k_nearest_neighbors.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f437f51e",
   "metadata": {},
   "source": [
    "## Importing necessary libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d05e2c88",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a030d5cd",
   "metadata": {},
   "source": [
    "## Data Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e77add68",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(16999, 1025)\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('train.csv')\n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "aa0ee92b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['4', '0', '0.1', '0.2', '0.3', '0.4', '0.5', '0.6', '0.7', '0.8',\n",
      "       ...\n",
      "       '0.553', '0.554', '0.555', '0.556', '0.557', '0.558', '0.559', '0.560',\n",
      "       '0.561', '0.562'],\n",
      "      dtype='object', length=1025)\n"
     ]
    }
   ],
   "source": [
    "print(df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ae66071c",
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>8</th>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 1025 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   4  0  0.1  0.2  0.3  0.4  0.5  0.6  0.7  0.8  ...  0.553  0.554  0.555  \\\n",
       "0  8  0    0    0    0    0    0    0    0    0  ...      0      0      0   \n",
       "1  5  0    0    0    0    0    0    0    0    0  ...      0      0      0   \n",
       "2  6  0    0    0    0    0    0    0    0    0  ...      0      0      0   \n",
       "3  2  0    0    0    0    0    0    0    0    0  ...      0      0      0   \n",
       "4  8  0    0    0    0    0    0    0    0    0  ...      0      0      0   \n",
       "5  3  0    0    0    0    0    0    0    0    0  ...      0      0      0   \n",
       "6  9  0    0    0    0    0    0    0    0    0  ...      0      0      0   \n",
       "7  4  0    0    0    0    0    0    0    0    0  ...      0      0      0   \n",
       "8  0  0    0    0    0    0    0    0    0    0  ...      0      0      0   \n",
       "9  6  0    0    0    0    0    0    0    0    0  ...      0      0      0   \n",
       "\n",
       "   0.556  0.557  0.558  0.559  0.560  0.561  0.562  \n",
       "0      0      0      0      0      0      0      0  \n",
       "1      0      0      0      0      0      0      0  \n",
       "2      0      0      0      0      0      0      0  \n",
       "3      0      0      0      0      0      0      0  \n",
       "4      0      0      0      0      0      0      0  \n",
       "5      0      0      0      0      0      0      0  \n",
       "6      0      0      0      0      0      0      0  \n",
       "7      0      0      0      0      0      0      0  \n",
       "8      0      0      0      0      0      0      0  \n",
       "9      0      0      0      0      0      0      0  \n",
       "\n",
       "[10 rows x 1025 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(n = 10) #shows the content of the first 10 rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "31c9a793",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(16999, 1025)\n"
     ]
    }
   ],
   "source": [
    "data = df.values\n",
    "print(data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e56550ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(16999, 1024) (16999,)\n",
      "11899\n"
     ]
    }
   ],
   "source": [
    "X = data[:,1:]\n",
    "y = data[:,0]\n",
    "print(X.shape,y.shape)\n",
    "\n",
    "split = int(0.7 * X.shape[0])   # Splitting our dataset into two parts.The first 70% will be used for training the model and the rest 30% will be used to predicting the output.\n",
    "print(split)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "82a4d367",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(11899, 1024) (11899,)\n",
      "(5100, 1024) (5100,)\n"
     ]
    }
   ],
   "source": [
    "X_train = X[:split, :]\n",
    "X_test = X[split:,  :]\n",
    "\n",
    "y_train = y[:split]\n",
    "y_test = y[split:]\n",
    "\n",
    "print(X_train.shape, y_train.shape)\n",
    "print(X_test.shape, y_test.shape)\n",
    "\n",
    "df = pd.DataFrame(X_test)\n",
    "df.to_csv('test.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4fdd132",
   "metadata": {},
   "source": [
    "## Visualizing Training Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "844b0cfe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\n"
     ]
    }
   ],
   "source": [
    "def drawImg(sample):               \n",
    "    img = sample.reshape((32,32))    \n",
    "    plt.imshow(img,cmap = 'gray')\n",
    "    plt.show()\n",
    "    \n",
    "\n",
    "drawImg(X_train[2])\n",
    "print(y_train[2])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27d7a9d1",
   "metadata": {},
   "source": [
    "## Implementing KNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f94da762",
   "metadata": {},
   "outputs": [],
   "source": [
    "def euclidean_distance(x1,x2):\n",
    "    return np.sqrt(np.sum((x1-x2)**2))\n",
    "\n",
    "def knn(X,Y,query_point,k=5 ):\n",
    "    vals=[]\n",
    "    m=X_train.shape[0]\n",
    "    \n",
    "    for i in range(m):\n",
    "        d=euclidean_distance(query_point,X[i])\n",
    "        vals.append((d,Y[i])) \n",
    "            \n",
    "    vals=sorted(vals)\n",
    "    #print(vals)\n",
    "    #Nearest/First k points\n",
    "    vals=vals[:k]\n",
    "    \n",
    "    vals=np.array(vals)\n",
    "    #print(vals)\n",
    "    new_vals=np.unique(vals[:,1],return_counts=True)\n",
    "    index=new_vals[1].argmax()\n",
    "    pred=new_vals[0][index]\n",
    "    \n",
    "    return pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4d0fe06d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]\n",
      " [0 0 0 ... 0 0 0]]\n",
      "[3 4 2 7 3 8 2 8 8 9 4 6 6 7 5 8 4 1 1 3 9 8 3 7 5 0 5 5 2 7 9 1 7 3 5 1 5\n",
      " 4 5 9 0 7 9 0 8 1 8 8 4 6]\n"
     ]
    }
   ],
   "source": [
    "X_test=X_test[:50]   # Taking the first 50 rows from X_test\n",
    "y_test=y_test[:50]   # Taking the first 50 rows from y_test\n",
    "print(X_test)\n",
    "print(y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f83bb3c2",
   "metadata": {},
   "source": [
    "## Making Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2c397983",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 3.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 4.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 2.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 7.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 3.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 8.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 2.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 8.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 8.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 9.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 4.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 6.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 6.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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rAIAzlBAAwBlKCADgDCUEAHCGEgIAOEMJAQCcoYQAAM5QQgAAZyghAIAzlBAAwJm4f5QDLs1m7SufzxfHmaCxq6ur85zdsWOH1dj79+/3nLVdDf+uu+7ynO3SpYvV2G3btvWctV170fbjZUaOHOk527lzZ6uxkx1XQgAAZyghAIAzlBAAwBlKCADgDCUEAHCGEgIAOEMJAQCcoYQAAM5QQgAAZyghAIAzLNvjUFpamudsSkpKHGeCZHL+/HmrfDgc9pytqamxGvvQoUOes7Y/4zZLWdku23PLLbdY5fPy8jxnWbanIa6EAADOUEIAAGcoIQCAM5QQAMAZSggA4AwlBABwhhICADhDCQEAnKGEAADOUEIAAGcoIQCAM6wd51Bubq7nbCAQsBr71KlTttMBrsgYY5W3WcfOds07Gy1atLDK33333Vb5Ll26WOXj5R//+IfrKVjjSggA4AwlBABwhhICADhDCQEAnKGEAADOUEIAAGcoIQCAM5QQAMAZSggA4AwlBABwpskt21NfX2+Vb9Ysfj2dk5PjOXvTTTdZjf3ZZ595ztr+nQCJpnXr1lb5gQMHWuVtlwWyYbME16uvvhq3ecQLV0IAAGesSqi4uFh9+vRRIBBQp06dNHLkSB04cKBBxhijoqIiZWZmqlWrVsrLy9O+fftiOmkAQHKwKqHS0lJNmjRJ27dvV0lJic6dO6f8/HzV1tZGM3PnztX8+fO1YMEClZWVKRQKadiwYaqpqYn55AEAic3qOaF169Y1uL148WJ16tRJO3fu1KBBg2SM0fPPP6+ZM2dq1KhRkqQlS5YoPT1dy5Yt0+OPPx67mQMAEt41PSdUXV0tSUpLS5MklZeXq7KyUvn5+dGM3+/X4MGDtW3btouOEYlEFA6HG2wAgKbhqkvIGKNp06Zp4MCB6tatmySpsrJSkpSent4gm56eHr3vm4qLixUMBqNbVlbW1U4JAJBgrrqEJk+erD179uhPf/rTBff5fL4Gt40xF+z72owZM1RdXR3dKioqrnZKAIAEc1XvE5oyZYreeustbdmyRZ07d47uD4VCkv5zRZSRkRHdX1VVdcHV0df8fr/8fv/VTAMAkOCsroSMMZo8ebJWrlypjRs3XvBmy5ycHIVCIZWUlET3nT17VqWlpRowYEBsZgwASBpWV0KTJk3SsmXL9Je//EWBQCD6PE8wGFSrVq3k8/k0depUzZ49W7m5ucrNzdXs2bPVunVrPfroo3E5AABA4rIqoYULF0qS8vLyGuxfvHixxo0bJ0maPn26zpw5o4kTJ+rkyZPq27evNmzYoEAgEJMJAwCSh1UJGWOumPH5fCoqKlJRUdHVzimuPvjgA6v8XXfdFaeZSO3bt/ecHTRokNXYNsdZV1dnNTaQaG644QarfM+ePa3yl3rhVSzs3r3bc3b9+vVxm0e8sHYcAMAZSggA4AwlBABwhhICADhDCQEAnKGEAADOUEIAAGcoIQCAM5QQAMAZSggA4MxVfZRDItu1a5dV/jvf+Y7nrO3SHSkpKZ6zI0eOtBr7jTfe8Jw9fPiw1dhAY9CyZUvP2e9973tWY99+++220/Hs/PnzVvk333zTc/bTTz+1nY5zXAkBAJyhhAAAzlBCAABnKCEAgDOUEADAGUoIAOAMJQQAcIYSAgA4QwkBAJyhhAAAzlBCAABnmtzace+//75VfvTo0Z6zwWDQdjqe2axhJ0kDBw70nLVdb+qrr76yygNepKamWuVt/k08+eSTVmMHAgGrvI0PPvjAKr9u3TrP2bq6OtvpOMeVEADAGUoIAOAMJQQAcIYSAgA4QwkBAJyhhAAAzlBCAABnKCEAgDOUEADAGUoIAOBMk1u2Z+3atVb5O+64w3N2ypQpVmM3a+b9/wCtW7e2GvsXv/iF5+w///lPq7Ft8+fOnbPKo/Hy+XxW+bZt23rO9uvXz2rsX/3qV56ztste2Tp27Jjn7Pz5863GPnz4sOesMcZq7MaAKyEAgDOUEADAGUoIAOAMJQQAcIYSAgA4QwkBAJyhhAAAzlBCAABnKCEAgDOUEADAGUoIAOCMzzSyxYbC4bCCwWDcxrdZr02ScnNzPWdfffVVq7EHDBhglbdhc1r/9re/WY39y1/+0iq/Z88ez9lIJGI1dn19vVW+KbBd3y01NdVztnPnzlZj//jHP/acfeKJJ6zGtpmL7d/JkSNHrPLPPvus5+yaNWusxq6pqfGcbWQP56qurla7du0um+FKCADgjFUJFRcXq0+fPgoEAurUqZNGjhypAwcONMiMGzdOPp+vwWa7Oi4AoGmwKqHS0lJNmjRJ27dvV0lJic6dO6f8/HzV1tY2yN133306duxYdLP9+AQAQNNg9XlC69ata3B78eLF6tSpk3bu3KlBgwZF9/v9foVCodjMEACQtK7pOaHq6mpJUlpaWoP9mzdvVqdOndSlSxeNHz9eVVVVlxwjEokoHA432AAATcNVl5AxRtOmTdPAgQPVrVu36P6CggK9/vrr2rhxo+bNm6eysjINHTr0kq96Ki4uVjAYjG5ZWVlXOyUAQIK56o/3njx5svbs2aN33323wf4xY8ZE/9ytWzf17t1b2dnZWrNmjUaNGnXBODNmzNC0adOit8PhMEUEAE3EVZXQlClT9NZbb2nLli1XfK1+RkaGsrOzdfDgwYve7/f75ff7r2YaAIAEZ1VCxhhNmTJFq1at0ubNm5WTk3PFrzlx4oQqKiqUkZFx1ZMEACQnq+eEJk2apD/+8Y9atmyZAoGAKisrVVlZqTNnzkiSTp06paefflrvvfeeDh8+rM2bN2v48OHq0KGDHnzwwbgcAAAgcVldCS1cuFCSlJeX12D/4sWLNW7cOKWkpGjv3r1aunSpvvzyS2VkZGjIkCFasWKFAoFAzCYNAEgOTW7tOFstWrTwnM3Pz7ca+7e//a3n7Le//W2rsW3Y/gjs27fPKr9s2TLP2U2bNlmNffjwYc/ZU6dOWY1tsy6d7d+h7RqGrVq18pxNT0+3GrtPnz6es4899pjV2Pfcc4/nrM0adpLd3/nevXutxv6///s/q/w330N5ObY/h4mMteMAAI0aJQQAcIYSAgA4QwkBAJyhhAAAzlBCAABnKCEAgDOUEADAGUoIAOAMJQQAcIZle2KoZcuWVvl7773Xc3bevHlWY+fm5nrO+nw+q7Hj6eTJk1b5Q4cOec7aLPEjSTU1NZ6zX331ldXYtkvUZGdne87anHtJyszM9JxNSUmxGtuG7bn/61//6jn74osvWo29Z88eq3xdXZ1Vvqlg2R4AQKNGCQEAnKGEAADOUEIAAGcoIQCAM5QQAMAZSggA4AwlBABwhhICADhDCQEAnKGEAADOsHacQzZrzfXt29dq7OnTp3vO2qxhJ9mve4bGzeYhoLa21mrs9957z3P2d7/7ndXYW7du9Zz94osvrMY+d+6cVR4Xx9pxAIBGjRICADhDCQEAnKGEAADOUEIAAGcoIQCAM5QQAMAZSggA4AwlBABwhhICADjDsj0Jonnz5lb57Oxsz9mxY8dajT1x4kSrfMeOHa3yuDZnz561ym/YsMFz9s9//rPV2DZL6xw9etRqbNvjxPXHsj0AgEaNEgIAOEMJAQCcoYQAAM5QQgAAZyghAIAzlBAAwBlKCADgDCUEAHCGEgIAOEMJAQCcYe04AEBcsHYcAKBRsyqhhQsXqkePHmrXrp3atWun/v376+23347eb4xRUVGRMjMz1apVK+Xl5Wnfvn0xnzQAIDlYlVDnzp01Z84c7dixQzt27NDQoUM1YsSIaNHMnTtX8+fP14IFC1RWVqZQKKRhw4appqYmLpMHACQ4c43at29vFi1aZOrr600oFDJz5syJ3ldXV2eCwaB5+eWXPY9XXV1tJLGxsbGxJfhWXV19xcf8q35O6Pz581q+fLlqa2vVv39/lZeXq7KyUvn5+dGM3+/X4MGDtW3btkuOE4lEFA6HG2wAgKbBuoT27t2rtm3byu/3a8KECVq1apXuuOMOVVZWSpLS09Mb5NPT06P3XUxxcbGCwWB0y8rKsp0SACBBWZdQ165dtXv3bm3fvl1PPPGECgsL9eGHH0bv9/l8DfLGmAv2/a8ZM2aouro6ulVUVNhOCQCQoJrbfkFqaqpuvfVWSVLv3r1VVlamF154Qc8884wkqbKyUhkZGdF8VVXVBVdH/8vv98vv99tOAwCQBK75fULGGEUiEeXk5CgUCqmkpCR639mzZ1VaWqoBAwZc67cBACQhqyuh5557TgUFBcrKylJNTY2WL1+uzZs3a926dfL5fJo6dapmz56t3Nxc5ebmavbs2WrdurUeffTReM0fAJDArEros88+09ixY3Xs2DEFg0H16NFD69at07BhwyRJ06dP15kzZzRx4kSdPHlSffv21YYNGxQIBOIyeQBAYmPtOABAXLB2HACgUaOEAADOUEIAAGcoIQCAM5QQAMAZSggA4AwlBABwhhICADhDCQEAnGl0JdTIFnAAAFwlL4/nja6EampqXE8BABADXh7PG93acfX19Tp69KgCgUCDD8MLh8PKyspSRUXFFdciSmQcZ/JoCscocZzJJhbHaYxRTU2NMjMz1azZ5a91rD/ULt6aNWumzp07X/L+du3aJfUPwNc4zuTRFI5R4jiTzbUep9eFqBvdr+MAAE0HJQQAcCZhSsjv92vWrFny+/2upxJXHGfyaArHKHGcyeZ6H2eje2ECAKDpSJgrIQBA8qGEAADOUEIAAGcoIQCAMwlTQi+99JJycnLUsmVL9erVS1u3bnU9pZgqKiqSz+drsIVCIdfTuiZbtmzR8OHDlZmZKZ/Pp9WrVze43xijoqIiZWZmqlWrVsrLy9O+ffvcTPYaXOk4x40bd8G57devn5vJXqXi4mL16dNHgUBAnTp10siRI3XgwIEGmWQ4n16OMxnO58KFC9WjR4/oG1L79++vt99+O3r/9TyXCVFCK1as0NSpUzVz5kzt2rVL99xzjwoKCnTkyBHXU4upO++8U8eOHYtue/fudT2la1JbW6uePXtqwYIFF71/7ty5mj9/vhYsWKCysjKFQiENGzYs4dYPvNJxStJ9993X4NyuXbv2Os7w2pWWlmrSpEnavn27SkpKdO7cOeXn56u2tjaaSYbz6eU4pcQ/n507d9acOXO0Y8cO7dixQ0OHDtWIESOiRXNdz6VJAN/97nfNhAkTGuy77bbbzLPPPutoRrE3a9Ys07NnT9fTiBtJZtWqVdHb9fX1JhQKmTlz5kT31dXVmWAwaF5++WUHM4yNbx6nMcYUFhaaESNGOJlPvFRVVRlJprS01BiTvOfzm8dpTHKeT2OMad++vVm0aNF1P5eN/kro7Nmz2rlzp/Lz8xvsz8/P17Zt2xzNKj4OHjyozMxM5eTk6OGHH9bHH3/sekpxU15ersrKygbn1e/3a/DgwUl3XiVp8+bN6tSpk7p06aLx48erqqrK9ZSuSXV1tSQpLS1NUvKez28e59eS6XyeP39ey5cvV21trfr373/dz2WjL6Hjx4/r/PnzSk9Pb7A/PT1dlZWVjmYVe3379tXSpUu1fv16vfLKK6qsrNSAAQN04sQJ11OLi6/PXbKfV0kqKCjQ66+/ro0bN2revHkqKyvT0KFDFYlEXE/tqhhjNG3aNA0cOFDdunWTlJzn82LHKSXP+dy7d6/atm0rv9+vCRMmaNWqVbrjjjuu+7lsdKtoX8r/fqyD9J8fkG/uS2QFBQXRP3fv3l39+/fXLbfcoiVLlmjatGkOZxZfyX5eJWnMmDHRP3fr1k29e/dWdna21qxZo1GjRjmc2dWZPHmy9uzZo3ffffeC+5LpfF7qOJPlfHbt2lW7d+/Wl19+qTfffFOFhYUqLS2N3n+9zmWjvxLq0KGDUlJSLmjgqqqqC5o6mbRp00bdu3fXwYMHXU8lLr5+5V9TO6+SlJGRoezs7IQ8t1OmTNFbb72lTZs2NfjIlWQ7n5c6zotJ1POZmpqqW2+9Vb1791ZxcbF69uypF1544bqfy0ZfQqmpqerVq5dKSkoa7C8pKdGAAQMczSr+IpGI9u/fr4yMDNdTiYucnByFQqEG5/Xs2bMqLS1N6vMqSSdOnFBFRUVCnVtjjCZPnqyVK1dq48aNysnJaXB/spzPKx3nxSTi+bwYY4wikcj1P5cxf6lDHCxfvty0aNHC/OEPfzAffvihmTp1qmnTpo05fPiw66nFzFNPPWU2b95sPv74Y7N9+3bzgx/8wAQCgYQ+xpqaGrNr1y6za9cuI8nMnz/f7Nq1y3zyySfGGGPmzJljgsGgWblypdm7d6955JFHTEZGhgmHw45nbudyx1lTU2Oeeuops23bNlNeXm42bdpk+vfvb2688caEOs4nnnjCBINBs3nzZnPs2LHodvr06WgmGc7nlY4zWc7njBkzzJYtW0x5ebnZs2ePee6550yzZs3Mhg0bjDHX91wmRAkZY8yLL75osrOzTWpqqrn77rsbvGQyGYwZM8ZkZGSYFi1amMzMTDNq1Cizb98+19O6Jps2bTKSLtgKCwuNMf95We+sWbNMKBQyfr/fDBo0yOzdu9ftpK/C5Y7z9OnTJj8/33Ts2NG0aNHC3HTTTaawsNAcOXLE9bStXOz4JJnFixdHM8lwPq90nMlyPn/+859HH087duxovv/970cLyJjrey75KAcAgDON/jkhAEDyooQAAM5QQgAAZyghAIAzlBAAwBlKCADgDCUEAHCGEgIAOEMJAQCcoYQAAM5QQgAAZyghAIAz/w8EX3zKkeZ6MgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 7.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 5.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 8.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 4.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 3.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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W97LT1CfonM8hQ4Zozf7Nb36jlS8qKrKcTUhI0Jqto7GxUSv/088Ku573339fa/b58+e18uh5Xq9X4uPjr5nhSggAYAwlBAAwhhICABhDCQEAjKGEAADGUEIAAGMoIQCAMZQQAMAYSggAYAwlBAAwpr/pBfS0cePGaeWTkpIsZwcPHqw1u76+3nL2yJEjWrO9Xq/lLFsCXZ3O78vZs2e1Zv/lL3/Ryt9yyy2Ws4sWLdKabbfbLWddLpfW7MWLF1vOHjt2TGt2TU2N5Wxra6vWbPQcroQAAMZQQgAAYyghAIAxlBAAwBhKCABgDCUEADCGEgIAGEMJAQCMoYQAAMZQQgAAYyghAIAxfW7vuI8++kgrHx8fbznbr59ep+/fv99y9qWXXtKaXV1dbTl76dIlrdm4ku7+e6dOndLKr1u3znL2rrvu0pqdk5NjOWuz2bRmp6enW87+9re/1Zqts/fiiRMntGazn2LP4UoIAGAMJQQAMIYSAgAYQwkBAIyhhAAAxlBCAABjKCEAgDGUEADAGEoIAGAMJQQAMKbPbdszfPhw00sISEhIsJxtb2/Xms22I71bW1ubVv6bb76xnP2///s/rdkjR460nPV4PFqzdbay+tWvfqU1e8uWLZaz33//vdbs1tZWrTy6jishAIAxWiVUXFwsEydOFIfDIYmJiTJz5kw5dOhQUEYpJUVFReLxeGTgwIGSnZ0tBw8eDOmiAQDRQauEKioqZMGCBVJVVSVlZWXS1tYmubm50tLSEsisWLFCVq1aJSUlJVJdXS0ul0umTZsmzc3NIV88ACCyaT0ntH379qCvV69eLYmJibJ371657777RCklr776qixdulRmzZolIiJr1qyRpKQkWb9+vTz99NOhWzkAIOJ16zkhr9crIv97gr2urk4aGxslNzc3kLHb7TJlyhTZs2fPVWf4/X7x+XxBNwBA39DlElJKSUFBgUyePFnGjBkjIiKNjY0iIpKUlBSUTUpKCjx2ueLiYnE6nYFbcnJyV5cEAIgwXS6hhQsXyoEDB+Tdd9+94rHLP31RKdXpJzIWFhaK1+sN3HQ+LREAENm69D6hRYsWyQcffCCVlZVB77txuVwi8t8rIrfbHbi/qanpiqujH9ntdrHb7V1ZBgAgwmldCSmlZOHChbJp0ybZtWuXpKamBj2empoqLpdLysrKAve1trZKRUWFZGVlhWbFAICooXUltGDBAlm/fr28//774nA4As/zOJ1OGThwoNhsNlm8eLEsW7ZM0tLSJC0tTZYtWyaDBg2SuXPnhuUAAACRS6uESktLRUQkOzs76P7Vq1fLvHnzRETkxRdflAsXLsizzz4rZ86ckYyMDNm5c6c4HI6QLBgAED20SsjKfmQ2m02KioqkqKioq2uKWJcuXdLKr1271nL222+/1Zqtu9cceje/3285+/e//11r9hdffGE5++P7/6zq7AVJV9PZ88aduf/++y1nq6qqtGafOnVKK89ejV3H3nEAAGMoIQCAMZQQAMAYSggAYAwlBAAwhhICABhDCQEAjKGEAADGUEIAAGMoIQCAMV36KIdIprP9iYhofcyE7tYdOvkbbrhBa3ZMTIzlbFtbm9Zs9DydPyunT5/Wmv3JJ59Yzv7iF7/Qmh0XF6eV1zF9+nTL2Y8++khrdmVlpVa+tbVVK4//4UoIAGAMJQQAMIYSAgAYQwkBAIyhhAAAxlBCAABjKCEAgDGUEADAGEoIAGAMJQQAMIYSAgAY0+f2jlu5cqVW/sknn7ScdblcWrOfe+45y9nk5GSt2e+9957l7D/+8Q+t2V6vVyvf0dGhlUf3XLx4USv/xRdfWM5+8803WrPT09O18jpSU1MtZ3Nzc7Vm7927VyvP3nFdx5UQAMAYSggAYAwlBAAwhhICABhDCQEAjKGEAADGUEIAAGMoIQCAMZQQAMAYSggAYEyf27Zn586dWvnJkydbzupu2+PxeCxnFyxYoDX70UcftZxdt26d1ux33nlHK3/kyBHL2QsXLmjN1tkSSCmlNTtS6W6TdPz4ccvZ3bt3a82+6667LGdjYmK0ZttsNsvZzMxMrdk33nijVv7s2bOWs33lz6FVXAkBAIyhhAAAxlBCAABjKCEAgDGUEADAGEoIAGAMJQQAMIYSAgAYQwkBAIyhhAAAxlBCAABj+tzecV9//bVW/u2337acHT58uNbsW2+91XK2Xz+9vy/o7GP33HPPac3Oy8vTyu/YscNy9vPPP9eaXVtbaznb0NCgNVtnH7v29nat2eGkuzfZxYsXLWcPHTqkNdvv91vODho0SGu2Dp3/10T094Gsq6uznO1Nf1Z6A66EAADGaJVQcXGxTJw4URwOhyQmJsrMmTOv+JvRvHnzxGazBd0mTZoU0kUDAKKDVglVVFTIggULpKqqSsrKyqStrU1yc3OlpaUlKPfggw9KQ0ND4LZt27aQLhoAEB20nhPavn170NerV6+WxMRE2bt3r9x3332B++12u/a/qQIA+p5uPSfk9XpFRCQhISHo/vLycklMTJTbb79dnnrqKWlqaup0ht/vF5/PF3QDAPQNXS4hpZQUFBTI5MmTZcyYMYH78/LyZN26dbJr1y5ZuXKlVFdXS05OTqevkikuLhan0xm4JScnd3VJAIAI0+WXaC9cuFAOHDhwxcf9zp49O/DfY8aMkfT0dElJSZGtW7fKrFmzrphTWFgoBQUFga99Ph9FBAB9RJdKaNGiRfLBBx9IZWXldd8b43a7JSUlRQ4fPnzVx+12u9jt9q4sAwAQ4bRKSCklixYtks2bN0t5ebmkpqZe99ecPn1a6uvrxe12d3mRAIDopPWc0IIFC+Sdd96R9evXi8PhkMbGRmlsbAy8s/zcuXPywgsvyBdffCHfffedlJeXy/Tp02XYsGHy8MMPh+UAAACRS+tKqLS0VEREsrOzg+5fvXq1zJs3T2JiYqS2tlbWrl0rZ8+eFbfbLVOnTpWNGzeKw+EI2aIBANFB+5/jrmXgwIFa+4SZcOrUKa38e++9Zznb2fNencnPz7ecfeyxx7RmO51Oy9n+/fWeGhw1alTY8vPnz9earfN7vmvXLq3ZOvvY1dfXa83W2a9NRKStrc1yVme/NhGRuLg4y9k77rhDa7bun61w0TlGEZEhQ4Zo5W02m1Ye/8PecQAAYyghAIAxlBAAwBhKCABgDCUEADCGEgIAGEMJAQCMoYQAAMZQQgAAYyghAIAxNnW9vXh6mM/n09pypjeJiYnRyusc55QpU7RmL1iwwHI2MzNTa/agQYO08pGqvb3dcvb8+fNas1tbW8O2Ft3ZOh+lcvmnKF+P7v8T4aK7rdITTzyhlb/8c9WuRedcRjqv1yvx8fHXzHAlBAAwhhICABhDCQEAjKGEAADGUEIAAGMoIQCAMZQQAMAYSggAYAwlBAAwhhICABhDCQEAjOlvegHRRHdPqDNnzljObtu2TWv2vn37LGd19457+OGHtfI684cNG6Y1W2ffM5vNpjVbZ98zh8OhNRvd98MPP1jOvvPOO1qzv/32W618R0eHVh7/w5UQAMAYSggAYAwlBAAwhhICABhDCQEAjKGEAADGUEIAAGMoIQCAMZQQAMAYSggAYIxNKaVML+KnfD6fOJ1O08uIeDpb1PTvr7d7U0JCglb+tttus5wdN26c1uzs7GzL2dzcXK3ZQ4cO1cqje44fP66VLy4utpz98MMPtWY3NjZq5XW37OorvF6vxMfHXzPDlRAAwBhKCABgDCUEADCGEgIAGEMJAQCMoYQAAMZQQgAAYyghAIAxlBAAwBhKCABgDCUEADCGveMAAGHB3nEAgF5Nq4RKS0tl3LhxEh8fL/Hx8ZKZmSkff/xx4HGllBQVFYnH45GBAwdKdna2HDx4MOSLBgBEB60SGj58uCxfvlxqamqkpqZGcnJyZMaMGYGiWbFihaxatUpKSkqkurpaXC6XTJs2TZqbm8OyeABAhFPdNHToUPXWW2+pjo4O5XK51PLlywOPXbx4UTmdTvX6669bnuf1epWIcOPGjRu3CL95vd7r/szv8nNC7e3tsmHDBmlpaZHMzEypq6uTxsbGoA8Os9vtMmXKFNmzZ0+nc/x+v/h8vqAbAKBv0C6h2tpaiYuLE7vdLvPnz5fNmzfLqFGjAp9EmJSUFJRPSkq65qcUFhcXi9PpDNySk5N1lwQAiFDaJXTHHXfI/v37paqqSp555hnJz8+Xr776KvD45R8rrZS65kdNFxYWitfrDdzq6+t1lwQAiFD9dX9BbGysjBgxQkRE0tPTpbq6Wv7whz/ISy+9JCL//Wx2t9sdyDc1NV1xdfRTdrtd7Ha77jIAAFGg2+8TUkqJ3++X1NRUcblcUlZWFnistbVVKioqJCsrq7vfBgAQhbSuhJYsWSJ5eXmSnJwszc3NsmHDBikvL5ft27eLzWaTxYsXy7JlyyQtLU3S0tJk2bJlMmjQIJk7d2641g8AiGBaJfT999/LE088IQ0NDeJ0OmXcuHGyfft2mTZtmoiIvPjii3LhwgV59tln5cyZM5KRkSE7d+4Uh8MRlsUDACIbe8cBAMKCveMAAL0aJQQAMIYSAgAYQwkBAIyhhAAAxlBCAABjKCEAgDGUEADAGEoIAGBMryuhXraBAwCgi6z8PO91JdTc3Gx6CQCAELDy87zX7R3X0dEhJ0+eFIfDEfRheD6fT5KTk6W+vv66exFFMo4zevSFYxThOKNNKI5TKSXNzc3i8XikX79rX+tof6hduPXr10+GDx/e6ePx8fFR/QfgRxxn9OgLxyjCcUab7h6n1Y2oe90/xwEA+g5KCABgTMSUkN1ul1deeUXsdrvppYQVxxk9+sIxinCc0aanj7PXvTABANB3RMyVEAAg+lBCAABjKCEAgDGUEADAmIgpoddee01SU1PlhhtukAkTJshnn31mekkhVVRUJDabLejmcrlML6tbKisrZfr06eLxeMRms8mWLVuCHldKSVFRkXg8Hhk4cKBkZ2fLwYMHzSy2G653nPPmzbvi3E6aNMnMYruouLhYJk6cKA6HQxITE2XmzJly6NChoEw0nE8rxxkN57O0tFTGjRsXeENqZmamfPzxx4HHe/JcRkQJbdy4URYvXixLly6Vffv2yb333it5eXly/Phx00sLqdGjR0tDQ0PgVltba3pJ3dLS0iLjx4+XkpKSqz6+YsUKWbVqlZSUlEh1dbW4XC6ZNm1axO0feL3jFBF58MEHg87ttm3benCF3VdRUSELFiyQqqoqKSsrk7a2NsnNzZWWlpZAJhrOp5XjFIn88zl8+HBZvny51NTUSE1NjeTk5MiMGTMCRdOj51JFgHvuuUfNnz8/6L6f//zn6uWXXza0otB75ZVX1Pjx400vI2xERG3evDnwdUdHh3K5XGr58uWB+y5evKicTqd6/fXXDawwNC4/TqWUys/PVzNmzDCynnBpampSIqIqKiqUUtF7Pi8/TqWi83wqpdTQoUPVW2+91ePnstdfCbW2tsrevXslNzc36P7c3FzZs2ePoVWFx+HDh8Xj8UhqaqrMmTNHjh49anpJYVNXVyeNjY1B59Vut8uUKVOi7ryKiJSXl0tiYqLcfvvt8tRTT0lTU5PpJXWL1+sVEZGEhAQRid7zeflx/iiazmd7e7ts2LBBWlpaJDMzs8fPZa8voVOnTkl7e7skJSUF3Z+UlCSNjY2GVhV6GRkZsnbtWtmxY4e8+eab0tjYKFlZWXL69GnTSwuLH89dtJ9XEZG8vDxZt26d7Nq1S1auXCnV1dWSk5Mjfr/f9NK6RCklBQUFMnnyZBkzZoyIROf5vNpxikTP+aytrZW4uDix2+0yf/582bx5s4waNarHz2Wv20W7Mz/9WAeR//4Bufy+SJaXlxf477Fjx0pmZqbcdtttsmbNGikoKDC4svCK9vMqIjJ79uzAf48ZM0bS09MlJSVFtm7dKrNmzTK4sq5ZuHChHDhwQHbv3n3FY9F0Pjs7zmg5n3fccYfs379fzp49K++9957k5+dLRUVF4PGeOpe9/kpo2LBhEhMTc0UDNzU1XdHU0WTw4MEyduxYOXz4sOmlhMWPr/zra+dVRMTtdktKSkpEnttFixbJBx98IJ9++mnQR65E2/ns7DivJlLPZ2xsrIwYMULS09OluLhYxo8fL3/4wx96/Fz2+hKKjY2VCRMmSFlZWdD9ZWVlkpWVZWhV4ef3++Xrr78Wt9tteilhkZqaKi6XK+i8tra2SkVFRVSfVxGR06dPS319fUSdW6WULFy4UDZt2iS7du2S1NTUoMej5Xxe7zivJhLP59UopcTv9/f8uQz5Sx3CYMOGDWrAgAHqz3/+s/rqq6/U4sWL1eDBg9V3331nemkh8/zzz6vy8nJ19OhRVVVVpR566CHlcDgi+hibm5vVvn371L59+5SIqFWrVql9+/apY8eOKaWUWr58uXI6nWrTpk2qtrZWPf7448rtdiufz2d45XqudZzNzc3q+eefV3v27FF1dXXq008/VZmZmermm2+OqON85plnlNPpVOXl5aqhoSFwO3/+fCATDefzescZLeezsLBQVVZWqrq6OnXgwAG1ZMkS1a9fP7Vz506lVM+ey4goIaWU+uMf/6hSUlJUbGysuvvuu4NeMhkNZs+erdxutxowYIDyeDxq1qxZ6uDBg6aX1S2ffvqpEpErbvn5+Uqp/76s95VXXlEul0vZ7XZ13333qdraWrOL7oJrHef58+dVbm6uuummm9SAAQPULbfcovLz89Xx48dNL1vL1Y5PRNTq1asDmWg4n9c7zmg5n08++WTg5+lNN92k7r///kABKdWz55KPcgAAGNPrnxMCAEQvSggAYAwlBAAwhhICABhDCQEAjKGEAADGUEIAAGMoIQCAMZQQAMAYSggAYAwlBAAwhhICABjz/9VmyG8s2ipNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 9.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 8.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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wuNqTna5k69atRmPv2LHDKJ+fn2+UNzFgwADX2fvuu89o7EjvHeeGcQnl5eVd8z/zli1bbmhCAIDOg73jAADWUEIAAGsoIQCANZQQAMAaSggAYA0lBACwhhICAFhDCQEArKGEAADWUEIAAGsi/lYOAGDbyZMnjfIfffSRUX78+PGus126mH3bTUpKcp394b6ebrz33ntG+UhgJQQAsIYSAgBYQwkBAKyhhAAA1lBCAABrKCEAgDWUEADAGkoIAGANJQQAsIYSAgBYw7Y9AGJea2urUf4///mPUf7MmTOusykpKUZjezwe19mBAwcajd0RsBICAFhDCQEArKGEAADWUEIAAGsoIQCANZQQAMAaSggAYA0lBACwhhICAFhDCQEArKGEAADWsHccgJjnOI5R/ttvvzXKNzQ0uM6a7h1nIpJjRworIQCANZQQAMAaSggAYA0lBACwhhICAFhDCQEArKGEAADWUEIAAGsoIQCANZQQAMAatu0BYozH47E9hRDT7XI6ikAgYJQPBoOusxkZGabTcS0uLvrWFdE3YwBAzDAqoZKSEg0fPlzJyclKTU3VlClT9MUXX7TJOI6j4uJiZWRkKDExUXl5eTp48GBYJw0AiA1GJVRRUaHZs2dr9+7dKisrU0tLi/Lz89XY2BjKLF26VMuWLVNpaakqKyvl9/s1YcIE1dfXh33yAIDoZvSY0ObNm9t8vGLFCqWmpmrv3r168MEH5TiO/vCHP2jhwoWaOnWqJGnlypVKS0vT6tWr9fTTT4dv5gCAqHdDjwldfPCuV69ekqTq6mrV1tYqPz8/lPF6vRo7dqx27tx5xTGampoUDAbbHACAzqHdJeQ4jubPn6/Ro0crJydHklRbWytJSktLa5NNS0sL3XepkpIS+Xy+0JGZmdneKQEAoky7S2jOnDk6cOCA3nvvvcvuu/Qpoo7jXPVpo0VFRQoEAqGjpqamvVMCAESZdr1OaO7cufrwww+1fft29e3bN3S73++X9P2KKD09PXR7XV3dZauji7xer7xeb3umAQCIckYrIcdxNGfOHK1bt05bt25VdnZ2m/uzs7Pl9/tVVlYWuq25uVkVFRUaNWpUeGYMAIgZRiuh2bNna/Xq1frggw+UnJwcepzH5/MpMTFRHo9H8+bN0+LFi9W/f3/1799fixcvVvfu3TV9+vSInAAAIHoZldDy5cslSXl5eW1uX7FihWbMmCFJeuGFF3T27Fk9++yzOnXqlHJzc/XJJ58oOTk5LBMGAMQOoxJysw+Ux+NRcXGxiouL2zsnoEMw2YMtPj7eaGzTH8puvfVW11nTx1hNzrOlpcVo7IaGBtfZU6dOGY199uxZ19kLFy4YjZ2UlGSU7969u1E+Ukz+vTsK9o4DAFhDCQEArKGEAADWUEIAAGsoIQCANZQQAMAaSggAYA0lBACwhhICAFhDCQEArGnXWzmgczPdoqZHjx6usykpKUZjx8W5/zmqtbXVaGyTed97771GY0+cONEo/8ADD7jORnILGdPtb7777jvX2au9+/LVfPTRR66zhw4dMhp78ODBRvmL7y4dCSb/5lVVVRGbR6SwEgIAWEMJAQCsoYQAANZQQgAAayghAIA1lBAAwBpKCABgDSUEALCGEgIAWEMJAQCsoYQAANawdxzUtWtXo/yQIUOM8rNmzXKdHTZsmNHYHo/HdfbMmTNGY5vsHXf77bcbjZ2UlGSUNznPjqRfv36us/fff7/R2E8++aTrrOnecampqUZ5k68VUzU1Na6zf/3rXyM2j0hhJQQAsIYSAgBYQwkBAKyhhAAA1lBCAABrKCEAgDWUEADAGkoIAGANJQQAsIYSAgBYw7Y9kN/vN8ovWrTIKD9x4kTX2Wjdnub8+fNG+cbGRqN8t27dXGe7dInO/9am175Xr16us6NHjzadTofx/vvvu87u2bMngjOJDFZCAABrKCEAgDWUEADAGkoIAGANJQQAsIYSAgBYQwkBAKyhhAAA1lBCAABrKCEAgDWUEADAmujcZArXFRfn/ueLwYMHG42dl5dnlI/kfnAtLS2us9u2bTMa+4MPPnCd/frrr43GPn36tFE+OTnZddZkTzVJuuWWW1xnTb9Wxo0b5zrbv39/o7E7i6SkpIhkJfOvw0hgJQQAsMaohEpKSjR8+HAlJycrNTVVU6ZM0RdffNEmM2PGDHk8njbHiBEjwjppAEBsMCqhiooKzZ49W7t371ZZWZlaWlqUn59/2bb0jzzyiI4fPx46Nm3aFNZJAwBig9FjQps3b27z8YoVK5Samqq9e/fqwQcfDN3u9XqN36MGAND53NBjQoFAQNLlD4SWl5crNTVVAwYM0MyZM1VXV3fVMZqamhQMBtscAIDOod0l5DiO5s+fr9GjRysnJyd0e0FBgd59911t3bpVL7/8siorKzV+/Hg1NTVdcZySkhL5fL7QkZmZ2d4pAQCiTLufoj1nzhwdOHBAn376aZvbp02bFvpzTk6Ohg0bpqysLG3cuFFTp069bJyioiLNnz8/9HEwGKSIAKCTaFcJzZ07Vx9++KG2b9+uvn37XjObnp6urKwsHT58+Ir3e71eeb3e9kwDABDljErIcRzNnTtX69evV3l5ubKzs6/7d06ePKmamhqlp6e3e5IAgNhk9JjQ7Nmz9c4772j16tVKTk5WbW2tamtrdfbsWUlSQ0ODnn/+ee3atUtHjhxReXm5Jk2apN69e+vRRx+NyAkAAKKX0Upo+fLlki7ftmXFihWaMWOG4uPjVVVVpVWrVun06dNKT0/XuHHjtHbtWqNtRwAAnYPxr+OuJTExUVu2bLmhCSE8TPaO69evn9HYPXr0MJ1OxFRUVLjO/va3vzUau6amxnX2ev83blRCQoLrrMlecJJ05513us5e7VmuV3Pu3DmjPC43ffp019mLL5tx68UXXzSdTtixdxwAwBpKCABgDSUEALCGEgIAWEMJAQCsoYQAANZQQgAAayghAIA1lBAAwBpKCABgjceJ9H4jhoLBoHw+n+1pRL0uXdzvyPTUU08Zjf3GG29EbC6mjh075jpbVVVlNLbH43GdTUxMNBo7Pj7eKG+y92LPnj2Nxu7du7frbLdu3YzG7ijOnDljlL+4KbNbl7679LWYfF2Zam1tNcpH8v+m9P02QikpKdfMsBICAFhDCQEArKGEAADWUEIAAGsoIQCANZQQAMAaSggAYA0lBACwhhICAFhDCQEArKGEAADWRHbjIFhz4cIF19m9e/cajb1nzx6jfG5uruus6b5aGRkZEcniyky+riSpoaHBdfbIkSNGY+/atct1dsuWLUZjnzt3zihfWlrqOvujH/3IaGwTpnsSdgSshAAA1lBCAABrKCEAgDWUEADAGkoIAGANJQQAsIYSAgBYQwkBAKyhhAAA1lBCAABr2LYnRplsr3L48GGjsV966SWj/NKlS11nBw0aZDQ2blxzc7Pr7F/+8hejsTds2OA6W1VVZTR2bW2t62xjY6PR2D6fzyh/4MAB19lIbtsTjVgJAQCsoYQAANZQQgAAayghAIA1lBAAwBpKCABgDSUEALCGEgIAWEMJAQCsoYQAANZQQgAAazyO4zi2J/FDwWDQeN8mAEDHEwgElJKScs0MKyEAgDVGJbR8+XINHjxYKSkpSklJ0ciRI/Xxxx+H7nccR8XFxcrIyFBiYqLy8vJ08ODBsE8aABAbjEqob9++WrJkifbs2aM9e/Zo/Pjxmjx5cqholi5dqmXLlqm0tFSVlZXy+/2aMGGC6uvrIzJ5AECUc25Qz549nbfeesu5cOGC4/f7nSVLloTuO3funOPz+ZzXX3/d9XiBQMCRxMHBwcER5UcgELju9/x2PybU2tqqNWvWqLGxUSNHjlR1dbVqa2uVn58fyni9Xo0dO1Y7d+686jhNTU0KBoNtDgBA52BcQlVVVerRo4e8Xq9mzZql9evX6+677w69y2FaWlqbfFpa2jXfAbGkpEQ+ny90ZGZmmk4JABCljEvorrvu0v79+7V7924988wzKiws1KFDh0L3ezyeNnnHcS677YeKiooUCARCR01NjemUAABRqovpX0hISNCdd94pSRo2bJgqKyv1yiuv6MUXX5T0/fu+p6enh/J1dXWXrY5+yOv1yuv1mk4DABADbvh1Qo7jqKmpSdnZ2fL7/SorKwvd19zcrIqKCo0aNepGPw0AIAYZrYQWLFiggoICZWZmqr6+XmvWrFF5ebk2b94sj8ejefPmafHixerfv7/69++vxYsXq3v37po+fXqk5g8AiGJGJfTtt9/qqaee0vHjx+Xz+TR48GBt3rxZEyZMkCS98MILOnv2rJ599lmdOnVKubm5+uSTT5ScnByRyQMAoht7xwEAIoK94wAAHRolBACwhhICAFhDCQEArKGEAADWUEIAAGsoIQCANZQQAMAaSggAYE2HK6EOtoEDAKCd3Hw/73AlVF9fb3sKAIAwcPP9vMPtHXfhwgUdO3ZMycnJbd4MLxgMKjMzUzU1NdfdiyiacZ6xozOco8R5xppwnKfjOKqvr1dGRobi4q691jF+U7tIi4uLU9++fa96f0pKSkx/AVzEecaOznCOEucZa270PN1uRN3hfh0HAOg8KCEAgDVRU0Jer1eLFi2S1+u1PZWI4jxjR2c4R4nzjDU3+zw73BMTAACdR9SshAAAsYcSAgBYQwkBAKyhhAAA1kRNCb322mvKzs5Wt27dNHToUO3YscP2lMKquLhYHo+nzeH3+21P64Zs375dkyZNUkZGhjwejzZs2NDmfsdxVFxcrIyMDCUmJiovL08HDx60M9kbcL3znDFjxmXXdsSIEXYm204lJSUaPny4kpOTlZqaqilTpuiLL75ok4mF6+nmPGPhei5fvlyDBw8OvSB15MiR+vjjj0P338xrGRUltHbtWs2bN08LFy7Uvn37NGbMGBUUFOjo0aO2pxZW99xzj44fPx46qqqqbE/phjQ2NmrIkCEqLS294v1Lly7VsmXLVFpaqsrKSvn9fk2YMCHq9g+83nlK0iOPPNLm2m7atOkmzvDGVVRUaPbs2dq9e7fKysrU0tKi/Px8NTY2hjKxcD3dnKcU/dezb9++WrJkifbs2aM9e/Zo/Pjxmjx5cqhobuq1dKLAAw884MyaNavNbQMHDnR+85vfWJpR+C1atMgZMmSI7WlEjCRn/fr1oY8vXLjg+P1+Z8mSJaHbzp075/h8Puf111+3MMPwuPQ8HcdxCgsLncmTJ1uZT6TU1dU5kpyKigrHcWL3el56no4Tm9fTcRynZ8+ezltvvXXTr2WHXwk1Nzdr7969ys/Pb3N7fn6+du7caWlWkXH48GFlZGQoOztbjz/+uL766ivbU4qY6upq1dbWtrmuXq9XY8eOjbnrKknl5eVKTU3VgAEDNHPmTNXV1dme0g0JBAKSpF69ekmK3et56XleFEvXs7W1VWvWrFFjY6NGjhx5069lhy+hEydOqLW1VWlpaW1uT0tLU21traVZhV9ubq5WrVqlLVu26M0331Rtba1GjRqlkydP2p5aRFy8drF+XSWpoKBA7777rrZu3aqXX35ZlZWVGj9+vJqammxPrV0cx9H8+fM1evRo5eTkSIrN63ml85Ri53pWVVWpR48e8nq9mjVrltavX6+77777pl/LDreL9tX88G0dpO+/QC69LZoVFBSE/jxo0CCNHDlSd9xxh1auXKn58+dbnFlkxfp1laRp06aF/pyTk6Nhw4YpKytLGzdu1NSpUy3OrH3mzJmjAwcO6NNPP73svli6nlc7z1i5nnfddZf279+v06dP6/3331dhYaEqKipC99+sa9nhV0K9e/dWfHz8ZQ1cV1d3WVPHkqSkJA0aNEiHDx+2PZWIuPjMv852XSUpPT1dWVlZUXlt586dqw8//FDbtm1r85YrsXY9r3aeVxKt1zMhIUF33nmnhg0bppKSEg0ZMkSvvPLKTb+WHb6EEhISNHToUJWVlbW5vaysTKNGjbI0q8hramrS559/rvT0dNtTiYjs7Gz5/f4217W5uVkVFRUxfV0l6eTJk6qpqYmqa+s4jubMmaN169Zp69atys7ObnN/rFzP653nlUTj9bwSx3HU1NR0869l2J/qEAFr1qxxunbt6rz99tvOoUOHnHnz5jlJSUnOkSNHbE8tbJ577jmnvLzc+eqrr5zdu3c7P/nJT5zk5OSoPsf6+npn3759zr59+xxJzrJly5x9+/Y5X3/9teM4jrNkyRLH5/M569atc6qqqpwnnnjCSU9Pd4LBoOWZm7nWedbX1zvPPfecs3PnTqe6utrZtm2bM3LkSOe2226LqvN85plnHJ/P55SXlzvHjx8PHWfOnAllYuF6Xu88Y+V6FhUVOdu3b3eqq6udAwcOOAsWLHDi4uKcTz75xHGcm3sto6KEHMdxXn31VScrK8tJSEhw7r///jZPmYwF06ZNc9LT052uXbs6GRkZztSpU52DBw/antYN2bZtmyPpsqOwsNBxnO+f1rto0SLH7/c7Xq/XefDBB52qqiq7k26Ha53nmTNnnPz8fKdPnz5O165dnX79+jmFhYXO0aNHbU/byJXOT5KzYsWKUCYWruf1zjNWrucvf/nL0PfTPn36OA899FCogBzn5l5L3soBAGBNh39MCAAQuyghAIA1lBAAwBpKCABgDSUEALCGEgIAWEMJAQCsoYQAANZQQgAAayghAIA1lBAAwBpKCABgzf8Ddsd+PukuzQUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 3.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 7.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 5.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 5.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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IAQCcIYQAAM4QQgAAZwghAIAzhBAAwBlCCADgDCEEAHCGEAIAOEMIAQCcIYQAAM50ubXjVq1aZVXfo0cPz7WzZ8+26p2RkeG5NiHB7vcFY4zn2tbWVqveFy9etKo/duyY59ovv/zSqvff/vY3z7WHDx+26v36669b1UeTzfW0+ZpI0n/+85+ozAF4wZ0QAMAZQggA4AwhBABwhhACADhDCAEAnCGEAADOEEIAAGcIIQCAM4QQAMAZQggA4EyXW7bn1KlTVvXl5eWea//9739b9S4uLvZce++991r1bmpq8lxru5zNv/71L6v6r7/+2nPt8ePHrXqfPXvWc21+fr5V72HDhlnVR9Pp06c9165bt86qt833ChBp3AkBAJyxCqGysjKNGDFCKSkpSk9P16RJk3Tw4MF2NcYYlZaWKisrS8nJySosLNT+/fsjOjQAID5YhVBVVZVmzpyp7du3q6KiQq2trSoqKmp3O79o0SItXrxYS5YsUXV1tYLBoMaNG6fGxsaIDw8AiG1Wjwlt2LCh3cfl5eVKT0/Xzp079dhjj8kYo7feekvz5s3T5MmTJUnLli1TRkaGVqxYoRdeeCFykwMAYt4tPSbU0NAgSerTp48kqaamRnV1dSoqKgrX+P1+jR49Wtu2bbtuj+bmZoVCoXYbAKBr6HAIGWNUUlKiRx55RAMGDJAk1dXVSbr2zdoyMjLCx76rrKxMgUAgvOXk5HR0JABAjOlwCM2aNUt79+7VRx99dM0xn8/X7mNjzDX7rpo7d64aGhrCW21tbUdHAgDEmA69Tmj27Nn6+OOPtXXrVmVnZ4f3B4NBSf+9I8rMzAzvr6+vv+FbWfv9fvn9/o6MAQCIcVZ3QsYYzZo1S6tXr9bmzZuVl5fX7nheXp6CwaAqKirC+1paWlRVVaVRo0ZFZmIAQNywuhOaOXOmVqxYob/85S9KSUkJP84TCASUnJwsn8+nOXPmaMGCBerXr5/69eunBQsWqGfPnpo6dWpUTgAAELusQmjp0qWSpMLCwnb7y8vLNX36dEnSa6+9posXL+qll17S2bNnlZ+fr02bNiklJSUiAwMA4odVCBljvrfG5/OptLRUpaWlHZ0pqnr16mVVf/VxLi/S09OteiclJXmu7d69u1XvrKwsz7V9+/a16j106FCrepu1yc6cOWPV+9tvv/Vca7t2nO3XJZps1t+70TNRb6Rnz56ea1taWqx6t7a2eq69cuWKVe9o8vKzDpHB2nEAAGcIIQCAM4QQAMAZQggA4AwhBABwhhACADhDCAEAnCGEAADOEEIAAGcIIQCAMz7TydanCIVCCgQCUev/zDPPWNXPmDHDc+2QIUOsetssIXSj92NC13D1XYy9+OKLL6x6HzhwwHPtkSNHrHrbLDd06tQpq96XLl3yXNvc3GzV22apKUm6ePGi59rLly9b9W5ra4tKrWS/DJOthoYGpaam3rSGOyEAgDOEEADAGUIIAOAMIQQAcIYQAgA4QwgBAJwhhAAAzhBCAABnCCEAgDOEEADAGUIIAOBMl1s77uDBg1b1/fr181zL+m6IRTbrjdmue2azvtvZs2etetus13b+/Hmr3mfOnLGqr62t9Vxru0aezbqBtnOXl5db1dti7TgAQKdGCAEAnCGEAADOEEIAAGcIIQCAM4QQAMAZQggA4AwhBABwhhACADhDCAEAnOlyy/bYLFEixe5SPDaX1fZrYishwfvvOrH69UbXZvP/WzR/5Nr27tatW5Qm+S+W7QEAdGqEEADAGUIIAOAMIQQAcIYQAgA4QwgBAJwhhAAAzhBCAABnCCEAgDOEEADAGUIIAOBMdBcO6oROnTplVR8MBqM0iZ3Lly9b1VdUVHiu3bNnj1XvK1euWNUXFRV5rs3Pz7fq3VnYrr9nez1t1gSzWatPkrp37+65lrX9rs/m68LXsD3uhAAAzliFUFlZmUaMGKGUlBSlp6dr0qRJOnjwYLua6dOny+fztdtGjhwZ0aEBAPHBKoSqqqo0c+ZMbd++XRUVFWptbVVRUZGampra1Y0fP14nT54Mb+vXr4/o0ACA+GD1mNCGDRvafVxeXq709HTt3LlTjz32WHi/3+/vNI+lAAA6r1t6TKihoUGS1KdPn3b7KysrlZ6erv79++v5559XfX39DXs0NzcrFAq12wAAXUOHQ8gYo5KSEj3yyCMaMGBAeH9xcbE+/PBDbd68WW+++aaqq6s1duxYNTc3X7dPWVmZAoFAeMvJyenoSACAGNPhp2jPmjVLe/fu1eeff95u/5QpU8L/PWDAAA0fPly5ublat26dJk+efE2fuXPnqqSkJPxxKBQiiACgi+hQCM2ePVsff/yxtm7dquzs7JvWZmZmKjc3V4cOHbrucb/fL7/f35ExAAAxziqEjDGaPXu21qxZo8rKSuXl5X3vvzlz5oxqa2uVmZnZ4SEBAPHJ6jGhmTNn6o9//KNWrFihlJQU1dXVqa6uThcvXpQknT9/Xq+++qq++OILHT16VJWVlZowYYLS0tL0xBNPROUEAACxy+pOaOnSpZKkwsLCdvvLy8s1ffp0JSYmat++fVq+fLnOnTunzMxMjRkzRqtWrVJKSkrEhgYAxAfrP8fdTHJysjZu3HhLA0XbJ598YlX/3HPPea5NTEy0Hccz2/WmbNYms11Pr2/fvlb16enpVvWdxenTpz3Xrl271qr3l19+aVV/9a8NXtxxxx1WvR944AHPtbbX0mYW295paWmea3v16mXV23b9PZv1FFtbW61629S3tLRY9e4MWDsOAOAMIQQAcIYQAgA4QwgBAJwhhAAAzhBCAABnCCEAgDOEEADAGUIIAOAMIQQAcKbD7ycUq/70pz9Z1RcUFHiu/d8394u0bt3sLtXEiRM9144bN86qd/fu3aNaHy3nz5+3qn/nnXc81/72t7+16n327Fmr+ra2Ns+1tstHJScne67t0aOHVe+kpCTPtbbLDd19992ea++55x6r3jZfE0lW7wht+3144cIFz7VX3+06lnAnBABwhhACADhDCAEAnCGEAADOEEIAAGcIIQCAM4QQAMAZQggA4AwhBABwhhACADhDCAEAnPEZY4zrIf5XKBRSIBCIWn/b9ammTJniufY3v/mNVe++ffta1eNaNutqvffee1a9/+///s9z7bFjx6x626wFF8t8Pl/UetuskWe79mJCgt3v51euXPFca3vtbX5E2/44t5m7IxoaGpSamnrTGu6EAADOEEIAAGcIIQCAM4QQAMAZQggA4AwhBABwhhACADhDCAEAnCGEAADOEEIAAGfs1rKIA6FQyKr+k08+8Vzbv39/q94lJSVW9V2B7ZImH330kefad955x6r38ePHPdd2lWV4bEVzVbDW1tao1OL24k4IAOAMIQQAcIYQAgA4QwgBAJwhhAAAzhBCAABnCCEAgDOEEADAGUIIAOAMIQQAcIYQAgA44zPRXNypA0KhkAKBgOsxAAC3qKGhQampqTet4U4IAOCMVQgtXbpUgwYNUmpqqlJTU1VQUKBPP/00fNwYo9LSUmVlZSk5OVmFhYXav39/xIcGAMQHqxDKzs7WwoULtWPHDu3YsUNjx47VxIkTw0GzaNEiLV68WEuWLFF1dbWCwaDGjRunxsbGqAwPAIhx5hbdeeed5oMPPjBtbW0mGAyahQsXho9dunTJBAIB895773nu19DQYCSxsbGxscX41tDQ8L0/8zv8mNCVK1e0cuVKNTU1qaCgQDU1Naqrq1NRUVG4xu/3a/To0dq2bdsN+zQ3NysUCrXbAABdg3UI7du3T71795bf79eMGTO0Zs0aPfTQQ6qrq5MkZWRktKvPyMgIH7uesrIyBQKB8JaTk2M7EgAgRlmH0AMPPKA9e/Zo+/btevHFFzVt2jR99dVX4eM+n69dvTHmmn3/a+7cuWpoaAhvtbW1tiMBAGJUN9t/kJSUpPvvv1+SNHz4cFVXV+vtt9/W66+/Lkmqq6tTZmZmuL6+vv6au6P/5ff75ff7bccAAMSBW36dkDFGzc3NysvLUzAYVEVFRfhYS0uLqqqqNGrUqFv9NACAOGR1J/TGG2+ouLhYOTk5amxs1MqVK1VZWakNGzbI5/Npzpw5WrBggfr166d+/fppwYIF6tmzp6ZOnRqt+QEAMcwqhE6dOqVnn31WJ0+eVCAQ0KBBg7RhwwaNGzdOkvTaa6/p4sWLeumll3T27Fnl5+dr06ZNSklJicrwAIDYxtpxAICoYO04AECnRggBAJwhhAAAzhBCAABnCCEAgDOEEADAGUIIAOAMIQQAcIYQAgA40+lCqJMt4AAA6CAvP887XQg1Nja6HgEAEAFefp53urXj2tradOLECaWkpLR7M7xQKKScnBzV1tZ+71pEsYzzjB9d4RwlzjPeROI8jTFqbGxUVlaWEhJufq9j/aZ20ZaQkKDs7OwbHk9NTY3rb4CrOM/40RXOUeI8482tnqfXhag73Z/jAABdByEEAHAmZkLI7/dr/vz58vv9rkeJKs4zfnSFc5Q4z3hzu8+z0z0xAQDQdcTMnRAAIP4QQgAAZwghAIAzhBAAwJmYCaF3331XeXl56tGjh4YNG6bPPvvM9UgRVVpaKp/P124LBoOux7olW7du1YQJE5SVlSWfz6e1a9e2O26MUWlpqbKyspScnKzCwkLt37/fzbC34PvOc/r06ddc25EjR7oZtoPKyso0YsQIpaSkKD09XZMmTdLBgwfb1cTD9fRynvFwPZcuXapBgwaFX5BaUFCgTz/9NHz8dl7LmAihVatWac6cOZo3b552796tRx99VMXFxTp27Jjr0SLq4Ycf1smTJ8Pbvn37XI90S5qamjR48GAtWbLkuscXLVqkxYsXa8mSJaqurlYwGNS4ceNibv3A7ztPSRo/fny7a7t+/frbOOGtq6qq0syZM7V9+3ZVVFSotbVVRUVFampqCtfEw/X0cp5S7F/P7OxsLVy4UDt27NCOHTs0duxYTZw4MRw0t/Vamhjwox/9yMyYMaPdvh/84Afml7/8paOJIm/+/Plm8ODBrseIGklmzZo14Y/b2tpMMBg0CxcuDO+7dOmSCQQC5r333nMwYWR89zyNMWbatGlm4sSJTuaJlvr6eiPJVFVVGWPi93p+9zyNic/raYwxd955p/nggw9u+7Xs9HdCLS0t2rlzp4qKitrtLyoq0rZt2xxNFR2HDh1SVlaW8vLy9NRTT+nIkSOuR4qampoa1dXVtbuufr9fo0ePjrvrKkmVlZVKT09X//799fzzz6u+vt71SLekoaFBktSnTx9J8Xs9v3ueV8XT9bxy5YpWrlyppqYmFRQU3PZr2elD6PTp07py5YoyMjLa7c/IyFBdXZ2jqSIvPz9fy5cv18aNG/X++++rrq5Oo0aN0pkzZ1yPFhVXr128X1dJKi4u1ocffqjNmzfrzTffVHV1tcaOHavm5mbXo3WIMUYlJSV65JFHNGDAAEnxeT2vd55S/FzPffv2qXfv3vL7/ZoxY4bWrFmjhx566LZfy063ivaN/O/bOkj//Qb57r5YVlxcHP7vgQMHqqCgQPfdd5+WLVumkpISh5NFV7xfV0maMmVK+L8HDBig4cOHKzc3V+vWrdPkyZMdTtYxs2bN0t69e/X5559fcyyerueNzjNerucDDzygPXv26Ny5c/rzn/+sadOmqaqqKnz8dl3LTn8nlJaWpsTExGsSuL6+/pqkjie9evXSwIEDdejQIdejRMXVZ/51tesqSZmZmcrNzY3Jazt79mx9/PHH2rJlS7u3XIm363mj87yeWL2eSUlJuv/++zV8+HCVlZVp8ODBevvtt2/7tez0IZSUlKRhw4apoqKi3f6KigqNGjXK0VTR19zcrAMHDigzM9P1KFGRl5enYDDY7rq2tLSoqqoqrq+rJJ05c0a1tbUxdW2NMZo1a5ZWr16tzZs3Ky8vr93xeLme33ee1xOL1/N6jDFqbm6+/dcy4k91iIKVK1ea7t27m9///vfmq6++MnPmzDG9evUyR48edT1axLzyyiumsrLSHDlyxGzfvt387Gc/MykpKTF9jo2NjWb37t1m9+7dRpJZvHix2b17t/nmm2+MMcYsXLjQBAIBs3r1arNv3z7z9NNPm8zMTBMKhRxPbudm59nY2GheeeUVs23bNlNTU2O2bNliCgoKzF133RVT5/niiy+aQCBgKisrzcmTJ8PbhQsXwjXxcD2/7zzj5XrOnTvXbN261dTU1Ji9e/eaN954wyQkJJhNmzYZY27vtYyJEDLGmHfeecfk5uaapKQkM3To0HZPmYwHU6ZMMZmZmaZ79+4mKyvLTJ482ezfv9/1WLdky5YtRtI127Rp04wx/31a7/z5800wGDR+v9889thjZt++fW6H7oCbneeFCxdMUVGR6du3r+nevbu5++67zbRp08yxY8dcj23leucnyZSXl4dr4uF6ft95xsv1fO6558I/T/v27Wsef/zxcAAZc3uvJW/lAABwptM/JgQAiF+EEADAGUIIAOAMIQQAcIYQAgA4QwgBAJwhhAAAzhBCAABnCCEAgDOEEADAGUIIAOAMIQQAcOb/AbMahCyXLAV7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 5.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 2.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 7.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 9.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 7.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 3.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 5.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 5.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 4.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 5.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 9.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 9.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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7duxQdXW12tvbVVpaqtbW1ljNkiVLtHTpUi1btkz19fUKBoOaOHGiWlpa4j48AKB7s3pOaPPmzZ0er1ixQhkZGdq1a5fGjh0rY4yee+45LViwQFOnTpUkrVy5UpmZmVqzZo0ee+yx+E0OAOj2ruk5oXA4LEkaOHCgJKmxsVGhUEilpaWxGr/fr3Hjxmn79u0X7RGNRhWJRDptAICe4apDyBij+fPn65577lFBQYEkKRQKSZIyMzM71WZmZsaOfV1VVZUCgUBsy83NvdqRAADdzFWH0Jw5c7Rnzx799a9/veDY119SaIy55MsMKyoqFA6HY1tTU9PVjgQA6Gau6n1Cc+fO1RtvvKG6ujrl5OTE9geDQUlf3BFlZWXF9jc3N19wd/Qlv98vv99/NWMAALo5qzshY4zmzJmj1157Tdu2bVN+fn6n4/n5+QoGg6quro7ta2trU21trYqLi+MzMQAgaVjdCc2ePVtr1qzR66+/rrS0tNjzPIFAQKmpqfL5fJo3b54WLVqkIUOGaMiQIVq0aJFuvPFGTZ8+PSEnAADovqxCaPny5ZKkkpKSTvtXrFihGTNmSJKeeuopnTlzRo8//rhOnDih0aNHa+vWrUpLS4vLwACA5GEVQl7WJfL5fKqsrFRlZeXVztRjnDp1KmG909PTE9YbwNWzfQ48IyPDc+1///tfq94dHR1W9YnA2nEAAGcIIQCAM4QQAMAZQggA4AwhBABwhhACADhDCAEAnCGEAADOEEIAAGcIIQCAM1f1UQ6Ij6NHjyas96hRozzXpqSkWPVua2uzHQeIu0t9RtnF2P4bt132ql+/fp5rH3jgAaveP/jBDzzXbtiwwar3Sy+9ZFWfCNwJAQCcIYQAAM4QQgAAZwghAIAzhBAAwBlCCADgDCEEAHCGEAIAOEMIAQCcIYQAAM4QQgAAZ3zGGON6iK+KRCIKBAKux7guJk+e7LnWdk2o8+fPe66tqKiw6v273/3Oqj4ajVrV49rYrKkmSb16ef9/0d69e1v1/sY3vuG59rvf/a5V7+zsbM+1Y8eOtepdXFxsVT9gwADPtYMGDbLqbXs9u0pvSQqHw1dch487IQCAM4QQAMAZQggA4AwhBABwhhACADhDCAEAnCGEAADOEEIAAGcIIQCAM4QQAMCZPq4H6Mk++OADz7Vnzpyx6p2amuq59re//a1Vb9tlR37/+997rj127JhV77a2Nqt6GzYrWqWkpFj1trk+ktS3b1/PtQUFBVa9x4wZ47l28ODBVr3/7//+z3Pt0KFDrXrb/p33BO3t7a5HsMadEADAGUIIAOAMIQQAcIYQAgA4QwgBAJwhhAAAzhBCAABnCCEAgDOEEADAGUIIAOAMIQQAcMZnbBbIug4ikYgCgYDrMa6LPn28L923ZcsWq94TJkywHccz238yu3fv9lz74YcfWvXet2+f59rTp09b9T5x4oTn2vHjx1v1vvPOO63q+/Xr57n29ttvt+ptu44duq6///3vVvUPPPBAgib5QjgcVnp6+mVruBMCADhjFUJVVVUaOXKk0tLSlJGRoSlTpujAgQOdambMmCGfz9dps1mlFwDQc1iFUG1trWbPnq0dO3aourpa7e3tKi0tVWtra6e6+++/X0eOHIltmzZtiuvQAIDkYPV5Qps3b+70eMWKFcrIyNCuXbs0duzY2H6/369gMBifCQEASeuanhMKh8OSpIEDB3baX1NTo4yMDN1222169NFH1dzcfMke0WhUkUik0wYA6BmuOoSMMZo/f77uueeeTp/kWFZWptWrV2vbtm169tlnVV9frwkTJigajV60T1VVlQKBQGzLzc292pEAAN3MVX+895w5c7Rnzx699957nfZPmzYt9ueCggIVFhYqLy9PGzdu1NSpUy/oU1FRofnz58ceRyIRgggAeoirCqG5c+fqjTfeUF1dnXJyci5bm5WVpby8PB08ePCix/1+v/x+/9WMAQDo5qxCyBijuXPnav369aqpqVF+fv4Vv+b48eNqampSVlbWVQ8JAEhOVs8JzZ49W3/5y1+0Zs0apaWlKRQKKRQK6cyZM5KkU6dO6cknn9T777+vQ4cOqaamRpMmTdKgQYP04IMPJuQEAADdl9Wd0PLlyyVJJSUlnfavWLFCM2bMUO/evbV3716tWrVKJ0+eVFZWlsaPH69169YpLS0tbkMDAJIDa8d1E1OmTLGqf/XVVz3X2qxh15O0t7d7ruXvsGc7deqU59qmpiar3g0NDZ5rv7xR8OrrLyyLN9aOAwB0aYQQAMAZQggA4AwhBABwhhACADhDCAEAnCGEAADOEEIAAGcIIQCAM4QQAMAZ1hrpJt566y2r+pdfftlz7axZs2zH6RFYiuf6sln6RpJCoZDn2q1bt1r1/s9//mNV//7773uuPXTokFXvo0ePeq5ta2uz6t0VcCcEAHCGEAIAOEMIAQCcIYQAAM4QQgAAZwghAIAzhBAAwBlCCADgDCEEAHCGEAIAOEMIAQCc8RljjOshvioSiSgQCLgeo9u76aabPNdu2LDBqveoUaOs6lNSUqzqcW1s1w9rbm72XLt//36r3h988IHn2i1btlj1Pnz4sOdam3XmJOn8+fNW9R0dHZ5ru9iP3IQKh8NKT0+/bA13QgAAZwghAIAzhBAAwBlCCADgDCEEAHCGEAIAOEMIAQCcIYQAAM4QQgAAZwghAIAzLNsD5eTkWNWPHj3aqn7WrFmea22XBEpLS7Oq7yrOnj1rVf/66697rl25cqVV748++shz7eeff27VOxqNeq5tb2+36o2uj2V7AABdGiEEAHCGEAIAOEMIAQCcIYQAAM4QQgAAZwghAIAzhBAAwBlCCADgDCEEAHCGEAIAOMPacQCAhGDtOABAl2YVQsuXL9ddd92l9PR0paenq6ioSG+99VbsuDFGlZWVys7OVmpqqkpKSrRv3764Dw0ASA5WIZSTk6PFixdr586d2rlzpyZMmKDJkyfHgmbJkiVaunSpli1bpvr6egWDQU2cOFEtLS0JGR4A0M2ZazRgwADzyiuvmI6ODhMMBs3ixYtjx86ePWsCgYB56aWXPPcLh8NGEhsbGxtbN9/C4fAVf+Zf9XNC58+f19q1a9Xa2qqioiI1NjYqFAqptLQ0VuP3+zVu3Dht3779kn2i0agikUinDQDQM1iH0N69e9W/f3/5/X7NnDlT69ev1x133KFQKCRJyszM7FSfmZkZO3YxVVVVCgQCsS03N9d2JABAN2UdQkOHDtXu3bu1Y8cOzZo1S+Xl5dq/f3/suM/n61RvjLlg31dVVFQoHA7HtqamJtuRAADdVB/bL0hJSdGtt94qSSosLFR9fb2ef/55/eIXv5AkhUIhZWVlxeqbm5svuDv6Kr/fL7/fbzsGACAJXPP7hIwxikajys/PVzAYVHV1dexYW1ubamtrVVxcfK3fBgCQhKzuhJ5++mmVlZUpNzdXLS0tWrt2rWpqarR582b5fD7NmzdPixYt0pAhQzRkyBAtWrRIN954o6ZPn56o+QEA3ZhVCB09elSPPPKIjhw5okAgoLvuukubN2/WxIkTJUlPPfWUzpw5o8cff1wnTpzQ6NGjtXXrVqWlpSVkeABA98bacQCAhGDtOABAl0YIAQCcIYQAAM4QQgAAZwghAIAzhBAAwBlCCADgDCEEAHCGEAIAONPlQqiLLeAAALhKXn6ed7kQamlpcT0CACAOvPw873Jrx3V0dOizzz5TWlpapw/Di0Qiys3NVVNT0xXXIurOOM/k0RPOUeI8k008ztMYo5aWFmVnZ6tXr8vf61h/qF2i9erVSzk5OZc8np6entT/AL7EeSaPnnCOEueZbK71PL0uRN3lfh0HAOg5CCEAgDPdJoT8fr8WLlwov9/vepSE4jyTR084R4nzTDbX+zy73AsTAAA9R7e5EwIAJB9CCADgDCEEAHCGEAIAONNtQujFF19Ufn6+brjhBo0YMULvvvuu65HiqrKyUj6fr9MWDAZdj3VN6urqNGnSJGVnZ8vn82nDhg2djhtjVFlZqezsbKWmpqqkpET79u1zM+w1uNJ5zpgx44JrO2bMGDfDXqWqqiqNHDlSaWlpysjI0JQpU3TgwIFONclwPb2cZzJcz+XLl+uuu+6KvSG1qKhIb731Vuz49byW3SKE1q1bp3nz5mnBggVqaGjQvffeq7KyMh0+fNj1aHF155136siRI7Ft7969rke6Jq2trRo+fLiWLVt20eNLlizR0qVLtWzZMtXX1ysYDGrixIndbv3AK52nJN1///2dru2mTZuu44TXrra2VrNnz9aOHTtUXV2t9vZ2lZaWqrW1NVaTDNfTy3lK3f965uTkaPHixdq5c6d27typCRMmaPLkybGgua7X0nQDo0aNMjNnzuy07zvf+Y755S9/6Wii+Fu4cKEZPny46zESRpJZv3597HFHR4cJBoNm8eLFsX1nz541gUDAvPTSSw4mjI+vn6cxxpSXl5vJkyc7mSdRmpubjSRTW1trjEne6/n18zQmOa+nMcYMGDDAvPLKK9f9Wnb5O6G2tjbt2rVLpaWlnfaXlpZq+/btjqZKjIMHDyo7O1v5+fl6+OGH9cknn7geKWEaGxsVCoU6XVe/369x48Yl3XWVpJqaGmVkZOi2227To48+qubmZtcjXZNwOCxJGjhwoKTkvZ5fP88vJdP1PH/+vNauXavW1lYVFRVd92vZ5UPo2LFjOn/+vDIzMzvtz8zMVCgUcjRV/I0ePVqrVq3Sli1b9PLLLysUCqm4uFjHjx93PVpCfHntkv26SlJZWZlWr16tbdu26dlnn1V9fb0mTJigaDTqerSrYozR/Pnzdc8996igoEBScl7Pi52nlDzXc+/everfv7/8fr9mzpyp9evX64477rju17LLraJ9KV/9WAfpi38gX9/XnZWVlcX+PGzYMBUVFenb3/62Vq5cqfnz5zucLLGS/bpK0rRp02J/LigoUGFhofLy8rRx40ZNnTrV4WRXZ86cOdqzZ4/ee++9C44l0/W81Hkmy/UcOnSodu/erZMnT+pvf/ubysvLVVtbGzt+va5ll78TGjRokHr37n1BAjc3N1+Q1MmkX79+GjZsmA4ePOh6lIT48pV/Pe26SlJWVpby8vK65bWdO3eu3njjDb3zzjudPnIl2a7npc7zYrrr9UxJSdGtt96qwsJCVVVVafjw4Xr++eev+7Xs8iGUkpKiESNGqLq6utP+6upqFRcXO5oq8aLRqD766CNlZWW5HiUh8vPzFQwGO13XtrY21dbWJvV1laTjx4+rqampW11bY4zmzJmj1157Tdu2bVN+fn6n48lyPa90nhfTHa/nxRhjFI1Gr/+1jPtLHRJg7dq1pm/fvuZPf/qT2b9/v5k3b57p16+fOXTokOvR4uaJJ54wNTU15pNPPjE7duwwP/zhD01aWlq3PseWlhbT0NBgGhoajCSzdOlS09DQYD799FNjjDGLFy82gUDAvPbaa2bv3r3mpz/9qcnKyjKRSMTx5HYud54tLS3miSeeMNu3bzeNjY3mnXfeMUVFReab3/xmtzrPWbNmmUAgYGpqasyRI0di2+nTp2M1yXA9r3SeyXI9KyoqTF1dnWlsbDR79uwxTz/9tOnVq5fZunWrMeb6XstuEULGGPPCCy+YvLw8k5KSYu6+++5OL5lMBtOmTTNZWVmmb9++Jjs720ydOtXs27fP9VjX5J133jGSLtjKy8uNMV+8rHfhwoUmGAwav99vxo4da/bu3et26KtwufM8ffq0KS0tNTfffLPp27evGTx4sCkvLzeHDx92PbaVi52fJLNixYpYTTJczyudZ7Jcz5/97Gexn6c333yz+d73vhcLIGOu77XkoxwAAM50+eeEAADJixACADhDCAEAnCGEAADOEEIAAGcIIQCAM4QQAMAZQggA4AwhBABwhhACADhDCAEAnCGEAADO/D+si/lYUuPpXgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 8.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 8.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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NTZowYYKMMQqFQpo3b17stZRoNKq8vDz94Q9/0KOPPnrJMSORiPx+f3dbuqRvvvnGqn7SpEkJ17777ru27QBAxgqHw8rOzr5oTY9eEwqHw5KknJwcSVJLS4va2tpUXl4eq/F6vZo4caJ27Nhx3jGi0agikUjcAQDoH7odQsYYVVdX6/bbb1dRUZEkqa2tTZKUl5cXV5uXlxe79n11dXXy+/2xIz8/v7stAQDSTLdDaM6cOdq3b5/+8pe/nHPN4/HEPTbGnHPuWzU1NQqHw7GjtbW1uy0BANJMtz4nNHfuXL355pvatm2bhg8fHjsfCAQk/W9FFAwGY+fb29vPWR19y+v1yuv1dqcNAECas1oJGWM0Z84crVmzRlu2bFFhYWHc9cLCQgUCATU0NMTOnTp1Sk1NTSopKUlOxwCAjGG1Epo9e7beeOMN/e1vf5PP54u9zuP3+5WVlSWPx6N58+Zp4cKFGjFihEaMGKGFCxdq0KBBeuCBB1JyAwCA9GUVQsuWLZMklZaWxp1fsWKFqqqqJEnz58/XiRMn9Pjjj+vYsWMqLi7W5s2b5fP5ktIwACBz9OhzQqmQ6s8JnT171qr+u69tXcoXX3xh2w4AZKyUf04IAICeIIQAAM4QQgAAZwghAIAzhBAAwBlCCADgDCEEAHCGEAIAOEMIAQCcIYQAAM5066sc0tmZM2es6k+ePJmiTgAArIQAAM4QQgAAZwghAIAzhBAAwBlCCADgDCEEAHCGEAIAOEMIAQCcIYQAAM4QQgAAZwghAIAz/W7vuLNnz1rV2+41h8zh8XgSrjXGpLATIHOxEgIAOEMIAQCcIYQAAM4QQgAAZwghAIAzhBAAwBlCCADgDCEEAHCGEAIAOEMIAQCc6Xfb9gwcONCqftCgQQnXHj9+3LYd9KKRI0da1Y8bNy7h2pUrV9q2A0CshAAADhFCAABnCCEAgDOEEADAGUIIAOAMIQQAcIYQAgA4QwgBAJwhhAAAzhBCAABnCCEAgDP9bu84W7m5uQnXtre3p7ATnM+NN96YcO1LL71kNfZ9991n2w4AS6yEAADOWIVQXV2dbr31Vvl8PuXm5mr69On6+OOP42qqqqrk8XjiDpvdiAEA/YdVCDU1NWn27NnauXOnGhoadPr0aZWXl6urqyuubsqUKTp69Gjs2LhxY1KbBgBkBqvXhN5+++24xytWrFBubq52796tCRMmxM57vV4FAoHkdAgAyFg9ek0oHA5LknJycuLONzY2Kjc3VyNHjtQjjzxy0Rfso9GoIpFI3AEA6B+6HULGGFVXV+v2229XUVFR7HxFRYVef/11bdmyRUuWLFFzc7MmT56saDR63nHq6urk9/tjR35+fndbAgCkmW6/RXvOnDnat2+f3n333bjzM2fOjP27qKhIY8eOVUFBgTZs2KAZM2acM05NTY2qq6tjjyORCEEEAP1Et0Jo7ty5evPNN7Vt2zYNHz78orXBYFAFBQU6ePDgea97vV55vd7utAEASHNWIWSM0dy5c7V27Vo1NjaqsLDwkj/T0dGh1tZWBYPBbjcJAMhMVq8JzZ49W3/+85/1xhtvyOfzqa2tTW1tbTpx4oQk6fjx43ryySf13nvv6fDhw2psbNTUqVM1bNgw3X333Sm5AQBA+rJaCS1btkySVFpaGnd+xYoVqqqq0oABA7R//36tXLlSX331lYLBoCZNmqTVq1fL5/MlrWkAQGaw/nPcxWRlZWnTpk09aijVjhw5YlV/zz33JFz7wQcf2LbTL3g8noRrf/GLX1iN/fvf/z7h2qqqKquxW1tbreoB2GPvOACAM4QQAMAZQggA4AwhBABwhhACADhDCAEAnCGEAADOEEIAAGcIIQCAM4QQAMCZbn+fULp64YUXrOrnzJmTcO3SpUutxu7s7LSq7yuGDBliVb9gwYKEa0tKSqzGnjp1asK1n376qdXYAFKPlRAAwBlCCADgDCEEAHCGEAIAOEMIAQCcIYQAAM4QQgAAZwghAIAzhBAAwBlCCADgDCEEAHDGY4wxrpv4rkgkIr/fn7Lxs7KyrOqbmpoSrv3iiy+sxn7iiScSrj1y5IjV2FdddVXCtWVlZVZjP/3001b1hw4dSri2qqrKauyOjg6regC9JxwOKzs7+6I1rIQAAM4QQgAAZwghAIAzhBAAwBlCCADgDCEEAHCGEAIAOEMIAQCcIYQAAM4QQgAAZy533UBvO3HihFX9lClTEq5dsmSJ1djNzc0J19ruruT1ehOuff/9963G/u1vf2tVv379+oRrT58+bTU2gPTGSggA4AwhBABwhhACADhDCAEAnCGEAADOEEIAAGcIIQCAM4QQAMAZQggA4AwhBABwhhACADjjMbabkqVYJBKR3+933QYAoIfC4bCys7MvWsNKCADgjFUILVu2TDfddJOys7OVnZ2t8ePH66233opdN8aotrZWoVBIWVlZKi0t1YEDB5LeNAAgM1iF0PDhw7Vo0SLt2rVLu3bt0uTJkzVt2rRY0CxevFhLly5VfX29mpubFQgEVFZWps7OzpQ0DwBIc6aHhg4dal555RVz9uxZEwgEzKJFi2LXTp48afx+v1m+fHnC44XDYSOJg4ODgyPNj3A4fMnf+d1+TejMmTNatWqVurq6NH78eLW0tKitrU3l5eWxGq/Xq4kTJ2rHjh0XHCcajSoSicQdAID+wTqE9u/fryFDhsjr9WrWrFlau3atbrjhBrW1tUmS8vLy4urz8vJi186nrq5Ofr8/duTn59u2BABIU9YhdP3112vv3r3auXOnHnvsMVVWVurDDz+MXfd4PHH1xphzzn1XTU2NwuFw7GhtbbVtCQCQpi63/YGBAwfquuuukySNHTtWzc3Neu655/TUU09Jktra2hQMBmP17e3t56yOvsvr9crr9dq2AQDIAD3+nJAxRtFoVIWFhQoEAmpoaIhdO3XqlJqamlRSUtLTpwEAZCCrldAzzzyjiooK5efnq7OzU6tWrVJjY6PefvtteTwezZs3TwsXLtSIESM0YsQILVy4UIMGDdIDDzyQqv4BAGnMKoS++OILPfjggzp69Kj8fr9uuukmvf322yorK5MkzZ8/XydOnNDjjz+uY8eOqbi4WJs3b5bP50tJ8wCA9MbecQCAlGDvOABAn0YIAQCcIYQAAM4QQgAAZwghAIAzhBAAwBlCCADgDCEEAHCGEAIAONPnQqiPbeAAAOimRH6f97kQ6uzsdN0CACAJEvl93uf2jjt79qw+//xz+Xy+uC/Di0Qiys/PV2tr6yX3Ikpn3Gfm6A/3KHGfmSYZ92mMUWdnp0KhkC677OJrHesvtUu1yy67TMOHD7/g9ezs7Iz+H+Bb3Gfm6A/3KHGfmaan95noRtR97s9xAID+gxACADiTNiHk9Xr17LPPyuv1um4lpbjPzNEf7lHiPjNNb99nn3tjAgCg/0iblRAAIPMQQgAAZwghAIAzhBAAwJm0CaEXX3xRhYWFuvLKKzVmzBht377ddUtJVVtbK4/HE3cEAgHXbfXItm3bNHXqVIVCIXk8Hq1bty7uujFGtbW1CoVCysrKUmlpqQ4cOOCm2R641H1WVVWdM7fjxo1z02w31dXV6dZbb5XP51Nubq6mT5+ujz/+OK4mE+YzkfvMhPlctmyZbrrpptgHUsePH6+33nordr035zItQmj16tWaN2+eFixYoD179uiOO+5QRUWFjhw54rq1pLrxxht19OjR2LF//37XLfVIV1eXRo8erfr6+vNeX7x4sZYuXar6+no1NzcrEAiorKws7fYPvNR9StKUKVPi5nbjxo292GHPNTU1afbs2dq5c6caGhp0+vRplZeXq6urK1aTCfOZyH1K6T+fw4cP16JFi7Rr1y7t2rVLkydP1rRp02JB06tzadLAbbfdZmbNmhV37kc/+pF5+umnHXWUfM8++6wZPXq06zZSRpJZu3Zt7PHZs2dNIBAwixYtip07efKk8fv9Zvny5Q46TI7v36cxxlRWVppp06Y56SdV2tvbjSTT1NRkjMnc+fz+fRqTmfNpjDFDhw41r7zySq/PZZ9fCZ06dUq7d+9WeXl53Pny8nLt2LHDUVepcfDgQYVCIRUWFuq+++7ToUOHXLeUMi0tLWpra4ubV6/Xq4kTJ2bcvEpSY2OjcnNzNXLkSD3yyCNqb2933VKPhMNhSVJOTo6kzJ3P79/ntzJpPs+cOaNVq1apq6tL48eP7/W57PMh9OWXX+rMmTPKy8uLO5+Xl6e2tjZHXSVfcXGxVq5cqU2bNunll19WW1ubSkpK1NHR4bq1lPh27jJ9XiWpoqJCr7/+urZs2aIlS5aoublZkydPVjQadd1atxhjVF1drdtvv11FRUWSMnM+z3efUubM5/79+zVkyBB5vV7NmjVLa9eu1Q033NDrc9nndtG+kO9+rYP0v/9Bvn8unVVUVMT+PWrUKI0fP17XXnutXnvtNVVXVzvsLLUyfV4laebMmbF/FxUVaezYsSooKNCGDRs0Y8YMh511z5w5c7Rv3z69++6751zLpPm80H1mynxef/312rt3r7766iv99a9/VWVlpZqammLXe2su+/xKaNiwYRowYMA5Cdze3n5OUmeSwYMHa9SoUTp48KDrVlLi23f+9bd5laRgMKiCgoK0nNu5c+fqzTff1NatW+O+ciXT5vNC93k+6TqfAwcO1HXXXaexY8eqrq5Oo0eP1nPPPdfrc9nnQ2jgwIEaM2aMGhoa4s43NDSopKTEUVepF41G9dFHHykYDLpuJSUKCwsVCATi5vXUqVNqamrK6HmVpI6ODrW2tqbV3BpjNGfOHK1Zs0ZbtmxRYWFh3PVMmc9L3ef5pON8no8xRtFotPfnMulvdUiBVatWmSuuuMK8+uqr5sMPPzTz5s0zgwcPNocPH3bdWtI88cQTprGx0Rw6dMjs3LnT3HXXXcbn86X1PXZ2dpo9e/aYPXv2GElm6dKlZs+ePebTTz81xhizaNEi4/f7zZo1a8z+/fvN/fffb4LBoIlEIo47t3Ox++zs7DRPPPGE2bFjh2lpaTFbt24148ePNz/84Q/T6j4fe+wx4/f7TWNjozl69Gjs+Prrr2M1mTCfl7rPTJnPmpoas23bNtPS0mL27dtnnnnmGXPZZZeZzZs3G2N6dy7TIoSMMeaFF14wBQUFZuDAgeaWW26Je8tkJpg5c6YJBoPmiiuuMKFQyMyYMcMcOHDAdVs9snXrViPpnKOystIY87+39T777LMmEAgYr9drJkyYYPbv3++26W642H1+/fXXpry83Fx99dXmiiuuMNdcc42prKw0R44ccd22lfPdnySzYsWKWE0mzOel7jNT5vPhhx+O/T69+uqrzU9/+tNYABnTu3PJVzkAAJzp868JAQAyFyEEAHCGEAIAOEMIAQCcIYQAAM4QQgAAZwghAIAzhBAAwBlCCADgDCEEAHCGEAIAOEMIAQCc+X/hdD82qnFU/QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 8.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 4.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 6.0\n"
     ]
    }
   ],
   "source": [
    "for test in X_test:\n",
    "    drawImg(test)\n",
    "    print(\"Label:\", knn(X_train, y_train, test))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c649aab1",
   "metadata": {},
   "source": [
    "## Calculating the Accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f4f08f51",
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_accuracy(X_test, y_test, X_train, y_train, k = 5):\n",
    "    \n",
    "    predictions = []\n",
    "    \n",
    "    for test_point in X_test:\n",
    "        pred_label = knn(X_train, y_train, test_point)\n",
    "        predictions.append(pred_label)\n",
    "    \n",
    "    predictions = np.array(predictions)\n",
    "    \n",
    "    accuracy = (predictions == y_test).sum() / y_test.shape[0]\n",
    "    return accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c27dc300",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.98\n"
     ]
    }
   ],
   "source": [
    "accuracy = calculate_accuracy(X_test,y_test,X_train,y_train,5)\n",
    "\n",
    "print(accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fdcfa8b",
   "metadata": {},
   "source": [
    "### So we can see that our ML model predicts the output with an accuracy of 98%"
   ]
  }
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