KarateClub - Node Classification.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4e750be2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch \n",
    "import networkx as nx \n",
    "import matplotlib.pyplot as plt "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0449066b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_graph(G, color):\n",
    "    plt.figure(figsize=(7, 7))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    nx.draw_networkx(G, pos=nx.spring_layout(G, seed=42), with_labels=True, \n",
    "                     node_color=color, cmap='Set2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1b1cb80e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_embedding(h, color, epoch=None, loss=None):\n",
    "    plt.figure(figsize=(7, 7))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    h = h.detach().cpu().numpy()\n",
    "    plt.scatter(h[:, 0], h[:, 1], s=140, c=color, cmap='Set2')\n",
    "    if epoch is not None and loss is not None:\n",
    "        plt.title(f'Epoch: {epoch}, Loss: {loss.item(): .4f}', fontsize=13)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "22b54cab",
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch_geometric.datasets import KarateClub"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2169e0ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of graphs: 1\n",
      "Number of features: 34\n",
      "Number of classes: 4\n"
     ]
    }
   ],
   "source": [
    "dataset = KarateClub()\n",
    "print(f'Number of graphs: {len(dataset)}')\n",
    "print(f'Number of features: {dataset.num_features}')\n",
    "print(f'Number of classes: {dataset.num_classes}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bcf5e2cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data(x=[34, 34], edge_index=[2, 156], y=[34], train_mask=[34])\n"
     ]
    }
   ],
   "source": [
    "data = dataset[0]\n",
    "print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ce8afd84",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0,  1],\n",
      "        [ 0,  2],\n",
      "        [ 0,  3],\n",
      "        [ 0,  4],\n",
      "        [ 0,  5],\n",
      "        [ 0,  6],\n",
      "        [ 0,  7],\n",
      "        [ 0,  8],\n",
      "        [ 0, 10],\n",
      "        [ 0, 11],\n",
      "        [ 0, 12],\n",
      "        [ 0, 13],\n",
      "        [ 0, 17],\n",
      "        [ 0, 19],\n",
      "        [ 0, 21],\n",
      "        [ 0, 31],\n",
      "        [ 1,  0],\n",
      "        [ 1,  2],\n",
      "        [ 1,  3],\n",
      "        [ 1,  7],\n",
      "        [ 1, 13],\n",
      "        [ 1, 17],\n",
      "        [ 1, 19],\n",
      "        [ 1, 21],\n",
      "        [ 1, 30],\n",
      "        [ 2,  0],\n",
      "        [ 2,  1],\n",
      "        [ 2,  3],\n",
      "        [ 2,  7],\n",
      "        [ 2,  8],\n",
      "        [ 2,  9],\n",
      "        [ 2, 13],\n",
      "        [ 2, 27],\n",
      "        [ 2, 28],\n",
      "        [ 2, 32],\n",
      "        [ 3,  0],\n",
      "        [ 3,  1],\n",
      "        [ 3,  2],\n",
      "        [ 3,  7],\n",
      "        [ 3, 12],\n",
      "        [ 3, 13],\n",
      "        [ 4,  0],\n",
      "        [ 4,  6],\n",
      "        [ 4, 10],\n",
      "        [ 5,  0],\n",
      "        [ 5,  6],\n",
      "        [ 5, 10],\n",
      "        [ 5, 16],\n",
      "        [ 6,  0],\n",
      "        [ 6,  4],\n",
      "        [ 6,  5],\n",
      "        [ 6, 16],\n",
      "        [ 7,  0],\n",
      "        [ 7,  1],\n",
      "        [ 7,  2],\n",
      "        [ 7,  3],\n",
      "        [ 8,  0],\n",
      "        [ 8,  2],\n",
      "        [ 8, 30],\n",
      "        [ 8, 32],\n",
      "        [ 8, 33],\n",
      "        [ 9,  2],\n",
      "        [ 9, 33],\n",
      "        [10,  0],\n",
      "        [10,  4],\n",
      "        [10,  5],\n",
      "        [11,  0],\n",
      "        [12,  0],\n",
      "        [12,  3],\n",
      "        [13,  0],\n",
      "        [13,  1],\n",
      "        [13,  2],\n",
      "        [13,  3],\n",
      "        [13, 33],\n",
      "        [14, 32],\n",
      "        [14, 33],\n",
      "        [15, 32],\n",
      "        [15, 33],\n",
      "        [16,  5],\n",
      "        [16,  6],\n",
      "        [17,  0],\n",
      "        [17,  1],\n",
      "        [18, 32],\n",
      "        [18, 33],\n",
      "        [19,  0],\n",
      "        [19,  1],\n",
      "        [19, 33],\n",
      "        [20, 32],\n",
      "        [20, 33],\n",
      "        [21,  0],\n",
      "        [21,  1],\n",
      "        [22, 32],\n",
      "        [22, 33],\n",
      "        [23, 25],\n",
      "        [23, 27],\n",
      "        [23, 29],\n",
      "        [23, 32],\n",
      "        [23, 33],\n",
      "        [24, 25],\n",
      "        [24, 27],\n",
      "        [24, 31],\n",
      "        [25, 23],\n",
      "        [25, 24],\n",
      "        [25, 31],\n",
      "        [26, 29],\n",
      "        [26, 33],\n",
      "        [27,  2],\n",
      "        [27, 23],\n",
      "        [27, 24],\n",
      "        [27, 33],\n",
      "        [28,  2],\n",
      "        [28, 31],\n",
      "        [28, 33],\n",
      "        [29, 23],\n",
      "        [29, 26],\n",
      "        [29, 32],\n",
      "        [29, 33],\n",
      "        [30,  1],\n",
      "        [30,  8],\n",
      "        [30, 32],\n",
      "        [30, 33],\n",
      "        [31,  0],\n",
      "        [31, 24],\n",
      "        [31, 25],\n",
      "        [31, 28],\n",
      "        [31, 32],\n",
      "        [31, 33],\n",
      "        [32,  2],\n",
      "        [32,  8],\n",
      "        [32, 14],\n",
      "        [32, 15],\n",
      "        [32, 18],\n",
      "        [32, 20],\n",
      "        [32, 22],\n",
      "        [32, 23],\n",
      "        [32, 29],\n",
      "        [32, 30],\n",
      "        [32, 31],\n",
      "        [32, 33],\n",
      "        [33,  8],\n",
      "        [33,  9],\n",
      "        [33, 13],\n",
      "        [33, 14],\n",
      "        [33, 15],\n",
      "        [33, 18],\n",
      "        [33, 19],\n",
      "        [33, 20],\n",
      "        [33, 22],\n",
      "        [33, 23],\n",
      "        [33, 26],\n",
      "        [33, 27],\n",
      "        [33, 28],\n",
      "        [33, 29],\n",
      "        [33, 30],\n",
      "        [33, 31],\n",
      "        [33, 32]])\n"
     ]
    }
   ],
   "source": [
    "edge_index = data.edge_index\n",
    "print(edge_index.t())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7a18f61f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from torch_geometric.utils import to_networkx\n",
    "\n",
    "G = to_networkx(data, to_undirected=True)\n",
    "visualize_graph(G, color=data.y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d1a61d19",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch \n",
    "from torch.nn import Linear\n",
    "from torch_geometric.nn import GCNConv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c8e5fafc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GCN(\n",
      "  (conv1): GCNConv(34, 8)\n",
      "  (conv2): GCNConv(8, 4)\n",
      "  (conv3): GCNConv(4, 2)\n",
      "  (classifier): Linear(in_features=2, out_features=4, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "class GCN(torch.nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        torch.manual_seed(2023)\n",
    "        self.conv1 = GCNConv(dataset.num_features, 8)\n",
    "        self.conv2 = GCNConv(8, 4)\n",
    "        self.conv3 = GCNConv(4, 2)\n",
    "        self.classifier = Linear(2, dataset.num_classes)\n",
    "        \n",
    "    def forward(self, x, edge_index):\n",
    "        h = self.conv1(x, edge_index)\n",
    "        h = h.tanh()\n",
    "        h = self.conv2(h, edge_index)\n",
    "        h = h.tanh() \n",
    "        h = self.conv3(h, edge_index)\n",
    "        h = h.tanh() \n",
    "        \n",
    "        out = self.classifier(h)\n",
    "        \n",
    "        return out, h\n",
    "    \n",
    "model = GCN() \n",
    "print(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0333fa67",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Embedding shape: [34, 2]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, h = model(data.x, data.edge_index)\n",
    "print(f'Embedding shape: {list(h.shape)}')\n",
    "visualize_embedding(h, color=data.y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2fbe45e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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veuuttyT1Ti/evn27vvWtb/U/fuxg5EAgoJUrV2r9+vW6+uqrdcEFF2jXrl366U9/qpycHL3++usDup36Ppzmzp2r2267rX9l3/r6er300ksDujf63pebbrpp2EGy+/bt09SpU7V48WJdfvnlQ55z5513auPGjVq6dKncbrc+/elPa/LkyVq3bp0ee+wxrV69WmvXrpXL5dLmzZu1bNkyrVmzRnPnztWECRO0bds23XvvvcrIyNDWrVvl8/l0+umny+fzaenSpSoqKlJTU5N+85vf6O2339Yf/vAHXXPNNSF/Lyfz2muvafny5f3rFiUkJOi+++5TeXm51q5dq1WrVvWf+6tf/Uq33HKL7rrrLn3961+X1Ntls2DBAu3du1f/8A//oCVLlgx6jpUrV/a3pK1Zs0ZVVVW64IILNGXKFHV2durNN9/U7373O6WkpOi5557rD3dS77oyZ555pqqrqwes7Pv444/rq1/96oDB30Ppex9vu+02/exnPwv7dQJGVXwmSwEnNtz0a0mmvLy8/3wdnUb79NNPmyVLlpikpCSTl5dnPvOZz5jm5uZB99+3b5+58cYbTX5+vvF6vaa4uNj80z/9k2lsbBx0bkdHh/n2t79t5syZYxITE43P5zNnnnnmgGnJJ1vZd8qUKWbZsmUDjoU6/brv/BN9Ha+9vd3ceeedZtq0acbr9Zr8/Hxzyy23mIMHDw55/6eeesqcc845JiUlxWRkZJhLLrnEbN68edB5jz32mJFk/t//+3/D1tw3bXckdW/ZssWsWbPGZGdnG6/Xa0pLS83Xv/5109nZ2X9OXV2d+exnP2sWLFhgMjMzTVJSkpk2bZr51Kc+ZQ4cONB/3s9//nOzcuVKU1BQYBISEkx+fr5ZtWqVeeqppwbUF43p1302bNhgVq5cadLT001KSopZunTpkO/tL3/5SyPJ3HXXXSG9Tsfe6/e//7255JJLTGFhoUlMTDRJSUlm1qxZ5jOf+cyA1YWPVVlZaW6++WaTm5trEhMTzdy5c8299947ou+N6dewAS0ysJ7jOBH/ZY3h3XHHHfrlL3+p3bt3Kzs7O97lAIAkxsgAGKG//vWvuvPOOwkxAMYU1pEBMCJDzS4CgHijRQYAAFiLFhlYj2FeADB+0SIDAACsRZABAADWGlHXUjAYVGVlpdLT00+4pw0AAEC0GGPU0tKiSZMm9S9qOpQRBZnKykoVFRVFrTgAAICRqKioOOkGrCMKMunp6f0361sWHgAAYLQ0NzerqKioP4OcyIiCTF93UkZGBkEGAADEzHBDWhjsCwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1RrRp5Giqq6vT4cOH1d3dLbfbrbS0NE2ZMkVutzvepQEAgDEuLkGmp6dHO3fu1IEDB+T3+wc9vnXrVrlcLpWUlGj69OlKTEyMQ5UAAGCsi3mQaW1t1YsvvqhAIHDS84LBoPbs2aM9e/aouLhYc+fOpZUGAAAMENMxMm1tbXr++eeHDTHHO3DggF555ZUhW28AAMD4FbMgEwwG9eKLL8oYE9b1jY2NevPNNxUMBqNcGQAAsFXMgszBgwfV09MT0T3q6upUVVUVpYoAAIDtYhZkdu7cGZX77N27Nyr3AQAA9otJkGlvb1dHR0dU7tXY2Kjm5uao3AsAANgtJkGmsbExqverq6uL6v0AAICdYhJkuru7x/T9AACAnWISZBISEmLxNAAAYJyJSZDJzMyM6v1cLraIAgAAMQoyKSkpSk5Ojtr9JkyYELV7AQAAe8WsaaO0tDRq9/L5fFG7FwAAsFfMgkxhYaEcx4n4Pm63Wx5P3DftBgAAY0DMgozL5dJ5550X8X2mTJkShWoAAMCpIKajZn0+nzIyMiK6x6xZs6JUDQAAsF3Mp/+cfvrpYXcxlZaWyu12R7kiAABgq5gHmbS0NL3vfe8L+brJkyfTGgMAAAaIy4IsOTk5Wrp06YgWynMcR6WlpVq0aFEMKgMAADaJ2/SfjIwMrVq1SnV1ddq2bdug/ZgSEhI0depUTZ8+nQXwAADAkOI+jzknJ6d/NpMxRsFgkHEwAABgRMZUU4fjOIQYAAAwYmMqyAAAAISCIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1PPEuINr8PQG1tvvl9wfl9bqUnpogj5u8BgDAqeiUCTI1R9r11rYabd1dr0DQ9B/3elyaOyNHC2fnKtuXHMcKAQBAtFkfZDq7evT487t1oKpFjiMZM/Bxf09Qb22v0eZtNSqdkqmLz50qr9cdn2IBAEBUWd3n0tHp12/XblNFdYukwSGmT9/xXQca9Ye/ble3PxCjCgEAwGiyNsgEgkE98n+71NjSecIAczxjerugHn9ut8xILwIAAJLxSx1vS60vSK0vSp3vSCb+DQPWdi3tPtCo6rq2kK8zRtpX2ayDh1tUVJAxCpUBAHAK8R+Wmv4kNf1BCjQOfMydK2VdJ2WskTzZcSnP2haZTeU1cpzwrnUcafO22ugWBADAqcQY6chvpL3vl478YnCIkaRArVT3E2nPKqnp0VhXKMnSIFPf2KFDNa0j7lI6njHSrgMNam3vjm5hAACcKup/KtX9UFLw6NeJGEk90uGvSw3/G5PSjmVlkAmnS+l4feNlAADAcZoe622FCVXtD3rH0MSQlUGmqzugMHuVBt0HAAAcwwR6W2PC4kh195x4GvEosDLIeNwuReMlYsVfAACO0/aS1HM4zIuN1L2zd0ZTjFj5SZ6emjCm7gMAwCmj8Q+SIlk41n30HrFhZZApnpSu5MTIZo5nZSQqf0JKlCoCAOAU0VUuKZKhF4Gj94gNK4OM2+XSgtm5YU+/lqSFs/PlRHIDAABORcEoTIQJRj4pZ6SsDDKSNK80Vy5X6EHEcaQEr1tzpsdn4R4AAMY0V1IU7hG7TZqtDTLpqQm6bNn0kK9zJF1x4QwlJli7qDEAAKPHW6zI4oFb8k6JVjXDsjbISNL0okx9YPl0uVzOsN1MjiN5PS6tuWimCvPTY1MgAAC28V2lky+AN5yA5LsyWtUMy+ogI0mlU7J0wwfm6LTSHLmPdjW5XI5cjtPf9eT1uLRwdp5uuHyupkxifyUAAE4ofZXkSgv/ek++lHpO9OoZ7uli9kyjaEJmslaeXaKlZxRq294jamjuUrc/oESvWxMykzWrJEtebyRTyQAAGCdcSVLWDVL9veFdn/0RyYndZ+4pEWT6JCZ4tGBWXrzLAADAbi5fmBe6peQzo1rKcKzvWgIAAFEU7JLqfxL+9eHs0RQBggwAAHhP69NSsDXMiwNSyzqp50hUSzoZggwAAHhPw28VWTwwUvOjUSpmeKfUGBkAABABE5S6tkoRbc1s2DQSAADEgelQZCFGvdcHmqJRzYgQZAAAQC8nIUr3YYsCAAAQa45XcmdGeBO35J0YjWpGhCADAADek3GlIosHASnj8mhVMyyCDAAAeE/mVQp/nIxLSpgpJZ0WzYqGe0YAAICjvJOltAsUXkQIStk3adidnKOIIAMAAAbKv0vyFkkKcc8k399J6ZeMSkknQpABAAADuTOkov+REkslOUe/Tnhy7/9kfkjK+2JMW2MkFsQDAABD8UyQin4pNT0qNT4o+SvUG1r6gkpQkpFSlvSGmLTz41NmXJ4VAACMfa5kKevvpczrpI7XpfYNvYvdOd7eoJO2SkooimuJBBkAAHByjtPb8pKyJN6VDMIYGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYyxPvAgAAwBhjjNSxUWr8g9RVLgVbJSdZSpgi+a6S0pZJztiIEGOjCgAAMDa0/J9Ud4/k3yfJLSnw3mM9VVL7y5J7gpR9s5T5Yclx4lPnUXQtAQCAXkd+KVV9TvLvP3ogcNwJwaOH66XaH0jVX5FMTywrHIQgAwAApMaHpLr/OPoPM7JrWp6Uav61tysqTggyAACMdz11Us13w7jQSE0PSR0bol7SSBFkAAAY75oe0YhbYQZxSw2/i2Y1ISHIAAAwnpkeqfF36h//ErKA1Pa85D8czapGjCADAMB41rWtd/BuRIJS24tRKSdUBBkAAMazQGMUbuKO0n1CR5ABAADWIsgAADCeuTOjcJNAlO4TOoIMAADjWeJsyZ0d4U0cKfW8qJQTKoIMAADjmeORMq9V+JHALaUuk7wF0axqxAgyAACMd74rI7g4cDQIxQdBBgCA8c6TK+V9IYwLHSnjCinlrGhXNGIEGQAAIGVeJ034dGjXpF0k5X8lrjtge+L2zAAAYGyZcKuUUCzV3SP5D0pya+AO2C5JQcnlk7JvlrJukpz4tokQZAAAwHvSV0tpq3o3gmz8g9RZLgVbJVey5C2WMq+W0i6QHG+8K5VEkAEAAMdzHCnlfb1fYxxjZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWp54FwAAAMauxq52tfZ0yRgpzZuozIRkOY4T77L6EWQAAMAA/mBAb9Tu17OHtutAW8OAxyal+LRi0iwtyZuiJLc3ThW+xzHGmOFOam5uls/nU1NTkzIyMmJRFwAAiIMtRw7pf7a/rPYevxxJx4eEvmOJLo9uKF2ixXklo1LHSLMHLTIAAECStKFmn/5n+8v9/x6qpaPvWFewR7/Y/rLaerq1fNLMmNQ3FAb7AgAA7Wyq0S+3vyKjoQPMifx29xt6q/7gaJU1LIIMAADQI3s3y4QUYXo5kv60d5NGMFJlVBBkAAAY5w61NWp3S10YMaa39eZwR4t2NtdGu6wRIcgAADDOPV+1Uy6FP6XaJUfPVe6IYkWhPDcAABjXdjXXKhhWe0yvoIx20yIDAADioaOnO/J7BPxRqCR0BBkAAMY5r8sd+T2cyO8RDoIMAADjXE5SWgQjZHplJ6ZEpZZQjbsF8YwxOni4Vdv3HlFbh1/BoFFSoltFBRmaNTVLXk98EiUAAPFyTv40vdtQFdE9ziuYEaVqQjNugowxRlt21OnNrdVqaO6Sy5GCR8c1OY5UvueInnv9gOaV5mrxaQVKSY7//hEAAMTCwgmFSvMkqrWnK6zrvS633jdKWxUMZ1x0LfUEgvrLc7v1zKv71dDc+yYFjxmc3beGT7c/qI3lh3X/41t1pKkjDpUCABB7HpdbF06eFda1jqSlBTOU5IlPA8ApH2SCQaMnXtij3RWNIzrfGKmtw68/PLVdLW2Rj+IGAMAGq4vm6LSsSSGNlXHkaFpGjtZMXThaZQ3rlA8yb++o1e4DjQpl5WRjpI6uHq19cc/oFQYAwBjidly6rew8LZxQJKk3pJxI3yOzMvP0D3NXRGXWU7hO6TEyxhi9ufVwmNdKhw63qq6hQzlZyVGuDACAsSfB7dHHy87TG7X79Wzldu1tqZdLjpyjycVIChqjyamZumDSLJ2VN1VuV3zbRE7pIFNR3aKmlvAGLkm9g4Df2l6jC8+aEsWqAAAYu1yOoyV5JVqSV6KK1gZtrq9Qq79LRlKqJ0HzsyerJH2CHCfSCdvRcUoHmW17j8hxFFK30rGMkbburifIAADGpaK0LBWlZcW7jJM6pcfItLZ3hx1i+vh7guoJBKNTEAAAiKpTOsgEghGmmL77BKJzHwAAEF2ndJBJToy858xxpATvKf0yAQBgrVP6E7ooPz2i6x1HmpyXNmYGNAEAgIFO6SBTNn2CPO7wQ4gx0sKy/ChWBAAAoumUDjIJXrfmzshRuA0qKUkeTS/yRbcoAAAQNad0kJGkJfMmKjnRE1aYueB9xXFf6AcAAJzYKf8pnZ6aoKtWzlSC1x1SmFmxpEgzS7JHrzAAABCxUz7ISFJudoquv7RMedkpkjRkoOk7lpTo0aXLpmkRY2MAABjzTumVfY+VmZGk6y+bo+q6Nr21rUbb9h4ZsM7MxNw0LSrL04yiTLnd4yLfAQBgvXETZPoU5KSq4LypWnVuibr9QQWDQSUmeORyMcUaAADbjLsg08dxHCUmuCXFb+txAAAQGfpQAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADW8sS7AAAAMLYFgkG901Cp2s5WdQV6lOz2qjA1U6W+PDmOE9faCDIAAGBIjV3teqF6l56v2qlWf5ccOXIcyRgjIykvKV0rJs3U2fnTlOzxxqVGggwAABikvKFa9259Qd3BgHpji2RkZMx759R0tuj3e97U04fK9dnTLlB+SkbM62SMDAAAGKC8oVo/fme9uoM9/SHmZBq7OvSvb61TbUdLDKobiCADAAD6NXS1696tL/S2vozwmqCMOnv8+o931itggqNa3/EIMgAAoN+LVbuOdieFJiij2s5WvV1/aFTqOhGCDAAAkCT1BAN6vmpnCG0xA7nkaH3ljihXNdxzAgAASHqnoUqtPV1hXx+U0famw6rrbI1iVSdHkAEAAJKk2o4WOYp8XRiCDAAAiLmuQI+isb5dV6An8puMEEEGAABIkpI8XhkT3viYYyW7Y7c4HkEGAABIkgpTM8Mc5vselxwVxHBhPIIMAACQJM305SsnKS3s611ytDCnUBkJyVGsarjnBAAAkORyHK2YNDPs64MyWjEx/OvDQZABAAD9zs2fpqyEFLlCnL3kkqNSX55KfXmjVNnQxsymkbUN7Xp3Z50aW7rU3RNUUoJbudkpOm1GjtJTE+JdHgAA40KyJ0H/OG+Fvrd5nboCPQqOYNSMS47yktP1ybKlcqIx7SkEjhnB8OTm5mb5fD41NTUpIyO6A3h2VzRqw5YqVdW2Hd0a/JjiHElGml6cqffNn6j8CalRfW4AADC0wx3N+vGW9arrapMjZ8jVfl1yFJRRaUauPjlnmVK90Wt4GGn2iFuQMcbo1beq9MpblTqaV05cpCM5jqNLl05T6ZSsqDx/tLS2d6u+sVPd/oC8Hpd86YnKykiKd1kAAEQsEAxqc/1Bra/crp3NtQMec+RoUU6hlk+cqZm+vKi3xIz5ILNhS5X+tjG0jaUcSWsuKlXJZF9UagiXMUYHqlq0eXuN9hxoHBTCJmQmqWSST8UTM5STlUzXGADAerUdrarrbFVXwK9kT4IKUjLkG8XZSWM6yByub9MDj5eHda3X49Jtf7dACV53xHWEo6OrR39+dpcqa1oHdYWdyNTJPi2cnaeSyRkx7zsEAKCf8Uutz0rtr0mBZsnxSO4JUvrFUtJpisqyvlEy0uwRl8G+m8trRhwCjufvCap8d70WzI7tqGipN8T8bm25Glt6N9Qaaf17DzVp76Em5WWnaM1FpUpNjt2KhwAAKNAsNdwvNf1BCjRKcksKqrevw5EaH5ASSqWs66WMyyXHnknNMa+0o7NH5XuPhBVi+mzaVhOVJZRDYYzRY8/uUmNLV9i11za068EnytXW4Y9ucQAAnIj/kHTgQ9KRXxwNMZIUUO/o1ODR/5bUvUs6/HWp6ktSsDselYYl5kFmd0WjgsHIQsiRpk7VN3ZGqaKRqahu0aGa1ogCmDG9g4MffmZHxK8BAADD6qmXKj4i+avUG1pO5ujnUuvTUvVXJDPc+WNDzINMW4dfrih0wcW6VWPztpqodB0aI9Ue6dCeg42R3wwAgJOp/prUU6f+VpcRMb1hpumPo1VVVMU8yASj1CUUyxaNtg6/dh9ojKg15liOI20qr4nOzQAAGEr3fqn9JYUWYvo4UsP/hjeYNcZiHmSSEtyKRgZJTIzdrKX6xo6IdwM9ljG9XVUNzbHtHgMAjCNND6l3UG84jOQ/KHW8Hs2KRkXMg0xRQeTTtxO8LuVmpUShmpHp9oeTZodX39gxKvcFAEBNjym81pg+bqn5iWhVM2piHmRyspI1KS8t7PEmjiPNK82V1xO70r2e0Wn96eoenYAEABjnTI8UbIrwJgGp53BUyhlNcZkovmh2XtjdbsZIC2blRregYWSmJ47Kfb1xWtQPAHCKM1GaEGO6onOfURSXIFM6JUuFBeG1ypw5N1+ZMd7LyJeeqML88FuRTmS0AhIAYJxzkhT5mreO5MqMQjGjKy5BxuVy9MEVM5SbnRJSOCibNkHnn1E4eoWdxKKy/KgO3s7NSlZu1ujtUQEAGMccR0peqIg/5lNOj0Y1oypuaxAnJnh07cWzVDZtQu8CyScJNB63o3MWTtLF55XEba+i6UWZykxPjFqrzKKyfPZdAgCMnsy/1/CL4J2E45EyPhi1ckZLXPZa6uP1uHXxeVN13umTtWVHnd7eUTtgobtsX5IWzc5T2fQJcdskso/L5ejKlTP14ONb1eUPhN064zhSSpJXs6ZmRbdAAACOlbZMcmdLgSNhXOyW0i+R3JHPNB5tcdn9+mQCwaB6eoLyetxyRWMJ4ChraO7Un9btUHNb6PtQOI7kcbv095eUKYduJQDAaGv5q1T1xRAvckmuVGnK7yTv5FEpayRGmj3G3PaWbpdLiQmeMRliJCkrI0k3fnCuLnhfsbIyQhusm5zo0XXvn02IAQDERvpqKfdzIVzg7h0oPPk/4xpiQhHXriVbJXjdWjg7Twtm5epQTasqa1pVUd2iqtpWdft7+yNdjvpXMM5ITdCisjzNnZGjpERecgBADGXdILknSDXflYIt6m3DOH7sjFtSQEoolibeLSXOiH2dYRpzXUs2CwaN9lc1q6G5U35/QAletyZkJquoIJ2BvQCA+Ap29W4G2fCg1LX1mAdcUtqFUua1UvIZJ599E0MjzR40D0SRy+Vo6mSfpk72xbsUAAAGciVKGZf1fgU7pEBT78wkt09yvPGuLmwEGQAAxhtXcu/XKWDMDfYFAAAYKYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC1PvAsAxipjjOobO9XW4VcgGFRSgke52cnyetzxLg0AcBRBBjhOtz+g8j312lReoyNNnQMe83pcmleaowWz8pTlS4pThQCAPgQZ4Bj7K5v1l+d2qdsfHPJxf09Qm7bVaGN5jU4vy9PSM4vkcjkxrhIA0IcxMsBRuw806uFndpwwxPQxpvd/N5bX6MkX98r0HQAAxBxBBpBUe6Rdjz+/W6Fmku37juiVtypHpygAwLAIMoCk17ZUKRhmy8rrW6rV2d0T5YoAACNBkMG419bh1879DSG3xvQJBI227q6PblEAgBEhyGDce3dXnRThMJfN5TXRKQYAEBKCDMa9miPtEd+jsaVLgcDJBwkDAKKPIINxr6s7EGmDjKTe9WcAALFFkMG4l+CNzkq9Hlb8BYCYI8hg3POlJciJcE275ESPvB5+nAAg1vjNi3HvtNKcsGcsSZLjSPNn5kavIADAiBFkMO5l+5JVmJ8WdquMMdK8mTnRLQoAMCIEGUDS4nkTw2qVcRxpVkmWMtISo18UAGBYBBlA0tTJPp27aHJI1ziOlJOZrJXnlIxOUQCAYbH7NXDUknkFcrsdvfDGQTmOTthC0/fYpNw0ffDCGVGb9QQACB1BBjjKcRydObdAxQUZ2rztsMr3HFEgaOQ4kiMpeDTYFOSkalFZvkqnZMrtolETAOKJIAMcJ29CiladO1VLzyzSrgONau/0KxA0Skxwqyg/XbnZKfEuEQBwFEEGOIGkRI9OK2U2EgCMZQQZDCsQCKrLH5DH7ZLX45IT6epxAICYaOhq19+qd2lrQ5Vae7rldlzKSkjWkrwSnZFTrAS3/THA/u8Ao6LbH9C2vUe0qfyw6hs7+48neF2aOyNHC2blKduXFMcKAcAuQWO0rbFar9XsU0NXu/zBgNK8iSr15emc/GlK80ZvGYfD7c16ZN9mba4/KMmROWZHuer2Jm1trNbvdr+ppRNn6APF86wONI4xw6+e0dzcLJ/Pp6amJmVkZMSiLsSJMUYbtx7Wy5sr5e8Zejfnvlk7JZMy9P7zpyo5yRvjKgHAHkFj9HzVDj19cJvqu9rkkqPgcVvVOpImpfh0dv40LZtYGlGw2NVUq3vefU7dgZ5Bz3M8R1JxWrZuP21Ff5Bq6u7Q36p36UBrg9r83Up0e5STlKZzC6apOC077LpCNdLsQZBBP2OMnnu9QpvKa0Z0vuNI6akJuvbi2UpPTRjl6gDAHoFgUG8dOaitDVV650iVGrrbR3ytS44W5RTpipIFyktOD+l5D7U16l83r5M/2DNMhBn4fFPSs3Xt9DO07mC5NtUdlAa04Ugux1HQGBWnZeviwjk6I7c4pLrCQZBByDZsqdLfNh4K6RrHkbIzkvT3l5axngqAU0p7p1/v7KzTzv0N6ujskSQlJ3lUOiVLp83IUUry4Nbo9p5u/d+h7Xq+aoda/F0R13Bp0Wm6vGT+iM41xug7m57SobbGYVtihuJS7/jHk13rSDKSVhWW6cqShaM6ZnKk2cPeTjFEVXunXy9vqgz5OmOk+qZObdlRqzPmFoxCZXZo7/BrV0Wj2jv8ChqjpASPiidmKCcrOd6lAQhRW4dfz79RoR17j/SvH9Wnua1bNfXtennTIc0sydbSMwuVltLbIl3f2aYfbXlWtZ2tx7VnhO+JinfU4u/U9aVLhj13X2u9Ktoawn6ukYSfvjPWHSyXx3HpgyULwn6+aCHIQJL0zs46BSPYAnpTeY1On5M/7mY0Vda0alN5jXbsPyJjJJcjSU7/azkpL02LyvJUWpwll2t8vTaAjY40deqhddvV1uE/4ereRr1/xG3fd0QV1S26etVMeVMcff/tp9XY1RG1ENPnhepdmpTi04rJs0563nOVO/u7gGJhbcW7mpM1UaW+vJg834kQZCBjjDZvG9m4mBNpbuvW/spmlUz2Ramqsc0Yo5c3V+q1t6sGbGfQ+9fbe79EqmpbVVnTqimTMvSB5dPpfgPGsNb2bv3xr9vV3nniEHMsY3pbsx9at0Pts+rV2NURVpfOSPxhz0adXTBNSe4TT654s+5AzEKM1NsVtb5yR9yDDOurjzJ/T1Dle+r10qZDem7DAb206ZC27alXT2DoGUHx0NzWrdZ2f0T3cDnSwcMtUapo7Htx4yG99naVpBPvyXTsYweqmvWnp3eMqfcdwEDPv14x4hDTxxipsadN25qrRy3ESL3dPq8e3nPCx/3BgPzBwKg9/1CCMtpUV6Gm7o6YPu/xaJEZJc2tXdq0rUZbdtSp2x94r1vBGAWNlPjaAc2bmatFs/PiPuOnqys6/+fvjNJ9xrrt+47ojXeqQ7rGGKm6tk3rNxzQyrNLRqcwIEYCJqgDLUf6B7OmehM0JS1bHpe9LY5tHX7t2N8QUojp05De1NsQO8q9x09WbNWyiTOH7MIfwbydUWFktLGuQismzYzL80sEmVFxoKpZf352l3oCwfe6HI4bMdbVHdCb71brrW01WnNhqQoLQptiF01RGbvhOHK7T/0xIMaY/paYkK+V9O7OOp27aLJSWHsHFupbX+S5yp1q9ncOeCzNk6hlE0t1/sQZykq0bz+yd3bWKdwGlab0plEPMZLU2N2hhq52ZSelDnrM63LL7bgUMLFt9XU5jprj3CJD11KUVVQ36+Gnd6inJzhssjdG6gkE9dDTO3SoJn7dMqnJkedZY4xSh5iKeKqprmtTXUP4P7RBc/QXJmCZF6p26UsbHtVf9m8ZFGIkqbWnS2sr3tWXNzyqZw5ti0OFkdmx70hYOcbIKOiOXXho6+ke8rjjOJqXPal/CnXsOArEqTWoD0Emijo6e/TnZ3f1jmgf4TXGSCZo9Ogzu9TZ3TOa5Z1QcpJXxRPTFcmEI2OkWSWxW/ExXt7dVR/R6yRJb++ojU4xQIz8tWKrHti1QUFz8vk45uh8nT/u2ajH9r0dq/Kior0rvN+/xonvh/ixlk+cOarjdIYSNEYpnvgOj6BrKYre2VWnbn/oydxI6vIHtHV3vU4vy49+YSOwcHaeDlSF1yrkONKUSRnypUdvn5CxqqGlM6w+9GO1tHXLGDPupqrDTpvqKvTwvs0hX/dExTvKS0nXWXlTo1KHMUa7m2u1vmqHtjfWqDPgl9txKTMhWefkT9O5BdOU5o1g/7cwf64d48RkfEyfk+3HNDszX7lJaarrbI1ZnDEymp0Zn8+tPrTIRIkxRpvLD0d0j03lNXEbsDWtMFPpKd6wWhuMUdwCWKz5wwiqxzNGChy/yhYwBhlj9Oi+t8L+jP7zvrejMh14a0OVvrHxCd399jPaWFehFn+n/MGAOgN+VXf0bo74hdce0a+2v6KOnvBmYCYnhfd3vSNHyZ3JYQehUBSmZJ50/JHjOLpx5lkx+yPJkVScmqWS9Akxeb4TIchEycHDLWqJcApzU0uXqmrbolRRaFwuR5dfMEMulxNymDlzbv64WT8mMSHyWRkulyOPmx89jH27m2tV3dEc9mf0ka42lTeGNzi+zyuH9+jH76xXdXuzJA0ZjIykgDF6rWafvvfWurAGn84ozgy72zirOTMmLTIXFc4e9pyZvjx9fPZ5cjvOiEqKpGwj6YJhFumLBX6bRklz69ADsEL11N/2qjxO68zkT0jVVStnyutxDfsD3ff46XPydf4ZhaNf3BiRPyElojEyjsS2BbDG81W9K8WGyyVHz1fuDPv6LUcO6dc7Xh3xuMOgjA63N+vH7/Tu/ByKeaW5YbeqpLWlyR0Y3annSS6PzsgZ2UaNi3KKdMe8izQ5NVOShhwA7Bw9fnpOsVYVloVVk8+bpCS3Rz0xXr/meIyRiZKenugEj8aWLj354l79beMhXbVyprJ9EfT5hqEwP13XXzZHr2+pVvmeegWCZsDKtX3/nT8hVWfOzdfMcTDA91jzSnO1YUtoa8gcy0haNDu+q2ACI3WgtSGirqGgjA60hrf3TyAY1K93vBrWcx5sa9Czldt1cdHcEV+XnpqgacWZ2lPRGPI4OEeO8upyVZUf/u+G4Xys7FwluEf+kT3Dl6uvnn6J9rXUa33lDm1tqFJHwC+34yjdm6Sz8qbqvILpykxMkTFGnT1+vVC9K6Samvyd+ln53+R1uXVu/jStLpwz5NTw0UaQiZKEKHQ5HKu1vVsPPlGuv79ktiZkxvYv+KyMJK06t0RLFxdq6656VdW1qau7R16PW+kpXs2ZkaO8bPvWiYgGX3qiSiZnaH9lc1iDfhO87nEX/mCvjkBk3eWS1BnmPTbXHwx792gjaX3lDq0qLJPLGXnHw/LFRTp0uFVd3T0h/3xntGWop75HtROiu7yCI+mWWWdrXvbksK4vSZ+gW2adffLncBx9aMZi5SWn6y/7t6gr2NO/y/VI+IMBPVe1U89X7dJNM9+ns/OnhVVruAgyUZI/Ibop1BjJ3xPQQ+t26OYr5ioxIfZvVVKCR6fPGR+DeENx9oJJOlAZ3riBsxdMlNdDjy7skOiK/PdOKK0Ix3q2crscOWFvwNjY3aF3jlRp/oSRBwBfWqKuXjVTD63boc4wpmNnN2XLE/SoZkKNAq5gSGFgKNPSJmjNtEWaGYO9jBzH0crCMi2dWKrXa/frmYPlqupoDukeRka/2vGquoMBLZtYOkqVDsZv1CjJ9iWpMD8t4jVGjmVM77LZ7+6qj95NEbGJuWm6+PzQ/+KYPzOXYAir5KekR7TAmiNHecmhr1reHejRrubaiHaRdjmOthw5FPJ1edkpuu79sxTugucZLRmatn+aPpC/oH+MyrHcx3xIJLjcKk7N1MTkDGUlJCvDm6iClAwtm1iqr51+ib64aHVMQsyxEt0enZs/Td4Itpt4cNfr2tEY2SzeUNAiE0ULy/J18HBr1O+7qfywFpXlse7IGDJ7arYSPC498cIe+U8yPqpvTNFZCybq7AWTeA9hlfMLZmjLkcqwrzcyWlowI+TrTrR6bUjPbUzY96lr6FAkKyS45ZKqkvTVZZeoo6dbbT3dcjsupXoSlOD2yJjepQND6faKpR1NNTrQFt7Ypj5rK97VzBitL0OQiaIZRZnKn5CimiPtES+adqym1m5VVLeoeGJG9G6KiE0rytTHr1mg8j312lR+WA3NA/vzExPcWjArV/Nn5ioj7dRfLBCnnnnZk+RLSA57d+NUT4IW5RSFfF104r4T9oyr3RWNAyY5hMoYadeBRhljlOxJUPJxK986jqORTY6Oj/WVOyLuFitvrFZtR4tyw2iRCxVBJopcLkdrLirVb9duU3NrV1TDTH1jB0FmDEpMcGvh7DwtmJWr+sZOtXf6FQwaJSV6lJOVzHoxsJrLceniwjn6/Z43w7p+ZWFZWF0Uqd7EiD9IHefkq+CeTHtn6IN9jxcMGvX0BOX12rUjeKu/U5vrKyJe38+R9Lfq3VozdWEUqjo5fstGWUqSVx+6pEyT8tIkKSpjZlxO727ZGLscx1FOVrKKJ2aoZLJPBTmphBicElZMmqlzwpiFckZOsVYXzgnrOb0ut+ZmRbYBYtAYLZoQemtQNNm4fnd9Z3tU6jaSqtpDGywcLn7TjoLkJI/+bvUsXXfJbBXlR96sZkzvtF0AiDXHcXRD6RKtmDhT0tCLq/Xpe+yc/Gn66KxzIlpMb8WkyDZAzEtKD3ugbHKiJ+I/Ql2OY+UMxa5g9DYv7ghEZ6HY4dj3KlvCcRxNyk3TynNKIr6XkZQ5DjZkBDA2uRyXrptxpj43/yItyinqDywuOf3/7UiaP2GyPnvaBbqx9H1yuyL7eJmTNVHZialht8lcMHlm2IPrpxVlRtS15DjS9CKflYP7k8KcLj+UZHdsdsVmjMwo86UnqrAgTYcOt4b9g5GS7Bk3exkBGLtm+vI005enpu4ObTlSqVZ/lySjNG+i5mZNOumGhqFyOY5unX2uvv/2MwqakbfNOHJUlpmvpQXhr2NSWpyppERPWGvJSL2t6AssXcE7NyldHselHhPZavWOpIkpsRnXSYtMDCyanR92iHEcaeGsPLnCXdQAAKLMl5Cs8wqm6+KiObq4aK7OK5gR1RDTZ1pGjj49d6k8LveIxss46g1bt5WdH1GLkNvt0oJZuWF1LzlObwt6UcHoz9YZDcker96XNzXiOVVG0nkF06NR0rAIMjEwvShTWRmJIf9QOI7k9bg0b2bu6BQGAGPc3KxJ+uKCVSrLKpA0eIxO379SPAm6pPg03X7aciV5vBE/7+LTCjTBlxzG721HF5831cpupT7LJ5VGPOC3LLMgJlOvJbqWYsLlcnTlRTP1wBPlI97Dw3F6fyCuuLBUqcmR/1ACgK2K0rJ0+2krVNvRqheqd2pH42G19XTL43IrOzFFZ+VN1aKcoohWoz1egtetK1eW6qF1O9TQ3Dns723H6e0O+8CK6f2zVm1VnJat+dmT9XYYKyNLveHykhA27IyUY8zwH6vNzc3y+XxqampSRgZrmYSroblTf3p6h5pbTz6S25Hk9bp0xYWlKozCrCcAQHi6unv0/OsHtXVPvYJDLPfbt3DepLw0LV9cpIKc2O/+PBo6A37dvflpHWxvDPnaD81YHJW9lkaaPQgyMdbtD2jbniPaWH5YR5o6JWnACpKpyV4tKsvTaTNylEJLDACMCR1dPdq6q05b99Srrd2voDFKTPCoZFKGFszKU05WcrxLjLrOHr9+Vv6iyhurR3S+S45ujOLu1wSZMc4Yo6raNtU2tKvbH5DX41ZmeqKKJ2YwsBcAMCYYY7SrqUZ/qdii7Y01Q56T6PJo+aSZWj6xVNlJ0WuRIsgAAICoae7u1I6mGu1rqVfABJSRkKzitCzN8uXLE8XxSf3PN8LswWBfAAAwrIyEJJ2ZW6wzc4vjXcoATL8GAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYK0R7X5tjJHUu6U2AADAaOvLHH0Z5ERGFGRaWlokSUVFRRGWBQAAMHItLS3y+XwnfNwxw0UdScFgUJWVlUpPT5fjOFEtEAAA4HjGGLW0tGjSpElyuU48EmZEQQYAAGAsYrAvAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBa/x8iX7RTKXd25QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import time \n",
    "\n",
    "model = GCN() \n",
    "criterion = torch.nn.CrossEntropyLoss() \n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=0.01)\n",
    "\n",
    "def train(data):\n",
    "    optimizer.zero_grad() \n",
    "    out, h = model(data.x, data.edge_index)\n",
    "    loss = criterion(out[data.train_mask], data.y[data.train_mask])\n",
    "    loss.backward() \n",
    "    optimizer.step() \n",
    "    return loss, h\n",
    "\n",
    "for epoch in range(400):\n",
    "    loss, h = train(data)\n",
    "    if (epoch + 1) % 20 == 0:\n",
    "        visualize_embedding(h, color=data.y, epoch=(epoch + 1), loss=loss)\n",
    "        time.sleep(0.3)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}