robust_regression.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Three robust linear regression models for dealing with outliers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn import datasets\n",
    "from sklearn.linear_model import (LinearRegression, HuberRegressor, \n",
    "                                  RANSACRegressor, TheilSenRegressor)\n",
    "\n",
    "# settings\n",
    "sns.set_theme(context=\"talk\", style=\"whitegrid\", \n",
    "              palette=\"tab10\", color_codes=True, \n",
    "              rc={\"figure.figsize\": [12, 8]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = \"retina\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generating data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 477,
       "width": 733
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N_SAMPLES = 500\n",
    "N_OUTLIERS = 25\n",
    "\n",
    "X, y, coef = datasets.make_regression(\n",
    "    n_samples=N_SAMPLES, \n",
    "    n_features=1, \n",
    "    n_informative=1, \n",
    "    noise=20, \n",
    "    coef=True, \n",
    "    random_state=42\n",
    ")\n",
    "\n",
    "coef_list = [[\"original_coef\", float(coef)]]\n",
    "\n",
    "# add outliers               \n",
    "np.random.seed(42)\n",
    "X[:N_OUTLIERS] = 10 + 0.75 * np.random.normal(size=(N_OUTLIERS, 1))\n",
    "y[:N_OUTLIERS] = -15 + 20 * np.random.normal(size=N_OUTLIERS)\n",
    "\n",
    "plt.scatter(X, y);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "63.35724309517958"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sanity check - see what the coefficient would be when fitted to data without outliers\n",
    "lr = LinearRegression().fit(X[N_OUTLIERS:], y[N_OUTLIERS:])\n",
    "lr.coef_[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Linear regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = LinearRegression().fit(X, y)\n",
    "coef_list.append([\"linear_regression\", lr.coef_[0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>linear_regression</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>-3.241267</th>\n",
       "      <td>-34.417132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-2.241267</th>\n",
       "      <td>-25.644817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-1.241267</th>\n",
       "      <td>-16.872502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-0.241267</th>\n",
       "      <td>-8.100187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.758733</th>\n",
       "      <td>0.672128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.758733</th>\n",
       "      <td>9.444443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.758733</th>\n",
       "      <td>18.216758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.758733</th>\n",
       "      <td>26.989073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.758733</th>\n",
       "      <td>35.761388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.758733</th>\n",
       "      <td>44.533703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.758733</th>\n",
       "      <td>53.306018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.758733</th>\n",
       "      <td>62.078333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.758733</th>\n",
       "      <td>70.850648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.758733</th>\n",
       "      <td>79.622963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.758733</th>\n",
       "      <td>88.395278</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            linear_regression\n",
       "-3.241267          -34.417132\n",
       "-2.241267          -25.644817\n",
       "-1.241267          -16.872502\n",
       "-0.241267           -8.100187\n",
       " 0.758733            0.672128\n",
       " 1.758733            9.444443\n",
       " 2.758733           18.216758\n",
       " 3.758733           26.989073\n",
       " 4.758733           35.761388\n",
       " 5.758733           44.533703\n",
       " 6.758733           53.306018\n",
       " 7.758733           62.078333\n",
       " 8.758733           70.850648\n",
       " 9.758733           79.622963\n",
       " 10.758733          88.395278"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotline_X = np.arange(X.min(), X.max()).reshape(-1, 1)\n",
    "\n",
    "fit_df = pd.DataFrame(\n",
    "    index = plotline_X.flatten(),\n",
    "    data={\"linear_regression\": lr.predict(plotline_X)}\n",
    ")\n",
    "\n",
    "fit_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 496,
       "width": 733
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fix, ax = plt.subplots()\n",
    "fit_df.plot(ax=ax)\n",
    "plt.scatter(X, y, c=\"k\")\n",
    "plt.title(\"Linear regression on data with outliers\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Huber Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "huber = HuberRegressor().fit(X, y)\n",
    "fit_df[\"huber_regression\"] = huber.predict(plotline_X)\n",
    "coef_list.append([\"huber_regression\", huber.coef_[0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 496,
       "width": 733
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fix, ax = plt.subplots()\n",
    "fit_df[\"huber_regression\"].plot(ax=ax)\n",
    "plt.scatter(X, y, c=\"k\")\n",
    "plt.title(\"Huber regression on data with outliers\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RANSAC Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "ransac = RANSACRegressor(random_state=42).fit(X, y)\n",
    "fit_df[\"ransac_regression\"] = ransac.predict(plotline_X)\n",
    "ransac_coef = ransac.estimator_.coef_\n",
    "coef_list.append([\"ransac_regression\", ransac.estimator_.coef_[0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 496,
       "width": 733
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fix, ax = plt.subplots()\n",
    "fit_df[\"ransac_regression\"].plot(ax=ax)\n",
    "plt.scatter(X, y, c=\"k\")\n",
    "plt.title(\"RANSAC regression on data with outliers\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total outliers: 51\n",
      "Outliers we have added ourselves: 25 / 25\n"
     ]
    }
   ],
   "source": [
    "inlier_mask = ransac.inlier_mask_\n",
    "outlier_mask = ~inlier_mask\n",
    "print(f\"Total outliers: {sum(outlier_mask)}\")\n",
    "print(f\"Outliers we have added ourselves: {sum(outlier_mask[:N_OUTLIERS])} / {N_OUTLIERS}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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35PV+3/yp5/42m813OyUl8B+t/Y0DAEA8+nbGDH12yy3yBPnhcbdtytAsNehpFUdnYjHh1T77bNO8ec1aunSl/vCHz/sMn2fM+Fa33PKZhg4N/QOCvrjdKXrllRGaO3eiXnstx5QxAQAAACBRJVwi27OhZbCrq7dv3+67PWTI95cL9xyr5zbBjJOenh7UsQEAsLJvZ8xQ0yOPaMsxx8jb40PgvuyUTfUqVZEaEyzolrKy3KqvX6V58zb46mn3Z8aMb/XII0065pgtstm8A24brO3bU3XFFfsReAMAAADAABKujMnw4cN9t7dtC+5yX5fL5budlZXlu90z7O65TX96ht3Z2dlBHdtM6enpOuiggwb9uMCuel7mNGXKlBjOBOgb52iIpkyRZs+WnE7pwQelujqpuVlqb5eys7Xek6sH28tUq/KEbUY5fnxaSOdKXy/Z+vVGiZJweTwpmj//h2pslAoTrzoM4gz/H4XVcY7Cyjg/YXWco4illStXRlQeOuFWdo8aNcpXcmTTpk0Bt9+6dau2bt0qSdp99939VmSPHj3adzuYsTZu3Og3DwAAEkpenlRRIa1aJbW2Sm631NqqzW+u0i0ZFQkbdEtSWVl4+/V8yU44IfJ5uFxSTU3k4wAAAABAIkq4sDszM1N5eXmSpC1btqizs3PA7Zubm3239957b7/nfvjDH/puO53OgMceaCwAABJVYaG0aJGUyO0qxo8PflunU6qslAoKpJwcyWaTsrOlhgZz5mK3GwvrAQAAAAD+EvLP0gkTJvhur1ixYsBtP/74Y9/tSZMm+T13wAEHBD2Oy+XS6tWrJRmlVPLz84OdLgAAca+42AhzMzJiPZPoKC+XliwZeBuHQyotlfLzpaoqqalJamuTPJ7Iypfsyu2WamvNGw8AAAAAEkVCht0zZszw3X799dcH3PaNN97w3T7ssMP8nps+fbqvrMnbb7+tHTv6b0j1zjvv+J6fPn26bAGaeAEAkGiKi6XGRiPwTbRfgx6PUYPb4ej7ebtdKioyAn+3O/rzqauL/jEAAAAAIN4kZNh93HHHaciQIZKkurq6futtNzU16aWXXpIkjRw5UkcccYTf81lZWb7HWlpatHjx4j7Hcbvd+vOf/+y7X1JSEvH3AABAPCoslOrrpXXr/Et5pKZK3/1qHlBqqlHn2opheX/1su12I+APope1aShjAgAAAAC9JWTYPXLkSJ1xxhmSjAaU559/fq/Ae+3atbrooovk8XgkSfPmzfNrTtntoosu8q3Svvnmm/XKK6/4Pd/V1aX58+fL8d1Sr4kTJ+roo482/XsCACCe9NXLsqtL+vLL3iF4To5xv7JSWr/e2KZnWB5MSD5Ydq2X7XBIc+YYK78HU3v74B4PAAAAAOJBWqwnEC2XXHKJXn31Va1bt06ffvqpTjrpJM2cOVNjx47V2rVr9eKLL8r13RKsqVOn6te//nWf40yaNElz587Vgw8+qK6uLl144YU67LDDdMghh2jr1q1atmyZ1q9fL0nKyMjQH/7wB6UmcocuAAAi0B2CV1QEv53DYZQIGcyV0/3prpfdPf/q6tjMKzt78I8JAAAAAFaXsGF3VlaWHn/8cc2bN0+rV69WW1ub6voocFlUVKR77rlHaWn9vxS///3vtXPnTj322GPyer1666239NZbb/ltM2LECN15552aOHGi6d8LAADJrLBQWrRIskqVsLo6I+x2OgM3rYyW3NzYHBcAAAAArCxhw25JGjNmjJ566ik1NDTo+eef15o1a9TW1qbs7Gz96Ec/UklJiU466SSlpKQMOE5KSoquvvpqzZw5U0888YSWL1+ulpYWpaWlKT8/XzNmzNCZZ56pkSNHDtJ3BgBAcikuNlZ7O52xnsn3ZUxqawenGWVfyspic1wAAAAAsLK4Crtvvvlm3XzzzSHtk5aWprKyMpWZ8Ffh5MmTNXny5IjHAQAgGTidRiBcV2cExB0dUlaWsSq5rEwqLzcC7GCde65UVRW9+Qaru152HxeMDQqbzXjtAAAAAAD+KC4NAABM5XBIpaVSfr4RTjc1SW1tRhPHtjbjflWV8XxpqbF9MMrLjaA31rrrZfdsVDmYSkooYwIAAAAAfSHsBgAAprHbjWaSDQ2BS3y43cZ2RUXB1b7OyzPKmcRad9Dc0TH4x87MlObPH/zjAgAAAEA8IOwGAACmsNuNldouV2j7uVzSrFnBBd4LFkgZGWFNzzTdldGysgb3uKmp0sKFRsNOAAAAAEBvhN0AACBiDod0+ulGqZJweDzS7NmBS5oUFkqLFhnBbyz0rJc9mKVEMjKMVfBWWNkOAAAAAFZF2A0AAELidEqVlVJBgZSTYwTAU6ZIXV2RjetySTU1gbcrLjaC31is8O5ZL9uE3tcB2WxelZZKjY0E3QAAAAAQCGE3AAAIykCNJwPV5w6W3R5c48fiYiMALi0N3LQyNVXaZx8pJSWyue1aL9vshpm77WbMNSdH2mefbZo3r1lLl65UfT2lSwAAAAAgGITdAAAgoFAaT0bC7ZZqa4PbtrBQqq+X1q3zX2n+fWBsPJaSIq1dK3m94c+rr3rZZjbMLC2Vvv3W+P5bW6X6+lWaN2+DRo/eYc4BAAAAACAJEHYDAIABhdt4Mlx1df73+yqbkpNj3K+sNLapqJBWrTKCYrdbeuQRacMG6V//ijycH6hethkNM3ddMQ4AAAAACA9hNwAA6FekjSfDsXr19yu0hwyRxo3rXTalrc24X1VllFUpLf2+uaVZ4bzNpoD1siNtmNnXinEAAAAAQHgIuwEAQL/OPz/yxpOh6g6zvV5p587A27vdxsrroiLp9tulOXMiD+dtNukvf1FQ9bLDbZg50IpxAAAAAEDoCLsBAECf/vEPY1VzvHC5pMsvN6fcitttNKBcsiS47UNpmBnMinEAAAAAQOjSYj0BAABgTZddFusZxJbHI5WUSMOHS+PHS2VlRgCel9f39t0NM51O6cEHjdrjzc1Se7uUnS3l5n4/Rm7u4H4vAAAAAJAMWNkNAAB6+cc/jOaOkLZu7b8+eF/y8no3zGxtNe5XVBB0AwAAAEC0EHYDAAA/drt04omxnoU19awPHmyJEwAAAADA4CDsBgAAPna7sXLZ7Y71TKzN5ZJmzSLwBgAAAAArIewGAACSjNIcc+YYtaoRmMcjzZ49cEkTAAAAAMDgIewGAACSpOpqY8UygudySTU1sZ4FAAAAAEAi7AYAAJKWLTNqUSN0drvU3BzrWQAAAAAACLsBAEhyNKSMjNst1dbGehYAAAAAAMJuAACsxumUKiulggIpJ0ey2YyvBQXG406naYfqbki5c6dpQyalurpYzwAAAAAAQNgNAIBVOBxG8pyfL1VVSU1NUlub0Qmxrc24X1VlPF9aGnFnRBpSmocyJgAAAAAQe4TdAABYgd0uFRUZhbPd7oG3dbuN7YqKpCVLwj4kDSnN094e6xkAAAAAAAi7AQCIte5aIqEmzy6XNGtWwMC7r6oou+1GQ0ozZWfHegYAAAAAgLRYTwAAgKQWaS0Rj0eaPVtqbJQKC3sNXV1tZOG7LhZnJbK5cnNjPQMAAAAAACu7AQCIJTNqibhcUk2N30OhVEVB5MrKYj0DAAAAAABhNwAAseJ0RlRz24/dLjU3y+k0gtdTT6Ue92Cx2aTy8ljPAgAAAABA2A0AQKzU1pq37NrtVt2xtdprL2nxYnOGRHBKSihjAgAAAABWQNgNAECs1NWZOtxB/6oLu/Q3wpOZKc2fH+tZAAAAAAAkwm4AAELjdEqVlVJBgZSTY9SwyMkx7ldWGs8Hq7nZ1KnlytzxMLDUVGnhwl59QQEAAAAAMULYDQBAMBwOqbRUys+XqqqkpiaprU3yeIyvTU3G4/n5xnYOR+AxOzpMnWK22k0dLxmkpkpXXSVlZIS2X0aG0fyzuDgq0wIAAAAAhIGwGwCAQOx2qajISDcD1dh2u43tiooCN5/MyjJtipLUrmxTx0t03YH1TTdJjY3GZxQ228D72GzGdo2NBN0AAAAAYDWE3QAADMRuN9JNlyu0/VwuadasgQNvk7saNosuicOHhxdYFxZK9fXSunX+VWpSU/2r1HzxhbEdpUsAAAAAwHrSYj0BAAAsy+GQ5sxR2F0fPR5p9mwjVe0rHS0rM0qfmKROZaaNFa/S0ozA+sEHjf6fzc1Se7uUnW18tlBWJpWX9/85Q16eVFFh/AMAAAAAxBdWdgMA0J/q6tBXdO/K5ZJqavp+rrw88DLkIO2UTbUqN2WseNbe/n1gvWqV1NpqVJZpbTXuV1SYvqAeAAAAAGARhN0AAPTF6QxccztYdruxxHhXeXmmFX62q0QbKGOibMqWAwAAAEDSIuwGAKAvtbWBm1EGy+02xuvLggVGp8QIdCpTNZof0RiJglXbAAAAAJC8CLsBAOhLXd3gjFdYKC1aZHRCDINbqZqjhVohOiZKRk1uAAAAAEByIuwGAKAvfZUdidZ4xcVSQ0PIK7y3KUOz1KCnVRzR1BKFzWaUQQcAAAAAJCfCbgAA+tLRYe547e0DP19cLDU2SqWlgZtW2mxqHFeqIjUSdPcwbRplTAAAAAAgmRF2AwDQl6wsc8cLpnNiYaFUXy+tWydVVkoFBVJOjlHiJCfHuF9ZqRce+EI/ddZHpXRJaqo0ZIjpww6Kd981r6coAAAAACD+pMV6AgAAWFJurtTWZt54wYTd3fLypIoK498uHA7p1CLJ6zVvat0yMozy4ZJ06qnROUY0eTzS7NnGAvlCSpgDAAAAQNJhZTcAAH0xu9Oh02nKsuPqasnlinw6PdlsRvWUxkajmkpxsfTUU1LaIH8knpIS+Rgul1RTE/k4AAAAAID4Q9gNAEBfyssD184OhddrLDt2OMIewqS83M/pp0tffCHdcYdkt39fOWXWLGOld3q6ucfrT1qaOWG3ZHwfZvcXBQAAAABYH2E3AAB9ycszljibKcJlx7W1kttt3nTKyqSrrpJ++1spP1+qqpKamozqLR6P0aOzq8u84w3E7TaOadZYtbXmjAUAAAAAiB+E3QAA9GfBAmN5s5kiWHZcV2fuVN56SyoqkhoazA3Rw2HWqu5uZr9WAAAAAADrI+wGAKA/hYVGx0Yzk9gIlh2bXZrD6Qyv/ndKyuDX8w4VZUwAAAAAIPkQdgMAMJDiYik319wxw1x23NFh7jTC5fVaf8z2dnPHAwAAAABYH2E3AACBmJ2chrnsOCvL3GlEYudO88ay2aThw80bT5Kys80dDwAAAABgfYTdAAAEYvaS6jDDc7MXmEfKrOouJSXSuHHmjNXNaq8VAAAAACD6CLsBAAjE7CXVYS47LiszdxqR8nojr92dmSnNn2/+92a11woAAAAAEH2E3QAABGL2MuEwxysvN0p+WEkk5UxSU6WFC40+oGZ+bzabMR4AAAAAILkQdgMAEIhFlh3n5Rn9MhNBRobU0PD992Pm91ZSQhkTAAAAAEhGhN0AAARioWXHCxYYQXG8stmk0lKpsbF3uG3G99ZdFgUAAAAAkHwIuwEACMRCy44LC6Xf/MacqQym7Gzp/POlL76Q6uuN72NXhYXSokVGeZNw9CyLAgAAAABIPoTdAAAEwyLLjh0O6YEHIptGLLS3S48+Ki1fPvB2xcVGeZNQX+pdy6IAAAAAAJIPYTcAAMEY5GXH778vzZghDR0qpaR8/+/HP5bc7vCmEGsulzRrlrRkycDbFRcbZU5KSwNXjxmoLAoAAAAAILkQdgMAEKxBWHa8eLE0bpw0dar0+utSV5f/8x5PaIe2Go9Hmj3bWKE+kMJCo9zJunVSZaVUUCDl5BifGeTkGPcrKwcuiwIAAAAASC6E3QCAxOZ0+qelNpsmH3mkJpWWauwDDxjPhyKKy46vvFIqKwt9SvHG5ZJqaoLbNi9PqqiQVq2SWluNVe2trcb9ioqIyp8DAAAAABIMYTcAIDE5HEbQnJ8vVVVJTU1SW5vk8ci2dasy//tf5dbWGs+XlgZeatxTFJYdX3mldMstYX+3ccdul5qbYz0LAAAAAEAiIewGACQeu10qKjJKhwQqcO12G9sVFQUuJr0rk5YdL16cXEG3ZLxUtbWxngUAAAAAIJEQdgMAEovdbqzUdrlC2y/Y7olRcPnlg35IS6iri/UMAAAAAACJhLAbAJA4HA5pzpzwuzgG2z3RRO+/n/g1uvtDGRMAAAAAgJkIuwEAiaO6OvQV3bsKpXuiCX7/+0E7lOW0t8d6BgAAAACARELYDQBIDE6neSVIBrF74j//OSiHsaTs7FjPAAAAAACQSAi7AQCJobY2cDPKYA1i98SurkE5jCUF2b8TAAAAAICgEHYDABKD2d0O+xnP6ZQqK6WCAiknR7LZjK8FBcbjyVp/OxxlZbGeAQAAAAAgkRB2AwASg9llR3YZz+GQSkul/HypqkpqapLa2oyelm1txv2qKuP50tJB7XEZt8aPj/UMAAAAAACJhLAbAJAYOjrMHe/bb6XLL5cuv1zt4wq09+Qc1TXY9I07R6tUoApVKle9l3G73VJDg1RUFFwJ8fR0c6cdTy66iA8FAAAAAADmIewGACSGrCzzx7z9dun225XtbFKO2mSTRzlqU4GaVKkqrVO+6lWqg9U7sXW5pFmzAgfe06ebP+144XJJNTWxngUAAAAAIFEQdgMAEkMMuh2mya1SNahRRTpFS3o97/FIs2dLy5b1X+d7woRBn7al2O3mV6ABAAAAACSntFhPAAAAU5SVGUWzYyBTLjVolmapQU+r2O85l0s6/vje+7S1fV/rO5m53dK++0r77GP8CMvLpby8WM8KAAAAABCPWNkNAEgM5eXGkukYscmjRZrdZ0kTDGz7dhp8AgAAAAAiR9gNAEgMeXlScXFMp5Apl+aLItSR6G7weeihwTX4BAAAAACgG2E3ACBxLFggZWTEdAolsmusKEIdqe3bpZISo0coAAAAAADBIOwGACSOwkJp0SIpNXa/3tLkVrlqY3b8RHP55QTeAAAAAIDgEHYDABJLcbFRByOGK7zLVBezYyeiyy+npAkAAAAAIDDCbgBA4ikulhobjU6HMWhamUsZE9OdfjpNKwEAAAAAAyPsBgAkpsJCqb5eWrdOqqwc1ENnq31Qj5cMtm+Xauj9CQAAAAAYAGE3ACCx5eVJFRXSbrsN2iHblT1ox0omdrvUzKJ5AAAAAEA/CLsBAMkhN3fQDtWswTtWMnG7pVp6fwIAAAAA+kHYDQBIDmVlg3aoOg3esWJh332l88+XhgwZ/GPX0fsTAAAAANAPwm4AQHIoLx+UZpU7ZVOtyqN+nFi57Tbps8+klhZpx47BPz5lTAAAAAAA/UmL9QQAABgUeXlScbHU0BDVw9hVog0JXMbkmmuM8udLlsTm+O30/gQAAAAA9IOV3QCA5LFggZSREbXhO5WpGs2P2vhW4HIZi+Td7tgcP5venwAAAACAfhB2AwCSR2GhtGiRvKnm//pzK1VztFArVGj62Fbj9cbu2IPYZxQAAAAAEGcIuwEAyaW4WJ/dcot2pA01bchtytAsNehpFZs2Jvo2iH1GAQAAAABxhrAbAJB03sudqZ+m/FP1KtVOhd+0cqdsqlepitRI0D0IbDajhAoAAAAAAH2hQSUAIOk8+OBYvb9jhE5TvXLl1Ll6UGWqU66ala12tStbzcrV85opKUUn6vlez9WpTLUqT+hmlFZTUkIZEwAAAABA/wi7AQBJxemUXn99d9/9ZuXpelXoelX0u8//6U+DMDMMJDNTmp/YvT8BAAAAABGijAkAIKnU1kpud0qsp4EQpKZKCxca/UUBAAAAAOgPYTcAIKnU1cV6BghFRobU0CAVF8d6JgAAAAAAqyPsBgAklebmWM8AwbDZpNJSqbGRoBsAAAAAEBxqdgMAkkpHR6xngG5padL48dLmzVJ7u5SdbTSgLCuTystpRgkAAAAACA1hNwAgqWRlSW1tsZ4FUlOl+npWbQMAAAAAzEMZEwBAUmG1cOxRhxsAAAAAEA2E3QCApFJWFusZJC/qcAMAAAAAookyJgCApFJeLtXUeOV2p8R6Kgnn8sul3XaT6uqMRqDU4QYAAAAADCbCbgBAUsnLk448slWvvDIi1lNJKDab9L//a4TZFRWxng0AAAAAIBlRxgQAkHTOPXeDhg71xHoaCaWkhFXbAAAAAIDYIuwGACSdCRO26YYbPpfkjfVUEkJmpjR/fqxnAQAAAABIdoTdAICkNGlSp1L5LRix1FRp4UKpsDDWMwEAAAAAJDv+zAcAJCW7fZQ8HppURiIjQ2pokIqLYz0TAAAAAABoUAkASFLLltGgMlKNjazoBgAAAABYByu7AQBJqaUlPdZTiHsE3QAAAAAAKyHsBgDEBadTqqyUCgqknBzJZjO+FhQYjzudoY23bRu/AiNBvXMAAAAAgNXwpyoAwNIcDqm0VMrPl6qqpKYmqa1N8niMr01NxuP5+cZ2Dkdw42ZmeqI78QQ3cmSsZwAAAAAACcrs1V5JhLAbAGBZdrtUVGQ0QXS7B97W7Ta2KyqSlizpe5vu9wulpZPU2cmvwEiceWasZwAAAAAACSZaq72SCA0qAQCWZLcbv7s9IS7AdrmkU0+VTjvN+L3f3Cx1dBhlN3bu7N4q0+zpJp3//d9YzwAAAAAAEojdLs2ZY/xRG0j3aq/nnpMWLZKKi6M+vXjBsjYAgOU4HMbv+FCD7m5er1RX5/8h+PdBNyKVkmJcPWezSRkZ0tChxr/UVK6sAwAAAICQda/2Cibo7snlkmbN6v/y5iRE2A0AsJzq6tB/x2PweL3ff4iwfbvU1WX8636cK+sAAAAAIEiRrvbyeKTZs/nD6zuE3QAAS3E6+VA6UQRTRx0AAAAAkpoZq71cLqmmxpz5xDnCbgCApdTWBm5GifjClXUAAAAA0AczV3vZ7UbTqiRH2A0AsJS6uljPANHAlXUAAAAAsAszV3u53cZ4SY6wGwBgKXwQnbi4sg4AAAAAejB7tRerxwi7AQDW0tER6xkgmriyDgAAAAC+Y/YfR/yxRdgNALCWrKxYzwDRxJV1AAAAAPAds1d7tbebO14cIuwGAFhKbm6sZ4Bo48o6AAAAAJD5q72ys80dLw4RdgMAQud0SpWVUkGBlJMj2WzG14IC43GnM+yhy8pMmyUsiivrAAAAAEDmr/Zi9RhhNwAgBA6HVFoq5edLVVVSU5PU1iZ5PMbXpibj8fx8YzuHI+RDlJcb2TkSF1fWAQAAAIDMX+3F6jHCbgBAkOx2qahIamgwCi8PxO02tisqkpYsCekweXlScXHYs0Qc4Mo6AAAAAJC5q71sNmO8JEfYDQAIzG43Vmq7XKHt53JJs2aFHHgvWCBlZIR2KMQPrqwDAAAAAJm72qukhD+2RNgNAAjE4ZDmzDFKlYTD45Fmzw6ppElhobRokZTKb6mExJV1AAAAAPAdM1Z7ZWZK8+ebM584R4wAABhYdXXoK7p35XJJNTUh7VJcbFRCYYV3YuHKOgAAAADoIdLVXqmp0sKFxjgg7AYADMDpDLkESb/sdqm5OaRdioulxkajggpNKxMDV9YBAAAAwC7CXe2VkWHsR+MrH8JuAED/amsDN6MMltttjBeiwkKpvt4IvRHfuLIOAAAAAPoRymovm83YrrGRoHsXhN0AgP7V1VlmvKVLTZwHBh1X1gEAAABAAN2rvdatkyorpYICKSfH+IMqJ8e4X1kpffGFsR1/YPWSFusJAAAsLMSyI9Ecz+zcHYMnI8MoQceCAwAAAAAIQl6eVFFh/ENIWNkNAOhfR4e547W3h72r2bl7okpJkc4/v/8FAPvtN3hz4co6AAAAAMBgYmU3AKB/WVlSW5t542Vnh72r2bl7otpzT+n++/t/3uuVqqrMO57NZvxLSZG6uqTddjMaUJaVSeXlNKMEAAAAAAwewm4AQP9yc80Nu8NIPp3OsPpaJq1t2wZ+vrxcqqkxp++ozWaUiiPQBgAAAABYAWVMAAD9KyuL2XgOh1ECIz/fWIns8Zg7lUQVqFJMXp55JUVKSgi6AQAAAADWQdgNAOhfebmxfNcEXptNt7aV+2pJ22z+taSdzu+3tduloiKpocGcFcjJJJhKMQsWGE0jI5GZKc2fH9kYAAAAAACYibAbANA/E5cBN7hL9PvbctXUZFRG8XiMr01Nxsrt/HxjJffttxtfXS5TDpt0gllpXVgoLVpkNK8MR2qqtHChMQ4AAACAxDNk0yaNfeABBbVaCbAQwm4AwMBMWAbcqUxVa+BlwG63sZL78sspWRKJmTON956B3pMWFxuvd6g/2owMYz+zSqEAAAAAsBCHQ/tecYUOOvlk5dbWKuBqJYcj1jMG/BB2AwAGFuEyYLdSNUcLtUIsA462lBTpjjuM957BvCctLpYaG437garV2GzGdo2NBN0AAABAQvqunuSIV15RSqB6kt2rlYqKpCVLBmV6QDAIuwEAgYW5DHibMjRLDXpaxVGZFvx5vYFXxe/6nrSwUKqvl9at818RnprqvyL8iy+M7ShdAgAAACQguz28epIulzRrFoE3LIOwGwAQnBCWAbtTbKpXqYrUSNBtUbu+J83LkyoqpFWrpNZWIxRvbTXuV1QEVwscAAAAQBxyOKQ5c8KvJ+nxSLNnU9IElkDYDQAIXhDLgNsur9TeKV/oNNVTusTieE8KAAAAQNXVoa/o3pXLJdXUmDMfIAKE3QCQjJzO4LoY9meAZcC3ZVfoSw/LgOMF70kBAACAJOZ0mleCxG6XmpvNGQsIE2E3ACQTh8MoQ5KfH3wXwyB15+c33RS96SM6eE8KAAAAJKnaWmPxkhncbmO8SES6MAtJj7A7ROvXr9eNN96ok046SZMnT9YhhxyimTNn6oYbbtBnn30W6+kBQP++66ythobAb2ZC6Ky9a37e1WXelDE4zHhPCgAAACAO1dVZY7woLsxCciHsDsEzzzyjk08+WY899pj+85//aNu2bers7NTnn3+uxx9/XKeccooef/zxWE8TAHqLUmftUPJzWJvZ73EBAAAAxAGzL/EMZ7woLcxCciLsDtJrr72mK6+8Utu2bZMkFRYW6oILLtAFF1ygQw45RJK0Y8cO3XDDDbLb7bGcKgD4i1Jn7XDzc1gTZUwAAACAQWaFkh0dHeaO194e2vZRWpiF5EXYHYStW7dq/vz58nwXFF199dVavHixLrvsMl122WV64oknVF1drZSUFEnS9ddfr82bN8dyygDwvSh01o40P4f1hPqeFAAAAECYrFSyIyvL3PGys4PfNkoLs5DcCLuDsHjxYrW0tEiSTjrpJJ199tm9tjnttNP0m9/8RpLU2dmpBx98cDCnCAB9i1JnbTPyc1hLKO9JAQAAAITJaiU7cnNjN14UFmYBhN1B6FmWpLy8vN/t5s2bp/T0dEnS0qVL5fV6oz43ABhQFDprm5mfwzrMfo8LAAAAYBdWLNlRVhab8aK0MAsg7A6gpaVFq1evliSNHj1aBQUF/W67++67q7CwUJK0ceNGrVy5clDmCAD9ikJnbTPzc1iH2e9xAQAAAPRg1ZId5eVGrXAz2GzGeMGIwsIsQCLsDmjVqlW+291B9kAOPvhg320HNYMAxFoUOmubnZ8j9kJ5TwoAAAAgDFYt2ZGXJxUXmzNWSUnwl4xGYWEWIBF2B7Ru3Trf7XHjxgXcPrfHf9Q99wWAmIhCZ22uDks8obwnBQAAABAiq5fsWLBAysiIbIzMTGn+/OC3j8LCLEAi7A6ouzGlJI0ZMybg9nvssYfv9jfffBOVOQFA0KLQWdvs/ByxFep7UgAAAAAhsnrJjsJCadEiKTXMmDA1VVq40BgnWFFYmAVIhN0Btff4jyUjiE+5hg4d6rvdQSIEINai0Fnb7PwcsRPOe1IAAAAAIYqHkh3FxVJDQ+grvDMyjP1CLYUShYVZgCSlxXoCVtfV1eW73TPI7k/PQLznvoOhq6tLH3zwwaAeEwiEczK2xv7sZ8ptajJtvOaf/Uwj/7FNbW2Zpo2J2Bg61KMbbvhc48d/K/4ztTb+Pwqr4xyF1XGOwso4P5PD5PXrZVILSEnSzvXr5YjGuTN+vDIfflhjH3pIu7/2mlIGWI3utdnUOmOGNpxzjraNH69Q/6iYNHKkMtvaIp2xz7aRI7WK/54gwu6AbD060qakpATc3uv1+m6nhnv5BwCY5OuSEo19+OEB36QEy2uz6euSEh3n3aLaWsLueGWzeTVjRqvOOWeDJkzYFuvpAAAAAAkvdZu577ttnZ2mjtfTtgkT9Pkf/qAhmzZp1JIlGrFsmYa0tMjW2Sn3sGHaMXq0thx3nL4uKdGO0aPDPs6W445TponlWLYcd5xpYyG+EXYHMGzYMN/t7du3B9y+5zbp6elRmRMABDJk0yaNsts1Ytky08ZsnTFDO0aPVknJ13r44bFyuwN/AIjYS0nxavhwt0aP3qHjjtuikpKvNXr0jlhPCwAAAEgansxM2bZuNW08d4+sKlp27LGHNsybpw3z5kVl/GgszAIkwu6AeobdLpcr4PY9w+6sQS5sm56eroMOOmhQjwn0peeleFOmTInhTJKQwyFVVxudvs1qgCJJmZkaceutmvJdcefucm6wNptN+uKLFOXmpsn4lZ8pyeQ67ogK/j8Kq+MchdVxjsLKOD+T0PjxkonlJdPGj4/quTNo56hJf1imDBumgxsbpfJyKS8v8nkhplauXBlRaWjqbAQwusclGRs3bgy4fc9tRkdwOQcAhMxul4qKjDcLZgbdfXQxXLAg9L4lGHwlJeb3KAUAAAAGldMpVVZKBQVSTo6xoiMnx7hfWWk8b3VlZdYeL1bM+sOyvV2qqpLy86XSUmMRGJIWYXcA+++/v++2M4j/gTY3N/tu77333tGYEgD0Zrcbv9SDuAIlJP101i4slO65x9xDwVyZmdL8+bGeBQAAABAmh8P4Gyc/3wgym5qktjbJ4zG+NjXFT8BZXm6E9Gaw2YzxEkFhobRokbHAygxut/H3a1GRcbUzkhJhdwD777+/rzHlypUrA27v6PE/10mTJkVtXgDg43BIc+YYb/rMYrMZbxgbG3sF3d3vOc87z7zDwVx9LMYHAAAA4kcoV63GQ8CZl9fr76qwJdrlm92lTMy8dNjlkmbNsu75gKgi7A5g99131+TJkyUZq7b//e9/97vtli1btGLFCt9+Bx544GBMEUCyq642Z0V3Wtr3lwJ+8YVUX98rLY1WpRSYJy2tz8X4AAAAQHwI96pVqwecZpTsSNTLN4uLjYVWpaXmrYD3eKTZs6294h9RQdgdhJkzZ/pu33333f1u95e//EU7duyQJP3yl79UqlmXYQBAf5xO897Meb3SSy9JFRV9rhSIVqUUmOv55wm6AQAAEKcivWrVygFnpCU7Ev3yzcJCY8HVunXGAqzs7MjHdLmkmprIx0FcIY0Nwq9+9SuNHTtWkvTiiy/qjjvukNfr9dumrq5OjzzyiCQpIyND55xzzqDPE0ASqq01b4m1222M14doVEqB+UpLpeOOi/UsAAAAkPTCbSppxlWrVg44IynZMXSodPXV8dOUM1x5edK550qdneaMZ7dLPfrrIfERdgdh2LBhqqio8K3Uvv/++/XLX/5St99+u+666y7Nnj1b1113nS8Av+aaazRmzJhYThlAIhnojaLZXSLr6vp82KxKKYiuRLyiEQAAAHEkkqaSZl61Gk7AGW5AH6pwS3Zs2xZfTTkjMUiLupCYCLuDdNRRR+mPf/yjhg0bJklas2aN/vznP+vee+/Vhx9+KElKS0vT1VdfrbKyslhOFUCiCOaN4jffmHvMPt4QmvmeE9GTkpK4VzQCAAAgDkTaVDJWAWckAX24di3ZUVAgfZc3BSUemnJGop9FWJYZD5ZG2B2CX/ziF3r++ed1zjnnaP/999ewYcOUnp6uvfbaS6eddprsdrvOPvvsWE8TQCKIVSfI9vZeD5n5nhPRs9tusZ4BAAAAkpYZTSVjEXBGGtBHKi/P6Jl0ww3hXUpr9aacoei5sr6pydyxKWOSVNJiPYF4M3bsWF1xxRW64oorYj0VAImq+41iLApk99EEhA/B40MfPUUBAACA6DOrqWSayRFVoIAz3L+7ugPmhgZzOsOb9fo1NsbnpZ4Oh1E3c8mS6K2y6mNRFxIXK7sBwEpi3Qmyj8SUD8HjAxW0AAAAEBNmNZXs6DBnPt0GCjjNCpjNKGmS6E05BzJYVzT3sagLiYuwGwCsJNadIHskpt1XkbW1xW46CI7NJpWXx3oWAAAASDpWbvAzUMBplYA51k05Yync0jfh4DLYpELYDQBW4XQav/Bj5bvEdNf+LLC+khLevwEAACAGrNzgp783yFYKmGPVlDPWBvuK5pYWYyWX0zk4x0NMEXYDgFVUV8eufImkbT8vUdnvcnXIIYPfFxNSrpyqUKVWqUCtytFO2dSqHK1SgSpUqVz1/cYsM1OaP3+QJwsAAABI1m7w01+dPysFzLFoymkFg31F89dfGyu58vONlV1mlJ+BZRF2A4BVLFwYs0Nvt2Xqp8/P1+LFktcbs2kkpYPlUL1KtU75qlSVCtSkHLXJJo9y1KYCNalSVVqnfNWrVAfr+zdmqanGaROPfWgAAACQAKxaNmOgOn9WCpjNfv2s+vPoKZalb9xuY2VXUZF1y+8gYoTdAGAFTmfMOkS7laoy90J97CUxHWzFsqtRRSpVg9I08OqSNLlVqgY1qkinaIkyMsxrAA8AAACExeymkmYZqM6flQLmwWzKOdi6m0AVFEg5OcYHEDk50uTJsb+M2OWSZs0i8E5QabGeAABAMauttk0Zmq1FelrFMTl+MiuWXU+qVDaFVromUy49pVlad2OD9iHpBgAAQCxlZZnb0T4rS9q5M7ISF4Hq/FkpYDb79RuoKedgcTiMMiVLlvQOtc38XiPl8UizZ0uNjVwqm2BY2Q0AVjDItdW8NpueSi1VkRoJumPgYDm0UHNCDrq7pcqjfa6ZTa05AAAAxJbZXdLHj5cWLTLq9YUjmDp/WVnhjd2fSAJms1+/WHett9uNEiHx0gTK5ZJqamI9C5iMsBsArCAatdVGjfr+krHUVONrQYFUWal5J3yhWZ56rRCfYMfCAlUrUxE2ZOGNGQAAAGKtvyaQkYxXXGyEpRkZoe0bbJ0/KwXM0Xj9YsVuN5o/DmbjSTPY7fFR6xxBI+wGACuIRq27iy+WVq2SWluNT9VbW6VVq+Q8t0KPvBjjT/yTSEaGUZ6uW66cKtYScwbnjRkAAABiqbzc/81uJHo2lSwuNspLlJYGHt9mM7ZrbAyuoY2VAuZovX6DzeGQ5swxSoPEG7c7ZmVFER2E3QBgBWZfSif1+0antjY+rihLFC6X9MAD3/dmuWRobcBmlEHjjRkAAABiKS/PvI7puzaVLCyU6uuldev8Gx3uctWqvvjC2C7YustWCpij+foNpurq+FvR3dMglxVFdBF2A4AVmP2mJCur3zH5PT74Lr7YeA+7apV01T4m/wD4gQIAACCWFiwIveTIrgZqKpmXJ1VU9HnVqioqQv9bymoBs5mvn9Pp/8GAzeb/wYDTGdlx+uJ0Gs0o4xlXyyYUwm4AsAKzL6XbutW4lK+PBob8Hh98fuW1zf4B8AMFAABALBUWRr+ppNnMCJgl6YMPIg+RzXj9brjBWF2dny9VVUlNTVJbm1FWpK3NuF9VZTzfz9+JYUuES4fb22M9A5iIsBsArMDMS+kkyes1mrMUFfX6lD0a5cERmK+8ttk/AN6YAQAAINai3VTSbJEGzN3WrjUnRI7k9fu//5OuucbYP1Do7Hb3+3di2BLhStPs7FjPACYi7AYAKzDzUrqeXC5p1iy/NzLRKA+OwHzltc3+AfDGDAAAAFYQzaaS0RBuwNwXM0LkcF6/G26Q/vjH0Otl9/F3YtgS4UrTWNU6R1QQdgOAVZh1Kd2uPB5p9mzfKgN+j8dOXZ3M/wHwAwUAAIBVRKupZLSEEjAHI9IQOZTXb/586dprjb/3wrHL34lhS4RLh80uK4qYIuwGAKsw61K6vvQoGs3v8dhpbpb5PwB+oAAAALAas5tKRtOuAfM++0Q2nhkhcjCvX3V16Cu6d+XXXChMg33pcEaG9OCD5pUBtdmMsqJIGITdAGAlZl5Kt6vvikabXR4cwWtvl7n12XljBgAAAJijO2D+8Y8jH8uMEHkgTqd5Nbd9zYXCNFgfXPQsfXPOOeaVvykpsdaHL4gYYTcAWE3PS+lSUswb1+3WjfvWaq+9jP6VGHzZ2TK3PjtvzAAAAADzWClEHkhtbeBmlMHyNRcKk9lXmo4aFVzpGzPKgGZmGuVgkFAIuwHAirovpdt3X1OHLd5eJ48n/LJuiIwvl+aNGQAAAGA9VgqRB1JXZ53xzL5y1eEIrvRNpGVAU1OlhQtjXzcepiPsBgAra2kxdbhcJUCn7DjmW/TAGzMAAADAeqwUIg/E7BXjkYwXyytXwy0DmpFh7GfWvGEphN0AYGUmd7bOVrup4yF4vcpr88YMAAAAsBYrhcgDMfnvRLW1RbZ/LK9c7VkGNNAK8551v63495TTaZRsKSgwSrjYbP6lXJzOWM8wLhB2A4CF7cgwt7N1u7JNHQ/B63ORQiK9MQMAAADindkhcnuUFhtlmft3YsRlSGJ95Wp3GdB16/zD4kB1v63C4TD+1svPl6qqpKYm4wMIj8f42tRkPJ6fb2zncMR6xpZG2A0AFmW3S//pNLf5YLNoZhgLAy5SiPc3ZgAAAECiMDtEzo7SYiOzm9Tv3Bn5KnQrXLmal2fU9161Kri631Zgt0tFRcZrEKhevNttbFdUZF4j1QRE2A0AFuRwSHPmSHUyt7O12eMhsKAXKcTjGzMAAAAgkZj9njta7+HLovB3nRnNNLlyNTR2u/EauFyh7edySbNmEXj3g7AbACyoutr4/VWrcu2UOZ2td8qmWpUH3hCmobw2AAAAEEfMDpGjEUpLuzQDMolZzTS5cjU4Doc0e7ZRqiQcHo+xPyVNeiHsBgCLcTq//4C2WXlaomJTxrWrRBsoYzIoWKQAAAAAxKHy8sjrV3fr1aHeRHl5UkqKuWOa3UyTK1f753BIJ50kbd8e2Tgul1RTY86cEghhNwBYTG2tf6muai3QNkXW2bpTmapRGJ2t49Dll/deQBBpY/CBDBvGIgUAAAAgIeTlmbdapc8O9SZxOiWv19wxo9VME/7sdunQQ42foVnjmf1BRZwj7AYAC3E6pXvu8X9shQo1W4vkDvN/2W6lao4WaoUSP3lNTZX+9397LyDYts24Ki/c5uAD8XikDz9kkQIAAACQEBYsiHy1zIAd6k1gRn3tXUWrmSa+112jO9IV3T253dE5H+IYYTcAWIDDYfzOy8+Xvvmm9/NPq1iz1BDyCu9tytAsNehpk0qhWF1amvSXv/T+kNzpNILosWPNPyZXjgEAAAAJpLBQWrQo/JUyQXeoj4BZ9bV7YsVOdDkc0pw54dfoHkg0zoc4RtgNADFmt0tFRUYjw57lS3b1tIpVpEbVqzRg08qdsqlepSpSY9IE3ZLU1SVVVRkfGpSWSosXf/8hQlWVeVeK7YorxwAAAIAEUlxs/IEW6grvwepQH40/PqLVTBOG6mpjpVQ08MeoH8JuAIih7quYgv2dt0KFOk31ytc6VahSq1SgVuXIrVS1KkerVKAKVWovfaHTVJ8UpUv64nYb7zHLygJ/iGDW8bhyDAAAAEggxcVGx/nS0sBNKwe7Q31Hh/ljRquZJoxVV0uWRG986q37SYv1BAAgWUVyFVOz8nS9KnS9KsyfGAaUK6fKVasy1SlXzcpShzqUpa9vzJW8ZcabxLy8WE8TAAAAQKQKC43O806n9OCDRrmI5mYjXMzONkp/lH33N8BglgHJypLa2swbLy2NMibRVFsb3RVY1Fv3Q9gNADESzauYYL6D5dACVatYS5Qm/zcqOWpTTlebUSulpsZYzbFgQXTr9AEAAAAYHHl5Rif6CossNsrNNTfsHj/evLHQW7RravNBhR/KmABADET7KiaYq1h2NapIpWroFXT30l1D5Sc/kR56aHAmCAAAACB5mF1f+6yzzB0P/qJdU5t6634IuwEgBqJ9FRPMUyy7nlSpMhXiMvydO6Vzz5WmTzdq1gAAAACAGcrLA9cRD5bNRr3uaItGjfVu/Px6IewGgBiI9lVMMMfBcmih5simMAqrd2tslKZNC30pv9MpVVZKBQVSTo7xJiYnx7hfWWk8DwAAACCxBPN3QF6eeY0wS0oogxFtWVnRG5ufXy+E3QAQA9G+ignmWKDq0Fd096WrS5o1K7jA2+EwOrnn5xs1wJuajHp8Ho/xtanJeDw/39iOVeMAAABA/Av174DTTpMyMiI7ZmamNH++OfNH/6IVRvPz6xNhNwDEQDSvYoI5cuVUsZaYN6DHI82ePXA4bbdLRUVGze9AdW66a4MXFVEAHgAAAIhn4fwdcNZZ0mWXSalhRnupqdLChVJhYXj7I3jRqKnNz69fhN0AEAPRvIoJ5ihXbeBmlKFyuaSamr6fs9uNFRquEFeSu1zBrxoHAADA/2/v7+Osruv88f/BDNcyQS4kMPZjzbRw03FrKzKttLXWtHZIkqTabzcNy9rKbVPXXRAQ27asPq2upWK1aQsh0bBdqJWVtlnsp02bNBatLMThs4gXBAgIzMzvj7McB7mYq3PmnDNzv99u3OZ95rzO6/0cOI7nPM7r/XxBdenP+4BPfjK55JLer/AePboQmJeqFQqHVsoe60kyapR/v0MQdgNUgJZa1W92ytRYvaVl/z42ra3JnDmF1d990ZNV4wAAQHUpxfuAz342+fKXC4F5TwLV4cOTp58urAy3H9DAKGWP9cbG5D//U9B9CMJugAoox1VMlNbUlKmxent7smTJvt9bvLj3Kzme7VCrxgEAgOpTqvcBK1YU/qxbt+/mlnV1yYgR+47fsyfp7LQf0ECbP7//PdZHj06+/W2tS7oh7AaogFJfxUTpjUsZG6sv77JqvK2tdC1IDrRqHAAAqD7leB/Q2JgsWJCsWZN86UvJyJHJ7t3dP95+QOXX1JQsW9a/HuvLlgm6e0DYDVABpbyKifLYljI2Vu8aSC9Z0v0mND11oFXjAABA9Snn+4B+7gc0/s47S1MX+2puLnyooMd6WQm7ASqkFFcxUT7/U1fGxupbtz5zvLzEvcFLPR8AAFB65XofUII+4C/4h3/ImAcfLF1tPKO5OVm9umc91uvrC+NWrxZ094KwG6BC+nsVE+UzZkwyfm4ZG6s3NDxzXOq2I9qYAABQam1t+/aCrq8vfLXBYd+V631ACfqA1z39dKZ84QslKIoDamo6eI/1rv9dPfxwYZzWJb0iYgGooL5exTRypJC8XI4c1pZ73rIwk7//b+U7ydQuq8a3lbg3eNdV4wAA0B+trYWVpdOmFTYyXLu2sLFhR4cNDvur1O8DtmwpaR/wCXfemRGbNpVkLg6ia4/1zZsL7Wg2by7cXrBg3/eN9JioBKDCul7F1NMAe/fuvl+VxoGdkNZ8vW5W1g2blhcvX5T85jflO9nsLqvGx5W4N3jXVeMAANBXLS2FDQtXruy+t7QNDnuv1O8D6utL2gd8WHt7Jra0lGQuGEjCboAq0NRUaKs2YkTPxnd2lreeoeatdS35Wd2MzOxYmbqOEm0SczD19cncuc/cLvWn9T79BwCgv/q5waHAuwdK/bp9z57kK18p6ZTP/d73SjofDARhN0AV2Pta8umnK13JUNGZMWP25KijduSrs1vytczKyI7+9bXrsZkz931hO7vEvcFLPR8AAENLCTY4zLnnamnSnXK8bn/kkZJOp40JtUjYDVBh/X0tSe+9+93/k//4j9Z862OrMvvf52TYQP3ljxmTzJu37/fmzu1+F+6eevaqcQAA6K0SbHCYnTuTK68sTT3J4Nwgsxyv20u8eqp++/aSzgcDQdgNUGGleC1J7yxbdkQefHBMptx448D95dfVJUuX7r+TdmNjoXF7KTx71TgAAPRGCTc4TEtLsmFD/+YYzBtkNjYmw4dXuopDah87ttIlQK8JuwEqqJSvJem5p5+uy6prOzPhrrsG5oSjRxc27DlYqD1/fmFMfxxo1TgAAPRGCTc4THt7Yb6+GgobZFb55b27J02qdAnQa8JugBLrzRV2pXwtSe/8yU9uybBy/+XX1xdWmKxefejV201NybJlhdXffXGwVeMAANAby5dXx3xDZYPMceNKO9+oUSWd7snTTy/pfDAQhN0AJdKXK+xK/VqSnntb5y2lnbCurvCn6ycbDz+crFjRsxC6ubmwGqW3K7y7WzUOAAA91d+2I6WYbyhtkFnqFoT/v/9fyfYD6qyvz2MzZ5ZkLhhIwm6AEujrFXYPPzww9bG/qSnxC/mGhsI/7ubNyZo1yYIFvX/x2txcWAU+a1b3L1J7umocAAB6atu20s63dWvvH1ONG2SWy+zZpZ3vHe8o2XuDza97nTYm1CRhN0A/9ecKO5tbV864VMEL+QNpaiqsBl+3bt9+OP1ZNQ4AAD1R6rYaDQ29G19tG2SW29y5JVuJnfr6wnwl2A+oY9So/L/zzy9NXTDAhN0A/dDfK+yonG2p8Av57jQ2FlaHr1lTWC3e31XjAADQnVK/xuztfNW0QeZAaGws3VWaM2cW/r5LsB/QQx/7WHYce2xp6oIBJuwG6IdSXGFHZWxIhV/IAwBAtSl1W43ezlctG2QOpBKsxM6YMcm8ec/c7ud+QH943ev6Vw9UkLAboI9KeYUdA295KvxCHgAAqk052mr0RjVskDnQSrASO0uX7t/e0H5ADFHCboA+KuUVdgy8JZmb9mEVfCEPAADVphxtNXqjGjbIHGhtbckvfpFMmdL7x/7vSuyD/pvZD4ghSNgN0Ee1cEXcUDQ1bVmQhVmT6dmc8dmT+mzO+KzJ9CzIwkxNW5JkY/3UbDrp1NKctC8v5AEAoBqVo61GT1V6g8yB1NpaWE09bVqyaFEh9O6p3q7Eth8QQ4iwG6CPauGKuKHkhLRmRWZlXaZlYRZletZmfLakPh0Zny2ZnrVZmEVZl2lZkVk572U/zhMfOK9yL+QBAKAalautRk9UeoPMgdLSksyYUViV3ZvLhY880kps6IawG6CPSn2FHX3XnJaszozMysoMz6FfLA5Pe2ZlZT537+kZuWFD5V7IAwBAternBod9boVS6Q0yB0JLS2FV9s6dvX/shg2F9x7VGuJDFRB2A/RRqa+wo2+a05KvZVbGpHcvFofvfjpHX3JJ4UYlXsgDAEA1q8QGh5XeILPcWluTOXOSjo6+Pb6jIzn33MI8wAEJuwH6yIfplXdCWrM0c1Kfvr1YHLb3xeJRR9mpHAAAnm2gNzis9AaZ5bZ4cd9WdHe1c2dy5ZWlqQcGIWE3QB9V4xVxQ838LO71iu797H2xaKdyAAA4sIHc4LCSG2SWU1tbsmpVaeZqaamuTaTa2vZ9D1Vfv+97qN5svgn9JOwG6KNSXmFH701NW5qzqjSTdX2xaKdyAAConEpukFlOS5b0bjPKQ2lvL8xXaa2thatep01LFi1K1q5NtmwptFvZsqVwe9Giwv2zZmm/woAQdgP0USmvsKP35mZJt5tR9li1vFgEAAAqt0FmOS1fXt3z9VZLSzJjRuHvu7sQv729MG7GjNKtboeDEHYD9EMprrCjb2ZnkL1YBAAAnlGJDTLLqdRtRyrZxqSlpfD33dv+4zt3JmefLfCmrITdAP3Q3yvs6LupGUQvFgEAgP0Npn11tm0r7Xxbt5Z2vp5qbU3mzCm0KumLjo7k3HO1NKFsxDMA/dTXK+zon3EZJC8WAQCAQxsM++qMG1fa+RoaSjtfTy1e3PsV3c+2c2dy5ZWlqQeeRdgNUAIvf3ny//1/lXu9MRRtyyB5sQgAAAx+pQ7kKxHwt7WVrgVJS4uraykLYTdAP3TdfPr66y0OHkgbMgheLAIAAEPD7NnVPV9PLFnS/WaUPdXeXpgPSkzYDdBHvdl8mtJbnkHwYhEAABga5s7tfqPNnqqvL8w30JYvr+75IMJugKK2tn33PKmv33fPk7a2Z8b2dfNpSmdJ5mZPavzFIgAAMDQ0NhY2fCqFmTMrc2VqqduOaGNCGQi7gSGvayuSRYuStWuTLVsKm0Rv2VK4vWhR4f5Zs5Jbbunf5tOUxoY0ZlWaSzNZpV4sAgAAQ8f8+cno0f2bY8yYZN680tTTW9u2lXY+fUApA2E3MKT1phVJe3th3LnnWtHdXw0Nz6yYf9Ob+j7P4szPjtTwi0UAAGDoaGpKli1L6voYx9XVJUuXFuaphHHjSjtfQ0Np54MIu4EhrK+tSKzo7p9Zswor5tesSRYsSP7xH/u+uOGXacq5WZb2Pv7vrLPSLxYBAIChpbm5sIqqt2+CRo8uPK5UrVD6otRXw7q6ljIQdgNDUmurViSV8uxF1P1d3PDNuub819/1/sVix6hR+e0nP1nZF4sAAMDQ09ycrF5dWAnU3aaV9fWFcatXV/69y+zZ1T0fRNgNDFGLF2tFUgljxx54EXV/Fze88uPNvXqx+OTrX5+1X/pS/vC61/XuhAAAAKXQ1JSsWJGsW1fo7zh9ejJ+fGEV0Pjxz/R9fPjhwrhquBp17tzu32/1VH19YT4oMWE3MOS0tSWrVlW6iqFp2rSD39fvxQ29eLH40Cc+kR3HHluSnwkAAKDPGhsL/R3XrEk2by5sFrV58zN9H6up1UdjY+lWl8+cWV0/G4PG8EoXADDQlizpfjNKyqO7q9T25tVtbcmNNybLlycbNhQ26W5oKLwWmj27sADgoK+L9r5YXLDg4Cf6f/+vzz8DAADAkDV/fvLtb/fvUukxY/bvbwklIuwGhpzlyytdwdA0bFhy0kk9G9uTvBoAAIABtnfTpbPP7tsmWHV1ydKl1dGWhUFJGxNgyNmwodIVDE2dncmb36yFDAAAQE3r76ZLld5ok0FN2A0MOdu2VbqCoevppwut2f7P/6l0JQAAAPRZvzddgvLQxgQYcsaNS7ZsqXQVQ9tHPlL4+jd/U9k6AAAA6KOSbLoEpSXsBoacqVOF3dXgIx9JjjrKB/sAAAA1zaZLVBFtTIAhZ/bsSlfAXueem7S2VroKAAAAYDAQdgNDzty5ybBhla6CJNm5M7nyykpXAQAAAAwGwm5gyGlsLPTtpjq0tBTaugEAAAD0h7AbGJI6OipdAXu1tydLllS6CgAAAKDWCbuBIWnHjkpXQFfLl1e6AgAAAKDWCbuBIUkbk+qijQkAAADQX8JuYEiaOrXSFdDV1q2VrgAAAACodcJuYEiaPbvSFdBVQ0OlKwAAAABqnbAbGJLmzk3q6ytdBXtZaQ8AAAD0l7AbGJIaG5Pm5kpXwV5W2gMAAAD9JewGhqz585PRoytdBfX1hZX2aWtLFi5Mpk9Pxo8v3DF+fOH2woWF+wEAAAAOQtgNDFlNTcmyZUmd34QVddGprZn6oVnJtGnJokXJ2rXJli1JR0fh69q1he9Pm5bMmpW0tla6ZAAAAKAKiXiAIa25OVm50grvSpk9siWf/I8ZhX+E9vZDD25vL4ybMSNZtWpA6gMAAABqh7AbGPKam5PVqwuLhm1a2XdT05YFWZg1mZ7NGZ89qc/mjM+aTM+CLMzU7NuG5K3DWrJsz6zUPb2zdyfauTM5+2yBNwAAALAPYTdACi1NVqxI1q0rtIceNqzSFdWOE9KaFZmVdZmWhVmU6Vmb8dmS+nRkfLZketZmYRZlXaZlRWblhLTm5SNbc8uIORnW0dG3k3Z0JOeeq6UJAAAAUCTsBujisceS++5LOjsrXUltaE5LVmdGZmVlhufQbUiGpz2zsjI/q5uRH774fanf1csV3c+2c2dy5ZX9mwMAAAAYNIZXugCAatHSksyZU8hQ6V5zWvK1zEp9erc6e2THzoz85erSFNHSkmzYkEydWpr5AAAAgJplZTdACpnprFmC7p46Ia1Zmjm9DrpLrr09WbKksjUAAAAAVUHYDQx5ra2FFd19bR89FM3P4oxJlXwysHx5pSsAAAAAqoCwGxh02toKm0xOn540NBQ2m6yvL/ypq0ue85zCfQsXFsYuXmxFd29MTVuas6rSZTxjw4ZKVwAAAABUAT27gUGjtbUQXK9aVehu0VXXVdtbtyZr1yaLFhXG24yyd+ZmSbebUQ6orVsrXQEAAABQBYTdwKDQ180ltS7pvdmpsrYhDQ2VrgAAAACoAsJuoObt3VxScD0wpqbK2oZMnVrpCgAAAIAqoGc3UNNsLjnwxmVbpUvY1+zZla4AAAAAqALCbqCm2Vxy4G3LuEqX8Iz6+mTu3EpXAQAAAFQBYTdQs9raCptRMrA2pIrahsycqY0JAAAAkETYDdSwJUuS9vZKVzH0LE+VtA0ZMyaZN6/SVQAAAABVQtgN1KzlyytdwdC0JHOzJ/WVLaKuLlm6NGlqqmwdAAAAQNUQdgM1a8OGSlcw9NTXJyfNasy2P28uzYSvelUyenTvHjN6dLJyZdJcohoAAACAQUHYDdSsbdsqXcHgNnx4YQH1+PHJ9OnJwoXJww8nK1YkEz41v/ch9bONGZN8/vPJ6tXJrFmFJP1Q6usL41avFnQDAAAA+xle6QIA+mrcuGTLlkpXUT2GD0/27CnNXGPGJD/96SG6hDQ1JcuWJWefnXR09P4Ez25DsmJFYcfRG28s9KfZsCHZujVpaChsQDl7djJ3rs0oAQAAgIOyshuoWXLPfe3Zk5xwQvcLpLvT43bYzc2FdiKlakPS2JgsWJCsWZNs3lzYfXTz5sLtBQv8gwMAAACHJOwGatbs2ZWuoPrcf39y662FliNHHtn7x/e6HXZzszYkAAAAQFUQdgM1a+7c/q9iHmw6OpKrry4shF6/PvnFLwYgh25qKrQhWbeukLJPn15o9H2wht/dLhkHAAAA6D09u4Ga1dj4TCcNnnHrrYWW11OnPpNDD0g77L1tSBYsKMnPAQAAANAbVnYDNW3+/N63jB7sOjuTJUv2/Z522AAAAMBgJ+wGalpTU7JsWaFjBs9YvvzA329r27fTSH39vp1G2toGskoAAACA0hEPATVvbysTK7yfsWHDvrdbWws9uadNSxYtStauTbZsKfT43rKlcHvRosL9s2YVxgMAAADUEmE3MCg0Nxc2V+zJZoxDwR/+8Mxq7RtvTGbMKHwg0N5+6Me1txfGzZiRrFo1EJUCAAAAlIawG6gZ3bXgmDixsBnjunXPjGtoqHDRFbR3tfbcucnOnb177M6dydlnC7wBAACA2iHsBqpeb1twPPbYM5sxfvnL2pv0VUdHcu65WpoAAAAAtWF4pQsAOJSWlmTOnJ6tTN7bguPb3y5sWtnZWVid3NlZ/joHq507kyuvLKyYBwAAAKhmwm6garW0FFZqd3T07nF7W3AMGyboLoWWlsKGl1OnVroSAAAAgIPTxgSoSq2thRXdvQ269+ro6H4zRnqmvT1ZsqTSVQAAAAAcmrAbqEqLF/d+U0XKZ/nySlcAAAAAcGjCbqDqtLUlq1ZVugq62rCh0hUAAAAAHJqwG6g6S5ZoQVJttm6tdAUAAAAAhybsBqqOlhnVp6Gh0hUAAAAAHJqwG6g6Wmbsa9iwZPr0ytYwdWplzw8AAADQHWE3UHW2bat0BdXlOc9J1qwpfK2U2bMrd24AAACAnhB2A1Vn3LhKV1Bd9q6qrtTq6vr6ZO7cypwbAAAAoKeE3UCftbUlCxcWWmyMH18IRcePT2bNOi7XXz8ljz46ok/zapmxr72rqiu1unrmTP8mAAAAQPWrqbD7Ix/5SF70ohflmmuu6dXj7rzzznzgAx/IySefnJe85CU56aSTcu655+YrX/lKduzY0eN51q9fn3/8x3/MmWeemRNPPDF/+qd/mjPOOCMf+9jH8tvf/ra3Pw7UrNbWZNasZNq0ZNGiZO3aZMuWpKOj8PX3vx+TJUum5s1vPj6zZhXG94aWGc/ouqp67tzC7YE0Zkwyb97AnhMAAACgL2om7P7Wt76Vb3/72716zK5du3LRRRflve99b+64445s2rQpu3fvzuOPP5577rknixcvTnNzcx544IFu5/rGN76RN7/5zfnyl7+c3/zmN9mxY0e2b9+ehx56KDfddFP+8i//MjfddFNffzyoGS0tyYwZycqVSXv7oce2tw/LypWF8atW9fwclQh1S23GjNLM03VVdWNj0txcmnl7oq4uWbo0aWoauHMCAAAA9FVNhN133313Lrvssl4/7tJLL81tt92WJBk1alTOOuusfPjDH8473/nOTJo0KUny+9//Pu95z3uycePGg85z55135tJLLy2uAm9qasqFF16YCy+8MH/6p3+aJNm9e3c+9rGPpaWlpdd1Qq1oaSms6N65s3eP27kzOfvsngfeAx3qltq4ccl11yWjR/dvngOtqp4/v//z9sTo0YUPNGr53wEAAAAYWqo+7G5pacn73ve+7Nq1q1ePu/3223PrrbcmSSZNmpSWlpZ8+tOfzvvf//7Mnz8/t99+e17zmtckSR599NF8/OMfP+A8Tz31VObNm5eOjo4kyWWXXZZbbrklF110US666KJ89atfzeLFizNs2LAkyRVXXJEnnniirz8uVK3W1mTOnEKrkr7o6EjOPbfnLU3mz09GjerbuSpt+/bkpS/t3xwHW1Xd1JQsW1a4vxzq6wsfaKxeLegGAAAAakvVht3bt2/P5Zdfnr/7u7/rddCdJJ/73OeKxx//+Mdz9NFH73P/uHHjcvXVV6exsTFJIRz/9a9/vd88t9xySzZt2pQkOfPMM/Pud797vzHnnHNOzjvvvGLdN954Y6/rhWq3eHHvV3Q/286dyZVXdj+utbVwvt27+3e+SunoKPzp699Xd6uqm5sL9/d2hffo0cmNN+67qWhdXeHr9OmF7z/8cLJihdYlAAAAQO2purC7o6MjX/va1/KGN7why5cvT5IMHz48J598co/nWLNmTbEP94tf/OKccsopBxw3ZsyYnH/++UmSzs7OfPOb39xvTNe2JHP37hJ3ABdccEFGjhyZpNBfvLOzs8f1QrVra+tdz+1DaWlJNmw49P17e4L3dRV5rerNqurm5sK4WbO672/edd7zz08WLEjWrEk2by70Xd+8uXB7wYJn+oMDAAAA1JqqC7sfeOCB/MM//ENxNfWRRx6Zf/3Xf82ZZ57Z4zl+/OMfF4/3tio5mK7333HHHfvct2nTpmJoPmnSpEyfPv2g80yYMCFN/7sUcuPGjbnvvvt6XC9UuyVLut+Msqfa2wvzHUhfe4IPBsOGJTfc0LtV1U1NhfHr1lmtDQAAAFB1Yfdeo0aNyty5c/PNb34zL3/5y3v12DVr1hSPm7pJd57//Ofn8MMPT5I89NBD2bZtW5/mSZITTjiheNza08bEUAP+9yKLss7X357gta6zM/nAB3re07yrxkartQEAAACqLuwePXp0zjvvvHz3u9/NRz/60YwdO7bXc6xbt654fOSRR3Y7fsqUKUkKrUwefvjhPs8ztUui1PWxUOsO1XakVPOVoid4retRT/O2tn2XcdfX77uMu61tACoFAAAAqD5VF3YfddRRufTSSzN58uQ+z7G3BUqSHs3zvOc9r3j82GOPlWSexx9/vNvxUCu6XPBQElu37nu7lD3Ba91Be5q3thZ6vEyblixalKxdm2zZUlgKv2VL4faiRYX7Z83q2xJxAAAAgBpWdWF3KWztkqSNGTOm2/GjR48uHndtY9J1nq5jDmbUqFEHnAdq3bhxpZ2voWHf26XsCV7rDtjTvOuund39RbW3F8bNmOETBAAAAGBIGd7fCR555JG8/vWv7/Pj//Zv/zYXXHBBf8vYx65du4rHI0eO7HZ81yC762O7HncNsns7z0DZtWtXfv7znw/4eRn8Dj/8uGzZ0v0HRz2fb0d+/vNneuJ/+cvHJSnd/LXuy1/ekbPOKvz9TPjhD/OCSy/NsN42M9+5M51nn53ffvKT+cPrXlf6IgcRvzepdp6jVDvPUaqd5yjVzPOTauc5Sq3pd9hdjerr69PR0ZFhw4Zl2LBh3Y7v7OwsHtfVPbPYvb6+vnjcn3mg1p1++pNZsqR0YfTppz+ZRx8dkZaWifne956b3/+++ysnhpJNm0YkScY8+GCOmjev90H3/xrW0ZGjL744HaNHp+7pp9MxZkx2TZqUJ08/PY/NnJndXVovAQAAANS6fofdI0aMyFFHHdXnx0+YMKG/Jexn7Nix+cMf/pDOzs7s2rWr29XdTz/9dPG469ium2N2HdPbeaDWzZz5WL74xSlpb+/+Q5/u1NV15le/GpsvfOH4ksw3GG3fXvigbcqNN6auB797DmVYZ2fqd+xIktQ/9VTGPPVUxixZkilf/GI2v/a1+X/veU92HHtsv2sGAAAAqLR+h91HHHFEbr/99lLUUjJ7w+4k2bFjR7fB886dO4vHDV2aCXcNu7uOOZiuYfe4Ujc57oGRI0fm+OOPH/DzMjQ0NxdaQfffsNx994RSTDRoNTQMy8smT07uuqts5xjW3p7n/uAHee5PfpIsW1b4Bx5Cul6K97KXvayClcCBeY5S7TxHqXaeo1Qzz0+qnecolXTffff1qz30oOy1MWnSpOLxo48+2u34rmMmTpx4wHk2btzY7Txdx3R9LAwG8+cnPdintVt97MgxpEydmoHbtXPnzuTss21mCQAAANS8QRl2v/CFLywet7W1dTt+w4YNSQp9tqdNm1b8/jHHHNOneZLkj//4j3tSKtSMpqbCAmDt6Mtv9uwky5cP3Ak7OpJzz01aWwfunAAAAAAlNihjqxe96EXF41/+8peHHPvwww/nySefTJK84AUvyOguS1ePOeaY4saU9913X7fnbe0SFB133HG9qhlqwd5WJqVY4c2B1dcnc+cm6fLh2YDYuTO58sqBPScAAABACQ3KsPu1r31t8fiubnredr3/1a9+9T73TZgwISeeeGKSwqrtX//61wed58knnywG6xMmTMhLXvKS3pYNNaG5OVm9Opk1qxDMUlozZ/5vG5Nt2wb+5C0tAx+yAwAAAJTIoAy7jzrqqEyfPj1Jcv/99+fOO+884Ljt27fnS1/6UvH2zJkz9xtzxhlnFI+vueaag57zhhtuyO7du5Mkb3nLW1Kn1wODWFNTsmJFsm5dsnBhMn160mU/V/pozJhk3rz/vVGBTW7T3l7oFQ4AAABQgwZtIvvBD36weHzppZfu02IkSbZt25YPf/jDxV7cp556ajEg7+ptb3tbpkyZkiT5zne+k89+9rPp7OzcZ8zy5cuLofno0aNz/vnnl/RngWrV2JgsWFDo5W3jyf6pq0uWLi18kJDkf5d3V8BA9goHAAAAKKHhlS6gXF7/+tfnjDPOyG233ZbNmzdnzpw5Oe200zJ9+vQ88cQTuf3227Np06YkyeGHH56FCxcecJ6xY8dmwYIFef/735+Ojo58/vOfz/e///2cdtppqa+vz09/+tPcc889xfF///d/n8mTJw/EjwhVY/HiQstn+mb06MIHBs3NXb45e3ayaNHAF6ONCQAAAFCjBm3YnSSf/OQnU1dXl29/+9vZs2dPvvvd7+a73/3uPmMaGxtz3XXXHTKgPvXUU3PVVVdl/vz52b59ex588ME8+OCD+4wZPnx4Lr744syePbssPwtUq7a2ZNWqSldRGXV1yac+lfzkJ4V21+3tvXt8fX2hR/e8eV1WdO81d25hw8jeTtpfW7cO7PkAAAAASmRQh90jR47MZz7zmcycOTNf+9rX8otf/CKPP/54Ro0alaOPPjqnn3565syZk8MOO6zbuc4666y87GUvy80335wf/ehHaWtry549ezJ58uTMmDEj73rXu3LssccOwE8F1WXJkoHPY6tB19XYf/M3hdD/xhsLXUA2bChkxocdlowaVRi/a1dhz8mGhkKHktmzC3n2QbuVNDYWJl+5coB+ov/V0DCw5wMAAAAokZoJu9/61rfmrW99a58ee8opp+SUU07pdw1TpkzJJZdckksuuaTfc8FgMdRaPNfVJW996/6rsff2L1+woIQnmz8/+fa3B7ZHTKV6hQMAAAD006DdoBIYGEOlxfOwYcnb356sX5+sWHGAtiPl0NRUWD5eN4C/qrViAgAAAGqUsBvol23bKl1B34wcmbzqVYW+2YdSX5/MmpXce28hdx7whc97W5mMHl3+c9XXF3qrAAAAANQgYTfQL+PGVbqC3tkbXv/f/1vYWHLdumThwmT69GT8+MIi6vHjC7cXLkwefrj7ldxtbfvOUV+/7xxtbf0surk5Wb26UHh36Xx/zJypjQkAAABQs2qmZzdQnaZOTbZsqXQVBzZ2bKHd9aE2hexPr+3W1mTx4mTVqv036dyypfBn0aLkyisLefX8+f1of9LUVEjdD7QT5tixyVNPJZ2dfZw8yZgxhUbkAAAAADXKym6gX6qxxfPo0UlLSyH/bW9PNm9O1qxJ3vOe5IYbSrMCu6UlmTGj0GHk2UH3s7W3F8bNmFEIxvtlbzq/Zk3hB2tvLwTeX/9633t719UlS5cOUCNyAAAAgPIQdgP9MndueTtr9FZDQ6HjR3PzM99rbS10AJk2rbDSeu3awqrrjo7C17VrC9+fNq0wrrX10OdoaSmM27mzd7Xt3JmcfXYJAu8D6Wtv79GjC4/r+hcGAAAAUIOE3UC/NDYmr3tdpat4Rl3dvguUS70Cu7U1mTOnEJT3RUdHcu653QfqfdKb3t57m5c/+5MBAAAAgBol7Ab6paUl+fGPK13FM7Zufea4HCuwFy/u/XwHmv/KK/s3x0Ht7e1dip03AQAAAGqIDSqBPtsbJvd1lXM5NDQUvpZqBfbq1c/kwW1tpWtB0tJS2F+y62aZJdWfnTcBAAAAapCV3UCf9DdMLpe94XE5VmAvWdJ9K5Seam8vzAcAAABAaQi7gT4pRZhcDrNnl2cFdpIsX16aOfcq9XwAAAAAQ5mwG+i1UobJpVRfn8ydW74V2HtD71Ip9XwAAAAAQ5mwG+i1UobJpTRzZtLZmVx7bWnn3bsCe9u20s7bdTNNAAAAAPrHBpVAr1Vj+43Ro5Mnn0ymTSt9EL93Bfa4ccmWLaWbd+9mmgAAAAD0n7Ab6LVqa79RV1cIuL///fLMv3VrYUPOzs7Szrt3M00AAAAA+k/YDfRaqdt59MfIkcnu3YU/5TJ6dDJjRuk35Jw9u7TzAQAAAAxlenYDvTZuXKUrKGxG+ed/Xjgu9YrrZ9u+vfRB997NNAEAAAAoDWE30GsD1X7jda9Lpk9Pxo8vtCoZP75we+HC5OGHC7d37RqYWkpt5kxtTAAAAABKSRsToNdmz04WLSr/eTZuTNasOfB9bW3JqlXlr6EcxoxJ5s2rdBUAAAAAg4uV3UCvzZ1baMNRbofaCHPJksKmlLWmri5ZujRpaqp0JQAAAACDi7Ab6LXGxqS5ufzn2br14PctX17+85fa6NHJypUD83cHAAAAMNQIu4E+mT+/EN6WU0PDwe871KrvatTQkKxeLegGAAAAKBdhN9AnTU3JsmWFthzlcqgNHLdtK995R49Oxo4t7Zx1dVqXAAAAAJSTsBvotba2ZOHC5LLLklGjynee2bMPft+4caU/X319MmtWYQX2zp2lnftQLVkAAAAA6L/hlS4AqB2trcnixcmqVeXfHLK+vrAR5sFMnZps2VK6802cWPj59q4mHzeutPMfqiULAAAAAP1nZTfQIy0tyYwZhQ0Wyx10J8nMmYduY3KoVd998dd/ve/5DnXuvij1fAAAAADsS9gNdKulpdDeo9StPQ5mzJhk3rxDj5k7t7D6uxQOtIq81GF6qecDAAAAYF/CbuCQWluTOXOSjo6BOV9dXbJ0afebOTY2Js3NpTnngVaRlztMBwAAAKC0hN3AIS1ePHArukePLrRJ6WmIPX9+4TH9cbBV5OUO0wEAAAAoLWE3cFBtbYXNKMutvr7QJmX16t4FzE1NybJlhdXgfdHdKvJyhukAAAAAlJawGzioJUtKuxnlxInJ+PGFkHn8+GT69GThwuThh5MVK7pvXXIgzc2F1eC9DaV7soq83GE6AAAAAKUj7AYOavny0s43aVKyeXMhQN+8OVmzJlmwoP8tPpqbC6vCZ83qvs92b1eRlzNMBwAAAKB0hN3AQW3YUN3zddXUVFgdvm5dYbX49OmlW0VezjAdAAAAgNIYXukCgOq1bVtp59u6tbTzHUhjY2G1+IIFpZ13b5je1pbceGNh1fuGDYWfqaGhsDp99uxk7lybUQIAAABUgrAbOKhx45ItW0o3X0ND6eaqlHKF6QAAAAD0jzYmwEGVeoWyFc8AAAAAlIuwGzio2bOrez4AAAAA2EvYDRzU3Lndb8jYU/X1hfkAAAAAoByE3cBBNTYmzc2lmWvmTG1MAAAAACgfYTdwSPPnJ6NH92+OMWOSefNKUw8AAAAAHIiwGzikpqZk2bKkro+/LerqkqVLC/MAAAAAQLkIu4FuNTcnK1f2foX3qFEdWbmydK1QAAAAAOBghN1AjzQ3J6tXJ7Nmdb9pZX19Z17/+ifzpS+tFXQDAAAAMCCGV7oAoHY0NSUrViRtbcmNNybLlycbNiRbtyYNDYUNKGfPTl75yvsyadLuSpcLAAAAwBAi7AZ6rbExWbCg8OdAfv5zQTcAAAAAA0sbEwAAAAAAap6wGwAAAACAmifsBgAAAACg5gm7AQAAAACoecJuAAAAAABqnrAbAAAAAICaJ+wGAAAAAKDmCbsBAAAAAKh5wm4AAAAAAGqesBsAAAAAgJon7AYAAAAAoOYJuwEAAAAAqHnCbgAAAAAAap6wGwAAAACAmifsBgAAAACg5gm7AQAAAACoecJu4JDa2pKFC5Pp05Px45P6+sLX6dML329rq3SFAAAAACDshoqp9hC5tTWZNSuZNi1ZtChZuzbZsiXp6Ch8Xbu28P1p0wrjWlsrWy8AAAAAQ5uwGwZYLYTILS3JjBnJypVJe/uhx7a3F8bNmJGsWjUg5QEAAADAfoTdMIBqIURuaSmE7Dt39u5xO3cmZ58t8AYAAACgMoTdMEBqIURubU3mzCmsMu+Ljo7k3HOTBx8cU9rCAAAAAKAbwm4YAKUKkcvd0mTx4t6H8c+2c2fyhS9MKU1BAAAAANBDwm4YAKUKka+8sjT1HEhbW+lWj99554Rs2jSiNJMBAAAAQA8Iu6HMShkit7QkGzaUZq5nW7Kk+z7iPdXePiwtLRNLMxkAAAAA9ICwG8qstCFyYb5yWL68tPN973vPLe2EAAAAAHAIwm4os1KHyKWeb69SrxjXxgQAAACAgSTshjIrdYhcrjYm27aVdr7t2+tLOyEAAAAAHIKwG8qs1CHy1q2lnW+vceNKO9/YsSXq3QIAAAAAPSDshjIrdYjc0FDa+faaOrW0802atLu0EwIAAADAIQi7ocxKHSKXer69Zs8u7XwnnfSHXH/9lEyfnowfn9TXF75On54sXJi0tZX2fAAAAAAMbcJuKLNSh8ilnm+vuXMLgXQpDBvWmWXLjsiSJVOzdm2yZUvS0VH4unZtsmhRMm1aMmtW0tpamnMCAAAAMLQJu6HMShki19cX5iuHxsakubk0c3V2DktHx7BDjmlvT1auTGbMSFatKs15AQAAABi6hN1QZqUMkWfOLF8bkySZPz8ZPbp88x/Izp3J2WcLvAEAAADoH2E3DIBShMhjxiTz5pWmnoNpakqWLUvqBvg3Q0dHcu65WpoAAAAA0HfCbhgA/Q2R6+qSpUsL85Rbc3OhvUglVnhfeeXAnhMAAACAwUPYDQOkryHy6NGFx5WqFUpPNDcnq1cXNpAsVb/xnmhpSTZsGLjzAQAAADB4CLthAPUmRK6vL4xbvXpgg+69mpqSFSuSdeuShQuT6dOT8ePL2+KkvT1ZsqR88wMAAAAweAm7YYAdKkQeP75we+HC5OGHC+MGonXJoTQ2JgsWJGvWJHfdlYwcWd7zLV9e3vkBAAAAGJyGV7oAGKr2hsgLFlS6kp5bvLjQW7uctDEBAAAAoC+s7AZ6pK0tWbWq/OfZurX85wAAAABg8BF2Az2yZEmhp3a5NTSU/xwAAAAADD7CbqBHBqqX9tSpA3MeAAAAAAYXYTfQIwPVS3v27IE5DwAAAACDi7Ab6JFt28p/jvr6ZO7c8p8HAAAAgMFH2A30yLhx5T/HzJnamAAAAADQN8JuoEfKHUKPGZPMm1fecwAAAAAweAm7gR4pZy/turpk6dKkqal85wAAAABgcBN2Az0yd26hp3apjR6drFyZNDeXfm4AAAAAhg5hNwwBbW3JwoXJ9OnJ+PGF0Hr8+MLthQsL93ensbG0gXR9fTJrVrJ6taAbAAAAgP4TdsMg1tpaCJSnTUsWLUrWrk22bEk6Ogpf164tfH/atMK41tZDzzd/fmEldn8MG5a8733Jww8nK1ZoXQIAAABAaQi7YZBqaUlmzCi0CGlvP/TY9vbCuBkzklWrDj6uqSlZtqzQY7sv6uqSr389+fzny7/hJQAAAABDi7AbBqGWlsJK7Z07e/e4nTuTs88+dODd3FwIxnu7wltvbgAAAADKSdgNg0xrazJnTqFVSV90dCTnnnvolibNzYVe27Nmdb9ppd7cAAAAAAwEYTcMMosX935F97Pt3JlceeWhxzQ1FXpur1u37+aXdXXJuHF7ctRRO3LBBRv05gYAAABgQAyvdAFA6bS1HboFSW+0tCQbNnTfW7uxMVmwoPBnr5///Jll4VM15wYAAABgAFjZDYPIkiXdb0bZU+3thfkAAAAAoBYIu2EQWb68uucDAAAAgHIRdsMgsmFDdc8HAAAAAOUi7IZBZNu20s63dWtp5wMAAACAchF2wyAyblxp52toKO18AAAAAFAuwm4YRKZOre75AAAAAKBchN0wiMyeXd3zAQAAAEC5CLthEJk7N6mvL81c9fWF+QAAAACgFgi7YRBpbEyam0sz18yZ2pgAAAAAUDuE3TDIzJ+fjB7dvznGjEnmzStNPQAAAAAwEITdMMg0NSXLliV1ffyvu64uWbq0MA8AAAAA1AphNwxCzc3JypW9X+E9enThcaVqhQIAAAAAA0XYDYNUc3OyenUya1b3m1bW1xfGrV4t6AYAAACgNg2vdAFA+TQ1JStWJG1tyY03JsuXJxs2JFu3Jg0NhQ0oZ89O5s61GSUAAAAAtU3YDUNAY2OyYEHhDwAAAAAMRtqYAAAAAABQ84TdAAAAAADUPGE3AAAAAAA1T9gNAAAAAEDNE3YDAAAAAFDzhN0AAAAAANQ8YTcAAAAAADVP2A0AAAAAQM0TdgMAAAAAUPOE3QAAAAAA1DxhNwAAAAAANU/YDQAAAABAzRN2AwAAAABQ84TdAAAAAADUPGE3AAAAAAA1T9gNAAAAAEDNE3YDAAAAAFDzhN0AAAAAANQ8YTcAAAAAADVP2A0AAAAAQM0TdgMAAAAAUPOE3QAAAAAA1DxhNwAAAAAANU/YDQAAAABAzRN2AwAAAABQ84ZXuoCDWb9+fb761a9m9erVWb9+fZ566qmMGzcuRx11VE4++eSce+65+aM/+qMezXXnnXdmxYoVaW1tzebNm/Oc5zwn06ZNy5lnnpmzzz47Y8aM6XFNN998c+6+++60tbVl2LBhmTx5ck4++eS8/e1vz9FHH92fHxkAAAAAgD6qyrD7hhtuyD//8z9nz549+3x/8+bNuffee3PvvffmC1/4Qq644oq8+c1vPug8u3btyiWXXJLbbrttn+8//vjjefzxx3PPPffk5ptvztVXX50XvehFh6zpG9/4Ri6//PLs2LFjn+8/9NBDeeihh7Js2bJccskl+au/+qte/rQAAAAAAPRX1YXd//Iv/5JrrrmmePvFL35xTjrppEyYMCEbN27MD3/4w2zYsCHbt2/PRz/60SQ5aOB96aWXFoPuUaNG5fTTT8/RRx+dxx9/PN/5zneyadOm/P73v8973vOefO1rX8sRRxxxwHnuvPPOXHrppeno6EiSNDU15aSTTkqSrF69Ovfee292796dj33sY2loaMjMmTNL9vcBAAAAAED3qirsXrt2ba699tokSX19fRYtWpS3ve1t+4y57LLL8olPfCI333xzkmTBggV59atfncMPP3yfcbfffntuvfXWJMmkSZPy5S9/eZ82I3/zN3+Tv/mbv8mPfvSjPProo/n4xz+ez372s/vV9NRTT2XevHnFoPuyyy7Lu9/97n3G3HLLLbn88svT2dmZK664Iq997Wv3qwcAAAAAgPKpqg0q//Vf/7UYKr/3ve/dL+hOkhEjRmTevHl57Wtfm6QQRq9YsWK/cZ/73OeKxx//+Mf366c9bty4XH311WlsbExSCMd//etf7zfPLbfckk2bNiVJzjzzzP2C7iQ555xzct555yVJtm/fnhtvvLEnPy4AAAAAACVSVWH3D3/4wyRJXV1dt72v3/nOdxaPV69evc99a9asyQMPPJCk0AbllFNOOeAcY8aMyfnnn58k6ezszDe/+c39xrS0tBSP586de9B6LrjggowcOTJJ8q1vfSudnZ2HrB8AAAAAgNKpmrB748aN2bx5c5LkyCOPzHOf+9xDjn/+859fPN678nqvH//4x8Xj17zmNYecp+v9d9xxxz73bdq0qRiaT5o0KdOnTz/oPBMmTEhTU1OSws9y3333HfK8AAAAAACUTtX07H7e856Xu+++O48++mh27NjR7fhHH320eDx27Nh97luzZk3xeG8AfTDPf/7zc/jhh+eJJ57IQw89lG3btmXcuHG9nidJTjjhhPzsZz9LkrS2tuaEE07o9jEAAAAAAPRf1YTdw4YNy8SJEzNx4sQejf/e975XPH52P+5169YVj4888shu55oyZUqeeOKJdHZ25uGHH85xxx3Xp3mmTp16wBoAAAAAACivqmlj0hvr16/fZ1PK008/fZ/7u7Y1mTx5crfzPe95zyseP/bYYyWZ5/HHH+92PAAAAAAApVFzYfeuXbty8cUXZ+fOnUmS4447Lqeeeuo+Y7Zu3Vo8HjNmTLdzjh49uni8bdu2A87TdczBjBo16oDzAAAAAABQXv1uY/LII4/k9a9/fZ8f/7d/+7e54IILejS2vb09l1xySe69994kyYgRI3LFFVdk2LBh+4zbtWtX8XjkyJHdzts1yO762K7HXYPs3s4zUHbt2pWf//znA35eOBTPSaqd5yjVznOUauc5SrXzHKWaeX5S7TxHqTU1s7J7z549ueSSS3LbbbcVvzdv3rwcf/zx+42tr69PUugD/uwg/EA6OzuLx3V1z/yV7J1n71x9nQcAAAAAgPLq98ruESNG5Kijjurz4ydMmNDtmB07duSiiy7KnXfeWfzehz70obz97W8/4PixY8fmD3/4Qzo7O7Nr165uV3c//fTTxeOuY8eOHXvAMb2dBwAAAACA8up32H3EEUfk9ttvL0UtB7Rp06a8733vy/3331/83kUXXZQLL7zwoI/ZG3YnhaC8u+B5b//vJGloaNhnngONOZiuYfe4ceO6HV9qI0eOPOBKdxhoXS9zetnLXlbBSuDAPEepdp6jVDvPUaqd5yjVzPOTauc5SiXdd999/WoPXdW9Nh544IGcc845xaC7rq4ul19++SGD7iSZNGlS8fjRRx/t9jxdx0ycOPGA82zcuLHbebqO6fpYAAAAAADKq2rD7tWrV2fOnDnZsGFDksIGkZ/97Gfzjne8o9vHvvCFLywet7W1dTt+7znq6uoybdq04vePOeaYPs2TJH/8x3/c7XgAAAAAAEqjKsPuu+66K3Pnzs22bduSFPp6f/GLX8wb3/jGHj3+RS96UfH4l7/85SHHPvzww3nyySeTJC94wQsyevTo4n3HHHNMcWPK++67r9vztra2Fo+PO+64HtUKAAAAAED/VV3Y/fOf/zwf/OAHi71Zpk6dmqVLl+bP/uzPejzHa1/72uLxXXfddcixXe9/9atfvc99EyZMyIknnpiksGr717/+9UHnefLJJ4vB+oQJE/KSl7ykx/UCAAAAANA/VRV2P/HEE7nooouKGz1OmzYtS5cuzdFHH92reY466qhMnz49SXL//ffnzjvvPOC47du350tf+lLx9syZM/cbc8YZZxSPr7nmmoOe84Ybbsju3buTJG95y1tSV1dVf7UAAAAAAINaVSWyV155ZXGzyMMOOyzXX399pkyZ0qe5PvjBDxaPL7300n1ajCTJtm3b8uEPf7jYi/vUU08tBuRdve1tbyvW8J3vfCef/exn09nZuc+Y5cuXF0Pz0aNH5/zzz+9TzQAAAAAA9M3wShew129/+9vcdtttxdsnnnhifvCDH/TosQ0NDTnnnHP2+d7rX//6nHHGGbntttuyefPmzJkzJ6eddlqmT5+eJ554Irfffns2bdqUJDn88MOzcOHCA849duzYLFiwIO9///vT0dGRz3/+8/n+97+f0047LfX19fnpT3+ae+65pzj+7//+7zN58uRe/vQAAAAAAPRH1YTdq1atSkdHR/H23XffnbvvvrtHj21sbNwv7E6ST37yk6mrq8u3v/3t7NmzJ9/97nfz3e9+d7/HXnfddYcMqE899dRcddVVmT9/frZv354HH3wwDz744D5jhg8fnosvvjizZ8/uUc0AAAAAAJRO1YTdzw6PS2HkyJH5zGc+k5kzZ+ZrX/tafvGLX+Txxx/PqFGjcvTRR+f000/PnDlzcthhh3U711lnnZWXvexlufnmm/OjH/0obW1t2bNnTyZPnpwZM2bkXe96V4499tiS/wwAAAAAAHSvasLu66+/vmxzn3LKKTnllFP6Pc+UKVNyySWX5JJLLilBVQAAAAAAlEpVbVAJAAAAAAB9IewGAAAAAKDmCbsBAAAAAKh5wm4AAAAAAGqesBsAAAAAgJon7AYAAAAAoOYJuwEAAAAAqHnCbgAAAAAAap6wGwAAAACAmifsBgAAAACg5gm7AQAAAACoecJuAAAAAABqnrAbAAAAAICaJ+wGAAAAAKDmCbsBAAAAAKh5wm4AAAAAAGqesBsAAAAAgJon7AYAAAAAoOYJuwEAAAAAqHnCbgAAAAAAap6wGwAAAACAmifsBgAAAACg5gm7AQAAAACoecJuAAAAAABqnrAbAAAAAICaJ+wGAAAAAKDmCbsBAAAAAKh5wm4AAAAAAGqesJua0daWLFyYTJ+ejB+f1NcXvk6fXvh+W1ulKwQAAAAAKkXYTdVrbU1mzUqmTUsWLUrWrk22bEk6Ogpf164tfH/atMK41tZKVwwAAAAADDRhN1WtpSWZMSNZuTJpbz/02Pb2wrgZM5JVqwakPAAAAACgSgi7qVotLYWV2jt39u5xO3cmZ58t8AYAAACAoUTYTVVqbU3mzCm0KumLjo7k3HO1NAEAAACAoULYTVVavLj3K7qfbefO5MorS1MPAAAAAFDdhN1Unba20rUgaWlJNmwozVwAAAAAQPUSdlN1lizpfjPKnmpvL8wHAAAAAAxuwm6qzvLl1T0fAAAAAFB9hN1UnVK3HdHGBAAAAAAGP2E3VWfbttLOt3VraecDAAAAAKqPsJuqM25caedraCjtfAAAAABA9RF2U3WmTq3u+QAAAACA6iPspurMnl3d8wEAAAAA1UfYTdWZOzepry/NXPX1hfkAAAAAgMFN2E3VaWxMmptLM9fMmdqYAAAAAMBQIOymKs2fn4we3b85xoxJ5s0rTT0AAAAAQHUTdlOVmpqSZcuSuj4+Q+vqkqVLC/MAAAAAAIOfsJuq1dycrFzZ+xXeo0cXHleqVigAAAAAQPUTdlPVmpuT1auTWbO637Syvr4wbvVqQTcAAAAADDXDK10AdKepKVmxImlrS268MVm+PNmwIdm6NWloKGxAOXt2MneuzSgBAAAAYKgSdlMzGhuTBQsKfwAAAAAAutLGBAAAAACAmifsBgAAAACg5gm7AQAAAACoecJuAAAAAABqnrAbAAAAAICaJ+wGAAAAAKDmCbsBAAAAAKh5wm4AAAAAAGqesBsAAAAAgJon7AYAAAAAoOYJuwEAAAAAqHnCbgAAAAAAap6wGwAAAACAmifsBgAAAACg5gm7AQAAAACoecJuAAAAAABqnrAbAAAAAICaJ+wGAAAAAKDmCbsBAAAAAKh5wm4AAAAAAGqesBsAAAAAgJon7AYAAAAAoOYJuwEAAAAAqHnCbgAAAAAAap6wGwAAAACAmifsBgAAAACg5g3r7OzsrHQR9N0999yTrv+EI0eOrGA1ULBr167iseck1chzlGrnOUq18xyl2nmOUs08P6l2nqNUUtfn37Bhw/LSl760V48fXuqCGFjP/qyi6xMCqoHnJNXOc5Rq5zlKtfMcpdp5jlLNPD+pdp6jVFJf1mhrYwIAAAAAQM2zsrvG1dXVpaOjI0lhaf+IESMqXBEAAAAAQO/t3r27uKK7rq7367T17AYAAAAAoOZpYwIAAAAAQM0TdgMAAAAAUPOE3QAAAAAA1DxhNwAAAAAANU/YDQAAAABAzRN2AwAAAABQ84TdAAAAAADUPGE3AAAAAAA1T9gNAAAAAEDNE3YDAAAAAFDzhN0AAAAAANQ8YTcAAAAAADVP2A0AAAAAQM0TdgMAAAAAUPOE3QAAAAAA1DxhNwAAAAAANU/YDQAAAABAzRN2AwAAAABQ84TdAAAAAADUPGE3AAAAAAA1T9gNAAAAAEDNE3YDAAAAAFDzhle6AGDoWL9+fb761a9m9erVWb9+fZ566qmMGzcuRx11VE4++eSce+65+aM/+qNKl8kgtX79+tx88825++6709bWlmHDhmXy5Mk5+eST8/a3vz1HH310pUtkiLvnnnuycuXK3HPPPdm4cWN27dqVCRMmZPr06fnzP//zzJw5MyNHjqx0mbCPX/7ylzn33HOzZ8+e/PVf/3U++MEPVrokhrCOjo7ceuutufXWW7NmzZo8/vjjGTlyZKZNm5bXvva1ecc73pGJEydWukyGsLVr12bp0qX5z//8zzz66KPZs2dPJk6cmOOPPz5/+Zd/mdNOOy3Dhg2rdJkMAU8//XTe9KY35ZFHHslNN92UV77yld0+ZteuXfna176W2267LQ888EC2b9+eiRMn5sUvfnHe+ta35g1veMMAVA7dG9bZ2dlZ6SKAwe+GG27IP//zP2fPnj0HHTN27NhcccUVefOb3zyAlTEUfOMb38jll1+eHTt2HPD+ESNG5JJLLslf/dVfDXBlkDz11FOZP39+vv3tbx9y3JFHHplrrrkmxx133ABVBoe2c+fONDc353e/+12SCLupqPXr1+eiiy7K/ffff9Ax48ePz1VXXZXXvva1A1gZJJ2dnfnMZz6TJUuW5FARzEknnZRPf/rTOfzwwwewOoaiyy+/PMuXL0+SHoXdGzZsyHvf+948+OCDBx3zmte8Jp/+9KfznOc8p6S1Qm8Ju4Gy+5d/+Zdcc801xdsvfvGLc9JJJ2XChAnZuHFjfvjDH2bDhg3F+z/1qU8JvCmZO++8MxdeeGE6OjqSJE1NTTnppJOSJKtXr869995bHPtP//RPmTlzZkXqZGjas2dP5s6dm5/85CdJkmHDhuXVr351TjjhhIwcOTK/+93vcscdd+Spp55KkjQ0NGT58uWuRKAqXHHFFfm3f/u34m1hN5XS1taWOXPm5H/+53+SFELtN7zhDWlsbMymTZvy3e9+N5s2bUqSjBw5MkuXLs3xxx9fyZIZYv7P//k/ue6664q3//RP/zQnnnhiRo0alQceeCB33nlnMQT/kz/5k3z1q191NRdlc+211+bqq68u3u4u7N62bVvOPvvs/P73v0+STJw4MW984xszceLEPPTQQ/ne976XnTt3Jil8YLNkyZIMH66RBJUj7AbKau3atZk5c2Y6OjpSX1+fRYsW5W1ve9s+Y3bv3p1PfOITufnmm5Mkhx12WO644w4rGui3p556Km984xuLb3Avu+yyvPvd795nzC233JLLL788nZ2dGTt2bL7//e977jFg/u3f/i1XXHFFksIbh8997nNpamraZ8wTTzyRD33oQ/nZz36WJDnxxBOLK3GgUn784x/nPe95zz4rFIXdVMr555+fH//4x0mS173udfn0pz+dcePGFe/fsWNHPvKRj+QHP/hBEr9HGVi//e1v8+Y3vznt7e0ZOXJkrrrqqvzFX/zFPmPuu+++XHjhhcXXrBdffHHe8573VKJcBrFnv+/eq7uwu+uH2694xSty7bXX7rN6+3e/+13mzp2b9evXJ0kWLFiQOXPmlOEngJ6xQSVQVv/6r/9aXFH73ve+d7+gOym0kJg3b17xktKnnnoqK1asGNA6GZxuueWW4puGM888c7+gO0nOOeecnHfeeUmS7du358YbbxzIEhnivvjFLxaPP/WpT+0XdCfJ4Ycfns9//vOZNGlSkuQXv/jFPlckwED7wx/+kMsuuyydnZ0ZMWJEpcthiLvjjjuKQffLX/7yXHvttfsE3UkyZsyYfOITn8j48eOTFH6PPvTQQwNeK0PTN77xjbS3tydJzjvvvP2C7iQ5/vjjs3DhwuLtb33rWwNVHkNEW1tb3vWud+0XdHfnscceyy233JKk0Hb0n//5n/drU3LUUUflc5/7XOrqChHj5z//+UO2L4VyE3YDZfXDH/4wSVJXV9dtP+R3vvOdxePVq1eXtS6GhpaWluLx3LlzDzruggsuKF4q+q1vfeuQvRShVB544IE88sgjSQrtnV71qlcddGxDQ0Oam5uLt/2OpJIWLlyYRx99NGPGjMn5559f6XIY4lauXJkkGT58eC6//PKDXjr/nOc8J2effXZe9KIX5ZWvfGUef/zxgSyTIew3v/lN8fjlL3/5QcedfPLJxeOHH364rDUxdGzbti2f+cxncsYZZxQXS0ycODEveclLevT4b33rW9m9e3eSZNasWQe9AvbYY4/N6aefniR59NFHvValooTdQNls3LgxmzdvTlLYWO25z33uIcc///nPLx7vXY0LfbVp06Y88MADSZJJkyZl+vTpBx07YcKE4orajRs35r777huQGhna9j4/k/ToDYffkVSDb37zm7n11luTFC6znzZtWoUrYijbunVr/uM//iNJISg89thjDzn+0ksvzTe+8Y3cdNNNhwwdoZTq6+uLxxs3bjzouCeffLJ43N37Juipr33ta7n++uvz9NNPJ0le+cpXZsWKFTnmmGN69Pi9V84khQ0oD6Xr5r933HFHH6qF0tAxHiib5z3vebn77rvz6KOPZseOHd2Of/TRR4vHY8eOLWdpDAFr1qwpHh+oNcSznXDCCcWeyK2trTnhhBPKVhskyZve9Ka8/OUvz8aNG3PYYYd1O97vSCrtf/7nf4o95l/96ldnzpw5+1xBAwPt/vvvL644PNTVMVBJXTeVvummm3LmmWdm9OjR+4274YYbisddV3lDKUyaNCkf/vCHM2vWrAwbNqzHj+vNe6qu9//yl7/sfZFQIsJuoGyGDRuWiRMnZuLEiT0a/73vfa943PVFIfTFunXrisdHHnlkt+OnTp16wMdCuQwfPjxTpkzJlClTejS+6+/IF77wheUqCw6os7Mzl112WbZs2ZKGhob84z/+Y6/eLEM5PPjgg8Xjva8d161bl+XLl+euu+7Khg0bMnz48Bx11FH5i7/4i8yZM+eAISOU0znnnJMlS5Zk9+7dWbt2bWbNmpWLLrooTU1NGTNmTH7zm99kyZIlxZWwjY2N+cAHPlDhqhksJk+enMsuuyznnHNOrxdLbNu2rdjyafz48fv16n62rq9pvZ+ikoTdQFVYv379PptS7u33BX3Vtc3D5MmTux3/vOc9r3isjyfV5tZbby22PRkxYkS3l5FCqd100035yU9+kiSZN29ej36vQrn97ne/Kx5PmjQpX/nKV/LJT36yeLn+Xq2trWltbc2//du/5brrruvx5ftQClOmTMlVV12Vj370o9mzZ09+/etfHzDMHjZsWN7whjfkH/7hH/Z5XQr9caANUXuq61WFRxxxRLfjDzvssBx22GF56qmnsm3btjz99NMZNWpUn88PfaVnN1Bxu3btysUXX5ydO3cmSY477riceuqpFa6KWrd169bicU9WcXV9IbZt27ay1AR9sX79+ixatKh4e86cOQfdHAjK4be//W0+/elPJyl8GN11s1SopK7/r//3f//3LF68OE8//XSOPfbYnHfeebnooovylre8pbia8ZFHHsk73/nOrF+/vlIlM0SdccYZWblyZV75ylcedMzznve8vOpVr+rxVbFQbl3fE40ZM6ZHj+n6vst7KirFym5gP4888khe//rX9/nxf/u3f5sLLrigR2Pb29tzySWXFHeGHjFiRK644gqXRtNvu3btKh73ZEVB1xdmXR8LlfT444/nggsuKG72+/znPz9//dd/XdmiGFJ2796diy++OE8//XQOP/zwYs9uqAZPPfVU8fiLX/xi6urqctlll+Vd73rXPq8lN27cmAsvvDC/+tWvsnnz5lxyySVZtmxZJUpmiNq4cWOWLFmSe+65J0kyY8aMvPSlL83w4cPz61//Oj/84Q+zcePGLFy4MP/+7/+ez33ucz7YpuJ6+34q8Z6K6iDsBipmz549ufTSS3PbbbcVvzdv3rwcf/zxFayKwaLrzvc9+fCks7OzeFxX58InKm/Tpk0577zz8tBDDyUpbEp59dVXd9svEUrp2muvza9+9askyRVXXCF8oarsvSpwrw984AP5q7/6q/3GHXHEEbn++utz1llnZfPmzbnnnnuyevXqzJgxY6BKZQj7/e9/n3e84x157LHHMmHChFx99dX7rfDesGFDPvShD+W+++7Lvffemw996EO5+eabLQCiovrynsh7KqqBsBvYz4gRI3LUUUf1+fETJkzodsyOHTty0UUX5c477yx+70Mf+lDe/va39/m80FXXDVie3bvzQLqOGTlyZFlqgp5av359zjvvvDz88MNJCqtprrnmmhx33HEVroyh5Be/+EVuuOGGJElzc7P9NKg6Xf9/PWHChLznPe856NhJkyZl9uzZuf7665Mk3//+94XdlF1nZ2c+8pGP5LHHHkuSXHPNNXnFK16x37ipU6fmC1/4Qpqbm7Nhw4b87Gc/y6233pozzzxzoEuGoq7vp3q6Srvre6oRI0aUvCboCWE3sJ8jjjgit99+e9nm37RpU973vvfl/vvvL37voosuyoUXXli2czL0dH1x9uyVXwfS9YXZuHHjylIT9MS9996b97///XniiSeSFHokXnvttXn1q19d4coYSrZv355LLrkk7e3tmTx5cubNm1fpkmA/hx12WPH4z/7sz7rdo+NVr3pVMez+7//+77LWBknyn//5n8WrY0455ZQDBt17jR8/PhdeeGHmz5+fpNCHXthNJXX9Hbtjx44ePabr+y7vqagUYTcwoB544IG8733vy4YNG5IULm2aN29e3vGOd1S4MgabSZMmFY83btzY7fiuY7o+FgbSrbfemr/7u78rfvgyfvz4XHfddXnpS19a4coYaq6//vqsW7cuSXL88cfnlltuOeC4rh9c33vvvfnCF76QJJkyZUre9KY3lb9QhrSuVxM+73nP63b8EUccUTzeuxcClNP//b//t3h80kkndTv+lFNOKR6vWbOmLDVBT02cODHDhg1LZ2dnHn300W7HP/XUU8W9FCZMmOBqWSpG2A0MmNWrV+cDH/hAcVfmUaNG5aqrrsob3/jGClfGYHTMMccUj9va2rodv/cDmCT54z/+43KUBIf0hS98IVdddVWx1+HUqVOzZMmSvPCFL6xwZQxFXT8A/N73vpfvfe973T7m7rvvzt13350kecUrXiHspuy6/n7csmVLt+Pb29uLx11XLEK5bNq0qXjckz03Jk6cWDzeunVrWWqCnhozZkwaGxvzyCOP5Mknn8z27dv3uXr22byfolroFg8MiLvuuitz584tBt0TJkzIF7/4RUE3ZXPMMccUN/W57777uh3f2tpaPNYXmYF29dVX55Of/GQx6J4+fXq++tWvCroBDuFFL3pR8fjBBx/sdvwjjzxSPJ48eXJZaoKuurbW6cnK2K5XHIwfP74cJUGvHHvsscXjX/7yl4cc+4tf/KJ47P0UlSTsBsru5z//eT74wQ8WN7WYOnVqli5dmj/7sz+rcGUMZhMmTMiJJ56YpLDK4Ne//vVBxz755JPFF28TJkzIS17ykoEoEZIkX/ziF3PttdcWb7/qVa/KV77ylX0ut4eB9k//9E954IEHuv3z8Y9/vPiYv/7rvy5+/+abb65g9QwVTU1Nee5zn5ukEHb/5je/OeT4H/3oR8Xjl7/85WWtDZJ9V7f+x3/8R7fjf/rTnxaPX/ziF5ejJOiV173udcXju+6665Bju/6OtdcMlSTsBsrqiSeeyEUXXVTsPztt2rQsXbo0Rx99dIUrYyg444wzisfXXHPNQcfdcMMN2b17d5LkLW95S+rq/O+RgfFf//Vf+dSnPlW8fdppp+WGG26woQ9AD4wYMSJnnXVW8XbXD1+ebd26dWlpaUmSDB8+XJsdBsTrXve61NfXJ0nuueeeQ4aFO3bsyHXXXVe87QpYqsHpp5+eESNGJEmWL19+0CsU1q5dmzvuuCNJcvjhh+c1r3nNgNUIz+bdPFBWV155ZfF/iIcddliuv/76TJkypcJVMVS87W1vKz7fvvOd7+Szn/1ssU3EXsuXL8+XvvSlJIVLTc8///wBr5OhadeuXbnkkkuKPWRf/OIX57Of/azNfAB64cILLyxuVPnjH/84l112WXGRxV7r16/Pe9/73uzYsSNJ8q53vSuHH374QJfKENTY2Ji3vvWtxdsf/ehHDxh4P/HEE/nABz6Q3/72t0mSF7zgBfnLv/zLAasTDubwww/PO97xjiSFDSjf97737Rd4/+53v8sHPvCBdHR0JEkuuOACr2epKBtUAmXz29/+Nrfddlvx9oknnpgf/OAHPXpsQ0NDzjnnnHKVxhAxduzYLFiwIO9///vT0dGRz3/+8/n+97+f0047LfX19fnpT3+ae+65pzj+7//+7/XwZMB8/etf32fz1BNPPDFf+cpXevTYY445xooZgCR/9Ed/lI9//OP50Ic+lN27d+frX/96fvSjH+X000/PEUcckd/97nf57ne/Wwy6X/jCF+aiiy6qbNEMKZdddlnuv//+/Pd//3e2bNmSCy64ICeccEJe/vKXp6GhIb///e9zxx13FPc2amhoyDXXXJPhw8U1VIcPfvCD+eEPf5h169blV7/6Vc4888ycccYZmTJlSn73u9/lO9/5Tnbu3Jmk0CLqXe96V4UrZqjz2xMom1WrVhU/3U2Su+++O3fffXePHtvY2CjspiROPfXUXHXVVZk/f362b9+eBx98cL9NrIYPH56LL744s2fPrlCVDEV7L6ff66tf/WqPHztz5kxhN8D/Ou2003Ldddflsssuy6OPPprHHnssy5Yt22/cK17xilxzzTX7bBoI5XbYYYflpptuyt/93d/l+9//fpLCRn8H2uzvBS94Qa655hobVFNVxo0bl5tuuikXXHBBHnjggWzZsiXLly/fb9yMGTPyL//yLz6ooeI8A4GyeXagCJVy1lln5WUve1luvvnm/OhHP0pbW1v27NmTyZMnZ8aMGXnXu961z07jMBD8jgQonZNPPjm33357VqxYkTvuuCMPPfRQ/vCHP6ShoSEveclL8pa3vCVnnXWWfTmoiOc85zn53Oc+l//6r/9KS0tLfv7zn2fjxo3ZvXt3Dj/88PzJn/xJ3vjGN+ass84SFFKVJk+enK9//etZuXJlbr311jz44IPZsmVLGhoa8id/8ieZOXNmzjzzzAwbNqzSpUKGdT67eSkAAAAAANQYH2sDAAAAAFDzhN0AAAAAANQ8YTcAAAAAADVP2A0AAAAAQM0TdgMAAAAAUPOE3QAAAAAA1DxhNwAAAAAANU/YDQAAAABAzRN2AwAAAABQ84TdAAAAAADUPGE3AAAAAAA1T9gNAAAAAEDNE3YDAAAAAFDzhN0AAAAAANQ8YTcAAAAAADVP2A0AAAAAQM0TdgMAAAAAUPOE3QAAAAAA1DxhNwAAAAAANU/YDQAAAABAzfv/A/QtIDClcJnyAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 496,
       "width": 733
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[inlier_mask], y[inlier_mask], color=\"blue\", label=\"Inliers\")\n",
    "plt.scatter(X[outlier_mask], y[outlier_mask], color=\"red\", label=\"Outliers\")\n",
    "plt.title(\"RANSAC - outliers vs inliers\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Theil-Sen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "theilsen = TheilSenRegressor(random_state=42).fit(X, y)\n",
    "fit_df[\"theilsen_regression\"] = theilsen.predict(plotline_X)\n",
    "coef_list.append([\"theilsen_regression\", theilsen.coef_[0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 496,
       "width": 733
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fix, ax = plt.subplots()\n",
    "fit_df[\"theilsen_regression\"].plot(ax=ax)\n",
    "plt.scatter(X, y, c=\"k\")\n",
    "plt.title(\"Theil-Sen regression on data with outliers\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>model</th>\n",
       "      <th>coef</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>original_coef</td>\n",
       "      <td>64.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>linear_regression</td>\n",
       "      <td>8.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>huber_regression</td>\n",
       "      <td>37.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ransac_regression</td>\n",
       "      <td>62.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>theilsen_regression</td>\n",
       "      <td>59.49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 model   coef\n",
       "0        original_coef  64.59\n",
       "1    linear_regression   8.77\n",
       "2     huber_regression  37.52\n",
       "3    ransac_regression  62.85\n",
       "4  theilsen_regression  59.49"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(coef_list, columns=[\"model\", \"coef\"]).round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 496,
       "width": 733
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fix, ax = plt.subplots()\n",
    "fit_df.plot(ax=ax)\n",
    "plt.scatter(X, y, c=\"k\")\n",
    "plt.title(\"Comparison of robust regression algorithms\");"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "132033cc2e27c15534e2cfae7134719b7498df31a46ada10df358327349edd07"
  },
  "kernelspec": {
   "display_name": "Python 3.8.10 ('medium')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}