Handwritten_Digits_8X8.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import load_digits\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import confusion_matrix\n",
    "import seaborn as sns\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-25-def9e6f1a91d>:4: 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",
      "  plt.matshow(digits.images[i]);\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPoAAAECCAYAAADXWsr9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAALrUlEQVR4nO3d34tc9RnH8c+na4K/YhaqFTGSrVADIuQHEioByQ+VWCXxohcJKERa0otWEloQ7U31H9D0ogghagPGiEYjRVprQBcRWm1+rDW6sWjY4DbqKpJNtNCgPr2Yk5Km2+7Z9XzPzO7zfsGQ2d3ZeZ7dzWe+58ycOY8jQgBmt291uwEA5RF0IAGCDiRA0IEECDqQAEEHEuiJoNtea/td2+/Zvq9wrcdsj9k+XLLOWfWusv2K7WHbb9veUrje+bbfsP1mVe/BkvWqmn22D9l+oXStqt6I7bdsD9neX7hWv+09to9Uf8MbCtZaVP1MZy4nbW9t5M4joqsXSX2S3pd0taS5kt6UdG3BejdKWibpcEs/3xWSllXX50n6W+Gfz5Iurq7PkfS6pO8X/hl/LulJSS+09DsdkXRpS7V2SvpxdX2upP6W6vZJ+kjSwiburxdW9OWS3ouIoxFxWtJTktaXKhYRr0r6rNT9T1Dvw4g4WF0/JWlY0pUF60VEfF59OKe6FDsqyvYCSbdJ2lGqRrfYvkSdheFRSYqI0xFxoqXyayS9HxHHmrizXgj6lZI+OOvjURUMQjfZHpC0VJ1VtmSdPttDksYk7YuIkvW2SbpX0tcFa5wrJL1k+4DtzQXrXC3pE0mPV7smO2xfVLDe2TZI2t3UnfVC0D3B52bdcbm2L5b0rKStEXGyZK2I+CoilkhaIGm57etK1LF9u6SxiDhQ4v7/jxURsUzSrZJ+avvGQnXOU2c375GIWCrpC0lFn0OSJNtzJa2T9ExT99kLQR+VdNVZHy+QdLxLvRRhe446Id8VEc+1VbfazByUtLZQiRWS1tkeUWeXa7XtJwrV+reIOF79OyZprzq7fyWMSho9a4tojzrBL+1WSQcj4uOm7rAXgv4XSd+z/d3qkWyDpN91uafG2LY6+3jDEfFQC/Uus91fXb9A0k2SjpSoFRH3R8SCiBhQ5+/2ckTcWaLWGbYvsj3vzHVJt0gq8gpKRHwk6QPbi6pPrZH0Tola59ioBjfbpc6mSVdFxJe2fybpj+o80/hYRLxdqp7t3ZJWSrrU9qikX0XEo6XqqbPq3SXprWq/WZJ+GRG/L1TvCkk7bfep80D+dES08rJXSy6XtLfz+KnzJD0ZES8WrHePpF3VInRU0t0Fa8n2hZJulvSTRu+3eiofwCzWC5vuAAoj6EACBB1IgKADCRB0IIGeCnrhwxm7Vot61Ot2vZ4KuqQ2f5mt/uGoR71u1uu1oAMooMgBM7Zn9VE411xzzZS/Z3x8XPPnz59WvdOnT0/5e06dOqV58+ZNq97IyMi0vg+9ISL+641iBH0aBgcHW63XdvA2bdrUaj00a6Kgs+kOJEDQgQQIOpAAQQcSIOhAAgQdSICgAwkQdCCBWkFvc2QSgOZNGvTqJIO/UecUtNdK2mj72tKNAWhOnRW91ZFJAJpXJ+hpRiYBs1Wd87rXGplUvVG+7ffsAqihTtBrjUyKiO2Stkuz/91rwExTZ9N9Vo9MAjKYdEVve2QSgObVmr1WzQkrNSsMQGEcGQckQNCBBAg6kABBBxIg6EACBB1IgKADCRB0IAEmtUxD25NTFi5c2Gq9th07dqzVegMDA63WaxuTWoCkCDqQAEEHEiDoQAIEHUiAoAMJEHQgAYIOJEDQgQQIOpBAnZFMj9kes324jYYANK/Oiv5bSWsL9wGgoEmDHhGvSvqshV4AFMI+OpBArfO618HsNaB3NRZ0Zq8BvYtNdyCBOi+v7Zb0J0mLbI/a/lH5tgA0qc6QxY1tNAKgHDbdgQQIOpAAQQcSIOhAAgQdSICgAwkQdCABgg4k0Nix7pmcOHGi1Xptz14bHx9vtd7g4GCr9fr7+1ut1/b/l4mwogMJEHQgAYIOJEDQgQQIOpAAQQcSIOhAAgQdSICgAwkQdCCBOieHvMr2K7aHbb9te0sbjQFoTp1j3b+U9IuIOGh7nqQDtvdFxDuFewPQkDqz1z6MiIPV9VOShiVdWboxAM2Z0j667QFJSyW9XqQbAEXUfpuq7YslPStpa0ScnODrzF4DelStoNueo07Id0XEcxPdhtlrQO+q86y7JT0qaTgiHirfEoCm1dlHXyHpLkmrbQ9Vlx8U7gtAg+rMXntNklvoBUAhHBkHJEDQgQQIOpAAQQcSIOhAAgQdSICgAwkQdCABZq9Nw8jISKv1Fi9e3Gq9+fPnt1pvaGio1Xq9MAutbazoQAIEHUiAoAMJEHQgAYIOJEDQgQQIOpAAQQcSIOhAAgQdSKDOWWDPt/2G7Ter2WsPttEYgObUOdb9n5JWR8Tn1fndX7P9h4j4c+HeADSkzllgQ9Ln1YdzqgsDGoAZpNY+uu0+20OSxiTtiwhmrwEzSK2gR8RXEbFE0gJJy21fd+5tbG+2vd/2/oZ7BPANTelZ94g4IWlQ0toJvrY9Iq6PiOubaQ1AU+o8636Z7f7q+gWSbpJ0pHBfABpU51n3KyTttN2nzgPD0xHxQtm2ADSpzrPuf5W0tIVeABTCkXFAAgQdSICgAwkQdCABgg4kQNCBBAg6kABBBxJg9to03HHHHa3WW7lyZav1lixZ0mq9hx9+uNV6bdu2bVu3W2BFBzIg6EACBB1IgKADCRB0IAGCDiRA0IEECDqQAEEHEiDoQAK1g14NcThkmxNDAjPMVFb0LZKGSzUCoJy6I5kWSLpN0o6y7QAooe6Kvk3SvZK+LtcKgFLqTGq5XdJYRByY5HbMXgN6VJ0VfYWkdbZHJD0labXtJ869EbPXgN41adAj4v6IWBARA5I2SHo5Iu4s3hmAxvA6OpDAlE4lFRGD6oxNBjCDsKIDCRB0IAGCDiRA0IEECDqQAEEHEiDoQAIEHUiA2WszwODgYLdbmFUGBga63ULrWNGBBAg6kABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEECDqQQK1DYKtTPZ+S9JWkLzmlMzCzTOVY91UR8WmxTgAUw6Y7kEDdoIekl2wfsL25ZEMAmld3031FRBy3/R1J+2wfiYhXz75B9QDAgwDQg2qt6BFxvPp3TNJeScsnuA2z14AeVWea6kW25525LukWSYdLNwagOXU23S+XtNf2mds/GREvFu0KQKMmDXpEHJW0uIVeABTCy2tAAgQdSICgAwkQdCABgg4kQNCBBAg6kABBBxJg9to0rF+/vtV64+PjrdZ74IEHWq3Xtueff77bLbSOFR1IgKADCRB0IAGCDiRA0IEECDqQAEEHEiDoQAIEHUiAoAMJ1Aq67X7be2wfsT1s+4bSjQFoTt1j3X8t6cWI+KHtuZIuLNgTgIZNGnTbl0i6UdImSYqI05JOl20LQJPqbLpfLekTSY/bPmR7RzXI4T/Y3mx7v+39jXcJ4BupE/TzJC2T9EhELJX0haT7zr0RI5mA3lUn6KOSRiPi9erjPeoEH8AMMWnQI+IjSR/YXlR9ao2kd4p2BaBRdZ91v0fSruoZ96OS7i7XEoCm1Qp6RAxJYt8bmKE4Mg5IgKADCRB0IAGCDiRA0IEECDqQAEEHEiDoQALMXpuGVatWtVpvy5YtrdZr286dO1utNzg42Gq9XsCKDiRA0IEECDqQAEEHEiDoQAIEHUiAoAMJEHQgAYIOJDBp0G0vsj101uWk7a0t9AagIZMeAhsR70paIkm2+yT9XdLesm0BaNJUN93XSHo/Io6VaAZAGVMN+gZJu0s0AqCc2kGvzum+TtIz/+PrzF4DetRU3qZ6q6SDEfHxRF+MiO2StkuS7WigNwANmcqm+0ax2Q7MSLWCbvtCSTdLeq5sOwBKqDuS6R+Svl24FwCFcGQckABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEECDqQgCOaf/+J7U8kTec965dK+rThdnqhFvWo11a9hRFx2bmfLBL06bK9PyKun221qEe9btdj0x1IgKADCfRa0LfP0lrUo15X6/XUPjqAMnptRQdQAEEHEiDoQAIEHUiAoAMJ/Aur4YK8M/hyMAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPoAAAECCAYAAADXWsr9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAL9UlEQVR4nO3d34tc9RnH8c+na4JREzbUVMSIW7EERMgPJFQCkiYqsUqai14koNDQkl60YmhBtDfVf0DTiyKEqAkYIxpdLdJaAxpEaLVJXGt0YzExwW3UjWgStdBgfHoxJ5Jut9mz6/mend3n/YIhM7Mz53k2y2fOOTNnzuOIEIDp7VuT3QCA8gg6kABBBxIg6EACBB1IgKADCXRF0G2vsv2O7Xdt31241sO2h23vL1nnrHqX237J9qDtt2zfWbje+bZfs/1GVe++kvWqmj22X7f9XOlaVb3Dtt+0PWB7T+FavbZ32j5Q/Q2vK1hrQfU7nbmctL2xkYVHxKReJPVIOijpSkkzJb0h6eqC9a6XtETS/pZ+v0slLamuz5b0j8K/nyVdVF2fIelVSd8v/Dv+StJjkp5r6f/0sKSLW6q1TdLPquszJfW2VLdH0oeSrmhied2wRl8q6d2IOBQRpyQ9LulHpYpFxMuSPim1/FHqfRAR+6rrn0kalHRZwXoREZ9XN2dUl2JHRdmeL+kWSVtK1Zgstueos2J4SJIi4lREHG+p/EpJByPiSBML64agXybp/bNuD6lgECaT7T5Ji9VZy5as02N7QNKwpF0RUbLeJkl3SfqqYI2RQtILtvfa3lCwzpWSjkl6pNo12WL7woL1zrZW0o6mFtYNQfco902743JtXyTpKUkbI+JkyVoRcToiFkmaL2mp7WtK1LF9q6ThiNhbYvnnsCwilki6WdIvbF9fqM556uzmPRgRiyV9Ianoe0iSZHumpNWSnmxqmd0Q9CFJl591e76ko5PUSxG2Z6gT8u0R8XRbdavNzN2SVhUqsUzSatuH1dnlWmH70UK1vhYRR6t/hyX1q7P7V8KQpKGztoh2qhP80m6WtC8iPmpqgd0Q9L9J+p7t71avZGsl/WGSe2qMbauzjzcYEfe3UG+e7d7q+ixJN0g6UKJWRNwTEfMjok+dv9uLEXFbiVpn2L7Q9uwz1yXdJKnIJygR8aGk920vqO5aKentErVGWKcGN9ulzqbJpIqIL23/UtKf1Xmn8eGIeKtUPds7JC2XdLHtIUm/jYiHStVTZ613u6Q3q/1mSfpNRPyxUL1LJW2z3aPOC/kTEdHKx14tuURSf+f1U+dJeiwini9Y7w5J26uV0CFJ6wvWku0LJN0o6eeNLrd6Kx/ANNYNm+4ACiPoQAIEHUiAoAMJEHQgga4KeuHDGSetFvWoN9n1uiroktr8z2z1D0c96k1mvW4LOoACihwwY7vVo3Bmzpw57uecPn1aPT09E6p31VVXjfs5n376qebOnTuherNmzRr3c44dO6Z58+ZNqN5ETKV6x48fH/dzTp48qTlz5kyo3sGDByf0vImKiP/5oti0CHpfX1+b5fTMM8+0Wm/hwoWt1pvunn322VbrrVmzptV6owWdTXcgAYIOJEDQgQQIOpAAQQcSIOhAAgQdSICgAwnUCnqbI5MANG/MoFcnGfy9OqegvVrSOttXl24MQHPqrNFbHZkEoHl1gp5mZBIwXdU5r3utkUnVF+Xb/s4ugBrqBL3WyKSI2Cxps9T+t9cAnFudTfdpPTIJyGDMNXrbI5MANK/W7LVqTlipWWEACuPIOCABgg4kQNCBBAg6kABBBxIg6EACBB1IgKADCdQ6YKbbtT3JpO1627Zta7Vef39/q/VOnDjRar2BgYFW63UD1uhAAgQdSICgAwkQdCABgg4kQNCBBAg6kABBBxIg6EACBB1IoM5IpodtD9ve30ZDAJpXZ42+VdKqwn0AKGjMoEfEy5I+aaEXAIWwjw4k0NjXVJm9BnSvxoLO7DWge7HpDiRQ5+O1HZL+ImmB7SHbPy3fFoAm1RmyuK6NRgCUw6Y7kABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEEpsXstblz5052C0W1PSvsyJEjrdbLOAutbazRgQQIOpAAQQcSIOhAAgQdSICgAwkQdCABgg4kQNCBBAg6kECdk0Nebvsl24O237J9ZxuNAWhOnWPdv5T064jYZ3u2pL22d0XE24V7A9CQOrPXPoiIfdX1zyQNSrqsdGMAmjOufXTbfZIWS3q1SDcAiqj9NVXbF0l6StLGiDg5ys+ZvQZ0qVpBtz1DnZBvj4inR3sMs9eA7lXnXXdLekjSYETcX74lAE2rs4++TNLtklbYHqguPyzcF4AG1Zm99ookt9ALgEI4Mg5IgKADCRB0IAGCDiRA0IEECDqQAEEHEiDoQALTYvbaokWLJruFoh544IHJbqGo9evXt1pv69atrdbrBqzRgQQIOpAAQQcSIOhAAgQdSICgAwkQdCABgg4kQNCBBAg6kECds8Ceb/s1229Us9fua6MxAM2pc6z7vyWtiIjPq/O7v2L7TxHx18K9AWhInbPAhqTPq5szqgsDGoAppNY+uu0e2wOShiXtighmrwFTSK2gR8TpiFgkab6kpbavGfkY2xts77G9p+EeAXxD43rXPSKOS9otadUoP9scEddGxLXNtAagKXXedZ9nu7e6PkvSDZIOFO4LQIPqvOt+qaRttnvUeWF4IiKeK9sWgCbVedf975IWt9ALgEI4Mg5IgKADCRB0IAGCDiRA0IEECDqQAEEHEiDoQALufAu14YXarX6Nte3Za2vWrGm13u7du1utt3HjxlbrLV++vNV6vb29rdZrW0R45H2s0YEECDqQAEEHEiDoQAIEHUiAoAMJEHQgAYIOJEDQgQQIOpBA7aBXQxxet82JIYEpZjxr9DslDZZqBEA5dUcyzZd0i6QtZdsBUELdNfomSXdJ+qpcKwBKqTOp5VZJwxGxd4zHMXsN6FJ11ujLJK22fVjS45JW2H505IOYvQZ0rzGDHhH3RMT8iOiTtFbSixFxW/HOADSGz9GBBOoMWfxaROxWZ2wygCmENTqQAEEHEiDoQAIEHUiAoAMJEHQgAYIOJEDQgQTGdcBMtxoYGJjW9dqeFTbdZ5NlxBodSICgAwkQdCABgg4kQNCBBAg6kABBBxIg6EACBB1IgKADCdQ6BLY61fNnkk5L+pJTOgNTy3iOdf9BRHxcrBMAxbDpDiRQN+gh6QXbe21vKNkQgObV3XRfFhFHbX9H0i7bByLi5bMfUL0A8CIAdKFaa/SIOFr9OyypX9LSUR7D7DWgS9WZpnqh7dlnrku6SdL+0o0BaE6dTfdLJPXbPvP4xyLi+aJdAWjUmEGPiEOSFrbQC4BC+HgNSICgAwkQdCABgg4kQNCBBAg6kABBBxIg6EAC02L2WtuWL1/ear1Nmza1Wm/hwnaPj1q/fn2r9TJijQ4kQNCBBAg6kABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEEagXddq/tnbYP2B60fV3pxgA0p+6x7r+T9HxE/Nj2TEkXFOwJQMPGDLrtOZKul/QTSYqIU5JOlW0LQJPqbLpfKemYpEdsv257SzXI4b/Y3mB7j+09jXcJ4BupE/TzJC2R9GBELJb0haS7Rz6IkUxA96oT9CFJQxHxanV7pzrBBzBFjBn0iPhQ0vu2F1R3rZT0dtGuADSq7rvud0jaXr3jfkgSpwQBppBaQY+IAUnsewNTFEfGAQkQdCABgg4kQNCBBAg6kABBBxIg6EACBB1IwBHR/ELt5hd6Dn19fW2W03vvvddqvRMnTrRar+1Zb/fee2+r9aa7iPDI+1ijAwkQdCABgg4kQNCBBAg6kABBBxIg6EACBB1IgKADCYwZdNsLbA+cdTlpe2MLvQFoyJjnjIuIdyQtkiTbPZL+Kam/bFsAmjTeTfeVkg5GxJESzQAoY7xBXytpR4lGAJRTO+jVOd1XS3ry//yc2WtAl6o7wEGSbpa0LyI+Gu2HEbFZ0map/a+pAji38Wy6rxOb7cCUVCvoti+QdKOkp8u2A6CEuiOZ/iXp24V7AVAIR8YBCRB0IAGCDiRA0IEECDqQAEEHEiDoQAIEHUiAoAMJlJq9dkzSRL6zfrGkjxtupxtqUY96bdW7IiLmjbyzSNAnyvaeiLh2utWiHvUmux6b7kACBB1IoNuCvnma1qIe9Sa1XlftowMoo9vW6AAKIOhAAgQdSICgAwkQdCCB/wDgrZW/QDtGFQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPoAAAECCAYAAADXWsr9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAALyElEQVR4nO3d34tc9R3G8efpmuCv6EK1IkZMhRIQoUmQUAlIfqjEKule9CIBhUhLetGKoQXR3jT+A7K9KEKIGsEY0WigSGsNaBCh1SbZUaMbi4YVt1FXkU2ihQb104s5Kdt02z2bnO/Z2fm8X7A4uzs7z2eyPnPOzJ45X0eEAPS3b831AADKo+hAAhQdSICiAwlQdCABig4k0BNFt73e9ru237N9f+GsR21P2D5cMmdK3tW2X7Y9avtt2/cWzjvf9uu236jyHiyZV2UO2B6x/XzprCpvzPZbtju2DxTOGrS9x/aR6nd4Y8GspdV9Ov1xwvbWRm48Iub0Q9KApPclXStpoaQ3JF1XMO8mSSskHW7p/l0paUV1eZGkvxW+f5Z0cXV5gaTXJP2g8H38paQnJT3f0r/pmKTLWsp6XNJPq8sLJQ22lDsg6WNJ1zRxe72wRV8p6b2IOBoRpyQ9JelHpcIi4hVJn5e6/WnyPoqIQ9Xlk5JGJV1VMC8i4ovq0wXVR7GjomwvlnS7pB2lMuaK7UvU3TA8IkkRcSoiJluKXyfp/Yj4oIkb64WiXyXpwymfj6tgEeaS7SWSlqu7lS2ZM2C7I2lC0r6IKJk3LOk+Sd8UzDhTSHrR9kHbWwrmXCvpU0mPVU9Ndti+qGDeVBsl7W7qxnqh6J7ma313XK7tiyU9K2lrRJwomRURX0fEMkmLJa20fX2JHNt3SJqIiIMlbv//WBURKyTdJunntm8qlHOeuk/zHo6I5ZK+lFT0NSRJsr1Q0gZJzzR1m71Q9HFJV0/5fLGkY3M0SxG2F6hb8l0R8VxbudVu5n5J6wtFrJK0wfaYuk+51tp+olDWv0XEseq/E5L2qvv0r4RxSeNT9oj2qFv80m6TdCgiPmnqBnuh6H+V9D3b360eyTZK+v0cz9QY21b3Od5oRDzUQt7ltgeryxdIulnSkRJZEfFARCyOiCXq/t5eiog7S2SdZvsi24tOX5Z0q6Qif0GJiI8lfWh7afWldZLeKZF1hk1qcLdd6u6azKmI+Mr2LyT9Sd1XGh+NiLdL5dneLWm1pMtsj0v6TUQ8UipP3a3eXZLeqp43S9KvI+IPhfKulPS47QF1H8ifjohW/uzVkisk7e0+fuo8SU9GxAsF8+6RtKvaCB2VdHfBLNm+UNItkn7W6O1WL+UD6GO9sOsOoDCKDiRA0YEEKDqQAEUHEuipohc+nHHOssgjb67zeqroktr8x2z1F0ceeXOZ12tFB1BAkQNmbPf1UThLliyZ9c+cPHlSixYtOqu8hQsXzvpnjh8/rksvvfSs8k6dOjXrnzmX+zc2NnZWP4fpRcR/vVGMop+FnTt3tpp3Ng8s56Lt4m3evLnVvH43XdHZdQcSoOhAAhQdSICiAwlQdCABig4kQNGBBCg6kECtore5ZBKA5s1Y9Ookg79T9xS010naZPu60oMBaE6dLXqrSyYBaF6doqdZMgnoV3XO615ryaTqjfJtv2cXQA11il5ryaSI2C5pu9T/714D5ps6u+59vWQSkMGMW/S2l0wC0Lxaa69V64SVWisMQGEcGQckQNGBBCg6kABFBxKg6EACFB1IgKIDCVB0IIG+WKll2bJlbcZpZGSk1bx+t2bNmlbz9u/f32pe21ipBUiKogMJUHQgAYoOJEDRgQQoOpAARQcSoOhAAhQdSICiAwnUWZLpUdsTtg+3MRCA5tXZou+UtL7wHAAKmrHoEfGKpM9bmAVAITxHBxKodV73Olh7DehdjRWdtdeA3sWuO5BAnT+v7Zb0Z0lLbY/b/kn5sQA0qc4ii5vaGARAOey6AwlQdCABig4kQNGBBCg6kABFBxKg6EACFB1IoLFj3efS6tWrW807fvx4q3lt37+hoaFW84aHh1vNa3utvl7AFh1IgKIDCVB0IAGKDiRA0YEEKDqQAEUHEqDoQAIUHUiAogMJ1Dk55NW2X7Y9avtt2/e2MRiA5tQ51v0rSb+KiEO2F0k6aHtfRLxTeDYADamz9tpHEXGounxS0qikq0oPBqA5s3qObnuJpOWSXisyDYAiar9N1fbFkp6VtDUiTkzzfdZeA3pUraLbXqBuyXdFxHPTXYe114DeVedVd0t6RNJoRDxUfiQATavzHH2VpLskrbXdqT5+WHguAA2qs/baq5LcwiwACuHIOCABig4kQNGBBCg6kABFBxKg6EACFB1IgKIDCfTF2muDg4Ot5nU6HfIatHnz5lbz2v7/ZXJystW86bBFBxKg6EACFB1IgKIDCVB0IAGKDiRA0YEEKDqQAEUHEqDoQAJ1zgJ7vu3Xbb9Rrb32YBuDAWhOnWPd/ylpbUR8UZ3f/VXbf4yIvxSeDUBD6pwFNiR9UX26oPpggQZgHqn1HN32gO2OpAlJ+yKCtdeAeaRW0SPi64hYJmmxpJW2rz/zOra32D5g+0DDMwI4R7N61T0iJiXtl7R+mu9tj4gbIuKGZkYD0JQ6r7pfbnuwunyBpJslHSk8F4AG1XnV/UpJj9seUPeB4emIeL7sWACaVOdV9zclLW9hFgCFcGQckABFBxKg6EACFB1IgKIDCVB0IAGKDiRA0YEE+mLtNcxvw8PDreZt3bq11bxt27a1mjcdtuhAAhQdSICiAwlQdCABig4kQNGBBCg6kABFBxKg6EACFB1IoHbRq0UcRmxzYkhgnpnNFv1eSaOlBgFQTt0lmRZLul3SjrLjACih7hZ9WNJ9kr4pNwqAUuqs1HKHpImIODjD9Vh7DehRdbboqyRtsD0m6SlJa20/ceaVWHsN6F0zFj0iHoiIxRGxRNJGSS9FxJ3FJwPQGP6ODiQwq1NJRcR+dZdNBjCPsEUHEqDoQAIUHUiAogMJUHQgAYoOJEDRgQQoOpBAX6y9NjIy0mre0NBQq3n9rtPptJq3evXqVvN6AVt0IAGKDiRA0YEEKDqQAEUHEqDoQAIUHUiAogMJUHQgAYoOJFDrENjqVM8nJX0t6StO6QzML7M51n1NRHxWbBIAxbDrDiRQt+gh6UXbB21vKTkQgObV3XVfFRHHbH9H0j7bRyLilalXqB4AeBAAelCtLXpEHKv+OyFpr6SV01yHtdeAHlVnNdWLbC86fVnSrZIOlx4MQHPq7LpfIWmv7dPXfzIiXig6FYBGzVj0iDgq6fstzAKgEP68BiRA0YEEKDqQAEUHEqDoQAIUHUiAogMJUHQgAUdE8zdqN3+jPWRsbKzVvJ07d7aat23btlbz2r5/bf/+2v73jAif+TW26EACFB1IgKIDCVB0IAGKDiRA0YEEKDqQAEUHEqDoQAIUHUigVtFtD9reY/uI7VHbN5YeDEBz6i7g8FtJL0TEj20vlHRhwZkANGzGotu+RNJNkjZLUkScknSq7FgAmlRn1/1aSZ9Kesz2iO0d1UIO/8H2FtsHbB9ofEoA56RO0c+TtELSwxGxXNKXku4/80osyQT0rjpFH5c0HhGvVZ/vUbf4AOaJGYseER9L+tD20upL6yS9U3QqAI2q+6r7PZJ2Va+4H5V0d7mRADStVtEjoiOJ597APMWRcUACFB1IgKIDCVB0IAGKDiRA0YEEKDqQAEUHEqh7ZBymGB4ebjVvaGio1bxOp9Nq3uTkZKt5ba/11gvYogMJUHQgAYoOJEDRgQQoOpAARQcSoOhAAhQdSICiAwnMWHTbS213pnycsL21hdkANGTGQ2Aj4l1JyyTJ9oCkv0vaW3YsAE2a7a77OknvR8QHJYYBUMZsi75R0u4SgwAop3bRq3O6b5D0zP/4PmuvAT1qNm9TvU3SoYj4ZLpvRsR2SdslyXY0MBuAhsxm132T2G0H5qVaRbd9oaRbJD1XdhwAJdRdkukfkr5deBYAhXBkHJAARQcSoOhAAhQdSICiAwlQdCABig4kQNGBBCg6kIAjmn//ie1PJZ3Ne9Yvk/RZw+P0QhZ55LWVd01EXH7mF4sU/WzZPhARN/RbFnnkzXUeu+5AAhQdSKDXir69T7PII29O83rqOTqAMnptiw6gAIoOJEDRgQQoOpAARQcS+Bek3pcMYkSWoAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPoAAAECCAYAAADXWsr9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAL0ElEQVR4nO3d34tc9RnH8c+n6y7+iqxEK2LErVgCIuQHEioBSROVWCV60YsEKkRa0otWDC2I9qb4D0h6UYQQNYIxotHEIq01oFGEVpvETY1uLBpW3EZdo65JLDQan17MSUnj1j27nu/Z2X3eLxgyszs7zzO7+cz5MWfO44gQgNntO9PdAIDyCDqQAEEHEiDoQAIEHUiAoAMJdEXQba+0/Zbtt23fXbjWg7ZHbe8vWeeUepfafsH2kO03bN9ZuN6Ztl+1va+qd2/JelXNHtuv2X6mdK2q3rDt120P2t5duFa/7W22D1R/w2sK1ppfPaeTlyO21zfy4BExrRdJPZLekXS5pD5J+yRdWbDetZIWS9rf0vO7WNLi6vocSf8o/Pws6dzqeq+kVyT9oPBz/JWkRyU909LvdFjSBS3VeljSz6rrfZL6W6rbI+kDSZc18XjdsERfIuntiDgYEcclPSbpllLFIuIlSZ+Uevxx6r0fEXur60clDUm6pGC9iIhj1c3e6lLsqCjb8yTdJGlTqRrTxfZ56iwYHpCkiDgeEWMtlV8h6Z2IeLeJB+uGoF8i6b1Tbo+oYBCmk+0BSYvUWcqWrNNje1DSqKSdEVGy3gZJd0n6qmCN04Wk52zvsb2uYJ3LJX0k6aFq02ST7XMK1jvVaklbm3qwbgi6x/narDsu1/a5kp6UtD4ijpSsFREnImKhpHmSlti+qkQd2zdLGo2IPSUe/xssjYjFkm6U9Avb1xaqc4Y6m3n3R8QiSZ9LKroPSZJs90laJemJph6zG4I+IunSU27Pk3RomnopwnavOiHfEhFPtVW3Ws3cJWlloRJLJa2yPazOJtdy248UqvVfEXGo+ndU0nZ1Nv9KGJE0csoa0TZ1gl/ajZL2RsSHTT1gNwT9b5K+b/t71SvZakl/mOaeGmPb6mzjDUXEfS3Uu9B2f3X9LEnXSTpQolZE3BMR8yJiQJ2/2/MR8ZMStU6yfY7tOSevS7pBUpF3UCLiA0nv2Z5ffWmFpDdL1DrNGjW42i51Vk2mVUR8afuXkv6szp7GByPijVL1bG+VtEzSBbZHJP02Ih4oVU+dpd5tkl6vtpsl6TcR8cdC9S6W9LDtHnVeyB+PiFbe9mrJRZK2d14/dYakRyPi2YL17pC0pVoIHZR0e8Fasn22pOsl/bzRx6125QOYxbph1R1AYQQdSICgAwkQdCABgg4k0FVBL3w447TVoh71prteVwVdUpu/zFb/cNSj3nTW67agAyigyAEztls9Cqevr2/SP3PixAn19PRMqd4VV1wx6Z/59NNPdf7550+p3lSe38cff6y5c+dOqd7Y2Nikf+bo0aOaM2fOlOodPnx40j/zxRdfqLe3d0r1jh07NvGdZrCI+NoHxWZF0AcGBtospx07drRab7Y/v82bN7dab9euXa3Wa9t4QWfVHUiAoAMJEHQgAYIOJEDQgQQIOpAAQQcSIOhAArWC3ubIJADNmzDo1UkGf6/OKWivlLTG9pWlGwPQnDpL9FZHJgFoXp2gpxmZBMxWdc7rXmtkUvVB+bY/swughjpBrzUyKSI2Stootf/pNQDfrM6q+6wemQRkMOESve2RSQCaV2v2WjUnrNSsMACFcWQckABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEEZsWklrbdcku7n9L97LPPWq23YcOGVuu1PYlm4cKFrdYbHh5utR6TWoCkCDqQAEEHEiDoQAIEHUiAoAMJEHQgAYIOJEDQgQQIOpBAnZFMD9oetb2/jYYANK/OEn2zpJWF+wBQ0IRBj4iXJH3SQi8ACmEbHUig1nnd62D2GtC9Ggs6s9eA7sWqO5BAnbfXtkr6i6T5tkds/7R8WwCaVGfI4po2GgFQDqvuQAIEHUiAoAMJEHQgAYIOJEDQgQQIOpAAQQcSaOxY90yefvrp6W6hqLZnhS1YsKDVem3Pemv79zkeluhAAgQdSICgAwkQdCABgg4kQNCBBAg6kABBBxIg6EACBB1IoM7JIS+1/YLtIdtv2L6zjcYANKfOse5fSvp1ROy1PUfSHts7I+LNwr0BaEid2WvvR8Te6vpRSUOSLindGIDmTGob3faApEWSXinSDYAian9M1fa5kp6UtD4ijozzfWavAV2qVtBt96oT8i0R8dR492H2GtC96ux1t6QHJA1FxH3lWwLQtDrb6Esl3SZpue3B6vKjwn0BaFCd2WsvS3ILvQAohCPjgAQIOpAAQQcSIOhAAgQdSICgAwkQdCABgg4k4IjmD0vnWPeZrcT/iW/y4osvtlpv2bJlrdZrW0R87QA3luhAAgQdSICgAwkQdCABgg4kQNCBBAg6kABBBxIg6EACBB1IoM5ZYM+0/artfdXstXvbaAxAc+qc1/3fkpZHxLHq/O4v2/5TRPy1cG8AGlLnLLAh6Vh1s7e68KEVYAaptY1uu8f2oKRRSTsjgtlrwAxSK+gRcSIiFkqaJ2mJ7atOv4/tdbZ3297dcI8AvqVJ7XWPiDFJuyStHOd7GyPi6oi4upnWADSlzl73C233V9fPknSdpAOF+wLQoDp73S+W9LDtHnVeGB6PiGfKtgWgSXX2uv9d0qIWegFQCEfGAQkQdCABgg4kQNCBBAg6kABBBxIg6EACBB1IoM6RcUhm3759rdYbGxtrtV5GLNGBBAg6kABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEECDqQQO2gV0McXrPNiSGBGWYyS/Q7JQ2VagRAOXVHMs2TdJOkTWXbAVBC3SX6Bkl3SfqqXCsASqkzqeVmSaMRsWeC+zF7DehSdZboSyWtsj0s6TFJy20/cvqdmL0GdK8Jgx4R90TEvIgYkLRa0vMR8ZPinQFoDO+jAwlM6lRSEbFLnbHJAGYQluhAAgQdSICgAwkQdCABgg4kQNCBBAg6kABBBxJg9hq+ZseOHa3Wu/XWW1utlxFLdCABgg4kQNCBBAg6kABBBxIg6EACBB1IgKADCRB0IAGCDiRQ6xDY6lTPRyWdkPQlp3QGZpbJHOv+w4g4XKwTAMWw6g4kUDfoIek523tsryvZEIDm1V11XxoRh2x/V9JO2wci4qVT71C9APAiAHShWkv0iDhU/TsqabukJePch9lrQJeqM031HNtzTl6XdIOk/aUbA9CcOqvuF0nabvvk/R+NiGeLdgWgURMGPSIOSlrQQi8ACuHtNSABgg4kQNCBBAg6kABBBxIg6EACBB1IgKADCcyK2Wv9/f2t1mt7VtjAwECr9dauXdtqveHh4VbrZcQSHUiAoAMJEHQgAYIOJEDQgQQIOpAAQQcSIOhAAgQdSICgAwnUCrrtftvbbB+wPWT7mtKNAWhO3WPdfyfp2Yj4se0+SWcX7AlAwyYMuu3zJF0raa0kRcRxScfLtgWgSXVW3S+X9JGkh2y/ZntTNcjhf9heZ3u37d2NdwngW6kT9DMkLZZ0f0QskvS5pLtPvxMjmYDuVSfoI5JGIuKV6vY2dYIPYIaYMOgR8YGk92zPr760QtKbRbsC0Ki6e93vkLSl2uN+UNLt5VoC0LRaQY+IQUlsewMzFEfGAQkQdCABgg4kQNCBBAg6kABBBxIg6EACBB1IgNlrU9D2bLK2Z68NDg62Wq/t32dGLNGBBAg6kABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEEJgy67fm2B0+5HLG9voXeADRkwkNgI+ItSQslyXaPpH9K2l62LQBNmuyq+wpJ70TEuyWaAVDGZIO+WtLWEo0AKKd20Ktzuq+S9MT/+T6z14AuNZmPqd4oaW9EfDjeNyNio6SNkmQ7GugNQEMms+q+Rqy2AzNSraDbPlvS9ZKeKtsOgBLqjmT6l6S5hXsBUAhHxgEJEHQgAYIOJEDQgQQIOpAAQQcSIOhAAgQdSICgAwk4ovnPn9j+SNJUPrN+gaTDDbfTDbWoR7226l0WERee/sUiQZ8q27sj4urZVot61Jvueqy6AwkQdCCBbgv6xllai3rUm9Z6XbWNDqCMbluiAyiAoAMJEHQgAYIOJEDQgQT+AxGZkx/qcTTmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPoAAAECCAYAAADXWsr9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAALyUlEQVR4nO3d/2td9R3H8dfLmOKXViKzFTGlnTAKImiLlElB1lalTul+2Q8tKE42uh82aVhBdL9M/wFxPwyhVJ1grWi1MmRzFrSIsOnams5q2qElxaxqKlJrHKzavvfDPZUsZstJPZ+Tm7yfD7j03uT2vN9p+rrnyz33vB0RAjC3nTfTDQAoj6ADCRB0IAGCDiRA0IEECDqQQFcE3fY624dtv2f7vsK1HrM9avtgyTrj6i22/artIdvv2N5cuN4Ftt+0faCq92DJelXNHttv2X6xdK2q3rDtt20P2t5buFaf7Z22D1W/wxsK1lpW/UxnbydtDzSy8IiY0ZukHknvS7pK0jxJByRdXbDejZJWSDrY0s93haQV1f0Fkv5R+OezpPnV/V5Jb0j6fuGf8VeSnpL0Ykv/psOSLmup1hOSflbdnyepr6W6PZI+krSkieV1wxp9paT3IuJIRJyS9LSkH5UqFhGvSfq01PInqfdhROyv7n8uaUjSlQXrRUSMVQ97q1uxs6Js90u6TdK2UjVmiu1L1FkxPCpJEXEqIk60VH6tpPcj4mgTC+uGoF8p6YNxj0dUMAgzyfZSScvVWcuWrNNje1DSqKTdEVGy3sOS7pV0pmCNiULSy7b32d5UsM5Vko5LerzaNdlm++KC9cbbIGlHUwvrhqB7kq/NufNybc+X9JykgYg4WbJWRJyOiOsk9UtaafuaEnVs3y5pNCL2lVj+/7EqIlZIulXSL2zfWKjO+ers5j0SEcslfSGp6DEkSbI9T9J6Sc82tcxuCPqIpMXjHvdLOjZDvRRhu1edkG+PiOfbqlttZu6RtK5QiVWS1tseVmeXa43tJwvV+lpEHKv+HJW0S53dvxJGJI2M2yLaqU7wS7tV0v6I+LipBXZD0P8m6Xu2v1u9km2Q9IcZ7qkxtq3OPt5QRDzUQr2Ftvuq+xdKuknSoRK1IuL+iOiPiKXq/N5eiYg7StQ6y/bFthecvS/pFklF3kGJiI8kfWB7WfWltZLeLVFrgo1qcLNd6myazKiI+Mr2LyX9WZ0jjY9FxDul6tneIekHki6zPSLpNxHxaKl66qz17pT0drXfLEm/jog/Fqp3haQnbPeo80L+TES08rZXSy6XtKvz+qnzJT0VES8VrHePpO3VSuiIpLsL1pLtiyTdLOnnjS63OpQPYA7rhk13AIURdCABgg4kQNCBBAg6kEBXBb3w6YwzVot61Jvpel0VdElt/mO2+oujHvVmsl63BR1AAUVOmLHNWTgNWrx48dRPmmBsbEzz588/p3qLFi2a9t85fvy4Fi5ceE71Dh8+PO2/8+WXX6q3t/ec6o2NjU39pFksIr7xQbEZPwUWU9uyZUur9TZvLnoRnG9YvXp1q/X27NnTar1uwKY7kABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEEagW9zZFJAJo3ZdCriwz+Tp1L0F4taaPtq0s3BqA5ddborY5MAtC8OkFPMzIJmKvqfKil1sik6oPybX9mF0ANdYJea2RSRGyVtFXiY6pAt6mz6T6nRyYBGUy5Rm97ZBKA5tW68EQ1J6zUrDAAhXFmHJAAQQcSIOhAAgQdSICgAwkQdCABgg4kQNCBBObEpJa+vr5W6z3wwAOt1mt7csqBAwdarTc8PNxqvYxYowMJEHQgAYIOJEDQgQQIOpAAQQcSIOhAAgQdSICgAwkQdCCBOiOZHrM9avtgGw0BaF6dNfrvJa0r3AeAgqYMekS8JunTFnoBUAj76EACjX1MldlrQPdqLOjMXgO6F5vuQAJ13l7bIekvkpbZHrH90/JtAWhSnSGLG9toBEA5bLoDCRB0IAGCDiRA0IEECDqQAEEHEiDoQAIEHUhgTsxeGxwcbLXekiVLWq139OjRVuu98MILrdZj9lp5rNGBBAg6kABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEECDqQQJ2LQy62/artIdvv2N7cRmMAmlPnXPevJG2JiP22F0jaZ3t3RLxbuDcADakze+3DiNhf3f9c0pCkK0s3BqA509pHt71U0nJJbxTpBkARtT+manu+pOckDUTEyUm+z+w1oEvVCrrtXnVCvj0inp/sOcxeA7pXnaPulvSopKGIeKh8SwCaVmcffZWkOyWtsT1Y3X5YuC8ADaoze+11SW6hFwCFcGYckABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEEisxe6+np0YIFC0oselJ9fX2t1ZKkzz77rNV6mze3e62Ptmevtf37GxgYaLVeN2CNDiRA0IEECDqQAEEHEiDoQAIEHUiAoAMJEHQgAYIOJEDQgQTqXAX2Attv2j5QzV57sI3GADSnzrnu/5a0JiLGquu7v277TxHx18K9AWhInavAhqSx6mFvdWNAAzCL1NpHt91je1DSqKTdEcHsNWAWqRX0iDgdEddJ6pe00vY1E59je5Ptvbb3njlzpuE2AXwb0zrqHhEnJO2RtG6S722NiOsj4vrzzuNgPtBN6hx1X2i7r7p/oaSbJB0q3BeABtU56n6FpCds96jzwvBMRLxYti0ATapz1P3vkpa30AuAQtiZBhIg6EACBB1IgKADCRB0IAGCDiRA0IEECDqQQJHZa6dPn9aJEydKLHpSd911V2u1pPZnk7Vdr21t/l/JijU6kABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEECDqQAEEHEqgd9GqIw1u2uTAkMMtMZ42+WdJQqUYAlFN3JFO/pNskbSvbDoAS6q7RH5Z0ryRmLQGzUJ1JLbdLGo2IfVM87+vZa411B6ARddboqySttz0s6WlJa2w/OfFJ42evNdwjgG9pyqBHxP0R0R8RSyVtkPRKRNxRvDMAjeF9dCCBaV1KKiL2qDM2GcAswhodSICgAwkQdCABgg4kQNCBBAg6kABBBxIg6EACjojmF2o3v9AusnTp0lbrtT177dprr2213qWXXtpqvbk+6y0iPPFrrNGBBAg6kABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEECDqQQK1rxlWXev5c0mlJX3FJZ2B2mc7FIVdHxCfFOgFQDJvuQAJ1gx6SXra9z/amkg0BaF7dTfdVEXHM9iJJu20fiojXxj+hegHgRQDoQrXW6BFxrPpzVNIuSSsneQ6z14AuVWea6sW2F5y9L+kWSQdLNwagOXU23S+XtMv22ec/FREvFe0KQKOmDHpEHJHU7rWFADSKt9eABAg6kABBBxIg6EACBB1IgKADCRB0IAGCDiQwnc+jozI8PDyn67Vtrs9C6was0YEECDqQAEEHEiDoQAIEHUiAoAMJEHQgAYIOJEDQgQQIOpBAraDb7rO90/Yh20O2byjdGIDm1D3X/beSXoqIH9ueJ+migj0BaNiUQbd9iaQbJf1EkiLilKRTZdsC0KQ6m+5XSTou6XHbb9neVg1y+C+2N9nea3tv410C+FbqBP18SSskPRIRyyV9Iem+iU9iJBPQveoEfUTSSES8UT3eqU7wAcwSUwY9Ij6S9IHtZdWX1kp6t2hXABpV96j7PZK2V0fcj0i6u1xLAJpWK+gRMSiJfW9gluLMOCABgg4kQNCBBAg6kABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEECDqQAEEHEiDoQAIEHUiAoAMJEHQgAYIOJDBl0G0vsz047nbS9kALvQFoyJTXjIuIw5KukyTbPZL+KWlX2bYANGm6m+5rJb0fEUdLNAOgjOkGfYOkHSUaAVBO7aBX13RfL+nZ//F9Zq8BXaruAAdJulXS/oj4eLJvRsRWSVslyXY00BuAhkxn032j2GwHZqVaQbd9kaSbJT1fth0AJdQdyfQvSd8p3AuAQjgzDkiAoAMJEHQgAYIOJEDQgQQIOpAAQQcSIOhAAgQdSMARzX/+xPZxSefymfXLJH3ScDvdUIt61Gur3pKIWDjxi0WCfq5s742I6+daLepRb6brsekOJEDQgQS6Lehb52gt6lFvRut11T46gDK6bY0OoACCDiRA0IEECDqQAEEHEvgPnUqH82Pc9kgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPoAAAECCAYAAADXWsr9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAL1ElEQVR4nO3d4Wtd9R3H8c9nMcWq1UjtRKzYCaNQhDZFyqQgXatSp3Q+2IMWFCob3YNNDBuI7snwH5DswRBK1QnWilaLQzZnQasIm66tcVZTRy0Vs6qp2rTWwar1uwf3dHQ1W07i+Z3c5Pt+waX3Jjfn+71JP/ecc++55+uIEIDZ7VvT3QCA8gg6kABBBxIg6EACBB1IgKADCXRF0G2vtf2O7QO27ylc6yHbo7b3laxzRr0rbL9oe9j2W7bvKlzvXNuv2X6jqndfyXpVzR7br9t+tnStqt4h22/aHrK9u3CtPtvbbe+v/obXFqy1uHpMpy/HbQ80svCImNaLpB5J70q6StIcSW9IWlKw3nWSlkva19Lju0zS8ur6PEl/L/z4LOmC6nqvpFclfa/wY/yFpMckPdvS7/SQpEtaqvWIpJ9U1+dI6mupbo+kDyVd2cTyumGNvkLSgYg4GBEnJT0u6YelikXEy5I+LbX8cep9EBF7q+ufSRqWdHnBehERJ6qbvdWl2FFRthdKulnSllI1povtC9VZMTwoSRFxMiLGWiq/RtK7EfFeEwvrhqBfLun9M26PqGAQppPtRZL61VnLlqzTY3tI0qiknRFRst6gpLslfVWwxtlC0vO299jeVLDOVZKOSHq42jXZYvv8gvXOtF7StqYW1g1B9zhfm3XH5dq+QNJTkgYi4njJWhFxKiKWSVooaYXtq0vUsX2LpNGI2FNi+f/HyohYLukmST+zfV2hOueos5v3QET0S/pcUtHXkCTJ9hxJ6yQ92dQyuyHoI5KuOOP2QkmHp6mXImz3qhPyrRHxdFt1q83MXZLWFiqxUtI624fU2eVabfvRQrX+IyIOV/+OStqhzu5fCSOSRs7YItquTvBLu0nS3oj4qKkFdkPQ/yrpu7a/Uz2TrZf0+2nuqTG2rc4+3nBE3N9CvQW2+6rrcyVdL2l/iVoRcW9ELIyIRer83V6IiNtK1DrN9vm2552+LulGSUXeQYmIDyW9b3tx9aU1kt4uUessG9TgZrvU2TSZVhHxpe2fS/qTOq80PhQRb5WqZ3ubpFWSLrE9IunXEfFgqXrqrPVul/Rmtd8sSb+KiD8UqneZpEds96jzRP5ERLTytldLLpW0o/P8qXMkPRYRzxWsd6ekrdVK6KCkOwrWku3zJN0g6aeNLrd6KR/ALNYNm+4ACiPoQAIEHUiAoAMJEHQgga4KeuHDGaetFvWoN931uiroktr8Zbb6h6Me9aazXrcFHUABRQ6YsT2rj8JZsmTJpH/m6NGjuvjii6dUb+7cuZP+mSNHjmjBggVTqnfq1KlJ/8wnn3yi+fPnT6negQMHJv0zX3zxhXp7e6dU78SJExPfaQaLiK99UIygT8HQ0FCr9ZYuXdpqvWPHjrVa79Zbb2213q5du1qt17bxgs6mO5AAQQcSIOhAAgQdSICgAwkQdCABgg4kQNCBBGoFvc2RSQCaN2HQq5MM/ladU9AukbTB9uSPAQUwbeqs0VsdmQSgeXWCnmZkEjBb1Tmve62RSdUH5dv+zC6AGuoEvdbIpIjYLGmzNPs/vQbMNHU23Wf1yCQggwnX6G2PTALQvFqz16o5YaVmhQEojCPjgAQIOpAAQQcSIOhAAgQdSICgAwkQdCABgg4kwKSWKRgcHGy13tjYWKv12p6c0vYkmv7+/lbrtT3Zh0ktQFIEHUiAoAMJEHQgAYIOJEDQgQQIOpAAQQcSIOhAAgQdSKDOSKaHbI/a3tdGQwCaV2eN/jtJawv3AaCgCYMeES9L+rSFXgAUwj46kECt87rXwew1oHs1FnRmrwHdi013IIE6b69tk/RnSYttj9j+cfm2ADSpzpDFDW00AqAcNt2BBAg6kABBBxIg6EACBB1IgKADCRB0IAGCDiTQ2LHumQwMDEx3C0W1PXutbatWrWq1Xtuz18bDGh1IgKADCRB0IAGCDiRA0IEECDqQAEEHEiDoQAIEHUiAoAMJ1Dk55BW2X7Q9bPst23e10RiA5tQ51v1LSb+MiL2250naY3tnRLxduDcADakze+2DiNhbXf9M0rCky0s3BqA5k9pHt71IUr+kV4t0A6CI2h9TtX2BpKckDUTE8XG+z+w1oEvVCrrtXnVCvjUinh7vPsxeA7pXnVfdLelBScMRcX/5lgA0rc4++kpJt0tabXuouvygcF8AGlRn9torktxCLwAK4cg4IAGCDiRA0IEECDqQAEEHEiDoQAIEHUiAoAMJOKL5w9I51r1ZfX19rdY7evRoq/VeeumlVuu1PXutbRHxtQPcWKMDCRB0IAGCDiRA0IEECDqQAEEHEiDoQAIEHUiAoAMJEHQggTpngT3X9mu236hmr93XRmMAmlPnvO7/krQ6Ik5U53d/xfYfI+IvhXsD0JA6Z4ENSSeqm73VhQ+tADNIrX102z22hySNStoZEcxeA2aQWkGPiFMRsUzSQkkrbF999n1sb7K92/buhnsE8A1N6lX3iBiTtEvS2nG+tzkiromIa5ppDUBT6rzqvsB2X3V9rqTrJe0v3BeABtV51f0ySY/Y7lHnieGJiHi2bFsAmlTnVfe/SepvoRcAhXBkHJAAQQcSIOhAAgQdSICgAwkQdCABgg4kQNCBBOocGYdpNjY21mq9Y8eOtVrv0KFDrdbLiDU6kABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEECDqQAEEHEqgd9GqIw+u2OTEkMMNMZo1+l6ThUo0AKKfuSKaFkm6WtKVsOwBKqLtGH5R0t6SvyrUCoJQ6k1pukTQaEXsmuB+z14AuVWeNvlLSOtuHJD0uabXtR8++E7PXgO41YdAj4t6IWBgRiyStl/RCRNxWvDMAjeF9dCCBSZ1KKiJ2qTM2GcAMwhodSICgAwkQdCABgg4kQNCBBAg6kABBBxIg6EACzF7D1wwODrZab2BgoNV6GbFGBxIg6EACBB1IgKADCRB0IAGCDiRA0IEECDqQAEEHEiDoQAK1DoGtTvX8maRTkr7klM7AzDKZY92/HxEfF+sEQDFsugMJ1A16SHre9h7bm0o2BKB5dTfdV0bEYdvflrTT9v6IePnMO1RPADwJAF2o1ho9Ig5X/45K2iFpxTj3YfYa0KXqTFM93/a809cl3ShpX+nGADSnzqb7pZJ22D59/8ci4rmiXQFo1IRBj4iDkpa20AuAQnh7DUiAoAMJEHQgAYIOJEDQgQQIOpAAQQcSIOhAAsxem4Jly5bN6nptz0K76KKLWq3X9uNre5bdeFijAwkQdCABgg4kQNCBBAg6kABBBxIg6EACBB1IgKADCRB0IIFaQbfdZ3u77f22h21fW7oxAM2pe6z7byQ9FxE/sj1H0nkFewLQsAmDbvtCSddJ2ihJEXFS0smybQFoUp1N96skHZH0sO3XbW+pBjn8F9ubbO+2vbvxLgF8I3WCfo6k5ZIeiIh+SZ9LuufsOzGSCehedYI+ImkkIl6tbm9XJ/gAZogJgx4RH0p63/bi6ktrJL1dtCsAjar7qvudkrZWr7gflHRHuZYANK1W0CNiSBL73sAMxZFxQAIEHUiAoAMJEHQgAYIOJEDQgQQIOpAAQQcScEQ0v1C7+YV2kbGxsVbrtT2brG3PPPNMq/U2btzYar22/79EhM/+Gmt0IAGCDiRA0IEECDqQAEEHEiDoQAIEHUiAoAMJEHQggQmDbnux7aEzLsdtD7TQG4CGTHjOuIh4R9IySbLdI+kfknaUbQtAkya76b5G0rsR8V6JZgCUMdmgr5e0rUQjAMqpHfTqnO7rJD35P77P7DWgS9Ud4CBJN0naGxEfjffNiNgsabM0+z+mCsw0k9l03yA224EZqVbQbZ8n6QZJT5dtB0AJdUcy/VPS/MK9ACiEI+OABAg6kABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEESs1eOyJpKp9Zv0TSxw230w21qEe9tupdGRELzv5ikaBPle3dEXHNbKtFPepNdz023YEECDqQQLcFffMsrUU96k1rva7aRwdQRret0QEUQNCBBAg6kABBBxIg6EAC/wZaNZtmYJ4FnwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPoAAAECCAYAAADXWsr9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAALo0lEQVR4nO3d/2td9R3H8dfL2KLV2sh0IkbslFEQobZImRQka1XqlO6X/dDChMlG98Mmhg1E90vpPyDZD0MoVStYK1qtDtmcBRtE2HRtbWc1dWiJmFWNIrHVwortez/c05F12XISz+fkJu/nAy65N7n3vt9JeN3z5Z573o4IAZjfzpvtBgCUR9CBBAg6kABBBxIg6EACBB1IoCuCbnud7Xdtv2f7gcK1HrU9ZvtwyToT6l1te6/tYdtv276vcL0LbL9h+1BVb0vJelXNHttv2n6xdK2q3ojtt2wftL2vcK1e27tsH6n+hzcXrLWs+p3OXo7bHmjkySNiVi+SeiS9L+laSQslHZJ0fcF6t0haKelwS7/flZJWVtcXS/p74d/Pki6uri+Q9Lqk7xX+HX8l6UlJL7b0Nx2RdFlLtR6X9LPq+kJJvS3V7ZH0saRrmni+bliir5L0XkQcjYhTkp6S9MNSxSLiVUmfl3r+Sep9FBEHqusnJA1LuqpgvYiIL6ubC6pLsaOibPdJulPStlI1ZovtS9RZMDwiSRFxKiLGWyq/VtL7EfFBE0/WDUG/StKHE26PqmAQZpPtpZJWqLOULVmnx/ZBSWOS9kREyXqDku6XdKZgjXOFpJdt77e9qWCdayV9KumxatNkm+2LCtabaIOknU09WTcE3ZN8b94dl2v7YknPShqIiOMla0XE6Yi4UVKfpFW2byhRx/ZdksYiYn+J5/8/VkfESkl3SPqF7VsK1Tlfnc28hyNihaSvJBXdhyRJthdKWi/pmaaesxuCPirp6gm3+yQdm6VeirC9QJ2Q74iI59qqW61mDklaV6jEaknrbY+os8m1xvYThWr9W0Qcq76OSdqtzuZfCaOSRiesEe1SJ/il3SHpQER80tQTdkPQ/yrpu7a/U72SbZD0+1nuqTG2rc423nBEPNRCvctt91bXL5R0q6QjJWpFxIMR0RcRS9X5v70SET8uUess2xfZXnz2uqTbJRV5ByUiPpb0oe1l1bfWSnqnRK1zbFSDq+1SZ9VkVkXE17Z/KelP6uxpfDQi3i5Vz/ZOSf2SLrM9KmlzRDxSqp46S727Jb1VbTdL0m8i4g+F6l0p6XHbPeq8kD8dEa287dWSKyTt7rx+6nxJT0bESwXr3StpR7UQOirpnoK1ZHuRpNsk/bzR56125QOYx7ph1R1AYQQdSICgAwkQdCABgg4k0FVBL3w446zVoh71ZrteVwVdUpt/zFb/cdSj3mzW67agAyigyAEztjkKp0E9PT3TfsyZM2d03nkzex2/7rrrpv2YL774QkuWLJlRvRMnTkz7MSdPntSiRYtmVG9sbGzaj/kmf8/Tp0/P6HEzFRH/9UExgj4H9Pb2tlrv+eefb7Xe0NBQq/UGBwdbrTc+Pt5qvcmCzqo7kABBBxIg6EACBB1IgKADCRB0IAGCDiRA0IEEagW9zZFJAJo3ZdCrkwz+Tp1T0F4vaaPt60s3BqA5dZborY5MAtC8OkFPMzIJmK/qnNe91sik6oPybX9mF0ANdYJea2RSRGyVtFXi02tAt6mz6j6vRyYBGUy5RG97ZBKA5tWavVbNCSs1KwxAYRwZByRA0IEECDqQAEEHEiDoQAIEHUiAoAMJEHQgASa1zAH9/f2t1tu7d2+r9dp26aWXtlqPSS0AWkHQgQQIOpAAQQcSIOhAAgQdSICgAwkQdCABgg4kQNCBBOqMZHrU9pjtw200BKB5dZbo2yWtK9wHgIKmDHpEvCrp8xZ6AVAI2+hAArXO614Hs9eA7tVY0Jm9BnQvVt2BBOq8vbZT0p8lLbM9avun5dsC0KQ6QxY3ttEIgHJYdQcSIOhAAgQdSICgAwkQdCABgg4kQNCBBAg6kEBjx7pn0tvb22q9wcHBVuu17YUXXmi1Xtuz0LoBS3QgAYIOJEDQgQQIOpAAQQcSIOhAAgQdSICgAwkQdCABgg4kUOfkkFfb3mt72Pbbtu9rozEAzalzrPvXkn4dEQdsL5a03/aeiHincG8AGlJn9tpHEXGgun5C0rCkq0o3BqA509pGt71U0gpJrxfpBkARtT+mavtiSc9KGoiI45P8nNlrQJeqFXTbC9QJ+Y6IeG6y+zB7Dehedfa6W9IjkoYj4qHyLQFoWp1t9NWS7pa0xvbB6vKDwn0BaFCd2WuvSXILvQAohCPjgAQIOpAAQQcSIOhAAgQdSICgAwkQdCABgg4kMC9mr7U9C2379u2t1lu+fHmr9drW9v8vI5boQAIEHUiAoAMJEHQgAYIOJEDQgQQIOpAAQQcSIOhAAgQdSKDOWWAvsP2G7UPV7LUtbTQGoDl1jnX/p6Q1EfFldX7312z/MSL+Urg3AA2pcxbYkPRldXNBdWFAAzCH1NpGt91j+6CkMUl7IoLZa8AcUivoEXE6Im6U1Cdple0bzr2P7U2299ne13CPAL6hae11j4hxSUOS1k3ys60RcVNE3NRMawCaUmev++W2e6vrF0q6VdKRwn0BaFCdve5XSnrcdo86LwxPR8SLZdsC0KQ6e93/JmlFC70AKIQj44AECDqQAEEHEiDoQAIEHUiAoAMJEHQgAYIOJMDstTlQb8uWds/1sXnz5lbrjYyMtFovI5boQAIEHUiAoAMJEHQgAYIOJEDQgQQIOpAAQQcSIOhAAgQdSKB20KshDm/a5sSQwBwznSX6fZKGSzUCoJy6I5n6JN0paVvZdgCUUHeJPijpfklnyrUCoJQ6k1rukjQWEfunuB+z14AuVWeJvlrSetsjkp6StMb2E+feidlrQPeaMugR8WBE9EXEUkkbJL0SET8u3hmAxvA+OpDAtE4lFRFD6oxNBjCHsEQHEiDoQAIEHUiAoAMJEHQgAYIOJEDQgQQIOpDAvJi91vbsrv7+/lbrtW1gYKDVesxeK48lOpAAQQcSIOhAAgQdSICgAwkQdCABgg4kQNCBBAg6kABBBxKodQhsdarnE5JOS/qaUzoDc8t0jnX/fkR8VqwTAMWw6g4kUDfoIell2/ttbyrZEIDm1V11Xx0Rx2x/W9Ie20ci4tWJd6heAHgRALpQrSV6RByrvo5J2i1p1ST3YfYa0KXqTFO9yPbis9cl3S7pcOnGADSnzqr7FZJ22z57/ycj4qWiXQFo1JRBj4ijkpa30AuAQnh7DUiAoAMJEHQgAYIOJEDQgQQIOpAAQQcSIOhAAvNi9tp81/astyVLlrRab2hoqNV6GbFEBxIg6EACBB1IgKADCRB0IAGCDiRA0IEECDqQAEEHEiDoQAK1gm671/Yu20dsD9u+uXRjAJpT91j330p6KSJ+ZHuhpEUFewLQsCmDbvsSSbdI+okkRcQpSafKtgWgSXVW3a+V9Kmkx2y/aXtbNcjhP9jeZHuf7X2NdwngG6kT9PMlrZT0cESskPSVpAfOvRMjmYDuVSfoo5JGI+L16vYudYIPYI6YMugR8bGkD20vq761VtI7RbsC0Ki6e93vlbSj2uN+VNI95VoC0LRaQY+Ig5LY9gbmKI6MAxIg6EACBB1IgKADCRB0IAGCDiRA0IEECDqQALPX5oDx8fFW6x06dKjVeiiPJTqQAEEHEiDoQAIEHUiAoAMJEHQgAYIOJEDQgQQIOpDAlEG3vcz2wQmX47YHWugNQEOmPAQ2It6VdKMk2e6R9A9Ju8u2BaBJ0111Xyvp/Yj4oEQzAMqYbtA3SNpZohEA5dQOenVO9/WSnvkfP2f2GtClpvMx1TskHYiITyb7YURslbRVkmxHA70BaMh0Vt03itV2YE6qFXTbiyTdJum5su0AKKHuSKaTkr5VuBcAhXBkHJAAQQcSIOhAAgQdSICgAwkQdCABgg4kQNCBBAg6kIAjmv/8ie1PJc3kM+uXSfqs4Xa6oRb1qNdWvWsi4vJzv1kk6DNle19E3DTfalGPerNdj1V3IAGCDiTQbUHfOk9rUY96s1qvq7bRAZTRbUt0AAUQdCABgg4kQNCBBAg6kMC/AGeBhHJzHgWaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "digits = load_digits()\n",
    "plt.gray();\n",
    "for i in range(100):\n",
    "  plt.matshow(digits.images[i]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train,y_test = train_test_split(digits.data, digits.target,test_size = 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(solver='liblinear')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = LogisticRegression(solver = 'liblinear')\n",
    "model.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9666666666666667"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.score(X_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.matshow(digits.images[34])\n",
    "digits.target[34]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([6])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict([digits.data[34]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3, 4])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict(digits.data[0:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_predicted = model.predict(X_test)\n",
    "cm = confusion_matrix(y_test,y_predicted)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(69.0, 0.5, 'truth')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10,7))\n",
    "sns.heatmap(cm,annot = True)\n",
    "plt.xlabel('Predicted')\n",
    "plt.ylabel('truth')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}