kobert-with-contents.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sentiment.models import *\n",
    "from embedding import Embedding\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch import nn, optim\n",
    "from konlpy.tag import Kkma\n",
    "from konlpy.utils import pprint\n",
    "from IPython.display import clear_output\n",
    "\n",
    "from sentiment.utils import DataLoader2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "EPOCHS = 10\n",
    "BATCH_SIZE = 128\n",
    "ETA = 1e-3\n",
    "# torch.autograd.set_detect_anomaly(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dloader = DataLoader(10)\n",
    "train_loader = DataLoader2(BATCH_SIZE, mode=\"train\")\n",
    "valid_loader = DataLoader2(BATCH_SIZE, mode=\"valid\")\n",
    "test_loader = DataLoader2(BATCH_SIZE, mode=\"test\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sentiment_clf = SentimentPredictorWithContents().cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = optim.Adam(sentiment_clf.parameters(), lr=ETA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "bce_criterion = nn.BCELoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_accuracy(preds, y):\n",
    "    preds[preds >= 0.5] = 1\n",
    "    preds[preds < 0.5] = 0\n",
    "    \n",
    "    return torch.mean((y == preds).type(torch.FloatTensor))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_step(x, y):\n",
    "    N = len(x)\n",
    "    preds = []\n",
    "    \n",
    "    for doc in x:\n",
    "        embeddeds = []\n",
    "        for sen in doc:\n",
    "            try:\n",
    "                embedded = Embedding.get_sentiment_vector(sen).cuda().detach()\n",
    "                embeddeds.append(embedded)\n",
    "            except:\n",
    "                continue\n",
    "            \n",
    "        embeddeds = torch.stack(embeddeds, dim=0)\n",
    "        embeddeds = embeddeds.view(1, *embeddeds.size())\n",
    "\n",
    "        pred = sentiment_clf(embeddeds)\n",
    "        preds.append(pred)\n",
    "        \n",
    "    preds = torch.stack(preds, dim=0).view(-1)\n",
    "            \n",
    "    loss = bce_criterion(preds, y)\n",
    "    \n",
    "    optimizer.zero_grad()\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "    \n",
    "    acc = compute_accuracy(preds, y)\n",
    "    \n",
    "    return loss.item(), acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_step(x, y):\n",
    "    N = len(x)\n",
    "    preds = []\n",
    "    \n",
    "    for doc in x:\n",
    "        embeddeds = []\n",
    "        for sen in doc:\n",
    "            try:\n",
    "                embedded = Embedding.get_sentiment_vector(sen).cuda().detach()\n",
    "                embeddeds.append(embedded)\n",
    "            except:\n",
    "                continue\n",
    "            \n",
    "        embeddeds = torch.stack(embeddeds, dim=0)\n",
    "        embeddeds = embeddeds.view(1, *embeddeds.size())\n",
    "\n",
    "        pred = sentiment_clf(embeddeds)\n",
    "        preds.append(pred)\n",
    "        \n",
    "    preds = torch.stack(preds, dim=0).view(-1)\n",
    "            \n",
    "    loss = bce_criterion(preds, y)\n",
    "            \n",
    "    loss = bce_criterion(preds, y)\n",
    "    acc = compute_accuracy(preds, y)\n",
    "    \n",
    "    return loss.item(), acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_mode():\n",
    "    #sentence_enc.train()\n",
    "    #context_enc.train()\n",
    "    #mine_est.train()\n",
    "    sentiment_clf.train()\n",
    "\n",
    "def eval_mode():\n",
    "    #sentence_enc.eval()\n",
    "    #context_enc.eval()\n",
    "    #mine_est.eval()\n",
    "    sentiment_clf.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train():\n",
    "    \n",
    "    train_losses = []\n",
    "    train_accs = []\n",
    "    valid_accs = []\n",
    "    \n",
    "    for e in range(EPOCHS):\n",
    "        \n",
    "        train_loss = 0.0\n",
    "        train_acc = 0.0\n",
    "        valid_loss = 0.0\n",
    "        valid_acc = 0.0\n",
    "        \n",
    "        train_mode()\n",
    "        \n",
    "        for x, y in train_loader.next_batch():\n",
    "            y = torch.FloatTensor(y).cuda()\n",
    "            loss, acc = train_step(x, y)\n",
    "            train_loss += loss\n",
    "            train_acc += acc\n",
    "        \n",
    "#             clear_output(wait=True)\n",
    "#             print(f\"train loss: {loss:.6f}, train acc: {acc:.4f}\")\n",
    "            \n",
    "        train_loss /= len(train_loader)\n",
    "        train_acc /= len(train_loader)\n",
    "        \n",
    "        train_losses.append(train_loss)\n",
    "        train_accs.append(train_acc)\n",
    "            \n",
    "        eval_mode()\n",
    "        \n",
    "        with torch.no_grad():\n",
    "            for x, y in valid_loader.next_batch():\n",
    "                y = torch.FloatTensor(y).cuda()\n",
    "                loss, acc = test_step(x, y)\n",
    "                valid_loss += loss\n",
    "                valid_acc += acc\n",
    "        \n",
    "#                 clear_output(wait=True)\n",
    "#                 print(f\"valid loss: {loss:.6f}, valid acc: {acc:.4f}\")\n",
    "                \n",
    "        valid_loss /= len(valid_loader)\n",
    "        valid_acc /= len(valid_loader)\n",
    "        \n",
    "        valid_accs.append(valid_acc)\n",
    "        \n",
    "        torch.save(sentiment_clf, \"sentiment/ckpts/sentiment_clf-with-contents.pt\")\n",
    "        \n",
    "        clear_output(wait=True)\n",
    "\n",
    "        print(f\"Epochs {e+1}/{EPOCHS}\")\n",
    "        print(f\"Train loss: {train_loss:.6f}, train acc: {train_acc:.4f}, valid acc: {valid_acc:.4f}\")\n",
    "        \n",
    "        fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n",
    "        \n",
    "        axes[0].plot(train_losses)\n",
    "        axes[0].set_title(\"train loss\")\n",
    "        axes[0].set_xlabel(\"epochs\")\n",
    "        axes[0].set_ylabel(\"loss\")\n",
    "        \n",
    "        axes[1].plot(train_accs)\n",
    "        axes[1].set_title(\"train acc\")\n",
    "        axes[1].set_xlabel(\"epochs\")\n",
    "        axes[1].set_ylabel(\"acc\")\n",
    "        \n",
    "        axes[2].plot(valid_accs)\n",
    "        axes[2].set_title(\"valid acc\")\n",
    "        axes[2].set_xlabel(\"epochs\")\n",
    "        axes[2].set_ylabel(\"acc\")\n",
    "        \n",
    "        plt.tight_layout()\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epochs 6/10\n",
      "Train loss: 0.431243, train acc: 0.8133, valid acc: 0.7849\n"
     ]
    },
    {
     "data": {
      "image/png": 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pralVsQy3DJvCjl15QccRkcgcSMvkOkBH4CkzqxjhsaE3MbvCzDLNLHP16tUHn1YkCnLz8nnz58X0euhbnvhqHse2qsGXN/fi3lPaUKVcyVlPRkSKvwc/m8OmHbn8o3/bqMyYVy1fmrf+eDidG1Tmhnd+4e3xS6KQsuiowNpDxTKpPDigAwtWb+XB0XOCjiMikYm0ZfL7HjIfOOCWye7+vLtnuHtG9erVoxZe5EC4O1/OXEmfx8fw1xHTaVwtjRHXHMHT53WmYdVyQccTkQQzacl63pmwhEt7NopqE52KZVJ59dJu9GpRnTvfn8bz3/8atdeONRVYhTiyeTUu7NGQl39YyLhf1wYdR0T2Ty2TJSFMydrA2c//xOWvZZKf7zx3QReGXtnjgLp1iYhES25ePnd/MJ2aFcpw4x9aRP31y5ZK5vkLMujXvjb/HDWbhz6bTTw06IvpQsNm1gd4HEgGXnT3BwrZpzfwGJAKrHH3XuHti4DNhDp85RZ1V6A7+rbiu7mr+fPwKYy+6WjKl07oNZlFijV3zzWz3W2Pk4GXd7dMDj8/mFDL5CHhlslGuGUyQGHHBvF9iOxN1rptPPjZHD6asoxq5Uvxj/5tObtrfVKTdZ5URILzxk+LmbFsE8+c1zlmn5VLpSTxxNmdqFA6hae/+ZVN23P5+6ltinXznphVDeG2yU9ToPWxmX24R9vkSsAzQB93X2JmNfZ4mWN2fwAqammlUnhkYAcGPjeO//tkFv86o10QMUQkQu4+Chi1x7bBBb5eBpwQ6bEixcGGbTk89fV8Xhu3mKQkuP7YZlzZq6lO+olI4FZt2sEjn8/l6BbV6du2VkzfKznJ+NcZ7ahYNpXnv1/Alp25PDigfbE9yRTLEfq31scAZra79XHBtWXOJXRPxBIAdy9WvRgzGlXhiqOa8Nz3CzixTU16t9yz/hMREYm+HbvyeG3cIp76ej6bd+YysEs9bj6+JbXSywQdTUQEgP8bNYudefncd2obQiugxJaZcWffVqSXTeWhz+aweUcuT53bqVh2S41l2RdJ6+MWQGUz+9bMJprZhQWec+Dz8PYr9vYmse7q9afjW9CiZnluf28qG7ftivrri4iI7Jaf74ycvJTjHvmOf46aTeeGlfn0xqN4cEAHFVciUmz8OH8NIycv46peTWlUreia65gZ1x7TjPtOa8OXs1Zy6ZAJbNmZW2TvH6lYFliRtD5OAboA/Qi1UL7bzHbfIdfT3TsDfYFrzezowt4k1l29yqQm88jAjqzdksO9H06P+uuLiIgA/PjrGk57+gdufGcy6WVTefPy7gy5pFtUu3KJiByqnNx87ho5nQZV0rimd9NAMlzYoxH/GdSBnxeu4/wXf2bDtpxAcuxNLAusSFofZwOj3X1r+F6r74EO8Nv9ErsvGxxB6JLDQLSrl851xzbjg8nL+HTa8qBiiIhICTRv5WYuHTKBc1/4mbVbdvKfQR34+Poj6dmsWtDRRER+54UxC1iweit/P61NoJfnndG5Hs+c15mZyzZx1nM/sWrTjsCy7CmWBVYkrY9HAkeZWYqZpQHdgVlmVs7MKgCYWTlCN6YHOn107THNaFu3In/9YDprtuwMMoqIiJQAqzbt4M73p3LiY98zYdE67ujbiq9v7c0ZnesV6+5YIpK4stZt48mv59GnTS2OKQa9CU5sU4tXLulK1vptDBg8jqx124KOBMSwwHL3XGB36+NZwNDdbZMLtE6eBYwGpgLjCbVynw7UBMaa2ZTw9k/cfXSsskYiNTmJ/wzqyJadufzl/Wlx0YNfRESKn607c3n0i7n0fvhbhk/M5qIjGvHdn4/hql5Ni+XN2iIiu/39o5kkmXHPKa2DjvKbns2q8ebl3dm4fRcDBv/IvJWbg44U23Ww9tc2Ofz4IeChPbYtIHypYHHSomYFbj2hBf8cNZsRvyzljM71go4kIiJxIjcvn3czs3j0i3ms2bKTfu1qc1ufljSsWnQ3iIuIHKwvZq7ky1krubNvK+pUKht0nP/RqUFl3r3ycC54aTyDnhvHq5d2o329SoHlKZ7N44uxy45sQkbDytz74QyWb9wedBwRESnm3J0vZ66kz+Nj+OuI6TSulsaIa47g6fM6q7gSkbiwPSePv304g+Y1ynPpkY2DjlOoVrUqMuzKHqSVSuHcF37mpwVrA8uiAusAJScZDw/sQG6ec9vwqbpUUERE9mpK1gbOfv4nLn8tk/x857kLujD0yh50alA56GgiIhF76pt5LN2wnfv7ty22i/sCNKpWjuFX96BmxdJc9PJ4vp69MpAcxfcnVIw1qlaOv5zUijHz1vDW+CVBxxERkWIma902rn/7F057+gd+Xb2Ff/Rvy2d/OpoT29QqkgU5RUSiZf6qLTz//QLO6FyX7k2qBh1nv2qnl2XolT1oXrM8V7w2kZGTlxZ5hpjeg1WSnde9IZ/NWMn/fTKLo5pVp0HVtKAjiYhIwHJy83n8q7m88P1CkpLg+mObcWWvppQvrV+3IhJ/3J17Rk6nbGoyd/Y9LOg4EatavjRv/fFwLh+SyU3vTmbLzlzO696wyN5fM1gHKSnJeHBAe5LNuHXYFPLzdamgiEgim79qM/2f/oGnv/mVkzvU5ttbj+GWE1qquBKRuPXR1OX8+Ota/tynFdUrlA46zgGpWCaVVy/tRu8W1fnriOkM/u7XIntvFViHoE6lstx7ahvGL1rHyz8sDDqOiIgEwN15bdwi+j0xlhWbdvDChRn8Z1BHaqWXCTqaiMhB27RjF//4eCbt66VzbrcGQcc5KGVLJfPcBRmc3L42D3w6mwdHzy6S/gk6rXaIzuxcl9HTV/DgZ3Po3bI6zWpUCDqSiIgUkVWbd3Db8Kl8O2c1vVtW58EB7alRQYWViMS/R7+Yy5otO3npogyS43jx81IpSTx+dicqlEnlmW9/ZdOOXdx3atuYLuiuGaxDZGb884y2lCuVzM1Dp5Cblx90JBERKQJfzFxJn8fGMO7Xtdx3WhteubiriisRKRFmLNvIqz8u4vzuDQNdTypakpOMf57eliuPbsIbPy3hT0MnsyuGn9lVYEVBjQpluL9/O6Zmb+TZb4vu+k4RESl623JyufP9afzxtUxqVSzDx9cfyYU9Gqk7oIiUCPn5zl0fTKdKuVLcekLLoONEjZlxR99W/PnEloycvIyr35jIjl15MXkvFVhR0q99bU7tUIfHv5rHjGUbg44jIiIxMCVrA/2eGMs7E5ZwZa8mfHBtT5rX1KXhIlJyDM3M4pclG/jLSYeRnpYadJyoMjOuPaYZ/zitDV/OWsUlr0xgy87cqL+PCqwouu+0NlQuV4qb353CztzYVMQiIlL08vKdp76ex5nP/sjOXXm8dfnh3Nn3MEql6NeoiJQc67bm8MDo2XRrXIXTO9UNOk7MXNCjEY+e1YHxi9Zx3gs/sX5rTlRfX78ZoqhSWin+fWY75qzczGNfzgs6joiIREHWum2c9dw4Hv58Ln3b1ebTG4+mR9Piv9imiMiB+vens9myI5f7+7ct8Zc9n96pHoPP78KsFZs56/lxrNy0I2qvrQIryo5tVZOzMurz3He/MnHx+qDjiIjIQXJ33puYTd/HxzBnxWYeO6sjT57TqcRdMiMiAjBx8TrezczisiMb0yJBLn0+vnVNhlzclez12xk4eBxL1m6LyuuqwIqBu04+jNrpZbl12BS25+hSQRGReLNhWw7Xvf0LtwybQuvaFfn0pqPoX4IvlxGRxJabl89fR0yndnoZbjiuedBxitQRzarx5uXd2bh9FwMG/8jclZsP+TVVYMVAhTKpPDSwPQvXbOXfo2cHHUdERA7Aj/PX0OexMXw2fQW39WnJ21ccTr3KaUHHEhGJmVfHLWb2is3ce0prypVOvGVyOzWozNAre+DA+S/+fMgTJIn3EywiRzStxsVHNGLIj4s4oXVNjmhWLehIIiKyDztz83j4szm8MGYhTaqXY8SFPWlXLz3oWCIiMbVi4w7+8/kcereszoltagUdJzAta1Vg+FU9mLtyC2VLJR/Sa2kGK4Zu79OKxtXK8efhU9m8Y1fQcUREZC/mrtzMaU/9wAtjFnL+4Q345PqjVFyJSEK4/5OZ7Mp3/n5qmxLf2GJ/GlYtx/Gtax7y66jAiqGypZJ5eGAHlm/czv0fzwo6joiI7CE/33nlh4Wc/ORYVm/eyUsXZXB//3aHfPZSRCQejJm3mo+nLufa3s1oWLVc0HFKDF0iGGNdGlbmyl5NefbbXzmxbU2ObXXoVbGIiBy6VZt2cOvwqXw/dzXHtqrBv89sT/UKpYOOJSJSJHbm5nHPyBk0qprGlb2aBB2nRNEMVhG46Q/NaVWrAre/Ny3qC5mJiMiBGz19BSc+9j3jF67l/v5teemiDBVXIpJQnv9uAQvXbOW+09pSJlWz9tGkAqsIlE5J5pFBHVi/NYd7P5wRdBwRkYS1dWcutw+fylVvTKRu5bJ8fP1RnH94w4S/70BEEsuStdt46pv59GtXm6NbVA86TomjAquItKmTzo3HNefDKcv4ZOryoOOIiCScX5as56QnxjB0YhbX9G7K+1f3pFmN8kHHEhEpUu7OvR9OJyXJuPvk1kHHKZFUYBWhq3s3pUO9dO76YBqrNu8IOo6ISELIzcvn8S/nMWDwOHLznHev6MFtfVpRKkW/AkUk8Xw+cyXfzFnNn45vQa30MkHHKZH026UIpSQn8cigDmzNyeMv70/H3YOOJCJSoi1eu5VBz43j0S/ncmqHOnx601F0a1wl6FhSAphZHzObY2bzzeyOQp7/s5lNDv+ZbmZ5ZlYl/NyfzGxGePvbZqZPuVIktuXk8vcPZ9CqVgUuOqJR0HFKLBVYRaxZjQrcdmJLvpy1kvcmLQ06johIieTuDM3M4qTHxzBv1RaeOKcTj57VkYplUoOOJiWAmSUDTwN9gdbAOWb2P9dauftD7t7R3TsCdwLfufs6M6sL3ABkuHtbIBk4u0i/AUlYT349n2Ubd/CP/m1JTVYZECtq0x6AS3s25vOZK/n7hzM4omlV6lQqG3QkEZESY/3WHP4yYhqfTl/B4U2q8MigjtTVOCvR1Q2Y7+4LAMzsHeA0YOZe9j8HeLvA4xSgrJntAtKAZTHMKgLAvJWbeeH7BQzsUo+ujTSTH0sqXQOQlGQ8PKADee7cNnwq+fm6VFBEJBrGzFtNn8e/58tZK7mjbyvevPxwFVcSC3WBrAKPs8PbfsfM0oA+wHsA7r4UeBhYAiwHNrr754Ucd4WZZZpZ5urVq6McXxKNu3P3yOmUK53CHX1bBR2nxFOBFZAGVdP4a7/DGDt/DW/+vDjoOCIicW3Hrjzu+2gmF7w0ngplUhlxTU+u6tWU5CS1X5eYKOwv1t7Olp4C/ODu6wDMrDKh2a7GQB2gnJmd/7sXc3/e3TPcPaN6dbXRlkMzcvIyflqwjtv7tKJqea35F2sqsAJ0brcGHNW8Gv8cNZtFa7YGHUdEJC7NXrGJ/k//wMs/LOSiHg356LojaVs3PehYUrJlA/ULPK7H3i/zO5v/vTzwD8BCd1/t7ruA94EjYpJSBNi4fRf3fzKLDvUrcXbX+vs/QA6ZCqwAmRkPDmhPSrJx67Ap5OlSQRGRiOXnOy+OWcCpT/7Ami05vHJJV/5+WlvKlkoOOpqUfBOA5mbW2MxKESqiPtxzJzNLB3oBIwtsXgIcbmZpFlrh+jhgVhFklgT1n8/nsG7rTu4/rS1JmtUvEiqwAlY7vSz3ndaGzMXreWnsgqDjiMStQ2yZvMjMpoWfyyz69HKgVmzcwYUvj+f+T2ZxdIvqfHbTURzTskbQsSRBuHsucB3wGaHiaKi7zzCzq8zsqgK7ng587u5bCxz7MzAcmARMI/RZ7PkiCy8JZVr2Rl7/aTEXHN6QdvU0s19U1EWwGOjfsS6jp6/g4c/m0rtlDVrUrBB0JJG4UqBl8vGELt2ZYGYfuvtvHb3c/SHgofD+pwB/2n1PRNgx7r6mCGPLQfp02nLuHDGNnbvy+dcZ7Ti7a31CEwEiRcfdRwGj9tg2eI/HQ4AhhRx7L3BvDOOJkJfv3PXBNKqUK83NJ7QMOk5CiekM1v7OKIf36R0+azzDzL47kGNLCjPj/05vR/kyKdw8dDK78vKDjiQSb35rmezuOcDulsl7s2fLZIkDW3bmcuuwKVz95iQaVknjkxuO5JxuDVRciYgU4p0JS5iSvZG7+h1GelmtAViUYlZgRbIIn5lVAp4BTnX3NsDASI8taaqVL80/T2/L9KWbePqb+UHHEYk3B90yOcyBz81sopldsbc3Udvk4MxZsZlTnxzL+5Oyuf7YZgy/+giaVC8fdCwRkWJpzZadPDh6Doc3qcJpHesEHSfhxHIGK5IzyucC77v7EgB3X3UAx5Y4fdrWpn/HOjz19XymZW8MOo5IPDnolslhPd29M6GTOtea2dGFHai2ycEY8Us2/Z/+gc07c3nrj4dzywktSU3WLcQiInvzwKez2bozl/v7t9UsfwBi+RsqkjPKLYDKZvZt+MzxhQdwLFDyzij//dS2VC1filuGTWbHrryg44jEi0NpmYy7Lwv/dxUwgtBJHgnYztw87vpgGn96dwrt6qXzyfVHcniTqkHHEhEp1sYvXMfwidn88egmNKuh+/qDEMsCK5IzyilAF6AfcCJwt5m1iPDY0MYSdkY5PS2Vf5/Znrkrt/DAp7ODjiMSLw66ZbKZlTOzCru/Bk4AphdJatmr7PXbGDR4HG/8tIQrj27CW5d3p0bFMkHHEhEp1nbl5XP3B9OpW6ks1x/bLOg4CSuWXQQjOaOcDawJty/dambfAx0iPLbE6t2yBpf2bMzLPyykWY3ynH94w6AjiRRr7p5rZrtbJicDL+9umRx+fndnr9+1TAZqAiPCl1CkAG+5++iiSy97+nbOKm56dzJ5ec7g87vQp22toCOJiMSFIT8sYs7KzTx/QRfSSqlZeFBi+ZP/7YwysJTQGeVz99hnJPCUmaUApYDuwKPA7AiOLdH+2u8wFq3dyr0fzqBe5bL01vouIvt0sC2T3X0BoRM7ErC8fOfxr+bx5NfzaFmzAs+e34XG1coFHUtEJC4s37idR7+cy3GtanB865pBx0loMbtEMJJF+Nx9FjAamAqMB1509+l7OzZWWYuj5CTjyXM60bJmBa576xdmr9gUdCQRkZhZtzWHi18ZzxNfzeOMTvUYcU1PFVciIgfgHx/PJC/f+dupbdTYImAxnTuM8Izyb4t/7u/YRFOudAovXZxB/6d/4NJXJvDBtT11D4KIlDi/LFnPtW9OYs3WHC0cLCJyEL6ds4pR01Zw6wktqF8lLeg4CU99bou52ulleemirmzYvovLXs1kW05u0JFERKLC3Xlt3CIGPTeOpCTjvauO0MLBIiIHaMeuPO79cAZNqpXjj0c3CTqOoAIrLrStm86T53RixrKN3PTOZPLy97a8j4hIfNi6M5cb35nMPSNncFTz6nx8/ZG0q5cedCwRkbgz+LtfWbx2G/ed1pbSKclBxxFifImgRM9xh9Xk7pNb8/ePZvLAp7P4a7/WQUcSETko81dt4eo3JvLr6i38+cSWXN2rKUlJmrUSkeJj3dYcHv58Dhu37wo6yr45fDFrJad0qMORzasFnUbCVGDFkUt6Nmbx2m28MGYhDauWU/t2EYk7H09dxu3Dp1ImNZnXL+tOz2b6QCAixcv2nDwue3UCM5Zuon6VskHH2a/ODSpxV7/Dgo4hBajAijN3n9yaJeu2qX27iMSVnNx8/vXpLF75YRGdG1Ti6fM6Uzu9+H9wEZHEkpuXz/Vv/8LkrA08e57W4ZODo3uw4kxykvHEOZ1oofbtIhInlm/cztnPj+OVHxZxSc9GvHNFDxVXIlLsuDt3j5zBl7NW8vdT26i4koOmAisOlS+dwssXZ1CudDKXvjKBVZt2BB1JRKRQP8xfw8lPjGXOis08dW4n7j2lDaVS9KtHRIqfp76ez9vjl3BN76Zc2KNR0HEkjum3XJwq2L798tfUvl1Eipf8fOfpb+ZzwUs/U6VcKUZedyQnt68TdCwRkUINzczikS/mckbnuvz5xJZBx5E4pwIrjrWtm84TZ3di+lK1bxeR4mPjtl388bVMHvpsDie3r8MH1/akWY3yQccSESnUN3NWcef70ziqeTX+fWZ7rcUnh0wFVpz7Q+tQ+/bPZ67kgU9nBR1HRBLc9KUbOfmpMXw/bzX3ndaGx8/uSLnS6qckIsXTlKwNXPPGJFrVqsCz53chNVkfjeXQ6bdeCXBJz8YsWrNV7dtFJDDuzrsTsrjnwxlUK1eKoVf2oFODykHHEhHZq8Vrt3LpkAlULV+KVy7pSnmdDJIo0d+kEuLuk1uTtX479344g/pV0ujVonrQkUQkQWzPyePukdMZPjGbo5pX4/GzO1GlXKmgY4mI7NWaLTu58OXx5Lvz6qXdqFGhTNCRpATRPGgJkZKc9Fv79mvfnKT27SJSJBat2coZz/7Ie5OyueG45gy5pJuKKxEp1rbl5HLZkAms3LSDly7uStPqukdUoksFVgmi9u0iUpQ+m7GCU54cy/KN23nl4q7cfHwLkpN0c7iIFF+5eflc++Ykpi3dyJPndKazLmWWGFCBVcKofbuIxFpuXj7/+nQWV74+kcbVy/Hx9UfSu2WNoGOJiOyTu/PXEdP5Zs5q/tG/Lce3rhl0JCmhVGCVQGrfLiKxsmrzDs578Wee+24B5x/egGFX9aBe5bSgY4mI7NdjX87j3cwsbji2Ged1V0MwiR0VWCWU2reLSLSNX7iOfk+MZUr2Bh49qwP3929H6ZTkoGOJiOzX2+OX8PhX8xjYpR5/Or5F0HGkhFMXwRJM7dtFJBrcnRfGLODfo+fQsEoab1zWnZa1KgQdS0QkIl/NWslfR0yjd8vq/POMdlpIWGJOBVYJd/fJrVmybpvat4vIQdm0Yxe3DZvK6Bkr6Nu2Fg8OaE+FMqlBxxIRicgvS9Zz7VuTaFs3nafP7ayFhKVI6G9ZCZeSnMST53ZW+3YROWCzlm/i1CfH8sWsldzV7zCeOa+ziisRiRsLVm/hslczqVmxDC9f3JVyWkhYiogKrASg9u0icqDem5jN6c/8wLacPN654nAuP6qJLqsRkbixevNOLnplPAa8ekk3qpUvHXQkSSAqsBKE2reLSCR27MrjzvenccuwKXSqX5lPbjiKro2qBB1LRCRiW3bmcsmQ8azZnMNLF3elUbVyQUeSBKMCK4EUbN/+p3fVvl1E/lfWum0MHDyOt8cv4ereTXn9sm5Ur6CzviISP3bl5XPNm5OYtXwzT5/XiY71KwUdSRKQCqwE84fWNbmrX2s+m6H27SLyX9/MXsXJT45l0dqtvHBhBrf3aUWKbgYXkTji7tzx3jS+n7uaf57elmNbaSFhCYbu9ktAl/RsxOK1at8uIiGjpy/nqjcm0bp2RZ49vzMNq+pyGhGJP498Ppf3JmXzpz+04KyuDYKOIwlMBVYCMjO1bxeR37wwZiFNqpXj/WuOoEyqFg4Wkfjz+k+Leeqb+ZzTrT43HNcs6DiS4HT9R4JS+3YRAZi/agsTF6/nrK71VVyJSFz6bMYK7h05neNa1eAfp7VVx1MJnAqsBFawfftlQzLVvl0kAQ2bmEVyknFG53pBRxGJK2bWx8zmmNl8M7ujkOf/bGaTw3+mm1memVUJP1fJzIab2Wwzm2VmPYr+OygZJi5exw1v/0L7epV48txOundUioWI/haa2Y1mVtFCXjKzSWZ2QqzDSeztbt++bmuO2rdLsWBmp5tZeoHHlcysf4CRSqxdefm8N3Epx7aqoW6BkrAOZswxs2TgaaAv0Bo4x8xaF9zH3R9y947u3hG4E/jO3deFn34cGO3urYAOgLpOHYT5q0ILCddOL8NLF2WQVkp3vkjxEGmZf6m7bwJOAKoDlwAPxCyVFKm2ddN58pxOTFP7dike7nX3jbsfuPsG4N7g4pRc385ZzZotOxmUUT/oKCJBOpgxpxsw390XuHsO8A5w2j72Pwd4G8DMKgJHAy+F3y8n/J5yAFZt2sFFL48nJcl49dJuVNVCwlKMRFpg7b6Y9STgFXefUmCblAB/aF2Tu9W+XYqHwsYlnZaMgaGZWVSvUJpjWqrJjSS0gxlz6gJZBR5nh7f9jpmlAX2A98KbmgCrgVfM7Bcze9HMfte608yuMLNMM8tcvXr1/r6HhLJ5xy4ufmUC67fl8PLFXdX5VIqdSAusiWb2OaEC6zMzqwDkxy6WBOGSno24qEdDXhizkDd/Xhx0HElcmWb2HzNramZNzOxRYGLQoUqaVZt38PXsVZzRua7uWZBEdzBjTmEnmfd2+ccpwA8FLg9MAToDz7p7J2Ar8Lt7uNz9eXfPcPeM6tV1EmS3nNx8rn5jEnNWbuaZ8zrTvl6loCOJ/E6kv1UvI/SPv6u7bwNSCV0mKCXI7vbtx7Sszj0jZ/DdXJ0xk0BcD+QA7wJDge3AtYEmKoFGTFpKXr4zsIsuD5SEdzBjTjZQ8B9PPWDZXvY9m/DlgQWOzXb3n8OPhxMquGQ/3J3b35vK2PlreOCMdvRuWSPoSCKFirTA6gHMcfcNZnY+cBewcT/HRNJhp7eZbSzQZeeeAs8tMrNp4e2ZkX5DcmjUvl2C5u5b3f2O3Wdu3f0v7r416FwlibszNDOLjIaVaVajfNBxRAJ1kGPOBKC5mTU2s1KEiqgP99wp3DyjFzCywPutALLMrGV403HAzKh8MyXcg5/NYcQvS7n1hBYM1L2jUoxFWmA9C2wzsw7AbcBi4LV9HRBJh52wMbu77Lj7fXs8d0x4e0aEOSUK1L5dgmRmX5hZpQKPK5vZZwFGKnEmLdnAr6u3qrmFCAc35rh7LnAd8BmhDoBD3X2GmV1lZlcV2PV04PNCCrbrgTfNbCrQEfjnoX8nJdurPy7i2W9/5bzuDbj2GC0kLMVbpAVWrrs7oQ45j7v740CF/RxzoB12pBhR+3YJULWCHbXcfT2w3+tADnFNmn0eW9IMnZBFWqlkTmpfO+goIsXBQY057j7K3Vu4e1N3/7/wtsHuPrjAPkPc/exCjp0cni1r7+79w+8pezF6+nL+9tEMjm9dk/u0kLDEgUgLrM1mdidwAfBJeHYqdT/HRNphp4eZTTGzT82sTYHtDnxuZhPN7Iq9vYm67MTOnu3b89W+XYpGvpk12P3AzBqx95vHd+9z0GvSHMBse4mwdWcuH09dRr92tSlfWs0ZRTiIMUeKzoRF67jhncl0ql+JJ87uRHKSiisp/iItsM4CdhJaD2sFoULpof0cE0mHnUlAQ3fvADwJfFDguZ7u3pnQh55rzezowt5EXXZi63/at4+eHXQcSQx/Bcaa2etm9jrwHaGCaF8Oek2agzg2ro2atpytOXmc1VWXB4qEHcyYI0Vg3srNXP5qJvUqh66qKVsqOehIIhGJqMAKF1VvAulmdjKww933eQ8WEXTYcfdN7r4l/PUoINXMqoUfLwv/dxUwgtCHIAnAJT0bcWGPhjz//QK1b5eYc/fRQAYwh1BXr1sIdfXal0NZk+ZAjo37GfNhmdk0qVaOLg0rBx1FpFg4yDFHYmzFxtBCwqVSknj1km5ULlcq6EgiEYuowDKzQcB4YCAwCPjZzAbs57D9dtgxs1oWvpDWzLqF86w1s3LhtbYIL753AjA98m9LosnMuEft26WImNnlwFeEPuTcArwO/G1/hxWyLdI1aSI+Nt5nzBes3sL4ResYmFFf9zCIhB3kmCMxtGnHLi5+ZTwbt+/ilYu7Ur9KWtCRRA5IpJcI/pXQGlgXufuFhGaT7t7XARF22BkATDezKcATwNnhZho1CU3XTyFU2H0SPsMkAVH7dilCNwJdgcXufgzQCdhfVX+oa9JEemxcGzYxm+Qk48zOhU7QiSSqgxlzJEZ25uZx5WsTmb9qC4Mv6ELbuulBRxI5YJHe4ZwUvlRvt7VEUJyFL/sbtce2gt11ngKeKuS4BUCHCLNJEdndvv20p37gsiGZjLj2CGpUKBN0LCl5drj7DjPDzEq7++wC68XszW8z5sBSQkXUuXvuVGBNmvMP9Nh4l5uXz3sTszmmZXVqVNS/W5ECDmbMkRjIz3f+PGwq4xas5T+DOnBU8/i7UkAEIp/BGm1mn5nZxWZ2MfAJexROkhhqp5fl5YvD7dtfzWR7Tl7QkaTkyQ6vSfMB8IWZjWQ/M0qHsibN3o6N4vdTLHw3dzWrNu/U4pwiv3fAY47ExgOjZ/PhlGXc3qcVZ3SuF3QckYMW0QyWu//ZzM4EehK6X+F5dx8R02RSbLWtm84T53TiitczuendX3j2vC4kqW2qRIm7nx7+8m9m9g2QDuz3EuH9zZiHHw8BhkRybEkzNDOLauVLcWyr/S7vI5JQDnbMkeh6aexCnv9+ARf1aMhVvZoEHUfkkES8CIq7v8d/u25Jgjs+3L79vo9ncuf70/jnGe20NoVEnbt/F3SGkmDNlp18NWsVlx7ZmNTkSC9cEEk8GnOC8fHUZdz/yUz6tKnFPae0URMeiXv7LLDMbDOFd9MywN29YkxSSVy4pGcj1m/L4cmv57Nx+y4eO7sjZVK1RoVIcTNi0lJy852BXXTJjYgULz8tWMvN704ho2FlHju7o07WSomwz1OZ7l7B3SsW8qeCiisxM245oSX3nNya0TNWcOmQCWzZmRt0LBEpwN0ZmplFpwaVaF6zQtBxRER+M2fFZv74WiYNqqbxwoUZOkkrJYauFZFDdumRjXn0rA6MX7iOc57/iTVbdgYdSUTCJmdtYN6qLZyl5hYiUows27Cdi14eT1qpZF69tBuV0rSQsJQcKrAkKk7vVI8XLsxg3qrNDBo8juz124KOJCKEmluUTU2mX/vaQUcREQFg4/bQQsJbd+Yy5JJu1K1UNuhIIlGlAkui5phWNXjjsu6s2bKTM5/9kbkrNwcdSSShbcvJ5aMpyzmpXW0qlEkNOo6ICHn5zpWvZ7JwzVaeu6ALh9XWHSdS8qjAkqjKaFSFoVf1wB0GDh7HxMXrg44kkrA+nbaCLTtzOaurLg8UkeLhk2nL+WnBOu7v35YjmlULOo5ITKjAkqhrVasi7119BJXTUjn/xZ/5ds6qoCOJJKShmVk0qppG10aVg44iIkJevvPEV/NoUbM8A7voxI+UXCqwJCbqV0lj2FVH0KR6OS5/NZORk5cGHUkkoSxas5WfF65jYEZ9rSkjIsXCJ9OWM3/VFm48rgVJascuJZgKLImZ6hVK8/YVh9OlYWVufGcyQ35YGHQkkYQxbGIWSQYDtPaViBQDBWev+ratFXQckZhSgSUxVbFMKq9e2o0TWtfkbx/N5D+fz8G9sLWrRSRa8vKd4ROz6d2yBjUrlgk6joiIZq8koajAkpgrk5rMM+d15qyM+jzx9Xzu+mA6efkqskRi5fu5q1m5aSeDMjR7JSLB0+yVJJqUoANIYkhJTuKBM9tRuVwpBn/3Kxu27eI/Z3WgdIpWbReJtqGZWVQtV4pjW9UMOoqIyG+zV0+f21mzV5IQVGBJkTEz7ujbiirlUvnnqNls3L6L5y7oQrnS+msoEi1rt+zky1kruahHI0ql6CIFEQmWZq8kEem3rxS5K45uykMD2jNuwVrOfeEn1m3NCTqSSIkx4pel7MpzBmaoBbKIBE/3XkkiUoElgRiYUZ/B53dh9orNDBz8I0s3bA86kkjcc3eGZmbRoX4lWtaqEHQcEUlwmr2SRKUCSwJzfOuavHZpN1Zt2smAZ39k/qrNQUcSiWtTszcyd+UWztLslYgUA5q9kkSlAksC1b1JVd69skfokqbB45ictSHoSCJxa2hmFmVSkzi5Q+2go4hIgtPslSQyFVgSuNZ1KvLe1T2oUCaVc1/4iTHzVgcdSSTubM/J48PJyzipbW0qlkkNOo6IJDjNXkkiU4ElxULDquUYflUPGlRJ49IhE/h46rKgI4nEldEzlrN5Zy6DuuryQBEJlmavJNGpwJJio0bFMrx7ZQ861q/E9W//wuvjFgUdSSRuDJ2QTcOqaXRvXCXoKCKS4DR7JYlOBZYUK+llU3nt0u4c27IGd4+cwWNfzsXdg44lUqwtXruVcQvWMrBLPcz0YUZEgqPZKxEVWFIMlS2VzOALunBG57o89uU8/vbhDPLzVWSJ7M3widkkGZzZpV7QUUQkwWn2SgRSgg4gUpjU5CQeHtCBquVK8cKYhazbtotHBnagVIrOCYgUlJfvDJ+YzdEtqlM7vWzQcUQkgWn2SiREn1al2EpKMv5y0mHc3qcVH01ZxuWvZbItJzfoWCLFyph5q1m+cQeDtPaViARMs1ciISqwpFgzM67u3ZR/n9mOsfNWc96LP7NhW07QsUSKjWGZ2VROS+W4w2oEHUVEEphmr0T+SwWWxIWzujbgmfO6MGPZJgYOHsfyjduDjiQSuHVbc/h85gpO71SP0inJQccRkQSm2SuR/1KBJXGjT9tavHpJN5Zv3MGAZ8fx6+otQUcSCdTIyUvZlecM6qrmFiISHM1eifwvFVgSV3o0rco7VxzOjl15DBw8jqnZG4KOJBIId+fdCVm0r5dOq1oVg44jIgls9+zVDcc11+yVCCqwJA61rZvOsKt6UDY1mXOe/4kf5q8JOpJIkZu+dBOzV2xWcwuRgJhZHzObY2bzzeyOQp7/s5lNDv+ZbmZ5ZlalwPPJZvaLmX1ctMmja/fsVfMa5Tmpbe2g44gUCzEtsCIYfHqb2cYCA9A9kR4ria1J9fK8d/UR1K1clktemcCoacuDjiRSpIZmZlE6JYlTOtQJOopIwjGzZOBpoC/QGjjHzFoX3MfdH3L3ju7eEbgT+M7d1xXY5UZgVhFFjpnf7r36g2avRHaLWYEVyeATNmb3AOTu9x3gsZLAaqWXYeiVPWhXL51r35rEWz8vCTqSSJHYsSuPDyYvpW/bWqSXTQ06jkgi6gbMd/cF7p4DvAOcto/9zwHe3v3AzOoB/YAXY5oyxjR7JVK4WM5gHejgE61jJYFUSivFG5d1p1eL6vxlxDSe+noe7h50LJGY+mzGCjbvyGVQV10eKBKQukBWgcfZ4W2/Y2ZpQB/gvQKbHwNuA/L39gZmdoWZZZpZ5urVqw85cCxo9kqkcLEssCIdfHqY2RQz+9TM2hzgsXExAElslS2VzAsXZtC/Yx0e/nwu9308k/x8FVlScg3NzKJ+lbIc3rhq0FFEElVh1cTefvGcAvyw+/JAMzsZWOXuE/f1Bu7+vLtnuHtG9erVDy1tDGj2SmTvYllgRTL4TAIaunsH4EnggwM4NrSxmA9AUjRSk5P4z6COXNKzEa/8sIhbhk1hV95eTwyKxK2sddv4Yf5aBnaprzPGIsHJBgpOIdcDlu1l37MpcHkg0BM41cwWEbpC51gzeyMWIWNJs1ciexfLAmu/g4+7b3L3LeGvRwGpZlYtkmNF9pSUZNxzcmtuPaEFI35ZyhWvZbI9Jy/oWCJRNWxiNmZwZhetfSUSoAlAczNrbGalCBVRH+65k5mlA72Akbu3ufud7l7P3RuFj/va3c8vmtjRodkrkX2LZYG138HHzGqZmYW/7hbOszaSY0UKY2Zcd2xz/u/0tnw7dzXnv/QzG7ftCjqWSFTk5TvDM7M4qnl16lYqG3QckYTl7rnAdcBnhDoBDnX3GWZ2lZldVWDX04HP3X1rEDljRbNXIvuWEqsXdvdcM9s9+CQDL+8efMLPDwYGAFebWS6wHTjbQx0KCj02Vlml5Dmve0MqlS3FTe/+wqDnxvHaZd2oWbFM0LEkhsysD/A4oTHjRXd/oJB9ehO6uTwVWOPuvcLbFwGbgTwg190ziiT0Afrx1zUs27iDv/Q7LOgoIgkvfOXNqD22Dd7j8RBgyD5e41vg26iHiyHNXonsX8wKLNj/4OPuTwFPRXqsyIHo17426WVTueL1TM589kdevrgrLWpWCDqWxECBpR2OJ3SJ8QQz+9DdZxbYpxLwDNDH3ZeYWY09XuYYdy/Wq1a/OyGLSmmpHN+6ZtBRRCRB7Z69eurcTpq9EtmLmC40LBK0I5tX4+0/Hs6OXXmc8uRY3vx5sdq4l0yRLO1wLvC+uy8BcPdVRZzxkGzYlsPnM1bSv2NdSqckBx1HRBKQZq9EIqMCS0q8DvUrMerGo+jWuAp/HTGda96cpPuySp5IlnZoAVQ2s2/NbKKZXVjgOQc+D2+/Ym9vEuSyECMnLyMnL59BGVr7SkSCoXuvRCKjAksSQo0KZXj1km7c2bcVX8xcyUlPjCFz0bqgY0n0RLK0QwrQBegHnAjcbWYtws/1dPfOQF/gWjM7urA3CXJZiHcnZNG2bkVa16lYpO8rIgKavRI5ECqwJGEkJRlX9mrK8KuPIDnJOOv5n3jyq3nkaVHikiCSpR2ygdHuvjV8r9X3QAcAd18W/u8qYAShSw6LjelLNzJz+SbO0uyViAREs1cikVOBJQmnY/1KfHLDkfRrV5tHvpjLeS/+xIqNO4KOJYcmkqUdRgJHmVmKmaUB3YFZZlbOzCoAmFk54ARgehFm369hmVmUSkni1A57XvUoIhJ7mr0SOTAqsCQhVSiTyuNnd+ShAe2ZkrWRvo9/z5czVwYdSw5SJGvSuPssYDQwFRhPqJX7dKAmMNbMpoS3f+Luo4P4PgqzY1ceH0xeRp82tUhPSw06jogkIM1eiRyYmLZpFynOzIyBGfXp3LAy17/1C5e/lsnFRzTijr6tKJOqLm3xJsI1aR4CHtpj2wLClwoWR5/PXMnG7bs4q6suDxSRoqfZK5EDpxksSXhNq5dnxLVHcEnPRgz5cRFnPPMjv67eEnQsESB0eWDdSmXp0aRq0FFEJAFp9krkwKnAEgFKpyRz7ylteOmiDJZv3M7JT4xlaGaW1sySQGWv38bY+WsYmFFPH2xEpMhp9krk4KjAEinguMNq8umNR9Ohfjq3DZ/Kje9MZtMOrZklwRg+MRuAAV3qBZxERBLRKM1eiRwUFVgie6iVXoY3Lz+cW09owSfTltPviTFMztoQdCxJMPn5zrDMbI5sVo16ldOCjiMiCUazVyIHTwWWSCGSk4zrjm3O0CsPJz8fBjz7I4O/+5V8rZklRWTcgrUs3bCdgVr7SkQCMGracuZp9krkoKjAEtmHLg2rMOqGozi+dU0e+HQ2F70ynlWbtWaWxN67E7JIL5vKCa1rBh1FRBKMZq9EDo0KLJH9SE9L5ZnzOvPP09sxfuE6Tnp8DN/NXR10LCnBNm7bxegZK+jfsY6WDBCRIqfZK5FDowJLJAJmxrndG/DR9UdStVxpLnp5PP8cNYuc3Pygo0kJ9OGUpeTk5uvyQBEpcpq9Ejl0KrBEDkCLmhUYeV1Pzj+8Ac9/v4ABg39k0ZqtQceSEubdzCxa165I27rpQUcRkQSj2SuRQ6cCS+QAlUlN5v7+7Rh8fmcWrdlKvyfG8MEvS4OOJSXEjGUbmb50E2d11eyViBQtzV6JRIcKLJGD1KdtbT696Wha16nITe9O5uahk9m6MzfoWBLnhmVmUyo5idM61gk6iogkGM1eiUSHCiyRQ1C3Ulne/uPh3HBccz74ZSknPzmW6Us3Bh1L4tTO3Dw+mLyUE9rUpFJaqaDjiEgC0eyVSPSowBI5RCnJSdx8fAve+uPhbM/J4/RnfuClsQtx15pZcmC+mLmSDdt2MUjNLUSkiGn2SiR6VGCJRMnhTary6Y1H0atFDf7x8UwuHTKBtVt2Bh1L4sjQzGzqVipLz2bVgo4iIglEs1ci0aUCSySKKpcrxQsXduHvp7bhh1/X0vfxMfw4f03QsSQOLNuwnTHzVnNml3ok6+yxiBQhzV6JRJcKLJEoMzMuOqIRH1zTkwplUjjvpZ95cPRsduVpzSzZu+ETs3GHgV3qBR1FRBKIZq9Eok8FlkiMtK5TkY+uP5JBXerzzLe/Mui5cWSt2xZ0LCmG8vOdYROz6NmsKvWrpAUdR0QSiGavRKJPBZZIDKWVSuHfA9rz5DmdmL9yCyc9MYZPpi4POpYUMz8tXEvWuu1qbiEiRUqzVyKxoQJLpAic0qEOo248iqbVy3PtW5O4472pbM/JCzqWFBNDJ2RRoUwKJ7apFXQUEUkgmr0SiQ0VWCJFpH6VNIZd1YOrezfl3cwsTnlqLLOWbwo6lgRs4/ZdfDp9Bf071qVManLQcUQkQWj2SiR2VGCJFKHU5CRu79OK1y/tzsbtuzjt6R94bdwirZmVwD6asoydufm6PFBEipRmr0RiRwWWSACObF6NT288iiOaVuWekTO48vWJbNiWE3QsCcDQzCxa1apA27oVg44iIglCs1cisaUCSyQg1cqX5uWLunJXv8P4Zs4q+j4+hp8XrA06lhShWcs3MTV7I4My6mOmM8giUjQ0eyUSWyqwRAKUlGRcflQT3r+6J6VTkjj7hZ+47q1JujcrQQzLzKZUchKnd6obdBQRSRCavRKJPRVYIsVAu3rpfHzDUVx5dFO+mR2azbr81Qn8smR90NEkRnJy8xnxSzbHt65J5XKlgo4jIgli9+zVDcdp9kokVmJaYJlZHzObY2bzzeyOfezX1czyzGxAgW2LzGyamU02s8xY5hQpDsqXTuGOvq348Y7j+NMfWjBh0XpOf+ZHznvxJ8b9ulaNMEqYL2etZP22XQzMqBd0FBFJEP8ze9VOs1cisRKzAsvMkoGngb5Aa+AcM2u9l/3+DXxWyMsc4+4d3T0jVjlFipv0tFRu/ENzfrjjWO7s24o5K7Zwzgs/MWDwOL6ZvUqFVgkxNDOL2ullOKp59aCjiEiCKDh7lazZK5GYieUMVjdgvrsvcPcc4B3gtEL2ux54D1gVwywicad86RSu7NWUsbcfw32ntWHFxh1cMmQCJz85llHTlpOfr0IrXi3fuJ3v565mQJd6+pAjIkVCs1ciRSeWBVZdIKvA4+zwtt+YWV3gdGBwIcc78LmZTTSzK/b2JmZ2hZllmlnm6tWroxBbpHgpk5rMhT0a8c2tvXlwQHu25eRxzZuTOOGx73l/Uja5eflBR5QD9N7EbPIdBnbR2lci8Wp/t0GY2Z/DtzlMNrPp4VshqphZfTP7xsxmmdkMM7uxKPJq9kqk6MSywCrsX++ep9wfA25397xC9u3p7p0JXWJ4rZkdXdibuPvz7p7h7hnVq+tSGym5SqUkMSijPl/e3Isnz+lESpJx89ApHPPIt7z582J25hb2z0iKm/x8Z2hmNj2aVKVB1bSg44jIQYjkNgh3fyh8m0NH4E7gO3dfB+QCt7j7YcDhhD7j/O4WimjS7JVI0YplgZUNFDw9Ww9Ytsc+GcA7ZrYIGAA8Y2b9Adx9Wfi/q4ARhC45FEl4yUnGKR3qMOqGo3jhwgyqlCvNX0dM5+gHv+HFMQvYlpMbdETZh/GL1rFk3TYGdVVzC5E4FultELudA7wN4O7L3X1S+OvNwCz2uMIn2jR7JVK0YllgTQCam1ljMysFnA18WHAHd2/s7o3cvREwHLjG3T8ws3JmVgHAzMoBJwDTY5hVJO4kJRnHt67JB9ccwRuXdadxtXLc/8ksjvz3Nzz9zXw27dgVdEQpxNAJWVQonUKfNjqLLBLH9nsbxG5mlgb0IXS/+Z7PNQI6AT8X8lxUboHQ7JVI0UuJ1Qu7e66ZXUeoO2Ay8LK7zzCzq8LPF3bf1W41gRFmtjvjW+4+OlZZReKZmXFk82oc2bwamYvW8dQ383noszkM/u5XLurRiEuPbEwVrbNULGzasYtR05dzZud6lC2VHHQcETl4kdwGsdspwA/hywP/+wJm5QkVXTe5++9Wl3f354HnATIyMg66q9Hu2asnz+mk2SuRIhKzAgvA3UcBo/bYVmhh5e4XF/h6AdAhltlESqKMRlUYckk3pi/dyNPfzOfpb+fz0tiFnNe9AX88ugk1K5YJOmJC+3jKcnbsymdQhppbiMS5SG6D2O1swpcH7mZmqYSKqzfd/f2YJESzVyJBielCwyISjLZ103n2/C58ftPR9Glbi1d+XMRR//6Gv46YRta6bUHHS1hDM7NoWbMC7eulBx1FRA7Nfm+DADCzdKAXMLLANgNeAma5+39iGVL3XokEQwWWSAnWvGYFHj2rI9/c0pszu9RjWGY2vR/+lpuHTmb+qi1Bx0soc1duZnLWBgZm1CN8+bOIxCl3zwV23wYxCxi6+zaI3bdChJ0OfO7uWwts6wlcABxboI37SdHOqNkrkeDE9BJBESkeGlRN419ntOPG45rz/PcLeGv8Ykb8spST2tbmmmOa0qaOZlRibeiELFKTjdM7xbRZmIgUkUhug3D3IcCQPbaNpfB7uKJK916JBEczWCIJpFZ6Ge45pTVjbz+Wq3s15fu5q+n3xFguHTKBiYvXBx3vkOxv0c/wPr3DZ4tnmNl3B3LsocjJzWfEL0v5w2E1qVq+dLRfXkTkf2j2SiRYKrBEElC18qW5rU8rxt5xLLcc34JflqznzGd/5Jznf+LH+WtwP+iGVYGIZNFPM6sEPAOc6u5tgIGRHnuovp69krVbc9TcQkSKhO69EgmWCiyRBJZeNpXrj2vO2NuP5a5+h/Hr6i2c++LPnPHsj3w1a2U8FVqRLPp5LvC+uy+B3xYxj/TYQzI0M5taFctwdIvq0XxZEZHf0eyVSPBUYIkI5UqncPlRTfj+tmO4v39bVm3ayWWvZnLSE2P5eOoy8vKLfaEVyaKfLYDKZvatmU00swsP4Fjg4Bb+XLlpB9/OWcWZXerqTLKIxJxmr0SCpwJLRH5TJjWZ8w9vyLd/7s3DAzuwMzeP6976heMf/Y7hE7PZlZcfdMS9iWTRzxSgC9APOBG428xaRHhsaKP78+6e4e4Z1atHNhs1fGI2+Q4Du+jyQBGJLc1eiRQPKrBE5HdSk5MY0KUeX/ypF0+f25nSKcncOmwKxzz8La//tJgdu/KCjrinSBb9zAZGu/tWd18DfE9oQfMDWTD0gLg7wzKz6N64Co2qlYvGS4qI7JVmr0SKBxVYIrJXyUlGv/a1GXXDkbx8cQbVK5Tm7g+mc/SD37Bozdb9v0DRiWTRz5HAUWaWYmZpQHdC69dEtGDoQYVatJ5Fa7epuYWIxJxmr0SKD62DJSL7ZWYc26omx7Sswbhf1/LB5KU0qJIWdKzfuHuume1e9DMZeHn3op/h5we7+ywzGw1MBfKBF919OkBhx0YjV4UyKZzRuS5929WKxsuJiOzVrrx8+rWvzWG1K2r2SiRgFkddwvYrIyPDMzMzg44hIgWY2UR3zwg6R7RpvBEpfjTeiEhR2tuYo0sERUREREREokQFloiIiIiISJSowBIREREREYkSFVgiIiIiIiJRogJLREREREQkSlRgiYiIiIiIRIkKLBERERERkShRgSUiIiIiIhIlJWqhYTNbDSyOYNdqwJoYx4kG5YyueMgZDxnhwHI2dPfqsQwTBI03gVHO6CppORN9vIGS9/80aPGQMx4yQsnMWeiYU6IKrEiZWWY8rPSunNEVDznjISPET87iIF5+VsoZXcoZXfGSsziIl5+VckZPPGSExMqpSwRFRERERESiRAWWiIiIiIhIlCRqgfV80AEipJzRFQ854yEjxE/O4iBeflbKGV3KGV3xkrM4iJeflXJGTzxkhATKmZD3YImIiIiIiMRCos5giYiIiIiIRJ0KLBERERERkShJqALLzPqY2Rwzm29mdwSdZ2/M7GUzW2Vm04POsjdmVt/MvjGzWWY2w8xuDDpTYcysjJmNN7Mp4Zx/DzrTvphZspn9YmYfB51lb8xskZlNM7PJZpYZdJ7iLB7GnHgYb0BjTixovClZ4mG8gfgYczTexEYijTkJcw+WmSUDc4HjgWxgAnCOu88MNFghzOxoYAvwmru3DTpPYcysNlDb3SeZWQVgItC/uP08zcyAcu6+xcxSgbHAje7+U8DRCmVmNwMZQEV3PznoPIUxs0VAhrvHw2KBgYmXMScexhvQmBMLGm9KjngZbyA+xhyNN7GRSGNOIs1gdQPmu/sCd88B3gFOCzhTodz9e2Bd0Dn2xd2Xu/uk8NebgVlA3WBT/Z6HbAk/TA3/KZZnFcysHtAPeDHoLBIVcTHmxMN4Axpzok3jTYkTF+MNxMeYo/Em+hJtzEmkAqsukFXgcTbF8B9LPDKzRkAn4OeAoxQqPCU9GVgFfOHuxTIn8BhwG5AfcI79ceBzM5toZlcEHaYY05gTIxpzouIxNN6UJBpvYkTjTdQ8RgKNOYlUYFkh24pllR9PzKw88B5wk7tvCjpPYdw9z907AvWAbmZW7C5JMLOTgVXuPjHoLBHo6e6dgb7AteHLPeT3NObEgMacQ6fxpkTSeBMDGm+iIxHHnEQqsLKB+gUe1wOWBZSlRAhf7/se8Ka7vx90nv1x9w3At0CfYJMUqidwavja33eAY83sjWAjFc7dl4X/uwoYQejSFPk9jTlRpjEnajTelDwab6JM401UJdyYk0gF1gSguZk1NrNSwNnAhwFnilvhGytfAma5+3+CzrM3ZlbdzCqFvy4L/AGYHWioQrj7ne5ez90bEfq7+bW7nx9wrN8xs3LhG34xs3LACUCx7QQVMI05UaQxJ3o03pRIGm+iSONNdCXimJMwBZa75wLXAZ8RullxqLvPCDZV4czsbWAc0NLMss3ssqAzFaIncAGhsxCTw39OCjpUIWoD35jZVEK/gL5w92LbHjQO1ATGmtkUYDzwibuPDjhTsRQvY06cjDegMScRabyJULyMNxA3Y47Gm8QUtTEnYdq0i4iIiIiIxFrCzGCJiIiIiIjEmgosERERERGRKFGBJSIiIiIiEiUqsERERERERKJEBZaIiIiIiEiUqMCSuGFmvc1M7UdFpEhozBGRoqLxpmRRgSUiIiIiIhIlKrAk6szsfDMbH16Y7zkzSzazLWb2iJlNMrOvzKx6eN+OZvaTmU01sxFmVjm8vZmZfWlmU8LHNA2/fHkzG25ms83szfBq65jZA2Y2M/w6Dwf0rYtIADTmiEhR0XgjkVCBJVFlZocBZwE93b0jkAecB5QDJrl7Z+A74N7wIa8Bt7t7e2Bage1vAk+7ewfgCGB5eHsn4CagNdAE6GlmVYDTgTbh17k/lt+jiBQfGnNEpKhovJFIqcCSaDsO6AJMMLPJ4cdNgHzg3fA+bwBHmlk6UMndvwtvfxU42swqAHXdfQSAu+9w923hfca7e7a75wOTgUbAJmAH8KKZnQHs3ldESj6NOSJSVDTeSERUYEm0GfCqu3cM/2np7n8rZD/fz2vszc4CX+cBKe6eC3QD3gP6A6MPLLKIxDGNOSJSVDTeSERUYEm0fQUMMLMaAGZWxcwaEvq7NiC8z7nAWHffCKw3s6PC2y8AvnP3TUC2mfUPv0ZpM0vb2xuaWXkg3d1HEZpa7xj170pEiiuNOSJSVDTeSERSgg4gJYu7zzSzu4DPzSwJ2AVcC2wF2pjZRGAjoWuYAS4CBocHlwXAJeHtFwDPmdl94dcYuI+3rQCMNLMyhM4M/SnK35aIFFMac0SkqGi8kUiZ+75mMUWiw8y2uHv5oHOISGLQmCMiRUXjjexJlwiKiIiIiIhEiWawREREREREokQzWCIiIiIiIlGiAktERERERCRKVGCJiIiIiIhEiQosERERERGRKFGBJSIiIiIiEiX/D3xC2x7urWhOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "using cached model\n",
      "using cached model\n",
      "using cached model\n",
      "using cached model\n",
      "using cached model\n",
      "using cached model\n",
      "using cached model\n",
      "using cached model\n",
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      "using cached model\n",
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     ]
    }
   ],
   "source": [
    "train()"
   ]
  },
  {
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   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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