIJAAnCCQAJwglA8+ar+dBL+INwAtC8xYfF0Ev4g3ACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkDCq6EXAABlUQ7aps7qMZezlXACMLiu8JVF6TWO2zhVCwAJpdaOypdyHxH3ERF3d3ejp6enPtYVERHPz89xc3PT2/5OySxtMku7Lmkesxxu+mEay7fLoz5m1yzT6XRTax1/8Y1a686/RqNR7dNyuex1f6dkljaZpV2XNM/RZ5nNjvt4CUM9LzGPoz9m1ywRsa5faaFTtQDnZrEYegVXTTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBaN7s7WzoJfxBOAFo3nwyH3oJfxBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQToBrN58PvYKzIpwA184HY6cIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACS8GnoBAHymlMO2qfV4a+ELwglw6Q4NcYQYf0I4AVrTFalShGxAXuME4Ojmq/nQSzgZ4QTg6BYfLvfDsYUTABKEEwASSu14gbmUch8R9xERd3d3o6enpz7WFRERz8/PcXNz09v+TsksbTJLuy5pnmPPMplOY7Vc7v4/bDbbH+/hIVaPj9sfYzSKiN1nmX6YxvJtYo0D6JplOp1uaq3jL75Ra93512g0qn1aLpe97u+UzNIms7TrkuY5+iyzWW77/3kP7mG/frfrLDGP7o0G1jVLRKzrV1roVC3AuZnPh17BVRNOAEhwAwQA0sqi+25E27aps/O9gYMjTgBIEE4ASBBOAEgQTgBIEE4ASBBOgBP74Zcfhl4CRyScACf2479+HHoJHJFwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIIPsgY4wC4f6Ny13Tl/qPM1Ek4A0rpiXxblYv9B4FQtACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkuFctwKWrHfeMLaV7G/7giBMAEoQTABKEEwAShBMAEkrteEG4lHIfEfcREXd3d6Onp6c+1hUREc/Pz3Fzc9Pb/k7JLG0yS7vOZZ7Nr5vObR5+fojHbx9f/P7om9Exl5Q2mU5jtVzutO2uz8v0wzSWb3d7zKF0zTKdTje11vHnX+8M56fG43Fdr9f7rXAPq9UqJpNJb/s7JbO0ySztOpd5yqIc/Bh1NvA7WhPvqt31eSmLMvxcHbpmKaV8NZxO1QJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACXLvZbOgVnBXhBLh28/nRH3L29nJjLJwAHN18Mh96CScjnACQIJwAkCCcAJAgnACQIJytOcG72wA4HuFszWIx9AoA2EI4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4D+W6S4CrIpyHct0lwFURTgBIEE4ASBBOAEgQToBPzFfzoZdA44QT4BOLD97wx3bCCQAJr4ZeQPNKOWybWo+3FgAG54gTABKEEwAShBMAEoQTABKEEwAShBMAEoQTABJK7bjOsJRyHxH3ERF3d3ejp6enPtYVERHPz89xc3PT2/6+arPZ+u3Jw0OsHh9f3mA0iojdZ5lMp7FaLlNL7FsTz8uRmKVdQ80z/TCN5dvdfwY3v27/OyIi4uHnh3j89uW/J0bfjHbe39Au6c9Z1yzT6XRTax1//vXOcH5qPB7X9Xq93wr3sFqtYjKZ9La/r9rlBgjb/P77u/MspTR/04QmnpcjMUu7hpqnLErU2e4/g2Vx4N8REan9De2S/px1zVJK+Wo4naoFgAThBIAE4QSABOEEgAThBIAE4QSABOEEgAThBIAE4QSABOEEgAThBICEV0MvAOCc7XKf2ez9b2mbI04ASHDE2aXrk0rO4NNMgP+zy6eZbNtmnyPHd399l/5/aJdw9m2Xjynr2kao4ay8f/N+6CVwRE7VAkCCcAJAgnACQIJwAkCCcB5qNht6BQD0SDgPNZ8PvQIAeiScAJAgnNfAUTHA0QjnNVgshl4BwMUQTgBIEE4ASBBOAEgQTgBIEE4ASPCxYpfg0I8q8zFlADtzxAkACcIJAAlO1fat67RoKU6dAjTMEScAJAgnACQIJwAkCCcAJJTa8UaUUsp9RNxHRNzd3Y2enp76WFdERDw/P8fNzU1v+zulXWeZTKexWi5zD77ZbH/Mh4dYPT6+vMFolNrdNT4v5+CSZok43TybX7f/vDz8/BCP37788zL6JvfzEnFZz801zTKdTje11vHnX+8M56fG43Fdr9f7rXAPq9UqJpNJb/s7pZ1nmc/zn5+5yw0Qtkm+i/cqn5czcEmzRJxunrI47OelzvLver+k5+aaZimlfDWcTtW25gw+dPrNDz8MvQSAwTQdTn9Bt+nNjz8OvQSAwbQdTn9BD6OU7b+6tgG4YO4cdAncjQigN00fcQJAa4QTABKuLpzz1XzoJQBwxq4unIsPi6GXwLk6g0uFgNO7unDC3hb+0QUIJwCkDHs5yi7X/G3b5rNLLHa9lda27fa5nRYA18MRJwAkCCcAJAgnACQIJxcpfb1u1/153aMX+J1wXoPZbOgV9M71usCpCOc1cOE+wNEIJwAkCCcAJAgnACT4IGvO0i53iXKHKOAUHHECQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQMKwt9yrHbc9K6V7GwDokSNOAEgQTgBIEE4Yynw+9AqAPQgnDGWxGHoFwB6EkybMV/OhlwCwk1I73rVaSrmPiPuIiLu7u9HT01Mf64qIiMl0GqvlcuftN79uOrd5+PkhHr99fPH7o29GO+8v4/n5OW5ubk7y2Ee32f77OHl4iNXjy7+HMcr/Hk4/TGP59njP9a7P8x/PS8fMEcefO/vnu8tZ/RnbwanmOdafnYxLem6uaZbpdLqptY4//3pnOD81Ho/rer3eb4X7SF6OUhbl4F3W2Wkuf1mtVjGZTE7y2EdXDvx93OMSorIoqd/7Q5/r/93XH8/LoTNH5Oc+8uVWZ/VnbAdDzTNfzWM+mR/1MS/pubmmWUopXw1n06dqf3n3buglAFfm2NHk8rQdzvfvh14CAPw/w9456Mh2OdWXPSXIldjllKk7WQHR+BEnALRGOAEgQTiB/rhbEhdAOIH+nOBuSW6eQd+uLpyzt7OhlwAc0eKDWxfSr4t6V+0uXKPF3mbJf3TtclOFbdt4By806eqOOGFvXp8D4gqPOLkMXdfiul4XOBVHnACQ4IiTXuxyU/Zt2zh6BFrhiBMAEhxx0guvSQKXwhEnACQ44gSO5wTXrnp9nNY44gSABOEEgAThBF6UvoF6rdt/dW0DZ0A4gRe5gTp8STgBIMG7avlS1ymzUpxWA66WcMIVc6kH5DlVy0W6xg8sf/PDD0MvAa6CcHKRrvEDy9/8+OPQS4CrIJwAkCCcpP3y7t3QS+Bcza7vFDqXRzhJ++X9+6GXwLmaz4deARxMOGnCNb6ZBzhPLkehCdf4Zp60Qz95JML1t3AEjjgBIMERJ9C0rpsslEVxIwZ65YgTABKEEwAShBMAEoQTABJK7Xh7einlPiLuIyLu7u5GT09PfawrIiKen5/j5uamt/2dklnadNJZNput3548PMTq8fHlDUaj4z7eVx5z8+v2x3z4+SEev335MUffjF783qF2fW6mH6axfLs82TqOwc9Mm7pmmU6nm1rr+POvd4bzU+PxuK7X6/1WuIfVahWTyaS3/Z2SWdp00ll2ue5ym89/Ng99vK885i4fK7b14U74btZdn5tzeFetn5k2dc1SSvlqOF2OAqfiA8HhInmNEwAShBM4a+5zTN+EEzhr7nNM34QTABKEEwAShBMAEoQTABKEEwAShBMAEoQTABKEEwAShBOGMnPHGzhHwglDmc+HXgGwB+EEgAThBIAE4QSABOEEgAThBIAE4QSABOEEgAThBIAE4QSABOEEgAThBIAE4QSAhFdDLwDYUa3bv19K9zafP+Rs+/ZlUTq3gWvjiBMAEoQTABKEEy7EL+/eDb0EuArCCRfil/fvh14CXAXhBIAE4QSABOEEgAThBIAE4QSABOEEgAThBICEUjvubVlKuY+I+4iIu7u70dPTUx/rioiI5+fnuLm56W1/p2SWNpllu+mHaSzfLo/6mLvy3LTpmmaZTqebWuv4i2/UWnf+NRqNap+Wy2Wv+zsls7TJLNvFPI7+mLvy3LTpmmaJiHX9SgudqgWABOEEgAThBIAE4QSABOEEXjR7Oxt6CdAc4QReNJ/Mh14CNEc4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASCh6XD+4x//GHoJR2OWNpmlXZc0j1natO8sTYfzn//859BLOBqztMks7bqkeczSpn1naTqcANCaUmvdfeNSPkbEv063nC+8jojfetzfKZmlTWZp1yXNY5Y2dc3y11rr7edfTIUTAK6dU7UAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkPAqs/Hr16/rmzdvTrSUL/3nP/+JP/3pT73t75TM0iaztOuS5jFLm7pm2Ww2v9Vabz//eiqcb968ifV6vcfy9rNarWIymfS2v1MyS5vM0q5LmscsbeqapZTyr6993alaAEgQTgBIEE4ASEi9xgnA/1cWpXObx28fY7qYvvj9OqvHXBIn5ogTABKEEwAShBMAEoQTABKEEwAShBMAEoQTABKEEwAShBMAEoQTABKEEwAShBMAEoQTABKEEwAShBMAEjrDWUq5L6WsSynrjx8/9rEmAGhWZzhrrd/XWse11vHt7W0fawKAZjlVCwAJwgkACcIJAAmvhl4AQJ/Kohz0/9dZPdJKOFfCCdCacljco4r7KTlVCwAJwgkACcIJAAnCCQAJwgkACd5VC1fMpRmQ54gTABKEEwAShBMAErzGyVny2hwkHHonogh3I/qEcMKpuG0aXCThBCDtms/6eI0TABKEEwAShBMAEjpf4yyl3EfEfUTEX/7yl5MvCIDrc06vmXYecdZav6+1jmut49vb2z7WBADNcqoWABJcjtI3FyIDnDVHnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnHyplO2/Npvt3we4YMIJAAmvhl7AMZXF4Uc7dVaPsBLgWA79ufYzzbE54gSAhM5wllLuSynrUsr648ePfawJ+tf1uu4uv4ZeY9drz15/hqPoDGet9fta67jWOr69ve1jTQDQrIt6jfMkDv1XevX6SoTXqYDL4TVOAEhwxAkcjzM0XAFHnACQIJwAkCCcAJDgNc5L4HUlgN444gSAhGHD6VM4ADgzjjgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASBBOAEgQTgBIEE4ASChM5yllPtSyrqUsv748WMfawKAZnWGs9b6fa11XGsd397e9rEmAGiWU7UAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJAgnACQIJwAkCCcAJBQaq3bNyjlPiLuf//P7yLip1Mv6hOvI+K3Hvd3SmZpk1nadUnzmKVNXbP8tdZ6+/kXO8M5pFLKutY6Hnodx2CWNpmlXZc0j1natO8sTtUCQIJwAkBC6+H8fugFHJFZ2mSWdl3SPGZp016zNP0aJwC0pvUjTgBoinACQIJwAkCCcAJAgnACQMJ/AxtaGSm8KlvNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAHfCAYAAADZbDiOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAQh0lEQVR4nO3dsW4bx9qA4ZkDd1FpQQgQJKqcCxB7k8XpkmuwKl2BepG9rsCV3alPulOY7skLSCoHCJBCKZV6/uI/9pElm8tP5O7OLp8HcBFpQ85nKXgzy+Uyl1ISALCdf/W9AAAYEuEEgADhBIAA4QSAAOEEgADhBICAZ5GDnz9/Xk5PT1taymN//vln+u677zp7vjaZpU5mqdeY5jFLnZpmWa/Xf5dSjh9+PUfexzmZTMpqtXraCp/gxx9/TL/99ltnz9cms9TJLPUa0zxmqVPTLDnndSll8vDrTtUCQEDV4fzpp5/6XsLemKVOZqnXmOYxS52eOkvV4fz555/7XsLemKVOZqnXmOYxS52eOkvV4QSA2ggnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnANWbL+d9L+ET4QSgeov3i76X8IlwAkDAs74XAPQo593+/VL2sw4YEDtOAAgQTgAIEE4ACBBOAAhwcRCMxJsPb9I0TfteBjxJXjRfqLbpmHLV3YVqdpwwEm//eNv3EuAgCCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJzBs83nfK+DACCcwbItF3yvgwAgnAAQIJwAECCfQmfly3vcSYGfCCXRm8d7rkQzfs74XALBRzrsdU8r+1gLJjhMAQoQTAAKEEwAChBMAAlwcBAORF80XyTQdU65cKAO7suMEgADhBIAA4QQ4dD5hJkQ4AQ6dT5gJEU4ACHBVLbA3u17566pfhsCOEwACcmm4AXLO+SKldJFSSicnJ2c3NzddrCullNLd3V06Ojrq7PnaZJY6DWmW9V/rjd+//P0yXb+43njM2bdnDx5082NOLy/T8nrDY559/ni7rvH++j79bPa8xj7U/ns2nc3S8t27rY5ta5Z9/u5sq2mW2Wy2LqVMHn69MZz3TSaTslqtwot7quVymabTaWfP1yaz1GlIs2xzGrTJo1Oh23zyyMYH/Pzxdl3j/fV9+tnseY19qP73LOet/57ammWfvzvbapol5/zFcDpVCwABwgkAAcIJwP6N+KYKwgnA/o34pgrCCQABboAAMHbbXJncdMzDq253fcwKrnZ+KjtOAAgQTgAIcKoWYGDmy3maT+d9L2Ovmm5gkBe5mnsZ23ECDMzi/XivWB0CO06AsWu6ECdwyz3sOAEgRDgBIMCpWoDK+EDwx65eXvW9hE/sOAGoXk1XEQsnAAQIJwAECCcABAgnQMtO37zpewnskXDCIStl85+mY9jK6du3fS+BPfJ2FADiDvhuRHacABAgnACH7qqemwsMgXACHLr5vO8VDIpwArB/I97FCicA+zfiXaxwAkCAt6MAXzfi0217k5s/yaTxuJG+bWOs7DiBrxvx6TZ4KjtOoG4H/EZ76iScMBBNH06cF3mUH2AMtXGqFgAChBPgnvly3vcSqJxwAtyzeL/oewlUTjgBIEA4ASBAOAEgwNtRgL3xlhkOgR0nAAQIJzBs7qdLx4QTGDb306VjwgkAAcIJPXGHGhgm4YSeuEMNDJO3owAHJS+aP3h60zHeToMdJwAECCfQmauX3jrC8Akn0Jn5dN73EmBnwgkAAS4Ogpa4CAXGyY4TAALsOIGD4hNc2JVwwki8+uFV30s4TGWLyOa83XEfH1Lcq+ZULYzE+el530uAgyCcABAgnAAQIJwAECCcAC378MqFW2MinAAt+3B+3vcS2CPhBIAA4QQYGJ8y0y/hBBgYnzLTr1wa7maRc75IKV2klNLJycnZzc1NF+tKKaV0d3eXjo6OOnu+NpmlTm3Osv5rvfH7l79fpusX11/9/tm3Z6HnG9PPJaX+5pm9n6V3L9/t9THH9LM5pFlms9m6lDJ5+PXGcN43mUzKarV62gqfYLlcpul02tnztcksdWpzlm0+HWWT6C3VxvRzSam/edq4nd2YfjaHNEvO+YvhdKoWAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBPgHveBpYlwAtzjPrA0EU4ACBBOAAgQTgAIEE4ACBBOAAgQTgAIEE4ACBBOAAh41vcCYKzKVdn4/bzIjccA9bHjBIAA4QSAAOGEnriZOAyTcEJP3Ewchkk4ASBAOAEgQDgBIEA4YUvz5bzvJQAVEE7Y0uL9ou8lABUQTgAIEE4ACBBOAAhwk3dI/3/D9V2Pc8N2OAx2nAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQkEspmw/I+SKldJFSSicnJ2c3NzddrCullNLd3V06Ojrq7PnaZJY6fZxl/de68djL3y/T9Yvrr37/7NuzfS4tbEw/l5TGNY9Z6tQ0y2w2W5dSJg+/3hjO+yaTSVmtVk9b4RMsl8s0nU47e742maVOH2fJi7zzY5Wr7f9basOYfi4pjWses9SpaZac8xfD6VQtAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQ863sBUINtbpc3X87TfDpvfzFA1ew4YUuiCaQknAAQIpwAECCcABAgnAAQIJyM0nw573sJwEgJJ6O0eL/oewnASPX7Ps6cN3779N//Tmk2+/oBpfm9dwCwT1XvOE//85++lwAAn6k6nABQG7fcY5DyYvNp/qZjtrnFHsCX2HECQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkCAcAJAgHACQIBwAkDA4YVzPu97BRvNl/O+lwDABocXzsWi7xVstHhf9/oADt3hhRMAdiCcABAgnLuq/DVTAPZLOHdV+WumbTh986bvJQD05lnfC6BCOW/89mlKKb19+/UDStnnagCqIpwdy4vNUdrmmHIlTAB9caoWAAL63XE2ndLL2Wk/AKoyrlO1Da/NbXWcUAOwwbjCuU307GIB2IHXOAEgQDgPgZs0AOyNcB6CA7xJA0BbhJMq+Dg1YCiEcwxy3vyn6ZgK+Dg1YCiEEwACqg7nh1ev+l4CAHym7nCen/e9BAD4zLhugNCGbV4DdCcigINR9Y4TAGpzeOG8uup7BQAMWC4NpxJzzhcppYuUUjo5OTm7ubnpYl0ppZTu7u7S0dFRZ8/3Rev1xm9PLy/T8vr66wecnaWU/jfL+q/Nj3f5+2W6frHh8VJKZ9+etbLG1h5vC7P3s/Tu5butj9/17/Hj32EVv2N7MqZZUhrXPGapU9Mss9lsXUqZPPx6Yzjvm0wmZbVaPW2FT7BcLtN0Ou3s+b5o1/c5/vfv9+Ms23yQdeNDPvwg6z2tsbXHS9t9gPfGh3ww874er4rfsT0Z0ywpjWses9SpaZac8xfDeXinagFgB8IJAAHCCQABwgkAAcIJAAHCCQABbrnHID16S84D8+U8zafzbhYDHBQ7TkZJNIG2CCcABDhVy2NNd5PK2ae+AAfLjhMAAoQTAAKEEwACvMY5Bl6TBOiMHScABNhx0ommGxbkRW48BqAGdpwAEGDH2cTrhwDcY8cJAAHCCQABwnkIrq76XkGjq5f1rxEgJeE8DPN53yto5NNMgKEQTgAIEM5dDeA0KAD7I5y7GsBpUAD2RzgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4Cfvw6lXfSwDojXAS9uH8vO8lAPRGOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgQDgBIEA4ASBAOAEgIJdSNh+Q80VK6SKllE5OTs5ubm66WFdKKaW7u7t0dHTU2fO1adtZ3nx4k85Pz9tf0A4O8ecyBGOaJaVxzWOWOjXNMpvN1qWUyaNvlFK2/nN2dla69O7du06fr01mqZNZ6jWmecxSp6ZZUkqr8oUWOlULAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAFVh/OXX37pewl7Y5Y6maVeY5rHLHV66ixVh/PXX3/tewl7Y5Y6maVeY5rHLHV66ixVhxMAatP4sWKfHZzzbUrpj/aW88jzlNLfHT5fm8xSJ7PUa0zzmKVOTbP8UEo5fvjFUDgB4NA5VQsAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAcIJAAHCCQABwgkAAc8iBz9//rycnp62tJTH/vnnn/TNN9909nxtMkudzFKvMc1jljo1zbJer/8upRw//HoonKenp2m1Wj1heU+zXC7TdDrt7PnaZJY6maVeY5rHLHVqmiXn/MeXvu5ULQAECCcABAgnAASEXuMERibn3f79UvazDhiQxh1nzvki57zKOa9ub2+7WBMAVKsxnKWU16WUSSllcnz86KpcADgoXuMEgADhBIAA4QSAAOEEgADhBIAA7+OElFJe7Ph+xpRSufKeRjgEdpwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQ4M5BHXOHGoBhs+MEgADhBIAAp2phIJpO81+/uE6zxWzjMU7zw+6EE9ibXV/DF3aGwKlaAAgQTgAIEE4ACBBOAAhoDGfO+SLnvMo5r25vb7tYEwBUqzGcpZTXpZRJKWVyfHzcxZoAoFpO1QJAgHACQIBwAkCAcAJAgFvuQUvcfg7GyY4TAAKEEwAChBMAAoQTAAKEk8dy3vxnvd78fYARc1Utg+SKVcbM73fdhBOo265nMYqIsF/9nqp1ShCAgbHjHAP/Rw7QGRcHAUCAcAJAgFO1wEE5yCtW93FNiJd0PhFOAHo3pP+hcaoWAAKEEwAChBMAAoQTAAKEEwAChBMAAhrfjpJzvkgpXaSU0vfff9/6gqrjdnYA3NO44yylvC6lTEopk+Pj4y7WBADVcgMEOjGkNzdDyDZnpa6vU5rNvv59Z6YGxWucABAgnAAQIJwAEDCu1zh9AgAALbPjBICAce04AejGAb/H3Y4TAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwAChBMAAoQTAAKEEwACGsOZc77IOa9yzqvb29su1gQA1WoMZynldSllUkqZHB8fd7EmAKiWU7UAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQIJwAECCcABAgnAAQkEspmw/I+SKldPHff/wxpfRb24u653lK6e8On69NZqmTWeo1pnnMUqemWX4opRw//GJjOPuUc16VUiZ9r2MfzFIns9RrTPOYpU5PncWpWgAIEE4ACKg9nK/7XsAemaVOZqnXmOYxS52eNEvVr3ECQG1q33ECQFWEEwAChBMAAoQTAAKEEwAC/g/remeNVpSG0gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OAAgMhrPWelFrXdRaF/f399tYEwB0azCcrbU3rbVJa21yfHy8jTUBQLecqgWAgAsgAKximYsVXF2VMp1+/fsbvmBBna94QYVSSrv89xpX/Zmf/rxdYscJAAE7TnaTS5IBI7HjBICAcAJAwKlaAMa3Qy+/2HECQEA4ASAgnAAQEE4ACAgnAASEEwACwgkAAeEEgIBwAkBAOAEgIJwAEBBOAAgIJwAEhBMAAsIJAAHhBIDAYDhrrRe11kWtdXF/f7+NNQFAtwbD2Vp701qbtNYmx8fH21gTAHTLqVoACAgnAASEEwACwgkAAeEEgIBwAkBAOAEgIJwAEBBOAAgIJwAEhBMAAsIJAAHhBICAcAJAQDgBICCcABAQTgAICCcABIQTAALCCQAB4QSAgHACQEA4ASAgnAAQqK21xw+o9aKUcvGf//ljKeW3TS/qI89LKX9v8fE2ySx9Mku/9mkes/RpaJbvW2vHn35xMJxjqrUuWmuTsdexDmbpk1n6tU/zmKVPT53FqVoACAgnAAR6D+ebsRewRmbpk1n6tU/zmKVPT5ql69c4AaA3ve84AaArwgkAAeEEgIBwAkBAOAEg8L+bAfWBBUpB9QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "equities=['BAJFINANCE','RELIANCE','INFY','HDFC','HDFCBANK','HDFCLIFE','ZEEL','DELTACORP','ITC','ASIANPAINT']\n",
    "for equity in equities :\n",
    "    df_pricing=obtain_data(equity,date(2018,1,1),date(2020,9,1))\n",
    "    df=df_pricing.copy()\n",
    "    df=df.reset_index(drop=True)\n",
    "    n_days=5\n",
    "    fraction_movement=0.037\n",
    "    df['Trend']=None\n",
    "    for i in range(len(df)):\n",
    "        try :\n",
    "            for n in range(n_days): \n",
    "                if  df.loc[i,'close_price'] - df.loc[i+n,'close_price'] >= fraction_movement*df.loc[i,'close_price']:\n",
    "                    df.loc[i,'Trend'] ='Down'\n",
    "                    if i >=20 :\n",
    "                        fig=plot_candles(df_pricing[i-20:i],volume_bars=True)\n",
    "                        fig.savefig('Candle Data/Down/{0}{1}.png'.format(df_pricing['Symbol'][i],i),dpi=70)\n",
    "                    print('Down',i,n)\n",
    "                    break\n",
    "                elif df.loc[i+n,'close_price'] - df.loc[i,'close_price'] >= fraction_movement*df.loc[i,'close_price'] :\n",
    "                    df.loc[i,'Trend']='Up'\n",
    "                    if i >20 :    \n",
    "                        fig=plot_candles(df_pricing[i-20:i],volume_bars=True)\n",
    "                        fig.savefig('Candle Data/Up/{0}{1}.png'.format(df_pricing['Symbol'][i],i),dpi=70)\n",
    "                    print('Up',i,n)\n",
    "                    break\n",
    "                else :\n",
    "                    df.loc[i,'Trend']= 'No Trend'\n",
    "        except :\n",
    "            print(i)\n",
    "            pass"
   ]
  }
 ],
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